FileBase DT1_rLS_20150727_2232um ElecNo 5 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 0.37 and 0.56 GB. - 8 bytes per element (scalar), 25086850 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.18 and 0.27 GB. - 8 bytes per element (scalar), 12041688 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.04 and 0.07 GB. - 2 bytes per element (data_int), 12041688 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), 12041688 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), 12041688 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 28800 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=501737, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 0.64 and 0.97 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 501737 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 501737 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 19 (14465 points): Lose 833.344488 but Gain 2132.947596 Iteration 0F (12.407241 sec): 19 clusters Score: Raw -28094895.416870 + Penalty 38393.056719 = -28056502.360151 nChanged 472198 Iteration 1F (18.479886 sec): 19 clusters Score: Raw -30415378.839274 + Penalty 38393.056719 = -30376985.782555 nChanged 216477 Iteration 2F (24.544641 sec): 19 clusters Score: Raw -31052563.500431 + Penalty 38393.056719 = -31014170.443712 nChanged 133158 Iteration 3F (30.567536 sec): 19 clusters Score: Raw -31367132.292439 + Penalty 38393.056719 = -31328739.235720 nChanged 95894 Iteration 4F (36.543873 sec): 19 clusters Score: Raw -31591677.124284 + Penalty 38393.056719 = -31553284.067565 nChanged 72957 Iteration 5F (42.511609 sec): 19 clusters Score: Raw -31716762.333266 + Penalty 38393.056719 = -31678369.276547 nChanged 45375 Deleting Class 10 (1461 points): Lose 1985.567931 but Gain 2132.947596 Iteration 6F (48.463808 sec): 18 clusters Score: Raw -31789185.347468 + Penalty 36260.109124 = -31752925.238344 nChanged 29700 Iteration 7F (54.129074 sec): 18 clusters Score: Raw -31835284.508269 + Penalty 36260.109124 = -31799024.399146 nChanged 20213 Iteration 8Q (56.668724 sec): 18 clusters Score: Raw -31855198.411485 + Penalty 36260.109124 = -31818938.302361 nChanged 15181 Iteration 9Q (59.040162 sec): 18 clusters Score: Raw -31869196.586998 + Penalty 36260.109124 = -31832936.477874 nChanged 12657 Iteration 10Q (61.462452 sec): 18 clusters Score: Raw -31880545.819802 + Penalty 36260.109124 = -31844285.710678 nChanged 11218 Iteration 11Q (63.787659 sec): 18 clusters Score: Raw -31890039.369436 + Penalty 36260.109124 = -31853779.260313 nChanged 11309 Iteration 12Q (66.238553 sec): 18 clusters Score: Raw -31904320.663370 + Penalty 36260.109124 = -31868060.554247 nChanged 11881 Iteration 13Q (68.617501 sec): 18 clusters Score: Raw -31933819.810813 + Penalty 36260.109124 = -31897559.701689 nChanged 9792 Iteration 14Q (70.807346 sec): 18 clusters Score: Raw -31956192.802283 + Penalty 36260.109124 = -31919932.693159 nChanged 7519 Iteration 15Q (72.997253 sec): 18 clusters Score: Raw -31960686.981009 + Penalty 36260.109124 = -31924426.871886 nChanged 6231 Iteration 16Q (75.272316 sec): 18 clusters Score: Raw -31963241.576227 + Penalty 36260.109124 = -31926981.467103 nChanged 5295 Iteration 17Q (77.527152 sec): 18 clusters Score: Raw -31965016.191216 + Penalty 36260.109124 = -31928756.082092 nChanged 4439 Iteration 18Q (79.746922 sec): 18 clusters Score: Raw -31966392.783767 + Penalty 36260.109124 = -31930132.674643 nChanged 3864 Iteration 19Q (82.006789 sec): 18 clusters Score: Raw -31967547.063341 + Penalty 36260.109124 = -31931286.954217 nChanged 3547 Writing temp clu file Because OldScore, -31930132.674643, is greater than current (better) Score,-31931286.954217 Compute initial score before splitting: Score: Raw -31967547.063341 + Penalty 36260.109124 = -31931286.954217 Trying to split cluster 1 (109042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.599304 sec): 2 clusters Score: Raw -7421953.939669 + Penalty 1884.916866 = -7420069.022803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.833020 sec): 3 clusters Score: Raw -7350954.453044 + Penalty 3769.833733 = -7347184.619312 nChanged 52287 SP:Iteration 1F (83.062152 sec): 3 clusters Score: Raw -7383571.435614 + Penalty 3769.833733 = -7379801.601882 nChanged 5612 SP:Iteration 2F (83.288960 sec): 3 clusters Score: Raw -7386688.657838 + Penalty 3769.833733 = -7382918.824106 nChanged 6692 SP:Iteration 3F (83.515435 sec): 3 clusters Score: Raw -7391154.053874 + Penalty 3769.833733 = -7387384.220141 nChanged 7564 SP:Iteration 4F (83.742686 sec): 3 clusters Score: Raw -7396948.908397 + Penalty 3769.833733 = -7393179.074664 nChanged 8046 SP:Iteration 5F (83.966502 sec): 3 clusters Score: Raw -7403829.318898 + Penalty 3769.833733 = -7400059.485166 nChanged 7789 SP:Iteration 6F (84.204473 sec): 3 clusters Score: Raw -7410648.347132 + Penalty 3769.833733 = -7406878.513400 nChanged 6494 SP:Iteration 7F (84.436727 sec): 3 clusters Score: Raw -7415862.650654 + Penalty 3769.833733 = -7412092.816921 nChanged 4877 SP:Iteration 8Q (84.662044 sec): 3 clusters Score: Raw -7419071.190191 + Penalty 3769.833733 = -7415301.356459 nChanged 3487 SP:Iteration 9Q (84.896645 sec): 3 clusters Score: Raw -7421159.385614 + Penalty 3769.833733 = -7417389.551881 nChanged 2628 SP:Iteration 10Q (85.121667 sec): 3 clusters Score: Raw -7422559.552155 + Penalty 3769.833733 = -7418789.718422 nChanged 2138 SP:Iteration 11Q (85.342208 sec): 3 clusters Score: Raw -7423587.211696 + Penalty 3769.833733 = -7419817.377963 nChanged 1734 SP:Iteration 12Q (85.566997 sec): 3 clusters Score: Raw -7424311.406125 + Penalty 3769.833733 = -7420541.572392 nChanged 1481 SP:Iteration 13Q (85.791521 sec): 3 clusters Score: Raw -7424881.255602 + Penalty 3769.833733 = -7421111.421870 nChanged 1278 SP:Iteration 14Q (86.006865 sec): 3 clusters Score: Raw -7425325.039036 + Penalty 3769.833733 = -7421555.205304 nChanged 1140 SP:Iteration 15Q (86.205798 sec): 3 clusters Score: Raw -7425698.146698 + Penalty 3769.833733 = -7421928.312965 nChanged 1027 SP:Iteration 16Q (86.419327 sec): 3 clusters Score: Raw -7426014.107513 + Penalty 3769.833733 = -7422244.273781 nChanged 933 SP:Iteration 17Q (86.620967 sec): 3 clusters Score: Raw -7426296.611843 + Penalty 3769.833733 = -7422526.778110 nChanged 934 SP:Iteration 18Q (86.838025 sec): 3 clusters Score: Raw -7426624.321053 + Penalty 3769.833733 = -7422854.487320 nChanged 969 SP:Iteration 19Q (87.058844 sec): 3 clusters Score: Raw -7427028.595378 + Penalty 3769.833733 = -7423258.761646 nChanged 1032 SP:Iteration 20F (87.298998 sec): 3 clusters Score: Raw -7427640.568118 + Penalty 3769.833733 = -7423870.734386 nChanged 1175 SP:Iteration 21Q (87.501594 sec): 3 clusters Score: Raw -7428560.199124 + Penalty 3769.833733 = -7424790.365391 nChanged 1267 SP:Iteration 22Q (87.716627 sec): 3 clusters Score: Raw -7429636.048167 + Penalty 3769.833733 = -7425866.214434 nChanged 1360 SP:Iteration 23Q (87.933502 sec): 3 clusters Score: Raw -7430614.677860 + Penalty 3769.833733 = -7426844.844128 nChanged 1222 SP:Iteration 24Q (88.148189 sec): 3 clusters Score: Raw -7431255.861844 + Penalty 3769.833733 = -7427486.028111 nChanged 964 SP:Iteration 25Q (88.358923 sec): 3 clusters Score: Raw -7431596.821505 + Penalty 3769.833733 = -7427826.987772 nChanged 686 SP:Iteration 26Q (88.570077 sec): 3 clusters Score: Raw -7431757.060434 + Penalty 3769.833733 = -7427987.226702 nChanged 476 SP:Iteration 27Q (88.781521 sec): 3 clusters Score: Raw -7431833.546211 + Penalty 3769.833733 = -7428063.712478 nChanged 318 SP:Iteration 28Q (88.991011 sec): 3 clusters Score: Raw -7431864.418829 + Penalty 3769.833733 = -7428094.585096 nChanged 216 SP:Iteration 29Q (89.197554 sec): 3 clusters Score: Raw -7431880.082960 + Penalty 3769.833733 = -7428110.249227 nChanged 162 SP:Iteration 30Q (89.408002 sec): 3 clusters Score: Raw -7431893.009090 + Penalty 3769.833733 = -7428123.175357 nChanged 141 SP:Iteration 31Q (89.624711 sec): 3 clusters Score: Raw -7431900.364391 + Penalty 3769.833733 = -7428130.530658 nChanged 101 SP:Iteration 32Q (89.819527 sec): 3 clusters Score: Raw -7431904.874372 + Penalty 3769.833733 = -7428135.040639 nChanged 94 SP:Iteration 33Q (90.034956 sec): 3 clusters Score: Raw -7431908.485128 + Penalty 3769.833733 = -7428138.651395 nChanged 85 SP:Iteration 34Q (90.245193 sec): 3 clusters Score: Raw -7431911.036021 + Penalty 3769.833733 = -7428141.202288 nChanged 53 SP:Iteration 35Q (90.437292 sec): 3 clusters Score: Raw -7431912.393293 + Penalty 3769.833733 = -7428142.559561 nChanged 50 SP:Iteration 36Q (90.644547 sec): 3 clusters Score: Raw -7431913.458265 + Penalty 3769.833733 = -7428143.624532 nChanged 38 SP:Iteration 37Q (90.842637 sec): 3 clusters Score: Raw -7431914.065675 + Penalty 3769.833733 = -7428144.231942 nChanged 25 SP:Iteration 38Q (91.044574 sec): 3 clusters Score: Raw -7431914.542417 + Penalty 3769.833733 = -7428144.708685 nChanged 26 SP:Iteration 39Q (91.250414 sec): 3 clusters Score: Raw -7431914.995409 + Penalty 3769.833733 = -7428145.161676 nChanged 16 SP:Iteration 40F (91.472235 sec): 3 clusters Score: Raw -7431939.093597 + Penalty 3769.833733 = -7428169.259864 nChanged 36 SP:Iteration 41Q (91.673606 sec): 3 clusters Score: Raw -7431941.288829 + Penalty 3769.833733 = -7428171.455097 nChanged 32 SP:Iteration 42Q (91.879000 sec): 3 clusters Score: Raw -7431942.087419 + Penalty 3769.833733 = -7428172.253686 nChanged 19 SP:Iteration 43Q (92.085053 sec): 3 clusters Score: Raw -7431942.427779 + Penalty 3769.833733 = -7428172.594046 nChanged 16 SP:Iteration 44Q (92.289922 sec): 3 clusters Score: Raw -7431942.653148 + Penalty 3769.833733 = -7428172.819416 nChanged 13 SP:Iteration 45Q (92.500631 sec): 3 clusters Score: Raw -7431942.789126 + Penalty 3769.833733 = -7428172.955393 nChanged 4 SP:Iteration 46Q (92.723268 sec): 3 clusters Score: Raw -7431942.820942 + Penalty 3769.833733 = -7428172.987209 nChanged 5 SP:Iteration 47Q (92.931943 sec): 3 clusters Score: Raw -7431942.877692 + Penalty 3769.833733 = -7428173.043960 nChanged 2 SP:Iteration 48Q (93.134301 sec): 3 clusters Score: Raw -7431942.907026 + Penalty 3769.833733 = -7428173.073294 nChanged 2 SP:Iteration 49Q (93.345693 sec): 3 clusters Score: Raw -7431942.945314 + Penalty 3769.833733 = -7428173.111582 nChanged 0 SP:Iteration 50F (93.566168 sec): 3 clusters Score: Raw -7431942.945314 + Penalty 3769.833733 = -7428173.111582 nChanged 0 Score: Raw -31978022.617074 + Penalty 38393.056719 = -31939629.560355 Splitting cluster 1 changes total score from -31931286.954217 to -31939629.560355 So it's getting split into cluster 10. Trying to split cluster 2 (6748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (99.366715 sec): 2 clusters Score: Raw -373431.543102 + Penalty 1432.762735 = -371998.780368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (99.427891 sec): 3 clusters Score: Raw -369861.166525 + Penalty 2865.525469 = -366995.641056 nChanged 2835 SP:Iteration 1F (99.485602 sec): 3 clusters Score: Raw -371749.446361 + Penalty 2865.525469 = -368883.920892 nChanged 669 SP:Iteration 2F (99.548370 sec): 3 clusters Score: Raw -372448.648237 + Penalty 2865.525469 = -369583.122767 nChanged 676 SP:Iteration 3F (99.609940 sec): 3 clusters Score: Raw -373350.403047 + Penalty 2865.525469 = -370484.877577 nChanged 645 SP:Iteration 4F (99.666222 sec): 3 clusters Score: Raw -374361.170117 + Penalty 2865.525469 = -371495.644648 nChanged 613 SP:Iteration 5F (99.731292 sec): 3 clusters Score: Raw -375308.276006 + Penalty 2865.525469 = -372442.750537 nChanged 463 SP:Iteration 6F (99.779078 sec): 3 clusters Score: Raw -375902.245135 + Penalty 2865.525469 = -373036.719666 nChanged 311 SP:Iteration 7Q (99.839692 sec): 3 clusters Score: Raw -376190.136135 + Penalty 2865.525469 = -373324.610666 nChanged 208 SP:Iteration 8Q (99.905971 sec): 3 clusters Score: Raw -376365.620224 + Penalty 2865.525469 = -373500.094754 nChanged 157 SP:Iteration 9Q (99.966301 sec): 3 clusters Score: Raw -376539.732430 + Penalty 2865.525469 = -373674.206961 nChanged 132 SP:Iteration 10Q (100.014048 sec): 3 clusters Score: Raw -376644.827789 + Penalty 2865.525469 = -373779.302320 nChanged 77 SP:Iteration 11Q (100.070676 sec): 3 clusters Score: Raw -376683.477008 + Penalty 2865.525469 = -373817.951539 nChanged 45 SP:Iteration 12Q (100.140092 sec): 3 clusters Score: Raw -376705.425481 + Penalty 2865.525469 = -373839.900011 nChanged 38 SP:Iteration 13Q (100.201138 sec): 3 clusters Score: Raw -376729.982885 + Penalty 2865.525469 = -373864.457415 nChanged 32 SP:Iteration 14Q (100.246256 sec): 3 clusters Score: Raw -376753.712651 + Penalty 2865.525469 = -373888.187182 nChanged 36 SP:Iteration 15Q (100.309354 sec): 3 clusters Score: Raw -376769.153263 + Penalty 2865.525469 = -373903.627793 nChanged 26 SP:Iteration 16Q (100.372425 sec): 3 clusters Score: Raw -376775.488689 + Penalty 2865.525469 = -373909.963220 nChanged 13 SP:Iteration 17Q (100.425474 sec): 3 clusters Score: Raw -376777.614464 + Penalty 2865.525469 = -373912.088995 nChanged 12 SP:Iteration 18Q (100.487233 sec): 3 clusters Score: Raw -376779.910038 + Penalty 2865.525469 = -373914.384569 nChanged 9 SP:Iteration 19Q (100.554496 sec): 3 clusters Score: Raw -376781.370630 + Penalty 2865.525469 = -373915.845160 nChanged 7 SP:Iteration 20F (100.609756 sec): 3 clusters Score: Raw -376782.570795 + Penalty 2865.525469 = -373917.045326 nChanged 13 SP:Iteration 21Q (100.667716 sec): 3 clusters Score: Raw -376785.192701 + Penalty 2865.525469 = -373919.667232 nChanged 11 SP:Iteration 22Q (100.716283 sec): 3 clusters Score: Raw -376787.134815 + Penalty 2865.525469 = -373921.609345 nChanged 5 SP:Iteration 23Q (100.775084 sec): 3 clusters Score: Raw -376787.639955 + Penalty 2865.525469 = -373922.114486 nChanged 3 SP:Iteration 24Q (100.836679 sec): 3 clusters Score: Raw -376787.964865 + Penalty 2865.525469 = -373922.439396 nChanged 2 SP:Iteration 25Q (100.898002 sec): 3 clusters Score: Raw -376788.306915 + Penalty 2865.525469 = -373922.781446 nChanged 4 SP:Iteration 26Q (100.957828 sec): 3 clusters Score: Raw -376788.678586 + Penalty 2865.525469 = -373923.153117 nChanged 4 SP:Iteration 27Q (101.021359 sec): 3 clusters Score: Raw -376789.371980 + Penalty 2865.525469 = -373923.846511 nChanged 5 SP:Iteration 28Q (101.067573 sec): 3 clusters Score: Raw -376790.080895 + Penalty 2865.525469 = -373924.555426 nChanged 2 SP:Iteration 29Q (101.134097 sec): 3 clusters Score: Raw -376790.308925 + Penalty 2865.525469 = -373924.783456 nChanged 0 SP:Iteration 30F (101.186896 sec): 3 clusters Score: Raw -376790.308925 + Penalty 2865.525469 = -373924.783456 nChanged 0 Score: Raw -31981381.382896 + Penalty 40526.004315 = -31940855.378582 Splitting cluster 2 changes total score from -31931286.954217 to -31940855.378582 So it's getting split into cluster 19. Trying to split cluster 3 (4512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.161252 sec): 2 clusters Score: Raw -295342.882972 + Penalty 1367.355566 = -293975.527405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.214600 sec): 3 clusters Score: Raw -293073.639420 + Penalty 2734.711133 = -290338.928287 nChanged 1850 SP:Iteration 1F (107.258143 sec): 3 clusters Score: Raw -295352.830244 + Penalty 2734.711133 = -292618.119111 nChanged 775 SP:Iteration 2F (107.313469 sec): 3 clusters Score: Raw -299087.281974 + Penalty 2734.711133 = -296352.570841 nChanged 816 SP:Iteration 3F (107.370891 sec): 3 clusters Score: Raw -301152.064171 + Penalty 2734.711133 = -298417.353038 nChanged 298 SP:Iteration 4F (107.437866 sec): 3 clusters Score: Raw -301731.607530 + Penalty 2734.711133 = -298996.896398 nChanged 121 SP:Iteration 5Q (107.495876 sec): 3 clusters Score: Raw -302270.447314 + Penalty 2734.711133 = -299535.736181 nChanged 165 SP:Iteration 6Q (107.540541 sec): 3 clusters Score: Raw -304028.365514 + Penalty 2734.711133 = -301293.654381 nChanged 49 SP:Iteration 7Q (107.607308 sec): 3 clusters Score: Raw -304468.087148 + Penalty 2734.711133 = -301733.376015 nChanged 3 SP:Iteration 8Q (107.650859 sec): 3 clusters Score: Raw -304473.950036 + Penalty 2734.711133 = -301739.238903 nChanged 1 SP:Iteration 9Q (107.712391 sec): 3 clusters Score: Raw -304475.063913 + Penalty 2734.711133 = -301740.352781 nChanged 0 SP:Iteration 10F (107.771344 sec): 3 clusters Score: Raw -304475.063913 + Penalty 2734.711133 = -301740.352781 nChanged 0 Score: Raw -31990513.563838 + Penalty 42658.951910 = -31947854.611928 Splitting cluster 3 changes total score from -31931286.954217 to -31947854.611928 So it's getting split into cluster 20. Trying to split cluster 4 (14221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.127484 sec): 2 clusters Score: Raw -926364.361777 + Penalty 1553.902191 = -924810.459585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.202818 sec): 3 clusters Score: Raw -918121.749279 + Penalty 3107.804383 = -915013.944897 nChanged 6244 SP:Iteration 1F (114.277109 sec): 3 clusters Score: Raw -921607.377064 + Penalty 3107.804383 = -918499.572681 nChanged 934 SP:Iteration 2F (114.343611 sec): 3 clusters Score: Raw -922233.894685 + Penalty 3107.804383 = -919126.090303 nChanged 976 SP:Iteration 3F (114.431366 sec): 3 clusters Score: Raw -923135.251779 + Penalty 3107.804383 = -920027.447396 nChanged 1083 SP:Iteration 4F (114.504350 sec): 3 clusters Score: Raw -924215.381757 + Penalty 3107.804383 = -921107.577374 nChanged 1079 SP:Iteration 5F (114.573889 sec): 3 clusters Score: Raw -925279.455632 + Penalty 3107.804383 = -922171.651249 nChanged 982 SP:Iteration 6F (114.640568 sec): 3 clusters Score: Raw -926109.178914 + Penalty 3107.804383 = -923001.374531 nChanged 839 SP:Iteration 7F (114.718518 sec): 3 clusters Score: Raw -926674.685083 + Penalty 3107.804383 = -923566.880700 nChanged 653 SP:Iteration 8Q (114.791457 sec): 3 clusters Score: Raw -927040.309460 + Penalty 3107.804383 = -923932.505077 nChanged 503 SP:Iteration 9Q (114.870000 sec): 3 clusters Score: Raw -927277.037614 + Penalty 3107.804383 = -924169.233231 nChanged 374 SP:Iteration 10Q (114.940270 sec): 3 clusters Score: Raw -927420.742315 + Penalty 3107.804383 = -924312.937932 nChanged 267 SP:Iteration 11Q (115.015598 sec): 3 clusters Score: Raw -927518.987123 + Penalty 3107.804383 = -924411.182740 nChanged 194 SP:Iteration 12Q (115.086059 sec): 3 clusters Score: Raw -927587.416003 + Penalty 3107.804383 = -924479.611620 nChanged 152 SP:Iteration 13Q (115.156281 sec): 3 clusters Score: Raw -927639.892668 + Penalty 3107.804383 = -924532.088285 nChanged 123 SP:Iteration 14Q (115.227275 sec): 3 clusters Score: Raw -927674.917519 + Penalty 3107.804383 = -924567.113136 nChanged 109 SP:Iteration 15Q (115.300535 sec): 3 clusters Score: Raw -927700.087572 + Penalty 3107.804383 = -924592.283189 nChanged 83 SP:Iteration 16Q (115.369751 sec): 3 clusters Score: Raw -927721.527064 + Penalty 3107.804383 = -924613.722681 nChanged 94 SP:Iteration 17Q (115.442710 sec): 3 clusters Score: Raw -927739.955862 + Penalty 3107.804383 = -924632.151479 nChanged 90 SP:Iteration 18Q (115.513966 sec): 3 clusters Score: Raw -927757.064856 + Penalty 3107.804383 = -924649.260473 nChanged 78 SP:Iteration 19Q (115.573280 sec): 3 clusters Score: Raw -927771.813065 + Penalty 3107.804383 = -924664.008682 nChanged 75 SP:Iteration 20F (115.656056 sec): 3 clusters Score: Raw -927784.551558 + Penalty 3107.804383 = -924676.747175 nChanged 63 SP:Iteration 21Q (115.729105 sec): 3 clusters Score: Raw -927793.794766 + Penalty 3107.804383 = -924685.990383 nChanged 62 SP:Iteration 22Q (115.797770 sec): 3 clusters Score: Raw -927803.161204 + Penalty 3107.804383 = -924695.356821 nChanged 58 SP:Iteration 23Q (115.862866 sec): 3 clusters Score: Raw -927812.879823 + Penalty 3107.804383 = -924705.075440 nChanged 63 SP:Iteration 24Q (115.924730 sec): 3 clusters Score: Raw -927822.896986 + Penalty 3107.804383 = -924715.092603 nChanged 51 SP:Iteration 25Q (115.996363 sec): 3 clusters Score: Raw -927830.232923 + Penalty 3107.804383 = -924722.428540 nChanged 42 SP:Iteration 26Q (116.067398 sec): 3 clusters Score: Raw -927836.454394 + Penalty 3107.804383 = -924728.650011 nChanged 38 SP:Iteration 27Q (116.148286 sec): 3 clusters Score: Raw -927843.507405 + Penalty 3107.804383 = -924735.703022 nChanged 45 SP:Iteration 28Q (116.219440 sec): 3 clusters Score: Raw -927851.821579 + Penalty 3107.804383 = -924744.017196 nChanged 48 SP:Iteration 29Q (116.286444 sec): 3 clusters Score: Raw -927861.149979 + Penalty 3107.804383 = -924753.345596 nChanged 57 SP:Iteration 30Q (116.358833 sec): 3 clusters Score: Raw -927872.263571 + Penalty 3107.804383 = -924764.459188 nChanged 62 SP:Iteration 31Q (116.428938 sec): 3 clusters Score: Raw -927881.611337 + Penalty 3107.804383 = -924773.806954 nChanged 52 SP:Iteration 32Q (116.494158 sec): 3 clusters Score: Raw -927888.790216 + Penalty 3107.804383 = -924780.985833 nChanged 45 SP:Iteration 33Q (116.569855 sec): 3 clusters Score: Raw -927895.475085 + Penalty 3107.804383 = -924787.670702 nChanged 48 SP:Iteration 34Q (116.642836 sec): 3 clusters Score: Raw -927904.220197 + Penalty 3107.804383 = -924796.415815 nChanged 63 SP:Iteration 35Q (116.712415 sec): 3 clusters Score: Raw -927916.798292 + Penalty 3107.804383 = -924808.993909 nChanged 63 SP:Iteration 36Q (116.781551 sec): 3 clusters Score: Raw -927929.876565 + Penalty 3107.804383 = -924822.072182 nChanged 63 SP:Iteration 37Q (116.843743 sec): 3 clusters Score: Raw -927943.050420 + Penalty 3107.804383 = -924835.246037 nChanged 64 SP:Iteration 38Q (116.925165 sec): 3 clusters Score: Raw -927956.319776 + Penalty 3107.804383 = -924848.515393 nChanged 59 SP:Iteration 39Q (116.988956 sec): 3 clusters Score: Raw -927966.694374 + Penalty 3107.804383 = -924858.889991 nChanged 54 SP:Iteration 40F (117.065852 sec): 3 clusters Score: Raw -927975.507502 + Penalty 3107.804383 = -924867.703119 nChanged 46 SP:Iteration 41Q (117.139988 sec): 3 clusters Score: Raw -927981.297126 + Penalty 3107.804383 = -924873.492743 nChanged 37 SP:Iteration 42Q (117.208454 sec): 3 clusters Score: Raw -927987.021198 + Penalty 3107.804383 = -924879.216815 nChanged 34 SP:Iteration 43Q (117.270373 sec): 3 clusters Score: Raw -927991.367179 + Penalty 3107.804383 = -924883.562796 nChanged 31 SP:Iteration 44Q (117.341370 sec): 3 clusters Score: Raw -927996.263677 + Penalty 3107.804383 = -924888.459294 nChanged 35 SP:Iteration 45Q (117.422971 sec): 3 clusters Score: Raw -928000.691627 + Penalty 3107.804383 = -924892.887244 nChanged 32 SP:Iteration 46Q (117.491401 sec): 3 clusters Score: Raw -928005.058569 + Penalty 3107.804383 = -924897.254186 nChanged 35 SP:Iteration 47Q (117.565904 sec): 3 clusters Score: Raw -928009.574537 + Penalty 3107.804383 = -924901.770154 nChanged 34 SP:Iteration 48Q (117.638830 sec): 3 clusters Score: Raw -928013.675071 + Penalty 3107.804383 = -924905.870688 nChanged 37 SP:Iteration 49Q (117.706738 sec): 3 clusters Score: Raw -928018.397474 + Penalty 3107.804383 = -924910.593092 nChanged 37 SP:Iteration 50Q (117.772584 sec): 3 clusters Score: Raw -928023.495386 + Penalty 3107.804383 = -924915.691003 nChanged 38 SP:Iteration 51Q (117.850303 sec): 3 clusters Score: Raw -928028.365207 + Penalty 3107.804383 = -924920.560825 nChanged 38 SP:Iteration 52Q (117.923881 sec): 3 clusters Score: Raw -928032.839116 + Penalty 3107.804383 = -924925.034733 nChanged 31 SP:Iteration 53Q (117.991965 sec): 3 clusters Score: Raw -928036.219172 + Penalty 3107.804383 = -924928.414790 nChanged 28 SP:Iteration 54Q (118.057048 sec): 3 clusters Score: Raw -928039.816465 + Penalty 3107.804383 = -924932.012082 nChanged 25 SP:Iteration 55Q (118.129852 sec): 3 clusters Score: Raw -928043.753742 + Penalty 3107.804383 = -924935.949359 nChanged 26 SP:Iteration 56Q (118.204442 sec): 3 clusters Score: Raw -928047.402832 + Penalty 3107.804383 = -924939.598449 nChanged 21 SP:Iteration 57Q (118.275237 sec): 3 clusters Score: Raw -928049.861510 + Penalty 3107.804383 = -924942.057128 nChanged 20 SP:Iteration 58Q (118.345310 sec): 3 clusters Score: Raw -928053.094571 + Penalty 3107.804383 = -924945.290189 nChanged 23 SP:Iteration 59Q (118.414480 sec): 3 clusters Score: Raw -928055.987003 + Penalty 3107.804383 = -924948.182620 nChanged 23 SP:Iteration 60F (118.478431 sec): 3 clusters Score: Raw -928059.045931 + Penalty 3107.804383 = -924951.241548 nChanged 22 SP:Iteration 61Q (118.545134 sec): 3 clusters Score: Raw -928061.535418 + Penalty 3107.804383 = -924953.731035 nChanged 26 SP:Iteration 62Q (118.619843 sec): 3 clusters Score: Raw -928064.641038 + Penalty 3107.804383 = -924956.836656 nChanged 35 SP:Iteration 63Q (118.691147 sec): 3 clusters Score: Raw -928069.384166 + Penalty 3107.804383 = -924961.579783 nChanged 29 SP:Iteration 64Q (118.761716 sec): 3 clusters Score: Raw -928073.500343 + Penalty 3107.804383 = -924965.695960 nChanged 21 SP:Iteration 65Q (118.839512 sec): 3 clusters Score: Raw -928076.276241 + Penalty 3107.804383 = -924968.471858 nChanged 18 SP:Iteration 66Q (118.896698 sec): 3 clusters Score: Raw -928078.448579 + Penalty 3107.804383 = -924970.644196 nChanged 13 SP:Iteration 67Q (118.963293 sec): 3 clusters Score: Raw -928079.991859 + Penalty 3107.804383 = -924972.187476 nChanged 10 SP:Iteration 68Q (119.033705 sec): 3 clusters Score: Raw -928080.960416 + Penalty 3107.804383 = -924973.156033 nChanged 8 SP:Iteration 69Q (119.112559 sec): 3 clusters Score: Raw -928081.632850 + Penalty 3107.804383 = -924973.828467 nChanged 7 SP:Iteration 70Q (119.185166 sec): 3 clusters Score: Raw -928082.732104 + Penalty 3107.804383 = -924974.927721 nChanged 13 SP:Iteration 71Q (119.250709 sec): 3 clusters Score: Raw -928083.745144 + Penalty 3107.804383 = -924975.940761 nChanged 9 SP:Iteration 72Q (119.334414 sec): 3 clusters Score: Raw -928084.868847 + Penalty 3107.804383 = -924977.064464 nChanged 13 SP:Iteration 73Q (119.408352 sec): 3 clusters Score: Raw -928086.337357 + Penalty 3107.804383 = -924978.532974 nChanged 10 SP:Iteration 74Q (119.479757 sec): 3 clusters Score: Raw -928087.429176 + Penalty 3107.804383 = -924979.624793 nChanged 11 SP:Iteration 75Q (119.546454 sec): 3 clusters Score: Raw -928088.730251 + Penalty 3107.804383 = -924980.925868 nChanged 12 SP:Iteration 76Q (119.612573 sec): 3 clusters Score: Raw -928089.686625 + Penalty 3107.804383 = -924981.882242 nChanged 7 SP:Iteration 77Q (119.683432 sec): 3 clusters Score: Raw -928090.301122 + Penalty 3107.804383 = -924982.496739 nChanged 2 SP:Iteration 78Q (119.754896 sec): 3 clusters Score: Raw -928090.458981 + Penalty 3107.804383 = -924982.654598 nChanged 1 SP:Iteration 79Q (119.819497 sec): 3 clusters Score: Raw -928090.533172 + Penalty 3107.804383 = -924982.728789 nChanged 1 SP:Iteration 80F (119.885039 sec): 3 clusters Score: Raw -928090.604337 + Penalty 3107.804383 = -924982.799954 nChanged 0 Score: Raw -31992239.806398 + Penalty 44791.899506 = -31947447.906892 Splitting cluster 4 changes total score from -31931286.954217 to -31947447.906892 So it's getting split into cluster 21. Trying to split cluster 5 (24667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.790102 sec): 2 clusters Score: Raw -1679163.713340 + Penalty 1643.398510 = -1677520.314831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.879951 sec): 3 clusters Score: Raw -1664123.842336 + Penalty 3286.797019 = -1660837.045317 nChanged 11319 SP:Iteration 1F (126.966303 sec): 3 clusters Score: Raw -1670685.032851 + Penalty 3286.797019 = -1667398.235832 nChanged 1601 SP:Iteration 2F (127.058797 sec): 3 clusters Score: Raw -1671938.284907 + Penalty 3286.797019 = -1668651.487888 nChanged 2142 SP:Iteration 3F (127.149000 sec): 3 clusters Score: Raw -1674822.809414 + Penalty 3286.797019 = -1671536.012395 nChanged 3089 SP:Iteration 4F (127.242421 sec): 3 clusters Score: Raw -1681791.222920 + Penalty 3286.797019 = -1678504.425901 nChanged 3215 SP:Iteration 5F (127.333927 sec): 3 clusters Score: Raw -1688761.167120 + Penalty 3286.797019 = -1685474.370101 nChanged 1820 SP:Iteration 6F (127.426016 sec): 3 clusters Score: Raw -1690703.127847 + Penalty 3286.797019 = -1687416.330828 nChanged 805 SP:Iteration 7Q (127.507806 sec): 3 clusters Score: Raw -1691510.065780 + Penalty 3286.797019 = -1688223.268761 nChanged 482 SP:Iteration 8Q (127.596132 sec): 3 clusters Score: Raw -1692016.378497 + Penalty 3286.797019 = -1688729.581478 nChanged 351 SP:Iteration 9Q (127.679642 sec): 3 clusters Score: Raw -1692434.496653 + Penalty 3286.797019 = -1689147.699634 nChanged 262 SP:Iteration 10Q (127.762926 sec): 3 clusters Score: Raw -1692754.510864 + Penalty 3286.797019 = -1689467.713845 nChanged 215 SP:Iteration 11Q (127.849212 sec): 3 clusters Score: Raw -1693062.840926 + Penalty 3286.797019 = -1689776.043907 nChanged 156 SP:Iteration 12Q (127.926019 sec): 3 clusters Score: Raw -1693355.268596 + Penalty 3286.797019 = -1690068.471577 nChanged 127 SP:Iteration 13Q (128.008989 sec): 3 clusters Score: Raw -1693681.060041 + Penalty 3286.797019 = -1690394.263022 nChanged 75 SP:Iteration 14Q (128.089518 sec): 3 clusters Score: Raw -1693871.089760 + Penalty 3286.797019 = -1690584.292741 nChanged 43 SP:Iteration 15Q (128.166560 sec): 3 clusters Score: Raw -1693957.154420 + Penalty 3286.797019 = -1690670.357401 nChanged 24 SP:Iteration 16Q (128.241590 sec): 3 clusters Score: Raw -1693985.129151 + Penalty 3286.797019 = -1690698.332132 nChanged 11 SP:Iteration 17Q (128.319288 sec): 3 clusters Score: Raw -1693991.130047 + Penalty 3286.797019 = -1690704.333028 nChanged 3 SP:Iteration 18Q (128.391102 sec): 3 clusters Score: Raw -1693991.453114 + Penalty 3286.797019 = -1690704.656095 nChanged 1 SP:Iteration 19Q (128.473594 sec): 3 clusters Score: Raw -1693991.500450 + Penalty 3286.797019 = -1690704.703431 nChanged 0 SP:Iteration 20F (128.560091 sec): 3 clusters Score: Raw -1693996.003329 + Penalty 3286.797019 = -1690709.206310 nChanged 2 SP:Iteration 21Q (128.641299 sec): 3 clusters Score: Raw -1693996.688430 + Penalty 3286.797019 = -1690709.891411 nChanged 0 SP:Iteration 22F (128.727512 sec): 3 clusters Score: Raw -1693996.688430 + Penalty 3286.797019 = -1690709.891411 nChanged 0 Score: Raw -32007072.781488 + Penalty 46924.847101 = -31960147.934387 Splitting cluster 5 changes total score from -31931286.954217 to -31960147.934387 So it's getting split into cluster 22. Trying to split cluster 6 (66408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.711805 sec): 2 clusters Score: Raw -4430488.168015 + Penalty 1804.330582 = -4428683.837434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.866976 sec): 3 clusters Score: Raw -4387924.077261 + Penalty 3608.661163 = -4384315.416098 nChanged 31461 SP:Iteration 1F (136.029452 sec): 3 clusters Score: Raw -4406683.255995 + Penalty 3608.661163 = -4403074.594832 nChanged 3639 SP:Iteration 2F (136.202609 sec): 3 clusters Score: Raw -4408974.669917 + Penalty 3608.661163 = -4405366.008754 nChanged 4821 SP:Iteration 3F (136.371255 sec): 3 clusters Score: Raw -4413599.791002 + Penalty 3608.661163 = -4409991.129838 nChanged 6417 SP:Iteration 4F (136.540629 sec): 3 clusters Score: Raw -4420565.125138 + Penalty 3608.661163 = -4416956.463974 nChanged 6765 SP:Iteration 5F (136.705416 sec): 3 clusters Score: Raw -4427499.197960 + Penalty 3608.661163 = -4423890.536797 nChanged 5235 SP:Iteration 6F (136.864454 sec): 3 clusters Score: Raw -4432296.040481 + Penalty 3608.661163 = -4428687.379317 nChanged 3422 SP:Iteration 7F (137.028176 sec): 3 clusters Score: Raw -4434993.476807 + Penalty 3608.661163 = -4431384.815644 nChanged 2357 SP:Iteration 8Q (137.196583 sec): 3 clusters Score: Raw -4436325.652235 + Penalty 3608.661163 = -4432716.991072 nChanged 1686 SP:Iteration 9Q (137.362492 sec): 3 clusters Score: Raw -4437012.371787 + Penalty 3608.661163 = -4433403.710624 nChanged 1286 SP:Iteration 10Q (137.521318 sec): 3 clusters Score: Raw -4437400.012126 + Penalty 3608.661163 = -4433791.350963 nChanged 998 SP:Iteration 11Q (137.686991 sec): 3 clusters Score: Raw -4437653.921728 + Penalty 3608.661163 = -4434045.260565 nChanged 825 SP:Iteration 12Q (137.846202 sec): 3 clusters Score: Raw -4437816.569580 + Penalty 3608.661163 = -4434207.908417 nChanged 632 SP:Iteration 13Q (138.006606 sec): 3 clusters Score: Raw -4437913.930347 + Penalty 3608.661163 = -4434305.269184 nChanged 476 SP:Iteration 14Q (138.174945 sec): 3 clusters Score: Raw -4437973.857007 + Penalty 3608.661163 = -4434365.195843 nChanged 371 SP:Iteration 15Q (138.336799 sec): 3 clusters Score: Raw -4438017.826949 + Penalty 3608.661163 = -4434409.165786 nChanged 331 SP:Iteration 16Q (138.490274 sec): 3 clusters Score: Raw -4438055.478211 + Penalty 3608.661163 = -4434446.817048 nChanged 304 SP:Iteration 17Q (138.647033 sec): 3 clusters Score: Raw -4438087.780616 + Penalty 3608.661163 = -4434479.119453 nChanged 282 SP:Iteration 18Q (138.818971 sec): 3 clusters Score: Raw -4438121.119693 + Penalty 3608.661163 = -4434512.458530 nChanged 247 SP:Iteration 19Q (138.978198 sec): 3 clusters Score: Raw -4438147.235989 + Penalty 3608.661163 = -4434538.574825 nChanged 212 SP:Iteration 20F (139.144998 sec): 3 clusters Score: Raw -4438169.561209 + Penalty 3608.661163 = -4434560.900046 nChanged 210 SP:Iteration 21Q (139.304241 sec): 3 clusters Score: Raw -4438189.659180 + Penalty 3608.661163 = -4434580.998017 nChanged 171 SP:Iteration 22Q (139.466828 sec): 3 clusters Score: Raw -4438204.612172 + Penalty 3608.661163 = -4434595.951009 nChanged 176 SP:Iteration 23Q (139.620753 sec): 3 clusters Score: Raw -4438217.855894 + Penalty 3608.661163 = -4434609.194731 nChanged 165 SP:Iteration 24Q (139.787612 sec): 3 clusters Score: Raw -4438228.402801 + Penalty 3608.661163 = -4434619.741637 nChanged 149 SP:Iteration 25Q (139.946905 sec): 3 clusters Score: Raw -4438237.629433 + Penalty 3608.661163 = -4434628.968270 nChanged 139 SP:Iteration 26Q (140.109721 sec): 3 clusters Score: Raw -4438246.277218 + Penalty 3608.661163 = -4434637.616054 nChanged 129 SP:Iteration 27Q (140.267051 sec): 3 clusters Score: Raw -4438254.621013 + Penalty 3608.661163 = -4434645.959850 nChanged 113 SP:Iteration 28Q (140.436640 sec): 3 clusters Score: Raw -4438260.233805 + Penalty 3608.661163 = -4434651.572641 nChanged 101 SP:Iteration 29Q (140.599099 sec): 3 clusters Score: Raw -4438264.809779 + Penalty 3608.661163 = -4434656.148615 nChanged 90 SP:Iteration 30Q (140.765940 sec): 3 clusters Score: Raw -4438268.828602 + Penalty 3608.661163 = -4434660.167439 nChanged 92 SP:Iteration 31Q (140.928003 sec): 3 clusters Score: Raw -4438272.405749 + Penalty 3608.661163 = -4434663.744586 nChanged 82 SP:Iteration 32Q (141.080025 sec): 3 clusters Score: Raw -4438275.662718 + Penalty 3608.661163 = -4434667.001554 nChanged 94 SP:Iteration 33Q (141.244027 sec): 3 clusters Score: Raw -4438280.199607 + Penalty 3608.661163 = -4434671.538443 nChanged 86 SP:Iteration 34Q (141.393962 sec): 3 clusters Score: Raw -4438284.241355 + Penalty 3608.661163 = -4434675.580192 nChanged 86 SP:Iteration 35Q (141.546861 sec): 3 clusters Score: Raw -4438287.675502 + Penalty 3608.661163 = -4434679.014338 nChanged 72 SP:Iteration 36Q (141.715584 sec): 3 clusters Score: Raw -4438290.619575 + Penalty 3608.661163 = -4434681.958411 nChanged 64 SP:Iteration 37Q (141.870614 sec): 3 clusters Score: Raw -4438293.203070 + Penalty 3608.661163 = -4434684.541907 nChanged 54 SP:Iteration 38Q (142.024976 sec): 3 clusters Score: Raw -4438295.794929 + Penalty 3608.661163 = -4434687.133765 nChanged 65 SP:Iteration 39Q (142.189219 sec): 3 clusters Score: Raw -4438298.696674 + Penalty 3608.661163 = -4434690.035511 nChanged 59 SP:Iteration 40F (142.367238 sec): 3 clusters Score: Raw -4438301.161312 + Penalty 3608.661163 = -4434692.500149 nChanged 60 SP:Iteration 41Q (142.531831 sec): 3 clusters Score: Raw -4438303.811991 + Penalty 3608.661163 = -4434695.150827 nChanged 63 SP:Iteration 42Q (142.683288 sec): 3 clusters Score: Raw -4438306.454984 + Penalty 3608.661163 = -4434697.793820 nChanged 64 SP:Iteration 43Q (142.850782 sec): 3 clusters Score: Raw -4438309.066311 + Penalty 3608.661163 = -4434700.405148 nChanged 60 SP:Iteration 44Q (143.010732 sec): 3 clusters Score: Raw -4438311.254505 + Penalty 3608.661163 = -4434702.593342 nChanged 69 SP:Iteration 45Q (143.177000 sec): 3 clusters Score: Raw -4438313.668008 + Penalty 3608.661163 = -4434705.006845 nChanged 78 SP:Iteration 46Q (143.353146 sec): 3 clusters Score: Raw -4438316.559921 + Penalty 3608.661163 = -4434707.898758 nChanged 75 SP:Iteration 47Q (143.515388 sec): 3 clusters Score: Raw -4438319.860817 + Penalty 3608.661163 = -4434711.199654 nChanged 78 SP:Iteration 48Q (143.673881 sec): 3 clusters Score: Raw -4438323.765284 + Penalty 3608.661163 = -4434715.104121 nChanged 80 SP:Iteration 49Q (143.824373 sec): 3 clusters Score: Raw -4438327.098867 + Penalty 3608.661163 = -4434718.437704 nChanged 62 SP:Iteration 50Q (143.991296 sec): 3 clusters Score: Raw -4438329.862215 + Penalty 3608.661163 = -4434721.201052 nChanged 62 SP:Iteration 51Q (144.157862 sec): 3 clusters Score: Raw -4438332.786214 + Penalty 3608.661163 = -4434724.125050 nChanged 68 SP:Iteration 52Q (144.312707 sec): 3 clusters Score: Raw -4438335.575415 + Penalty 3608.661163 = -4434726.914252 nChanged 63 SP:Iteration 53Q (144.456116 sec): 3 clusters Score: Raw -4438337.886914 + Penalty 3608.661163 = -4434729.225750 nChanged 60 SP:Iteration 54Q (144.617803 sec): 3 clusters Score: Raw -4438339.753195 + Penalty 3608.661163 = -4434731.092032 nChanged 54 SP:Iteration 55Q (144.784029 sec): 3 clusters Score: Raw -4438341.499922 + Penalty 3608.661163 = -4434732.838759 nChanged 58 SP:Iteration 56Q (144.945053 sec): 3 clusters Score: Raw -4438343.124543 + Penalty 3608.661163 = -4434734.463380 nChanged 49 SP:Iteration 57Q (145.103614 sec): 3 clusters Score: Raw -4438344.601572 + Penalty 3608.661163 = -4434735.940409 nChanged 51 SP:Iteration 58Q (145.261889 sec): 3 clusters Score: Raw -4438346.230087 + Penalty 3608.661163 = -4434737.568924 nChanged 49 SP:Iteration 59Q (145.426231 sec): 3 clusters Score: Raw -4438347.850542 + Penalty 3608.661163 = -4434739.189379 nChanged 50 SP:Iteration 60F (145.581762 sec): 3 clusters Score: Raw -4438349.890260 + Penalty 3608.661163 = -4434741.229097 nChanged 53 SP:Iteration 61Q (145.735650 sec): 3 clusters Score: Raw -4438352.021392 + Penalty 3608.661163 = -4434743.360229 nChanged 63 SP:Iteration 62Q (145.901214 sec): 3 clusters Score: Raw -4438354.064542 + Penalty 3608.661163 = -4434745.403378 nChanged 55 SP:Iteration 63Q (146.054068 sec): 3 clusters Score: Raw -4438355.833399 + Penalty 3608.661163 = -4434747.172236 nChanged 50 SP:Iteration 64Q (146.209125 sec): 3 clusters Score: Raw -4438357.508532 + Penalty 3608.661163 = -4434748.847368 nChanged 55 SP:Iteration 65Q (146.366856 sec): 3 clusters Score: Raw -4438359.066048 + Penalty 3608.661163 = -4434750.404885 nChanged 52 SP:Iteration 66Q (146.532036 sec): 3 clusters Score: Raw -4438360.881630 + Penalty 3608.661163 = -4434752.220466 nChanged 64 SP:Iteration 67Q (146.683041 sec): 3 clusters Score: Raw -4438363.559393 + Penalty 3608.661163 = -4434754.898230 nChanged 54 SP:Iteration 68Q (146.835706 sec): 3 clusters Score: Raw -4438365.266590 + Penalty 3608.661163 = -4434756.605426 nChanged 42 SP:Iteration 69Q (146.997669 sec): 3 clusters Score: Raw -4438366.452093 + Penalty 3608.661163 = -4434757.790930 nChanged 30 SP:Iteration 70Q (147.156295 sec): 3 clusters Score: Raw -4438367.119161 + Penalty 3608.661163 = -4434758.457998 nChanged 32 SP:Iteration 71Q (147.312382 sec): 3 clusters Score: Raw -4438367.854195 + Penalty 3608.661163 = -4434759.193032 nChanged 22 SP:Iteration 72Q (147.471082 sec): 3 clusters Score: Raw -4438368.398741 + Penalty 3608.661163 = -4434759.737578 nChanged 25 SP:Iteration 73Q (147.627741 sec): 3 clusters Score: Raw -4438368.908696 + Penalty 3608.661163 = -4434760.247532 nChanged 17 SP:Iteration 74Q (147.802262 sec): 3 clusters Score: Raw -4438369.240766 + Penalty 3608.661163 = -4434760.579603 nChanged 15 SP:Iteration 75Q (147.963195 sec): 3 clusters Score: Raw -4438369.555246 + Penalty 3608.661163 = -4434760.894082 nChanged 12 SP:Iteration 76Q (148.113235 sec): 3 clusters Score: Raw -4438369.819177 + Penalty 3608.661163 = -4434761.158014 nChanged 16 SP:Iteration 77Q (148.265385 sec): 3 clusters Score: Raw -4438370.074890 + Penalty 3608.661163 = -4434761.413727 nChanged 12 SP:Iteration 78Q (148.419695 sec): 3 clusters Score: Raw -4438370.213116 + Penalty 3608.661163 = -4434761.551952 nChanged 5 SP:Iteration 79Q (148.585592 sec): 3 clusters Score: Raw -4438370.273457 + Penalty 3608.661163 = -4434761.612294 nChanged 2 SP:Iteration 80F (148.752427 sec): 3 clusters Score: Raw -4438370.309694 + Penalty 3608.661163 = -4434761.648531 nChanged 3 SP:Iteration 81Q (148.923280 sec): 3 clusters Score: Raw -4438370.338878 + Penalty 3608.661163 = -4434761.677715 nChanged 2 SP:Iteration 82Q (149.080637 sec): 3 clusters Score: Raw -4438370.358229 + Penalty 3608.661163 = -4434761.697066 nChanged 5 SP:Iteration 83Q (149.236801 sec): 3 clusters Score: Raw -4438370.400936 + Penalty 3608.661163 = -4434761.739772 nChanged 6 SP:Iteration 84Q (149.397169 sec): 3 clusters Score: Raw -4438370.463394 + Penalty 3608.661163 = -4434761.802230 nChanged 7 SP:Iteration 85Q (149.559261 sec): 3 clusters Score: Raw -4438370.616005 + Penalty 3608.661163 = -4434761.954842 nChanged 8 SP:Iteration 86Q (149.726630 sec): 3 clusters Score: Raw -4438370.798451 + Penalty 3608.661163 = -4434762.137287 nChanged 8 SP:Iteration 87Q (149.885109 sec): 3 clusters Score: Raw -4438370.908374 + Penalty 3608.661163 = -4434762.247211 nChanged 8 SP:Iteration 88Q (150.041983 sec): 3 clusters Score: Raw -4438370.999047 + Penalty 3608.661163 = -4434762.337884 nChanged 6 SP:Iteration 89Q (150.197007 sec): 3 clusters Score: Raw -4438371.082964 + Penalty 3608.661163 = -4434762.421800 nChanged 2 SP:Iteration 90Q (150.345176 sec): 3 clusters Score: Raw -4438371.110393 + Penalty 3608.661163 = -4434762.449230 nChanged 2 SP:Iteration 91Q (150.498111 sec): 3 clusters Score: Raw -4438371.128860 + Penalty 3608.661163 = -4434762.467697 nChanged 3 SP:Iteration 92Q (150.654619 sec): 3 clusters Score: Raw -4438371.145862 + Penalty 3608.661163 = -4434762.484699 nChanged 1 SP:Iteration 93Q (150.808159 sec): 3 clusters Score: Raw -4438371.169995 + Penalty 3608.661163 = -4434762.508832 nChanged 1 SP:Iteration 94Q (150.967065 sec): 3 clusters Score: Raw -4438371.180253 + Penalty 3608.661163 = -4434762.519090 nChanged 1 SP:Iteration 95Q (151.122180 sec): 3 clusters Score: Raw -4438371.195333 + Penalty 3608.661163 = -4434762.534169 nChanged 2 SP:Iteration 96Q (151.278460 sec): 3 clusters Score: Raw -4438371.256834 + Penalty 3608.661163 = -4434762.595670 nChanged 6 SP:Iteration 97Q (151.432009 sec): 3 clusters Score: Raw -4438371.383981 + Penalty 3608.661163 = -4434762.722818 nChanged 7 SP:Iteration 98Q (151.594944 sec): 3 clusters Score: Raw -4438371.575829 + Penalty 3608.661163 = -4434762.914665 nChanged 9 SP:Iteration 99Q (151.758636 sec): 3 clusters Score: Raw -4438371.738908 + Penalty 3608.661163 = -4434763.077744 nChanged 6 SP:Iteration 100F (151.932269 sec): 3 clusters Score: Raw -4438371.867366 + Penalty 3608.661163 = -4434763.206203 nChanged 9 SP:Iteration 101Q (152.100264 sec): 3 clusters Score: Raw -4438372.040313 + Penalty 3608.661163 = -4434763.379149 nChanged 10 SP:Iteration 102Q (152.257263 sec): 3 clusters Score: Raw -4438372.228052 + Penalty 3608.661163 = -4434763.566889 nChanged 13 SP:Iteration 103Q (152.419575 sec): 3 clusters Score: Raw -4438372.483477 + Penalty 3608.661163 = -4434763.822314 nChanged 10 SP:Iteration 104Q (152.591537 sec): 3 clusters Score: Raw -4438372.645499 + Penalty 3608.661163 = -4434763.984336 nChanged 9 SP:Iteration 105Q (152.741707 sec): 3 clusters Score: Raw -4438372.799149 + Penalty 3608.661163 = -4434764.137985 nChanged 10 SP:Iteration 106Q (152.897540 sec): 3 clusters Score: Raw -4438373.047703 + Penalty 3608.661163 = -4434764.386540 nChanged 15 SP:Iteration 107Q (153.062199 sec): 3 clusters Score: Raw -4438373.354611 + Penalty 3608.661163 = -4434764.693447 nChanged 12 SP:Iteration 108Q (153.215472 sec): 3 clusters Score: Raw -4438373.533804 + Penalty 3608.661163 = -4434764.872641 nChanged 7 SP:Iteration 109Q (153.373481 sec): 3 clusters Score: Raw -4438373.679279 + Penalty 3608.661163 = -4434765.018116 nChanged 7 SP:Iteration 110Q (153.539027 sec): 3 clusters Score: Raw -4438373.816490 + Penalty 3608.661163 = -4434765.155327 nChanged 7 SP:Iteration 111Q (153.686214 sec): 3 clusters Score: Raw -4438373.878535 + Penalty 3608.661163 = -4434765.217372 nChanged 1 SP:Iteration 112Q (153.853509 sec): 3 clusters Score: Raw -4438373.885319 + Penalty 3608.661163 = -4434765.224156 nChanged 0 SP:Iteration 113F (154.009991 sec): 3 clusters Score: Raw -4438373.885319 + Penalty 3608.661163 = -4434765.224156 nChanged 0 Score: Raw -32014958.498792 + Penalty 49057.794697 = -31965900.704096 Splitting cluster 6 changes total score from -31931286.954217 to -31965900.704096 So it's getting split into cluster 23. Trying to split cluster 7 (141485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (161.378464 sec): 2 clusters Score: Raw -9356409.326146 + Penalty 1927.241710 = -9354482.084436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (161.671848 sec): 3 clusters Score: Raw -9263461.179056 + Penalty 3854.483420 = -9259606.695636 nChanged 68676 SP:Iteration 1F (161.952448 sec): 3 clusters Score: Raw -9314555.442875 + Penalty 3854.483420 = -9310700.959456 nChanged 13661 SP:Iteration 2F (162.232692 sec): 3 clusters Score: Raw -9329636.038060 + Penalty 3854.483420 = -9325781.554640 nChanged 16289 SP:Iteration 3F (162.519852 sec): 3 clusters Score: Raw -9345683.458822 + Penalty 3854.483420 = -9341828.975402 nChanged 13777 SP:Iteration 4F (162.799575 sec): 3 clusters Score: Raw -9359194.863822 + Penalty 3854.483420 = -9355340.380402 nChanged 9235 SP:Iteration 5F (163.083835 sec): 3 clusters Score: Raw -9368117.352233 + Penalty 3854.483420 = -9364262.868814 nChanged 5483 SP:Iteration 6Q (163.373542 sec): 3 clusters Score: Raw -9373036.302657 + Penalty 3854.483420 = -9369181.819237 nChanged 3604 SP:Iteration 7Q (163.652756 sec): 3 clusters Score: Raw -9376013.256802 + Penalty 3854.483420 = -9372158.773382 nChanged 2387 SP:Iteration 8Q (163.917061 sec): 3 clusters Score: Raw -9377813.470311 + Penalty 3854.483420 = -9373958.986891 nChanged 1774 SP:Iteration 9Q (164.167188 sec): 3 clusters Score: Raw -9378940.328693 + Penalty 3854.483420 = -9375085.845273 nChanged 1386 SP:Iteration 10Q (164.426784 sec): 3 clusters Score: Raw -9379612.110829 + Penalty 3854.483420 = -9375757.627409 nChanged 1093 SP:Iteration 11Q (164.683169 sec): 3 clusters Score: Raw -9379981.230571 + Penalty 3854.483420 = -9376126.747151 nChanged 838 SP:Iteration 12Q (164.935193 sec): 3 clusters Score: Raw -9380206.184068 + Penalty 3854.483420 = -9376351.700649 nChanged 678 SP:Iteration 13Q (165.172323 sec): 3 clusters Score: Raw -9380347.540038 + Penalty 3854.483420 = -9376493.056619 nChanged 544 SP:Iteration 14Q (165.415987 sec): 3 clusters Score: Raw -9380442.583841 + Penalty 3854.483420 = -9376588.100422 nChanged 451 SP:Iteration 15Q (165.656017 sec): 3 clusters Score: Raw -9380513.450863 + Penalty 3854.483420 = -9376658.967443 nChanged 405 SP:Iteration 16Q (165.893600 sec): 3 clusters Score: Raw -9380577.215132 + Penalty 3854.483420 = -9376722.731713 nChanged 393 SP:Iteration 17Q (166.136371 sec): 3 clusters Score: Raw -9380635.884999 + Penalty 3854.483420 = -9376781.401580 nChanged 392 SP:Iteration 18Q (166.375634 sec): 3 clusters Score: Raw -9380690.905549 + Penalty 3854.483420 = -9376836.422130 nChanged 400 SP:Iteration 19Q (166.613236 sec): 3 clusters Score: Raw -9380754.684051 + Penalty 3854.483420 = -9376900.200632 nChanged 421 SP:Iteration 20F (166.884829 sec): 3 clusters Score: Raw -9380821.433915 + Penalty 3854.483420 = -9376966.950495 nChanged 415 SP:Iteration 21Q (167.129557 sec): 3 clusters Score: Raw -9380885.090298 + Penalty 3854.483420 = -9377030.606879 nChanged 438 SP:Iteration 22Q (167.369186 sec): 3 clusters Score: Raw -9380953.120736 + Penalty 3854.483420 = -9377098.637316 nChanged 439 SP:Iteration 23Q (167.620512 sec): 3 clusters Score: Raw -9381023.138448 + Penalty 3854.483420 = -9377168.655028 nChanged 489 SP:Iteration 24Q (167.861711 sec): 3 clusters Score: Raw -9381102.552159 + Penalty 3854.483420 = -9377248.068739 nChanged 468 SP:Iteration 25Q (168.100334 sec): 3 clusters Score: Raw -9381171.275559 + Penalty 3854.483420 = -9377316.792139 nChanged 467 SP:Iteration 26Q (168.340759 sec): 3 clusters Score: Raw -9381239.312273 + Penalty 3854.483420 = -9377384.828853 nChanged 452 SP:Iteration 27Q (168.594889 sec): 3 clusters Score: Raw -9381300.998293 + Penalty 3854.483420 = -9377446.514874 nChanged 471 SP:Iteration 28Q (168.841842 sec): 3 clusters Score: Raw -9381366.868947 + Penalty 3854.483420 = -9377512.385527 nChanged 450 SP:Iteration 29Q (169.093989 sec): 3 clusters Score: Raw -9381428.387515 + Penalty 3854.483420 = -9377573.904096 nChanged 447 SP:Iteration 30Q (169.341897 sec): 3 clusters Score: Raw -9381483.003935 + Penalty 3854.483420 = -9377628.520515 nChanged 439 SP:Iteration 31Q (169.583495 sec): 3 clusters Score: Raw -9381533.592840 + Penalty 3854.483420 = -9377679.109420 nChanged 407 SP:Iteration 32Q (169.834834 sec): 3 clusters Score: Raw -9381579.100471 + Penalty 3854.483420 = -9377724.617051 nChanged 392 SP:Iteration 33Q (170.073065 sec): 3 clusters Score: Raw -9381620.915210 + Penalty 3854.483420 = -9377766.431790 nChanged 360 SP:Iteration 34Q (170.324387 sec): 3 clusters Score: Raw -9381659.004806 + Penalty 3854.483420 = -9377804.521386 nChanged 355 SP:Iteration 35Q (170.567833 sec): 3 clusters Score: Raw -9381692.108788 + Penalty 3854.483420 = -9377837.625368 nChanged 322 SP:Iteration 36Q (170.820072 sec): 3 clusters Score: Raw -9381719.954353 + Penalty 3854.483420 = -9377865.470934 nChanged 333 SP:Iteration 37Q (171.074814 sec): 3 clusters Score: Raw -9381749.797435 + Penalty 3854.483420 = -9377895.314016 nChanged 324 SP:Iteration 38Q (171.324586 sec): 3 clusters Score: Raw -9381776.817225 + Penalty 3854.483420 = -9377922.333805 nChanged 292 SP:Iteration 39Q (171.561777 sec): 3 clusters Score: Raw -9381801.871217 + Penalty 3854.483420 = -9377947.387797 nChanged 312 SP:Iteration 40F (171.842386 sec): 3 clusters Score: Raw -9381827.434958 + Penalty 3854.483420 = -9377972.951538 nChanged 301 SP:Iteration 41Q (172.093229 sec): 3 clusters Score: Raw -9381850.976633 + Penalty 3854.483420 = -9377996.493214 nChanged 278 SP:Iteration 42Q (172.340387 sec): 3 clusters Score: Raw -9381873.102098 + Penalty 3854.483420 = -9378018.618679 nChanged 274 SP:Iteration 43Q (172.583340 sec): 3 clusters Score: Raw -9381895.205825 + Penalty 3854.483420 = -9378040.722405 nChanged 291 SP:Iteration 44Q (172.843956 sec): 3 clusters Score: Raw -9381919.764704 + Penalty 3854.483420 = -9378065.281285 nChanged 307 SP:Iteration 45Q (173.077451 sec): 3 clusters Score: Raw -9381944.156980 + Penalty 3854.483420 = -9378089.673560 nChanged 275 SP:Iteration 46Q (173.332638 sec): 3 clusters Score: Raw -9381964.094610 + Penalty 3854.483420 = -9378109.611191 nChanged 257 SP:Iteration 47Q (173.573948 sec): 3 clusters Score: Raw -9381983.050514 + Penalty 3854.483420 = -9378128.567094 nChanged 254 SP:Iteration 48Q (173.819310 sec): 3 clusters Score: Raw -9381999.910692 + Penalty 3854.483420 = -9378145.427273 nChanged 261 SP:Iteration 49Q (174.083917 sec): 3 clusters Score: Raw -9382017.114240 + Penalty 3854.483420 = -9378162.630820 nChanged 247 SP:Iteration 50Q (174.342305 sec): 3 clusters Score: Raw -9382033.699283 + Penalty 3854.483420 = -9378179.215864 nChanged 251 SP:Iteration 51Q (174.607417 sec): 3 clusters Score: Raw -9382049.034700 + Penalty 3854.483420 = -9378194.551280 nChanged 227 SP:Iteration 52Q (174.865891 sec): 3 clusters Score: Raw -9382063.112175 + Penalty 3854.483420 = -9378208.628756 nChanged 220 SP:Iteration 53Q (175.113209 sec): 3 clusters Score: Raw -9382076.029969 + Penalty 3854.483420 = -9378221.546550 nChanged 192 SP:Iteration 54Q (175.369356 sec): 3 clusters Score: Raw -9382085.933103 + Penalty 3854.483420 = -9378231.449684 nChanged 188 SP:Iteration 55Q (175.609406 sec): 3 clusters Score: Raw -9382095.552446 + Penalty 3854.483420 = -9378241.069026 nChanged 180 SP:Iteration 56Q (175.865486 sec): 3 clusters Score: Raw -9382105.075375 + Penalty 3854.483420 = -9378250.591955 nChanged 173 SP:Iteration 57Q (176.121968 sec): 3 clusters Score: Raw -9382115.064515 + Penalty 3854.483420 = -9378260.581096 nChanged 195 SP:Iteration 58Q (176.371970 sec): 3 clusters Score: Raw -9382125.770984 + Penalty 3854.483420 = -9378271.287564 nChanged 191 SP:Iteration 59Q (176.623183 sec): 3 clusters Score: Raw -9382136.080119 + Penalty 3854.483420 = -9378281.596700 nChanged 190 SP:Iteration 60F (176.900742 sec): 3 clusters Score: Raw -9382146.368152 + Penalty 3854.483420 = -9378291.884733 nChanged 181 SP:Iteration 61Q (177.147922 sec): 3 clusters Score: Raw -9382156.347656 + Penalty 3854.483420 = -9378301.864237 nChanged 191 SP:Iteration 62Q (177.416542 sec): 3 clusters Score: Raw -9382166.778560 + Penalty 3854.483420 = -9378312.295141 nChanged 167 SP:Iteration 63Q (177.669171 sec): 3 clusters Score: Raw -9382176.452437 + Penalty 3854.483420 = -9378321.969018 nChanged 191 SP:Iteration 64Q (177.920450 sec): 3 clusters Score: Raw -9382187.583172 + Penalty 3854.483420 = -9378333.099753 nChanged 184 SP:Iteration 65Q (178.175220 sec): 3 clusters Score: Raw -9382198.012201 + Penalty 3854.483420 = -9378343.528781 nChanged 170 SP:Iteration 66Q (178.420286 sec): 3 clusters Score: Raw -9382208.635976 + Penalty 3854.483420 = -9378354.152557 nChanged 170 SP:Iteration 67Q (178.653607 sec): 3 clusters Score: Raw -9382218.913153 + Penalty 3854.483420 = -9378364.429734 nChanged 153 SP:Iteration 68Q (178.896343 sec): 3 clusters Score: Raw -9382229.247753 + Penalty 3854.483420 = -9378374.764333 nChanged 166 SP:Iteration 69Q (179.131379 sec): 3 clusters Score: Raw -9382241.140715 + Penalty 3854.483420 = -9378386.657295 nChanged 182 SP:Iteration 70Q (179.371976 sec): 3 clusters Score: Raw -9382254.833034 + Penalty 3854.483420 = -9378400.349615 nChanged 198 SP:Iteration 71Q (179.606829 sec): 3 clusters Score: Raw -9382269.372760 + Penalty 3854.483420 = -9378414.889340 nChanged 201 SP:Iteration 72Q (179.866096 sec): 3 clusters Score: Raw -9382284.863382 + Penalty 3854.483420 = -9378430.379962 nChanged 192 SP:Iteration 73Q (180.114626 sec): 3 clusters Score: Raw -9382300.220957 + Penalty 3854.483420 = -9378445.737537 nChanged 224 SP:Iteration 74Q (180.355317 sec): 3 clusters Score: Raw -9382318.915052 + Penalty 3854.483420 = -9378464.431633 nChanged 233 SP:Iteration 75Q (180.613925 sec): 3 clusters Score: Raw -9382339.300464 + Penalty 3854.483420 = -9378484.817044 nChanged 248 SP:Iteration 76Q (180.876833 sec): 3 clusters Score: Raw -9382362.181326 + Penalty 3854.483420 = -9378507.697906 nChanged 255 SP:Iteration 77Q (181.125311 sec): 3 clusters Score: Raw -9382387.689262 + Penalty 3854.483420 = -9378533.205842 nChanged 282 SP:Iteration 78Q (181.387635 sec): 3 clusters Score: Raw -9382418.552724 + Penalty 3854.483420 = -9378564.069305 nChanged 312 SP:Iteration 79Q (181.649793 sec): 3 clusters Score: Raw -9382453.141290 + Penalty 3854.483420 = -9378598.657870 nChanged 301 SP:Iteration 80F (181.929387 sec): 3 clusters Score: Raw -9382485.046032 + Penalty 3854.483420 = -9378630.562612 nChanged 306 SP:Iteration 81Q (182.186628 sec): 3 clusters Score: Raw -9382520.277677 + Penalty 3854.483420 = -9378665.794257 nChanged 320 SP:Iteration 82Q (182.447558 sec): 3 clusters Score: Raw -9382556.403807 + Penalty 3854.483420 = -9378701.920387 nChanged 328 SP:Iteration 83Q (182.711409 sec): 3 clusters Score: Raw -9382594.777944 + Penalty 3854.483420 = -9378740.294524 nChanged 353 SP:Iteration 84Q (182.950066 sec): 3 clusters Score: Raw -9382639.306951 + Penalty 3854.483420 = -9378784.823531 nChanged 337 SP:Iteration 85Q (183.191474 sec): 3 clusters Score: Raw -9382685.194097 + Penalty 3854.483420 = -9378830.710678 nChanged 392 SP:Iteration 86Q (183.437762 sec): 3 clusters Score: Raw -9382740.964075 + Penalty 3854.483420 = -9378886.480655 nChanged 419 SP:Iteration 87Q (183.692501 sec): 3 clusters Score: Raw -9382803.764866 + Penalty 3854.483420 = -9378949.281447 nChanged 456 SP:Iteration 88Q (183.948802 sec): 3 clusters Score: Raw -9382875.194573 + Penalty 3854.483420 = -9379020.711154 nChanged 485 SP:Iteration 89Q (184.202816 sec): 3 clusters Score: Raw -9382964.273649 + Penalty 3854.483420 = -9379109.790230 nChanged 539 SP:Iteration 90Q (184.469184 sec): 3 clusters Score: Raw -9383076.371752 + Penalty 3854.483420 = -9379221.888333 nChanged 603 SP:Iteration 91Q (184.722284 sec): 3 clusters Score: Raw -9383204.909347 + Penalty 3854.483420 = -9379350.425927 nChanged 640 SP:Iteration 92Q (184.974832 sec): 3 clusters Score: Raw -9383352.262362 + Penalty 3854.483420 = -9379497.778943 nChanged 643 SP:Iteration 93Q (185.226559 sec): 3 clusters Score: Raw -9383517.362351 + Penalty 3854.483420 = -9379662.878932 nChanged 681 SP:Iteration 94Q (185.486248 sec): 3 clusters Score: Raw -9383694.691485 + Penalty 3854.483420 = -9379840.208066 nChanged 693 SP:Iteration 95Q (185.735243 sec): 3 clusters Score: Raw -9383867.593751 + Penalty 3854.483420 = -9380013.110332 nChanged 678 SP:Iteration 96Q (185.986079 sec): 3 clusters Score: Raw -9384037.087868 + Penalty 3854.483420 = -9380182.604448 nChanged 688 SP:Iteration 97Q (186.239911 sec): 3 clusters Score: Raw -9384204.812454 + Penalty 3854.483420 = -9380350.329035 nChanged 716 SP:Iteration 98Q (186.515975 sec): 3 clusters Score: Raw -9384371.994684 + Penalty 3854.483420 = -9380517.511265 nChanged 682 SP:Iteration 99Q (186.771216 sec): 3 clusters Score: Raw -9384512.275899 + Penalty 3854.483420 = -9380657.792479 nChanged 594 SP:Iteration 100F (187.065452 sec): 3 clusters Score: Raw -9384613.928912 + Penalty 3854.483420 = -9380759.445492 nChanged 551 SP:Iteration 101Q (187.322566 sec): 3 clusters Score: Raw -9384700.889762 + Penalty 3854.483420 = -9380846.406342 nChanged 493 SP:Iteration 102Q (187.581237 sec): 3 clusters Score: Raw -9384772.646448 + Penalty 3854.483420 = -9380918.163028 nChanged 430 SP:Iteration 103Q (187.844293 sec): 3 clusters Score: Raw -9384831.566274 + Penalty 3854.483420 = -9380977.082854 nChanged 433 SP:Iteration 104Q (188.105361 sec): 3 clusters Score: Raw -9384887.322762 + Penalty 3854.483420 = -9381032.839342 nChanged 376 SP:Iteration 105Q (188.372408 sec): 3 clusters Score: Raw -9384929.634504 + Penalty 3854.483420 = -9381075.151084 nChanged 332 SP:Iteration 106Q (188.628976 sec): 3 clusters Score: Raw -9384962.938516 + Penalty 3854.483420 = -9381108.455097 nChanged 298 SP:Iteration 107Q (188.899211 sec): 3 clusters Score: Raw -9384990.884014 + Penalty 3854.483420 = -9381136.400594 nChanged 274 SP:Iteration 108Q (189.163835 sec): 3 clusters Score: Raw -9385011.604820 + Penalty 3854.483420 = -9381157.121401 nChanged 229 SP:Iteration 109Q (189.408093 sec): 3 clusters Score: Raw -9385024.563147 + Penalty 3854.483420 = -9381170.079728 nChanged 203 SP:Iteration 110Q (189.683111 sec): 3 clusters Score: Raw -9385034.895237 + Penalty 3854.483420 = -9381180.411818 nChanged 160 SP:Iteration 111Q (189.934894 sec): 3 clusters Score: Raw -9385041.293629 + Penalty 3854.483420 = -9381186.810210 nChanged 136 SP:Iteration 112Q (190.190154 sec): 3 clusters Score: Raw -9385045.921891 + Penalty 3854.483420 = -9381191.438471 nChanged 109 SP:Iteration 113Q (190.470557 sec): 3 clusters Score: Raw -9385049.436087 + Penalty 3854.483420 = -9381194.952668 nChanged 96 SP:Iteration 114Q (190.734464 sec): 3 clusters Score: Raw -9385051.996144 + Penalty 3854.483420 = -9381197.512725 nChanged 64 SP:Iteration 115Q (190.999572 sec): 3 clusters Score: Raw -9385053.234997 + Penalty 3854.483420 = -9381198.751578 nChanged 61 SP:Iteration 116Q (191.262600 sec): 3 clusters Score: Raw -9385054.406971 + Penalty 3854.483420 = -9381199.923552 nChanged 50 SP:Iteration 117Q (191.521510 sec): 3 clusters Score: Raw -9385055.272474 + Penalty 3854.483420 = -9381200.789054 nChanged 47 SP:Iteration 118Q (191.772160 sec): 3 clusters Score: Raw -9385056.007516 + Penalty 3854.483420 = -9381201.524097 nChanged 35 SP:Iteration 119Q (192.030279 sec): 3 clusters Score: Raw -9385056.393007 + Penalty 3854.483420 = -9381201.909587 nChanged 23 SP:Iteration 120F (192.304086 sec): 3 clusters Score: Raw -9385056.637617 + Penalty 3854.483420 = -9381202.154198 nChanged 21 SP:Iteration 121Q (192.573947 sec): 3 clusters Score: Raw -9385056.908367 + Penalty 3854.483420 = -9381202.424947 nChanged 24 SP:Iteration 122Q (192.821426 sec): 3 clusters Score: Raw -9385057.195784 + Penalty 3854.483420 = -9381202.712365 nChanged 23 SP:Iteration 123Q (193.077223 sec): 3 clusters Score: Raw -9385057.529694 + Penalty 3854.483420 = -9381203.046274 nChanged 12 SP:Iteration 124Q (193.329947 sec): 3 clusters Score: Raw -9385057.663348 + Penalty 3854.483420 = -9381203.179929 nChanged 6 SP:Iteration 125Q (193.600276 sec): 3 clusters Score: Raw -9385057.704357 + Penalty 3854.483420 = -9381203.220938 nChanged 6 SP:Iteration 126Q (193.869068 sec): 3 clusters Score: Raw -9385057.776229 + Penalty 3854.483420 = -9381203.292809 nChanged 5 SP:Iteration 127Q (194.133235 sec): 3 clusters Score: Raw -9385057.801108 + Penalty 3854.483420 = -9381203.317688 nChanged 3 SP:Iteration 128Q (194.386773 sec): 3 clusters Score: Raw -9385057.821864 + Penalty 3854.483420 = -9381203.338444 nChanged 2 SP:Iteration 129Q (194.656486 sec): 3 clusters Score: Raw -9385057.828507 + Penalty 3854.483420 = -9381203.345087 nChanged 0 SP:Iteration 130F (194.938285 sec): 3 clusters Score: Raw -9385057.828507 + Penalty 3854.483420 = -9381203.345087 nChanged 0 Score: Raw -32043607.001153 + Penalty 51190.742292 = -31992416.258861 Splitting cluster 7 changes total score from -31931286.954217 to -31992416.258861 So it's getting split into cluster 24. Trying to split cluster 8 (4308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.468728 sec): 2 clusters Score: Raw -277880.965235 + Penalty 1359.837219 = -276521.128016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.521585 sec): 3 clusters Score: Raw -275781.323647 + Penalty 2719.674437 = -273061.649210 nChanged 1701 SP:Iteration 1F (202.562010 sec): 3 clusters Score: Raw -276893.282211 + Penalty 2719.674437 = -274173.607774 nChanged 436 SP:Iteration 2F (202.606960 sec): 3 clusters Score: Raw -277348.339943 + Penalty 2719.674437 = -274628.665506 nChanged 386 SP:Iteration 3F (202.665321 sec): 3 clusters Score: Raw -277755.765101 + Penalty 2719.674437 = -275036.090663 nChanged 321 SP:Iteration 4F (202.718573 sec): 3 clusters Score: Raw -278040.135874 + Penalty 2719.674437 = -275320.461436 nChanged 237 SP:Iteration 5F (202.772732 sec): 3 clusters Score: Raw -278203.566100 + Penalty 2719.674437 = -275483.891662 nChanged 173 SP:Iteration 6Q (202.834326 sec): 3 clusters Score: Raw -278314.451184 + Penalty 2719.674437 = -275594.776747 nChanged 123 SP:Iteration 7Q (202.890226 sec): 3 clusters Score: Raw -278383.611418 + Penalty 2719.674437 = -275663.936981 nChanged 104 SP:Iteration 8Q (202.944252 sec): 3 clusters Score: Raw -278444.518648 + Penalty 2719.674437 = -275724.844211 nChanged 80 SP:Iteration 9Q (202.999499 sec): 3 clusters Score: Raw -278479.424636 + Penalty 2719.674437 = -275759.750198 nChanged 61 SP:Iteration 10Q (203.053022 sec): 3 clusters Score: Raw -278506.099829 + Penalty 2719.674437 = -275786.425391 nChanged 48 SP:Iteration 11Q (203.104731 sec): 3 clusters Score: Raw -278521.980943 + Penalty 2719.674437 = -275802.306505 nChanged 34 SP:Iteration 12Q (203.149938 sec): 3 clusters Score: Raw -278532.595690 + Penalty 2719.674437 = -275812.921252 nChanged 23 SP:Iteration 13Q (203.202760 sec): 3 clusters Score: Raw -278538.756420 + Penalty 2719.674437 = -275819.081983 nChanged 13 SP:Iteration 14Q (203.247383 sec): 3 clusters Score: Raw -278542.857023 + Penalty 2719.674437 = -275823.182585 nChanged 18 SP:Iteration 15Q (203.299031 sec): 3 clusters Score: Raw -278547.074954 + Penalty 2719.674437 = -275827.400516 nChanged 9 SP:Iteration 16Q (203.356558 sec): 3 clusters Score: Raw -278549.141891 + Penalty 2719.674437 = -275829.467453 nChanged 12 SP:Iteration 17Q (203.414237 sec): 3 clusters Score: Raw -278551.824680 + Penalty 2719.674437 = -275832.150243 nChanged 9 SP:Iteration 18Q (203.456395 sec): 3 clusters Score: Raw -278553.380645 + Penalty 2719.674437 = -275833.706207 nChanged 5 SP:Iteration 19Q (203.515409 sec): 3 clusters Score: Raw -278554.285968 + Penalty 2719.674437 = -275834.611531 nChanged 2 SP:Iteration 20F (203.571205 sec): 3 clusters Score: Raw -278554.696883 + Penalty 2719.674437 = -275835.022445 nChanged 2 SP:Iteration 21Q (203.626725 sec): 3 clusters Score: Raw -278555.184661 + Penalty 2719.674437 = -275835.510223 nChanged 2 SP:Iteration 22Q (203.680139 sec): 3 clusters Score: Raw -278555.748844 + Penalty 2719.674437 = -275836.074407 nChanged 3 SP:Iteration 23Q (203.731913 sec): 3 clusters Score: Raw -278556.575458 + Penalty 2719.674437 = -275836.901020 nChanged 3 SP:Iteration 24Q (203.792426 sec): 3 clusters Score: Raw -278557.182946 + Penalty 2719.674437 = -275837.508509 nChanged 1 SP:Iteration 25Q (203.844168 sec): 3 clusters Score: Raw -278557.281121 + Penalty 2719.674437 = -275837.606683 nChanged 0 SP:Iteration 26F (203.896288 sec): 3 clusters Score: Raw -278557.281121 + Penalty 2719.674437 = -275837.606683 nChanged 0 Trying to split cluster 9 (2781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.925662 sec): 2 clusters Score: Raw -174820.495778 + Penalty 1288.716951 = -173531.778827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.973645 sec): 3 clusters Score: Raw -173609.713144 + Penalty 2577.433903 = -171032.279242 nChanged 1032 SP:Iteration 1F (204.028084 sec): 3 clusters Score: Raw -174424.637529 + Penalty 2577.433903 = -171847.203626 nChanged 333 SP:Iteration 2F (204.070851 sec): 3 clusters Score: Raw -174944.351057 + Penalty 2577.433903 = -172366.917155 nChanged 279 SP:Iteration 3F (204.114735 sec): 3 clusters Score: Raw -175525.018462 + Penalty 2577.433903 = -172947.584559 nChanged 283 SP:Iteration 4F (204.176396 sec): 3 clusters Score: Raw -176297.296271 + Penalty 2577.433903 = -173719.862368 nChanged 216 SP:Iteration 5F (204.224478 sec): 3 clusters Score: Raw -176909.533057 + Penalty 2577.433903 = -174332.099154 nChanged 146 SP:Iteration 6F (204.276193 sec): 3 clusters Score: Raw -177367.355726 + Penalty 2577.433903 = -174789.921823 nChanged 133 SP:Iteration 7Q (204.322610 sec): 3 clusters Score: Raw -177680.363337 + Penalty 2577.433903 = -175102.929434 nChanged 142 SP:Iteration 8F (204.362579 sec): 3 clusters Score: Raw -178151.727371 + Penalty 2577.433903 = -175574.293468 nChanged 104 SP:Iteration 9Q (204.418495 sec): 3 clusters Score: Raw -178998.312104 + Penalty 2577.433903 = -176420.878201 nChanged 12 SP:Iteration 10Q (204.472109 sec): 3 clusters Score: Raw -179109.716029 + Penalty 2577.433903 = -176532.282126 nChanged 1 SP:Iteration 11Q (204.512951 sec): 3 clusters Score: Raw -179126.843766 + Penalty 2577.433903 = -176549.409864 nChanged 0 SP:Iteration 12F (204.566343 sec): 3 clusters Score: Raw -179126.843766 + Penalty 2577.433903 = -176549.409864 nChanged 0 Score: Raw -32047913.349141 + Penalty 53323.689888 = -31994589.659254 Splitting cluster 9 changes total score from -31931286.954217 to -31994589.659254 So it's getting split into cluster 25. Trying to split cluster 11 (16876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.441126 sec): 2 clusters Score: Raw -1115623.305083 + Penalty 1581.717763 = -1114041.587320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.520287 sec): 3 clusters Score: Raw -1105759.388387 + Penalty 3163.435526 = -1102595.952860 nChanged 7549 SP:Iteration 1F (212.591390 sec): 3 clusters Score: Raw -1111609.963162 + Penalty 3163.435526 = -1108446.527635 nChanged 1526 SP:Iteration 2F (212.664707 sec): 3 clusters Score: Raw -1113213.766518 + Penalty 3163.435526 = -1110050.330992 nChanged 1476 SP:Iteration 3F (212.745433 sec): 3 clusters Score: Raw -1114537.526985 + Penalty 3163.435526 = -1111374.091458 nChanged 1434 SP:Iteration 4F (212.820885 sec): 3 clusters Score: Raw -1115992.778906 + Penalty 3163.435526 = -1112829.343380 nChanged 1373 SP:Iteration 5F (212.892837 sec): 3 clusters Score: Raw -1117649.150069 + Penalty 3163.435526 = -1114485.714543 nChanged 1264 SP:Iteration 6F (212.972369 sec): 3 clusters Score: Raw -1119671.714936 + Penalty 3163.435526 = -1116508.279410 nChanged 1246 SP:Iteration 7F (213.046003 sec): 3 clusters Score: Raw -1122747.917490 + Penalty 3163.435526 = -1119584.481964 nChanged 1383 SP:Iteration 8F (213.123863 sec): 3 clusters Score: Raw -1126650.898819 + Penalty 3163.435526 = -1123487.463293 nChanged 1149 SP:Iteration 9F (213.199765 sec): 3 clusters Score: Raw -1128538.399648 + Penalty 3163.435526 = -1125374.964121 nChanged 564 SP:Iteration 10Q (213.260794 sec): 3 clusters Score: Raw -1129355.719663 + Penalty 3163.435526 = -1126192.284137 nChanged 230 SP:Iteration 11Q (213.346361 sec): 3 clusters Score: Raw -1129628.673964 + Penalty 3163.435526 = -1126465.238438 nChanged 115 SP:Iteration 12Q (213.421125 sec): 3 clusters Score: Raw -1129735.125855 + Penalty 3163.435526 = -1126571.690329 nChanged 70 SP:Iteration 13Q (213.491831 sec): 3 clusters Score: Raw -1129799.374120 + Penalty 3163.435526 = -1126635.938594 nChanged 48 SP:Iteration 14Q (213.560161 sec): 3 clusters Score: Raw -1129846.827827 + Penalty 3163.435526 = -1126683.392300 nChanged 36 SP:Iteration 15Q (213.630027 sec): 3 clusters Score: Raw -1129881.058420 + Penalty 3163.435526 = -1126717.622893 nChanged 34 SP:Iteration 16Q (213.705384 sec): 3 clusters Score: Raw -1129912.485395 + Penalty 3163.435526 = -1126749.049869 nChanged 23 SP:Iteration 17Q (213.778125 sec): 3 clusters Score: Raw -1129924.768731 + Penalty 3163.435526 = -1126761.333205 nChanged 17 SP:Iteration 18Q (213.847357 sec): 3 clusters Score: Raw -1129932.748934 + Penalty 3163.435526 = -1126769.313407 nChanged 15 SP:Iteration 19Q (213.918992 sec): 3 clusters Score: Raw -1129937.088550 + Penalty 3163.435526 = -1126773.653024 nChanged 13 SP:Iteration 20F (213.998152 sec): 3 clusters Score: Raw -1129939.473775 + Penalty 3163.435526 = -1126776.038249 nChanged 3 SP:Iteration 21Q (214.068270 sec): 3 clusters Score: Raw -1129939.726041 + Penalty 3163.435526 = -1126776.290515 nChanged 1 SP:Iteration 22Q (214.135704 sec): 3 clusters Score: Raw -1129939.814770 + Penalty 3163.435526 = -1126776.379244 nChanged 0 SP:Iteration 23F (214.210361 sec): 3 clusters Score: Raw -1129939.814770 + Penalty 3163.435526 = -1126776.379244 nChanged 0 Score: Raw -32062229.858829 + Penalty 55456.637483 = -32006773.221345 Splitting cluster 11 changes total score from -31931286.954217 to -32006773.221345 So it's getting split into cluster 26. Trying to split cluster 12 (27796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (222.378827 sec): 2 clusters Score: Raw -1797792.564917 + Penalty 1662.805203 = -1796129.759714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (222.480123 sec): 3 clusters Score: Raw -1780804.264496 + Penalty 3325.610406 = -1777478.654090 nChanged 12732 SP:Iteration 1F (222.573045 sec): 3 clusters Score: Raw -1787964.285991 + Penalty 3325.610406 = -1784638.675585 nChanged 1590 SP:Iteration 2F (222.664899 sec): 3 clusters Score: Raw -1788780.737579 + Penalty 3325.610406 = -1785455.127173 nChanged 1829 SP:Iteration 3F (222.763768 sec): 3 clusters Score: Raw -1789975.140853 + Penalty 3325.610406 = -1786649.530447 nChanged 2106 SP:Iteration 4F (222.855161 sec): 3 clusters Score: Raw -1791690.311419 + Penalty 3325.610406 = -1788364.701013 nChanged 2248 SP:Iteration 5F (222.950850 sec): 3 clusters Score: Raw -1793777.808632 + Penalty 3325.610406 = -1790452.198226 nChanged 2024 SP:Iteration 6F (223.048938 sec): 3 clusters Score: Raw -1795535.435967 + Penalty 3325.610406 = -1792209.825561 nChanged 1488 SP:Iteration 7F (223.132765 sec): 3 clusters Score: Raw -1796689.523633 + Penalty 3325.610406 = -1793363.913227 nChanged 1061 SP:Iteration 8Q (223.238539 sec): 3 clusters Score: Raw -1797396.963193 + Penalty 3325.610406 = -1794071.352786 nChanged 697 SP:Iteration 9Q (223.331667 sec): 3 clusters Score: Raw -1797770.469184 + Penalty 3325.610406 = -1794444.858777 nChanged 489 SP:Iteration 10Q (223.411636 sec): 3 clusters Score: Raw -1798013.688718 + Penalty 3325.610406 = -1794688.078311 nChanged 371 SP:Iteration 11Q (223.517026 sec): 3 clusters Score: Raw -1798182.594605 + Penalty 3325.610406 = -1794856.984198 nChanged 290 SP:Iteration 12Q (223.611420 sec): 3 clusters Score: Raw -1798305.616374 + Penalty 3325.610406 = -1794980.005968 nChanged 216 SP:Iteration 13Q (223.706370 sec): 3 clusters Score: Raw -1798383.014012 + Penalty 3325.610406 = -1795057.403606 nChanged 144 SP:Iteration 14Q (223.800934 sec): 3 clusters Score: Raw -1798425.657431 + Penalty 3325.610406 = -1795100.047024 nChanged 98 SP:Iteration 15Q (223.888776 sec): 3 clusters Score: Raw -1798451.290974 + Penalty 3325.610406 = -1795125.680567 nChanged 65 SP:Iteration 16Q (223.974304 sec): 3 clusters Score: Raw -1798466.695035 + Penalty 3325.610406 = -1795141.084629 nChanged 43 SP:Iteration 17Q (224.071292 sec): 3 clusters Score: Raw -1798476.974695 + Penalty 3325.610406 = -1795151.364289 nChanged 40 SP:Iteration 18Q (224.165275 sec): 3 clusters Score: Raw -1798486.771377 + Penalty 3325.610406 = -1795161.160971 nChanged 27 SP:Iteration 19Q (224.257029 sec): 3 clusters Score: Raw -1798492.321436 + Penalty 3325.610406 = -1795166.711029 nChanged 21 SP:Iteration 20F (224.353750 sec): 3 clusters Score: Raw -1798497.423944 + Penalty 3325.610406 = -1795171.813538 nChanged 26 SP:Iteration 21Q (224.445316 sec): 3 clusters Score: Raw -1798503.227519 + Penalty 3325.610406 = -1795177.617113 nChanged 14 SP:Iteration 22Q (224.535875 sec): 3 clusters Score: Raw -1798506.411951 + Penalty 3325.610406 = -1795180.801544 nChanged 13 SP:Iteration 23Q (224.629198 sec): 3 clusters Score: Raw -1798508.573895 + Penalty 3325.610406 = -1795182.963489 nChanged 6 SP:Iteration 24Q (224.719330 sec): 3 clusters Score: Raw -1798509.525661 + Penalty 3325.610406 = -1795183.915255 nChanged 6 SP:Iteration 25Q (224.798609 sec): 3 clusters Score: Raw -1798510.714793 + Penalty 3325.610406 = -1795185.104386 nChanged 9 SP:Iteration 26Q (224.903837 sec): 3 clusters Score: Raw -1798512.768203 + Penalty 3325.610406 = -1795187.157796 nChanged 6 SP:Iteration 27Q (224.995735 sec): 3 clusters Score: Raw -1798514.621199 + Penalty 3325.610406 = -1795189.010793 nChanged 5 SP:Iteration 28Q (225.075380 sec): 3 clusters Score: Raw -1798515.349497 + Penalty 3325.610406 = -1795189.739091 nChanged 6 SP:Iteration 29Q (225.177481 sec): 3 clusters Score: Raw -1798516.211967 + Penalty 3325.610406 = -1795190.601561 nChanged 3 SP:Iteration 30Q (225.267155 sec): 3 clusters Score: Raw -1798516.739189 + Penalty 3325.610406 = -1795191.128782 nChanged 2 SP:Iteration 31Q (225.360017 sec): 3 clusters Score: Raw -1798517.250504 + Penalty 3325.610406 = -1795191.640097 nChanged 2 SP:Iteration 32Q (225.450242 sec): 3 clusters Score: Raw -1798517.723192 + Penalty 3325.610406 = -1795192.112785 nChanged 3 SP:Iteration 33Q (225.538123 sec): 3 clusters Score: Raw -1798518.217986 + Penalty 3325.610406 = -1795192.607579 nChanged 3 SP:Iteration 34Q (225.621890 sec): 3 clusters Score: Raw -1798518.664417 + Penalty 3325.610406 = -1795193.054011 nChanged 1 SP:Iteration 35Q (225.717319 sec): 3 clusters Score: Raw -1798518.723818 + Penalty 3325.610406 = -1795193.113411 nChanged 0 SP:Iteration 36F (225.794778 sec): 3 clusters Score: Raw -1798518.723818 + Penalty 3325.610406 = -1795193.113411 nChanged 0 Trying to split cluster 13 (1374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.832574 sec): 2 clusters Score: Raw -64384.614905 + Penalty 1174.140739 = -63210.474165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.871904 sec): 3 clusters Score: Raw -64018.896188 + Penalty 2348.281479 = -61670.614709 nChanged 485 SP:Iteration 1F (225.919343 sec): 3 clusters Score: Raw -65042.713787 + Penalty 2348.281479 = -62694.432308 nChanged 267 SP:Iteration 2F (225.972732 sec): 3 clusters Score: Raw -65994.887622 + Penalty 2348.281479 = -63646.606143 nChanged 134 SP:Iteration 3F (226.016558 sec): 3 clusters Score: Raw -66436.070423 + Penalty 2348.281479 = -64087.788945 nChanged 56 SP:Iteration 4Q (226.060068 sec): 3 clusters Score: Raw -66673.912554 + Penalty 2348.281479 = -64325.631076 nChanged 44 SP:Iteration 5Q (226.121376 sec): 3 clusters Score: Raw -67046.613777 + Penalty 2348.281479 = -64698.332298 nChanged 38 SP:Iteration 6Q (226.172441 sec): 3 clusters Score: Raw -67354.670058 + Penalty 2348.281479 = -65006.388579 nChanged 37 SP:Iteration 7Q (226.216678 sec): 3 clusters Score: Raw -67613.727377 + Penalty 2348.281479 = -65265.445899 nChanged 26 SP:Iteration 8Q (226.269781 sec): 3 clusters Score: Raw -67730.248643 + Penalty 2348.281479 = -65381.967164 nChanged 13 SP:Iteration 9Q (226.314631 sec): 3 clusters Score: Raw -67778.998955 + Penalty 2348.281479 = -65430.717476 nChanged 6 SP:Iteration 10Q (226.357431 sec): 3 clusters Score: Raw -67782.836456 + Penalty 2348.281479 = -65434.554978 nChanged 3 SP:Iteration 11Q (226.412702 sec): 3 clusters Score: Raw -67785.732981 + Penalty 2348.281479 = -65437.451502 nChanged 0 SP:Iteration 12F (226.456505 sec): 3 clusters Score: Raw -67786.977371 + Penalty 2348.281479 = -65438.695892 nChanged 1 SP:Iteration 13Q (226.507086 sec): 3 clusters Score: Raw -67800.436308 + Penalty 2348.281479 = -65452.154830 nChanged 2 SP:Iteration 14Q (226.558641 sec): 3 clusters Score: Raw -67809.092719 + Penalty 2348.281479 = -65460.811240 nChanged 1 SP:Iteration 15Q (226.595613 sec): 3 clusters Score: Raw -67809.979463 + Penalty 2348.281479 = -65461.697984 nChanged 1 SP:Iteration 16Q (226.653760 sec): 3 clusters Score: Raw -67811.372425 + Penalty 2348.281479 = -65463.090946 nChanged 0 SP:Iteration 17F (226.706434 sec): 3 clusters Score: Raw -67811.372425 + Penalty 2348.281479 = -65463.090946 nChanged 0 Score: Raw -32065656.616349 + Penalty 57589.585079 = -32008067.031270 Splitting cluster 13 changes total score from -31931286.954217 to -32008067.031270 So it's getting split into cluster 27. Trying to split cluster 14 (44986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (235.167089 sec): 2 clusters Score: Raw -2856221.615836 + Penalty 1741.042324 = -2854480.573512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (235.291529 sec): 3 clusters Score: Raw -2827739.702531 + Penalty 3482.084648 = -2824257.617883 nChanged 21077 SP:Iteration 1F (235.415721 sec): 3 clusters Score: Raw -2839900.914853 + Penalty 3482.084648 = -2836418.830205 nChanged 2011 SP:Iteration 2Q (235.542785 sec): 3 clusters Score: Raw -2840584.722176 + Penalty 3482.084648 = -2837102.637528 nChanged 2116 SP:Iteration 3Q (235.670103 sec): 3 clusters Score: Raw -2841386.135842 + Penalty 3482.084648 = -2837904.051194 nChanged 2182 SP:Iteration 4Q (235.799490 sec): 3 clusters Score: Raw -2842282.958402 + Penalty 3482.084648 = -2838800.873754 nChanged 2220 SP:Iteration 5Q (235.927360 sec): 3 clusters Score: Raw -2843321.243436 + Penalty 3482.084648 = -2839839.158788 nChanged 2403 SP:Iteration 6F (236.049359 sec): 3 clusters Score: Raw -2844514.460954 + Penalty 3482.084648 = -2841032.376306 nChanged 2481 SP:Iteration 7F (236.163297 sec): 3 clusters Score: Raw -2845829.188256 + Penalty 3482.084648 = -2842347.103608 nChanged 2372 SP:Iteration 8F (236.303920 sec): 3 clusters Score: Raw -2847167.996002 + Penalty 3482.084648 = -2843685.911354 nChanged 2213 SP:Iteration 9Q (236.418120 sec): 3 clusters Score: Raw -2848423.807280 + Penalty 3482.084648 = -2844941.722632 nChanged 1990 SP:Iteration 10Q (236.551248 sec): 3 clusters Score: Raw -2849550.769571 + Penalty 3482.084648 = -2846068.684923 nChanged 1748 SP:Iteration 11Q (236.675255 sec): 3 clusters Score: Raw -2850462.542313 + Penalty 3482.084648 = -2846980.457665 nChanged 1405 SP:Iteration 12Q (236.795528 sec): 3 clusters Score: Raw -2851136.366289 + Penalty 3482.084648 = -2847654.281641 nChanged 1147 SP:Iteration 13Q (236.921224 sec): 3 clusters Score: Raw -2851604.826510 + Penalty 3482.084648 = -2848122.741862 nChanged 913 SP:Iteration 14Q (237.035706 sec): 3 clusters Score: Raw -2851946.527384 + Penalty 3482.084648 = -2848464.442736 nChanged 764 SP:Iteration 15Q (237.162905 sec): 3 clusters Score: Raw -2852213.901337 + Penalty 3482.084648 = -2848731.816689 nChanged 690 SP:Iteration 16Q (237.288605 sec): 3 clusters Score: Raw -2852439.529889 + Penalty 3482.084648 = -2848957.445241 nChanged 673 SP:Iteration 17Q (237.399605 sec): 3 clusters Score: Raw -2852648.556593 + Penalty 3482.084648 = -2849166.471945 nChanged 635 SP:Iteration 18Q (237.528918 sec): 3 clusters Score: Raw -2852842.533449 + Penalty 3482.084648 = -2849360.448801 nChanged 630 SP:Iteration 19Q (237.639056 sec): 3 clusters Score: Raw -2853024.755134 + Penalty 3482.084648 = -2849542.670486 nChanged 600 SP:Iteration 20F (237.759912 sec): 3 clusters Score: Raw -2853196.432941 + Penalty 3482.084648 = -2849714.348293 nChanged 580 SP:Iteration 21Q (237.893733 sec): 3 clusters Score: Raw -2853356.039411 + Penalty 3482.084648 = -2849873.954763 nChanged 543 SP:Iteration 22Q (238.015771 sec): 3 clusters Score: Raw -2853508.011545 + Penalty 3482.084648 = -2850025.926897 nChanged 526 SP:Iteration 23Q (238.129405 sec): 3 clusters Score: Raw -2853653.324558 + Penalty 3482.084648 = -2850171.239910 nChanged 507 SP:Iteration 24Q (238.239024 sec): 3 clusters Score: Raw -2853803.131426 + Penalty 3482.084648 = -2850321.046778 nChanged 555 SP:Iteration 25Q (238.368440 sec): 3 clusters Score: Raw -2853974.011875 + Penalty 3482.084648 = -2850491.927227 nChanged 539 SP:Iteration 26Q (238.481275 sec): 3 clusters Score: Raw -2854142.263571 + Penalty 3482.084648 = -2850660.178923 nChanged 539 SP:Iteration 27Q (238.604952 sec): 3 clusters Score: Raw -2854316.383754 + Penalty 3482.084648 = -2850834.299106 nChanged 519 SP:Iteration 28Q (238.720496 sec): 3 clusters Score: Raw -2854488.828426 + Penalty 3482.084648 = -2851006.743778 nChanged 533 SP:Iteration 29Q (238.837043 sec): 3 clusters Score: Raw -2854680.139589 + Penalty 3482.084648 = -2851198.054941 nChanged 540 SP:Iteration 30Q (238.958741 sec): 3 clusters Score: Raw -2854887.061207 + Penalty 3482.084648 = -2851404.976559 nChanged 525 SP:Iteration 31Q (239.073830 sec): 3 clusters Score: Raw -2855088.844775 + Penalty 3482.084648 = -2851606.760127 nChanged 474 SP:Iteration 32Q (239.183599 sec): 3 clusters Score: Raw -2855262.711702 + Penalty 3482.084648 = -2851780.627054 nChanged 439 SP:Iteration 33Q (239.300230 sec): 3 clusters Score: Raw -2855421.009324 + Penalty 3482.084648 = -2851938.924676 nChanged 403 SP:Iteration 34Q (239.411605 sec): 3 clusters Score: Raw -2855553.877394 + Penalty 3482.084648 = -2852071.792746 nChanged 360 SP:Iteration 35Q (239.514248 sec): 3 clusters Score: Raw -2855675.508241 + Penalty 3482.084648 = -2852193.423593 nChanged 362 SP:Iteration 36Q (239.631488 sec): 3 clusters Score: Raw -2855808.630468 + Penalty 3482.084648 = -2852326.545820 nChanged 322 SP:Iteration 37Q (239.754735 sec): 3 clusters Score: Raw -2855934.099133 + Penalty 3482.084648 = -2852452.014485 nChanged 300 SP:Iteration 38Q (239.856557 sec): 3 clusters Score: Raw -2856050.702884 + Penalty 3482.084648 = -2852568.618236 nChanged 262 SP:Iteration 39Q (239.979351 sec): 3 clusters Score: Raw -2856153.255669 + Penalty 3482.084648 = -2852671.171021 nChanged 240 SP:Iteration 40F (240.100800 sec): 3 clusters Score: Raw -2856252.910478 + Penalty 3482.084648 = -2852770.825830 nChanged 224 SP:Iteration 41Q (240.214964 sec): 3 clusters Score: Raw -2856350.712264 + Penalty 3482.084648 = -2852868.627616 nChanged 212 SP:Iteration 42Q (240.314854 sec): 3 clusters Score: Raw -2856441.320098 + Penalty 3482.084648 = -2852959.235450 nChanged 180 SP:Iteration 43Q (240.425757 sec): 3 clusters Score: Raw -2856512.292122 + Penalty 3482.084648 = -2853030.207474 nChanged 150 SP:Iteration 44Q (240.533178 sec): 3 clusters Score: Raw -2856572.719846 + Penalty 3482.084648 = -2853090.635198 nChanged 126 SP:Iteration 45Q (240.650823 sec): 3 clusters Score: Raw -2856619.682846 + Penalty 3482.084648 = -2853137.598198 nChanged 107 SP:Iteration 46Q (240.748769 sec): 3 clusters Score: Raw -2856657.865363 + Penalty 3482.084648 = -2853175.780715 nChanged 91 SP:Iteration 47Q (240.850597 sec): 3 clusters Score: Raw -2856693.738329 + Penalty 3482.084648 = -2853211.653681 nChanged 88 SP:Iteration 48Q (240.969831 sec): 3 clusters Score: Raw -2856717.855652 + Penalty 3482.084648 = -2853235.771004 nChanged 77 SP:Iteration 49Q (241.075696 sec): 3 clusters Score: Raw -2856739.268781 + Penalty 3482.084648 = -2853257.184133 nChanged 61 SP:Iteration 50Q (241.169617 sec): 3 clusters Score: Raw -2856758.468328 + Penalty 3482.084648 = -2853276.383680 nChanged 51 SP:Iteration 51Q (241.288278 sec): 3 clusters Score: Raw -2856770.346544 + Penalty 3482.084648 = -2853288.261896 nChanged 46 SP:Iteration 52Q (241.385459 sec): 3 clusters Score: Raw -2856782.419921 + Penalty 3482.084648 = -2853300.335273 nChanged 51 SP:Iteration 53Q (241.506296 sec): 3 clusters Score: Raw -2856795.214844 + Penalty 3482.084648 = -2853313.130196 nChanged 40 SP:Iteration 54Q (241.612351 sec): 3 clusters Score: Raw -2856805.841836 + Penalty 3482.084648 = -2853323.757188 nChanged 33 SP:Iteration 55Q (241.724174 sec): 3 clusters Score: Raw -2856814.525253 + Penalty 3482.084648 = -2853332.440605 nChanged 33 SP:Iteration 56Q (241.824173 sec): 3 clusters Score: Raw -2856824.245970 + Penalty 3482.084648 = -2853342.161322 nChanged 36 SP:Iteration 57Q (241.942272 sec): 3 clusters Score: Raw -2856834.122154 + Penalty 3482.084648 = -2853352.037506 nChanged 39 SP:Iteration 58Q (242.047982 sec): 3 clusters Score: Raw -2856843.123590 + Penalty 3482.084648 = -2853361.038942 nChanged 23 SP:Iteration 59Q (242.151599 sec): 3 clusters Score: Raw -2856847.509477 + Penalty 3482.084648 = -2853365.424829 nChanged 16 SP:Iteration 60F (242.258479 sec): 3 clusters Score: Raw -2856850.288694 + Penalty 3482.084648 = -2853368.204046 nChanged 13 SP:Iteration 61Q (242.373090 sec): 3 clusters Score: Raw -2856853.860763 + Penalty 3482.084648 = -2853371.776115 nChanged 17 SP:Iteration 62Q (242.480635 sec): 3 clusters Score: Raw -2856858.154700 + Penalty 3482.084648 = -2853376.070052 nChanged 21 SP:Iteration 63Q (242.591344 sec): 3 clusters Score: Raw -2856863.141613 + Penalty 3482.084648 = -2853381.056965 nChanged 21 SP:Iteration 64Q (242.705678 sec): 3 clusters Score: Raw -2856869.938024 + Penalty 3482.084648 = -2853387.853376 nChanged 21 SP:Iteration 65Q (242.808379 sec): 3 clusters Score: Raw -2856875.722416 + Penalty 3482.084648 = -2853393.637768 nChanged 22 SP:Iteration 66Q (242.916582 sec): 3 clusters Score: Raw -2856882.154572 + Penalty 3482.084648 = -2853400.069924 nChanged 23 SP:Iteration 67Q (243.013766 sec): 3 clusters Score: Raw -2856890.965965 + Penalty 3482.084648 = -2853408.881317 nChanged 32 SP:Iteration 68Q (243.131293 sec): 3 clusters Score: Raw -2856901.793307 + Penalty 3482.084648 = -2853419.708659 nChanged 33 SP:Iteration 69Q (243.231666 sec): 3 clusters Score: Raw -2856913.192084 + Penalty 3482.084648 = -2853431.107436 nChanged 33 SP:Iteration 70Q (243.343884 sec): 3 clusters Score: Raw -2856923.723830 + Penalty 3482.084648 = -2853441.639182 nChanged 31 SP:Iteration 71Q (243.447622 sec): 3 clusters Score: Raw -2856933.694204 + Penalty 3482.084648 = -2853451.609556 nChanged 23 SP:Iteration 72Q (243.559290 sec): 3 clusters Score: Raw -2856941.465881 + Penalty 3482.084648 = -2853459.381233 nChanged 26 SP:Iteration 73Q (243.665567 sec): 3 clusters Score: Raw -2856951.401294 + Penalty 3482.084648 = -2853469.316646 nChanged 24 SP:Iteration 74Q (243.775501 sec): 3 clusters Score: Raw -2856958.520677 + Penalty 3482.084648 = -2853476.436029 nChanged 19 SP:Iteration 75Q (243.879832 sec): 3 clusters Score: Raw -2856963.713431 + Penalty 3482.084648 = -2853481.628783 nChanged 21 SP:Iteration 76Q (243.986023 sec): 3 clusters Score: Raw -2856970.672798 + Penalty 3482.084648 = -2853488.588150 nChanged 20 SP:Iteration 77Q (244.079756 sec): 3 clusters Score: Raw -2856976.764271 + Penalty 3482.084648 = -2853494.679623 nChanged 18 SP:Iteration 78Q (244.186756 sec): 3 clusters Score: Raw -2856983.900376 + Penalty 3482.084648 = -2853501.815728 nChanged 25 SP:Iteration 79Q (244.290141 sec): 3 clusters Score: Raw -2856990.539811 + Penalty 3482.084648 = -2853508.455163 nChanged 21 SP:Iteration 80F (244.422242 sec): 3 clusters Score: Raw -2856997.695416 + Penalty 3482.084648 = -2853515.610768 nChanged 32 SP:Iteration 81Q (244.530304 sec): 3 clusters Score: Raw -2857009.487166 + Penalty 3482.084648 = -2853527.402518 nChanged 30 SP:Iteration 82Q (244.631020 sec): 3 clusters Score: Raw -2857020.813301 + Penalty 3482.084648 = -2853538.728653 nChanged 28 SP:Iteration 83Q (244.737024 sec): 3 clusters Score: Raw -2857032.139950 + Penalty 3482.084648 = -2853550.055302 nChanged 28 SP:Iteration 84Q (244.838754 sec): 3 clusters Score: Raw -2857043.333969 + Penalty 3482.084648 = -2853561.249321 nChanged 31 SP:Iteration 85Q (244.943666 sec): 3 clusters Score: Raw -2857057.474916 + Penalty 3482.084648 = -2853575.390268 nChanged 37 SP:Iteration 86Q (245.048065 sec): 3 clusters Score: Raw -2857074.194524 + Penalty 3482.084648 = -2853592.109876 nChanged 44 SP:Iteration 87Q (245.139291 sec): 3 clusters Score: Raw -2857092.075809 + Penalty 3482.084648 = -2853609.991161 nChanged 37 SP:Iteration 88Q (245.243057 sec): 3 clusters Score: Raw -2857104.438231 + Penalty 3482.084648 = -2853622.353583 nChanged 37 SP:Iteration 89Q (245.357132 sec): 3 clusters Score: Raw -2857114.165041 + Penalty 3482.084648 = -2853632.080393 nChanged 28 SP:Iteration 90Q (245.469515 sec): 3 clusters Score: Raw -2857123.614743 + Penalty 3482.084648 = -2853641.530095 nChanged 31 SP:Iteration 91Q (245.570697 sec): 3 clusters Score: Raw -2857133.429794 + Penalty 3482.084648 = -2853651.345146 nChanged 27 SP:Iteration 92Q (245.679206 sec): 3 clusters Score: Raw -2857140.291898 + Penalty 3482.084648 = -2853658.207250 nChanged 18 SP:Iteration 93Q (245.782868 sec): 3 clusters Score: Raw -2857144.224411 + Penalty 3482.084648 = -2853662.139763 nChanged 16 SP:Iteration 94Q (245.888714 sec): 3 clusters Score: Raw -2857148.765373 + Penalty 3482.084648 = -2853666.680725 nChanged 19 SP:Iteration 95Q (245.993601 sec): 3 clusters Score: Raw -2857152.667206 + Penalty 3482.084648 = -2853670.582558 nChanged 15 SP:Iteration 96Q (246.096767 sec): 3 clusters Score: Raw -2857156.035592 + Penalty 3482.084648 = -2853673.950944 nChanged 20 SP:Iteration 97Q (246.200730 sec): 3 clusters Score: Raw -2857162.534446 + Penalty 3482.084648 = -2853680.449798 nChanged 26 SP:Iteration 98Q (246.307499 sec): 3 clusters Score: Raw -2857170.251323 + Penalty 3482.084648 = -2853688.166675 nChanged 18 SP:Iteration 99Q (246.409959 sec): 3 clusters Score: Raw -2857175.864665 + Penalty 3482.084648 = -2853693.780017 nChanged 14 SP:Iteration 100F (246.526591 sec): 3 clusters Score: Raw -2857181.155953 + Penalty 3482.084648 = -2853699.071305 nChanged 22 SP:Iteration 101Q (246.626085 sec): 3 clusters Score: Raw -2857188.664791 + Penalty 3482.084648 = -2853706.580143 nChanged 24 SP:Iteration 102Q (246.735240 sec): 3 clusters Score: Raw -2857194.872694 + Penalty 3482.084648 = -2853712.788046 nChanged 29 SP:Iteration 103Q (246.836209 sec): 3 clusters Score: Raw -2857204.855481 + Penalty 3482.084648 = -2853722.770833 nChanged 35 SP:Iteration 104Q (246.948462 sec): 3 clusters Score: Raw -2857214.005762 + Penalty 3482.084648 = -2853731.921114 nChanged 29 SP:Iteration 105Q (247.057184 sec): 3 clusters Score: Raw -2857223.916770 + Penalty 3482.084648 = -2853741.832122 nChanged 36 SP:Iteration 106Q (247.159165 sec): 3 clusters Score: Raw -2857237.008071 + Penalty 3482.084648 = -2853754.923423 nChanged 42 SP:Iteration 107Q (247.274468 sec): 3 clusters Score: Raw -2857248.891338 + Penalty 3482.084648 = -2853766.806690 nChanged 42 SP:Iteration 108Q (247.369615 sec): 3 clusters Score: Raw -2857263.887236 + Penalty 3482.084648 = -2853781.802588 nChanged 45 SP:Iteration 109Q (247.486729 sec): 3 clusters Score: Raw -2857276.392357 + Penalty 3482.084648 = -2853794.307709 nChanged 41 SP:Iteration 110Q (247.592756 sec): 3 clusters Score: Raw -2857288.199206 + Penalty 3482.084648 = -2853806.114558 nChanged 40 SP:Iteration 111Q (247.698521 sec): 3 clusters Score: Raw -2857298.681726 + Penalty 3482.084648 = -2853816.597078 nChanged 34 SP:Iteration 112Q (247.788662 sec): 3 clusters Score: Raw -2857307.358702 + Penalty 3482.084648 = -2853825.274054 nChanged 31 SP:Iteration 113Q (247.905617 sec): 3 clusters Score: Raw -2857313.358342 + Penalty 3482.084648 = -2853831.273694 nChanged 21 SP:Iteration 114Q (248.005058 sec): 3 clusters Score: Raw -2857316.698179 + Penalty 3482.084648 = -2853834.613531 nChanged 18 SP:Iteration 115Q (248.094951 sec): 3 clusters Score: Raw -2857321.408285 + Penalty 3482.084648 = -2853839.323637 nChanged 15 SP:Iteration 116Q (248.209585 sec): 3 clusters Score: Raw -2857324.511868 + Penalty 3482.084648 = -2853842.427220 nChanged 16 SP:Iteration 117Q (248.315089 sec): 3 clusters Score: Raw -2857327.238418 + Penalty 3482.084648 = -2853845.153770 nChanged 12 SP:Iteration 118Q (248.419452 sec): 3 clusters Score: Raw -2857328.649723 + Penalty 3482.084648 = -2853846.565075 nChanged 9 SP:Iteration 119Q (248.510666 sec): 3 clusters Score: Raw -2857330.315507 + Penalty 3482.084648 = -2853848.230859 nChanged 7 SP:Iteration 120F (248.640844 sec): 3 clusters Score: Raw -2857331.006606 + Penalty 3482.084648 = -2853848.921958 nChanged 3 SP:Iteration 121Q (248.744738 sec): 3 clusters Score: Raw -2857331.413638 + Penalty 3482.084648 = -2853849.328990 nChanged 5 SP:Iteration 122Q (248.854260 sec): 3 clusters Score: Raw -2857332.279687 + Penalty 3482.084648 = -2853850.195039 nChanged 3 SP:Iteration 123Q (248.948682 sec): 3 clusters Score: Raw -2857332.879234 + Penalty 3482.084648 = -2853850.794586 nChanged 5 SP:Iteration 124Q (249.066997 sec): 3 clusters Score: Raw -2857333.621155 + Penalty 3482.084648 = -2853851.536507 nChanged 6 SP:Iteration 125Q (249.175014 sec): 3 clusters Score: Raw -2857334.365026 + Penalty 3482.084648 = -2853852.280378 nChanged 3 SP:Iteration 126Q (249.267000 sec): 3 clusters Score: Raw -2857334.792270 + Penalty 3482.084648 = -2853852.707622 nChanged 5 SP:Iteration 127Q (249.385137 sec): 3 clusters Score: Raw -2857335.598100 + Penalty 3482.084648 = -2853853.513452 nChanged 5 SP:Iteration 128Q (249.488566 sec): 3 clusters Score: Raw -2857336.497264 + Penalty 3482.084648 = -2853854.412616 nChanged 5 SP:Iteration 129Q (249.597695 sec): 3 clusters Score: Raw -2857337.604399 + Penalty 3482.084648 = -2853855.519751 nChanged 9 SP:Iteration 130Q (249.689321 sec): 3 clusters Score: Raw -2857339.852429 + Penalty 3482.084648 = -2853857.767781 nChanged 11 SP:Iteration 131Q (249.796438 sec): 3 clusters Score: Raw -2857341.862883 + Penalty 3482.084648 = -2853859.778235 nChanged 12 SP:Iteration 132Q (249.915066 sec): 3 clusters Score: Raw -2857345.116941 + Penalty 3482.084648 = -2853863.032293 nChanged 14 SP:Iteration 133Q (250.025095 sec): 3 clusters Score: Raw -2857347.570844 + Penalty 3482.084648 = -2853865.486196 nChanged 18 SP:Iteration 134Q (250.117040 sec): 3 clusters Score: Raw -2857350.659203 + Penalty 3482.084648 = -2853868.574555 nChanged 16 SP:Iteration 135Q (250.233564 sec): 3 clusters Score: Raw -2857353.011942 + Penalty 3482.084648 = -2853870.927294 nChanged 9 SP:Iteration 136Q (250.324394 sec): 3 clusters Score: Raw -2857354.099981 + Penalty 3482.084648 = -2853872.015333 nChanged 10 SP:Iteration 137Q (250.443229 sec): 3 clusters Score: Raw -2857355.902816 + Penalty 3482.084648 = -2853873.818168 nChanged 13 SP:Iteration 138Q (250.546431 sec): 3 clusters Score: Raw -2857357.513699 + Penalty 3482.084648 = -2853875.429051 nChanged 7 SP:Iteration 139Q (250.644233 sec): 3 clusters Score: Raw -2857358.733498 + Penalty 3482.084648 = -2853876.648850 nChanged 5 SP:Iteration 140F (250.775800 sec): 3 clusters Score: Raw -2857359.281782 + Penalty 3482.084648 = -2853877.197134 nChanged 3 SP:Iteration 141Q (250.881108 sec): 3 clusters Score: Raw -2857359.688767 + Penalty 3482.084648 = -2853877.604119 nChanged 4 SP:Iteration 142Q (250.976426 sec): 3 clusters Score: Raw -2857360.148965 + Penalty 3482.084648 = -2853878.064317 nChanged 4 SP:Iteration 143Q (251.092556 sec): 3 clusters Score: Raw -2857360.459027 + Penalty 3482.084648 = -2853878.374379 nChanged 2 SP:Iteration 144Q (251.202701 sec): 3 clusters Score: Raw -2857360.599870 + Penalty 3482.084648 = -2853878.515222 nChanged 0 SP:Iteration 145F (251.324768 sec): 3 clusters Score: Raw -2857360.599870 + Penalty 3482.084648 = -2853878.515222 nChanged 0 Trying to split cluster 15 (14282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.375233 sec): 2 clusters Score: Raw -940005.256447 + Penalty 1554.597733 = -938450.658713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.449095 sec): 3 clusters Score: Raw -931774.909849 + Penalty 3109.195467 = -928665.714382 nChanged 6305 SP:Iteration 1F (251.519828 sec): 3 clusters Score: Raw -935584.586097 + Penalty 3109.195467 = -932475.390631 nChanged 1060 SP:Iteration 2F (251.591902 sec): 3 clusters Score: Raw -936546.193085 + Penalty 3109.195467 = -933436.997619 nChanged 1143 SP:Iteration 3F (251.659107 sec): 3 clusters Score: Raw -937488.163919 + Penalty 3109.195467 = -934378.968452 nChanged 1245 SP:Iteration 4F (251.726212 sec): 3 clusters Score: Raw -938694.545543 + Penalty 3109.195467 = -935585.350076 nChanged 1340 SP:Iteration 5F (251.800807 sec): 3 clusters Score: Raw -940103.551972 + Penalty 3109.195467 = -936994.356505 nChanged 1167 SP:Iteration 6F (251.873016 sec): 3 clusters Score: Raw -941207.043698 + Penalty 3109.195467 = -938097.848231 nChanged 825 SP:Iteration 7F (251.943397 sec): 3 clusters Score: Raw -941856.896982 + Penalty 3109.195467 = -938747.701515 nChanged 536 SP:Iteration 8Q (252.004050 sec): 3 clusters Score: Raw -942187.222530 + Penalty 3109.195467 = -939078.027063 nChanged 349 SP:Iteration 9Q (252.082335 sec): 3 clusters Score: Raw -942348.226761 + Penalty 3109.195467 = -939239.031294 nChanged 206 SP:Iteration 10Q (252.156224 sec): 3 clusters Score: Raw -942418.007842 + Penalty 3109.195467 = -939308.812375 nChanged 129 SP:Iteration 11Q (252.225006 sec): 3 clusters Score: Raw -942452.584554 + Penalty 3109.195467 = -939343.389087 nChanged 90 SP:Iteration 12Q (252.295025 sec): 3 clusters Score: Raw -942473.243030 + Penalty 3109.195467 = -939364.047564 nChanged 65 SP:Iteration 13Q (252.365811 sec): 3 clusters Score: Raw -942487.123341 + Penalty 3109.195467 = -939377.927874 nChanged 63 SP:Iteration 14Q (252.435148 sec): 3 clusters Score: Raw -942501.878569 + Penalty 3109.195467 = -939392.683102 nChanged 65 SP:Iteration 15Q (252.509434 sec): 3 clusters Score: Raw -942515.057620 + Penalty 3109.195467 = -939405.862153 nChanged 62 SP:Iteration 16Q (252.578765 sec): 3 clusters Score: Raw -942526.403180 + Penalty 3109.195467 = -939417.207713 nChanged 47 SP:Iteration 17Q (252.648756 sec): 3 clusters Score: Raw -942536.089904 + Penalty 3109.195467 = -939426.894437 nChanged 49 SP:Iteration 18Q (252.716427 sec): 3 clusters Score: Raw -942546.984532 + Penalty 3109.195467 = -939437.789065 nChanged 53 SP:Iteration 19Q (252.785153 sec): 3 clusters Score: Raw -942558.771259 + Penalty 3109.195467 = -939449.575793 nChanged 55 SP:Iteration 20F (252.859930 sec): 3 clusters Score: Raw -942572.811044 + Penalty 3109.195467 = -939463.615578 nChanged 70 SP:Iteration 21Q (252.918074 sec): 3 clusters Score: Raw -942591.339373 + Penalty 3109.195467 = -939482.143906 nChanged 58 SP:Iteration 22Q (253.000143 sec): 3 clusters Score: Raw -942603.530617 + Penalty 3109.195467 = -939494.335150 nChanged 58 SP:Iteration 23Q (253.062572 sec): 3 clusters Score: Raw -942616.574706 + Penalty 3109.195467 = -939507.379239 nChanged 67 SP:Iteration 24Q (253.134102 sec): 3 clusters Score: Raw -942634.267944 + Penalty 3109.195467 = -939525.072477 nChanged 64 SP:Iteration 25Q (253.217028 sec): 3 clusters Score: Raw -942648.660761 + Penalty 3109.195467 = -939539.465294 nChanged 78 SP:Iteration 26Q (253.286572 sec): 3 clusters Score: Raw -942664.236591 + Penalty 3109.195467 = -939555.041124 nChanged 66 SP:Iteration 27Q (253.352065 sec): 3 clusters Score: Raw -942678.396838 + Penalty 3109.195467 = -939569.201372 nChanged 63 SP:Iteration 28Q (253.422042 sec): 3 clusters Score: Raw -942690.567330 + Penalty 3109.195467 = -939581.371863 nChanged 49 SP:Iteration 29Q (253.491161 sec): 3 clusters Score: Raw -942700.313596 + Penalty 3109.195467 = -939591.118130 nChanged 64 SP:Iteration 30Q (253.558860 sec): 3 clusters Score: Raw -942714.654298 + Penalty 3109.195467 = -939605.458831 nChanged 57 SP:Iteration 31Q (253.627576 sec): 3 clusters Score: Raw -942726.388750 + Penalty 3109.195467 = -939617.193283 nChanged 52 SP:Iteration 32Q (253.701193 sec): 3 clusters Score: Raw -942737.495644 + Penalty 3109.195467 = -939628.300178 nChanged 52 SP:Iteration 33Q (253.768375 sec): 3 clusters Score: Raw -942748.035260 + Penalty 3109.195467 = -939638.839793 nChanged 40 SP:Iteration 34Q (253.834543 sec): 3 clusters Score: Raw -942754.637537 + Penalty 3109.195467 = -939645.442070 nChanged 44 SP:Iteration 35Q (253.900197 sec): 3 clusters Score: Raw -942761.801164 + Penalty 3109.195467 = -939652.605698 nChanged 21 SP:Iteration 36Q (253.968635 sec): 3 clusters Score: Raw -942765.018158 + Penalty 3109.195467 = -939655.822691 nChanged 24 SP:Iteration 37Q (254.036412 sec): 3 clusters Score: Raw -942768.976528 + Penalty 3109.195467 = -939659.781061 nChanged 26 SP:Iteration 38Q (254.106589 sec): 3 clusters Score: Raw -942772.403478 + Penalty 3109.195467 = -939663.208011 nChanged 16 SP:Iteration 39Q (254.177932 sec): 3 clusters Score: Raw -942774.863436 + Penalty 3109.195467 = -939665.667969 nChanged 7 SP:Iteration 40F (254.249041 sec): 3 clusters Score: Raw -942776.131382 + Penalty 3109.195467 = -939666.935916 nChanged 12 SP:Iteration 41Q (254.315425 sec): 3 clusters Score: Raw -942778.375024 + Penalty 3109.195467 = -939669.179557 nChanged 16 SP:Iteration 42Q (254.385949 sec): 3 clusters Score: Raw -942780.783238 + Penalty 3109.195467 = -939671.587771 nChanged 13 SP:Iteration 43Q (254.452707 sec): 3 clusters Score: Raw -942782.070024 + Penalty 3109.195467 = -939672.874557 nChanged 13 SP:Iteration 44Q (254.525251 sec): 3 clusters Score: Raw -942783.459182 + Penalty 3109.195467 = -939674.263715 nChanged 12 SP:Iteration 45Q (254.589106 sec): 3 clusters Score: Raw -942784.814929 + Penalty 3109.195467 = -939675.619462 nChanged 12 SP:Iteration 46Q (254.659445 sec): 3 clusters Score: Raw -942785.890783 + Penalty 3109.195467 = -939676.695316 nChanged 7 SP:Iteration 47Q (254.728233 sec): 3 clusters Score: Raw -942786.424857 + Penalty 3109.195467 = -939677.229390 nChanged 7 SP:Iteration 48Q (254.793892 sec): 3 clusters Score: Raw -942787.503704 + Penalty 3109.195467 = -939678.308237 nChanged 13 SP:Iteration 49Q (254.871717 sec): 3 clusters Score: Raw -942789.399852 + Penalty 3109.195467 = -939680.204385 nChanged 11 SP:Iteration 50Q (254.938603 sec): 3 clusters Score: Raw -942790.764579 + Penalty 3109.195467 = -939681.569113 nChanged 9 SP:Iteration 51Q (255.012968 sec): 3 clusters Score: Raw -942791.662576 + Penalty 3109.195467 = -939682.467110 nChanged 7 SP:Iteration 52Q (255.082045 sec): 3 clusters Score: Raw -942792.239219 + Penalty 3109.195467 = -939683.043753 nChanged 8 SP:Iteration 53Q (255.154151 sec): 3 clusters Score: Raw -942793.152356 + Penalty 3109.195467 = -939683.956890 nChanged 8 SP:Iteration 54Q (255.215717 sec): 3 clusters Score: Raw -942794.293718 + Penalty 3109.195467 = -939685.098252 nChanged 9 SP:Iteration 55Q (255.295008 sec): 3 clusters Score: Raw -942795.723635 + Penalty 3109.195467 = -939686.528169 nChanged 11 SP:Iteration 56Q (255.368020 sec): 3 clusters Score: Raw -942796.982702 + Penalty 3109.195467 = -939687.787236 nChanged 10 SP:Iteration 57Q (255.439829 sec): 3 clusters Score: Raw -942798.206743 + Penalty 3109.195467 = -939689.011276 nChanged 11 SP:Iteration 58Q (255.512902 sec): 3 clusters Score: Raw -942799.529334 + Penalty 3109.195467 = -939690.333867 nChanged 10 SP:Iteration 59Q (255.584257 sec): 3 clusters Score: Raw -942800.568951 + Penalty 3109.195467 = -939691.373484 nChanged 8 SP:Iteration 60F (255.657450 sec): 3 clusters Score: Raw -942801.709058 + Penalty 3109.195467 = -939692.513591 nChanged 8 SP:Iteration 61Q (255.728772 sec): 3 clusters Score: Raw -942802.746369 + Penalty 3109.195467 = -939693.550903 nChanged 5 SP:Iteration 62Q (255.800136 sec): 3 clusters Score: Raw -942803.148133 + Penalty 3109.195467 = -939693.952667 nChanged 2 SP:Iteration 63Q (255.857301 sec): 3 clusters Score: Raw -942803.329175 + Penalty 3109.195467 = -939694.133708 nChanged 5 SP:Iteration 64Q (255.928397 sec): 3 clusters Score: Raw -942803.798172 + Penalty 3109.195467 = -939694.602705 nChanged 5 SP:Iteration 65Q (255.996984 sec): 3 clusters Score: Raw -942804.224094 + Penalty 3109.195467 = -939695.028627 nChanged 5 SP:Iteration 66Q (256.076387 sec): 3 clusters Score: Raw -942805.060309 + Penalty 3109.195467 = -939695.864842 nChanged 4 SP:Iteration 67Q (256.134810 sec): 3 clusters Score: Raw -942805.825624 + Penalty 3109.195467 = -939696.630157 nChanged 5 SP:Iteration 68Q (256.205793 sec): 3 clusters Score: Raw -942806.778580 + Penalty 3109.195467 = -939697.583113 nChanged 6 SP:Iteration 69Q (256.272481 sec): 3 clusters Score: Raw -942807.620174 + Penalty 3109.195467 = -939698.424707 nChanged 9 SP:Iteration 70Q (256.343937 sec): 3 clusters Score: Raw -942809.314946 + Penalty 3109.195467 = -939700.119480 nChanged 9 SP:Iteration 71Q (256.407840 sec): 3 clusters Score: Raw -942810.736974 + Penalty 3109.195467 = -939701.541507 nChanged 9 SP:Iteration 72Q (256.478503 sec): 3 clusters Score: Raw -942811.908618 + Penalty 3109.195467 = -939702.713152 nChanged 3 SP:Iteration 73Q (256.557754 sec): 3 clusters Score: Raw -942812.370504 + Penalty 3109.195467 = -939703.175037 nChanged 4 SP:Iteration 74Q (256.625341 sec): 3 clusters Score: Raw -942813.035573 + Penalty 3109.195467 = -939703.840106 nChanged 4 SP:Iteration 75Q (256.681919 sec): 3 clusters Score: Raw -942813.640112 + Penalty 3109.195467 = -939704.444645 nChanged 7 SP:Iteration 76Q (256.762135 sec): 3 clusters Score: Raw -942814.536722 + Penalty 3109.195467 = -939705.341255 nChanged 4 SP:Iteration 77Q (256.831041 sec): 3 clusters Score: Raw -942814.927602 + Penalty 3109.195467 = -939705.732135 nChanged 2 SP:Iteration 78Q (256.899408 sec): 3 clusters Score: Raw -942815.283644 + Penalty 3109.195467 = -939706.088177 nChanged 2 SP:Iteration 79Q (256.955442 sec): 3 clusters Score: Raw -942815.664565 + Penalty 3109.195467 = -939706.469098 nChanged 1 SP:Iteration 80F (257.037366 sec): 3 clusters Score: Raw -942815.774174 + Penalty 3109.195467 = -939706.578707 nChanged 1 SP:Iteration 81Q (257.110848 sec): 3 clusters Score: Raw -942815.926474 + Penalty 3109.195467 = -939706.731007 nChanged 3 SP:Iteration 82Q (257.182934 sec): 3 clusters Score: Raw -942816.367751 + Penalty 3109.195467 = -939707.172284 nChanged 3 SP:Iteration 83Q (257.251342 sec): 3 clusters Score: Raw -942817.101994 + Penalty 3109.195467 = -939707.906528 nChanged 5 SP:Iteration 84Q (257.320612 sec): 3 clusters Score: Raw -942817.680348 + Penalty 3109.195467 = -939708.484881 nChanged 6 SP:Iteration 85Q (257.389693 sec): 3 clusters Score: Raw -942818.436732 + Penalty 3109.195467 = -939709.241266 nChanged 5 SP:Iteration 86Q (257.456267 sec): 3 clusters Score: Raw -942819.268680 + Penalty 3109.195467 = -939710.073214 nChanged 5 SP:Iteration 87Q (257.522184 sec): 3 clusters Score: Raw -942820.084258 + Penalty 3109.195467 = -939710.888791 nChanged 7 SP:Iteration 88Q (257.582491 sec): 3 clusters Score: Raw -942821.407839 + Penalty 3109.195467 = -939712.212372 nChanged 8 SP:Iteration 89Q (257.664873 sec): 3 clusters Score: Raw -942822.816497 + Penalty 3109.195467 = -939713.621030 nChanged 5 SP:Iteration 90Q (257.728816 sec): 3 clusters Score: Raw -942823.483275 + Penalty 3109.195467 = -939714.287809 nChanged 7 SP:Iteration 91Q (257.799942 sec): 3 clusters Score: Raw -942824.518511 + Penalty 3109.195467 = -939715.323044 nChanged 4 SP:Iteration 92Q (257.863649 sec): 3 clusters Score: Raw -942824.961960 + Penalty 3109.195467 = -939715.766494 nChanged 2 SP:Iteration 93Q (257.939698 sec): 3 clusters Score: Raw -942825.225545 + Penalty 3109.195467 = -939716.030078 nChanged 2 SP:Iteration 94Q (258.008722 sec): 3 clusters Score: Raw -942825.586350 + Penalty 3109.195467 = -939716.390883 nChanged 2 SP:Iteration 95Q (258.079646 sec): 3 clusters Score: Raw -942825.870879 + Penalty 3109.195467 = -939716.675413 nChanged 1 SP:Iteration 96Q (258.137524 sec): 3 clusters Score: Raw -942826.010985 + Penalty 3109.195467 = -939716.815519 nChanged 1 SP:Iteration 97Q (258.211738 sec): 3 clusters Score: Raw -942826.117161 + Penalty 3109.195467 = -939716.921695 nChanged 0 SP:Iteration 98F (258.290849 sec): 3 clusters Score: Raw -942826.117161 + Penalty 3109.195467 = -939716.921695 nChanged 0 Score: Raw -32068477.477064 + Penalty 59722.532674 = -32008754.944389 Splitting cluster 15 changes total score from -31931286.954217 to -32008754.944389 So it's getting split into cluster 28. Trying to split cluster 16 (1435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (266.869174 sec): 2 clusters Score: Raw -75148.601244 + Penalty 1181.199521 = -73967.401723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (266.918880 sec): 3 clusters Score: Raw -74636.447788 + Penalty 2362.399042 = -72274.048747 nChanged 499 SP:Iteration 1F (266.967400 sec): 3 clusters Score: Raw -75353.757372 + Penalty 2362.399042 = -72991.358330 nChanged 188 SP:Iteration 2F (267.013124 sec): 3 clusters Score: Raw -75863.322995 + Penalty 2362.399042 = -73500.923953 nChanged 183 SP:Iteration 3F (267.048099 sec): 3 clusters Score: Raw -76439.986835 + Penalty 2362.399042 = -74077.587793 nChanged 113 SP:Iteration 4F (267.104228 sec): 3 clusters Score: Raw -76904.617973 + Penalty 2362.399042 = -74542.218932 nChanged 61 SP:Iteration 5Q (267.154483 sec): 3 clusters Score: Raw -77084.968285 + Penalty 2362.399042 = -74722.569243 nChanged 25 SP:Iteration 6Q (267.203133 sec): 3 clusters Score: Raw -77141.574943 + Penalty 2362.399042 = -74779.175901 nChanged 18 SP:Iteration 7Q (267.240146 sec): 3 clusters Score: Raw -77176.034438 + Penalty 2362.399042 = -74813.635397 nChanged 10 SP:Iteration 8Q (267.298690 sec): 3 clusters Score: Raw -77195.339738 + Penalty 2362.399042 = -74832.940697 nChanged 9 SP:Iteration 9Q (267.347733 sec): 3 clusters Score: Raw -77221.571566 + Penalty 2362.399042 = -74859.172524 nChanged 7 SP:Iteration 10Q (267.390533 sec): 3 clusters Score: Raw -77231.034894 + Penalty 2362.399042 = -74868.635852 nChanged 6 SP:Iteration 11Q (267.441172 sec): 3 clusters Score: Raw -77239.710726 + Penalty 2362.399042 = -74877.311684 nChanged 2 SP:Iteration 12Q (267.497748 sec): 3 clusters Score: Raw -77242.099477 + Penalty 2362.399042 = -74879.700435 nChanged 1 SP:Iteration 13Q (267.546668 sec): 3 clusters Score: Raw -77243.188806 + Penalty 2362.399042 = -74880.789765 nChanged 0 SP:Iteration 14F (267.598608 sec): 3 clusters Score: Raw -77243.188806 + Penalty 2362.399042 = -74880.789765 nChanged 0 Score: Raw -32070572.064626 + Penalty 61855.480270 = -32008716.584356 Splitting cluster 16 changes total score from -31931286.954217 to -32008716.584356 So it's getting split into cluster 29. Trying to split cluster 17 (12372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (276.660635 sec): 2 clusters Score: Raw -726543.969420 + Penalty 1531.268559 = -725012.700861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (276.732709 sec): 3 clusters Score: Raw -719512.849774 + Penalty 3062.537118 = -716450.312656 nChanged 5492 SP:Iteration 1F (276.803305 sec): 3 clusters Score: Raw -724354.993951 + Penalty 3062.537118 = -721292.456833 nChanged 1675 SP:Iteration 2F (276.875933 sec): 3 clusters Score: Raw -727237.688374 + Penalty 3062.537118 = -724175.151256 nChanged 1535 SP:Iteration 3F (276.942746 sec): 3 clusters Score: Raw -729302.452911 + Penalty 3062.537118 = -726239.915793 nChanged 872 SP:Iteration 4F (277.011879 sec): 3 clusters Score: Raw -730183.293695 + Penalty 3062.537118 = -727120.756577 nChanged 444 SP:Iteration 5Q (277.080149 sec): 3 clusters Score: Raw -730626.493339 + Penalty 3062.537118 = -727563.956221 nChanged 281 SP:Iteration 6Q (277.147087 sec): 3 clusters Score: Raw -730944.761815 + Penalty 3062.537118 = -727882.224696 nChanged 173 SP:Iteration 7Q (277.203912 sec): 3 clusters Score: Raw -731140.964897 + Penalty 3062.537118 = -728078.427779 nChanged 124 SP:Iteration 8Q (277.279486 sec): 3 clusters Score: Raw -731213.558139 + Penalty 3062.537118 = -728151.021020 nChanged 88 SP:Iteration 9Q (277.346077 sec): 3 clusters Score: Raw -731241.376158 + Penalty 3062.537118 = -728178.839040 nChanged 60 SP:Iteration 10Q (277.415505 sec): 3 clusters Score: Raw -731260.034389 + Penalty 3062.537118 = -728197.497270 nChanged 58 SP:Iteration 11Q (277.480509 sec): 3 clusters Score: Raw -731278.750218 + Penalty 3062.537118 = -728216.213100 nChanged 55 SP:Iteration 12Q (277.548240 sec): 3 clusters Score: Raw -731292.969752 + Penalty 3062.537118 = -728230.432634 nChanged 40 SP:Iteration 13Q (277.615814 sec): 3 clusters Score: Raw -731300.965493 + Penalty 3062.537118 = -728238.428374 nChanged 27 SP:Iteration 14Q (277.686017 sec): 3 clusters Score: Raw -731304.497759 + Penalty 3062.537118 = -728241.960640 nChanged 14 SP:Iteration 15Q (277.749221 sec): 3 clusters Score: Raw -731305.932363 + Penalty 3062.537118 = -728243.395245 nChanged 6 SP:Iteration 16Q (277.813080 sec): 3 clusters Score: Raw -731306.524562 + Penalty 3062.537118 = -728243.987444 nChanged 6 SP:Iteration 17Q (277.871629 sec): 3 clusters Score: Raw -731307.029310 + Penalty 3062.537118 = -728244.492192 nChanged 4 SP:Iteration 18Q (277.934147 sec): 3 clusters Score: Raw -731307.306502 + Penalty 3062.537118 = -728244.769383 nChanged 1 SP:Iteration 19Q (278.013238 sec): 3 clusters Score: Raw -731307.354278 + Penalty 3062.537118 = -728244.817160 nChanged 1 SP:Iteration 20F (278.076424 sec): 3 clusters Score: Raw -731307.389258 + Penalty 3062.537118 = -728244.852140 nChanged 0 Score: Raw -32075335.484464 + Penalty 63988.427865 = -32011347.056598 Splitting cluster 17 changes total score from -31931286.954217 to -32011347.056598 So it's getting split into cluster 30. Trying to split cluster 18 (8376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (287.440301 sec): 2 clusters Score: Raw -540735.097791 + Penalty 1467.882935 = -539267.214856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (287.503056 sec): 3 clusters Score: Raw -536143.723493 + Penalty 2935.765870 = -533207.957624 nChanged 3597 SP:Iteration 1F (287.563816 sec): 3 clusters Score: Raw -538447.878246 + Penalty 2935.765870 = -535512.112376 nChanged 760 SP:Iteration 2F (287.618788 sec): 3 clusters Score: Raw -539072.811119 + Penalty 2935.765870 = -536137.045249 nChanged 651 SP:Iteration 3F (287.683661 sec): 3 clusters Score: Raw -539596.851413 + Penalty 2935.765870 = -536661.085543 nChanged 602 SP:Iteration 4F (287.751522 sec): 3 clusters Score: Raw -540151.365717 + Penalty 2935.765870 = -537215.599847 nChanged 610 SP:Iteration 5F (287.803106 sec): 3 clusters Score: Raw -540787.710022 + Penalty 2935.765870 = -537851.944153 nChanged 536 SP:Iteration 6F (287.874702 sec): 3 clusters Score: Raw -541449.096967 + Penalty 2935.765870 = -538513.331098 nChanged 466 SP:Iteration 7F (287.937251 sec): 3 clusters Score: Raw -542129.905516 + Penalty 2935.765870 = -539194.139646 nChanged 407 SP:Iteration 8Q (287.999366 sec): 3 clusters Score: Raw -542843.543679 + Penalty 2935.765870 = -539907.777810 nChanged 323 SP:Iteration 9Q (288.063417 sec): 3 clusters Score: Raw -543359.375381 + Penalty 2935.765870 = -540423.609511 nChanged 266 SP:Iteration 10Q (288.124486 sec): 3 clusters Score: Raw -543669.776179 + Penalty 2935.765870 = -540734.010310 nChanged 200 SP:Iteration 11Q (288.177136 sec): 3 clusters Score: Raw -543837.027506 + Penalty 2935.765870 = -540901.261637 nChanged 147 SP:Iteration 12Q (288.247674 sec): 3 clusters Score: Raw -543944.173780 + Penalty 2935.765870 = -541008.407911 nChanged 112 SP:Iteration 13Q (288.308376 sec): 3 clusters Score: Raw -544004.428532 + Penalty 2935.765870 = -541068.662662 nChanged 75 SP:Iteration 14Q (288.369898 sec): 3 clusters Score: Raw -544036.312001 + Penalty 2935.765870 = -541100.546132 nChanged 53 SP:Iteration 15Q (288.423620 sec): 3 clusters Score: Raw -544059.284083 + Penalty 2935.765870 = -541123.518213 nChanged 48 SP:Iteration 16Q (288.498054 sec): 3 clusters Score: Raw -544079.850908 + Penalty 2935.765870 = -541144.085038 nChanged 43 SP:Iteration 17Q (288.558620 sec): 3 clusters Score: Raw -544091.373542 + Penalty 2935.765870 = -541155.607672 nChanged 33 SP:Iteration 18Q (288.619828 sec): 3 clusters Score: Raw -544106.145103 + Penalty 2935.765870 = -541170.379234 nChanged 27 SP:Iteration 19Q (288.672483 sec): 3 clusters Score: Raw -544112.348577 + Penalty 2935.765870 = -541176.582707 nChanged 30 SP:Iteration 20F (288.746725 sec): 3 clusters Score: Raw -544157.711633 + Penalty 2935.765870 = -541221.945763 nChanged 27 SP:Iteration 21Q (288.808258 sec): 3 clusters Score: Raw -544171.090762 + Penalty 2935.765870 = -541235.324893 nChanged 22 SP:Iteration 22Q (288.860743 sec): 3 clusters Score: Raw -544175.830831 + Penalty 2935.765870 = -541240.064962 nChanged 20 SP:Iteration 23Q (288.928861 sec): 3 clusters Score: Raw -544179.674544 + Penalty 2935.765870 = -541243.908674 nChanged 15 SP:Iteration 24Q (288.983995 sec): 3 clusters Score: Raw -544183.064720 + Penalty 2935.765870 = -541247.298851 nChanged 15 SP:Iteration 25Q (289.049093 sec): 3 clusters Score: Raw -544184.987509 + Penalty 2935.765870 = -541249.221639 nChanged 9 SP:Iteration 26Q (289.113507 sec): 3 clusters Score: Raw -544186.267110 + Penalty 2935.765870 = -541250.501240 nChanged 4 SP:Iteration 27Q (289.171204 sec): 3 clusters Score: Raw -544186.699071 + Penalty 2935.765870 = -541250.933201 nChanged 4 SP:Iteration 28Q (289.231571 sec): 3 clusters Score: Raw -544187.328019 + Penalty 2935.765870 = -541251.562149 nChanged 6 SP:Iteration 29Q (289.299374 sec): 3 clusters Score: Raw -544188.360728 + Penalty 2935.765870 = -541252.594858 nChanged 8 SP:Iteration 30Q (289.345054 sec): 3 clusters Score: Raw -544189.228532 + Penalty 2935.765870 = -541253.462662 nChanged 2 SP:Iteration 31Q (289.413895 sec): 3 clusters Score: Raw -544189.408260 + Penalty 2935.765870 = -541253.642391 nChanged 0 SP:Iteration 32F (289.465921 sec): 3 clusters Score: Raw -544189.408260 + Penalty 2935.765870 = -541253.642391 nChanged 0 Score: Raw -32078789.794933 + Penalty 66121.375461 = -32012668.419472 Splitting cluster 18 changes total score from -31931286.954217 to -32012668.419472 So it's getting split into cluster 31. Iteration 20F (308.762352 sec): 32 clusters Score: Raw -32098384.639296 + Penalty 66121.375461 = -32032263.263835 nChanged 21785 Iteration 21Q (312.686867 sec): 32 clusters Score: Raw -32109001.047730 + Penalty 66121.375461 = -32042879.672269 nChanged 10275 Iteration 22Q (316.233399 sec): 32 clusters Score: Raw -32113483.891343 + Penalty 66121.375461 = -32047362.515882 nChanged 7414 Iteration 23Q (319.657372 sec): 32 clusters Score: Raw -32116412.917329 + Penalty 66121.375461 = -32050291.541868 nChanged 6238 Iteration 24Q (323.226592 sec): 32 clusters Score: Raw -32119007.353642 + Penalty 66121.375461 = -32052885.978182 nChanged 5647 Iteration 25Q (326.583901 sec): 32 clusters Score: Raw -32121578.081119 + Penalty 66121.375461 = -32055456.705658 nChanged 5419 Iteration 26Q (330.035738 sec): 32 clusters Score: Raw -32124182.548457 + Penalty 66121.375461 = -32058061.172996 nChanged 5010 Iteration 27Q (333.446832 sec): 32 clusters Score: Raw -32126523.981016 + Penalty 66121.375461 = -32060402.605555 nChanged 4708 Iteration 28Q (336.926696 sec): 32 clusters Score: Raw -32128526.322859 + Penalty 66121.375461 = -32062404.947398 nChanged 4233 Iteration 29Q (340.250684 sec): 32 clusters Score: Raw -32130083.966620 + Penalty 66121.375461 = -32063962.591159 nChanged 3762 Iteration 30Q (343.669350 sec): 32 clusters Score: Raw -32131195.687999 + Penalty 66121.375461 = -32065074.312538 nChanged 3242 Iteration 31Q (347.120329 sec): 32 clusters Score: Raw -32132040.503203 + Penalty 66121.375461 = -32065919.127742 nChanged 2876 Iteration 32Q (350.499639 sec): 32 clusters Score: Raw -32132768.854176 + Penalty 66121.375461 = -32066647.478715 nChanged 2672 Iteration 33Q (353.874059 sec): 32 clusters Score: Raw -32133480.364158 + Penalty 66121.375461 = -32067358.988697 nChanged 2350 Iteration 34Q (357.309475 sec): 32 clusters Score: Raw -32134013.236384 + Penalty 66121.375461 = -32067891.860924 nChanged 2093 Iteration 35Q (360.541448 sec): 32 clusters Score: Raw -32134384.538015 + Penalty 66121.375461 = -32068263.162554 nChanged 1941 Iteration 36Q (363.854791 sec): 32 clusters Score: Raw -32134725.053752 + Penalty 66121.375461 = -32068603.678291 nChanged 1807 Iteration 37Q (367.338826 sec): 32 clusters Score: Raw -32135029.294551 + Penalty 66121.375461 = -32068907.919090 nChanged 1742 Iteration 38Q (370.818386 sec): 32 clusters Score: Raw -32135341.538976 + Penalty 66121.375461 = -32069220.163515 nChanged 1701 Iteration 39Q (374.043088 sec): 32 clusters Score: Raw -32135652.824465 + Penalty 66121.375461 = -32069531.449004 nChanged 1574 Iteration 40F (383.803327 sec): 32 clusters Score: Raw -32136123.109841 + Penalty 66121.375461 = -32070001.734380 nChanged 1613 Iteration 41Q (387.270181 sec): 32 clusters Score: Raw -32136505.833154 + Penalty 66121.375461 = -32070384.457693 nChanged 1496 Iteration 42Q (390.828875 sec): 32 clusters Score: Raw -32136804.092264 + Penalty 66121.375461 = -32070682.716803 nChanged 1361 Iteration 43Q (394.481856 sec): 32 clusters Score: Raw -32137058.398852 + Penalty 66121.375461 = -32070937.023391 nChanged 1329 Iteration 44Q (398.021722 sec): 32 clusters Score: Raw -32137293.982563 + Penalty 66121.375461 = -32071172.607102 nChanged 1289 Iteration 45Q (401.407386 sec): 32 clusters Score: Raw -32137514.545510 + Penalty 66121.375461 = -32071393.170049 nChanged 1244 Iteration 46Q (405.108293 sec): 32 clusters Score: Raw -32137695.534012 + Penalty 66121.375461 = -32071574.158551 nChanged 1195 Iteration 47Q (408.521810 sec): 32 clusters Score: Raw -32137849.374640 + Penalty 66121.375461 = -32071727.999179 nChanged 1112 Iteration 48Q (412.134834 sec): 32 clusters Score: Raw -32137981.572052 + Penalty 66121.375461 = -32071860.196591 nChanged 1103 Iteration 49Q (415.691012 sec): 32 clusters Score: Raw -32138095.482994 + Penalty 66121.375461 = -32071974.107533 nChanged 1010 Iteration 50Q (419.251254 sec): 32 clusters Score: Raw -32138201.538185 + Penalty 66121.375461 = -32072080.162724 nChanged 959 Iteration 51Q (422.998818 sec): 32 clusters Score: Raw -32138330.521414 + Penalty 66121.375461 = -32072209.145953 nChanged 874 Iteration 52Q (426.622538 sec): 32 clusters Score: Raw -32138442.183392 + Penalty 66121.375461 = -32072320.807931 nChanged 794 Iteration 53Q (430.240998 sec): 32 clusters Score: Raw -32138541.992194 + Penalty 66121.375461 = -32072420.616733 nChanged 736 Iteration 54Q (433.857777 sec): 32 clusters Score: Raw -32138615.482269 + Penalty 66121.375461 = -32072494.106808 nChanged 694 Iteration 55Q (437.462002 sec): 32 clusters Score: Raw -32138670.618371 + Penalty 66121.375461 = -32072549.242910 nChanged 619 Iteration 56Q (441.084145 sec): 32 clusters Score: Raw -32138713.957997 + Penalty 66121.375461 = -32072592.582536 nChanged 605 Iteration 57Q (444.992720 sec): 32 clusters Score: Raw -32138756.880101 + Penalty 66121.375461 = -32072635.504640 nChanged 582 Iteration 58Q (448.415634 sec): 32 clusters Score: Raw -32138804.807312 + Penalty 66121.375461 = -32072683.431851 nChanged 573 Writing temp clu file Because OldScore, -32072635.504640, is greater than current (better) Score,-32072683.431851 Compute initial score before splitting: Score: Raw -32138804.807312 + Penalty 66121.375461 = -32072683.431851 Trying to split cluster 1 (13145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (448.629453 sec): 2 clusters Score: Raw -909458.688315 + Penalty 1541.116970 = -907917.571345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (448.699030 sec): 3 clusters Score: Raw -901808.006208 + Penalty 3082.233940 = -898725.772268 nChanged 5768 SP:Iteration 1F (448.767042 sec): 3 clusters Score: Raw -904995.838387 + Penalty 3082.233940 = -901913.604448 nChanged 895 SP:Iteration 2F (448.845366 sec): 3 clusters Score: Raw -905509.608224 + Penalty 3082.233940 = -902427.374284 nChanged 923 SP:Iteration 3F (448.898776 sec): 3 clusters Score: Raw -906149.622528 + Penalty 3082.233940 = -903067.388589 nChanged 992 SP:Iteration 4F (448.964396 sec): 3 clusters Score: Raw -906976.113081 + Penalty 3082.233940 = -903893.879142 nChanged 948 SP:Iteration 5F (449.034719 sec): 3 clusters Score: Raw -907822.146584 + Penalty 3082.233940 = -904739.912644 nChanged 783 SP:Iteration 6F (449.103579 sec): 3 clusters Score: Raw -908493.324889 + Penalty 3082.233940 = -905411.090950 nChanged 606 SP:Iteration 7Q (449.174163 sec): 3 clusters Score: Raw -908951.060918 + Penalty 3082.233940 = -905868.826978 nChanged 425 SP:Iteration 8Q (449.244382 sec): 3 clusters Score: Raw -909224.000019 + Penalty 3082.233940 = -906141.766079 nChanged 294 SP:Iteration 9Q (449.300319 sec): 3 clusters Score: Raw -909370.168722 + Penalty 3082.233940 = -906287.934783 nChanged 211 SP:Iteration 10Q (449.365469 sec): 3 clusters Score: Raw -909461.389576 + Penalty 3082.233940 = -906379.155636 nChanged 162 SP:Iteration 11Q (449.436286 sec): 3 clusters Score: Raw -909526.954472 + Penalty 3082.233940 = -906444.720532 nChanged 143 SP:Iteration 12Q (449.508390 sec): 3 clusters Score: Raw -909582.874994 + Penalty 3082.233940 = -906500.641054 nChanged 111 SP:Iteration 13Q (449.579526 sec): 3 clusters Score: Raw -909624.236878 + Penalty 3082.233940 = -906542.002939 nChanged 106 SP:Iteration 14Q (449.649454 sec): 3 clusters Score: Raw -909658.934951 + Penalty 3082.233940 = -906576.701011 nChanged 90 SP:Iteration 15Q (449.720669 sec): 3 clusters Score: Raw -909691.760225 + Penalty 3082.233940 = -906609.526285 nChanged 69 SP:Iteration 16Q (449.789965 sec): 3 clusters Score: Raw -909718.218573 + Penalty 3082.233940 = -906635.984634 nChanged 86 SP:Iteration 17Q (449.841093 sec): 3 clusters Score: Raw -909749.004387 + Penalty 3082.233940 = -906666.770447 nChanged 67 SP:Iteration 18Q (449.920512 sec): 3 clusters Score: Raw -909772.778372 + Penalty 3082.233940 = -906690.544432 nChanged 64 SP:Iteration 19Q (449.975050 sec): 3 clusters Score: Raw -909797.685152 + Penalty 3082.233940 = -906715.451212 nChanged 61 SP:Iteration 20F (450.041581 sec): 3 clusters Score: Raw -909817.356393 + Penalty 3082.233940 = -906735.122453 nChanged 54 SP:Iteration 21Q (450.109727 sec): 3 clusters Score: Raw -909835.935408 + Penalty 3082.233940 = -906753.701468 nChanged 52 SP:Iteration 22Q (450.171498 sec): 3 clusters Score: Raw -909855.476109 + Penalty 3082.233940 = -906773.242170 nChanged 48 SP:Iteration 23Q (450.247450 sec): 3 clusters Score: Raw -909874.019074 + Penalty 3082.233940 = -906791.785134 nChanged 41 SP:Iteration 24Q (450.315081 sec): 3 clusters Score: Raw -909888.629501 + Penalty 3082.233940 = -906806.395562 nChanged 36 SP:Iteration 25Q (450.374426 sec): 3 clusters Score: Raw -909898.677188 + Penalty 3082.233940 = -906816.443248 nChanged 25 SP:Iteration 26Q (450.452405 sec): 3 clusters Score: Raw -909905.577541 + Penalty 3082.233940 = -906823.343601 nChanged 19 SP:Iteration 27Q (450.515943 sec): 3 clusters Score: Raw -909909.329763 + Penalty 3082.233940 = -906827.095823 nChanged 17 SP:Iteration 28Q (450.586060 sec): 3 clusters Score: Raw -909915.425804 + Penalty 3082.233940 = -906833.191864 nChanged 19 SP:Iteration 29Q (450.653468 sec): 3 clusters Score: Raw -909922.388933 + Penalty 3082.233940 = -906840.154994 nChanged 24 SP:Iteration 30Q (450.708507 sec): 3 clusters Score: Raw -909928.208831 + Penalty 3082.233940 = -906845.974891 nChanged 17 SP:Iteration 31Q (450.780143 sec): 3 clusters Score: Raw -909932.415414 + Penalty 3082.233940 = -906850.181474 nChanged 11 SP:Iteration 32Q (450.853349 sec): 3 clusters Score: Raw -909936.035959 + Penalty 3082.233940 = -906853.802019 nChanged 17 SP:Iteration 33Q (450.910211 sec): 3 clusters Score: Raw -909941.228429 + Penalty 3082.233940 = -906858.994489 nChanged 16 SP:Iteration 34Q (450.977324 sec): 3 clusters Score: Raw -909945.688698 + Penalty 3082.233940 = -906863.454758 nChanged 17 SP:Iteration 35Q (451.038757 sec): 3 clusters Score: Raw -909951.634504 + Penalty 3082.233940 = -906869.400564 nChanged 17 SP:Iteration 36Q (451.104171 sec): 3 clusters Score: Raw -909957.243439 + Penalty 3082.233940 = -906875.009499 nChanged 14 SP:Iteration 37Q (451.172982 sec): 3 clusters Score: Raw -909961.557114 + Penalty 3082.233940 = -906879.323174 nChanged 12 SP:Iteration 38Q (451.237880 sec): 3 clusters Score: Raw -909964.788593 + Penalty 3082.233940 = -906882.554653 nChanged 10 SP:Iteration 39Q (451.306730 sec): 3 clusters Score: Raw -909967.524978 + Penalty 3082.233940 = -906885.291038 nChanged 6 SP:Iteration 40F (451.382357 sec): 3 clusters Score: Raw -909969.104652 + Penalty 3082.233940 = -906886.870713 nChanged 4 SP:Iteration 41Q (451.453827 sec): 3 clusters Score: Raw -909969.692197 + Penalty 3082.233940 = -906887.458257 nChanged 2 SP:Iteration 42Q (451.517646 sec): 3 clusters Score: Raw -909970.198463 + Penalty 3082.233940 = -906887.964523 nChanged 7 SP:Iteration 43Q (451.579184 sec): 3 clusters Score: Raw -909971.800798 + Penalty 3082.233940 = -906889.566858 nChanged 5 SP:Iteration 44Q (451.647325 sec): 3 clusters Score: Raw -909972.948703 + Penalty 3082.233940 = -906890.714764 nChanged 4 SP:Iteration 45Q (451.708747 sec): 3 clusters Score: Raw -909973.759347 + Penalty 3082.233940 = -906891.525407 nChanged 5 SP:Iteration 46Q (451.780244 sec): 3 clusters Score: Raw -909974.684189 + Penalty 3082.233940 = -906892.450250 nChanged 3 SP:Iteration 47Q (451.844432 sec): 3 clusters Score: Raw -909975.701662 + Penalty 3082.233940 = -906893.467723 nChanged 3 SP:Iteration 48Q (451.911474 sec): 3 clusters Score: Raw -909975.959796 + Penalty 3082.233940 = -906893.725857 nChanged 0 SP:Iteration 49F (451.977531 sec): 3 clusters Score: Raw -909975.959796 + Penalty 3082.233940 = -906893.725857 nChanged 0 Trying to split cluster 2 (9977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (452.025846 sec): 2 clusters Score: Raw -653928.359276 + Penalty 1496.306130 = -652432.053146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (452.088802 sec): 3 clusters Score: Raw -648314.525306 + Penalty 2992.612260 = -645321.913046 nChanged 4294 SP:Iteration 1F (452.151772 sec): 3 clusters Score: Raw -650696.381105 + Penalty 2992.612260 = -647703.768845 nChanged 648 SP:Iteration 2F (452.200017 sec): 3 clusters Score: Raw -651018.021199 + Penalty 2992.612260 = -648025.408939 nChanged 558 SP:Iteration 3F (452.271542 sec): 3 clusters Score: Raw -651266.175707 + Penalty 2992.612260 = -648273.563447 nChanged 452 SP:Iteration 4Q (452.326365 sec): 3 clusters Score: Raw -651467.036460 + Penalty 2992.612260 = -648474.424200 nChanged 405 SP:Iteration 5Q (452.389971 sec): 3 clusters Score: Raw -651637.789687 + Penalty 2992.612260 = -648645.177427 nChanged 350 SP:Iteration 6Q (452.466684 sec): 3 clusters Score: Raw -651785.824642 + Penalty 2992.612260 = -648793.212382 nChanged 361 SP:Iteration 7Q (452.531111 sec): 3 clusters Score: Raw -651945.067349 + Penalty 2992.612260 = -648952.455089 nChanged 356 SP:Iteration 8Q (452.594844 sec): 3 clusters Score: Raw -652128.061306 + Penalty 2992.612260 = -649135.449046 nChanged 356 SP:Iteration 9Q (452.659477 sec): 3 clusters Score: Raw -652316.811609 + Penalty 2992.612260 = -649324.199349 nChanged 306 SP:Iteration 10Q (452.720950 sec): 3 clusters Score: Raw -652473.951041 + Penalty 2992.612260 = -649481.338781 nChanged 324 SP:Iteration 11Q (452.773781 sec): 3 clusters Score: Raw -652626.774428 + Penalty 2992.612260 = -649634.162168 nChanged 285 SP:Iteration 12Q (452.846021 sec): 3 clusters Score: Raw -652756.137192 + Penalty 2992.612260 = -649763.524932 nChanged 266 SP:Iteration 13Q (452.908143 sec): 3 clusters Score: Raw -652877.113224 + Penalty 2992.612260 = -649884.500964 nChanged 207 SP:Iteration 14Q (452.973056 sec): 3 clusters Score: Raw -652965.795337 + Penalty 2992.612260 = -649973.183077 nChanged 195 SP:Iteration 15Q (453.035594 sec): 3 clusters Score: Raw -653064.254222 + Penalty 2992.612260 = -650071.641962 nChanged 208 SP:Iteration 16Q (453.099330 sec): 3 clusters Score: Raw -653165.295541 + Penalty 2992.612260 = -650172.683281 nChanged 194 SP:Iteration 17Q (453.163605 sec): 3 clusters Score: Raw -653250.709400 + Penalty 2992.612260 = -650258.097140 nChanged 183 SP:Iteration 18Q (453.223441 sec): 3 clusters Score: Raw -653335.072548 + Penalty 2992.612260 = -650342.460288 nChanged 177 SP:Iteration 19Q (453.280964 sec): 3 clusters Score: Raw -653414.907073 + Penalty 2992.612260 = -650422.294813 nChanged 157 SP:Iteration 20F (453.344678 sec): 3 clusters Score: Raw -653484.305737 + Penalty 2992.612260 = -650491.693477 nChanged 141 SP:Iteration 21Q (453.391500 sec): 3 clusters Score: Raw -653558.534742 + Penalty 2992.612260 = -650565.922482 nChanged 153 SP:Iteration 22Q (453.457076 sec): 3 clusters Score: Raw -653638.880554 + Penalty 2992.612260 = -650646.268294 nChanged 147 SP:Iteration 23Q (453.520608 sec): 3 clusters Score: Raw -653725.717165 + Penalty 2992.612260 = -650733.104905 nChanged 143 SP:Iteration 24Q (453.581618 sec): 3 clusters Score: Raw -653810.509831 + Penalty 2992.612260 = -650817.897571 nChanged 132 SP:Iteration 25Q (453.647807 sec): 3 clusters Score: Raw -653889.704453 + Penalty 2992.612260 = -650897.092193 nChanged 119 SP:Iteration 26Q (453.712003 sec): 3 clusters Score: Raw -653962.328149 + Penalty 2992.612260 = -650969.715889 nChanged 90 SP:Iteration 27Q (453.764442 sec): 3 clusters Score: Raw -654015.487453 + Penalty 2992.612260 = -651022.875193 nChanged 73 SP:Iteration 28Q (453.830734 sec): 3 clusters Score: Raw -654058.476562 + Penalty 2992.612260 = -651065.864302 nChanged 54 SP:Iteration 29Q (453.897935 sec): 3 clusters Score: Raw -654089.392082 + Penalty 2992.612260 = -651096.779822 nChanged 37 SP:Iteration 30Q (453.958630 sec): 3 clusters Score: Raw -654110.062640 + Penalty 2992.612260 = -651117.450380 nChanged 26 SP:Iteration 31Q (454.016820 sec): 3 clusters Score: Raw -654128.209653 + Penalty 2992.612260 = -651135.597393 nChanged 27 SP:Iteration 32Q (454.091355 sec): 3 clusters Score: Raw -654144.391455 + Penalty 2992.612260 = -651151.779195 nChanged 24 SP:Iteration 33Q (454.155325 sec): 3 clusters Score: Raw -654157.996298 + Penalty 2992.612260 = -651165.384038 nChanged 16 SP:Iteration 34Q (454.206810 sec): 3 clusters Score: Raw -654165.916445 + Penalty 2992.612260 = -651173.304185 nChanged 13 SP:Iteration 35Q (454.281401 sec): 3 clusters Score: Raw -654173.186311 + Penalty 2992.612260 = -651180.574051 nChanged 11 SP:Iteration 36Q (454.332903 sec): 3 clusters Score: Raw -654183.008499 + Penalty 2992.612260 = -651190.396239 nChanged 15 SP:Iteration 37Q (454.394150 sec): 3 clusters Score: Raw -654192.882321 + Penalty 2992.612260 = -651200.270061 nChanged 7 SP:Iteration 38Q (454.468864 sec): 3 clusters Score: Raw -654196.754767 + Penalty 2992.612260 = -651204.142507 nChanged 8 SP:Iteration 39Q (454.532118 sec): 3 clusters Score: Raw -654201.815956 + Penalty 2992.612260 = -651209.203696 nChanged 4 SP:Iteration 40F (454.596075 sec): 3 clusters Score: Raw -654205.102887 + Penalty 2992.612260 = -651212.490627 nChanged 3 SP:Iteration 41Q (454.656428 sec): 3 clusters Score: Raw -654207.612707 + Penalty 2992.612260 = -651215.000447 nChanged 3 SP:Iteration 42Q (454.719056 sec): 3 clusters Score: Raw -654208.798273 + Penalty 2992.612260 = -651216.186013 nChanged 1 SP:Iteration 43Q (454.771563 sec): 3 clusters Score: Raw -654209.281504 + Penalty 2992.612260 = -651216.669244 nChanged 0 SP:Iteration 44F (454.836269 sec): 3 clusters Score: Raw -654209.281504 + Penalty 2992.612260 = -651216.669244 nChanged 0 Trying to split cluster 3 (8393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (454.885064 sec): 2 clusters Score: Raw -571657.365673 + Penalty 1468.212412 = -570189.153261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (454.935412 sec): 3 clusters Score: Raw -566976.997828 + Penalty 2936.424824 = -564040.573004 nChanged 3545 SP:Iteration 1F (455.007558 sec): 3 clusters Score: Raw -568889.564391 + Penalty 2936.424824 = -565953.139567 nChanged 598 SP:Iteration 2F (455.062656 sec): 3 clusters Score: Raw -569186.695149 + Penalty 2936.424824 = -566250.270325 nChanged 455 SP:Iteration 3F (455.124790 sec): 3 clusters Score: Raw -569407.137353 + Penalty 2936.424824 = -566470.712529 nChanged 397 SP:Iteration 4Q (455.195602 sec): 3 clusters Score: Raw -569602.667720 + Penalty 2936.424824 = -566666.242897 nChanged 376 SP:Iteration 5Q (455.254419 sec): 3 clusters Score: Raw -569795.494643 + Penalty 2936.424824 = -566859.069819 nChanged 350 SP:Iteration 6Q (455.310519 sec): 3 clusters Score: Raw -569963.201280 + Penalty 2936.424824 = -567026.776456 nChanged 323 SP:Iteration 7Q (455.371013 sec): 3 clusters Score: Raw -570130.697738 + Penalty 2936.424824 = -567194.272914 nChanged 302 SP:Iteration 8Q (455.439324 sec): 3 clusters Score: Raw -570293.478352 + Penalty 2936.424824 = -567357.053528 nChanged 318 SP:Iteration 9Q (455.489354 sec): 3 clusters Score: Raw -570493.231726 + Penalty 2936.424824 = -567556.806903 nChanged 314 SP:Iteration 10Q (455.556959 sec): 3 clusters Score: Raw -570701.338136 + Penalty 2936.424824 = -567764.913312 nChanged 311 SP:Iteration 11Q (455.607819 sec): 3 clusters Score: Raw -570879.315274 + Penalty 2936.424824 = -567942.890451 nChanged 289 SP:Iteration 12Q (455.671857 sec): 3 clusters Score: Raw -571024.132509 + Penalty 2936.424824 = -568087.707685 nChanged 254 SP:Iteration 13Q (455.725928 sec): 3 clusters Score: Raw -571142.399435 + Penalty 2936.424824 = -568205.974611 nChanged 214 SP:Iteration 14Q (455.785127 sec): 3 clusters Score: Raw -571235.534529 + Penalty 2936.424824 = -568299.109705 nChanged 197 SP:Iteration 15Q (455.852943 sec): 3 clusters Score: Raw -571322.046359 + Penalty 2936.424824 = -568385.621535 nChanged 203 SP:Iteration 16Q (455.898559 sec): 3 clusters Score: Raw -571398.790272 + Penalty 2936.424824 = -568462.365449 nChanged 137 SP:Iteration 17Q (455.957162 sec): 3 clusters Score: Raw -571446.219587 + Penalty 2936.424824 = -568509.794763 nChanged 126 SP:Iteration 18Q (456.017521 sec): 3 clusters Score: Raw -571495.195006 + Penalty 2936.424824 = -568558.770182 nChanged 126 SP:Iteration 19Q (456.078386 sec): 3 clusters Score: Raw -571539.397716 + Penalty 2936.424824 = -568602.972892 nChanged 102 SP:Iteration 20F (456.141667 sec): 3 clusters Score: Raw -571574.110501 + Penalty 2936.424824 = -568637.685677 nChanged 94 SP:Iteration 21Q (456.206103 sec): 3 clusters Score: Raw -571597.077424 + Penalty 2936.424824 = -568660.652600 nChanged 73 SP:Iteration 22Q (456.267164 sec): 3 clusters Score: Raw -571615.763225 + Penalty 2936.424824 = -568679.338401 nChanged 74 SP:Iteration 23Q (456.333507 sec): 3 clusters Score: Raw -571634.891388 + Penalty 2936.424824 = -568698.466564 nChanged 74 SP:Iteration 24Q (456.392397 sec): 3 clusters Score: Raw -571649.978451 + Penalty 2936.424824 = -568713.553627 nChanged 46 SP:Iteration 25Q (456.456228 sec): 3 clusters Score: Raw -571658.190338 + Penalty 2936.424824 = -568721.765514 nChanged 31 SP:Iteration 26Q (456.519642 sec): 3 clusters Score: Raw -571664.378809 + Penalty 2936.424824 = -568727.953985 nChanged 36 SP:Iteration 27Q (456.580005 sec): 3 clusters Score: Raw -571671.148047 + Penalty 2936.424824 = -568734.723224 nChanged 33 SP:Iteration 28Q (456.627986 sec): 3 clusters Score: Raw -571678.087035 + Penalty 2936.424824 = -568741.662211 nChanged 32 SP:Iteration 29Q (456.703793 sec): 3 clusters Score: Raw -571683.881803 + Penalty 2936.424824 = -568747.456979 nChanged 27 SP:Iteration 30Q (456.761836 sec): 3 clusters Score: Raw -571688.047682 + Penalty 2936.424824 = -568751.622858 nChanged 26 SP:Iteration 31Q (456.815392 sec): 3 clusters Score: Raw -571692.165396 + Penalty 2936.424824 = -568755.740572 nChanged 29 SP:Iteration 32Q (456.876267 sec): 3 clusters Score: Raw -571697.219481 + Penalty 2936.424824 = -568760.794657 nChanged 39 SP:Iteration 33Q (456.942392 sec): 3 clusters Score: Raw -571704.317602 + Penalty 2936.424824 = -568767.892778 nChanged 34 SP:Iteration 34Q (457.006786 sec): 3 clusters Score: Raw -571710.629259 + Penalty 2936.424824 = -568774.204436 nChanged 46 SP:Iteration 35Q (457.058963 sec): 3 clusters Score: Raw -571719.610909 + Penalty 2936.424824 = -568783.186086 nChanged 39 SP:Iteration 36Q (457.119815 sec): 3 clusters Score: Raw -571727.286614 + Penalty 2936.424824 = -568790.861790 nChanged 35 SP:Iteration 37Q (457.177164 sec): 3 clusters Score: Raw -571734.148653 + Penalty 2936.424824 = -568797.723829 nChanged 39 SP:Iteration 38Q (457.235453 sec): 3 clusters Score: Raw -571741.822290 + Penalty 2936.424824 = -568805.397466 nChanged 43 SP:Iteration 39Q (457.301533 sec): 3 clusters Score: Raw -571750.624406 + Penalty 2936.424824 = -568814.199583 nChanged 42 SP:Iteration 40F (457.365276 sec): 3 clusters Score: Raw -571758.745687 + Penalty 2936.424824 = -568822.320863 nChanged 37 SP:Iteration 41Q (457.427471 sec): 3 clusters Score: Raw -571765.810224 + Penalty 2936.424824 = -568829.385400 nChanged 33 SP:Iteration 42Q (457.478050 sec): 3 clusters Score: Raw -571771.119540 + Penalty 2936.424824 = -568834.694716 nChanged 36 SP:Iteration 43Q (457.538483 sec): 3 clusters Score: Raw -571778.347351 + Penalty 2936.424824 = -568841.922527 nChanged 36 SP:Iteration 44Q (457.608379 sec): 3 clusters Score: Raw -571786.563686 + Penalty 2936.424824 = -568850.138862 nChanged 43 SP:Iteration 45Q (457.657326 sec): 3 clusters Score: Raw -571796.284545 + Penalty 2936.424824 = -568859.859721 nChanged 37 SP:Iteration 46Q (457.728048 sec): 3 clusters Score: Raw -571806.081339 + Penalty 2936.424824 = -568869.656515 nChanged 42 SP:Iteration 47Q (457.787972 sec): 3 clusters Score: Raw -571818.072650 + Penalty 2936.424824 = -568881.647826 nChanged 42 SP:Iteration 48Q (457.848612 sec): 3 clusters Score: Raw -571829.351480 + Penalty 2936.424824 = -568892.926656 nChanged 50 SP:Iteration 49Q (457.898462 sec): 3 clusters Score: Raw -571841.909195 + Penalty 2936.424824 = -568905.484371 nChanged 41 SP:Iteration 50Q (457.955376 sec): 3 clusters Score: Raw -571852.641834 + Penalty 2936.424824 = -568916.217011 nChanged 36 SP:Iteration 51Q (458.020628 sec): 3 clusters Score: Raw -571865.174748 + Penalty 2936.424824 = -568928.749924 nChanged 39 SP:Iteration 52Q (458.081757 sec): 3 clusters Score: Raw -571874.681926 + Penalty 2936.424824 = -568938.257102 nChanged 37 SP:Iteration 53Q (458.132827 sec): 3 clusters Score: Raw -571884.277954 + Penalty 2936.424824 = -568947.853130 nChanged 29 SP:Iteration 54Q (458.195802 sec): 3 clusters Score: Raw -571889.979878 + Penalty 2936.424824 = -568953.555054 nChanged 19 SP:Iteration 55Q (458.255175 sec): 3 clusters Score: Raw -571894.212287 + Penalty 2936.424824 = -568957.787463 nChanged 17 SP:Iteration 56Q (458.309874 sec): 3 clusters Score: Raw -571898.806365 + Penalty 2936.424824 = -568962.381542 nChanged 17 SP:Iteration 57Q (458.373307 sec): 3 clusters Score: Raw -571903.639595 + Penalty 2936.424824 = -568967.214771 nChanged 19 SP:Iteration 58Q (458.438528 sec): 3 clusters Score: Raw -571908.057745 + Penalty 2936.424824 = -568971.632921 nChanged 20 SP:Iteration 59Q (458.500304 sec): 3 clusters Score: Raw -571914.244394 + Penalty 2936.424824 = -568977.819570 nChanged 19 SP:Iteration 60F (458.562470 sec): 3 clusters Score: Raw -571918.983165 + Penalty 2936.424824 = -568982.558341 nChanged 21 SP:Iteration 61Q (458.612633 sec): 3 clusters Score: Raw -571925.712877 + Penalty 2936.424824 = -568989.288053 nChanged 28 SP:Iteration 62Q (458.686045 sec): 3 clusters Score: Raw -571934.002087 + Penalty 2936.424824 = -568997.577263 nChanged 32 SP:Iteration 63Q (458.748065 sec): 3 clusters Score: Raw -571942.403889 + Penalty 2936.424824 = -569005.979065 nChanged 29 SP:Iteration 64Q (458.810130 sec): 3 clusters Score: Raw -571950.329069 + Penalty 2936.424824 = -569013.904245 nChanged 26 SP:Iteration 65Q (458.871957 sec): 3 clusters Score: Raw -571956.727615 + Penalty 2936.424824 = -569020.302792 nChanged 36 SP:Iteration 66Q (458.933388 sec): 3 clusters Score: Raw -571966.311203 + Penalty 2936.424824 = -569029.886380 nChanged 28 SP:Iteration 67Q (458.980306 sec): 3 clusters Score: Raw -571972.849188 + Penalty 2936.424824 = -569036.424364 nChanged 26 SP:Iteration 68Q (459.054082 sec): 3 clusters Score: Raw -571980.238615 + Penalty 2936.424824 = -569043.813791 nChanged 29 SP:Iteration 69Q (459.099757 sec): 3 clusters Score: Raw -571987.705796 + Penalty 2936.424824 = -569051.280973 nChanged 22 SP:Iteration 70Q (459.170885 sec): 3 clusters Score: Raw -571993.485433 + Penalty 2936.424824 = -569057.060609 nChanged 15 SP:Iteration 71Q (459.234690 sec): 3 clusters Score: Raw -571996.525673 + Penalty 2936.424824 = -569060.100849 nChanged 19 SP:Iteration 72Q (459.283059 sec): 3 clusters Score: Raw -572001.513648 + Penalty 2936.424824 = -569065.088824 nChanged 20 SP:Iteration 73Q (459.342803 sec): 3 clusters Score: Raw -572007.080720 + Penalty 2936.424824 = -569070.655896 nChanged 26 SP:Iteration 74Q (459.414890 sec): 3 clusters Score: Raw -572013.653415 + Penalty 2936.424824 = -569077.228592 nChanged 21 SP:Iteration 75Q (459.480051 sec): 3 clusters Score: Raw -572019.152935 + Penalty 2936.424824 = -569082.728111 nChanged 23 SP:Iteration 76Q (459.540490 sec): 3 clusters Score: Raw -572023.742272 + Penalty 2936.424824 = -569087.317448 nChanged 13 SP:Iteration 77Q (459.602415 sec): 3 clusters Score: Raw -572026.318778 + Penalty 2936.424824 = -569089.893954 nChanged 15 SP:Iteration 78Q (459.665793 sec): 3 clusters Score: Raw -572029.865673 + Penalty 2936.424824 = -569093.440849 nChanged 18 SP:Iteration 79Q (459.720470 sec): 3 clusters Score: Raw -572035.977891 + Penalty 2936.424824 = -569099.553068 nChanged 20 SP:Iteration 80F (459.779499 sec): 3 clusters Score: Raw -572042.489055 + Penalty 2936.424824 = -569106.064231 nChanged 24 SP:Iteration 81Q (459.846637 sec): 3 clusters Score: Raw -572048.958569 + Penalty 2936.424824 = -569112.533745 nChanged 17 SP:Iteration 82Q (459.902817 sec): 3 clusters Score: Raw -572054.872380 + Penalty 2936.424824 = -569118.447557 nChanged 25 SP:Iteration 83Q (459.964017 sec): 3 clusters Score: Raw -572062.150598 + Penalty 2936.424824 = -569125.725774 nChanged 25 SP:Iteration 84Q (460.027195 sec): 3 clusters Score: Raw -572069.366995 + Penalty 2936.424824 = -569132.942172 nChanged 18 SP:Iteration 85Q (460.087394 sec): 3 clusters Score: Raw -572075.105452 + Penalty 2936.424824 = -569138.680628 nChanged 21 SP:Iteration 86Q (460.146968 sec): 3 clusters Score: Raw -572080.871479 + Penalty 2936.424824 = -569144.446656 nChanged 18 SP:Iteration 87Q (460.210590 sec): 3 clusters Score: Raw -572084.985091 + Penalty 2936.424824 = -569148.560268 nChanged 7 SP:Iteration 88Q (460.261920 sec): 3 clusters Score: Raw -572087.936028 + Penalty 2936.424824 = -569151.511204 nChanged 6 SP:Iteration 89Q (460.322778 sec): 3 clusters Score: Raw -572089.700449 + Penalty 2936.424824 = -569153.275625 nChanged 7 SP:Iteration 90Q (460.384947 sec): 3 clusters Score: Raw -572091.042847 + Penalty 2936.424824 = -569154.618023 nChanged 4 SP:Iteration 91Q (460.430781 sec): 3 clusters Score: Raw -572091.599518 + Penalty 2936.424824 = -569155.174694 nChanged 4 SP:Iteration 92Q (460.487371 sec): 3 clusters Score: Raw -572093.096107 + Penalty 2936.424824 = -569156.671283 nChanged 5 SP:Iteration 93Q (460.548647 sec): 3 clusters Score: Raw -572094.576991 + Penalty 2936.424824 = -569158.152167 nChanged 7 SP:Iteration 94Q (460.605927 sec): 3 clusters Score: Raw -572097.033853 + Penalty 2936.424824 = -569160.609030 nChanged 5 SP:Iteration 95Q (460.674177 sec): 3 clusters Score: Raw -572098.522782 + Penalty 2936.424824 = -569162.097958 nChanged 6 SP:Iteration 96Q (460.727195 sec): 3 clusters Score: Raw -572101.246078 + Penalty 2936.424824 = -569164.821254 nChanged 5 SP:Iteration 97Q (460.782602 sec): 3 clusters Score: Raw -572105.391250 + Penalty 2936.424824 = -569168.966426 nChanged 11 SP:Iteration 98Q (460.844106 sec): 3 clusters Score: Raw -572110.438310 + Penalty 2936.424824 = -569174.013486 nChanged 10 SP:Iteration 99Q (460.905986 sec): 3 clusters Score: Raw -572113.161501 + Penalty 2936.424824 = -569176.736677 nChanged 10 SP:Iteration 100F (460.973434 sec): 3 clusters Score: Raw -572116.119356 + Penalty 2936.424824 = -569179.694532 nChanged 5 SP:Iteration 101Q (461.028501 sec): 3 clusters Score: Raw -572117.916725 + Penalty 2936.424824 = -569181.491901 nChanged 7 SP:Iteration 102Q (461.085609 sec): 3 clusters Score: Raw -572120.103129 + Penalty 2936.424824 = -569183.678305 nChanged 3 SP:Iteration 103Q (461.159952 sec): 3 clusters Score: Raw -572120.928735 + Penalty 2936.424824 = -569184.503912 nChanged 5 SP:Iteration 104Q (461.221032 sec): 3 clusters Score: Raw -572123.409093 + Penalty 2936.424824 = -569186.984270 nChanged 7 SP:Iteration 105Q (461.283461 sec): 3 clusters Score: Raw -572125.858044 + Penalty 2936.424824 = -569189.433220 nChanged 9 SP:Iteration 106Q (461.331866 sec): 3 clusters Score: Raw -572128.617025 + Penalty 2936.424824 = -569192.192202 nChanged 8 SP:Iteration 107Q (461.390995 sec): 3 clusters Score: Raw -572130.879882 + Penalty 2936.424824 = -569194.455059 nChanged 7 SP:Iteration 108Q (461.459501 sec): 3 clusters Score: Raw -572133.626846 + Penalty 2936.424824 = -569197.202022 nChanged 1 SP:Iteration 109Q (461.506663 sec): 3 clusters Score: Raw -572133.945498 + Penalty 2936.424824 = -569197.520674 nChanged 1 SP:Iteration 110Q (461.578865 sec): 3 clusters Score: Raw -572134.380854 + Penalty 2936.424824 = -569197.956030 nChanged 2 SP:Iteration 111Q (461.635806 sec): 3 clusters Score: Raw -572134.719288 + Penalty 2936.424824 = -569198.294464 nChanged 1 SP:Iteration 112Q (461.690804 sec): 3 clusters Score: Raw -572134.851672 + Penalty 2936.424824 = -569198.426849 nChanged 0 SP:Iteration 113F (461.752251 sec): 3 clusters Score: Raw -572134.851672 + Penalty 2936.424824 = -569198.426849 nChanged 0 Trying to split cluster 4 (10233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (461.788644 sec): 2 clusters Score: Raw -673155.129936 + Penalty 1500.423124 = -671654.706812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (461.854482 sec): 3 clusters Score: Raw -667405.114172 + Penalty 3000.846248 = -664404.267924 nChanged 4495 SP:Iteration 1F (461.917414 sec): 3 clusters Score: Raw -669714.831909 + Penalty 3000.846248 = -666713.985661 nChanged 517 SP:Iteration 2F (461.969785 sec): 3 clusters Score: Raw -669896.633241 + Penalty 3000.846248 = -666895.786993 nChanged 424 SP:Iteration 3Q (462.034612 sec): 3 clusters Score: Raw -670046.498759 + Penalty 3000.846248 = -667045.652511 nChanged 399 SP:Iteration 4Q (462.089455 sec): 3 clusters Score: Raw -670198.783998 + Penalty 3000.846248 = -667197.937749 nChanged 409 SP:Iteration 5Q (462.162549 sec): 3 clusters Score: Raw -670363.505276 + Penalty 3000.846248 = -667362.659028 nChanged 416 SP:Iteration 6Q (462.224362 sec): 3 clusters Score: Raw -670545.687254 + Penalty 3000.846248 = -667544.841006 nChanged 462 SP:Iteration 7Q (462.282712 sec): 3 clusters Score: Raw -670770.601789 + Penalty 3000.846248 = -667769.755541 nChanged 503 SP:Iteration 8Q (462.360994 sec): 3 clusters Score: Raw -671068.161553 + Penalty 3000.846248 = -668067.315305 nChanged 575 SP:Iteration 9F (462.413588 sec): 3 clusters Score: Raw -671482.276137 + Penalty 3000.846248 = -668481.429889 nChanged 633 SP:Iteration 10F (462.478271 sec): 3 clusters Score: Raw -672005.213352 + Penalty 3000.846248 = -669004.367104 nChanged 617 SP:Iteration 11F (462.555645 sec): 3 clusters Score: Raw -672549.311928 + Penalty 3000.846248 = -669548.465680 nChanged 496 SP:Iteration 12Q (462.609072 sec): 3 clusters Score: Raw -673003.342513 + Penalty 3000.846248 = -670002.496265 nChanged 368 SP:Iteration 13Q (462.674828 sec): 3 clusters Score: Raw -673315.486232 + Penalty 3000.846248 = -670314.639984 nChanged 216 SP:Iteration 14Q (462.748900 sec): 3 clusters Score: Raw -673484.738337 + Penalty 3000.846248 = -670483.892089 nChanged 110 SP:Iteration 15Q (462.803033 sec): 3 clusters Score: Raw -673565.177189 + Penalty 3000.846248 = -670564.330941 nChanged 75 SP:Iteration 16Q (462.878572 sec): 3 clusters Score: Raw -673615.353965 + Penalty 3000.846248 = -670614.507717 nChanged 48 SP:Iteration 17Q (462.941330 sec): 3 clusters Score: Raw -673647.300308 + Penalty 3000.846248 = -670646.454060 nChanged 34 SP:Iteration 18Q (463.005722 sec): 3 clusters Score: Raw -673669.191275 + Penalty 3000.846248 = -670668.345027 nChanged 21 SP:Iteration 19Q (463.066511 sec): 3 clusters Score: Raw -673678.766092 + Penalty 3000.846248 = -670677.919844 nChanged 9 SP:Iteration 20F (463.121476 sec): 3 clusters Score: Raw -673684.044207 + Penalty 3000.846248 = -670683.197959 nChanged 7 SP:Iteration 21Q (463.181748 sec): 3 clusters Score: Raw -673688.200102 + Penalty 3000.846248 = -670687.353854 nChanged 7 SP:Iteration 22Q (463.248431 sec): 3 clusters Score: Raw -673691.692533 + Penalty 3000.846248 = -670690.846285 nChanged 5 SP:Iteration 23Q (463.308616 sec): 3 clusters Score: Raw -673694.266698 + Penalty 3000.846248 = -670693.420450 nChanged 4 SP:Iteration 24Q (463.370071 sec): 3 clusters Score: Raw -673695.554108 + Penalty 3000.846248 = -670694.707860 nChanged 1 SP:Iteration 25Q (463.433212 sec): 3 clusters Score: Raw -673695.849240 + Penalty 3000.846248 = -670695.002992 nChanged 0 SP:Iteration 26F (463.500567 sec): 3 clusters Score: Raw -673695.849240 + Penalty 3000.846248 = -670695.002992 nChanged 0 Trying to split cluster 5 (19291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (463.565165 sec): 2 clusters Score: Raw -1338930.408651 + Penalty 1603.451516 = -1337326.957135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (463.644148 sec): 3 clusters Score: Raw -1327348.783456 + Penalty 3206.903032 = -1324141.880424 nChanged 8644 SP:Iteration 1F (463.714894 sec): 3 clusters Score: Raw -1332254.919672 + Penalty 3206.903032 = -1329048.016640 nChanged 1193 SP:Iteration 2F (463.798070 sec): 3 clusters Score: Raw -1332891.333426 + Penalty 3206.903032 = -1329684.430394 nChanged 1257 SP:Iteration 3F (463.887792 sec): 3 clusters Score: Raw -1333742.303683 + Penalty 3206.903032 = -1330535.400651 nChanged 1375 SP:Iteration 4F (463.967694 sec): 3 clusters Score: Raw -1334786.520300 + Penalty 3206.903032 = -1331579.617268 nChanged 1441 SP:Iteration 5F (464.049331 sec): 3 clusters Score: Raw -1335884.976730 + Penalty 3206.903032 = -1332678.073698 nChanged 1276 SP:Iteration 6F (464.130464 sec): 3 clusters Score: Raw -1336662.907674 + Penalty 3206.903032 = -1333456.004642 nChanged 1047 SP:Iteration 7F (464.209618 sec): 3 clusters Score: Raw -1337221.475029 + Penalty 3206.903032 = -1334014.571997 nChanged 862 SP:Iteration 8Q (464.278133 sec): 3 clusters Score: Raw -1337605.684446 + Penalty 3206.903032 = -1334398.781414 nChanged 684 SP:Iteration 9Q (464.368734 sec): 3 clusters Score: Raw -1337864.392328 + Penalty 3206.903032 = -1334657.489296 nChanged 520 SP:Iteration 10Q (464.451800 sec): 3 clusters Score: Raw -1338026.682057 + Penalty 3206.903032 = -1334819.779025 nChanged 417 SP:Iteration 11Q (464.535403 sec): 3 clusters Score: Raw -1338152.726195 + Penalty 3206.903032 = -1334945.823163 nChanged 385 SP:Iteration 12Q (464.613633 sec): 3 clusters Score: Raw -1338263.591048 + Penalty 3206.903032 = -1335056.688016 nChanged 356 SP:Iteration 13Q (464.696106 sec): 3 clusters Score: Raw -1338370.606378 + Penalty 3206.903032 = -1335163.703346 nChanged 354 SP:Iteration 14Q (464.779398 sec): 3 clusters Score: Raw -1338476.833142 + Penalty 3206.903032 = -1335269.930109 nChanged 372 SP:Iteration 15Q (464.866003 sec): 3 clusters Score: Raw -1338587.608102 + Penalty 3206.903032 = -1335380.705070 nChanged 372 SP:Iteration 16Q (464.949955 sec): 3 clusters Score: Raw -1338706.050457 + Penalty 3206.903032 = -1335499.147425 nChanged 368 SP:Iteration 17Q (465.030802 sec): 3 clusters Score: Raw -1338832.390101 + Penalty 3206.903032 = -1335625.487068 nChanged 383 SP:Iteration 18Q (465.108001 sec): 3 clusters Score: Raw -1338966.683042 + Penalty 3206.903032 = -1335759.780010 nChanged 382 SP:Iteration 19Q (465.185818 sec): 3 clusters Score: Raw -1339102.043337 + Penalty 3206.903032 = -1335895.140305 nChanged 369 SP:Iteration 20F (465.260037 sec): 3 clusters Score: Raw -1339242.834955 + Penalty 3206.903032 = -1336035.931923 nChanged 377 SP:Iteration 21Q (465.343474 sec): 3 clusters Score: Raw -1339394.433648 + Penalty 3206.903032 = -1336187.530616 nChanged 334 SP:Iteration 22Q (465.432853 sec): 3 clusters Score: Raw -1339523.409026 + Penalty 3206.903032 = -1336316.505993 nChanged 295 SP:Iteration 23Q (465.514351 sec): 3 clusters Score: Raw -1339636.281457 + Penalty 3206.903032 = -1336429.378425 nChanged 257 SP:Iteration 24Q (465.595177 sec): 3 clusters Score: Raw -1339722.633702 + Penalty 3206.903032 = -1336515.730670 nChanged 203 SP:Iteration 25Q (465.677336 sec): 3 clusters Score: Raw -1339784.643020 + Penalty 3206.903032 = -1336577.739987 nChanged 136 SP:Iteration 26Q (465.748652 sec): 3 clusters Score: Raw -1339820.648880 + Penalty 3206.903032 = -1336613.745848 nChanged 112 SP:Iteration 27Q (465.834841 sec): 3 clusters Score: Raw -1339850.983170 + Penalty 3206.903032 = -1336644.080138 nChanged 91 SP:Iteration 28Q (465.902479 sec): 3 clusters Score: Raw -1339874.993739 + Penalty 3206.903032 = -1336668.090707 nChanged 81 SP:Iteration 29Q (465.993161 sec): 3 clusters Score: Raw -1339896.668556 + Penalty 3206.903032 = -1336689.765524 nChanged 73 SP:Iteration 30Q (466.072537 sec): 3 clusters Score: Raw -1339913.396506 + Penalty 3206.903032 = -1336706.493474 nChanged 48 SP:Iteration 31Q (466.151981 sec): 3 clusters Score: Raw -1339921.807083 + Penalty 3206.903032 = -1336714.904051 nChanged 29 SP:Iteration 32Q (466.231847 sec): 3 clusters Score: Raw -1339928.613569 + Penalty 3206.903032 = -1336721.710537 nChanged 33 SP:Iteration 33Q (466.312351 sec): 3 clusters Score: Raw -1339934.669224 + Penalty 3206.903032 = -1336727.766192 nChanged 24 SP:Iteration 34Q (466.394524 sec): 3 clusters Score: Raw -1339939.303444 + Penalty 3206.903032 = -1336732.400411 nChanged 19 SP:Iteration 35Q (466.472468 sec): 3 clusters Score: Raw -1339942.973127 + Penalty 3206.903032 = -1336736.070095 nChanged 18 SP:Iteration 36Q (466.548167 sec): 3 clusters Score: Raw -1339946.906167 + Penalty 3206.903032 = -1336740.003135 nChanged 21 SP:Iteration 37Q (466.620387 sec): 3 clusters Score: Raw -1339949.825600 + Penalty 3206.903032 = -1336742.922568 nChanged 15 SP:Iteration 38Q (466.700463 sec): 3 clusters Score: Raw -1339952.540088 + Penalty 3206.903032 = -1336745.637055 nChanged 15 SP:Iteration 39Q (466.784768 sec): 3 clusters Score: Raw -1339956.221559 + Penalty 3206.903032 = -1336749.318527 nChanged 10 SP:Iteration 40F (466.858960 sec): 3 clusters Score: Raw -1339958.146672 + Penalty 3206.903032 = -1336751.243640 nChanged 8 SP:Iteration 41Q (466.950436 sec): 3 clusters Score: Raw -1339959.253791 + Penalty 3206.903032 = -1336752.350759 nChanged 5 SP:Iteration 42Q (467.019892 sec): 3 clusters Score: Raw -1339960.036578 + Penalty 3206.903032 = -1336753.133546 nChanged 4 SP:Iteration 43Q (467.107861 sec): 3 clusters Score: Raw -1339960.917049 + Penalty 3206.903032 = -1336754.014017 nChanged 6 SP:Iteration 44Q (467.187576 sec): 3 clusters Score: Raw -1339962.360097 + Penalty 3206.903032 = -1336755.457065 nChanged 6 SP:Iteration 45Q (467.273131 sec): 3 clusters Score: Raw -1339963.790647 + Penalty 3206.903032 = -1336756.887615 nChanged 5 SP:Iteration 46Q (467.355717 sec): 3 clusters Score: Raw -1339964.593927 + Penalty 3206.903032 = -1336757.690895 nChanged 5 SP:Iteration 47Q (467.436876 sec): 3 clusters Score: Raw -1339965.595042 + Penalty 3206.903032 = -1336758.692009 nChanged 5 SP:Iteration 48Q (467.510959 sec): 3 clusters Score: Raw -1339967.255493 + Penalty 3206.903032 = -1336760.352461 nChanged 11 SP:Iteration 49Q (467.598049 sec): 3 clusters Score: Raw -1339968.793748 + Penalty 3206.903032 = -1336761.890716 nChanged 3 SP:Iteration 50Q (467.673400 sec): 3 clusters Score: Raw -1339969.129716 + Penalty 3206.903032 = -1336762.226684 nChanged 2 SP:Iteration 51Q (467.761641 sec): 3 clusters Score: Raw -1339969.265850 + Penalty 3206.903032 = -1336762.362818 nChanged 3 SP:Iteration 52Q (467.842408 sec): 3 clusters Score: Raw -1339969.856325 + Penalty 3206.903032 = -1336762.953293 nChanged 4 SP:Iteration 53Q (467.925025 sec): 3 clusters Score: Raw -1339970.549949 + Penalty 3206.903032 = -1336763.646917 nChanged 8 SP:Iteration 54Q (468.009997 sec): 3 clusters Score: Raw -1339971.601047 + Penalty 3206.903032 = -1336764.698015 nChanged 3 SP:Iteration 55Q (468.090843 sec): 3 clusters Score: Raw -1339971.915659 + Penalty 3206.903032 = -1336765.012627 nChanged 3 SP:Iteration 56Q (468.172852 sec): 3 clusters Score: Raw -1339972.152407 + Penalty 3206.903032 = -1336765.249375 nChanged 1 SP:Iteration 57Q (468.242086 sec): 3 clusters Score: Raw -1339972.216781 + Penalty 3206.903032 = -1336765.313749 nChanged 1 SP:Iteration 58Q (468.333302 sec): 3 clusters Score: Raw -1339972.274754 + Penalty 3206.903032 = -1336765.371722 nChanged 0 SP:Iteration 59F (468.414069 sec): 3 clusters Score: Raw -1339972.274754 + Penalty 3206.903032 = -1336765.371722 nChanged 0 Trying to split cluster 6 (31200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (468.481105 sec): 2 clusters Score: Raw -2055185.379259 + Penalty 1681.578173 = -2053503.801086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (468.571938 sec): 3 clusters Score: Raw -2035992.942262 + Penalty 3363.156346 = -2032629.785915 nChanged 14305 SP:Iteration 1F (468.678753 sec): 3 clusters Score: Raw -2044166.949298 + Penalty 3363.156346 = -2040803.792952 nChanged 1621 SP:Iteration 2F (468.776714 sec): 3 clusters Score: Raw -2044898.942418 + Penalty 3363.156346 = -2041535.786071 nChanged 1824 SP:Iteration 3F (468.874095 sec): 3 clusters Score: Raw -2045853.486175 + Penalty 3363.156346 = -2042490.329828 nChanged 1991 SP:Iteration 4F (468.971671 sec): 3 clusters Score: Raw -2047074.333050 + Penalty 3363.156346 = -2043711.176704 nChanged 2158 SP:Iteration 5F (469.065202 sec): 3 clusters Score: Raw -2048569.595532 + Penalty 3363.156346 = -2045206.439186 nChanged 2155 SP:Iteration 6F (469.153960 sec): 3 clusters Score: Raw -2050043.137012 + Penalty 3363.156346 = -2046679.980666 nChanged 1846 SP:Iteration 7F (469.266534 sec): 3 clusters Score: Raw -2051236.452170 + Penalty 3363.156346 = -2047873.295824 nChanged 1474 SP:Iteration 8Q (469.358974 sec): 3 clusters Score: Raw -2052132.277440 + Penalty 3363.156346 = -2048769.121094 nChanged 1210 SP:Iteration 9Q (469.458179 sec): 3 clusters Score: Raw -2052858.290126 + Penalty 3363.156346 = -2049495.133780 nChanged 953 SP:Iteration 10Q (469.566297 sec): 3 clusters Score: Raw -2053409.696829 + Penalty 3363.156346 = -2050046.540483 nChanged 802 SP:Iteration 11Q (469.662156 sec): 3 clusters Score: Raw -2053874.918099 + Penalty 3363.156346 = -2050511.761752 nChanged 671 SP:Iteration 12Q (469.766218 sec): 3 clusters Score: Raw -2054245.676048 + Penalty 3363.156346 = -2050882.519702 nChanged 572 SP:Iteration 13Q (469.858299 sec): 3 clusters Score: Raw -2054553.371086 + Penalty 3363.156346 = -2051190.214739 nChanged 467 SP:Iteration 14Q (469.967310 sec): 3 clusters Score: Raw -2054778.778100 + Penalty 3363.156346 = -2051415.621753 nChanged 413 SP:Iteration 15Q (470.060743 sec): 3 clusters Score: Raw -2054956.783619 + Penalty 3363.156346 = -2051593.627272 nChanged 363 SP:Iteration 16Q (470.151152 sec): 3 clusters Score: Raw -2055098.380747 + Penalty 3363.156346 = -2051735.224401 nChanged 311 SP:Iteration 17Q (470.258167 sec): 3 clusters Score: Raw -2055218.607562 + Penalty 3363.156346 = -2051855.451215 nChanged 269 SP:Iteration 18Q (470.353122 sec): 3 clusters Score: Raw -2055317.731407 + Penalty 3363.156346 = -2051954.575061 nChanged 266 SP:Iteration 19Q (470.454514 sec): 3 clusters Score: Raw -2055418.887696 + Penalty 3363.156346 = -2052055.731349 nChanged 269 SP:Iteration 20F (470.556716 sec): 3 clusters Score: Raw -2055518.050516 + Penalty 3363.156346 = -2052154.894169 nChanged 267 SP:Iteration 21Q (470.651033 sec): 3 clusters Score: Raw -2055611.109444 + Penalty 3363.156346 = -2052247.953097 nChanged 238 SP:Iteration 22Q (470.747214 sec): 3 clusters Score: Raw -2055697.909682 + Penalty 3363.156346 = -2052334.753336 nChanged 212 SP:Iteration 23Q (470.840288 sec): 3 clusters Score: Raw -2055769.824390 + Penalty 3363.156346 = -2052406.668044 nChanged 193 SP:Iteration 24Q (470.938195 sec): 3 clusters Score: Raw -2055843.609383 + Penalty 3363.156346 = -2052480.453037 nChanged 182 SP:Iteration 25Q (471.037472 sec): 3 clusters Score: Raw -2055919.060264 + Penalty 3363.156346 = -2052555.903917 nChanged 205 SP:Iteration 26Q (471.121268 sec): 3 clusters Score: Raw -2056011.259225 + Penalty 3363.156346 = -2052648.102879 nChanged 197 SP:Iteration 27Q (471.221807 sec): 3 clusters Score: Raw -2056113.705342 + Penalty 3363.156346 = -2052750.548996 nChanged 198 SP:Iteration 28Q (471.315569 sec): 3 clusters Score: Raw -2056213.681796 + Penalty 3363.156346 = -2052850.525450 nChanged 181 SP:Iteration 29Q (471.407432 sec): 3 clusters Score: Raw -2056305.193461 + Penalty 3363.156346 = -2052942.037114 nChanged 162 SP:Iteration 30Q (471.509926 sec): 3 clusters Score: Raw -2056387.177840 + Penalty 3363.156346 = -2053024.021494 nChanged 170 SP:Iteration 31Q (471.599399 sec): 3 clusters Score: Raw -2056465.616193 + Penalty 3363.156346 = -2053102.459847 nChanged 141 SP:Iteration 32Q (471.683920 sec): 3 clusters Score: Raw -2056519.057717 + Penalty 3363.156346 = -2053155.901371 nChanged 114 SP:Iteration 33Q (471.783251 sec): 3 clusters Score: Raw -2056566.905071 + Penalty 3363.156346 = -2053203.748724 nChanged 106 SP:Iteration 34Q (471.859197 sec): 3 clusters Score: Raw -2056617.664855 + Penalty 3363.156346 = -2053254.508509 nChanged 117 SP:Iteration 35Q (471.953269 sec): 3 clusters Score: Raw -2056659.555011 + Penalty 3363.156346 = -2053296.398665 nChanged 91 SP:Iteration 36Q (472.051623 sec): 3 clusters Score: Raw -2056685.365141 + Penalty 3363.156346 = -2053322.208795 nChanged 67 SP:Iteration 37Q (472.144162 sec): 3 clusters Score: Raw -2056699.859716 + Penalty 3363.156346 = -2053336.703370 nChanged 50 SP:Iteration 38Q (472.234075 sec): 3 clusters Score: Raw -2056709.246150 + Penalty 3363.156346 = -2053346.089803 nChanged 41 SP:Iteration 39Q (472.321554 sec): 3 clusters Score: Raw -2056716.311077 + Penalty 3363.156346 = -2053353.154730 nChanged 23 SP:Iteration 40F (472.412027 sec): 3 clusters Score: Raw -2056720.873537 + Penalty 3363.156346 = -2053357.717191 nChanged 26 SP:Iteration 41Q (472.512818 sec): 3 clusters Score: Raw -2056724.347719 + Penalty 3363.156346 = -2053361.191372 nChanged 22 SP:Iteration 42Q (472.607418 sec): 3 clusters Score: Raw -2056727.162845 + Penalty 3363.156346 = -2053364.006498 nChanged 24 SP:Iteration 43Q (472.694658 sec): 3 clusters Score: Raw -2056731.263817 + Penalty 3363.156346 = -2053368.107471 nChanged 23 SP:Iteration 44Q (472.784954 sec): 3 clusters Score: Raw -2056734.254497 + Penalty 3363.156346 = -2053371.098150 nChanged 20 SP:Iteration 45Q (472.872119 sec): 3 clusters Score: Raw -2056737.612051 + Penalty 3363.156346 = -2053374.455704 nChanged 19 SP:Iteration 46Q (472.962893 sec): 3 clusters Score: Raw -2056739.367326 + Penalty 3363.156346 = -2053376.210979 nChanged 10 SP:Iteration 47Q (473.054639 sec): 3 clusters Score: Raw -2056740.370792 + Penalty 3363.156346 = -2053377.214446 nChanged 8 SP:Iteration 48Q (473.141691 sec): 3 clusters Score: Raw -2056740.949257 + Penalty 3363.156346 = -2053377.792910 nChanged 5 SP:Iteration 49Q (473.228282 sec): 3 clusters Score: Raw -2056741.336651 + Penalty 3363.156346 = -2053378.180305 nChanged 1 SP:Iteration 50Q (473.331486 sec): 3 clusters Score: Raw -2056741.357783 + Penalty 3363.156346 = -2053378.201437 nChanged 0 SP:Iteration 51F (473.432390 sec): 3 clusters Score: Raw -2056741.357783 + Penalty 3363.156346 = -2053378.201437 nChanged 0 Trying to split cluster 7 (93650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (473.584667 sec): 2 clusters Score: Raw -6344412.892396 + Penalty 1860.189453 = -6342552.702944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (473.788020 sec): 3 clusters Score: Raw -6283559.126996 + Penalty 3720.378905 = -6279838.748091 nChanged 44929 SP:Iteration 1F (473.985137 sec): 3 clusters Score: Raw -6311060.011567 + Penalty 3720.378905 = -6307339.632662 nChanged 4585 SP:Iteration 2Q (474.206676 sec): 3 clusters Score: Raw -6313068.414707 + Penalty 3720.378905 = -6309348.035802 nChanged 5383 SP:Iteration 3F (474.403930 sec): 3 clusters Score: Raw -6316057.861941 + Penalty 3720.378905 = -6312337.483035 nChanged 6487 SP:Iteration 4F (474.608307 sec): 3 clusters Score: Raw -6320583.710545 + Penalty 3720.378905 = -6316863.331640 nChanged 7365 SP:Iteration 5F (474.805266 sec): 3 clusters Score: Raw -6326557.740487 + Penalty 3720.378905 = -6322837.361582 nChanged 6872 SP:Iteration 6F (475.009645 sec): 3 clusters Score: Raw -6332600.887338 + Penalty 3720.378905 = -6328880.508433 nChanged 5330 SP:Iteration 7F (475.215031 sec): 3 clusters Score: Raw -6337323.963509 + Penalty 3720.378905 = -6333603.584604 nChanged 3581 SP:Iteration 8Q (475.416388 sec): 3 clusters Score: Raw -6340292.444982 + Penalty 3720.378905 = -6336572.066077 nChanged 2249 SP:Iteration 9Q (475.605651 sec): 3 clusters Score: Raw -6341952.539762 + Penalty 3720.378905 = -6338232.160857 nChanged 1468 SP:Iteration 10Q (475.800893 sec): 3 clusters Score: Raw -6342967.762615 + Penalty 3720.378905 = -6339247.383710 nChanged 1062 SP:Iteration 11Q (475.980706 sec): 3 clusters Score: Raw -6343634.448112 + Penalty 3720.378905 = -6339914.069207 nChanged 751 SP:Iteration 12Q (476.158350 sec): 3 clusters Score: Raw -6344043.237868 + Penalty 3720.378905 = -6340322.858963 nChanged 543 SP:Iteration 13Q (476.341554 sec): 3 clusters Score: Raw -6344294.797383 + Penalty 3720.378905 = -6340574.418478 nChanged 417 SP:Iteration 14Q (476.514709 sec): 3 clusters Score: Raw -6344472.984566 + Penalty 3720.378905 = -6340752.605661 nChanged 362 SP:Iteration 15Q (476.688833 sec): 3 clusters Score: Raw -6344630.733277 + Penalty 3720.378905 = -6340910.354372 nChanged 295 SP:Iteration 16Q (476.848277 sec): 3 clusters Score: Raw -6344757.814123 + Penalty 3720.378905 = -6341037.435218 nChanged 224 SP:Iteration 17Q (477.007477 sec): 3 clusters Score: Raw -6344842.166469 + Penalty 3720.378905 = -6341121.787563 nChanged 160 SP:Iteration 18Q (477.168803 sec): 3 clusters Score: Raw -6344905.555191 + Penalty 3720.378905 = -6341185.176286 nChanged 140 SP:Iteration 19Q (477.334661 sec): 3 clusters Score: Raw -6344964.323645 + Penalty 3720.378905 = -6341243.944740 nChanged 125 SP:Iteration 20F (477.535093 sec): 3 clusters Score: Raw -6345013.378645 + Penalty 3720.378905 = -6341292.999740 nChanged 110 SP:Iteration 21Q (477.699990 sec): 3 clusters Score: Raw -6345061.493954 + Penalty 3720.378905 = -6341341.115049 nChanged 89 SP:Iteration 22Q (477.875889 sec): 3 clusters Score: Raw -6345097.030196 + Penalty 3720.378905 = -6341376.651291 nChanged 71 SP:Iteration 23Q (478.028196 sec): 3 clusters Score: Raw -6345124.384088 + Penalty 3720.378905 = -6341404.005183 nChanged 67 SP:Iteration 24Q (478.209889 sec): 3 clusters Score: Raw -6345144.590665 + Penalty 3720.378905 = -6341424.211760 nChanged 48 SP:Iteration 25Q (478.370066 sec): 3 clusters Score: Raw -6345156.692432 + Penalty 3720.378905 = -6341436.313527 nChanged 39 SP:Iteration 26Q (478.540691 sec): 3 clusters Score: Raw -6345168.906415 + Penalty 3720.378905 = -6341448.527510 nChanged 45 SP:Iteration 27Q (478.707351 sec): 3 clusters Score: Raw -6345183.549150 + Penalty 3720.378905 = -6341463.170245 nChanged 40 SP:Iteration 28Q (478.873484 sec): 3 clusters Score: Raw -6345200.960742 + Penalty 3720.378905 = -6341480.581837 nChanged 38 SP:Iteration 29Q (479.035524 sec): 3 clusters Score: Raw -6345212.730432 + Penalty 3720.378905 = -6341492.351527 nChanged 34 SP:Iteration 30Q (479.197095 sec): 3 clusters Score: Raw -6345224.016616 + Penalty 3720.378905 = -6341503.637711 nChanged 32 SP:Iteration 31Q (479.358499 sec): 3 clusters Score: Raw -6345235.139006 + Penalty 3720.378905 = -6341514.760101 nChanged 30 SP:Iteration 32Q (479.515238 sec): 3 clusters Score: Raw -6345243.204042 + Penalty 3720.378905 = -6341522.825137 nChanged 27 SP:Iteration 33Q (479.679629 sec): 3 clusters Score: Raw -6345251.881828 + Penalty 3720.378905 = -6341531.502922 nChanged 22 SP:Iteration 34Q (479.851038 sec): 3 clusters Score: Raw -6345257.758984 + Penalty 3720.378905 = -6341537.380079 nChanged 20 SP:Iteration 35Q (480.009498 sec): 3 clusters Score: Raw -6345262.914015 + Penalty 3720.378905 = -6341542.535110 nChanged 18 SP:Iteration 36Q (480.175275 sec): 3 clusters Score: Raw -6345266.474836 + Penalty 3720.378905 = -6341546.095930 nChanged 9 SP:Iteration 37Q (480.346021 sec): 3 clusters Score: Raw -6345268.255798 + Penalty 3720.378905 = -6341547.876893 nChanged 2 SP:Iteration 38Q (480.510885 sec): 3 clusters Score: Raw -6345268.413404 + Penalty 3720.378905 = -6341548.034499 nChanged 1 SP:Iteration 39Q (480.686752 sec): 3 clusters Score: Raw -6345268.748042 + Penalty 3720.378905 = -6341548.369137 nChanged 0 SP:Iteration 40F (480.885133 sec): 3 clusters Score: Raw -6345268.748042 + Penalty 3720.378905 = -6341548.369137 nChanged 0 Trying to split cluster 8 (5020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (480.923208 sec): 2 clusters Score: Raw -325140.182832 + Penalty 1384.692597 = -323755.490235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (480.981500 sec): 3 clusters Score: Raw -322510.442750 + Penalty 2769.385194 = -319741.057556 nChanged 2046 SP:Iteration 1F (481.024077 sec): 3 clusters Score: Raw -323617.471197 + Penalty 2769.385194 = -320848.086003 nChanged 398 SP:Iteration 2F (481.079239 sec): 3 clusters Score: Raw -323829.184038 + Penalty 2769.385194 = -321059.798844 nChanged 271 SP:Iteration 3F (481.145194 sec): 3 clusters Score: Raw -323961.085285 + Penalty 2769.385194 = -321191.700091 nChanged 207 SP:Iteration 4Q (481.188285 sec): 3 clusters Score: Raw -324071.002432 + Penalty 2769.385194 = -321301.617238 nChanged 209 SP:Iteration 5Q (481.244793 sec): 3 clusters Score: Raw -324185.311473 + Penalty 2769.385194 = -321415.926278 nChanged 193 SP:Iteration 6Q (481.291761 sec): 3 clusters Score: Raw -324301.983935 + Penalty 2769.385194 = -321532.598741 nChanged 193 SP:Iteration 7Q (481.353359 sec): 3 clusters Score: Raw -324413.610982 + Penalty 2769.385194 = -321644.225788 nChanged 157 SP:Iteration 8Q (481.402223 sec): 3 clusters Score: Raw -324518.491483 + Penalty 2769.385194 = -321749.106288 nChanged 178 SP:Iteration 9Q (481.447432 sec): 3 clusters Score: Raw -324651.572651 + Penalty 2769.385194 = -321882.187456 nChanged 209 SP:Iteration 10Q (481.500691 sec): 3 clusters Score: Raw -324790.720277 + Penalty 2769.385194 = -322021.335083 nChanged 181 SP:Iteration 11Q (481.550831 sec): 3 clusters Score: Raw -324926.811022 + Penalty 2769.385194 = -322157.425828 nChanged 190 SP:Iteration 12Q (481.610279 sec): 3 clusters Score: Raw -325076.721830 + Penalty 2769.385194 = -322307.336636 nChanged 189 SP:Iteration 13Q (481.664899 sec): 3 clusters Score: Raw -325194.353238 + Penalty 2769.385194 = -322424.968044 nChanged 142 SP:Iteration 14Q (481.711018 sec): 3 clusters Score: Raw -325282.567668 + Penalty 2769.385194 = -322513.182474 nChanged 104 SP:Iteration 15Q (481.768455 sec): 3 clusters Score: Raw -325333.704651 + Penalty 2769.385194 = -322564.319457 nChanged 81 SP:Iteration 16Q (481.810474 sec): 3 clusters Score: Raw -325378.988303 + Penalty 2769.385194 = -322609.603109 nChanged 71 SP:Iteration 17Q (481.862419 sec): 3 clusters Score: Raw -325422.651751 + Penalty 2769.385194 = -322653.266557 nChanged 71 SP:Iteration 18Q (481.916104 sec): 3 clusters Score: Raw -325472.303251 + Penalty 2769.385194 = -322702.918057 nChanged 73 SP:Iteration 19Q (481.981532 sec): 3 clusters Score: Raw -325518.387656 + Penalty 2769.385194 = -322749.002462 nChanged 76 SP:Iteration 20F (482.036611 sec): 3 clusters Score: Raw -325562.200436 + Penalty 2769.385194 = -322792.815242 nChanged 70 SP:Iteration 21Q (482.088717 sec): 3 clusters Score: Raw -325594.564850 + Penalty 2769.385194 = -322825.179656 nChanged 55 SP:Iteration 22Q (482.149343 sec): 3 clusters Score: Raw -325624.203069 + Penalty 2769.385194 = -322854.817875 nChanged 52 SP:Iteration 23Q (482.195733 sec): 3 clusters Score: Raw -325647.538897 + Penalty 2769.385194 = -322878.153703 nChanged 54 SP:Iteration 24Q (482.250537 sec): 3 clusters Score: Raw -325673.598417 + Penalty 2769.385194 = -322904.213222 nChanged 46 SP:Iteration 25Q (482.305789 sec): 3 clusters Score: Raw -325692.013348 + Penalty 2769.385194 = -322922.628154 nChanged 40 SP:Iteration 26Q (482.364049 sec): 3 clusters Score: Raw -325704.872364 + Penalty 2769.385194 = -322935.487170 nChanged 38 SP:Iteration 27Q (482.414497 sec): 3 clusters Score: Raw -325716.698321 + Penalty 2769.385194 = -322947.313127 nChanged 25 SP:Iteration 28Q (482.476316 sec): 3 clusters Score: Raw -325724.199499 + Penalty 2769.385194 = -322954.814305 nChanged 16 SP:Iteration 29Q (482.523944 sec): 3 clusters Score: Raw -325729.065515 + Penalty 2769.385194 = -322959.680320 nChanged 16 SP:Iteration 30Q (482.581084 sec): 3 clusters Score: Raw -325734.484947 + Penalty 2769.385194 = -322965.099753 nChanged 14 SP:Iteration 31Q (482.634938 sec): 3 clusters Score: Raw -325737.779188 + Penalty 2769.385194 = -322968.393994 nChanged 10 SP:Iteration 32Q (482.691522 sec): 3 clusters Score: Raw -325740.217980 + Penalty 2769.385194 = -322970.832786 nChanged 13 SP:Iteration 33Q (482.742918 sec): 3 clusters Score: Raw -325744.629427 + Penalty 2769.385194 = -322975.244233 nChanged 14 SP:Iteration 34Q (482.799970 sec): 3 clusters Score: Raw -325747.894906 + Penalty 2769.385194 = -322978.509712 nChanged 14 SP:Iteration 35Q (482.854771 sec): 3 clusters Score: Raw -325751.032142 + Penalty 2769.385194 = -322981.646948 nChanged 8 SP:Iteration 36Q (482.909251 sec): 3 clusters Score: Raw -325752.823821 + Penalty 2769.385194 = -322983.438627 nChanged 6 SP:Iteration 37Q (482.958604 sec): 3 clusters Score: Raw -325754.608239 + Penalty 2769.385194 = -322985.223044 nChanged 14 SP:Iteration 38Q (483.016855 sec): 3 clusters Score: Raw -325758.602982 + Penalty 2769.385194 = -322989.217788 nChanged 14 SP:Iteration 39Q (483.069508 sec): 3 clusters Score: Raw -325761.273073 + Penalty 2769.385194 = -322991.887879 nChanged 9 SP:Iteration 40F (483.119605 sec): 3 clusters Score: Raw -325763.076143 + Penalty 2769.385194 = -322993.690949 nChanged 5 SP:Iteration 41Q (483.166457 sec): 3 clusters Score: Raw -325764.091520 + Penalty 2769.385194 = -322994.706326 nChanged 3 SP:Iteration 42Q (483.218519 sec): 3 clusters Score: Raw -325764.546378 + Penalty 2769.385194 = -322995.161184 nChanged 1 SP:Iteration 43Q (483.270301 sec): 3 clusters Score: Raw -325764.689673 + Penalty 2769.385194 = -322995.304479 nChanged 1 SP:Iteration 44Q (483.324545 sec): 3 clusters Score: Raw -325764.750946 + Penalty 2769.385194 = -322995.365752 nChanged 1 SP:Iteration 45Q (483.378574 sec): 3 clusters Score: Raw -325764.926720 + Penalty 2769.385194 = -322995.541525 nChanged 1 SP:Iteration 46Q (483.439515 sec): 3 clusters Score: Raw -325765.033674 + Penalty 2769.385194 = -322995.648480 nChanged 1 SP:Iteration 47Q (483.485966 sec): 3 clusters Score: Raw -325765.212396 + Penalty 2769.385194 = -322995.827202 nChanged 1 SP:Iteration 48Q (483.535260 sec): 3 clusters Score: Raw -325765.345126 + Penalty 2769.385194 = -322995.959932 nChanged 1 SP:Iteration 49Q (483.585821 sec): 3 clusters Score: Raw -325765.430574 + Penalty 2769.385194 = -322996.045380 nChanged 2 SP:Iteration 50Q (483.640756 sec): 3 clusters Score: Raw -325765.796106 + Penalty 2769.385194 = -322996.410912 nChanged 1 SP:Iteration 51Q (483.694861 sec): 3 clusters Score: Raw -325765.992153 + Penalty 2769.385194 = -322996.606959 nChanged 0 SP:Iteration 52F (483.758590 sec): 3 clusters Score: Raw -325765.992153 + Penalty 2769.385194 = -322996.606959 nChanged 0 Trying to split cluster 9 (837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (483.774735 sec): 2 clusters Score: Raw -52448.932970 + Penalty 1093.596411 = -51355.336559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (483.832127 sec): 3 clusters Score: Raw -52239.522969 + Penalty 2187.192823 = -50052.330146 nChanged 241 SP:Iteration 1F (483.881169 sec): 3 clusters Score: Raw -52441.788872 + Penalty 2187.192823 = -50254.596049 nChanged 55 SP:Iteration 2F (483.931829 sec): 3 clusters Score: Raw -52499.309919 + Penalty 2187.192823 = -50312.117097 nChanged 37 SP:Iteration 3Q (483.980277 sec): 3 clusters Score: Raw -52538.555550 + Penalty 2187.192823 = -50351.362728 nChanged 23 SP:Iteration 4Q (484.028753 sec): 3 clusters Score: Raw -52563.994162 + Penalty 2187.192823 = -50376.801339 nChanged 21 SP:Iteration 5Q (484.070872 sec): 3 clusters Score: Raw -52590.967836 + Penalty 2187.192823 = -50403.775014 nChanged 23 SP:Iteration 6Q (484.117030 sec): 3 clusters Score: Raw -52626.458651 + Penalty 2187.192823 = -50439.265828 nChanged 28 SP:Iteration 7Q (484.162108 sec): 3 clusters Score: Raw -52669.335758 + Penalty 2187.192823 = -50482.142935 nChanged 19 SP:Iteration 8Q (484.210747 sec): 3 clusters Score: Raw -52690.712454 + Penalty 2187.192823 = -50503.519631 nChanged 12 SP:Iteration 9Q (484.260257 sec): 3 clusters Score: Raw -52703.596665 + Penalty 2187.192823 = -50516.403842 nChanged 10 SP:Iteration 10Q (484.302854 sec): 3 clusters Score: Raw -52712.225792 + Penalty 2187.192823 = -50525.032969 nChanged 8 SP:Iteration 11Q (484.340715 sec): 3 clusters Score: Raw -52728.954237 + Penalty 2187.192823 = -50541.761414 nChanged 12 SP:Iteration 12Q (484.398356 sec): 3 clusters Score: Raw -52739.849868 + Penalty 2187.192823 = -50552.657045 nChanged 7 SP:Iteration 13Q (484.443633 sec): 3 clusters Score: Raw -52750.193053 + Penalty 2187.192823 = -50563.000230 nChanged 6 SP:Iteration 14Q (484.490693 sec): 3 clusters Score: Raw -52755.928432 + Penalty 2187.192823 = -50568.735609 nChanged 3 SP:Iteration 15Q (484.534162 sec): 3 clusters Score: Raw -52758.647870 + Penalty 2187.192823 = -50571.455047 nChanged 2 SP:Iteration 16Q (484.592434 sec): 3 clusters Score: Raw -52761.924204 + Penalty 2187.192823 = -50574.731381 nChanged 3 SP:Iteration 17Q (484.639590 sec): 3 clusters Score: Raw -52776.875096 + Penalty 2187.192823 = -50589.682273 nChanged 4 SP:Iteration 18Q (484.682303 sec): 3 clusters Score: Raw -52785.250607 + Penalty 2187.192823 = -50598.057784 nChanged 5 SP:Iteration 19Q (484.728561 sec): 3 clusters Score: Raw -52797.926312 + Penalty 2187.192823 = -50610.733489 nChanged 8 SP:Iteration 20F (484.773223 sec): 3 clusters Score: Raw -52814.019999 + Penalty 2187.192823 = -50626.827176 nChanged 10 SP:Iteration 21Q (484.821224 sec): 3 clusters Score: Raw -52829.091614 + Penalty 2187.192823 = -50641.898791 nChanged 8 SP:Iteration 22Q (484.866102 sec): 3 clusters Score: Raw -52838.360668 + Penalty 2187.192823 = -50651.167845 nChanged 4 SP:Iteration 23Q (484.913751 sec): 3 clusters Score: Raw -52848.021267 + Penalty 2187.192823 = -50660.828444 nChanged 8 SP:Iteration 24Q (484.960576 sec): 3 clusters Score: Raw -52864.034103 + Penalty 2187.192823 = -50676.841280 nChanged 9 SP:Iteration 25Q (485.009553 sec): 3 clusters Score: Raw -52882.333684 + Penalty 2187.192823 = -50695.140861 nChanged 14 SP:Iteration 26Q (485.055060 sec): 3 clusters Score: Raw -52911.980644 + Penalty 2187.192823 = -50724.787821 nChanged 11 SP:Iteration 27Q (485.098076 sec): 3 clusters Score: Raw -52932.233487 + Penalty 2187.192823 = -50745.040664 nChanged 11 SP:Iteration 28Q (485.145998 sec): 3 clusters Score: Raw -52956.733269 + Penalty 2187.192823 = -50769.540446 nChanged 15 SP:Iteration 29Q (485.182203 sec): 3 clusters Score: Raw -52988.181158 + Penalty 2187.192823 = -50800.988335 nChanged 17 SP:Iteration 30Q (485.223774 sec): 3 clusters Score: Raw -53030.318024 + Penalty 2187.192823 = -50843.125201 nChanged 15 SP:Iteration 31Q (485.269661 sec): 3 clusters Score: Raw -53076.036784 + Penalty 2187.192823 = -50888.843962 nChanged 21 SP:Iteration 32Q (485.318077 sec): 3 clusters Score: Raw -53130.644927 + Penalty 2187.192823 = -50943.452104 nChanged 11 SP:Iteration 33Q (485.360056 sec): 3 clusters Score: Raw -53147.854554 + Penalty 2187.192823 = -50960.661731 nChanged 4 SP:Iteration 34Q (485.407810 sec): 3 clusters Score: Raw -53153.576945 + Penalty 2187.192823 = -50966.384122 nChanged 2 SP:Iteration 35Q (485.461018 sec): 3 clusters Score: Raw -53155.337537 + Penalty 2187.192823 = -50968.144714 nChanged 0 SP:Iteration 36F (485.508293 sec): 3 clusters Score: Raw -53166.911454 + Penalty 2187.192823 = -50979.718631 nChanged 1 SP:Iteration 37Q (485.545795 sec): 3 clusters Score: Raw -53177.697502 + Penalty 2187.192823 = -50990.504679 nChanged 2 SP:Iteration 38Q (485.588211 sec): 3 clusters Score: Raw -53179.934070 + Penalty 2187.192823 = -50992.741247 nChanged 0 SP:Iteration 39F (485.641596 sec): 3 clusters Score: Raw -53179.934070 + Penalty 2187.192823 = -50992.741247 nChanged 0 Trying to split cluster 10 (77852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (485.776513 sec): 2 clusters Score: Raw -5347012.465525 + Penalty 1830.166791 = -5345182.298734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (485.964042 sec): 3 clusters Score: Raw -5297093.406293 + Penalty 3660.333582 = -5293433.072711 nChanged 37034 SP:Iteration 1F (486.139597 sec): 3 clusters Score: Raw -5318386.749443 + Penalty 3660.333582 = -5314726.415861 nChanged 2968 SP:Iteration 2Q (486.320827 sec): 3 clusters Score: Raw -5319255.324496 + Penalty 3660.333582 = -5315594.990914 nChanged 3132 SP:Iteration 3Q (486.499081 sec): 3 clusters Score: Raw -5320255.417264 + Penalty 3660.333582 = -5316595.083682 nChanged 3389 SP:Iteration 4Q (486.680844 sec): 3 clusters Score: Raw -5321501.493600 + Penalty 3660.333582 = -5317841.160018 nChanged 3772 SP:Iteration 5Q (486.846051 sec): 3 clusters Score: Raw -5323107.782316 + Penalty 3660.333582 = -5319447.448734 nChanged 4091 SP:Iteration 6F (487.021651 sec): 3 clusters Score: Raw -5325217.994579 + Penalty 3660.333582 = -5321557.660997 nChanged 4423 SP:Iteration 7F (487.198815 sec): 3 clusters Score: Raw -5327915.768342 + Penalty 3660.333582 = -5324255.434760 nChanged 4630 SP:Iteration 8F (487.383115 sec): 3 clusters Score: Raw -5331189.311706 + Penalty 3660.333582 = -5327528.978124 nChanged 4440 SP:Iteration 9F (487.562514 sec): 3 clusters Score: Raw -5334515.628624 + Penalty 3660.333582 = -5330855.295042 nChanged 3802 SP:Iteration 10Q (487.751345 sec): 3 clusters Score: Raw -5337275.806892 + Penalty 3660.333582 = -5333615.473311 nChanged 3013 SP:Iteration 11Q (487.934436 sec): 3 clusters Score: Raw -5339308.686628 + Penalty 3660.333582 = -5335648.353046 nChanged 2363 SP:Iteration 12Q (488.123545 sec): 3 clusters Score: Raw -5340707.655559 + Penalty 3660.333582 = -5337047.321977 nChanged 1910 SP:Iteration 13Q (488.294307 sec): 3 clusters Score: Raw -5341822.330585 + Penalty 3660.333582 = -5338161.997003 nChanged 1759 SP:Iteration 14Q (488.462253 sec): 3 clusters Score: Raw -5342878.541925 + Penalty 3660.333582 = -5339218.208343 nChanged 1634 SP:Iteration 15Q (488.630773 sec): 3 clusters Score: Raw -5343904.421760 + Penalty 3660.333582 = -5340244.088178 nChanged 1415 SP:Iteration 16Q (488.793874 sec): 3 clusters Score: Raw -5344809.978199 + Penalty 3660.333582 = -5341149.644617 nChanged 1252 SP:Iteration 17Q (488.952584 sec): 3 clusters Score: Raw -5345624.548477 + Penalty 3660.333582 = -5341964.214895 nChanged 1037 SP:Iteration 18Q (489.107463 sec): 3 clusters Score: Raw -5346274.265341 + Penalty 3660.333582 = -5342613.931759 nChanged 772 SP:Iteration 19Q (489.256785 sec): 3 clusters Score: Raw -5346713.011750 + Penalty 3660.333582 = -5343052.678168 nChanged 583 SP:Iteration 20F (489.434853 sec): 3 clusters Score: Raw -5347030.692593 + Penalty 3660.333582 = -5343370.359011 nChanged 470 SP:Iteration 21Q (489.583554 sec): 3 clusters Score: Raw -5347279.851984 + Penalty 3660.333582 = -5343619.518402 nChanged 353 SP:Iteration 22Q (489.728126 sec): 3 clusters Score: Raw -5347454.561276 + Penalty 3660.333582 = -5343794.227694 nChanged 280 SP:Iteration 23Q (489.878209 sec): 3 clusters Score: Raw -5347571.996644 + Penalty 3660.333582 = -5343911.663062 nChanged 204 SP:Iteration 24Q (490.031537 sec): 3 clusters Score: Raw -5347658.058807 + Penalty 3660.333582 = -5343997.725225 nChanged 163 SP:Iteration 25Q (490.182173 sec): 3 clusters Score: Raw -5347734.904846 + Penalty 3660.333582 = -5344074.571264 nChanged 125 SP:Iteration 26Q (490.331836 sec): 3 clusters Score: Raw -5347797.427189 + Penalty 3660.333582 = -5344137.093607 nChanged 114 SP:Iteration 27Q (490.476472 sec): 3 clusters Score: Raw -5347865.913041 + Penalty 3660.333582 = -5344205.579460 nChanged 98 SP:Iteration 28Q (490.626721 sec): 3 clusters Score: Raw -5347938.536691 + Penalty 3660.333582 = -5344278.203110 nChanged 105 SP:Iteration 29Q (490.770313 sec): 3 clusters Score: Raw -5348010.967494 + Penalty 3660.333582 = -5344350.633913 nChanged 106 SP:Iteration 30Q (490.910455 sec): 3 clusters Score: Raw -5348059.593517 + Penalty 3660.333582 = -5344399.259935 nChanged 86 SP:Iteration 31Q (491.061800 sec): 3 clusters Score: Raw -5348086.771294 + Penalty 3660.333582 = -5344426.437712 nChanged 59 SP:Iteration 32Q (491.211835 sec): 3 clusters Score: Raw -5348108.157612 + Penalty 3660.333582 = -5344447.824030 nChanged 70 SP:Iteration 33Q (491.361079 sec): 3 clusters Score: Raw -5348133.226290 + Penalty 3660.333582 = -5344472.892708 nChanged 57 SP:Iteration 34Q (491.503336 sec): 3 clusters Score: Raw -5348148.326309 + Penalty 3660.333582 = -5344487.992727 nChanged 43 SP:Iteration 35Q (491.655090 sec): 3 clusters Score: Raw -5348159.580036 + Penalty 3660.333582 = -5344499.246454 nChanged 34 SP:Iteration 36Q (491.793725 sec): 3 clusters Score: Raw -5348165.428905 + Penalty 3660.333582 = -5344505.095324 nChanged 16 SP:Iteration 37Q (491.940239 sec): 3 clusters Score: Raw -5348168.247577 + Penalty 3660.333582 = -5344507.913995 nChanged 20 SP:Iteration 38Q (492.082010 sec): 3 clusters Score: Raw -5348172.764035 + Penalty 3660.333582 = -5344512.430453 nChanged 24 SP:Iteration 39Q (492.232703 sec): 3 clusters Score: Raw -5348177.773739 + Penalty 3660.333582 = -5344517.440157 nChanged 22 SP:Iteration 40F (492.405935 sec): 3 clusters Score: Raw -5348200.583765 + Penalty 3660.333582 = -5344540.250183 nChanged 41 SP:Iteration 41Q (492.550187 sec): 3 clusters Score: Raw -5348220.877452 + Penalty 3660.333582 = -5344560.543870 nChanged 54 SP:Iteration 42Q (492.699064 sec): 3 clusters Score: Raw -5348240.323172 + Penalty 3660.333582 = -5344579.989590 nChanged 55 SP:Iteration 43Q (492.856787 sec): 3 clusters Score: Raw -5348258.594018 + Penalty 3660.333582 = -5344598.260436 nChanged 34 SP:Iteration 44Q (492.987788 sec): 3 clusters Score: Raw -5348266.495923 + Penalty 3660.333582 = -5344606.162341 nChanged 25 SP:Iteration 45Q (493.127169 sec): 3 clusters Score: Raw -5348271.178632 + Penalty 3660.333582 = -5344610.845050 nChanged 22 SP:Iteration 46Q (493.286919 sec): 3 clusters Score: Raw -5348275.095605 + Penalty 3660.333582 = -5344614.762023 nChanged 22 SP:Iteration 47Q (493.433159 sec): 3 clusters Score: Raw -5348279.308856 + Penalty 3660.333582 = -5344618.975274 nChanged 24 SP:Iteration 48Q (493.573709 sec): 3 clusters Score: Raw -5348283.922555 + Penalty 3660.333582 = -5344623.588973 nChanged 22 SP:Iteration 49Q (493.726794 sec): 3 clusters Score: Raw -5348288.134729 + Penalty 3660.333582 = -5344627.801147 nChanged 27 SP:Iteration 50Q (493.879246 sec): 3 clusters Score: Raw -5348295.049623 + Penalty 3660.333582 = -5344634.716041 nChanged 29 SP:Iteration 51Q (494.029871 sec): 3 clusters Score: Raw -5348300.885415 + Penalty 3660.333582 = -5344640.551833 nChanged 22 SP:Iteration 52Q (494.182228 sec): 3 clusters Score: Raw -5348304.019084 + Penalty 3660.333582 = -5344643.685502 nChanged 15 SP:Iteration 53Q (494.324011 sec): 3 clusters Score: Raw -5348305.782525 + Penalty 3660.333582 = -5344645.448943 nChanged 13 SP:Iteration 54Q (494.463161 sec): 3 clusters Score: Raw -5348308.075783 + Penalty 3660.333582 = -5344647.742201 nChanged 16 SP:Iteration 55Q (494.603109 sec): 3 clusters Score: Raw -5348310.613391 + Penalty 3660.333582 = -5344650.279809 nChanged 18 SP:Iteration 56Q (494.754644 sec): 3 clusters Score: Raw -5348313.186149 + Penalty 3660.333582 = -5344652.852567 nChanged 12 SP:Iteration 57Q (494.896301 sec): 3 clusters Score: Raw -5348314.623506 + Penalty 3660.333582 = -5344654.289924 nChanged 13 SP:Iteration 58Q (495.041197 sec): 3 clusters Score: Raw -5348316.459873 + Penalty 3660.333582 = -5344656.126291 nChanged 6 SP:Iteration 59Q (495.178643 sec): 3 clusters Score: Raw -5348317.570874 + Penalty 3660.333582 = -5344657.237292 nChanged 8 SP:Iteration 60F (495.358748 sec): 3 clusters Score: Raw -5348318.752467 + Penalty 3660.333582 = -5344658.418885 nChanged 11 SP:Iteration 61Q (495.502503 sec): 3 clusters Score: Raw -5348319.836058 + Penalty 3660.333582 = -5344659.502477 nChanged 6 SP:Iteration 62Q (495.650381 sec): 3 clusters Score: Raw -5348320.999353 + Penalty 3660.333582 = -5344660.665771 nChanged 10 SP:Iteration 63Q (495.789612 sec): 3 clusters Score: Raw -5348323.089919 + Penalty 3660.333582 = -5344662.756337 nChanged 7 SP:Iteration 64Q (495.945730 sec): 3 clusters Score: Raw -5348324.187629 + Penalty 3660.333582 = -5344663.854048 nChanged 9 SP:Iteration 65Q (496.092357 sec): 3 clusters Score: Raw -5348325.506499 + Penalty 3660.333582 = -5344665.172917 nChanged 8 SP:Iteration 66Q (496.231532 sec): 3 clusters Score: Raw -5348327.038040 + Penalty 3660.333582 = -5344666.704458 nChanged 10 SP:Iteration 67Q (496.374711 sec): 3 clusters Score: Raw -5348328.645265 + Penalty 3660.333582 = -5344668.311683 nChanged 12 SP:Iteration 68Q (496.517731 sec): 3 clusters Score: Raw -5348329.830821 + Penalty 3660.333582 = -5344669.497239 nChanged 5 SP:Iteration 69Q (496.667948 sec): 3 clusters Score: Raw -5348330.448389 + Penalty 3660.333582 = -5344670.114807 nChanged 5 SP:Iteration 70Q (496.819203 sec): 3 clusters Score: Raw -5348330.945537 + Penalty 3660.333582 = -5344670.611955 nChanged 5 SP:Iteration 71Q (496.965915 sec): 3 clusters Score: Raw -5348331.435684 + Penalty 3660.333582 = -5344671.102102 nChanged 8 SP:Iteration 72Q (497.115679 sec): 3 clusters Score: Raw -5348332.152248 + Penalty 3660.333582 = -5344671.818666 nChanged 8 SP:Iteration 73Q (497.265032 sec): 3 clusters Score: Raw -5348333.261857 + Penalty 3660.333582 = -5344672.928275 nChanged 5 SP:Iteration 74Q (497.400850 sec): 3 clusters Score: Raw -5348334.064758 + Penalty 3660.333582 = -5344673.731177 nChanged 8 SP:Iteration 75Q (497.551786 sec): 3 clusters Score: Raw -5348335.628420 + Penalty 3660.333582 = -5344675.294838 nChanged 9 SP:Iteration 76Q (497.702583 sec): 3 clusters Score: Raw -5348336.857513 + Penalty 3660.333582 = -5344676.523931 nChanged 7 SP:Iteration 77Q (497.845461 sec): 3 clusters Score: Raw -5348337.891058 + Penalty 3660.333582 = -5344677.557476 nChanged 8 SP:Iteration 78Q (497.976746 sec): 3 clusters Score: Raw -5348338.865558 + Penalty 3660.333582 = -5344678.531976 nChanged 5 SP:Iteration 79Q (498.128134 sec): 3 clusters Score: Raw -5348339.333464 + Penalty 3660.333582 = -5344678.999882 nChanged 6 SP:Iteration 80F (498.299714 sec): 3 clusters Score: Raw -5348339.988725 + Penalty 3660.333582 = -5344679.655143 nChanged 4 SP:Iteration 81Q (498.442215 sec): 3 clusters Score: Raw -5348340.347060 + Penalty 3660.333582 = -5344680.013478 nChanged 6 SP:Iteration 82Q (498.591057 sec): 3 clusters Score: Raw -5348341.012590 + Penalty 3660.333582 = -5344680.679008 nChanged 9 SP:Iteration 83Q (498.720247 sec): 3 clusters Score: Raw -5348342.386942 + Penalty 3660.333582 = -5344682.053361 nChanged 7 SP:Iteration 84Q (498.872882 sec): 3 clusters Score: Raw -5348343.310150 + Penalty 3660.333582 = -5344682.976568 nChanged 7 SP:Iteration 85Q (499.010531 sec): 3 clusters Score: Raw -5348344.348809 + Penalty 3660.333582 = -5344684.015227 nChanged 9 SP:Iteration 86Q (499.146964 sec): 3 clusters Score: Raw -5348345.495182 + Penalty 3660.333582 = -5344685.161600 nChanged 3 SP:Iteration 87Q (499.286515 sec): 3 clusters Score: Raw -5348345.765651 + Penalty 3660.333582 = -5344685.432069 nChanged 2 SP:Iteration 88Q (499.425945 sec): 3 clusters Score: Raw -5348346.067355 + Penalty 3660.333582 = -5344685.733773 nChanged 6 SP:Iteration 89Q (499.568010 sec): 3 clusters Score: Raw -5348347.086482 + Penalty 3660.333582 = -5344686.752900 nChanged 7 SP:Iteration 90Q (499.697858 sec): 3 clusters Score: Raw -5348347.586094 + Penalty 3660.333582 = -5344687.252512 nChanged 3 SP:Iteration 91Q (499.841398 sec): 3 clusters Score: Raw -5348347.871959 + Penalty 3660.333582 = -5344687.538377 nChanged 6 SP:Iteration 92Q (499.991052 sec): 3 clusters Score: Raw -5348348.975946 + Penalty 3660.333582 = -5344688.642365 nChanged 8 SP:Iteration 93Q (500.133636 sec): 3 clusters Score: Raw -5348349.968134 + Penalty 3660.333582 = -5344689.634552 nChanged 6 SP:Iteration 94Q (500.273262 sec): 3 clusters Score: Raw -5348350.726887 + Penalty 3660.333582 = -5344690.393305 nChanged 6 SP:Iteration 95Q (500.416486 sec): 3 clusters Score: Raw -5348351.300323 + Penalty 3660.333582 = -5344690.966741 nChanged 8 SP:Iteration 96Q (500.558626 sec): 3 clusters Score: Raw -5348352.447433 + Penalty 3660.333582 = -5344692.113851 nChanged 11 SP:Iteration 97Q (500.708314 sec): 3 clusters Score: Raw -5348354.081458 + Penalty 3660.333582 = -5344693.747876 nChanged 7 SP:Iteration 98Q (500.848276 sec): 3 clusters Score: Raw -5348355.035509 + Penalty 3660.333582 = -5344694.701927 nChanged 8 SP:Iteration 99Q (500.994938 sec): 3 clusters Score: Raw -5348356.300501 + Penalty 3660.333582 = -5344695.966919 nChanged 8 SP:Iteration 100F (501.156736 sec): 3 clusters Score: Raw -5348357.236029 + Penalty 3660.333582 = -5344696.902447 nChanged 3 SP:Iteration 101Q (501.305213 sec): 3 clusters Score: Raw -5348357.611007 + Penalty 3660.333582 = -5344697.277425 nChanged 6 SP:Iteration 102Q (501.459190 sec): 3 clusters Score: Raw -5348358.668782 + Penalty 3660.333582 = -5344698.335200 nChanged 9 SP:Iteration 103Q (501.599676 sec): 3 clusters Score: Raw -5348360.760940 + Penalty 3660.333582 = -5344700.427358 nChanged 14 SP:Iteration 104Q (501.736243 sec): 3 clusters Score: Raw -5348363.109576 + Penalty 3660.333582 = -5344702.775994 nChanged 12 SP:Iteration 105Q (501.883288 sec): 3 clusters Score: Raw -5348364.480457 + Penalty 3660.333582 = -5344704.146875 nChanged 8 SP:Iteration 106Q (502.028760 sec): 3 clusters Score: Raw -5348365.450199 + Penalty 3660.333582 = -5344705.116617 nChanged 6 SP:Iteration 107Q (502.170605 sec): 3 clusters Score: Raw -5348366.254928 + Penalty 3660.333582 = -5344705.921346 nChanged 5 SP:Iteration 108Q (502.322797 sec): 3 clusters Score: Raw -5348366.856769 + Penalty 3660.333582 = -5344706.523187 nChanged 7 SP:Iteration 109Q (502.464485 sec): 3 clusters Score: Raw -5348367.673681 + Penalty 3660.333582 = -5344707.340100 nChanged 7 SP:Iteration 110Q (502.613030 sec): 3 clusters Score: Raw -5348368.315365 + Penalty 3660.333582 = -5344707.981784 nChanged 6 SP:Iteration 111Q (502.761526 sec): 3 clusters Score: Raw -5348369.203456 + Penalty 3660.333582 = -5344708.869874 nChanged 7 SP:Iteration 112Q (502.906659 sec): 3 clusters Score: Raw -5348370.221588 + Penalty 3660.333582 = -5344709.888006 nChanged 8 SP:Iteration 113Q (503.054916 sec): 3 clusters Score: Raw -5348370.912466 + Penalty 3660.333582 = -5344710.578884 nChanged 0 SP:Iteration 114F (503.218983 sec): 3 clusters Score: Raw -5348370.912466 + Penalty 3660.333582 = -5344710.578884 nChanged 0 Trying to split cluster 11 (2693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (503.261271 sec): 2 clusters Score: Raw -174522.867480 + Penalty 1283.491803 = -173239.375677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (503.311287 sec): 3 clusters Score: Raw -173279.767087 + Penalty 2566.983605 = -170712.783481 nChanged 987 SP:Iteration 1F (503.363427 sec): 3 clusters Score: Raw -173870.044457 + Penalty 2566.983605 = -171303.060852 nChanged 219 SP:Iteration 2F (503.416686 sec): 3 clusters Score: Raw -174034.432059 + Penalty 2566.983605 = -171467.448454 nChanged 173 SP:Iteration 3F (503.473054 sec): 3 clusters Score: Raw -174161.257364 + Penalty 2566.983605 = -171594.273759 nChanged 122 SP:Iteration 4Q (503.515959 sec): 3 clusters Score: Raw -174240.135652 + Penalty 2566.983605 = -171673.152046 nChanged 96 SP:Iteration 5Q (503.568324 sec): 3 clusters Score: Raw -174297.447275 + Penalty 2566.983605 = -171730.463670 nChanged 84 SP:Iteration 6Q (503.627420 sec): 3 clusters Score: Raw -174343.223158 + Penalty 2566.983605 = -171776.239553 nChanged 74 SP:Iteration 7Q (503.677887 sec): 3 clusters Score: Raw -174386.130500 + Penalty 2566.983605 = -171819.146895 nChanged 69 SP:Iteration 8Q (503.732600 sec): 3 clusters Score: Raw -174431.186646 + Penalty 2566.983605 = -171864.203041 nChanged 78 SP:Iteration 9Q (503.776209 sec): 3 clusters Score: Raw -174483.199189 + Penalty 2566.983605 = -171916.215584 nChanged 76 SP:Iteration 10Q (503.830761 sec): 3 clusters Score: Raw -174546.287029 + Penalty 2566.983605 = -171979.303424 nChanged 82 SP:Iteration 11Q (503.888910 sec): 3 clusters Score: Raw -174623.553547 + Penalty 2566.983605 = -172056.569942 nChanged 83 SP:Iteration 12Q (503.940866 sec): 3 clusters Score: Raw -174704.008220 + Penalty 2566.983605 = -172137.024615 nChanged 74 SP:Iteration 13Q (503.993911 sec): 3 clusters Score: Raw -174766.391535 + Penalty 2566.983605 = -172199.407930 nChanged 63 SP:Iteration 14Q (504.032863 sec): 3 clusters Score: Raw -174830.179362 + Penalty 2566.983605 = -172263.195757 nChanged 52 SP:Iteration 15Q (504.094587 sec): 3 clusters Score: Raw -174878.736283 + Penalty 2566.983605 = -172311.752678 nChanged 36 SP:Iteration 16Q (504.149524 sec): 3 clusters Score: Raw -174912.555996 + Penalty 2566.983605 = -172345.572390 nChanged 23 SP:Iteration 17Q (504.199777 sec): 3 clusters Score: Raw -174930.286569 + Penalty 2566.983605 = -172363.302964 nChanged 16 SP:Iteration 18Q (504.249834 sec): 3 clusters Score: Raw -174941.972722 + Penalty 2566.983605 = -172374.989116 nChanged 13 SP:Iteration 19Q (504.303055 sec): 3 clusters Score: Raw -174952.789419 + Penalty 2566.983605 = -172385.805814 nChanged 11 SP:Iteration 20F (504.351133 sec): 3 clusters Score: Raw -174961.975284 + Penalty 2566.983605 = -172394.991679 nChanged 8 SP:Iteration 21Q (504.403606 sec): 3 clusters Score: Raw -174968.809840 + Penalty 2566.983605 = -172401.826235 nChanged 6 SP:Iteration 22Q (504.455420 sec): 3 clusters Score: Raw -174973.118153 + Penalty 2566.983605 = -172406.134547 nChanged 5 SP:Iteration 23Q (504.510775 sec): 3 clusters Score: Raw -174976.225489 + Penalty 2566.983605 = -172409.241884 nChanged 4 SP:Iteration 24Q (504.559787 sec): 3 clusters Score: Raw -174979.705390 + Penalty 2566.983605 = -172412.721785 nChanged 2 SP:Iteration 25Q (504.611333 sec): 3 clusters Score: Raw -174981.087626 + Penalty 2566.983605 = -172414.104020 nChanged 1 SP:Iteration 26Q (504.665950 sec): 3 clusters Score: Raw -174981.477027 + Penalty 2566.983605 = -172414.493422 nChanged 0 SP:Iteration 27F (504.720613 sec): 3 clusters Score: Raw -174981.477027 + Penalty 2566.983605 = -172414.493422 nChanged 0 Trying to split cluster 12 (27693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (504.789322 sec): 2 clusters Score: Raw -1792557.287924 + Penalty 1662.201930 = -1790895.085994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (504.869941 sec): 3 clusters Score: Raw -1775561.890476 + Penalty 3324.403860 = -1772237.486616 nChanged 12820 SP:Iteration 1F (504.961835 sec): 3 clusters Score: Raw -1782585.963347 + Penalty 3324.403860 = -1779261.559488 nChanged 1268 SP:Iteration 2Q (505.066730 sec): 3 clusters Score: Raw -1783007.587848 + Penalty 3324.403860 = -1779683.183989 nChanged 1202 SP:Iteration 3Q (505.155822 sec): 3 clusters Score: Raw -1783431.240123 + Penalty 3324.403860 = -1780106.836264 nChanged 1184 SP:Iteration 4Q (505.259631 sec): 3 clusters Score: Raw -1783913.329630 + Penalty 3324.403860 = -1780588.925770 nChanged 1282 SP:Iteration 5Q (505.344063 sec): 3 clusters Score: Raw -1784555.467117 + Penalty 3324.403860 = -1781231.063257 nChanged 1482 SP:Iteration 6F (505.450270 sec): 3 clusters Score: Raw -1785484.499433 + Penalty 3324.403860 = -1782160.095574 nChanged 1769 SP:Iteration 7F (505.541542 sec): 3 clusters Score: Raw -1786828.765877 + Penalty 3324.403860 = -1783504.362017 nChanged 1954 SP:Iteration 8F (505.631942 sec): 3 clusters Score: Raw -1788667.817733 + Penalty 3324.403860 = -1785343.413873 nChanged 1976 SP:Iteration 9F (505.724799 sec): 3 clusters Score: Raw -1790898.302741 + Penalty 3324.403860 = -1787573.898881 nChanged 1728 SP:Iteration 10F (505.825124 sec): 3 clusters Score: Raw -1793166.122630 + Penalty 3324.403860 = -1789841.718770 nChanged 1246 SP:Iteration 11Q (505.914620 sec): 3 clusters Score: Raw -1794602.456870 + Penalty 3324.403860 = -1791278.053010 nChanged 755 SP:Iteration 12Q (506.016701 sec): 3 clusters Score: Raw -1795203.553177 + Penalty 3324.403860 = -1791879.149317 nChanged 402 SP:Iteration 13Q (506.110432 sec): 3 clusters Score: Raw -1795425.884879 + Penalty 3324.403860 = -1792101.481019 nChanged 221 SP:Iteration 14Q (506.201444 sec): 3 clusters Score: Raw -1795495.712259 + Penalty 3324.403860 = -1792171.308399 nChanged 115 SP:Iteration 15Q (506.293954 sec): 3 clusters Score: Raw -1795517.194110 + Penalty 3324.403860 = -1792192.790250 nChanged 64 SP:Iteration 16Q (506.384350 sec): 3 clusters Score: Raw -1795523.971106 + Penalty 3324.403860 = -1792199.567247 nChanged 32 SP:Iteration 17Q (506.475419 sec): 3 clusters Score: Raw -1795527.273368 + Penalty 3324.403860 = -1792202.869509 nChanged 19 SP:Iteration 18Q (506.563568 sec): 3 clusters Score: Raw -1795528.657195 + Penalty 3324.403860 = -1792204.253335 nChanged 5 SP:Iteration 19Q (506.656599 sec): 3 clusters Score: Raw -1795528.875653 + Penalty 3324.403860 = -1792204.471794 nChanged 4 SP:Iteration 20F (506.754027 sec): 3 clusters Score: Raw -1795529.199732 + Penalty 3324.403860 = -1792204.795872 nChanged 4 SP:Iteration 21Q (506.845218 sec): 3 clusters Score: Raw -1795529.393896 + Penalty 3324.403860 = -1792204.990036 nChanged 1 SP:Iteration 22Q (506.925621 sec): 3 clusters Score: Raw -1795529.454253 + Penalty 3324.403860 = -1792205.050394 nChanged 2 SP:Iteration 23Q (507.027673 sec): 3 clusters Score: Raw -1795529.572937 + Penalty 3324.403860 = -1792205.169077 nChanged 2 SP:Iteration 24Q (507.114893 sec): 3 clusters Score: Raw -1795529.643303 + Penalty 3324.403860 = -1792205.239443 nChanged 1 SP:Iteration 25Q (507.203088 sec): 3 clusters Score: Raw -1795529.655449 + Penalty 3324.403860 = -1792205.251590 nChanged 0 SP:Iteration 26F (507.294031 sec): 3 clusters Score: Raw -1795529.655449 + Penalty 3324.403860 = -1792205.251590 nChanged 0 Score: Raw -32141807.594881 + Penalty 68254.323056 = -32073553.271824 Splitting cluster 12 changes total score from -32072683.431851 to -32073553.271824 So it's getting split into cluster 32. Trying to split cluster 13 (1646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (517.310721 sec): 2 clusters Score: Raw -85854.730223 + Penalty 1203.491799 = -84651.238423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (517.373719 sec): 3 clusters Score: Raw -85310.682301 + Penalty 2406.983599 = -82903.698702 nChanged 600 SP:Iteration 1F (517.424423 sec): 3 clusters Score: Raw -86020.973336 + Penalty 2406.983599 = -83613.989737 nChanged 255 SP:Iteration 2F (517.463612 sec): 3 clusters Score: Raw -86560.547799 + Penalty 2406.983599 = -84153.564200 nChanged 190 SP:Iteration 3F (517.511958 sec): 3 clusters Score: Raw -87180.541397 + Penalty 2406.983599 = -84773.557799 nChanged 137 SP:Iteration 4F (517.568327 sec): 3 clusters Score: Raw -87659.420492 + Penalty 2406.983599 = -85252.436893 nChanged 94 SP:Iteration 5F (517.610535 sec): 3 clusters Score: Raw -87833.555112 + Penalty 2406.983599 = -85426.571513 nChanged 53 SP:Iteration 6Q (517.654609 sec): 3 clusters Score: Raw -87901.815415 + Penalty 2406.983599 = -85494.831816 nChanged 28 SP:Iteration 7Q (517.705807 sec): 3 clusters Score: Raw -87929.042312 + Penalty 2406.983599 = -85522.058713 nChanged 14 SP:Iteration 8Q (517.761961 sec): 3 clusters Score: Raw -87940.173311 + Penalty 2406.983599 = -85533.189712 nChanged 5 SP:Iteration 9Q (517.814918 sec): 3 clusters Score: Raw -87943.724665 + Penalty 2406.983599 = -85536.741066 nChanged 4 SP:Iteration 10Q (517.862714 sec): 3 clusters Score: Raw -87946.475950 + Penalty 2406.983599 = -85539.492352 nChanged 3 SP:Iteration 11Q (517.906584 sec): 3 clusters Score: Raw -87949.052513 + Penalty 2406.983599 = -85542.068914 nChanged 3 SP:Iteration 12Q (517.951851 sec): 3 clusters Score: Raw -87951.660260 + Penalty 2406.983599 = -85544.676662 nChanged 0 SP:Iteration 13F (517.995350 sec): 3 clusters Score: Raw -87951.660260 + Penalty 2406.983599 = -85544.676662 nChanged 0 Score: Raw -32143904.524918 + Penalty 70387.270652 = -32073517.254266 Splitting cluster 13 changes total score from -32072683.431851 to -32073517.254266 So it's getting split into cluster 33. Trying to split cluster 14 (49142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (528.311412 sec): 2 clusters Score: Raw -3140672.325442 + Penalty 1755.401269 = -3138916.924174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (528.435196 sec): 3 clusters Score: Raw -3109696.987821 + Penalty 3510.802537 = -3106186.185284 nChanged 23081 SP:Iteration 1F (528.574618 sec): 3 clusters Score: Raw -3122980.406656 + Penalty 3510.802537 = -3119469.604118 nChanged 2243 SP:Iteration 2Q (528.713357 sec): 3 clusters Score: Raw -3123759.962694 + Penalty 3510.802537 = -3120249.160157 nChanged 2296 SP:Iteration 3Q (528.848312 sec): 3 clusters Score: Raw -3124618.770810 + Penalty 3510.802537 = -3121107.968273 nChanged 2365 SP:Iteration 4Q (528.985334 sec): 3 clusters Score: Raw -3125594.420401 + Penalty 3510.802537 = -3122083.617864 nChanged 2530 SP:Iteration 5F (529.108732 sec): 3 clusters Score: Raw -3126724.336453 + Penalty 3510.802537 = -3123213.533916 nChanged 2597 SP:Iteration 6F (529.249056 sec): 3 clusters Score: Raw -3128014.024732 + Penalty 3510.802537 = -3124503.222194 nChanged 2688 SP:Iteration 7F (529.370557 sec): 3 clusters Score: Raw -3129612.211795 + Penalty 3510.802537 = -3126101.409257 nChanged 2837 SP:Iteration 8F (529.506680 sec): 3 clusters Score: Raw -3131534.716775 + Penalty 3510.802537 = -3128023.914238 nChanged 2740 SP:Iteration 9F (529.638392 sec): 3 clusters Score: Raw -3133667.348902 + Penalty 3510.802537 = -3130156.546364 nChanged 2308 SP:Iteration 10Q (529.775316 sec): 3 clusters Score: Raw -3135574.107554 + Penalty 3510.802537 = -3132063.305017 nChanged 1881 SP:Iteration 11Q (529.901151 sec): 3 clusters Score: Raw -3137059.550590 + Penalty 3510.802537 = -3133548.748053 nChanged 1421 SP:Iteration 12Q (530.016418 sec): 3 clusters Score: Raw -3138009.231072 + Penalty 3510.802537 = -3134498.428535 nChanged 1050 SP:Iteration 13Q (530.147391 sec): 3 clusters Score: Raw -3138583.426299 + Penalty 3510.802537 = -3135072.623761 nChanged 827 SP:Iteration 14Q (530.273228 sec): 3 clusters Score: Raw -3138975.254730 + Penalty 3510.802537 = -3135464.452193 nChanged 752 SP:Iteration 15Q (530.401996 sec): 3 clusters Score: Raw -3139292.335706 + Penalty 3510.802537 = -3135781.533169 nChanged 609 SP:Iteration 16Q (530.523954 sec): 3 clusters Score: Raw -3139527.529591 + Penalty 3510.802537 = -3136016.727053 nChanged 565 SP:Iteration 17Q (530.652395 sec): 3 clusters Score: Raw -3139736.504039 + Penalty 3510.802537 = -3136225.701502 nChanged 482 SP:Iteration 18Q (530.777961 sec): 3 clusters Score: Raw -3139911.655163 + Penalty 3510.802537 = -3136400.852626 nChanged 409 SP:Iteration 19Q (530.900568 sec): 3 clusters Score: Raw -3140051.308385 + Penalty 3510.802537 = -3136540.505848 nChanged 366 SP:Iteration 20F (531.020361 sec): 3 clusters Score: Raw -3140181.395136 + Penalty 3510.802537 = -3136670.592599 nChanged 347 SP:Iteration 21Q (531.147343 sec): 3 clusters Score: Raw -3140298.877413 + Penalty 3510.802537 = -3136788.074876 nChanged 311 SP:Iteration 22Q (531.271794 sec): 3 clusters Score: Raw -3140402.927895 + Penalty 3510.802537 = -3136892.125357 nChanged 290 SP:Iteration 23Q (531.375588 sec): 3 clusters Score: Raw -3140508.425797 + Penalty 3510.802537 = -3136997.623260 nChanged 261 SP:Iteration 24Q (531.506409 sec): 3 clusters Score: Raw -3140609.084393 + Penalty 3510.802537 = -3137098.281855 nChanged 238 SP:Iteration 25Q (531.622130 sec): 3 clusters Score: Raw -3140702.449008 + Penalty 3510.802537 = -3137191.646471 nChanged 192 SP:Iteration 26Q (531.739401 sec): 3 clusters Score: Raw -3140770.506930 + Penalty 3510.802537 = -3137259.704393 nChanged 189 SP:Iteration 27Q (531.855100 sec): 3 clusters Score: Raw -3140840.047405 + Penalty 3510.802537 = -3137329.244867 nChanged 144 SP:Iteration 28Q (531.972836 sec): 3 clusters Score: Raw -3140893.433024 + Penalty 3510.802537 = -3137382.630486 nChanged 133 SP:Iteration 29Q (532.083910 sec): 3 clusters Score: Raw -3140944.436719 + Penalty 3510.802537 = -3137433.634182 nChanged 117 SP:Iteration 30Q (532.199387 sec): 3 clusters Score: Raw -3140989.522700 + Penalty 3510.802537 = -3137478.720163 nChanged 109 SP:Iteration 31Q (532.317686 sec): 3 clusters Score: Raw -3141036.196904 + Penalty 3510.802537 = -3137525.394366 nChanged 110 SP:Iteration 32Q (532.432317 sec): 3 clusters Score: Raw -3141084.544940 + Penalty 3510.802537 = -3137573.742403 nChanged 102 SP:Iteration 33Q (532.550336 sec): 3 clusters Score: Raw -3141118.956415 + Penalty 3510.802537 = -3137608.153878 nChanged 78 SP:Iteration 34Q (532.664509 sec): 3 clusters Score: Raw -3141144.987553 + Penalty 3510.802537 = -3137634.185016 nChanged 69 SP:Iteration 35Q (532.765709 sec): 3 clusters Score: Raw -3141162.849850 + Penalty 3510.802537 = -3137652.047313 nChanged 50 SP:Iteration 36Q (532.892262 sec): 3 clusters Score: Raw -3141178.991366 + Penalty 3510.802537 = -3137668.188829 nChanged 57 SP:Iteration 37Q (533.002703 sec): 3 clusters Score: Raw -3141194.762291 + Penalty 3510.802537 = -3137683.959754 nChanged 47 SP:Iteration 38Q (533.113184 sec): 3 clusters Score: Raw -3141206.785268 + Penalty 3510.802537 = -3137695.982731 nChanged 41 SP:Iteration 39Q (533.227719 sec): 3 clusters Score: Raw -3141220.827779 + Penalty 3510.802537 = -3137710.025242 nChanged 39 SP:Iteration 40F (533.352933 sec): 3 clusters Score: Raw -3141232.794215 + Penalty 3510.802537 = -3137721.991678 nChanged 44 SP:Iteration 41Q (533.468255 sec): 3 clusters Score: Raw -3141245.538461 + Penalty 3510.802537 = -3137734.735924 nChanged 47 SP:Iteration 42Q (533.582740 sec): 3 clusters Score: Raw -3141260.093344 + Penalty 3510.802537 = -3137749.290807 nChanged 35 SP:Iteration 43Q (533.699148 sec): 3 clusters Score: Raw -3141272.166444 + Penalty 3510.802537 = -3137761.363906 nChanged 37 SP:Iteration 44Q (533.804521 sec): 3 clusters Score: Raw -3141282.157734 + Penalty 3510.802537 = -3137771.355196 nChanged 29 SP:Iteration 45Q (533.924739 sec): 3 clusters Score: Raw -3141288.857559 + Penalty 3510.802537 = -3137778.055022 nChanged 24 SP:Iteration 46Q (534.035457 sec): 3 clusters Score: Raw -3141292.460735 + Penalty 3510.802537 = -3137781.658197 nChanged 20 SP:Iteration 47Q (534.145328 sec): 3 clusters Score: Raw -3141295.846330 + Penalty 3510.802537 = -3137785.043792 nChanged 18 SP:Iteration 48Q (534.252535 sec): 3 clusters Score: Raw -3141298.814324 + Penalty 3510.802537 = -3137788.011787 nChanged 13 SP:Iteration 49Q (534.367433 sec): 3 clusters Score: Raw -3141300.619291 + Penalty 3510.802537 = -3137789.816753 nChanged 6 SP:Iteration 50Q (534.477900 sec): 3 clusters Score: Raw -3141301.500530 + Penalty 3510.802537 = -3137790.697993 nChanged 5 SP:Iteration 51Q (534.595088 sec): 3 clusters Score: Raw -3141302.374184 + Penalty 3510.802537 = -3137791.571647 nChanged 2 SP:Iteration 52Q (534.712000 sec): 3 clusters Score: Raw -3141303.283879 + Penalty 3510.802537 = -3137792.481342 nChanged 6 SP:Iteration 53Q (534.826306 sec): 3 clusters Score: Raw -3141304.391813 + Penalty 3510.802537 = -3137793.589275 nChanged 6 SP:Iteration 54Q (534.932980 sec): 3 clusters Score: Raw -3141305.335717 + Penalty 3510.802537 = -3137794.533180 nChanged 5 SP:Iteration 55Q (535.030164 sec): 3 clusters Score: Raw -3141306.082782 + Penalty 3510.802537 = -3137795.280245 nChanged 4 SP:Iteration 56Q (535.149419 sec): 3 clusters Score: Raw -3141306.466860 + Penalty 3510.802537 = -3137795.664323 nChanged 2 SP:Iteration 57Q (535.267192 sec): 3 clusters Score: Raw -3141306.944243 + Penalty 3510.802537 = -3137796.141706 nChanged 3 SP:Iteration 58Q (535.379155 sec): 3 clusters Score: Raw -3141307.578007 + Penalty 3510.802537 = -3137796.775470 nChanged 4 SP:Iteration 59Q (535.476356 sec): 3 clusters Score: Raw -3141308.662689 + Penalty 3510.802537 = -3137797.860152 nChanged 5 SP:Iteration 60F (535.599197 sec): 3 clusters Score: Raw -3141309.317384 + Penalty 3510.802537 = -3137798.514847 nChanged 5 SP:Iteration 61Q (535.709772 sec): 3 clusters Score: Raw -3141310.011676 + Penalty 3510.802537 = -3137799.209139 nChanged 3 SP:Iteration 62Q (535.832243 sec): 3 clusters Score: Raw -3141310.203678 + Penalty 3510.802537 = -3137799.401141 nChanged 1 SP:Iteration 63Q (535.931362 sec): 3 clusters Score: Raw -3141310.415116 + Penalty 3510.802537 = -3137799.612579 nChanged 0 SP:Iteration 64F (536.069748 sec): 3 clusters Score: Raw -3141310.415116 + Penalty 3510.802537 = -3137799.612579 nChanged 0 Trying to split cluster 15 (11541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (536.115770 sec): 2 clusters Score: Raw -775786.034045 + Penalty 1519.969944 = -774266.064101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (536.186971 sec): 3 clusters Score: Raw -769124.438402 + Penalty 3039.939887 = -766084.498514 nChanged 5048 SP:Iteration 1F (536.249094 sec): 3 clusters Score: Raw -771987.489718 + Penalty 3039.939887 = -768947.549831 nChanged 820 SP:Iteration 2F (536.315429 sec): 3 clusters Score: Raw -772416.301124 + Penalty 3039.939887 = -769376.361237 nChanged 708 SP:Iteration 3F (536.387446 sec): 3 clusters Score: Raw -772806.454984 + Penalty 3039.939887 = -769766.515096 nChanged 667 SP:Iteration 4F (536.442626 sec): 3 clusters Score: Raw -773202.972627 + Penalty 3039.939887 = -770163.032740 nChanged 607 SP:Iteration 5F (536.507711 sec): 3 clusters Score: Raw -773557.332852 + Penalty 3039.939887 = -770517.392964 nChanged 561 SP:Iteration 6Q (536.587546 sec): 3 clusters Score: Raw -773901.982242 + Penalty 3039.939887 = -770862.042354 nChanged 557 SP:Iteration 7Q (536.655571 sec): 3 clusters Score: Raw -774277.034624 + Penalty 3039.939887 = -771237.094737 nChanged 508 SP:Iteration 8Q (536.726581 sec): 3 clusters Score: Raw -774600.411989 + Penalty 3039.939887 = -771560.472102 nChanged 458 SP:Iteration 9Q (536.797104 sec): 3 clusters Score: Raw -774842.394499 + Penalty 3039.939887 = -771802.454612 nChanged 353 SP:Iteration 10Q (536.866340 sec): 3 clusters Score: Raw -774989.977830 + Penalty 3039.939887 = -771950.037943 nChanged 277 SP:Iteration 11Q (536.933486 sec): 3 clusters Score: Raw -775098.303926 + Penalty 3039.939887 = -772058.364039 nChanged 230 SP:Iteration 12Q (536.999059 sec): 3 clusters Score: Raw -775174.283382 + Penalty 3039.939887 = -772134.343495 nChanged 183 SP:Iteration 13Q (537.052867 sec): 3 clusters Score: Raw -775231.522718 + Penalty 3039.939887 = -772191.582831 nChanged 149 SP:Iteration 14Q (537.120938 sec): 3 clusters Score: Raw -775278.275243 + Penalty 3039.939887 = -772238.335355 nChanged 131 SP:Iteration 15Q (537.197378 sec): 3 clusters Score: Raw -775320.888432 + Penalty 3039.939887 = -772280.948545 nChanged 123 SP:Iteration 16Q (537.266128 sec): 3 clusters Score: Raw -775355.680572 + Penalty 3039.939887 = -772315.740685 nChanged 128 SP:Iteration 17Q (537.334336 sec): 3 clusters Score: Raw -775387.775015 + Penalty 3039.939887 = -772347.835128 nChanged 117 SP:Iteration 18Q (537.391374 sec): 3 clusters Score: Raw -775416.319910 + Penalty 3039.939887 = -772376.380023 nChanged 99 SP:Iteration 19Q (537.472809 sec): 3 clusters Score: Raw -775442.374493 + Penalty 3039.939887 = -772402.434606 nChanged 103 SP:Iteration 20F (537.534307 sec): 3 clusters Score: Raw -775473.206704 + Penalty 3039.939887 = -772433.266816 nChanged 117 SP:Iteration 21Q (537.601196 sec): 3 clusters Score: Raw -775509.146708 + Penalty 3039.939887 = -772469.206821 nChanged 125 SP:Iteration 22Q (537.660066 sec): 3 clusters Score: Raw -775542.144284 + Penalty 3039.939887 = -772502.204397 nChanged 107 SP:Iteration 23Q (537.730879 sec): 3 clusters Score: Raw -775567.462598 + Penalty 3039.939887 = -772527.522711 nChanged 106 SP:Iteration 24Q (537.797544 sec): 3 clusters Score: Raw -775597.469755 + Penalty 3039.939887 = -772557.529868 nChanged 111 SP:Iteration 25Q (537.862166 sec): 3 clusters Score: Raw -775628.231002 + Penalty 3039.939887 = -772588.291115 nChanged 104 SP:Iteration 26Q (537.916572 sec): 3 clusters Score: Raw -775657.843193 + Penalty 3039.939887 = -772617.903306 nChanged 115 SP:Iteration 27Q (537.994433 sec): 3 clusters Score: Raw -775692.608317 + Penalty 3039.939887 = -772652.668430 nChanged 127 SP:Iteration 28Q (538.063335 sec): 3 clusters Score: Raw -775728.005333 + Penalty 3039.939887 = -772688.065446 nChanged 121 SP:Iteration 29Q (538.125875 sec): 3 clusters Score: Raw -775761.412405 + Penalty 3039.939887 = -772721.472518 nChanged 99 SP:Iteration 30Q (538.195773 sec): 3 clusters Score: Raw -775785.826053 + Penalty 3039.939887 = -772745.886166 nChanged 89 SP:Iteration 31Q (538.263885 sec): 3 clusters Score: Raw -775807.540875 + Penalty 3039.939887 = -772767.600988 nChanged 84 SP:Iteration 32Q (538.333679 sec): 3 clusters Score: Raw -775827.466649 + Penalty 3039.939887 = -772787.526761 nChanged 75 SP:Iteration 33Q (538.401211 sec): 3 clusters Score: Raw -775843.925220 + Penalty 3039.939887 = -772803.985333 nChanged 69 SP:Iteration 34Q (538.455164 sec): 3 clusters Score: Raw -775857.485365 + Penalty 3039.939887 = -772817.545477 nChanged 59 SP:Iteration 35Q (538.533343 sec): 3 clusters Score: Raw -775867.775801 + Penalty 3039.939887 = -772827.835914 nChanged 44 SP:Iteration 36Q (538.601321 sec): 3 clusters Score: Raw -775878.149630 + Penalty 3039.939887 = -772838.209742 nChanged 64 SP:Iteration 37Q (538.659395 sec): 3 clusters Score: Raw -775891.913586 + Penalty 3039.939887 = -772851.973698 nChanged 55 SP:Iteration 38Q (538.724984 sec): 3 clusters Score: Raw -775902.327932 + Penalty 3039.939887 = -772862.388045 nChanged 57 SP:Iteration 39Q (538.781634 sec): 3 clusters Score: Raw -775913.109748 + Penalty 3039.939887 = -772873.169861 nChanged 53 SP:Iteration 40F (538.845637 sec): 3 clusters Score: Raw -775920.333079 + Penalty 3039.939887 = -772880.393191 nChanged 43 SP:Iteration 41Q (538.912639 sec): 3 clusters Score: Raw -775926.639599 + Penalty 3039.939887 = -772886.699712 nChanged 36 SP:Iteration 42Q (538.984218 sec): 3 clusters Score: Raw -775931.138381 + Penalty 3039.939887 = -772891.198494 nChanged 31 SP:Iteration 43Q (539.049002 sec): 3 clusters Score: Raw -775935.042694 + Penalty 3039.939887 = -772895.102807 nChanged 30 SP:Iteration 44Q (539.114296 sec): 3 clusters Score: Raw -775938.911069 + Penalty 3039.939887 = -772898.971182 nChanged 23 SP:Iteration 45Q (539.179324 sec): 3 clusters Score: Raw -775941.883636 + Penalty 3039.939887 = -772901.943749 nChanged 14 SP:Iteration 46Q (539.238926 sec): 3 clusters Score: Raw -775943.414976 + Penalty 3039.939887 = -772903.475089 nChanged 19 SP:Iteration 47Q (539.312215 sec): 3 clusters Score: Raw -775945.530738 + Penalty 3039.939887 = -772905.590851 nChanged 19 SP:Iteration 48Q (539.376873 sec): 3 clusters Score: Raw -775947.481930 + Penalty 3039.939887 = -772907.542043 nChanged 15 SP:Iteration 49Q (539.432130 sec): 3 clusters Score: Raw -775949.198458 + Penalty 3039.939887 = -772909.258570 nChanged 16 SP:Iteration 50Q (539.495947 sec): 3 clusters Score: Raw -775950.759496 + Penalty 3039.939887 = -772910.819608 nChanged 14 SP:Iteration 51Q (539.572655 sec): 3 clusters Score: Raw -775952.634076 + Penalty 3039.939887 = -772912.694189 nChanged 5 SP:Iteration 52Q (539.640800 sec): 3 clusters Score: Raw -775953.024165 + Penalty 3039.939887 = -772913.084278 nChanged 6 SP:Iteration 53Q (539.704678 sec): 3 clusters Score: Raw -775953.629537 + Penalty 3039.939887 = -772913.689650 nChanged 5 SP:Iteration 54Q (539.761104 sec): 3 clusters Score: Raw -775953.946918 + Penalty 3039.939887 = -772914.007030 nChanged 2 SP:Iteration 55Q (539.837885 sec): 3 clusters Score: Raw -775954.050750 + Penalty 3039.939887 = -772914.110863 nChanged 2 SP:Iteration 56Q (539.892477 sec): 3 clusters Score: Raw -775954.169266 + Penalty 3039.939887 = -772914.229379 nChanged 1 SP:Iteration 57Q (539.964564 sec): 3 clusters Score: Raw -775954.365303 + Penalty 3039.939887 = -772914.425416 nChanged 4 SP:Iteration 58Q (540.022189 sec): 3 clusters Score: Raw -775954.728916 + Penalty 3039.939887 = -772914.789029 nChanged 5 SP:Iteration 59Q (540.083790 sec): 3 clusters Score: Raw -775955.251641 + Penalty 3039.939887 = -772915.311753 nChanged 9 SP:Iteration 60F (540.154178 sec): 3 clusters Score: Raw -775955.934246 + Penalty 3039.939887 = -772915.994359 nChanged 9 SP:Iteration 61Q (540.225511 sec): 3 clusters Score: Raw -775956.643378 + Penalty 3039.939887 = -772916.703491 nChanged 5 SP:Iteration 62Q (540.288819 sec): 3 clusters Score: Raw -775957.013352 + Penalty 3039.939887 = -772917.073465 nChanged 6 SP:Iteration 63Q (540.349161 sec): 3 clusters Score: Raw -775957.560272 + Penalty 3039.939887 = -772917.620385 nChanged 8 SP:Iteration 64Q (540.412134 sec): 3 clusters Score: Raw -775958.139469 + Penalty 3039.939887 = -772918.199581 nChanged 4 SP:Iteration 65Q (540.486761 sec): 3 clusters Score: Raw -775958.428227 + Penalty 3039.939887 = -772918.488340 nChanged 4 SP:Iteration 66Q (540.553519 sec): 3 clusters Score: Raw -775958.764326 + Penalty 3039.939887 = -772918.824439 nChanged 6 SP:Iteration 67Q (540.619386 sec): 3 clusters Score: Raw -775959.249786 + Penalty 3039.939887 = -772919.309899 nChanged 2 SP:Iteration 68Q (540.689160 sec): 3 clusters Score: Raw -775959.412591 + Penalty 3039.939887 = -772919.472704 nChanged 2 SP:Iteration 69Q (540.753184 sec): 3 clusters Score: Raw -775959.594144 + Penalty 3039.939887 = -772919.654257 nChanged 2 SP:Iteration 70Q (540.809749 sec): 3 clusters Score: Raw -775959.941839 + Penalty 3039.939887 = -772920.001952 nChanged 5 SP:Iteration 71Q (540.879662 sec): 3 clusters Score: Raw -775960.646151 + Penalty 3039.939887 = -772920.706264 nChanged 4 SP:Iteration 72Q (540.939652 sec): 3 clusters Score: Raw -775960.945138 + Penalty 3039.939887 = -772921.005251 nChanged 3 SP:Iteration 73Q (541.009193 sec): 3 clusters Score: Raw -775961.321270 + Penalty 3039.939887 = -772921.381382 nChanged 8 SP:Iteration 74Q (541.068371 sec): 3 clusters Score: Raw -775962.304107 + Penalty 3039.939887 = -772922.364220 nChanged 7 SP:Iteration 75Q (541.141047 sec): 3 clusters Score: Raw -775963.259040 + Penalty 3039.939887 = -772923.319153 nChanged 11 SP:Iteration 76Q (541.206203 sec): 3 clusters Score: Raw -775964.598422 + Penalty 3039.939887 = -772924.658535 nChanged 7 SP:Iteration 77Q (541.275167 sec): 3 clusters Score: Raw -775965.044263 + Penalty 3039.939887 = -772925.104376 nChanged 3 SP:Iteration 78Q (541.344756 sec): 3 clusters Score: Raw -775965.303035 + Penalty 3039.939887 = -772925.363147 nChanged 5 SP:Iteration 79Q (541.401782 sec): 3 clusters Score: Raw -775965.798711 + Penalty 3039.939887 = -772925.858824 nChanged 4 SP:Iteration 80F (541.479714 sec): 3 clusters Score: Raw -775966.001889 + Penalty 3039.939887 = -772926.062002 nChanged 4 SP:Iteration 81Q (541.550507 sec): 3 clusters Score: Raw -775966.341467 + Penalty 3039.939887 = -772926.401580 nChanged 7 SP:Iteration 82Q (541.606060 sec): 3 clusters Score: Raw -775967.071239 + Penalty 3039.939887 = -772927.131352 nChanged 5 SP:Iteration 83Q (541.678969 sec): 3 clusters Score: Raw -775967.627769 + Penalty 3039.939887 = -772927.687881 nChanged 6 SP:Iteration 84Q (541.744813 sec): 3 clusters Score: Raw -775968.455436 + Penalty 3039.939887 = -772928.515549 nChanged 8 SP:Iteration 85Q (541.814902 sec): 3 clusters Score: Raw -775969.319650 + Penalty 3039.939887 = -772929.379763 nChanged 7 SP:Iteration 86Q (541.888790 sec): 3 clusters Score: Raw -775969.738384 + Penalty 3039.939887 = -772929.798497 nChanged 4 SP:Iteration 87Q (541.951348 sec): 3 clusters Score: Raw -775970.025125 + Penalty 3039.939887 = -772930.085238 nChanged 5 SP:Iteration 88Q (542.012355 sec): 3 clusters Score: Raw -775970.349049 + Penalty 3039.939887 = -772930.409162 nChanged 4 SP:Iteration 89Q (542.080997 sec): 3 clusters Score: Raw -775970.584941 + Penalty 3039.939887 = -772930.645053 nChanged 3 SP:Iteration 90Q (542.159106 sec): 3 clusters Score: Raw -775970.879486 + Penalty 3039.939887 = -772930.939599 nChanged 4 SP:Iteration 91Q (542.227127 sec): 3 clusters Score: Raw -775971.205328 + Penalty 3039.939887 = -772931.265440 nChanged 5 SP:Iteration 92Q (542.298648 sec): 3 clusters Score: Raw -775971.528891 + Penalty 3039.939887 = -772931.589004 nChanged 4 SP:Iteration 93Q (542.366693 sec): 3 clusters Score: Raw -775971.812171 + Penalty 3039.939887 = -772931.872283 nChanged 4 SP:Iteration 94Q (542.438199 sec): 3 clusters Score: Raw -775972.112825 + Penalty 3039.939887 = -772932.172938 nChanged 2 SP:Iteration 95Q (542.506679 sec): 3 clusters Score: Raw -775972.236445 + Penalty 3039.939887 = -772932.296558 nChanged 1 SP:Iteration 96Q (542.574554 sec): 3 clusters Score: Raw -775972.315007 + Penalty 3039.939887 = -772932.375120 nChanged 1 SP:Iteration 97Q (542.637781 sec): 3 clusters Score: Raw -775972.353024 + Penalty 3039.939887 = -772932.413137 nChanged 0 SP:Iteration 98F (542.707733 sec): 3 clusters Score: Raw -775972.353024 + Penalty 3039.939887 = -772932.413137 nChanged 0 Trying to split cluster 16 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (542.734594 sec): 2 clusters Score: Raw -17374.578266 + Penalty 959.621300 = -16414.956966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (542.784126 sec): 3 clusters Score: Raw -17393.749732 + Penalty 1919.242601 = -15474.507131 nChanged 85 SP:Iteration 1F (542.831399 sec): 3 clusters Score: Raw -17591.757862 + Penalty 1919.242601 = -15672.515261 nChanged 27 SP:Iteration 2F (542.878234 sec): 3 clusters Score: Raw -17688.657712 + Penalty 1919.242601 = -15769.415111 nChanged 14 SP:Iteration 3Q (542.929132 sec): 3 clusters Score: Raw -17720.442320 + Penalty 1919.242601 = -15801.199719 nChanged 9 SP:Iteration 4Q (542.968629 sec): 3 clusters Score: Raw -17743.986649 + Penalty 1919.242601 = -15824.744048 nChanged 7 SP:Iteration 5Q (543.017824 sec): 3 clusters Score: Raw -17757.089675 + Penalty 1919.242601 = -15837.847075 nChanged 4 SP:Iteration 6Q (543.075139 sec): 3 clusters Score: Raw -17764.143769 + Penalty 1919.242601 = -15844.901168 nChanged 2 SP:Iteration 7Q (543.117904 sec): 3 clusters Score: Raw -17768.352700 + Penalty 1919.242601 = -15849.110099 nChanged 2 SP:Iteration 8Q (543.172787 sec): 3 clusters Score: Raw -17771.788339 + Penalty 1919.242601 = -15852.545739 nChanged 2 SP:Iteration 9Q (543.218245 sec): 3 clusters Score: Raw -17774.414664 + Penalty 1919.242601 = -15855.172064 nChanged 0 SP:Iteration 10F (543.261944 sec): 3 clusters Score: Raw -17774.414664 + Penalty 1919.242601 = -15855.172064 nChanged 0 Trying to split cluster 17 (7824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (543.298410 sec): 2 clusters Score: Raw -467920.797128 + Penalty 1456.804572 = -466463.992557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (543.359305 sec): 3 clusters Score: Raw -463614.337643 + Penalty 2913.609144 = -460700.728499 nChanged 3326 SP:Iteration 1F (543.425335 sec): 3 clusters Score: Raw -465469.830485 + Penalty 2913.609144 = -462556.221341 nChanged 605 SP:Iteration 2F (543.484028 sec): 3 clusters Score: Raw -465953.228658 + Penalty 2913.609144 = -463039.619514 nChanged 650 SP:Iteration 3F (543.547508 sec): 3 clusters Score: Raw -466561.090845 + Penalty 2913.609144 = -463647.481701 nChanged 694 SP:Iteration 4F (543.601294 sec): 3 clusters Score: Raw -467246.413702 + Penalty 2913.609144 = -464332.804559 nChanged 633 SP:Iteration 5F (543.667310 sec): 3 clusters Score: Raw -467920.907424 + Penalty 2913.609144 = -465007.298280 nChanged 515 SP:Iteration 6F (543.732332 sec): 3 clusters Score: Raw -468466.854143 + Penalty 2913.609144 = -465553.244999 nChanged 370 SP:Iteration 7Q (543.790152 sec): 3 clusters Score: Raw -468800.883050 + Penalty 2913.609144 = -465887.273906 nChanged 211 SP:Iteration 8Q (543.854670 sec): 3 clusters Score: Raw -468944.608085 + Penalty 2913.609144 = -466030.998941 nChanged 118 SP:Iteration 9Q (543.906264 sec): 3 clusters Score: Raw -469004.895745 + Penalty 2913.609144 = -466091.286601 nChanged 70 SP:Iteration 10Q (543.976978 sec): 3 clusters Score: Raw -469039.675762 + Penalty 2913.609144 = -466126.066618 nChanged 48 SP:Iteration 11Q (544.034841 sec): 3 clusters Score: Raw -469059.002843 + Penalty 2913.609144 = -466145.393699 nChanged 29 SP:Iteration 12Q (544.090400 sec): 3 clusters Score: Raw -469070.245958 + Penalty 2913.609144 = -466156.636814 nChanged 25 SP:Iteration 13Q (544.137949 sec): 3 clusters Score: Raw -469080.563917 + Penalty 2913.609144 = -466166.954774 nChanged 20 SP:Iteration 14Q (544.204207 sec): 3 clusters Score: Raw -469088.286594 + Penalty 2913.609144 = -466174.677450 nChanged 15 SP:Iteration 15Q (544.270506 sec): 3 clusters Score: Raw -469094.467896 + Penalty 2913.609144 = -466180.858752 nChanged 11 SP:Iteration 16Q (544.329285 sec): 3 clusters Score: Raw -469098.537962 + Penalty 2913.609144 = -466184.928818 nChanged 12 SP:Iteration 17Q (544.395000 sec): 3 clusters Score: Raw -469101.371274 + Penalty 2913.609144 = -466187.762130 nChanged 10 SP:Iteration 18Q (544.453700 sec): 3 clusters Score: Raw -469104.189949 + Penalty 2913.609144 = -466190.580805 nChanged 7 SP:Iteration 19Q (544.512714 sec): 3 clusters Score: Raw -469106.064033 + Penalty 2913.609144 = -466192.454890 nChanged 3 SP:Iteration 20F (544.571401 sec): 3 clusters Score: Raw -469107.289262 + Penalty 2913.609144 = -466193.680118 nChanged 3 SP:Iteration 21Q (544.623899 sec): 3 clusters Score: Raw -469108.060908 + Penalty 2913.609144 = -466194.451764 nChanged 0 SP:Iteration 22F (544.690874 sec): 3 clusters Score: Raw -469108.060908 + Penalty 2913.609144 = -466194.451764 nChanged 0 Trying to split cluster 18 (3474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (544.724474 sec): 2 clusters Score: Raw -208204.922267 + Penalty 1324.872566 = -206880.049701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (544.776631 sec): 3 clusters Score: Raw -206552.796929 + Penalty 2649.745133 = -203903.051796 nChanged 1322 SP:Iteration 1F (544.827036 sec): 3 clusters Score: Raw -207472.829788 + Penalty 2649.745133 = -204823.084655 nChanged 295 SP:Iteration 2F (544.867112 sec): 3 clusters Score: Raw -207740.542796 + Penalty 2649.745133 = -205090.797664 nChanged 246 SP:Iteration 3F (544.926098 sec): 3 clusters Score: Raw -207958.281793 + Penalty 2649.745133 = -205308.536661 nChanged 203 SP:Iteration 4F (544.976902 sec): 3 clusters Score: Raw -208147.631585 + Penalty 2649.745133 = -205497.886452 nChanged 160 SP:Iteration 5Q (545.024713 sec): 3 clusters Score: Raw -208288.271891 + Penalty 2649.745133 = -205638.526758 nChanged 148 SP:Iteration 6Q (545.088769 sec): 3 clusters Score: Raw -208407.498649 + Penalty 2649.745133 = -205757.753517 nChanged 127 SP:Iteration 7Q (545.145036 sec): 3 clusters Score: Raw -208473.220380 + Penalty 2649.745133 = -205823.475248 nChanged 70 SP:Iteration 8Q (545.189294 sec): 3 clusters Score: Raw -208507.348549 + Penalty 2649.745133 = -205857.603416 nChanged 57 SP:Iteration 9Q (545.248086 sec): 3 clusters Score: Raw -208534.576346 + Penalty 2649.745133 = -205884.831213 nChanged 39 SP:Iteration 10Q (545.296156 sec): 3 clusters Score: Raw -208546.749836 + Penalty 2649.745133 = -205897.004704 nChanged 22 SP:Iteration 11Q (545.353229 sec): 3 clusters Score: Raw -208554.918755 + Penalty 2649.745133 = -205905.173622 nChanged 19 SP:Iteration 12Q (545.402610 sec): 3 clusters Score: Raw -208561.069927 + Penalty 2649.745133 = -205911.324794 nChanged 23 SP:Iteration 13Q (545.456299 sec): 3 clusters Score: Raw -208571.077157 + Penalty 2649.745133 = -205921.332024 nChanged 23 SP:Iteration 14Q (545.501571 sec): 3 clusters Score: Raw -208581.137833 + Penalty 2649.745133 = -205931.392701 nChanged 26 SP:Iteration 15Q (545.562549 sec): 3 clusters Score: Raw -208590.102071 + Penalty 2649.745133 = -205940.356938 nChanged 24 SP:Iteration 16Q (545.607400 sec): 3 clusters Score: Raw -208599.635221 + Penalty 2649.745133 = -205949.890088 nChanged 26 SP:Iteration 17Q (545.660628 sec): 3 clusters Score: Raw -208610.836979 + Penalty 2649.745133 = -205961.091846 nChanged 26 SP:Iteration 18Q (545.717290 sec): 3 clusters Score: Raw -208622.821077 + Penalty 2649.745133 = -205973.075945 nChanged 32 SP:Iteration 19Q (545.765051 sec): 3 clusters Score: Raw -208641.936376 + Penalty 2649.745133 = -205992.191243 nChanged 38 SP:Iteration 20F (545.825275 sec): 3 clusters Score: Raw -208661.211836 + Penalty 2649.745133 = -206011.466703 nChanged 28 SP:Iteration 21Q (545.874959 sec): 3 clusters Score: Raw -208672.261206 + Penalty 2649.745133 = -206022.516073 nChanged 27 SP:Iteration 22Q (545.925235 sec): 3 clusters Score: Raw -208684.086587 + Penalty 2649.745133 = -206034.341454 nChanged 21 SP:Iteration 23Q (545.978721 sec): 3 clusters Score: Raw -208692.865930 + Penalty 2649.745133 = -206043.120797 nChanged 21 SP:Iteration 24Q (546.032214 sec): 3 clusters Score: Raw -208698.904741 + Penalty 2649.745133 = -206049.159608 nChanged 18 SP:Iteration 25Q (546.090600 sec): 3 clusters Score: Raw -208703.131190 + Penalty 2649.745133 = -206053.386057 nChanged 15 SP:Iteration 26Q (546.134598 sec): 3 clusters Score: Raw -208711.763671 + Penalty 2649.745133 = -206062.018539 nChanged 27 SP:Iteration 27Q (546.187341 sec): 3 clusters Score: Raw -208723.071234 + Penalty 2649.745133 = -206073.326101 nChanged 18 SP:Iteration 28Q (546.247988 sec): 3 clusters Score: Raw -208730.052701 + Penalty 2649.745133 = -206080.307568 nChanged 27 SP:Iteration 29Q (546.298959 sec): 3 clusters Score: Raw -208748.813181 + Penalty 2649.745133 = -206099.068049 nChanged 36 SP:Iteration 30Q (546.347695 sec): 3 clusters Score: Raw -208767.964937 + Penalty 2649.745133 = -206118.219805 nChanged 35 SP:Iteration 31Q (546.394705 sec): 3 clusters Score: Raw -208787.901487 + Penalty 2649.745133 = -206138.156354 nChanged 31 SP:Iteration 32Q (546.446682 sec): 3 clusters Score: Raw -208799.761568 + Penalty 2649.745133 = -206150.016435 nChanged 21 SP:Iteration 33Q (546.504729 sec): 3 clusters Score: Raw -208807.430145 + Penalty 2649.745133 = -206157.685012 nChanged 14 SP:Iteration 34Q (546.550562 sec): 3 clusters Score: Raw -208812.500510 + Penalty 2649.745133 = -206162.755378 nChanged 9 SP:Iteration 35Q (546.608734 sec): 3 clusters Score: Raw -208814.393571 + Penalty 2649.745133 = -206164.648438 nChanged 2 SP:Iteration 36Q (546.668838 sec): 3 clusters Score: Raw -208815.463315 + Penalty 2649.745133 = -206165.718182 nChanged 2 SP:Iteration 37Q (546.710950 sec): 3 clusters Score: Raw -208816.446725 + Penalty 2649.745133 = -206166.701593 nChanged 2 SP:Iteration 38Q (546.761709 sec): 3 clusters Score: Raw -208816.742856 + Penalty 2649.745133 = -206166.997723 nChanged 0 SP:Iteration 39F (546.816754 sec): 3 clusters Score: Raw -208816.742856 + Penalty 2649.745133 = -206166.997723 nChanged 0 Trying to split cluster 19 (3543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (546.861232 sec): 2 clusters Score: Raw -193718.525021 + Penalty 1328.068480 = -192390.456542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (546.904203 sec): 3 clusters Score: Raw -192051.844708 + Penalty 2656.136959 = -189395.707749 nChanged 1417 SP:Iteration 1F (546.966645 sec): 3 clusters Score: Raw -193075.688208 + Penalty 2656.136959 = -190419.551249 nChanged 333 SP:Iteration 2F (547.026503 sec): 3 clusters Score: Raw -193382.320492 + Penalty 2656.136959 = -190726.183533 nChanged 258 SP:Iteration 3F (547.065363 sec): 3 clusters Score: Raw -193632.307536 + Penalty 2656.136959 = -190976.170577 nChanged 191 SP:Iteration 4F (547.130630 sec): 3 clusters Score: Raw -193782.369534 + Penalty 2656.136959 = -191126.232575 nChanged 147 SP:Iteration 5Q (547.189561 sec): 3 clusters Score: Raw -193888.749926 + Penalty 2656.136959 = -191232.612967 nChanged 113 SP:Iteration 6Q (547.245885 sec): 3 clusters Score: Raw -193981.849540 + Penalty 2656.136959 = -191325.712581 nChanged 109 SP:Iteration 7Q (547.296733 sec): 3 clusters Score: Raw -194094.292658 + Penalty 2656.136959 = -191438.155698 nChanged 132 SP:Iteration 8Q (547.352933 sec): 3 clusters Score: Raw -194236.640488 + Penalty 2656.136959 = -191580.503529 nChanged 111 SP:Iteration 9Q (547.399691 sec): 3 clusters Score: Raw -194334.297192 + Penalty 2656.136959 = -191678.160233 nChanged 102 SP:Iteration 10Q (547.454773 sec): 3 clusters Score: Raw -194405.074384 + Penalty 2656.136959 = -191748.937425 nChanged 84 SP:Iteration 11Q (547.513434 sec): 3 clusters Score: Raw -194469.952144 + Penalty 2656.136959 = -191813.815185 nChanged 79 SP:Iteration 12Q (547.564866 sec): 3 clusters Score: Raw -194530.302937 + Penalty 2656.136959 = -191874.165978 nChanged 75 SP:Iteration 13Q (547.607618 sec): 3 clusters Score: Raw -194576.853477 + Penalty 2656.136959 = -191920.716517 nChanged 66 SP:Iteration 14Q (547.667910 sec): 3 clusters Score: Raw -194626.121811 + Penalty 2656.136959 = -191969.984852 nChanged 58 SP:Iteration 15Q (547.717350 sec): 3 clusters Score: Raw -194659.411933 + Penalty 2656.136959 = -192003.274974 nChanged 57 SP:Iteration 16Q (547.764834 sec): 3 clusters Score: Raw -194699.504545 + Penalty 2656.136959 = -192043.367585 nChanged 52 SP:Iteration 17Q (547.812118 sec): 3 clusters Score: Raw -194735.730275 + Penalty 2656.136959 = -192079.593316 nChanged 51 SP:Iteration 18Q (547.864187 sec): 3 clusters Score: Raw -194765.714396 + Penalty 2656.136959 = -192109.577436 nChanged 33 SP:Iteration 19Q (547.927757 sec): 3 clusters Score: Raw -194780.829012 + Penalty 2656.136959 = -192124.692053 nChanged 20 SP:Iteration 20F (547.979615 sec): 3 clusters Score: Raw -194787.859718 + Penalty 2656.136959 = -192131.722759 nChanged 16 SP:Iteration 21Q (548.028721 sec): 3 clusters Score: Raw -194793.054946 + Penalty 2656.136959 = -192136.917987 nChanged 16 SP:Iteration 22Q (548.069607 sec): 3 clusters Score: Raw -194799.336820 + Penalty 2656.136959 = -192143.199861 nChanged 16 SP:Iteration 23Q (548.122055 sec): 3 clusters Score: Raw -194805.353770 + Penalty 2656.136959 = -192149.216811 nChanged 12 SP:Iteration 24Q (548.179183 sec): 3 clusters Score: Raw -194810.043236 + Penalty 2656.136959 = -192153.906277 nChanged 10 SP:Iteration 25Q (548.225206 sec): 3 clusters Score: Raw -194812.841056 + Penalty 2656.136959 = -192156.704097 nChanged 9 SP:Iteration 26Q (548.281243 sec): 3 clusters Score: Raw -194816.087606 + Penalty 2656.136959 = -192159.950646 nChanged 7 SP:Iteration 27Q (548.338622 sec): 3 clusters Score: Raw -194817.887194 + Penalty 2656.136959 = -192161.750235 nChanged 3 SP:Iteration 28Q (548.392148 sec): 3 clusters Score: Raw -194819.051821 + Penalty 2656.136959 = -192162.914862 nChanged 2 SP:Iteration 29Q (548.431506 sec): 3 clusters Score: Raw -194819.739435 + Penalty 2656.136959 = -192163.602476 nChanged 4 SP:Iteration 30Q (548.488838 sec): 3 clusters Score: Raw -194821.038766 + Penalty 2656.136959 = -192164.901806 nChanged 5 SP:Iteration 31Q (548.530673 sec): 3 clusters Score: Raw -194822.268733 + Penalty 2656.136959 = -192166.131774 nChanged 3 SP:Iteration 32Q (548.589903 sec): 3 clusters Score: Raw -194823.013242 + Penalty 2656.136959 = -192166.876283 nChanged 2 SP:Iteration 33Q (548.638877 sec): 3 clusters Score: Raw -194823.301199 + Penalty 2656.136959 = -192167.164239 nChanged 1 SP:Iteration 34Q (548.687945 sec): 3 clusters Score: Raw -194823.400588 + Penalty 2656.136959 = -192167.263629 nChanged 0 SP:Iteration 35F (548.728077 sec): 3 clusters Score: Raw -194823.400588 + Penalty 2656.136959 = -192167.263629 nChanged 0 Trying to split cluster 20 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (548.750423 sec): 2 clusters Score: Raw -25068.994652 + Penalty 969.914978 = -24099.079674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (548.800627 sec): 3 clusters Score: Raw -25058.040155 + Penalty 1939.829957 = -23118.210198 nChanged 73 SP:Iteration 1F (548.858021 sec): 3 clusters Score: Raw -25181.902760 + Penalty 1939.829957 = -23242.072803 nChanged 14 SP:Iteration 2Q (548.896170 sec): 3 clusters Score: Raw -25203.837881 + Penalty 1939.829957 = -23264.007924 nChanged 3 SP:Iteration 3Q (548.950670 sec): 3 clusters Score: Raw -25210.882421 + Penalty 1939.829957 = -23271.052464 nChanged 5 SP:Iteration 4Q (548.994111 sec): 3 clusters Score: Raw -25219.193549 + Penalty 1939.829957 = -23279.363592 nChanged 1 SP:Iteration 5Q (549.046848 sec): 3 clusters Score: Raw -25220.240486 + Penalty 1939.829957 = -23280.410529 nChanged 0 SP:Iteration 6F (549.104112 sec): 3 clusters Score: Raw -25220.240486 + Penalty 1939.829957 = -23280.410529 nChanged 0 Trying to split cluster 21 (4419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (549.136413 sec): 2 clusters Score: Raw -292381.387815 + Penalty 1363.971165 = -291017.416650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (549.187536 sec): 3 clusters Score: Raw -290091.806823 + Penalty 2727.942329 = -287363.864494 nChanged 1767 SP:Iteration 1F (549.245191 sec): 3 clusters Score: Raw -291029.799116 + Penalty 2727.942329 = -288301.856787 nChanged 291 SP:Iteration 2F (549.288643 sec): 3 clusters Score: Raw -291198.017298 + Penalty 2727.942329 = -288470.074969 nChanged 238 SP:Iteration 3F (549.343548 sec): 3 clusters Score: Raw -291326.471512 + Penalty 2727.942329 = -288598.529183 nChanged 201 SP:Iteration 4Q (549.399972 sec): 3 clusters Score: Raw -291418.673752 + Penalty 2727.942329 = -288690.731423 nChanged 156 SP:Iteration 5Q (549.450728 sec): 3 clusters Score: Raw -291483.149933 + Penalty 2727.942329 = -288755.207603 nChanged 106 SP:Iteration 6Q (549.505651 sec): 3 clusters Score: Raw -291523.222953 + Penalty 2727.942329 = -288795.280624 nChanged 83 SP:Iteration 7Q (549.562375 sec): 3 clusters Score: Raw -291558.382279 + Penalty 2727.942329 = -288830.439950 nChanged 90 SP:Iteration 8Q (549.623863 sec): 3 clusters Score: Raw -291595.392763 + Penalty 2727.942329 = -288867.450434 nChanged 92 SP:Iteration 9Q (549.670410 sec): 3 clusters Score: Raw -291629.629041 + Penalty 2727.942329 = -288901.686712 nChanged 88 SP:Iteration 10Q (549.733475 sec): 3 clusters Score: Raw -291662.012147 + Penalty 2727.942329 = -288934.069818 nChanged 63 SP:Iteration 11Q (549.789990 sec): 3 clusters Score: Raw -291687.439016 + Penalty 2727.942329 = -288959.496686 nChanged 87 SP:Iteration 12Q (549.835683 sec): 3 clusters Score: Raw -291725.057340 + Penalty 2727.942329 = -288997.115011 nChanged 79 SP:Iteration 13Q (549.891317 sec): 3 clusters Score: Raw -291761.695572 + Penalty 2727.942329 = -289033.753243 nChanged 81 SP:Iteration 14Q (549.956109 sec): 3 clusters Score: Raw -291802.029623 + Penalty 2727.942329 = -289074.087294 nChanged 83 SP:Iteration 15Q (550.012095 sec): 3 clusters Score: Raw -291840.206358 + Penalty 2727.942329 = -289112.264029 nChanged 106 SP:Iteration 16Q (550.064475 sec): 3 clusters Score: Raw -291891.979264 + Penalty 2727.942329 = -289164.036935 nChanged 97 SP:Iteration 17Q (550.106968 sec): 3 clusters Score: Raw -291941.836082 + Penalty 2727.942329 = -289213.893753 nChanged 104 SP:Iteration 18Q (550.172863 sec): 3 clusters Score: Raw -292002.416484 + Penalty 2727.942329 = -289274.474155 nChanged 107 SP:Iteration 19Q (550.230859 sec): 3 clusters Score: Raw -292073.469447 + Penalty 2727.942329 = -289345.527117 nChanged 115 SP:Iteration 20F (550.287266 sec): 3 clusters Score: Raw -292145.264094 + Penalty 2727.942329 = -289417.321765 nChanged 102 SP:Iteration 21Q (550.342663 sec): 3 clusters Score: Raw -292208.800329 + Penalty 2727.942329 = -289480.858000 nChanged 90 SP:Iteration 22Q (550.398667 sec): 3 clusters Score: Raw -292265.456139 + Penalty 2727.942329 = -289537.513810 nChanged 79 SP:Iteration 23Q (550.444139 sec): 3 clusters Score: Raw -292317.832644 + Penalty 2727.942329 = -289589.890315 nChanged 72 SP:Iteration 24Q (550.501241 sec): 3 clusters Score: Raw -292366.602713 + Penalty 2727.942329 = -289638.660384 nChanged 62 SP:Iteration 25Q (550.554549 sec): 3 clusters Score: Raw -292406.559129 + Penalty 2727.942329 = -289678.616800 nChanged 51 SP:Iteration 26Q (550.621476 sec): 3 clusters Score: Raw -292439.931417 + Penalty 2727.942329 = -289711.989088 nChanged 48 SP:Iteration 27Q (550.672648 sec): 3 clusters Score: Raw -292471.031348 + Penalty 2727.942329 = -289743.089018 nChanged 42 SP:Iteration 28Q (550.732455 sec): 3 clusters Score: Raw -292506.266445 + Penalty 2727.942329 = -289778.324116 nChanged 31 SP:Iteration 29Q (550.790457 sec): 3 clusters Score: Raw -292533.066136 + Penalty 2727.942329 = -289805.123807 nChanged 26 SP:Iteration 30Q (550.846097 sec): 3 clusters Score: Raw -292556.010052 + Penalty 2727.942329 = -289828.067723 nChanged 25 SP:Iteration 31Q (550.893166 sec): 3 clusters Score: Raw -292579.636770 + Penalty 2727.942329 = -289851.694441 nChanged 17 SP:Iteration 32Q (550.953664 sec): 3 clusters Score: Raw -292596.288730 + Penalty 2727.942329 = -289868.346401 nChanged 14 SP:Iteration 33Q (550.995804 sec): 3 clusters Score: Raw -292611.493066 + Penalty 2727.942329 = -289883.550737 nChanged 9 SP:Iteration 34Q (551.061430 sec): 3 clusters Score: Raw -292618.385059 + Penalty 2727.942329 = -289890.442729 nChanged 7 SP:Iteration 35Q (551.106985 sec): 3 clusters Score: Raw -292624.904773 + Penalty 2727.942329 = -289896.962444 nChanged 6 SP:Iteration 36Q (551.165517 sec): 3 clusters Score: Raw -292628.753709 + Penalty 2727.942329 = -289900.811379 nChanged 4 SP:Iteration 37Q (551.216750 sec): 3 clusters Score: Raw -292631.133280 + Penalty 2727.942329 = -289903.190950 nChanged 2 SP:Iteration 38Q (551.257712 sec): 3 clusters Score: Raw -292632.533384 + Penalty 2727.942329 = -289904.591055 nChanged 0 SP:Iteration 39F (551.320615 sec): 3 clusters Score: Raw -292632.533384 + Penalty 2727.942329 = -289904.591055 nChanged 0 Trying to split cluster 22 (5338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (551.352023 sec): 2 clusters Score: Raw -365320.325769 + Penalty 1394.673529 = -363925.652240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (551.406970 sec): 3 clusters Score: Raw -362592.603294 + Penalty 2789.347057 = -359803.256237 nChanged 2171 SP:Iteration 1F (551.466670 sec): 3 clusters Score: Raw -363730.145059 + Penalty 2789.347057 = -360940.798002 nChanged 369 SP:Iteration 2F (551.523096 sec): 3 clusters Score: Raw -363910.747352 + Penalty 2789.347057 = -361121.400295 nChanged 302 SP:Iteration 3F (551.568562 sec): 3 clusters Score: Raw -364071.041514 + Penalty 2789.347057 = -361281.694456 nChanged 224 SP:Iteration 4Q (551.637867 sec): 3 clusters Score: Raw -364153.565707 + Penalty 2789.347057 = -361364.218650 nChanged 152 SP:Iteration 5Q (551.697746 sec): 3 clusters Score: Raw -364200.368201 + Penalty 2789.347057 = -361411.021144 nChanged 105 SP:Iteration 6Q (551.743463 sec): 3 clusters Score: Raw -364234.957063 + Penalty 2789.347057 = -361445.610006 nChanged 86 SP:Iteration 7Q (551.799634 sec): 3 clusters Score: Raw -364261.649041 + Penalty 2789.347057 = -361472.301984 nChanged 83 SP:Iteration 8Q (551.865102 sec): 3 clusters Score: Raw -364281.182978 + Penalty 2789.347057 = -361491.835921 nChanged 76 SP:Iteration 9Q (551.915116 sec): 3 clusters Score: Raw -364304.884940 + Penalty 2789.347057 = -361515.537883 nChanged 85 SP:Iteration 10Q (551.973903 sec): 3 clusters Score: Raw -364339.455448 + Penalty 2789.347057 = -361550.108390 nChanged 109 SP:Iteration 11Q (552.028585 sec): 3 clusters Score: Raw -364387.064689 + Penalty 2789.347057 = -361597.717632 nChanged 132 SP:Iteration 12Q (552.088156 sec): 3 clusters Score: Raw -364438.032301 + Penalty 2789.347057 = -361648.685243 nChanged 135 SP:Iteration 13Q (552.139676 sec): 3 clusters Score: Raw -364503.410487 + Penalty 2789.347057 = -361714.063430 nChanged 191 SP:Iteration 14Q (552.209982 sec): 3 clusters Score: Raw -364621.651201 + Penalty 2789.347057 = -361832.304143 nChanged 237 SP:Iteration 15Q (552.255966 sec): 3 clusters Score: Raw -364791.564838 + Penalty 2789.347057 = -362002.217780 nChanged 249 SP:Iteration 16Q (552.312580 sec): 3 clusters Score: Raw -365019.902271 + Penalty 2789.347057 = -362230.555214 nChanged 312 SP:Iteration 17F (552.368463 sec): 3 clusters Score: Raw -365322.733396 + Penalty 2789.347057 = -362533.386339 nChanged 287 SP:Iteration 18F (552.419829 sec): 3 clusters Score: Raw -365563.532626 + Penalty 2789.347057 = -362774.185568 nChanged 223 SP:Iteration 19Q (552.481484 sec): 3 clusters Score: Raw -365726.917593 + Penalty 2789.347057 = -362937.570535 nChanged 153 SP:Iteration 20F (552.536903 sec): 3 clusters Score: Raw -365824.527226 + Penalty 2789.347057 = -363035.180169 nChanged 106 SP:Iteration 21Q (552.597008 sec): 3 clusters Score: Raw -365877.619623 + Penalty 2789.347057 = -363088.272566 nChanged 88 SP:Iteration 22Q (552.645464 sec): 3 clusters Score: Raw -365916.591999 + Penalty 2789.347057 = -363127.244942 nChanged 44 SP:Iteration 23Q (552.699368 sec): 3 clusters Score: Raw -365932.310345 + Penalty 2789.347057 = -363142.963288 nChanged 31 SP:Iteration 24Q (552.756447 sec): 3 clusters Score: Raw -365941.320193 + Penalty 2789.347057 = -363151.973136 nChanged 23 SP:Iteration 25Q (552.816272 sec): 3 clusters Score: Raw -365947.703618 + Penalty 2789.347057 = -363158.356561 nChanged 14 SP:Iteration 26Q (552.878588 sec): 3 clusters Score: Raw -365952.669777 + Penalty 2789.347057 = -363163.322720 nChanged 11 SP:Iteration 27Q (552.931291 sec): 3 clusters Score: Raw -365956.298311 + Penalty 2789.347057 = -363166.951253 nChanged 4 SP:Iteration 28Q (552.995605 sec): 3 clusters Score: Raw -365957.080472 + Penalty 2789.347057 = -363167.733414 nChanged 4 SP:Iteration 29Q (553.055395 sec): 3 clusters Score: Raw -365958.179429 + Penalty 2789.347057 = -363168.832372 nChanged 2 SP:Iteration 30Q (553.104282 sec): 3 clusters Score: Raw -365958.886823 + Penalty 2789.347057 = -363169.539765 nChanged 2 SP:Iteration 31Q (553.156734 sec): 3 clusters Score: Raw -365959.137438 + Penalty 2789.347057 = -363169.790380 nChanged 2 SP:Iteration 32Q (553.211889 sec): 3 clusters Score: Raw -365959.457451 + Penalty 2789.347057 = -363170.110394 nChanged 0 SP:Iteration 33F (553.269260 sec): 3 clusters Score: Raw -365959.457451 + Penalty 2789.347057 = -363170.110394 nChanged 0 Trying to split cluster 23 (32808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.351925 sec): 2 clusters Score: Raw -2263410.614678 + Penalty 1689.744496 = -2261720.870182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.441854 sec): 3 clusters Score: Raw -2242988.600815 + Penalty 3379.488992 = -2239609.111823 nChanged 15177 SP:Iteration 1F (553.546390 sec): 3 clusters Score: Raw -2251431.534185 + Penalty 3379.488992 = -2248052.045193 nChanged 1565 SP:Iteration 2Q (553.663443 sec): 3 clusters Score: Raw -2251967.412034 + Penalty 3379.488992 = -2248587.923042 nChanged 1447 SP:Iteration 3Q (553.769466 sec): 3 clusters Score: Raw -2252485.564074 + Penalty 3379.488992 = -2249106.075082 nChanged 1436 SP:Iteration 4Q (553.877634 sec): 3 clusters Score: Raw -2253048.023283 + Penalty 3379.488992 = -2249668.534291 nChanged 1521 SP:Iteration 5Q (553.984347 sec): 3 clusters Score: Raw -2253707.661939 + Penalty 3379.488992 = -2250328.172947 nChanged 1537 SP:Iteration 6Q (554.088022 sec): 3 clusters Score: Raw -2254474.681597 + Penalty 3379.488992 = -2251095.192605 nChanged 1683 SP:Iteration 7F (554.188908 sec): 3 clusters Score: Raw -2255489.576477 + Penalty 3379.488992 = -2252110.087486 nChanged 1810 SP:Iteration 8F (554.292949 sec): 3 clusters Score: Raw -2256668.546337 + Penalty 3379.488992 = -2253289.057345 nChanged 1771 SP:Iteration 9F (554.392284 sec): 3 clusters Score: Raw -2257790.897997 + Penalty 3379.488992 = -2254411.409005 nChanged 1544 SP:Iteration 10Q (554.483797 sec): 3 clusters Score: Raw -2258514.897074 + Penalty 3379.488992 = -2255135.408082 nChanged 1066 SP:Iteration 11Q (554.594842 sec): 3 clusters Score: Raw -2258883.311172 + Penalty 3379.488992 = -2255503.822181 nChanged 730 SP:Iteration 12Q (554.696085 sec): 3 clusters Score: Raw -2259077.328594 + Penalty 3379.488992 = -2255697.839602 nChanged 496 SP:Iteration 13Q (554.785434 sec): 3 clusters Score: Raw -2259180.321335 + Penalty 3379.488992 = -2255800.832343 nChanged 371 SP:Iteration 14Q (554.887263 sec): 3 clusters Score: Raw -2259264.684571 + Penalty 3379.488992 = -2255885.195579 nChanged 360 SP:Iteration 15Q (554.989161 sec): 3 clusters Score: Raw -2259349.139755 + Penalty 3379.488992 = -2255969.650763 nChanged 371 SP:Iteration 16Q (555.102515 sec): 3 clusters Score: Raw -2259439.970846 + Penalty 3379.488992 = -2256060.481854 nChanged 396 SP:Iteration 17Q (555.195341 sec): 3 clusters Score: Raw -2259534.742153 + Penalty 3379.488992 = -2256155.253161 nChanged 386 SP:Iteration 18Q (555.302922 sec): 3 clusters Score: Raw -2259631.363754 + Penalty 3379.488992 = -2256251.874763 nChanged 393 SP:Iteration 19Q (555.408725 sec): 3 clusters Score: Raw -2259736.424763 + Penalty 3379.488992 = -2256356.935771 nChanged 382 SP:Iteration 20F (555.503821 sec): 3 clusters Score: Raw -2259838.723879 + Penalty 3379.488992 = -2256459.234887 nChanged 407 SP:Iteration 21Q (555.616249 sec): 3 clusters Score: Raw -2259943.977246 + Penalty 3379.488992 = -2256564.488255 nChanged 413 SP:Iteration 22Q (555.716230 sec): 3 clusters Score: Raw -2260057.054908 + Penalty 3379.488992 = -2256677.565916 nChanged 421 SP:Iteration 23Q (555.813223 sec): 3 clusters Score: Raw -2260181.674814 + Penalty 3379.488992 = -2256802.185822 nChanged 433 SP:Iteration 24Q (555.919580 sec): 3 clusters Score: Raw -2260311.563695 + Penalty 3379.488992 = -2256932.074703 nChanged 457 SP:Iteration 25Q (556.011944 sec): 3 clusters Score: Raw -2260442.124246 + Penalty 3379.488992 = -2257062.635254 nChanged 414 SP:Iteration 26Q (556.113559 sec): 3 clusters Score: Raw -2260558.952444 + Penalty 3379.488992 = -2257179.463452 nChanged 409 SP:Iteration 27Q (556.212597 sec): 3 clusters Score: Raw -2260674.555863 + Penalty 3379.488992 = -2257295.066871 nChanged 385 SP:Iteration 28Q (556.321653 sec): 3 clusters Score: Raw -2260790.659962 + Penalty 3379.488992 = -2257411.170970 nChanged 434 SP:Iteration 29Q (556.420613 sec): 3 clusters Score: Raw -2260930.051537 + Penalty 3379.488992 = -2257550.562545 nChanged 448 SP:Iteration 30Q (556.516259 sec): 3 clusters Score: Raw -2261086.129476 + Penalty 3379.488992 = -2257706.640485 nChanged 469 SP:Iteration 31Q (556.617045 sec): 3 clusters Score: Raw -2261259.471866 + Penalty 3379.488992 = -2257879.982874 nChanged 454 SP:Iteration 32Q (556.720028 sec): 3 clusters Score: Raw -2261429.879234 + Penalty 3379.488992 = -2258050.390242 nChanged 449 SP:Iteration 33Q (556.807962 sec): 3 clusters Score: Raw -2261600.714723 + Penalty 3379.488992 = -2258221.225732 nChanged 437 SP:Iteration 34Q (556.907709 sec): 3 clusters Score: Raw -2261778.727423 + Penalty 3379.488992 = -2258399.238431 nChanged 399 SP:Iteration 35Q (557.003745 sec): 3 clusters Score: Raw -2261947.880850 + Penalty 3379.488992 = -2258568.391858 nChanged 378 SP:Iteration 36Q (557.111842 sec): 3 clusters Score: Raw -2262114.508927 + Penalty 3379.488992 = -2258735.019935 nChanged 373 SP:Iteration 37Q (557.200301 sec): 3 clusters Score: Raw -2262294.724982 + Penalty 3379.488992 = -2258915.235990 nChanged 352 SP:Iteration 38Q (557.308929 sec): 3 clusters Score: Raw -2262461.557267 + Penalty 3379.488992 = -2259082.068275 nChanged 323 SP:Iteration 39Q (557.402103 sec): 3 clusters Score: Raw -2262607.013410 + Penalty 3379.488992 = -2259227.524418 nChanged 297 SP:Iteration 40F (557.506384 sec): 3 clusters Score: Raw -2262730.406774 + Penalty 3379.488992 = -2259350.917782 nChanged 272 SP:Iteration 41Q (557.605363 sec): 3 clusters Score: Raw -2262839.731928 + Penalty 3379.488992 = -2259460.242937 nChanged 256 SP:Iteration 42Q (557.700036 sec): 3 clusters Score: Raw -2262939.310133 + Penalty 3379.488992 = -2259559.821141 nChanged 232 SP:Iteration 43Q (557.786615 sec): 3 clusters Score: Raw -2263032.490672 + Penalty 3379.488992 = -2259653.001680 nChanged 205 SP:Iteration 44Q (557.896540 sec): 3 clusters Score: Raw -2263104.440819 + Penalty 3379.488992 = -2259724.951827 nChanged 181 SP:Iteration 45Q (557.990728 sec): 3 clusters Score: Raw -2263170.100887 + Penalty 3379.488992 = -2259790.611895 nChanged 185 SP:Iteration 46Q (558.083142 sec): 3 clusters Score: Raw -2263236.373657 + Penalty 3379.488992 = -2259856.884665 nChanged 163 SP:Iteration 47Q (558.167516 sec): 3 clusters Score: Raw -2263289.105927 + Penalty 3379.488992 = -2259909.616935 nChanged 138 SP:Iteration 48Q (558.271802 sec): 3 clusters Score: Raw -2263333.326118 + Penalty 3379.488992 = -2259953.837127 nChanged 128 SP:Iteration 49Q (558.368183 sec): 3 clusters Score: Raw -2263374.443660 + Penalty 3379.488992 = -2259994.954668 nChanged 122 SP:Iteration 50Q (558.462514 sec): 3 clusters Score: Raw -2263411.693794 + Penalty 3379.488992 = -2260032.204802 nChanged 102 SP:Iteration 51Q (558.549348 sec): 3 clusters Score: Raw -2263441.235615 + Penalty 3379.488992 = -2260061.746623 nChanged 77 SP:Iteration 52Q (558.638949 sec): 3 clusters Score: Raw -2263464.111440 + Penalty 3379.488992 = -2260084.622448 nChanged 84 SP:Iteration 53Q (558.729535 sec): 3 clusters Score: Raw -2263491.490924 + Penalty 3379.488992 = -2260112.001932 nChanged 89 SP:Iteration 54Q (558.823113 sec): 3 clusters Score: Raw -2263520.154376 + Penalty 3379.488992 = -2260140.665384 nChanged 81 SP:Iteration 55Q (558.912533 sec): 3 clusters Score: Raw -2263544.316265 + Penalty 3379.488992 = -2260164.827273 nChanged 87 SP:Iteration 56Q (559.004675 sec): 3 clusters Score: Raw -2263567.676002 + Penalty 3379.488992 = -2260188.187010 nChanged 68 SP:Iteration 57Q (559.098852 sec): 3 clusters Score: Raw -2263583.456256 + Penalty 3379.488992 = -2260203.967264 nChanged 70 SP:Iteration 58Q (559.178998 sec): 3 clusters Score: Raw -2263603.981846 + Penalty 3379.488992 = -2260224.492855 nChanged 59 SP:Iteration 59Q (559.282674 sec): 3 clusters Score: Raw -2263620.603209 + Penalty 3379.488992 = -2260241.114217 nChanged 53 SP:Iteration 60F (559.386506 sec): 3 clusters Score: Raw -2263635.949784 + Penalty 3379.488992 = -2260256.460792 nChanged 47 SP:Iteration 61Q (559.475492 sec): 3 clusters Score: Raw -2263645.103636 + Penalty 3379.488992 = -2260265.614644 nChanged 53 SP:Iteration 62Q (559.564914 sec): 3 clusters Score: Raw -2263658.079447 + Penalty 3379.488992 = -2260278.590455 nChanged 48 SP:Iteration 63Q (559.656472 sec): 3 clusters Score: Raw -2263671.380904 + Penalty 3379.488992 = -2260291.891912 nChanged 38 SP:Iteration 64Q (559.746010 sec): 3 clusters Score: Raw -2263680.696784 + Penalty 3379.488992 = -2260301.207792 nChanged 32 SP:Iteration 65Q (559.839764 sec): 3 clusters Score: Raw -2263689.351898 + Penalty 3379.488992 = -2260309.862906 nChanged 31 SP:Iteration 66Q (559.931762 sec): 3 clusters Score: Raw -2263697.104843 + Penalty 3379.488992 = -2260317.615851 nChanged 20 SP:Iteration 67Q (560.020849 sec): 3 clusters Score: Raw -2263703.199657 + Penalty 3379.488992 = -2260323.710665 nChanged 28 SP:Iteration 68Q (560.112555 sec): 3 clusters Score: Raw -2263710.083677 + Penalty 3379.488992 = -2260330.594685 nChanged 19 SP:Iteration 69Q (560.206902 sec): 3 clusters Score: Raw -2263713.930018 + Penalty 3379.488992 = -2260334.441026 nChanged 15 SP:Iteration 70Q (560.298733 sec): 3 clusters Score: Raw -2263716.319471 + Penalty 3379.488992 = -2260336.830480 nChanged 9 SP:Iteration 71Q (560.389824 sec): 3 clusters Score: Raw -2263717.648359 + Penalty 3379.488992 = -2260338.159367 nChanged 9 SP:Iteration 72Q (560.480159 sec): 3 clusters Score: Raw -2263718.684153 + Penalty 3379.488992 = -2260339.195161 nChanged 8 SP:Iteration 73Q (560.565880 sec): 3 clusters Score: Raw -2263719.955551 + Penalty 3379.488992 = -2260340.466559 nChanged 8 SP:Iteration 74Q (560.659650 sec): 3 clusters Score: Raw -2263722.521031 + Penalty 3379.488992 = -2260343.032039 nChanged 16 SP:Iteration 75Q (560.747554 sec): 3 clusters Score: Raw -2263726.742819 + Penalty 3379.488992 = -2260347.253827 nChanged 16 SP:Iteration 76Q (560.836891 sec): 3 clusters Score: Raw -2263730.295139 + Penalty 3379.488992 = -2260350.806147 nChanged 14 SP:Iteration 77Q (560.932896 sec): 3 clusters Score: Raw -2263733.546213 + Penalty 3379.488992 = -2260354.057221 nChanged 13 SP:Iteration 78Q (561.013320 sec): 3 clusters Score: Raw -2263739.202012 + Penalty 3379.488992 = -2260359.713020 nChanged 14 SP:Iteration 79Q (561.112622 sec): 3 clusters Score: Raw -2263741.683647 + Penalty 3379.488992 = -2260362.194656 nChanged 6 SP:Iteration 80F (561.208016 sec): 3 clusters Score: Raw -2263743.231293 + Penalty 3379.488992 = -2260363.742301 nChanged 5 SP:Iteration 81Q (561.300914 sec): 3 clusters Score: Raw -2263743.892143 + Penalty 3379.488992 = -2260364.403151 nChanged 5 SP:Iteration 82Q (561.398632 sec): 3 clusters Score: Raw -2263744.561473 + Penalty 3379.488992 = -2260365.072481 nChanged 0 SP:Iteration 83F (561.502015 sec): 3 clusters Score: Raw -2263744.561473 + Penalty 3379.488992 = -2260365.072481 nChanged 0 Trying to split cluster 24 (49825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (561.594776 sec): 2 clusters Score: Raw -3365006.952652 + Penalty 1757.644224 = -3363249.308428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (561.729730 sec): 3 clusters Score: Raw -3333576.564209 + Penalty 3515.288447 = -3330061.275762 nChanged 23253 SP:Iteration 1F (561.848859 sec): 3 clusters Score: Raw -3347490.445982 + Penalty 3515.288447 = -3343975.157534 nChanged 2695 SP:Iteration 2F (561.995318 sec): 3 clusters Score: Raw -3349102.903819 + Penalty 3515.288447 = -3345587.615372 nChanged 3309 SP:Iteration 3F (562.131524 sec): 3 clusters Score: Raw -3351500.598207 + Penalty 3515.288447 = -3347985.309760 nChanged 3909 SP:Iteration 4F (562.269808 sec): 3 clusters Score: Raw -3354732.301607 + Penalty 3515.288447 = -3351217.013160 nChanged 4057 SP:Iteration 5F (562.393530 sec): 3 clusters Score: Raw -3358348.995908 + Penalty 3515.288447 = -3354833.707461 nChanged 3537 SP:Iteration 6F (562.533833 sec): 3 clusters Score: Raw -3361620.818213 + Penalty 3515.288447 = -3358105.529766 nChanged 2848 SP:Iteration 7F (562.669134 sec): 3 clusters Score: Raw -3364155.176616 + Penalty 3515.288447 = -3360639.888168 nChanged 1994 SP:Iteration 8Q (562.802199 sec): 3 clusters Score: Raw -3365691.648327 + Penalty 3515.288447 = -3362176.359880 nChanged 1415 SP:Iteration 9Q (562.918685 sec): 3 clusters Score: Raw -3366487.422726 + Penalty 3515.288447 = -3362972.134279 nChanged 956 SP:Iteration 10Q (563.044245 sec): 3 clusters Score: Raw -3366884.717524 + Penalty 3515.288447 = -3363369.429077 nChanged 690 SP:Iteration 11Q (563.179594 sec): 3 clusters Score: Raw -3367084.190080 + Penalty 3515.288447 = -3363568.901633 nChanged 461 SP:Iteration 12Q (563.303287 sec): 3 clusters Score: Raw -3367189.575413 + Penalty 3515.288447 = -3363674.286966 nChanged 353 SP:Iteration 13Q (563.427932 sec): 3 clusters Score: Raw -3367255.209430 + Penalty 3515.288447 = -3363739.920983 nChanged 253 SP:Iteration 14Q (563.550004 sec): 3 clusters Score: Raw -3367290.448122 + Penalty 3515.288447 = -3363775.159675 nChanged 154 SP:Iteration 15Q (563.671091 sec): 3 clusters Score: Raw -3367308.124401 + Penalty 3515.288447 = -3363792.835954 nChanged 131 SP:Iteration 16Q (563.798589 sec): 3 clusters Score: Raw -3367320.233052 + Penalty 3515.288447 = -3363804.944605 nChanged 98 SP:Iteration 17Q (563.919701 sec): 3 clusters Score: Raw -3367328.516658 + Penalty 3515.288447 = -3363813.228211 nChanged 80 SP:Iteration 18Q (564.045885 sec): 3 clusters Score: Raw -3367333.538829 + Penalty 3515.288447 = -3363818.250382 nChanged 64 SP:Iteration 19Q (564.174510 sec): 3 clusters Score: Raw -3367338.005017 + Penalty 3515.288447 = -3363822.716570 nChanged 71 SP:Iteration 20F (564.304797 sec): 3 clusters Score: Raw -3367342.671763 + Penalty 3515.288447 = -3363827.383316 nChanged 57 SP:Iteration 21Q (564.424693 sec): 3 clusters Score: Raw -3367345.773463 + Penalty 3515.288447 = -3363830.485016 nChanged 51 SP:Iteration 22Q (564.543131 sec): 3 clusters Score: Raw -3367348.694793 + Penalty 3515.288447 = -3363833.406346 nChanged 45 SP:Iteration 23Q (564.670050 sec): 3 clusters Score: Raw -3367351.104737 + Penalty 3515.288447 = -3363835.816290 nChanged 52 SP:Iteration 24Q (564.799193 sec): 3 clusters Score: Raw -3367353.626788 + Penalty 3515.288447 = -3363838.338341 nChanged 34 SP:Iteration 25Q (564.924856 sec): 3 clusters Score: Raw -3367355.602513 + Penalty 3515.288447 = -3363840.314066 nChanged 36 SP:Iteration 26Q (565.055670 sec): 3 clusters Score: Raw -3367357.284453 + Penalty 3515.288447 = -3363841.996006 nChanged 29 SP:Iteration 27Q (565.168837 sec): 3 clusters Score: Raw -3367358.492789 + Penalty 3515.288447 = -3363843.204341 nChanged 24 SP:Iteration 28Q (565.293879 sec): 3 clusters Score: Raw -3367359.528047 + Penalty 3515.288447 = -3363844.239600 nChanged 18 SP:Iteration 29Q (565.430422 sec): 3 clusters Score: Raw -3367360.050686 + Penalty 3515.288447 = -3363844.762239 nChanged 11 SP:Iteration 30Q (565.543418 sec): 3 clusters Score: Raw -3367360.390867 + Penalty 3515.288447 = -3363845.102420 nChanged 15 SP:Iteration 31Q (565.672887 sec): 3 clusters Score: Raw -3367360.863417 + Penalty 3515.288447 = -3363845.574970 nChanged 14 SP:Iteration 32Q (565.787992 sec): 3 clusters Score: Raw -3367361.310063 + Penalty 3515.288447 = -3363846.021616 nChanged 15 SP:Iteration 33Q (565.911637 sec): 3 clusters Score: Raw -3367361.772954 + Penalty 3515.288447 = -3363846.484507 nChanged 14 SP:Iteration 34Q (566.052604 sec): 3 clusters Score: Raw -3367362.209992 + Penalty 3515.288447 = -3363846.921545 nChanged 12 SP:Iteration 35Q (566.182230 sec): 3 clusters Score: Raw -3367362.821948 + Penalty 3515.288447 = -3363847.533501 nChanged 14 SP:Iteration 36Q (566.299828 sec): 3 clusters Score: Raw -3367363.506153 + Penalty 3515.288447 = -3363848.217705 nChanged 18 SP:Iteration 37Q (566.429502 sec): 3 clusters Score: Raw -3367364.135436 + Penalty 3515.288447 = -3363848.846988 nChanged 11 SP:Iteration 38Q (566.550066 sec): 3 clusters Score: Raw -3367364.547252 + Penalty 3515.288447 = -3363849.258805 nChanged 8 SP:Iteration 39Q (566.670554 sec): 3 clusters Score: Raw -3367365.026372 + Penalty 3515.288447 = -3363849.737925 nChanged 10 SP:Iteration 40F (566.797350 sec): 3 clusters Score: Raw -3367365.422276 + Penalty 3515.288447 = -3363850.133828 nChanged 11 SP:Iteration 41Q (566.931047 sec): 3 clusters Score: Raw -3367365.752297 + Penalty 3515.288447 = -3363850.463850 nChanged 7 SP:Iteration 42Q (567.057405 sec): 3 clusters Score: Raw -3367365.946490 + Penalty 3515.288447 = -3363850.658043 nChanged 9 SP:Iteration 43Q (567.166739 sec): 3 clusters Score: Raw -3367366.279041 + Penalty 3515.288447 = -3363850.990594 nChanged 15 SP:Iteration 44Q (567.288759 sec): 3 clusters Score: Raw -3367366.951143 + Penalty 3515.288447 = -3363851.662696 nChanged 17 SP:Iteration 45Q (567.416340 sec): 3 clusters Score: Raw -3367367.803574 + Penalty 3515.288447 = -3363852.515127 nChanged 13 SP:Iteration 46Q (567.531001 sec): 3 clusters Score: Raw -3367368.367424 + Penalty 3515.288447 = -3363853.078977 nChanged 19 SP:Iteration 47Q (567.665394 sec): 3 clusters Score: Raw -3367369.077071 + Penalty 3515.288447 = -3363853.788624 nChanged 16 SP:Iteration 48Q (567.775030 sec): 3 clusters Score: Raw -3367369.696528 + Penalty 3515.288447 = -3363854.408081 nChanged 19 SP:Iteration 49Q (567.905836 sec): 3 clusters Score: Raw -3367370.256922 + Penalty 3515.288447 = -3363854.968475 nChanged 13 SP:Iteration 50Q (568.027094 sec): 3 clusters Score: Raw -3367370.562369 + Penalty 3515.288447 = -3363855.273922 nChanged 5 SP:Iteration 51Q (568.154007 sec): 3 clusters Score: Raw -3367370.738265 + Penalty 3515.288447 = -3363855.449817 nChanged 9 SP:Iteration 52Q (568.275050 sec): 3 clusters Score: Raw -3367371.038750 + Penalty 3515.288447 = -3363855.750303 nChanged 5 SP:Iteration 53Q (568.401248 sec): 3 clusters Score: Raw -3367371.197439 + Penalty 3515.288447 = -3363855.908992 nChanged 7 SP:Iteration 54Q (568.519311 sec): 3 clusters Score: Raw -3367371.419160 + Penalty 3515.288447 = -3363856.130713 nChanged 7 SP:Iteration 55Q (568.646557 sec): 3 clusters Score: Raw -3367371.619138 + Penalty 3515.288447 = -3363856.330691 nChanged 8 SP:Iteration 56Q (568.788842 sec): 3 clusters Score: Raw -3367371.840439 + Penalty 3515.288447 = -3363856.551991 nChanged 8 SP:Iteration 57Q (568.916001 sec): 3 clusters Score: Raw -3367372.071453 + Penalty 3515.288447 = -3363856.783006 nChanged 6 SP:Iteration 58Q (569.048600 sec): 3 clusters Score: Raw -3367372.234225 + Penalty 3515.288447 = -3363856.945778 nChanged 7 SP:Iteration 59Q (569.172415 sec): 3 clusters Score: Raw -3367372.500744 + Penalty 3515.288447 = -3363857.212296 nChanged 2 SP:Iteration 60F (569.302465 sec): 3 clusters Score: Raw -3367372.541513 + Penalty 3515.288447 = -3363857.253066 nChanged 4 SP:Iteration 61Q (569.425230 sec): 3 clusters Score: Raw -3367372.644881 + Penalty 3515.288447 = -3363857.356434 nChanged 2 SP:Iteration 62Q (569.557087 sec): 3 clusters Score: Raw -3367372.696516 + Penalty 3515.288447 = -3363857.408069 nChanged 2 SP:Iteration 63Q (569.684110 sec): 3 clusters Score: Raw -3367372.763563 + Penalty 3515.288447 = -3363857.475116 nChanged 4 SP:Iteration 64Q (569.792379 sec): 3 clusters Score: Raw -3367372.876171 + Penalty 3515.288447 = -3363857.587724 nChanged 4 SP:Iteration 65Q (569.925310 sec): 3 clusters Score: Raw -3367373.014208 + Penalty 3515.288447 = -3363857.725761 nChanged 7 SP:Iteration 66Q (570.047279 sec): 3 clusters Score: Raw -3367373.162403 + Penalty 3515.288447 = -3363857.873956 nChanged 2 SP:Iteration 67Q (570.174706 sec): 3 clusters Score: Raw -3367373.220816 + Penalty 3515.288447 = -3363857.932369 nChanged 2 SP:Iteration 68Q (570.300985 sec): 3 clusters Score: Raw -3367373.258529 + Penalty 3515.288447 = -3363857.970082 nChanged 2 SP:Iteration 69Q (570.410284 sec): 3 clusters Score: Raw -3367373.295805 + Penalty 3515.288447 = -3363858.007358 nChanged 2 SP:Iteration 70Q (570.541276 sec): 3 clusters Score: Raw -3367373.353490 + Penalty 3515.288447 = -3363858.065043 nChanged 2 SP:Iteration 71Q (570.656515 sec): 3 clusters Score: Raw -3367373.433438 + Penalty 3515.288447 = -3363858.144991 nChanged 3 SP:Iteration 72Q (570.792576 sec): 3 clusters Score: Raw -3367373.482622 + Penalty 3515.288447 = -3363858.194175 nChanged 0 SP:Iteration 73F (570.920625 sec): 3 clusters Score: Raw -3367373.482622 + Penalty 3515.288447 = -3363858.194175 nChanged 0 Score: Raw -32146271.054889 + Penalty 72520.218247 = -32073750.836641 Splitting cluster 24 changes total score from -32072683.431851 to -32073750.836641 So it's getting split into cluster 34. Trying to split cluster 25 (1214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (581.579048 sec): 2 clusters Score: Raw -80761.968248 + Penalty 1154.022345 = -79607.945903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (581.617921 sec): 3 clusters Score: Raw -80312.523353 + Penalty 2308.044691 = -78004.478662 nChanged 407 SP:Iteration 1F (581.667744 sec): 3 clusters Score: Raw -80634.440797 + Penalty 2308.044691 = -78326.396106 nChanged 91 SP:Iteration 2F (581.723961 sec): 3 clusters Score: Raw -80704.472217 + Penalty 2308.044691 = -78396.427526 nChanged 48 SP:Iteration 3Q (581.776115 sec): 3 clusters Score: Raw -80743.884247 + Penalty 2308.044691 = -78435.839556 nChanged 29 SP:Iteration 4Q (581.818157 sec): 3 clusters Score: Raw -80765.546840 + Penalty 2308.044691 = -78457.502149 nChanged 22 SP:Iteration 5Q (581.860630 sec): 3 clusters Score: Raw -80785.549107 + Penalty 2308.044691 = -78477.504416 nChanged 20 SP:Iteration 6Q (581.911547 sec): 3 clusters Score: Raw -80801.266503 + Penalty 2308.044691 = -78493.221813 nChanged 20 SP:Iteration 7Q (581.967364 sec): 3 clusters Score: Raw -80814.367324 + Penalty 2308.044691 = -78506.322633 nChanged 12 SP:Iteration 8Q (582.024593 sec): 3 clusters Score: Raw -80823.447929 + Penalty 2308.044691 = -78515.403239 nChanged 12 SP:Iteration 9Q (582.072965 sec): 3 clusters Score: Raw -80835.010952 + Penalty 2308.044691 = -78526.966261 nChanged 16 SP:Iteration 10Q (582.126528 sec): 3 clusters Score: Raw -80846.755075 + Penalty 2308.044691 = -78538.710384 nChanged 19 SP:Iteration 11Q (582.176518 sec): 3 clusters Score: Raw -80863.231879 + Penalty 2308.044691 = -78555.187188 nChanged 16 SP:Iteration 12Q (582.228410 sec): 3 clusters Score: Raw -80877.605221 + Penalty 2308.044691 = -78569.560530 nChanged 14 SP:Iteration 13Q (582.270517 sec): 3 clusters Score: Raw -80893.360397 + Penalty 2308.044691 = -78585.315706 nChanged 10 SP:Iteration 14Q (582.321025 sec): 3 clusters Score: Raw -80901.137124 + Penalty 2308.044691 = -78593.092433 nChanged 7 SP:Iteration 15Q (582.377299 sec): 3 clusters Score: Raw -80907.539255 + Penalty 2308.044691 = -78599.494564 nChanged 8 SP:Iteration 16Q (582.427986 sec): 3 clusters Score: Raw -80911.931471 + Penalty 2308.044691 = -78603.886780 nChanged 6 SP:Iteration 17Q (582.478011 sec): 3 clusters Score: Raw -80915.818646 + Penalty 2308.044691 = -78607.773955 nChanged 4 SP:Iteration 18Q (582.518400 sec): 3 clusters Score: Raw -80917.725702 + Penalty 2308.044691 = -78609.681011 nChanged 3 SP:Iteration 19Q (582.571807 sec): 3 clusters Score: Raw -80920.012591 + Penalty 2308.044691 = -78611.967900 nChanged 5 SP:Iteration 20F (582.621107 sec): 3 clusters Score: Raw -80922.595903 + Penalty 2308.044691 = -78614.551213 nChanged 1 SP:Iteration 21Q (582.662300 sec): 3 clusters Score: Raw -80922.730651 + Penalty 2308.044691 = -78614.685960 nChanged 1 SP:Iteration 22Q (582.707962 sec): 3 clusters Score: Raw -80923.244490 + Penalty 2308.044691 = -78615.199799 nChanged 4 SP:Iteration 23Q (582.752154 sec): 3 clusters Score: Raw -80927.441588 + Penalty 2308.044691 = -78619.396898 nChanged 6 SP:Iteration 24Q (582.797116 sec): 3 clusters Score: Raw -80930.099195 + Penalty 2308.044691 = -78622.054505 nChanged 3 SP:Iteration 25Q (582.845563 sec): 3 clusters Score: Raw -80931.452161 + Penalty 2308.044691 = -78623.407470 nChanged 2 SP:Iteration 26Q (582.891161 sec): 3 clusters Score: Raw -80932.071503 + Penalty 2308.044691 = -78624.026813 nChanged 2 SP:Iteration 27Q (582.943340 sec): 3 clusters Score: Raw -80933.169393 + Penalty 2308.044691 = -78625.124702 nChanged 6 SP:Iteration 28Q (582.985681 sec): 3 clusters Score: Raw -80938.160673 + Penalty 2308.044691 = -78630.115982 nChanged 6 SP:Iteration 29Q (583.027972 sec): 3 clusters Score: Raw -80941.726053 + Penalty 2308.044691 = -78633.681362 nChanged 4 SP:Iteration 30Q (583.066584 sec): 3 clusters Score: Raw -80944.049071 + Penalty 2308.044691 = -78636.004380 nChanged 7 SP:Iteration 31Q (583.119730 sec): 3 clusters Score: Raw -80948.790961 + Penalty 2308.044691 = -78640.746270 nChanged 6 SP:Iteration 32Q (583.153158 sec): 3 clusters Score: Raw -80953.344585 + Penalty 2308.044691 = -78645.299894 nChanged 7 SP:Iteration 33Q (583.194001 sec): 3 clusters Score: Raw -80958.443170 + Penalty 2308.044691 = -78650.398480 nChanged 6 SP:Iteration 34Q (583.244181 sec): 3 clusters Score: Raw -80966.782453 + Penalty 2308.044691 = -78658.737763 nChanged 12 SP:Iteration 35Q (583.294301 sec): 3 clusters Score: Raw -80978.109550 + Penalty 2308.044691 = -78670.064860 nChanged 12 SP:Iteration 36Q (583.337784 sec): 3 clusters Score: Raw -80989.487904 + Penalty 2308.044691 = -78681.443214 nChanged 9 SP:Iteration 37Q (583.381270 sec): 3 clusters Score: Raw -80995.850080 + Penalty 2308.044691 = -78687.805389 nChanged 9 SP:Iteration 38Q (583.432720 sec): 3 clusters Score: Raw -81002.959382 + Penalty 2308.044691 = -78694.914691 nChanged 9 SP:Iteration 39Q (583.473145 sec): 3 clusters Score: Raw -81011.778659 + Penalty 2308.044691 = -78703.733968 nChanged 12 SP:Iteration 40F (583.532266 sec): 3 clusters Score: Raw -81019.683008 + Penalty 2308.044691 = -78711.638317 nChanged 9 SP:Iteration 41Q (583.567861 sec): 3 clusters Score: Raw -81029.332234 + Penalty 2308.044691 = -78721.287543 nChanged 12 SP:Iteration 42Q (583.622085 sec): 3 clusters Score: Raw -81043.513376 + Penalty 2308.044691 = -78735.468685 nChanged 11 SP:Iteration 43Q (583.671459 sec): 3 clusters Score: Raw -81055.009616 + Penalty 2308.044691 = -78746.964925 nChanged 5 SP:Iteration 44Q (583.710787 sec): 3 clusters Score: Raw -81060.418367 + Penalty 2308.044691 = -78752.373676 nChanged 6 SP:Iteration 45Q (583.757373 sec): 3 clusters Score: Raw -81068.015955 + Penalty 2308.044691 = -78759.971265 nChanged 4 SP:Iteration 46Q (583.807962 sec): 3 clusters Score: Raw -81070.443396 + Penalty 2308.044691 = -78762.398705 nChanged 4 SP:Iteration 47Q (583.853327 sec): 3 clusters Score: Raw -81075.593814 + Penalty 2308.044691 = -78767.549123 nChanged 5 SP:Iteration 48Q (583.894910 sec): 3 clusters Score: Raw -81078.448428 + Penalty 2308.044691 = -78770.403737 nChanged 1 SP:Iteration 49Q (583.950089 sec): 3 clusters Score: Raw -81079.133927 + Penalty 2308.044691 = -78771.089237 nChanged 2 SP:Iteration 50Q (583.994707 sec): 3 clusters Score: Raw -81080.319903 + Penalty 2308.044691 = -78772.275212 nChanged 1 SP:Iteration 51Q (584.039302 sec): 3 clusters Score: Raw -81080.998856 + Penalty 2308.044691 = -78772.954165 nChanged 2 SP:Iteration 52Q (584.082365 sec): 3 clusters Score: Raw -81082.164996 + Penalty 2308.044691 = -78774.120305 nChanged 0 SP:Iteration 53F (584.135659 sec): 3 clusters Score: Raw -81082.164996 + Penalty 2308.044691 = -78774.120305 nChanged 0 Trying to split cluster 26 (16824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (584.182125 sec): 2 clusters Score: Raw -1137173.717100 + Penalty 1581.216279 = -1135592.500821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (584.252037 sec): 3 clusters Score: Raw -1127308.281404 + Penalty 3162.432558 = -1124145.848846 nChanged 7457 SP:Iteration 1F (584.337428 sec): 3 clusters Score: Raw -1131514.483685 + Penalty 3162.432558 = -1128352.051127 nChanged 1118 SP:Iteration 2F (584.401792 sec): 3 clusters Score: Raw -1132179.414133 + Penalty 3162.432558 = -1129016.981575 nChanged 1186 SP:Iteration 3F (584.488294 sec): 3 clusters Score: Raw -1133094.042792 + Penalty 3162.432558 = -1129931.610234 nChanged 1312 SP:Iteration 4F (584.564548 sec): 3 clusters Score: Raw -1134138.776316 + Penalty 3162.432558 = -1130976.343757 nChanged 1239 SP:Iteration 5F (584.637912 sec): 3 clusters Score: Raw -1135097.072820 + Penalty 3162.432558 = -1131934.640261 nChanged 1044 SP:Iteration 6F (584.715068 sec): 3 clusters Score: Raw -1135869.285329 + Penalty 3162.432558 = -1132706.852771 nChanged 767 SP:Iteration 7Q (584.783264 sec): 3 clusters Score: Raw -1136393.431803 + Penalty 3162.432558 = -1133230.999245 nChanged 559 SP:Iteration 8Q (584.871414 sec): 3 clusters Score: Raw -1136770.827064 + Penalty 3162.432558 = -1133608.394505 nChanged 440 SP:Iteration 9Q (584.947538 sec): 3 clusters Score: Raw -1137091.533889 + Penalty 3162.432558 = -1133929.101331 nChanged 370 SP:Iteration 10Q (585.016579 sec): 3 clusters Score: Raw -1137337.413454 + Penalty 3162.432558 = -1134174.980896 nChanged 267 SP:Iteration 11Q (585.085080 sec): 3 clusters Score: Raw -1137502.162252 + Penalty 3162.432558 = -1134339.729694 nChanged 193 SP:Iteration 12Q (585.164873 sec): 3 clusters Score: Raw -1137597.026571 + Penalty 3162.432558 = -1134434.594013 nChanged 135 SP:Iteration 13Q (585.244230 sec): 3 clusters Score: Raw -1137646.630948 + Penalty 3162.432558 = -1134484.198389 nChanged 108 SP:Iteration 14Q (585.316530 sec): 3 clusters Score: Raw -1137685.557119 + Penalty 3162.432558 = -1134523.124560 nChanged 100 SP:Iteration 15Q (585.389958 sec): 3 clusters Score: Raw -1137717.079471 + Penalty 3162.432558 = -1134554.646913 nChanged 79 SP:Iteration 16Q (585.452557 sec): 3 clusters Score: Raw -1137742.161911 + Penalty 3162.432558 = -1134579.729353 nChanged 65 SP:Iteration 17Q (585.534716 sec): 3 clusters Score: Raw -1137761.761451 + Penalty 3162.432558 = -1134599.328893 nChanged 58 SP:Iteration 18Q (585.609597 sec): 3 clusters Score: Raw -1137774.708966 + Penalty 3162.432558 = -1134612.276408 nChanged 44 SP:Iteration 19Q (585.683942 sec): 3 clusters Score: Raw -1137782.948146 + Penalty 3162.432558 = -1134620.515588 nChanged 32 SP:Iteration 20F (585.754539 sec): 3 clusters Score: Raw -1137788.740883 + Penalty 3162.432558 = -1134626.308325 nChanged 29 SP:Iteration 21Q (585.827578 sec): 3 clusters Score: Raw -1137793.943404 + Penalty 3162.432558 = -1134631.510846 nChanged 22 SP:Iteration 22Q (585.896425 sec): 3 clusters Score: Raw -1137798.255410 + Penalty 3162.432558 = -1134635.822852 nChanged 18 SP:Iteration 23Q (585.972586 sec): 3 clusters Score: Raw -1137801.245071 + Penalty 3162.432558 = -1134638.812513 nChanged 22 SP:Iteration 24Q (586.060330 sec): 3 clusters Score: Raw -1137804.523570 + Penalty 3162.432558 = -1134642.091012 nChanged 19 SP:Iteration 25Q (586.122052 sec): 3 clusters Score: Raw -1137807.636734 + Penalty 3162.432558 = -1134645.204176 nChanged 18 SP:Iteration 26Q (586.192857 sec): 3 clusters Score: Raw -1137810.911674 + Penalty 3162.432558 = -1134648.479116 nChanged 18 SP:Iteration 27Q (586.277012 sec): 3 clusters Score: Raw -1137813.694526 + Penalty 3162.432558 = -1134651.261968 nChanged 16 SP:Iteration 28Q (586.348306 sec): 3 clusters Score: Raw -1137816.383671 + Penalty 3162.432558 = -1134653.951113 nChanged 8 SP:Iteration 29Q (586.419689 sec): 3 clusters Score: Raw -1137817.505563 + Penalty 3162.432558 = -1134655.073005 nChanged 7 SP:Iteration 30Q (586.491281 sec): 3 clusters Score: Raw -1137819.069008 + Penalty 3162.432558 = -1134656.636449 nChanged 10 SP:Iteration 31Q (586.565313 sec): 3 clusters Score: Raw -1137820.648506 + Penalty 3162.432558 = -1134658.215948 nChanged 8 SP:Iteration 32Q (586.635163 sec): 3 clusters Score: Raw -1137821.873518 + Penalty 3162.432558 = -1134659.440960 nChanged 10 SP:Iteration 33Q (586.708368 sec): 3 clusters Score: Raw -1137823.434717 + Penalty 3162.432558 = -1134661.002159 nChanged 10 SP:Iteration 34Q (586.777546 sec): 3 clusters Score: Raw -1137825.067680 + Penalty 3162.432558 = -1134662.635122 nChanged 8 SP:Iteration 35Q (586.849619 sec): 3 clusters Score: Raw -1137826.614215 + Penalty 3162.432558 = -1134664.181656 nChanged 8 SP:Iteration 36Q (586.910323 sec): 3 clusters Score: Raw -1137827.654632 + Penalty 3162.432558 = -1134665.222074 nChanged 4 SP:Iteration 37Q (586.991176 sec): 3 clusters Score: Raw -1137828.127322 + Penalty 3162.432558 = -1134665.694764 nChanged 5 SP:Iteration 38Q (587.066822 sec): 3 clusters Score: Raw -1137828.795522 + Penalty 3162.432558 = -1134666.362964 nChanged 5 SP:Iteration 39Q (587.141600 sec): 3 clusters Score: Raw -1137829.440027 + Penalty 3162.432558 = -1134667.007469 nChanged 3 SP:Iteration 40F (587.218381 sec): 3 clusters Score: Raw -1137829.624755 + Penalty 3162.432558 = -1134667.192197 nChanged 1 SP:Iteration 41Q (587.289711 sec): 3 clusters Score: Raw -1137829.661822 + Penalty 3162.432558 = -1134667.229264 nChanged 1 SP:Iteration 42Q (587.367431 sec): 3 clusters Score: Raw -1137829.770621 + Penalty 3162.432558 = -1134667.338063 nChanged 1 SP:Iteration 43Q (587.441588 sec): 3 clusters Score: Raw -1137829.821791 + Penalty 3162.432558 = -1134667.389232 nChanged 1 SP:Iteration 44Q (587.512843 sec): 3 clusters Score: Raw -1137830.045227 + Penalty 3162.432558 = -1134667.612669 nChanged 3 SP:Iteration 45Q (587.580420 sec): 3 clusters Score: Raw -1137830.560969 + Penalty 3162.432558 = -1134668.128411 nChanged 2 SP:Iteration 46Q (587.656465 sec): 3 clusters Score: Raw -1137831.153522 + Penalty 3162.432558 = -1134668.720964 nChanged 2 SP:Iteration 47Q (587.729603 sec): 3 clusters Score: Raw -1137831.463609 + Penalty 3162.432558 = -1134669.031051 nChanged 0 SP:Iteration 48F (587.806383 sec): 3 clusters Score: Raw -1137831.463609 + Penalty 3162.432558 = -1134669.031051 nChanged 0 Trying to split cluster 27 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (587.830951 sec): 2 clusters Score: Raw -14789.466664 + Penalty 929.550664 = -13859.916001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (587.879991 sec): 3 clusters Score: Raw -14875.608116 + Penalty 1859.101327 = -13016.506789 nChanged 61 SP:Iteration 1F (587.923155 sec): 3 clusters Score: Raw -15036.460179 + Penalty 1859.101327 = -13177.358851 nChanged 21 SP:Iteration 2F (587.955991 sec): 3 clusters Score: Raw -15072.363950 + Penalty 1859.101327 = -13213.262623 nChanged 9 SP:Iteration 3Q (588.002906 sec): 3 clusters Score: Raw -15097.661744 + Penalty 1859.101327 = -13238.560417 nChanged 6 SP:Iteration 4Q (588.043894 sec): 3 clusters Score: Raw -15107.577886 + Penalty 1859.101327 = -13248.476558 nChanged 2 SP:Iteration 5Q (588.098017 sec): 3 clusters Score: Raw -15112.369982 + Penalty 1859.101327 = -13253.268655 nChanged 2 SP:Iteration 6Q (588.141517 sec): 3 clusters Score: Raw -15115.755718 + Penalty 1859.101327 = -13256.654390 nChanged 2 SP:Iteration 7Q (588.185373 sec): 3 clusters Score: Raw -15117.777825 + Penalty 1859.101327 = -13258.676498 nChanged 2 SP:Iteration 8Q (588.237974 sec): 3 clusters Score: Raw -15119.240990 + Penalty 1859.101327 = -13260.139663 nChanged 1 SP:Iteration 9Q (588.282948 sec): 3 clusters Score: Raw -15119.710192 + Penalty 1859.101327 = -13260.608864 nChanged 0 SP:Iteration 10F (588.320604 sec): 3 clusters Score: Raw -15119.710192 + Penalty 1859.101327 = -13260.608864 nChanged 0 Trying to split cluster 28 (2044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (588.345223 sec): 2 clusters Score: Raw -132435.978692 + Penalty 1238.682892 = -131197.295800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (588.397185 sec): 3 clusters Score: Raw -131526.061644 + Penalty 2477.365784 = -129048.695860 nChanged 708 SP:Iteration 1F (588.446820 sec): 3 clusters Score: Raw -131985.576987 + Penalty 2477.365784 = -129508.211203 nChanged 162 SP:Iteration 2F (588.498987 sec): 3 clusters Score: Raw -132124.261127 + Penalty 2477.365784 = -129646.895342 nChanged 95 SP:Iteration 3Q (588.547209 sec): 3 clusters Score: Raw -132194.304380 + Penalty 2477.365784 = -129716.938596 nChanged 71 SP:Iteration 4Q (588.600136 sec): 3 clusters Score: Raw -132244.323723 + Penalty 2477.365784 = -129766.957939 nChanged 61 SP:Iteration 5Q (588.644885 sec): 3 clusters Score: Raw -132279.465100 + Penalty 2477.365784 = -129802.099315 nChanged 50 SP:Iteration 6Q (588.692522 sec): 3 clusters Score: Raw -132310.085301 + Penalty 2477.365784 = -129832.719517 nChanged 36 SP:Iteration 7Q (588.747101 sec): 3 clusters Score: Raw -132335.188947 + Penalty 2477.365784 = -129857.823163 nChanged 36 SP:Iteration 8Q (588.785559 sec): 3 clusters Score: Raw -132354.934070 + Penalty 2477.365784 = -129877.568286 nChanged 28 SP:Iteration 9Q (588.837516 sec): 3 clusters Score: Raw -132372.833923 + Penalty 2477.365784 = -129895.468139 nChanged 25 SP:Iteration 10Q (588.884292 sec): 3 clusters Score: Raw -132387.146262 + Penalty 2477.365784 = -129909.780478 nChanged 24 SP:Iteration 11Q (588.933690 sec): 3 clusters Score: Raw -132399.223351 + Penalty 2477.365784 = -129921.857567 nChanged 18 SP:Iteration 12Q (588.984205 sec): 3 clusters Score: Raw -132411.772272 + Penalty 2477.365784 = -129934.406488 nChanged 20 SP:Iteration 13Q (589.041718 sec): 3 clusters Score: Raw -132425.347589 + Penalty 2477.365784 = -129947.981804 nChanged 17 SP:Iteration 14Q (589.091409 sec): 3 clusters Score: Raw -132434.654095 + Penalty 2477.365784 = -129957.288311 nChanged 17 SP:Iteration 15Q (589.146404 sec): 3 clusters Score: Raw -132445.786586 + Penalty 2477.365784 = -129968.420801 nChanged 19 SP:Iteration 16Q (589.199906 sec): 3 clusters Score: Raw -132456.891437 + Penalty 2477.365784 = -129979.525652 nChanged 15 SP:Iteration 17Q (589.243658 sec): 3 clusters Score: Raw -132464.773416 + Penalty 2477.365784 = -129987.407632 nChanged 11 SP:Iteration 18Q (589.292561 sec): 3 clusters Score: Raw -132471.114426 + Penalty 2477.365784 = -129993.748642 nChanged 17 SP:Iteration 19Q (589.346244 sec): 3 clusters Score: Raw -132481.395613 + Penalty 2477.365784 = -130004.029829 nChanged 15 SP:Iteration 20F (589.399365 sec): 3 clusters Score: Raw -132488.472575 + Penalty 2477.365784 = -130011.106791 nChanged 19 SP:Iteration 21Q (589.447036 sec): 3 clusters Score: Raw -132501.298745 + Penalty 2477.365784 = -130023.932961 nChanged 25 SP:Iteration 22Q (589.497685 sec): 3 clusters Score: Raw -132515.449125 + Penalty 2477.365784 = -130038.083341 nChanged 14 SP:Iteration 23Q (589.547534 sec): 3 clusters Score: Raw -132523.995822 + Penalty 2477.365784 = -130046.630038 nChanged 12 SP:Iteration 24Q (589.599961 sec): 3 clusters Score: Raw -132529.838179 + Penalty 2477.365784 = -130052.472395 nChanged 8 SP:Iteration 25Q (589.657225 sec): 3 clusters Score: Raw -132534.877224 + Penalty 2477.365784 = -130057.511439 nChanged 8 SP:Iteration 26Q (589.708728 sec): 3 clusters Score: Raw -132538.848432 + Penalty 2477.365784 = -130061.482647 nChanged 6 SP:Iteration 27Q (589.760106 sec): 3 clusters Score: Raw -132541.182763 + Penalty 2477.365784 = -130063.816979 nChanged 4 SP:Iteration 28Q (589.807390 sec): 3 clusters Score: Raw -132543.237578 + Penalty 2477.365784 = -130065.871794 nChanged 4 SP:Iteration 29Q (589.845201 sec): 3 clusters Score: Raw -132545.520778 + Penalty 2477.365784 = -130068.154994 nChanged 4 SP:Iteration 30Q (589.898495 sec): 3 clusters Score: Raw -132547.010883 + Penalty 2477.365784 = -130069.645099 nChanged 3 SP:Iteration 31Q (589.947881 sec): 3 clusters Score: Raw -132548.640369 + Penalty 2477.365784 = -130071.274585 nChanged 2 SP:Iteration 32Q (589.992824 sec): 3 clusters Score: Raw -132549.386945 + Penalty 2477.365784 = -130072.021160 nChanged 1 SP:Iteration 33Q (590.045045 sec): 3 clusters Score: Raw -132549.662552 + Penalty 2477.365784 = -130072.296768 nChanged 2 SP:Iteration 34Q (590.084882 sec): 3 clusters Score: Raw -132551.531885 + Penalty 2477.365784 = -130074.166101 nChanged 4 SP:Iteration 35Q (590.134141 sec): 3 clusters Score: Raw -132553.223290 + Penalty 2477.365784 = -130075.857506 nChanged 0 SP:Iteration 36F (590.190052 sec): 3 clusters Score: Raw -132553.223290 + Penalty 2477.365784 = -130075.857506 nChanged 0 Trying to split cluster 29 (1790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (590.214244 sec): 2 clusters Score: Raw -107469.126943 + Penalty 1217.120271 = -106252.006672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (590.251970 sec): 3 clusters Score: Raw -106736.743448 + Penalty 2434.240542 = -104302.502906 nChanged 635 SP:Iteration 1F (590.303728 sec): 3 clusters Score: Raw -107193.840505 + Penalty 2434.240542 = -104759.599963 nChanged 139 SP:Iteration 2F (590.351384 sec): 3 clusters Score: Raw -107325.204762 + Penalty 2434.240542 = -104890.964220 nChanged 87 SP:Iteration 3Q (590.401860 sec): 3 clusters Score: Raw -107429.855787 + Penalty 2434.240542 = -104995.615245 nChanged 93 SP:Iteration 4F (590.446596 sec): 3 clusters Score: Raw -107528.822709 + Penalty 2434.240542 = -105094.582167 nChanged 75 SP:Iteration 5Q (590.489241 sec): 3 clusters Score: Raw -107615.661278 + Penalty 2434.240542 = -105181.420736 nChanged 67 SP:Iteration 6Q (590.538335 sec): 3 clusters Score: Raw -107680.869321 + Penalty 2434.240542 = -105246.628779 nChanged 54 SP:Iteration 7Q (590.585044 sec): 3 clusters Score: Raw -107737.340921 + Penalty 2434.240542 = -105303.100379 nChanged 56 SP:Iteration 8Q (590.636498 sec): 3 clusters Score: Raw -107799.855752 + Penalty 2434.240542 = -105365.615210 nChanged 47 SP:Iteration 9Q (590.675505 sec): 3 clusters Score: Raw -107847.233574 + Penalty 2434.240542 = -105412.993032 nChanged 44 SP:Iteration 10Q (590.723556 sec): 3 clusters Score: Raw -107880.017112 + Penalty 2434.240542 = -105445.776570 nChanged 25 SP:Iteration 11Q (590.766077 sec): 3 clusters Score: Raw -107900.872859 + Penalty 2434.240542 = -105466.632316 nChanged 23 SP:Iteration 12Q (590.811451 sec): 3 clusters Score: Raw -107918.445824 + Penalty 2434.240542 = -105484.205282 nChanged 19 SP:Iteration 13Q (590.865462 sec): 3 clusters Score: Raw -107929.605440 + Penalty 2434.240542 = -105495.364897 nChanged 8 SP:Iteration 14Q (590.904823 sec): 3 clusters Score: Raw -107933.512320 + Penalty 2434.240542 = -105499.271778 nChanged 6 SP:Iteration 15Q (590.950614 sec): 3 clusters Score: Raw -107937.104497 + Penalty 2434.240542 = -105502.863954 nChanged 6 SP:Iteration 16Q (591.006801 sec): 3 clusters Score: Raw -107941.009442 + Penalty 2434.240542 = -105506.768900 nChanged 5 SP:Iteration 17Q (591.047105 sec): 3 clusters Score: Raw -107945.192856 + Penalty 2434.240542 = -105510.952314 nChanged 2 SP:Iteration 18Q (591.101062 sec): 3 clusters Score: Raw -107945.868825 + Penalty 2434.240542 = -105511.628283 nChanged 0 SP:Iteration 19F (591.145591 sec): 3 clusters Score: Raw -107945.868825 + Penalty 2434.240542 = -105511.628283 nChanged 0 Trying to split cluster 30 (4666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (591.184344 sec): 2 clusters Score: Raw -277221.092155 + Penalty 1372.809336 = -275848.282819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (591.234210 sec): 3 clusters Score: Raw -274867.515707 + Penalty 2745.618672 = -272121.897035 nChanged 1897 SP:Iteration 1F (591.288187 sec): 3 clusters Score: Raw -275904.459255 + Penalty 2745.618672 = -273158.840583 nChanged 332 SP:Iteration 2F (591.336951 sec): 3 clusters Score: Raw -276101.582372 + Penalty 2745.618672 = -273355.963700 nChanged 265 SP:Iteration 3F (591.402926 sec): 3 clusters Score: Raw -276227.333624 + Penalty 2745.618672 = -273481.714952 nChanged 193 SP:Iteration 4Q (591.462112 sec): 3 clusters Score: Raw -276324.939944 + Penalty 2745.618672 = -273579.321272 nChanged 156 SP:Iteration 5Q (591.518186 sec): 3 clusters Score: Raw -276393.710932 + Penalty 2745.618672 = -273648.092259 nChanged 122 SP:Iteration 6Q (591.560560 sec): 3 clusters Score: Raw -276447.587407 + Penalty 2745.618672 = -273701.968735 nChanged 111 SP:Iteration 7Q (591.615505 sec): 3 clusters Score: Raw -276505.843106 + Penalty 2745.618672 = -273760.224434 nChanged 130 SP:Iteration 8Q (591.679610 sec): 3 clusters Score: Raw -276573.018372 + Penalty 2745.618672 = -273827.399700 nChanged 118 SP:Iteration 9Q (591.728910 sec): 3 clusters Score: Raw -276650.560919 + Penalty 2745.618672 = -273904.942247 nChanged 139 SP:Iteration 10Q (591.785937 sec): 3 clusters Score: Raw -276734.986936 + Penalty 2745.618672 = -273989.368264 nChanged 136 SP:Iteration 11Q (591.843215 sec): 3 clusters Score: Raw -276814.568387 + Penalty 2745.618672 = -274068.949715 nChanged 138 SP:Iteration 12Q (591.900506 sec): 3 clusters Score: Raw -276894.487170 + Penalty 2745.618672 = -274148.868498 nChanged 149 SP:Iteration 13Q (591.952903 sec): 3 clusters Score: Raw -276973.726545 + Penalty 2745.618672 = -274228.107872 nChanged 121 SP:Iteration 14Q (592.003237 sec): 3 clusters Score: Raw -277043.712269 + Penalty 2745.618672 = -274298.093596 nChanged 122 SP:Iteration 15Q (592.047985 sec): 3 clusters Score: Raw -277111.624742 + Penalty 2745.618672 = -274366.006070 nChanged 100 SP:Iteration 16Q (592.107254 sec): 3 clusters Score: Raw -277164.374567 + Penalty 2745.618672 = -274418.755895 nChanged 101 SP:Iteration 17Q (592.154142 sec): 3 clusters Score: Raw -277219.223107 + Penalty 2745.618672 = -274473.604435 nChanged 90 SP:Iteration 18Q (592.218436 sec): 3 clusters Score: Raw -277276.275351 + Penalty 2745.618672 = -274530.656679 nChanged 119 SP:Iteration 19Q (592.269436 sec): 3 clusters Score: Raw -277365.617656 + Penalty 2745.618672 = -274619.998984 nChanged 126 SP:Iteration 20F (592.318729 sec): 3 clusters Score: Raw -277432.969286 + Penalty 2745.618672 = -274687.350613 nChanged 94 SP:Iteration 21Q (592.376246 sec): 3 clusters Score: Raw -277472.518526 + Penalty 2745.618672 = -274726.899854 nChanged 66 SP:Iteration 22Q (592.421448 sec): 3 clusters Score: Raw -277499.456988 + Penalty 2745.618672 = -274753.838316 nChanged 67 SP:Iteration 23Q (592.474127 sec): 3 clusters Score: Raw -277526.377069 + Penalty 2745.618672 = -274780.758397 nChanged 62 SP:Iteration 24Q (592.530087 sec): 3 clusters Score: Raw -277551.617674 + Penalty 2745.618672 = -274805.999002 nChanged 58 SP:Iteration 25Q (592.592806 sec): 3 clusters Score: Raw -277575.517214 + Penalty 2745.618672 = -274829.898542 nChanged 45 SP:Iteration 26Q (592.644693 sec): 3 clusters Score: Raw -277590.708629 + Penalty 2745.618672 = -274845.089957 nChanged 29 SP:Iteration 27Q (592.703453 sec): 3 clusters Score: Raw -277598.418909 + Penalty 2745.618672 = -274852.800237 nChanged 20 SP:Iteration 28Q (592.761182 sec): 3 clusters Score: Raw -277606.538062 + Penalty 2745.618672 = -274860.919390 nChanged 22 SP:Iteration 29Q (592.823050 sec): 3 clusters Score: Raw -277611.720064 + Penalty 2745.618672 = -274866.101392 nChanged 19 SP:Iteration 30Q (592.880461 sec): 3 clusters Score: Raw -277617.239325 + Penalty 2745.618672 = -274871.620653 nChanged 13 SP:Iteration 31Q (592.925664 sec): 3 clusters Score: Raw -277620.321405 + Penalty 2745.618672 = -274874.702733 nChanged 14 SP:Iteration 32Q (592.981670 sec): 3 clusters Score: Raw -277624.160349 + Penalty 2745.618672 = -274878.541677 nChanged 15 SP:Iteration 33Q (593.043970 sec): 3 clusters Score: Raw -277627.607603 + Penalty 2745.618672 = -274881.988930 nChanged 12 SP:Iteration 34Q (593.099642 sec): 3 clusters Score: Raw -277630.335092 + Penalty 2745.618672 = -274884.716420 nChanged 11 SP:Iteration 35Q (593.142970 sec): 3 clusters Score: Raw -277633.327070 + Penalty 2745.618672 = -274887.708398 nChanged 13 SP:Iteration 36Q (593.207789 sec): 3 clusters Score: Raw -277639.323538 + Penalty 2745.618672 = -274893.704866 nChanged 13 SP:Iteration 37Q (593.254681 sec): 3 clusters Score: Raw -277643.744471 + Penalty 2745.618672 = -274898.125799 nChanged 17 SP:Iteration 38Q (593.312650 sec): 3 clusters Score: Raw -277648.638619 + Penalty 2745.618672 = -274903.019947 nChanged 10 SP:Iteration 39Q (593.372005 sec): 3 clusters Score: Raw -277651.763195 + Penalty 2745.618672 = -274906.144523 nChanged 13 SP:Iteration 40F (593.421339 sec): 3 clusters Score: Raw -277654.858361 + Penalty 2745.618672 = -274909.239689 nChanged 6 SP:Iteration 41Q (593.485334 sec): 3 clusters Score: Raw -277656.842190 + Penalty 2745.618672 = -274911.223518 nChanged 6 SP:Iteration 42Q (593.538384 sec): 3 clusters Score: Raw -277658.033348 + Penalty 2745.618672 = -274912.414676 nChanged 4 SP:Iteration 43Q (593.591643 sec): 3 clusters Score: Raw -277658.925277 + Penalty 2745.618672 = -274913.306605 nChanged 4 SP:Iteration 44Q (593.648185 sec): 3 clusters Score: Raw -277659.703768 + Penalty 2745.618672 = -274914.085096 nChanged 6 SP:Iteration 45Q (593.691777 sec): 3 clusters Score: Raw -277662.143973 + Penalty 2745.618672 = -274916.525301 nChanged 11 SP:Iteration 46Q (593.754979 sec): 3 clusters Score: Raw -277664.364257 + Penalty 2745.618672 = -274918.745585 nChanged 2 SP:Iteration 47Q (593.810503 sec): 3 clusters Score: Raw -277664.511716 + Penalty 2745.618672 = -274918.893044 nChanged 2 SP:Iteration 48Q (593.854235 sec): 3 clusters Score: Raw -277664.892045 + Penalty 2745.618672 = -274919.273373 nChanged 3 SP:Iteration 49Q (593.919266 sec): 3 clusters Score: Raw -277665.526080 + Penalty 2745.618672 = -274919.907408 nChanged 4 SP:Iteration 50Q (593.962196 sec): 3 clusters Score: Raw -277665.937058 + Penalty 2745.618672 = -274920.318386 nChanged 2 SP:Iteration 51Q (594.014356 sec): 3 clusters Score: Raw -277666.412469 + Penalty 2745.618672 = -274920.793797 nChanged 2 SP:Iteration 52Q (594.075447 sec): 3 clusters Score: Raw -277666.761913 + Penalty 2745.618672 = -274921.143240 nChanged 2 SP:Iteration 53Q (594.136641 sec): 3 clusters Score: Raw -277667.038026 + Penalty 2745.618672 = -274921.419354 nChanged 2 SP:Iteration 54Q (594.184207 sec): 3 clusters Score: Raw -277667.418550 + Penalty 2745.618672 = -274921.799878 nChanged 3 SP:Iteration 55Q (594.244647 sec): 3 clusters Score: Raw -277667.994460 + Penalty 2745.618672 = -274922.375787 nChanged 3 SP:Iteration 56Q (594.300151 sec): 3 clusters Score: Raw -277668.998526 + Penalty 2745.618672 = -274923.379854 nChanged 10 SP:Iteration 57Q (594.341295 sec): 3 clusters Score: Raw -277671.525179 + Penalty 2745.618672 = -274925.906507 nChanged 10 SP:Iteration 58Q (594.394620 sec): 3 clusters Score: Raw -277673.983232 + Penalty 2745.618672 = -274928.364560 nChanged 12 SP:Iteration 59Q (594.449736 sec): 3 clusters Score: Raw -277677.175202 + Penalty 2745.618672 = -274931.556530 nChanged 9 SP:Iteration 60F (594.505406 sec): 3 clusters Score: Raw -277679.077896 + Penalty 2745.618672 = -274933.459224 nChanged 10 SP:Iteration 61Q (594.561627 sec): 3 clusters Score: Raw -277680.902819 + Penalty 2745.618672 = -274935.284147 nChanged 7 SP:Iteration 62Q (594.604300 sec): 3 clusters Score: Raw -277682.205647 + Penalty 2745.618672 = -274936.586975 nChanged 8 SP:Iteration 63Q (594.661064 sec): 3 clusters Score: Raw -277684.099742 + Penalty 2745.618672 = -274938.481070 nChanged 7 SP:Iteration 64Q (594.715567 sec): 3 clusters Score: Raw -277686.332477 + Penalty 2745.618672 = -274940.713805 nChanged 10 SP:Iteration 65Q (594.767261 sec): 3 clusters Score: Raw -277689.332564 + Penalty 2745.618672 = -274943.713892 nChanged 12 SP:Iteration 66Q (594.812141 sec): 3 clusters Score: Raw -277692.382549 + Penalty 2745.618672 = -274946.763876 nChanged 9 SP:Iteration 67Q (594.873399 sec): 3 clusters Score: Raw -277696.151505 + Penalty 2745.618672 = -274950.532833 nChanged 8 SP:Iteration 68Q (594.931632 sec): 3 clusters Score: Raw -277697.962502 + Penalty 2745.618672 = -274952.343830 nChanged 12 SP:Iteration 69Q (594.983352 sec): 3 clusters Score: Raw -277700.718630 + Penalty 2745.618672 = -274955.099958 nChanged 12 SP:Iteration 70Q (595.027879 sec): 3 clusters Score: Raw -277704.604461 + Penalty 2745.618672 = -274958.985789 nChanged 9 SP:Iteration 71Q (595.094621 sec): 3 clusters Score: Raw -277707.203595 + Penalty 2745.618672 = -274961.584923 nChanged 7 SP:Iteration 72Q (595.138582 sec): 3 clusters Score: Raw -277709.092013 + Penalty 2745.618672 = -274963.473340 nChanged 9 SP:Iteration 73Q (595.204697 sec): 3 clusters Score: Raw -277711.439721 + Penalty 2745.618672 = -274965.821048 nChanged 12 SP:Iteration 74Q (595.257345 sec): 3 clusters Score: Raw -277714.340271 + Penalty 2745.618672 = -274968.721599 nChanged 8 SP:Iteration 75Q (595.304379 sec): 3 clusters Score: Raw -277716.469383 + Penalty 2745.618672 = -274970.850711 nChanged 11 SP:Iteration 76Q (595.359806 sec): 3 clusters Score: Raw -277719.520475 + Penalty 2745.618672 = -274973.901803 nChanged 5 SP:Iteration 77Q (595.426161 sec): 3 clusters Score: Raw -277720.401131 + Penalty 2745.618672 = -274974.782459 nChanged 3 SP:Iteration 78Q (595.469340 sec): 3 clusters Score: Raw -277721.146992 + Penalty 2745.618672 = -274975.528319 nChanged 2 SP:Iteration 79Q (595.529227 sec): 3 clusters Score: Raw -277722.051330 + Penalty 2745.618672 = -274976.432658 nChanged 1 SP:Iteration 80F (595.578424 sec): 3 clusters Score: Raw -277722.953087 + Penalty 2745.618672 = -274977.334415 nChanged 3 SP:Iteration 81Q (595.643741 sec): 3 clusters Score: Raw -277723.497609 + Penalty 2745.618672 = -274977.878937 nChanged 2 SP:Iteration 82Q (595.700322 sec): 3 clusters Score: Raw -277723.804744 + Penalty 2745.618672 = -274978.186072 nChanged 0 SP:Iteration 83F (595.744569 sec): 3 clusters Score: Raw -277723.804744 + Penalty 2745.618672 = -274978.186072 nChanged 0 Trying to split cluster 31 (4559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (595.776046 sec): 2 clusters Score: Raw -306768.325760 + Penalty 1369.039519 = -305399.286240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (595.839689 sec): 3 clusters Score: Raw -304417.728835 + Penalty 2738.079039 = -301679.649796 nChanged 1820 SP:Iteration 1F (595.892651 sec): 3 clusters Score: Raw -305437.786640 + Penalty 2738.079039 = -302699.707602 nChanged 346 SP:Iteration 2F (595.949739 sec): 3 clusters Score: Raw -305648.472474 + Penalty 2738.079039 = -302910.393435 nChanged 258 SP:Iteration 3F (596.001304 sec): 3 clusters Score: Raw -305814.824295 + Penalty 2738.079039 = -303076.745256 nChanged 220 SP:Iteration 4Q (596.045249 sec): 3 clusters Score: Raw -305989.988015 + Penalty 2738.079039 = -303251.908976 nChanged 241 SP:Iteration 5F (596.104598 sec): 3 clusters Score: Raw -306221.395047 + Penalty 2738.079039 = -303483.316008 nChanged 252 SP:Iteration 6F (596.151298 sec): 3 clusters Score: Raw -306471.134736 + Penalty 2738.079039 = -303733.055698 nChanged 260 SP:Iteration 7F (596.214003 sec): 3 clusters Score: Raw -306716.503839 + Penalty 2738.079039 = -303978.424801 nChanged 260 SP:Iteration 8F (596.271567 sec): 3 clusters Score: Raw -306985.571087 + Penalty 2738.079039 = -304247.492048 nChanged 248 SP:Iteration 9F (596.322294 sec): 3 clusters Score: Raw -307233.733795 + Penalty 2738.079039 = -304495.654756 nChanged 201 SP:Iteration 10Q (596.385695 sec): 3 clusters Score: Raw -307454.769067 + Penalty 2738.079039 = -304716.690028 nChanged 153 SP:Iteration 11Q (596.434430 sec): 3 clusters Score: Raw -307637.712414 + Penalty 2738.079039 = -304899.633376 nChanged 130 SP:Iteration 12Q (596.494377 sec): 3 clusters Score: Raw -307833.957115 + Penalty 2738.079039 = -305095.878076 nChanged 121 SP:Iteration 13Q (596.547693 sec): 3 clusters Score: Raw -308064.195555 + Penalty 2738.079039 = -305326.116517 nChanged 93 SP:Iteration 14Q (596.593399 sec): 3 clusters Score: Raw -308321.355965 + Penalty 2738.079039 = -305583.276926 nChanged 99 SP:Iteration 15Q (596.646220 sec): 3 clusters Score: Raw -308581.256922 + Penalty 2738.079039 = -305843.177884 nChanged 95 SP:Iteration 16Q (596.700788 sec): 3 clusters Score: Raw -308717.130462 + Penalty 2738.079039 = -305979.051424 nChanged 75 SP:Iteration 17Q (596.752159 sec): 3 clusters Score: Raw -308774.736459 + Penalty 2738.079039 = -306036.657420 nChanged 54 SP:Iteration 18Q (596.816864 sec): 3 clusters Score: Raw -308808.878730 + Penalty 2738.079039 = -306070.799691 nChanged 50 SP:Iteration 19Q (596.859693 sec): 3 clusters Score: Raw -308843.086193 + Penalty 2738.079039 = -306105.007154 nChanged 44 SP:Iteration 20F (596.914524 sec): 3 clusters Score: Raw -308866.159651 + Penalty 2738.079039 = -306128.080613 nChanged 30 SP:Iteration 21Q (596.972669 sec): 3 clusters Score: Raw -308880.094556 + Penalty 2738.079039 = -306142.015517 nChanged 27 SP:Iteration 22Q (597.028740 sec): 3 clusters Score: Raw -308894.113980 + Penalty 2738.079039 = -306156.034941 nChanged 29 SP:Iteration 23Q (597.073184 sec): 3 clusters Score: Raw -308908.678022 + Penalty 2738.079039 = -306170.598983 nChanged 23 SP:Iteration 24Q (597.138270 sec): 3 clusters Score: Raw -308919.377896 + Penalty 2738.079039 = -306181.298858 nChanged 26 SP:Iteration 25Q (597.183936 sec): 3 clusters Score: Raw -308932.998348 + Penalty 2738.079039 = -306194.919309 nChanged 25 SP:Iteration 26Q (597.246187 sec): 3 clusters Score: Raw -308943.677523 + Penalty 2738.079039 = -306205.598485 nChanged 25 SP:Iteration 27Q (597.295274 sec): 3 clusters Score: Raw -308953.966599 + Penalty 2738.079039 = -306215.887561 nChanged 22 SP:Iteration 28Q (597.354001 sec): 3 clusters Score: Raw -308963.150892 + Penalty 2738.079039 = -306225.071854 nChanged 20 SP:Iteration 29Q (597.395188 sec): 3 clusters Score: Raw -308972.157034 + Penalty 2738.079039 = -306234.077995 nChanged 17 SP:Iteration 30Q (597.459656 sec): 3 clusters Score: Raw -308977.082669 + Penalty 2738.079039 = -306239.003630 nChanged 16 SP:Iteration 31Q (597.513513 sec): 3 clusters Score: Raw -308982.441121 + Penalty 2738.079039 = -306244.362082 nChanged 13 SP:Iteration 32Q (597.557074 sec): 3 clusters Score: Raw -308985.187394 + Penalty 2738.079039 = -306247.108355 nChanged 11 SP:Iteration 33Q (597.614353 sec): 3 clusters Score: Raw -308988.271863 + Penalty 2738.079039 = -306250.192825 nChanged 10 SP:Iteration 34Q (597.661842 sec): 3 clusters Score: Raw -308991.838980 + Penalty 2738.079039 = -306253.759941 nChanged 13 SP:Iteration 35Q (597.714688 sec): 3 clusters Score: Raw -308994.875698 + Penalty 2738.079039 = -306256.796659 nChanged 6 SP:Iteration 36Q (597.772752 sec): 3 clusters Score: Raw -308996.496092 + Penalty 2738.079039 = -306258.417053 nChanged 7 SP:Iteration 37Q (597.827666 sec): 3 clusters Score: Raw -308998.945382 + Penalty 2738.079039 = -306260.866343 nChanged 6 SP:Iteration 38Q (597.881114 sec): 3 clusters Score: Raw -309001.081041 + Penalty 2738.079039 = -306263.002003 nChanged 3 SP:Iteration 39Q (597.926372 sec): 3 clusters Score: Raw -309002.059493 + Penalty 2738.079039 = -306263.980454 nChanged 1 SP:Iteration 40F (597.986939 sec): 3 clusters Score: Raw -309002.386651 + Penalty 2738.079039 = -306264.307612 nChanged 1 SP:Iteration 41Q (598.034899 sec): 3 clusters Score: Raw -309002.818693 + Penalty 2738.079039 = -306264.739655 nChanged 2 SP:Iteration 42Q (598.092204 sec): 3 clusters Score: Raw -309003.143131 + Penalty 2738.079039 = -306265.064092 nChanged 0 SP:Iteration 43F (598.143265 sec): 3 clusters Score: Raw -309003.143131 + Penalty 2738.079039 = -306265.064092 nChanged 0 Score: Raw -32148505.872260 + Penalty 74653.165843 = -32073852.706417 Splitting cluster 31 changes total score from -32072683.431851 to -32073852.706417 So it's getting split into cluster 35. Iteration 59Q (613.730555 sec): 36 clusters Score: Raw -32150183.337136 + Penalty 74653.165843 = -32075530.171293 nChanged 3132 Iteration 60F (624.609899 sec): 36 clusters Score: Raw -32151543.775923 + Penalty 74653.165843 = -32076890.610080 nChanged 2485 Iteration 61Q (628.663905 sec): 36 clusters Score: Raw -32152238.210859 + Penalty 74653.165843 = -32077585.045016 nChanged 1523 Iteration 62Q (632.698038 sec): 36 clusters Score: Raw -32152590.922843 + Penalty 74653.165843 = -32077937.757000 nChanged 1183 Iteration 63Q (636.497953 sec): 36 clusters Score: Raw -32152826.417823 + Penalty 74653.165843 = -32078173.251980 nChanged 1022 Deleting Class 9 (611 points): Lose 2132.407573 but Gain 2132.947596 Iteration 64Q (640.272438 sec): 35 clusters Score: Raw -32150872.220369 + Penalty 72520.218247 = -32078352.002122 nChanged 1470 Iteration 65Q (643.911186 sec): 35 clusters Score: Raw -32152502.623772 + Penalty 72520.218247 = -32079982.405525 nChanged 736 Iteration 66Q (647.686861 sec): 35 clusters Score: Raw -32152581.888805 + Penalty 72520.218247 = -32080061.670557 nChanged 621 Iteration 67Q (651.381777 sec): 35 clusters Score: Raw -32152630.654292 + Penalty 72520.218247 = -32080110.436045 nChanged 553 Iteration 68Q (655.724274 sec): 35 clusters Score: Raw -32152670.456490 + Penalty 72520.218247 = -32080150.238243 nChanged 555 Iteration 69Q (659.582247 sec): 35 clusters Score: Raw -32152716.056959 + Penalty 72520.218247 = -32080195.838712 nChanged 528 Iteration 70Q (663.601307 sec): 35 clusters Score: Raw -32152765.842916 + Penalty 72520.218247 = -32080245.624669 nChanged 492 Iteration 71Q (667.461113 sec): 35 clusters Score: Raw -32152796.347030 + Penalty 72520.218247 = -32080276.128782 nChanged 464 Iteration 72Q (671.184821 sec): 35 clusters Score: Raw -32152830.471188 + Penalty 72520.218247 = -32080310.252940 nChanged 481 Iteration 73Q (675.425198 sec): 35 clusters Score: Raw -32152863.266898 + Penalty 72520.218247 = -32080343.048651 nChanged 492 Iteration 74Q (679.367367 sec): 35 clusters Score: Raw -32152898.207577 + Penalty 72520.218247 = -32080377.989330 nChanged 518 Iteration 75Q (683.256534 sec): 35 clusters Score: Raw -32152928.145407 + Penalty 72520.218247 = -32080407.927159 nChanged 489 Iteration 76Q (686.730370 sec): 35 clusters Score: Raw -32152956.042791 + Penalty 72520.218247 = -32080435.824543 nChanged 473 Iteration 77Q (690.453513 sec): 35 clusters Score: Raw -32152982.362366 + Penalty 72520.218247 = -32080462.144119 nChanged 439 Iteration 78Q (694.316680 sec): 35 clusters Score: Raw -32153006.529997 + Penalty 72520.218247 = -32080486.311750 nChanged 427 Iteration 79Q (698.113982 sec): 35 clusters Score: Raw -32153029.196318 + Penalty 72520.218247 = -32080508.978071 nChanged 421 Iteration 80F (708.709214 sec): 35 clusters Score: Raw -32153070.184589 + Penalty 72520.218247 = -32080549.966342 nChanged 418 Iteration 81Q (712.653004 sec): 35 clusters Score: Raw -32153108.605946 + Penalty 72520.218247 = -32080588.387699 nChanged 363 Iteration 82Q (716.399844 sec): 35 clusters Score: Raw -32153127.959849 + Penalty 72520.218247 = -32080607.741601 nChanged 385 Iteration 83Q (720.038988 sec): 35 clusters Score: Raw -32153147.342453 + Penalty 72520.218247 = -32080627.124206 nChanged 356 Iteration 84Q (723.878025 sec): 35 clusters Score: Raw -32153164.766463 + Penalty 72520.218247 = -32080644.548215 nChanged 309 Iteration 85Q (727.811886 sec): 35 clusters Score: Raw -32153179.915490 + Penalty 72520.218247 = -32080659.697242 nChanged 288 Iteration 86Q (731.583711 sec): 35 clusters Score: Raw -32153194.569010 + Penalty 72520.218247 = -32080674.350763 nChanged 318 Iteration 87Q (735.420442 sec): 35 clusters Score: Raw -32153210.086936 + Penalty 72520.218247 = -32080689.868688 nChanged 315 Iteration 88Q (739.368715 sec): 35 clusters Score: Raw -32153228.327203 + Penalty 72520.218247 = -32080708.108955 nChanged 336 Iteration 89Q (743.264510 sec): 35 clusters Score: Raw -32153249.206284 + Penalty 72520.218247 = -32080728.988036 nChanged 343 Iteration 90Q (747.439093 sec): 35 clusters Score: Raw -32153269.374350 + Penalty 72520.218247 = -32080749.156103 nChanged 338 Iteration 91Q (751.274260 sec): 35 clusters Score: Raw -32153291.171707 + Penalty 72520.218247 = -32080770.953459 nChanged 371 Iteration 92Q (755.127026 sec): 35 clusters Score: Raw -32153317.045384 + Penalty 72520.218247 = -32080796.827136 nChanged 409 Iteration 93Q (759.185200 sec): 35 clusters Score: Raw -32153349.263477 + Penalty 72520.218247 = -32080829.045229 nChanged 424 Iteration 94Q (763.348448 sec): 35 clusters Score: Raw -32153392.684649 + Penalty 72520.218247 = -32080872.466402 nChanged 431 Iteration 95Q (767.397310 sec): 35 clusters Score: Raw -32153438.407598 + Penalty 72520.218247 = -32080918.189350 nChanged 459 Iteration 96Q (771.275032 sec): 35 clusters Score: Raw -32153495.454908 + Penalty 72520.218247 = -32080975.236660 nChanged 446 Iteration 97Q (775.093329 sec): 35 clusters Score: Raw -32153546.702729 + Penalty 72520.218247 = -32081026.484482 nChanged 462 Iteration 98Q (778.795709 sec): 35 clusters Score: Raw -32153608.752252 + Penalty 72520.218247 = -32081088.534004 nChanged 486 Writing temp clu file Because OldScore, -32081026.484482, is greater than current (better) Score,-32081088.534004 Compute initial score before splitting: Score: Raw -32153608.752252 + Penalty 72520.218247 = -32081088.534004 Trying to split cluster 1 (10392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (779.005504 sec): 2 clusters Score: Raw -718268.808782 + Penalty 1502.928628 = -716765.880153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (779.066780 sec): 3 clusters Score: Raw -712296.992698 + Penalty 3005.857256 = -709291.135442 nChanged 4490 SP:Iteration 1F (779.129024 sec): 3 clusters Score: Raw -714652.245998 + Penalty 3005.857256 = -711646.388742 nChanged 687 SP:Iteration 2F (779.186732 sec): 3 clusters Score: Raw -714958.956942 + Penalty 3005.857256 = -711953.099686 nChanged 580 SP:Iteration 3F (779.253918 sec): 3 clusters Score: Raw -715216.895987 + Penalty 3005.857256 = -712211.038730 nChanged 485 SP:Iteration 4Q (779.316557 sec): 3 clusters Score: Raw -715445.812393 + Penalty 3005.857256 = -712439.955137 nChanged 477 SP:Iteration 5Q (779.374305 sec): 3 clusters Score: Raw -715688.445936 + Penalty 3005.857256 = -712682.588680 nChanged 520 SP:Iteration 6F (779.447501 sec): 3 clusters Score: Raw -715990.551674 + Penalty 3005.857256 = -712984.694418 nChanged 570 SP:Iteration 7F (779.514111 sec): 3 clusters Score: Raw -716388.053240 + Penalty 3005.857256 = -713382.195983 nChanged 610 SP:Iteration 8F (779.582303 sec): 3 clusters Score: Raw -716866.145696 + Penalty 3005.857256 = -713860.288439 nChanged 591 SP:Iteration 9F (779.650194 sec): 3 clusters Score: Raw -717341.763196 + Penalty 3005.857256 = -714335.905939 nChanged 502 SP:Iteration 10Q (779.709481 sec): 3 clusters Score: Raw -717747.101629 + Penalty 3005.857256 = -714741.244373 nChanged 381 SP:Iteration 11Q (779.767923 sec): 3 clusters Score: Raw -718077.009893 + Penalty 3005.857256 = -715071.152637 nChanged 319 SP:Iteration 12Q (779.832831 sec): 3 clusters Score: Raw -718360.855354 + Penalty 3005.857256 = -715354.998097 nChanged 221 SP:Iteration 13Q (779.899913 sec): 3 clusters Score: Raw -718554.465569 + Penalty 3005.857256 = -715548.608312 nChanged 170 SP:Iteration 14Q (779.960146 sec): 3 clusters Score: Raw -718700.864820 + Penalty 3005.857256 = -715695.007564 nChanged 127 SP:Iteration 15Q (780.032471 sec): 3 clusters Score: Raw -718798.555614 + Penalty 3005.857256 = -715792.698357 nChanged 84 SP:Iteration 16Q (780.097293 sec): 3 clusters Score: Raw -718853.138082 + Penalty 3005.857256 = -715847.280826 nChanged 58 SP:Iteration 17Q (780.149149 sec): 3 clusters Score: Raw -718885.632810 + Penalty 3005.857256 = -715879.775553 nChanged 37 SP:Iteration 18Q (780.223956 sec): 3 clusters Score: Raw -718902.084003 + Penalty 3005.857256 = -715896.226747 nChanged 28 SP:Iteration 19Q (780.288133 sec): 3 clusters Score: Raw -718916.378428 + Penalty 3005.857256 = -715910.521172 nChanged 29 SP:Iteration 20F (780.353523 sec): 3 clusters Score: Raw -718931.625196 + Penalty 3005.857256 = -715925.767939 nChanged 24 SP:Iteration 21Q (780.416229 sec): 3 clusters Score: Raw -718946.527810 + Penalty 3005.857256 = -715940.670553 nChanged 20 SP:Iteration 22Q (780.480113 sec): 3 clusters Score: Raw -718957.001777 + Penalty 3005.857256 = -715951.144521 nChanged 10 SP:Iteration 23Q (780.531707 sec): 3 clusters Score: Raw -718961.087311 + Penalty 3005.857256 = -715955.230055 nChanged 9 SP:Iteration 24Q (780.598297 sec): 3 clusters Score: Raw -718964.477362 + Penalty 3005.857256 = -715958.620106 nChanged 8 SP:Iteration 25Q (780.665558 sec): 3 clusters Score: Raw -718966.992253 + Penalty 3005.857256 = -715961.134996 nChanged 6 SP:Iteration 26Q (780.729316 sec): 3 clusters Score: Raw -718969.039504 + Penalty 3005.857256 = -715963.182247 nChanged 9 SP:Iteration 27Q (780.788757 sec): 3 clusters Score: Raw -718971.397717 + Penalty 3005.857256 = -715965.540461 nChanged 7 SP:Iteration 28Q (780.838473 sec): 3 clusters Score: Raw -718974.335178 + Penalty 3005.857256 = -715968.477922 nChanged 9 SP:Iteration 29Q (780.907029 sec): 3 clusters Score: Raw -718976.876500 + Penalty 3005.857256 = -715971.019244 nChanged 6 SP:Iteration 30Q (780.974927 sec): 3 clusters Score: Raw -718978.406869 + Penalty 3005.857256 = -715972.549613 nChanged 4 SP:Iteration 31Q (781.037236 sec): 3 clusters Score: Raw -718979.612103 + Penalty 3005.857256 = -715973.754847 nChanged 6 SP:Iteration 32Q (781.087501 sec): 3 clusters Score: Raw -718981.655809 + Penalty 3005.857256 = -715975.798553 nChanged 6 SP:Iteration 33Q (781.151077 sec): 3 clusters Score: Raw -718982.997778 + Penalty 3005.857256 = -715977.140521 nChanged 6 SP:Iteration 34Q (781.228065 sec): 3 clusters Score: Raw -718985.565156 + Penalty 3005.857256 = -715979.707899 nChanged 6 SP:Iteration 35Q (781.289123 sec): 3 clusters Score: Raw -718988.042634 + Penalty 3005.857256 = -715982.185378 nChanged 3 SP:Iteration 36Q (781.354088 sec): 3 clusters Score: Raw -718989.128582 + Penalty 3005.857256 = -715983.271325 nChanged 6 SP:Iteration 37Q (781.416286 sec): 3 clusters Score: Raw -718990.848750 + Penalty 3005.857256 = -715984.991493 nChanged 3 SP:Iteration 38Q (781.475318 sec): 3 clusters Score: Raw -718991.662728 + Penalty 3005.857256 = -715985.805472 nChanged 3 SP:Iteration 39Q (781.525904 sec): 3 clusters Score: Raw -718993.545209 + Penalty 3005.857256 = -715987.687952 nChanged 3 SP:Iteration 40F (781.600214 sec): 3 clusters Score: Raw -718994.739720 + Penalty 3005.857256 = -715988.882464 nChanged 2 SP:Iteration 41Q (781.659694 sec): 3 clusters Score: Raw -718995.344212 + Penalty 3005.857256 = -715989.486956 nChanged 2 SP:Iteration 42Q (781.715183 sec): 3 clusters Score: Raw -718995.824684 + Penalty 3005.857256 = -715989.967428 nChanged 0 SP:Iteration 43F (781.791737 sec): 3 clusters Score: Raw -718995.824684 + Penalty 3005.857256 = -715989.967428 nChanged 0 Trying to split cluster 2 (10082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (781.831985 sec): 2 clusters Score: Raw -661489.214128 + Penalty 1498.007377 = -659991.206751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (781.893943 sec): 3 clusters Score: Raw -655772.763670 + Penalty 2996.014754 = -652776.748916 nChanged 4321 SP:Iteration 1F (781.959575 sec): 3 clusters Score: Raw -658004.266631 + Penalty 2996.014754 = -655008.251877 nChanged 601 SP:Iteration 2F (782.024100 sec): 3 clusters Score: Raw -658252.258771 + Penalty 2996.014754 = -655256.244017 nChanged 556 SP:Iteration 3F (782.087071 sec): 3 clusters Score: Raw -658531.187086 + Penalty 2996.014754 = -655535.172332 nChanged 580 SP:Iteration 4F (782.154438 sec): 3 clusters Score: Raw -658855.652068 + Penalty 2996.014754 = -655859.637314 nChanged 616 SP:Iteration 5F (782.215538 sec): 3 clusters Score: Raw -659230.468563 + Penalty 2996.014754 = -656234.453810 nChanged 651 SP:Iteration 6F (782.277531 sec): 3 clusters Score: Raw -659650.797591 + Penalty 2996.014754 = -656654.782837 nChanged 611 SP:Iteration 7F (782.331038 sec): 3 clusters Score: Raw -660073.602626 + Penalty 2996.014754 = -657077.587872 nChanged 544 SP:Iteration 8F (782.392458 sec): 3 clusters Score: Raw -660421.196602 + Penalty 2996.014754 = -657425.181849 nChanged 438 SP:Iteration 9Q (782.459020 sec): 3 clusters Score: Raw -660698.593936 + Penalty 2996.014754 = -657702.579182 nChanged 378 SP:Iteration 10Q (782.517458 sec): 3 clusters Score: Raw -660945.237468 + Penalty 2996.014754 = -657949.222714 nChanged 306 SP:Iteration 11Q (782.580848 sec): 3 clusters Score: Raw -661146.448087 + Penalty 2996.014754 = -658150.433333 nChanged 238 SP:Iteration 12Q (782.637993 sec): 3 clusters Score: Raw -661298.526218 + Penalty 2996.014754 = -658302.511465 nChanged 187 SP:Iteration 13Q (782.715402 sec): 3 clusters Score: Raw -661421.174058 + Penalty 2996.014754 = -658425.159305 nChanged 142 SP:Iteration 14Q (782.769274 sec): 3 clusters Score: Raw -661507.201011 + Penalty 2996.014754 = -658511.186257 nChanged 107 SP:Iteration 15Q (782.841947 sec): 3 clusters Score: Raw -661582.727077 + Penalty 2996.014754 = -658586.712323 nChanged 84 SP:Iteration 16Q (782.907713 sec): 3 clusters Score: Raw -661636.278216 + Penalty 2996.014754 = -658640.263463 nChanged 60 SP:Iteration 17Q (782.969066 sec): 3 clusters Score: Raw -661673.246352 + Penalty 2996.014754 = -658677.231599 nChanged 49 SP:Iteration 18Q (783.030183 sec): 3 clusters Score: Raw -661703.507843 + Penalty 2996.014754 = -658707.493090 nChanged 25 SP:Iteration 19Q (783.084657 sec): 3 clusters Score: Raw -661715.479487 + Penalty 2996.014754 = -658719.464733 nChanged 12 SP:Iteration 20F (783.158044 sec): 3 clusters Score: Raw -661720.560331 + Penalty 2996.014754 = -658724.545577 nChanged 4 SP:Iteration 21Q (783.220616 sec): 3 clusters Score: Raw -661723.602783 + Penalty 2996.014754 = -658727.588030 nChanged 3 SP:Iteration 22Q (783.284249 sec): 3 clusters Score: Raw -661725.974930 + Penalty 2996.014754 = -658729.960176 nChanged 5 SP:Iteration 23Q (783.335771 sec): 3 clusters Score: Raw -661729.156397 + Penalty 2996.014754 = -658733.141644 nChanged 8 SP:Iteration 24Q (783.408136 sec): 3 clusters Score: Raw -661733.188223 + Penalty 2996.014754 = -658737.173470 nChanged 11 SP:Iteration 25Q (783.470420 sec): 3 clusters Score: Raw -661737.830031 + Penalty 2996.014754 = -658741.815277 nChanged 5 SP:Iteration 26Q (783.535512 sec): 3 clusters Score: Raw -661739.725062 + Penalty 2996.014754 = -658743.710308 nChanged 1 SP:Iteration 27Q (783.586746 sec): 3 clusters Score: Raw -661739.986923 + Penalty 2996.014754 = -658743.972169 nChanged 0 SP:Iteration 28F (783.656502 sec): 3 clusters Score: Raw -661739.986923 + Penalty 2996.014754 = -658743.972169 nChanged 0 Trying to split cluster 3 (8387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (783.692664 sec): 2 clusters Score: Raw -571478.243046 + Penalty 1468.096202 = -570010.146843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (783.751945 sec): 3 clusters Score: Raw -566846.968782 + Penalty 2936.192404 = -563910.776377 nChanged 3614 SP:Iteration 1F (783.817968 sec): 3 clusters Score: Raw -568893.108331 + Penalty 2936.192404 = -565956.915926 nChanged 609 SP:Iteration 2F (783.871337 sec): 3 clusters Score: Raw -569234.946132 + Penalty 2936.192404 = -566298.753727 nChanged 535 SP:Iteration 3F (783.945554 sec): 3 clusters Score: Raw -569578.411332 + Penalty 2936.192404 = -566642.218928 nChanged 528 SP:Iteration 4F (784.004811 sec): 3 clusters Score: Raw -569931.357567 + Penalty 2936.192404 = -566995.165163 nChanged 485 SP:Iteration 5F (784.066971 sec): 3 clusters Score: Raw -570264.765407 + Penalty 2936.192404 = -567328.573003 nChanged 450 SP:Iteration 6F (784.123592 sec): 3 clusters Score: Raw -570583.616792 + Penalty 2936.192404 = -567647.424388 nChanged 425 SP:Iteration 7F (784.192676 sec): 3 clusters Score: Raw -570885.793763 + Penalty 2936.192404 = -567949.601358 nChanged 340 SP:Iteration 8Q (784.243365 sec): 3 clusters Score: Raw -571095.638926 + Penalty 2936.192404 = -568159.446522 nChanged 278 SP:Iteration 9Q (784.304954 sec): 3 clusters Score: Raw -571274.857719 + Penalty 2936.192404 = -568338.665314 nChanged 215 SP:Iteration 10Q (784.377926 sec): 3 clusters Score: Raw -571412.773512 + Penalty 2936.192404 = -568476.581108 nChanged 193 SP:Iteration 11Q (784.436126 sec): 3 clusters Score: Raw -571534.266011 + Penalty 2936.192404 = -568598.073607 nChanged 148 SP:Iteration 12Q (784.499806 sec): 3 clusters Score: Raw -571613.641766 + Penalty 2936.192404 = -568677.449362 nChanged 105 SP:Iteration 13Q (784.545818 sec): 3 clusters Score: Raw -571672.992118 + Penalty 2936.192404 = -568736.799714 nChanged 79 SP:Iteration 14Q (784.604877 sec): 3 clusters Score: Raw -571714.486579 + Penalty 2936.192404 = -568778.294175 nChanged 68 SP:Iteration 15Q (784.670164 sec): 3 clusters Score: Raw -571746.834385 + Penalty 2936.192404 = -568810.641981 nChanged 48 SP:Iteration 16Q (784.721733 sec): 3 clusters Score: Raw -571774.799860 + Penalty 2936.192404 = -568838.607456 nChanged 42 SP:Iteration 17Q (784.780194 sec): 3 clusters Score: Raw -571798.086561 + Penalty 2936.192404 = -568861.894157 nChanged 32 SP:Iteration 18Q (784.845371 sec): 3 clusters Score: Raw -571812.866756 + Penalty 2936.192404 = -568876.674352 nChanged 26 SP:Iteration 19Q (784.900210 sec): 3 clusters Score: Raw -571825.963372 + Penalty 2936.192404 = -568889.770968 nChanged 24 SP:Iteration 20F (784.950727 sec): 3 clusters Score: Raw -571837.115989 + Penalty 2936.192404 = -568900.923585 nChanged 19 SP:Iteration 21Q (785.008455 sec): 3 clusters Score: Raw -571848.265856 + Penalty 2936.192404 = -568912.073452 nChanged 21 SP:Iteration 22Q (785.073814 sec): 3 clusters Score: Raw -571857.690920 + Penalty 2936.192404 = -568921.498516 nChanged 14 SP:Iteration 23Q (785.122606 sec): 3 clusters Score: Raw -571864.698054 + Penalty 2936.192404 = -568928.505649 nChanged 14 SP:Iteration 24Q (785.175346 sec): 3 clusters Score: Raw -571869.611874 + Penalty 2936.192404 = -568933.419470 nChanged 10 SP:Iteration 25Q (785.231654 sec): 3 clusters Score: Raw -571872.280185 + Penalty 2936.192404 = -568936.087781 nChanged 5 SP:Iteration 26Q (785.294491 sec): 3 clusters Score: Raw -571874.079093 + Penalty 2936.192404 = -568937.886689 nChanged 4 SP:Iteration 27Q (785.341489 sec): 3 clusters Score: Raw -571875.346124 + Penalty 2936.192404 = -568939.153720 nChanged 3 SP:Iteration 28Q (785.406810 sec): 3 clusters Score: Raw -571876.196521 + Penalty 2936.192404 = -568940.004117 nChanged 3 SP:Iteration 29Q (785.467375 sec): 3 clusters Score: Raw -571876.815286 + Penalty 2936.192404 = -568940.622882 nChanged 4 SP:Iteration 30Q (785.512972 sec): 3 clusters Score: Raw -571877.898609 + Penalty 2936.192404 = -568941.706204 nChanged 2 SP:Iteration 31Q (785.572741 sec): 3 clusters Score: Raw -571878.635986 + Penalty 2936.192404 = -568942.443581 nChanged 3 SP:Iteration 32Q (785.639699 sec): 3 clusters Score: Raw -571879.154006 + Penalty 2936.192404 = -568942.961602 nChanged 1 SP:Iteration 33Q (785.693355 sec): 3 clusters Score: Raw -571879.289423 + Penalty 2936.192404 = -568943.097019 nChanged 1 SP:Iteration 34Q (785.768475 sec): 3 clusters Score: Raw -571879.543240 + Penalty 2936.192404 = -568943.350836 nChanged 1 SP:Iteration 35Q (785.828625 sec): 3 clusters Score: Raw -571879.862197 + Penalty 2936.192404 = -568943.669792 nChanged 0 SP:Iteration 36F (785.880379 sec): 3 clusters Score: Raw -571879.862197 + Penalty 2936.192404 = -568943.669792 nChanged 0 Trying to split cluster 4 (10286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (785.934763 sec): 2 clusters Score: Raw -676505.507274 + Penalty 1501.262592 = -675004.244682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (785.998242 sec): 3 clusters Score: Raw -670667.692145 + Penalty 3002.525184 = -667665.166961 nChanged 4455 SP:Iteration 1F (786.051557 sec): 3 clusters Score: Raw -673221.218486 + Penalty 3002.525184 = -670218.693303 nChanged 795 SP:Iteration 2F (786.116042 sec): 3 clusters Score: Raw -673755.830418 + Penalty 3002.525184 = -670753.305234 nChanged 808 SP:Iteration 3F (786.191567 sec): 3 clusters Score: Raw -674446.495240 + Penalty 3002.525184 = -671443.970056 nChanged 855 SP:Iteration 4F (786.248158 sec): 3 clusters Score: Raw -675272.272572 + Penalty 3002.525184 = -672269.747389 nChanged 730 SP:Iteration 5F (786.314241 sec): 3 clusters Score: Raw -675984.256447 + Penalty 3002.525184 = -672981.731264 nChanged 526 SP:Iteration 6F (786.373014 sec): 3 clusters Score: Raw -676480.047733 + Penalty 3002.525184 = -673477.522550 nChanged 331 SP:Iteration 7Q (786.441321 sec): 3 clusters Score: Raw -676768.467483 + Penalty 3002.525184 = -673765.942299 nChanged 183 SP:Iteration 8Q (786.503905 sec): 3 clusters Score: Raw -676908.280985 + Penalty 3002.525184 = -673905.755801 nChanged 117 SP:Iteration 9Q (786.567449 sec): 3 clusters Score: Raw -676987.403494 + Penalty 3002.525184 = -673984.878310 nChanged 60 SP:Iteration 10Q (786.628942 sec): 3 clusters Score: Raw -677028.813006 + Penalty 3002.525184 = -674026.287822 nChanged 40 SP:Iteration 11Q (786.691525 sec): 3 clusters Score: Raw -677049.391303 + Penalty 3002.525184 = -674046.866120 nChanged 19 SP:Iteration 12Q (786.753797 sec): 3 clusters Score: Raw -677057.000179 + Penalty 3002.525184 = -674054.474996 nChanged 9 SP:Iteration 13Q (786.820012 sec): 3 clusters Score: Raw -677060.907379 + Penalty 3002.525184 = -674058.382196 nChanged 4 SP:Iteration 14Q (786.883479 sec): 3 clusters Score: Raw -677063.044780 + Penalty 3002.525184 = -674060.519596 nChanged 2 SP:Iteration 15Q (786.938067 sec): 3 clusters Score: Raw -677064.061675 + Penalty 3002.525184 = -674061.536492 nChanged 3 SP:Iteration 16Q (787.015902 sec): 3 clusters Score: Raw -677065.545401 + Penalty 3002.525184 = -674063.020217 nChanged 2 SP:Iteration 17Q (787.071579 sec): 3 clusters Score: Raw -677066.625980 + Penalty 3002.525184 = -674064.100797 nChanged 2 SP:Iteration 18Q (787.148230 sec): 3 clusters Score: Raw -677067.610378 + Penalty 3002.525184 = -674065.085194 nChanged 0 SP:Iteration 19F (787.209063 sec): 3 clusters Score: Raw -677067.610378 + Penalty 3002.525184 = -674065.085194 nChanged 0 Trying to split cluster 5 (19285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (787.267879 sec): 2 clusters Score: Raw -1338599.239175 + Penalty 1603.400966 = -1336995.838208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (787.345904 sec): 3 clusters Score: Raw -1327063.144870 + Penalty 3206.801933 = -1323856.342937 nChanged 8689 SP:Iteration 1F (787.426642 sec): 3 clusters Score: Raw -1332014.809305 + Penalty 3206.801933 = -1328808.007372 nChanged 1304 SP:Iteration 2F (787.504042 sec): 3 clusters Score: Raw -1332923.587637 + Penalty 3206.801933 = -1329716.785704 nChanged 1533 SP:Iteration 3F (787.579782 sec): 3 clusters Score: Raw -1334109.238997 + Penalty 3206.801933 = -1330902.437064 nChanged 1680 SP:Iteration 4F (787.656033 sec): 3 clusters Score: Raw -1335460.439428 + Penalty 3206.801933 = -1332253.637495 nChanged 1577 SP:Iteration 5F (787.731451 sec): 3 clusters Score: Raw -1336657.322767 + Penalty 3206.801933 = -1333450.520834 nChanged 1303 SP:Iteration 6F (787.821889 sec): 3 clusters Score: Raw -1337579.296336 + Penalty 3206.801933 = -1334372.494403 nChanged 1018 SP:Iteration 7F (787.901341 sec): 3 clusters Score: Raw -1338165.923948 + Penalty 3206.801933 = -1334959.122015 nChanged 713 SP:Iteration 8Q (787.981507 sec): 3 clusters Score: Raw -1338535.017207 + Penalty 3206.801933 = -1335328.215274 nChanged 527 SP:Iteration 9Q (788.054166 sec): 3 clusters Score: Raw -1338771.811581 + Penalty 3206.801933 = -1335565.009649 nChanged 429 SP:Iteration 10Q (788.141091 sec): 3 clusters Score: Raw -1338954.141337 + Penalty 3206.801933 = -1335747.339404 nChanged 373 SP:Iteration 11Q (788.219198 sec): 3 clusters Score: Raw -1339109.296402 + Penalty 3206.801933 = -1335902.494469 nChanged 326 SP:Iteration 12Q (788.307096 sec): 3 clusters Score: Raw -1339242.942710 + Penalty 3206.801933 = -1336036.140777 nChanged 271 SP:Iteration 13Q (788.382215 sec): 3 clusters Score: Raw -1339344.826588 + Penalty 3206.801933 = -1336138.024656 nChanged 229 SP:Iteration 14Q (788.457228 sec): 3 clusters Score: Raw -1339419.065663 + Penalty 3206.801933 = -1336212.263730 nChanged 143 SP:Iteration 15Q (788.550765 sec): 3 clusters Score: Raw -1339458.830048 + Penalty 3206.801933 = -1336252.028115 nChanged 112 SP:Iteration 16Q (788.630196 sec): 3 clusters Score: Raw -1339488.398231 + Penalty 3206.801933 = -1336281.596298 nChanged 94 SP:Iteration 17Q (788.715352 sec): 3 clusters Score: Raw -1339513.537861 + Penalty 3206.801933 = -1336306.735928 nChanged 79 SP:Iteration 18Q (788.788116 sec): 3 clusters Score: Raw -1339535.818366 + Penalty 3206.801933 = -1336329.016433 nChanged 71 SP:Iteration 19Q (788.868733 sec): 3 clusters Score: Raw -1339553.564617 + Penalty 3206.801933 = -1336346.762684 nChanged 62 SP:Iteration 20F (788.958496 sec): 3 clusters Score: Raw -1339566.616450 + Penalty 3206.801933 = -1336359.814518 nChanged 50 SP:Iteration 21Q (789.028202 sec): 3 clusters Score: Raw -1339577.842931 + Penalty 3206.801933 = -1336371.040998 nChanged 42 SP:Iteration 22Q (789.114326 sec): 3 clusters Score: Raw -1339586.512459 + Penalty 3206.801933 = -1336379.710526 nChanged 26 SP:Iteration 23Q (789.188027 sec): 3 clusters Score: Raw -1339591.659020 + Penalty 3206.801933 = -1336384.857087 nChanged 24 SP:Iteration 24Q (789.255584 sec): 3 clusters Score: Raw -1339596.036411 + Penalty 3206.801933 = -1336389.234478 nChanged 20 SP:Iteration 25Q (789.335768 sec): 3 clusters Score: Raw -1339599.481719 + Penalty 3206.801933 = -1336392.679786 nChanged 12 SP:Iteration 26Q (789.427314 sec): 3 clusters Score: Raw -1339601.566910 + Penalty 3206.801933 = -1336394.764977 nChanged 18 SP:Iteration 27Q (789.498335 sec): 3 clusters Score: Raw -1339606.570969 + Penalty 3206.801933 = -1336399.769036 nChanged 25 SP:Iteration 28Q (789.586424 sec): 3 clusters Score: Raw -1339611.212038 + Penalty 3206.801933 = -1336404.410105 nChanged 12 SP:Iteration 29Q (789.658257 sec): 3 clusters Score: Raw -1339612.933704 + Penalty 3206.801933 = -1336406.131771 nChanged 10 SP:Iteration 30Q (789.749435 sec): 3 clusters Score: Raw -1339615.272797 + Penalty 3206.801933 = -1336408.470864 nChanged 15 SP:Iteration 31Q (789.820359 sec): 3 clusters Score: Raw -1339618.782554 + Penalty 3206.801933 = -1336411.980621 nChanged 18 SP:Iteration 32Q (789.900113 sec): 3 clusters Score: Raw -1339621.844537 + Penalty 3206.801933 = -1336415.042604 nChanged 10 SP:Iteration 33Q (789.984557 sec): 3 clusters Score: Raw -1339623.447049 + Penalty 3206.801933 = -1336416.645116 nChanged 9 SP:Iteration 34Q (790.063987 sec): 3 clusters Score: Raw -1339624.484243 + Penalty 3206.801933 = -1336417.682310 nChanged 5 SP:Iteration 35Q (790.144774 sec): 3 clusters Score: Raw -1339625.026547 + Penalty 3206.801933 = -1336418.224614 nChanged 4 SP:Iteration 36Q (790.227712 sec): 3 clusters Score: Raw -1339625.465001 + Penalty 3206.801933 = -1336418.663068 nChanged 2 SP:Iteration 37Q (790.308780 sec): 3 clusters Score: Raw -1339625.688970 + Penalty 3206.801933 = -1336418.887037 nChanged 2 SP:Iteration 38Q (790.391119 sec): 3 clusters Score: Raw -1339625.779444 + Penalty 3206.801933 = -1336418.977511 nChanged 0 SP:Iteration 39F (790.472973 sec): 3 clusters Score: Raw -1339625.779444 + Penalty 3206.801933 = -1336418.977511 nChanged 0 Trying to split cluster 6 (31081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (790.542573 sec): 2 clusters Score: Raw -2047880.344690 + Penalty 1680.957197 = -2046199.387493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (790.636483 sec): 3 clusters Score: Raw -2028876.612754 + Penalty 3361.914393 = -2025514.698360 nChanged 14134 SP:Iteration 1F (790.739416 sec): 3 clusters Score: Raw -2038076.164299 + Penalty 3361.914393 = -2034714.249906 nChanged 2656 SP:Iteration 2F (790.844836 sec): 3 clusters Score: Raw -2040365.217295 + Penalty 3361.914393 = -2037003.302902 nChanged 2852 SP:Iteration 3F (790.945090 sec): 3 clusters Score: Raw -2043047.573582 + Penalty 3361.914393 = -2039685.659189 nChanged 2468 SP:Iteration 4F (791.032333 sec): 3 clusters Score: Raw -2045041.598212 + Penalty 3361.914393 = -2041679.683818 nChanged 1783 SP:Iteration 5F (791.133958 sec): 3 clusters Score: Raw -2046141.083887 + Penalty 3361.914393 = -2042779.169494 nChanged 1213 SP:Iteration 6Q (791.247851 sec): 3 clusters Score: Raw -2046696.138475 + Penalty 3361.914393 = -2043334.224082 nChanged 783 SP:Iteration 7Q (791.337609 sec): 3 clusters Score: Raw -2046975.805696 + Penalty 3361.914393 = -2043613.891303 nChanged 578 SP:Iteration 8Q (791.427900 sec): 3 clusters Score: Raw -2047152.295224 + Penalty 3361.914393 = -2043790.380831 nChanged 451 SP:Iteration 9Q (791.524719 sec): 3 clusters Score: Raw -2047274.789527 + Penalty 3361.914393 = -2043912.875134 nChanged 381 SP:Iteration 10Q (791.637143 sec): 3 clusters Score: Raw -2047371.589322 + Penalty 3361.914393 = -2044009.674929 nChanged 357 SP:Iteration 11Q (791.733720 sec): 3 clusters Score: Raw -2047460.586410 + Penalty 3361.914393 = -2044098.672017 nChanged 320 SP:Iteration 12Q (791.823536 sec): 3 clusters Score: Raw -2047541.958319 + Penalty 3361.914393 = -2044180.043925 nChanged 318 SP:Iteration 13Q (791.933470 sec): 3 clusters Score: Raw -2047617.472056 + Penalty 3361.914393 = -2044255.557663 nChanged 276 SP:Iteration 14Q (792.028391 sec): 3 clusters Score: Raw -2047674.555771 + Penalty 3361.914393 = -2044312.641377 nChanged 266 SP:Iteration 15Q (792.126993 sec): 3 clusters Score: Raw -2047734.541084 + Penalty 3361.914393 = -2044372.626690 nChanged 258 SP:Iteration 16Q (792.224109 sec): 3 clusters Score: Raw -2047780.912369 + Penalty 3361.914393 = -2044418.997976 nChanged 228 SP:Iteration 17Q (792.324155 sec): 3 clusters Score: Raw -2047816.565521 + Penalty 3361.914393 = -2044454.651128 nChanged 207 SP:Iteration 18Q (792.410273 sec): 3 clusters Score: Raw -2047848.877930 + Penalty 3361.914393 = -2044486.963537 nChanged 207 SP:Iteration 19Q (792.514571 sec): 3 clusters Score: Raw -2047877.840415 + Penalty 3361.914393 = -2044515.926022 nChanged 177 SP:Iteration 20F (792.611206 sec): 3 clusters Score: Raw -2047902.471765 + Penalty 3361.914393 = -2044540.557372 nChanged 184 SP:Iteration 21Q (792.703025 sec): 3 clusters Score: Raw -2047930.159817 + Penalty 3361.914393 = -2044568.245424 nChanged 175 SP:Iteration 22Q (792.815042 sec): 3 clusters Score: Raw -2047951.873423 + Penalty 3361.914393 = -2044589.959030 nChanged 154 SP:Iteration 23Q (792.914990 sec): 3 clusters Score: Raw -2047970.329445 + Penalty 3361.914393 = -2044608.415052 nChanged 145 SP:Iteration 24Q (793.011257 sec): 3 clusters Score: Raw -2047987.686490 + Penalty 3361.914393 = -2044625.772096 nChanged 137 SP:Iteration 25Q (793.111235 sec): 3 clusters Score: Raw -2048002.381372 + Penalty 3361.914393 = -2044640.466979 nChanged 127 SP:Iteration 26Q (793.206249 sec): 3 clusters Score: Raw -2048014.923723 + Penalty 3361.914393 = -2044653.009330 nChanged 115 SP:Iteration 27Q (793.291665 sec): 3 clusters Score: Raw -2048026.045296 + Penalty 3361.914393 = -2044664.130903 nChanged 103 SP:Iteration 28Q (793.400605 sec): 3 clusters Score: Raw -2048035.562998 + Penalty 3361.914393 = -2044673.648605 nChanged 95 SP:Iteration 29Q (793.495364 sec): 3 clusters Score: Raw -2048043.630864 + Penalty 3361.914393 = -2044681.716471 nChanged 75 SP:Iteration 30Q (793.597527 sec): 3 clusters Score: Raw -2048048.640922 + Penalty 3361.914393 = -2044686.726529 nChanged 68 SP:Iteration 31Q (793.688453 sec): 3 clusters Score: Raw -2048053.432985 + Penalty 3361.914393 = -2044691.518591 nChanged 57 SP:Iteration 32Q (793.780066 sec): 3 clusters Score: Raw -2048056.963875 + Penalty 3361.914393 = -2044695.049481 nChanged 48 SP:Iteration 33Q (793.883883 sec): 3 clusters Score: Raw -2048059.167804 + Penalty 3361.914393 = -2044697.253411 nChanged 44 SP:Iteration 34Q (793.971686 sec): 3 clusters Score: Raw -2048062.027651 + Penalty 3361.914393 = -2044700.113258 nChanged 38 SP:Iteration 35Q (794.073478 sec): 3 clusters Score: Raw -2048064.624344 + Penalty 3361.914393 = -2044702.709950 nChanged 42 SP:Iteration 36Q (794.177306 sec): 3 clusters Score: Raw -2048066.568170 + Penalty 3361.914393 = -2044704.653777 nChanged 36 SP:Iteration 37Q (794.272307 sec): 3 clusters Score: Raw -2048068.243702 + Penalty 3361.914393 = -2044706.329309 nChanged 26 SP:Iteration 38Q (794.352360 sec): 3 clusters Score: Raw -2048069.657632 + Penalty 3361.914393 = -2044707.743239 nChanged 23 SP:Iteration 39Q (794.459878 sec): 3 clusters Score: Raw -2048070.529376 + Penalty 3361.914393 = -2044708.614983 nChanged 16 SP:Iteration 40F (794.557475 sec): 3 clusters Score: Raw -2048071.326316 + Penalty 3361.914393 = -2044709.411923 nChanged 16 SP:Iteration 41Q (794.648189 sec): 3 clusters Score: Raw -2048072.014787 + Penalty 3361.914393 = -2044710.100393 nChanged 13 SP:Iteration 42Q (794.756000 sec): 3 clusters Score: Raw -2048072.556327 + Penalty 3361.914393 = -2044710.641934 nChanged 12 SP:Iteration 43Q (794.844150 sec): 3 clusters Score: Raw -2048073.019579 + Penalty 3361.914393 = -2044711.105186 nChanged 7 SP:Iteration 44Q (794.946077 sec): 3 clusters Score: Raw -2048073.262527 + Penalty 3361.914393 = -2044711.348134 nChanged 5 SP:Iteration 45Q (795.049557 sec): 3 clusters Score: Raw -2048073.394637 + Penalty 3361.914393 = -2044711.480244 nChanged 4 SP:Iteration 46Q (795.150377 sec): 3 clusters Score: Raw -2048073.541349 + Penalty 3361.914393 = -2044711.626955 nChanged 4 SP:Iteration 47Q (795.239232 sec): 3 clusters Score: Raw -2048073.680873 + Penalty 3361.914393 = -2044711.766480 nChanged 4 SP:Iteration 48Q (795.331022 sec): 3 clusters Score: Raw -2048073.778828 + Penalty 3361.914393 = -2044711.864435 nChanged 5 SP:Iteration 49Q (795.427944 sec): 3 clusters Score: Raw -2048073.921909 + Penalty 3361.914393 = -2044712.007516 nChanged 10 SP:Iteration 50Q (795.525778 sec): 3 clusters Score: Raw -2048074.324167 + Penalty 3361.914393 = -2044712.409773 nChanged 13 SP:Iteration 51Q (795.622880 sec): 3 clusters Score: Raw -2048074.683896 + Penalty 3361.914393 = -2044712.769503 nChanged 9 SP:Iteration 52Q (795.734131 sec): 3 clusters Score: Raw -2048075.004888 + Penalty 3361.914393 = -2044713.090495 nChanged 14 SP:Iteration 53Q (795.818245 sec): 3 clusters Score: Raw -2048075.407432 + Penalty 3361.914393 = -2044713.493039 nChanged 8 SP:Iteration 54Q (795.922860 sec): 3 clusters Score: Raw -2048075.662823 + Penalty 3361.914393 = -2044713.748430 nChanged 4 SP:Iteration 55Q (796.018078 sec): 3 clusters Score: Raw -2048075.747696 + Penalty 3361.914393 = -2044713.833303 nChanged 1 SP:Iteration 56Q (796.113474 sec): 3 clusters Score: Raw -2048075.825154 + Penalty 3361.914393 = -2044713.910761 nChanged 4 SP:Iteration 57Q (796.209857 sec): 3 clusters Score: Raw -2048075.960422 + Penalty 3361.914393 = -2044714.046029 nChanged 4 SP:Iteration 58Q (796.303684 sec): 3 clusters Score: Raw -2048076.016093 + Penalty 3361.914393 = -2044714.101700 nChanged 0 SP:Iteration 59F (796.387911 sec): 3 clusters Score: Raw -2048076.016093 + Penalty 3361.914393 = -2044714.101700 nChanged 0 Trying to split cluster 7 (90818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (796.536316 sec): 2 clusters Score: Raw -6170606.951012 + Penalty 1855.199577 = -6168751.751435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (796.715228 sec): 3 clusters Score: Raw -6111743.725236 + Penalty 3710.399154 = -6108033.326082 nChanged 43433 SP:Iteration 1F (796.919885 sec): 3 clusters Score: Raw -6137772.542692 + Penalty 3710.399154 = -6134062.143537 nChanged 4274 SP:Iteration 2Q (797.116454 sec): 3 clusters Score: Raw -6139548.500410 + Penalty 3710.399154 = -6135838.101256 nChanged 4863 SP:Iteration 3F (797.310449 sec): 3 clusters Score: Raw -6141934.683217 + Penalty 3710.399154 = -6138224.284062 nChanged 5455 SP:Iteration 4F (797.500733 sec): 3 clusters Score: Raw -6144893.898011 + Penalty 3710.399154 = -6141183.498856 nChanged 5665 SP:Iteration 5F (797.689515 sec): 3 clusters Score: Raw -6148034.558618 + Penalty 3710.399154 = -6144324.159464 nChanged 5468 SP:Iteration 6F (797.873669 sec): 3 clusters Score: Raw -6151035.390689 + Penalty 3710.399154 = -6147324.991534 nChanged 4978 SP:Iteration 7F (798.058831 sec): 3 clusters Score: Raw -6153870.741933 + Penalty 3710.399154 = -6150160.342778 nChanged 4347 SP:Iteration 8Q (798.263767 sec): 3 clusters Score: Raw -6156467.495765 + Penalty 3710.399154 = -6152757.096610 nChanged 3717 SP:Iteration 9Q (798.471173 sec): 3 clusters Score: Raw -6158613.171749 + Penalty 3710.399154 = -6154902.772594 nChanged 2885 SP:Iteration 10Q (798.672224 sec): 3 clusters Score: Raw -6159893.598151 + Penalty 3710.399154 = -6156183.198996 nChanged 2084 SP:Iteration 11Q (798.878076 sec): 3 clusters Score: Raw -6160535.605312 + Penalty 3710.399154 = -6156825.206158 nChanged 1396 SP:Iteration 12Q (799.078666 sec): 3 clusters Score: Raw -6160880.941185 + Penalty 3710.399154 = -6157170.542031 nChanged 1119 SP:Iteration 13Q (799.272928 sec): 3 clusters Score: Raw -6161136.811753 + Penalty 3710.399154 = -6157426.412598 nChanged 985 SP:Iteration 14Q (799.478646 sec): 3 clusters Score: Raw -6161343.183617 + Penalty 3710.399154 = -6157632.784463 nChanged 959 SP:Iteration 15Q (799.676806 sec): 3 clusters Score: Raw -6161554.861491 + Penalty 3710.399154 = -6157844.462336 nChanged 992 SP:Iteration 16Q (799.865786 sec): 3 clusters Score: Raw -6161772.982648 + Penalty 3710.399154 = -6158062.583494 nChanged 1029 SP:Iteration 17Q (800.050956 sec): 3 clusters Score: Raw -6162004.930613 + Penalty 3710.399154 = -6158294.531459 nChanged 1107 SP:Iteration 18Q (800.247268 sec): 3 clusters Score: Raw -6162273.802565 + Penalty 3710.399154 = -6158563.403410 nChanged 1162 SP:Iteration 19Q (800.429090 sec): 3 clusters Score: Raw -6162568.287981 + Penalty 3710.399154 = -6158857.888826 nChanged 1197 SP:Iteration 20F (800.625019 sec): 3 clusters Score: Raw -6162868.010201 + Penalty 3710.399154 = -6159157.611046 nChanged 1199 SP:Iteration 21Q (800.811574 sec): 3 clusters Score: Raw -6163171.451532 + Penalty 3710.399154 = -6159461.052378 nChanged 1236 SP:Iteration 22Q (800.997668 sec): 3 clusters Score: Raw -6163497.034813 + Penalty 3710.399154 = -6159786.635659 nChanged 1284 SP:Iteration 23Q (801.195455 sec): 3 clusters Score: Raw -6163836.974780 + Penalty 3710.399154 = -6160126.575626 nChanged 1176 SP:Iteration 24Q (801.377963 sec): 3 clusters Score: Raw -6164150.297759 + Penalty 3710.399154 = -6160439.898604 nChanged 1187 SP:Iteration 25Q (801.569407 sec): 3 clusters Score: Raw -6164469.573842 + Penalty 3710.399154 = -6160759.174687 nChanged 1098 SP:Iteration 26Q (801.769133 sec): 3 clusters Score: Raw -6164778.136637 + Penalty 3710.399154 = -6161067.737482 nChanged 1113 SP:Iteration 27Q (801.949798 sec): 3 clusters Score: Raw -6165096.309908 + Penalty 3710.399154 = -6161385.910753 nChanged 1132 SP:Iteration 28Q (802.135345 sec): 3 clusters Score: Raw -6165423.600142 + Penalty 3710.399154 = -6161713.200988 nChanged 1102 SP:Iteration 29Q (802.315338 sec): 3 clusters Score: Raw -6165750.034862 + Penalty 3710.399154 = -6162039.635707 nChanged 1049 SP:Iteration 30Q (802.477295 sec): 3 clusters Score: Raw -6166049.763653 + Penalty 3710.399154 = -6162339.364499 nChanged 1026 SP:Iteration 31Q (802.665198 sec): 3 clusters Score: Raw -6166355.854663 + Penalty 3710.399154 = -6162645.455508 nChanged 1034 SP:Iteration 32Q (802.841724 sec): 3 clusters Score: Raw -6166680.337226 + Penalty 3710.399154 = -6162969.938072 nChanged 1029 SP:Iteration 33Q (803.019255 sec): 3 clusters Score: Raw -6167032.219811 + Penalty 3710.399154 = -6163321.820657 nChanged 1034 SP:Iteration 34Q (803.203337 sec): 3 clusters Score: Raw -6167380.816913 + Penalty 3710.399154 = -6163670.417759 nChanged 940 SP:Iteration 35Q (803.382333 sec): 3 clusters Score: Raw -6167708.018523 + Penalty 3710.399154 = -6163997.619368 nChanged 930 SP:Iteration 36Q (803.555238 sec): 3 clusters Score: Raw -6168036.568299 + Penalty 3710.399154 = -6164326.169145 nChanged 901 SP:Iteration 37Q (803.726371 sec): 3 clusters Score: Raw -6168382.057484 + Penalty 3710.399154 = -6164671.658330 nChanged 844 SP:Iteration 38Q (803.888414 sec): 3 clusters Score: Raw -6168698.275482 + Penalty 3710.399154 = -6164987.876328 nChanged 762 SP:Iteration 39Q (804.047158 sec): 3 clusters Score: Raw -6168989.296812 + Penalty 3710.399154 = -6165278.897658 nChanged 690 SP:Iteration 40F (804.245733 sec): 3 clusters Score: Raw -6169259.819790 + Penalty 3710.399154 = -6165549.420636 nChanged 636 SP:Iteration 41Q (804.407568 sec): 3 clusters Score: Raw -6169499.359940 + Penalty 3710.399154 = -6165788.960786 nChanged 574 SP:Iteration 42Q (804.577738 sec): 3 clusters Score: Raw -6169715.050252 + Penalty 3710.399154 = -6166004.651098 nChanged 510 SP:Iteration 43Q (804.746809 sec): 3 clusters Score: Raw -6169897.739369 + Penalty 3710.399154 = -6166187.340215 nChanged 435 SP:Iteration 44Q (804.906582 sec): 3 clusters Score: Raw -6170051.603383 + Penalty 3710.399154 = -6166341.204229 nChanged 380 SP:Iteration 45Q (805.073118 sec): 3 clusters Score: Raw -6170187.907761 + Penalty 3710.399154 = -6166477.508607 nChanged 344 SP:Iteration 46Q (805.235243 sec): 3 clusters Score: Raw -6170318.752080 + Penalty 3710.399154 = -6166608.352926 nChanged 313 SP:Iteration 47Q (805.404839 sec): 3 clusters Score: Raw -6170436.203706 + Penalty 3710.399154 = -6166725.804552 nChanged 288 SP:Iteration 48Q (805.552147 sec): 3 clusters Score: Raw -6170552.594520 + Penalty 3710.399154 = -6166842.195366 nChanged 247 SP:Iteration 49Q (805.706240 sec): 3 clusters Score: Raw -6170645.560075 + Penalty 3710.399154 = -6166935.160921 nChanged 200 SP:Iteration 50Q (805.862016 sec): 3 clusters Score: Raw -6170721.187836 + Penalty 3710.399154 = -6167010.788682 nChanged 150 SP:Iteration 51Q (806.022475 sec): 3 clusters Score: Raw -6170775.659346 + Penalty 3710.399154 = -6167065.260192 nChanged 122 SP:Iteration 52Q (806.171945 sec): 3 clusters Score: Raw -6170819.059695 + Penalty 3710.399154 = -6167108.660541 nChanged 102 SP:Iteration 53Q (806.334845 sec): 3 clusters Score: Raw -6170853.591568 + Penalty 3710.399154 = -6167143.192413 nChanged 82 SP:Iteration 54Q (806.506939 sec): 3 clusters Score: Raw -6170881.665538 + Penalty 3710.399154 = -6167171.266383 nChanged 56 SP:Iteration 55Q (806.677300 sec): 3 clusters Score: Raw -6170902.280318 + Penalty 3710.399154 = -6167191.881164 nChanged 52 SP:Iteration 56Q (806.834160 sec): 3 clusters Score: Raw -6170920.455386 + Penalty 3710.399154 = -6167210.056232 nChanged 52 SP:Iteration 57Q (806.993480 sec): 3 clusters Score: Raw -6170938.803424 + Penalty 3710.399154 = -6167228.404269 nChanged 45 SP:Iteration 58Q (807.145559 sec): 3 clusters Score: Raw -6170953.055715 + Penalty 3710.399154 = -6167242.656560 nChanged 38 SP:Iteration 59Q (807.300861 sec): 3 clusters Score: Raw -6170966.547926 + Penalty 3710.399154 = -6167256.148771 nChanged 37 SP:Iteration 60F (807.494333 sec): 3 clusters Score: Raw -6170979.607899 + Penalty 3710.399154 = -6167269.208745 nChanged 29 SP:Iteration 61Q (807.645834 sec): 3 clusters Score: Raw -6170989.385961 + Penalty 3710.399154 = -6167278.986806 nChanged 22 SP:Iteration 62Q (807.787238 sec): 3 clusters Score: Raw -6170998.375748 + Penalty 3710.399154 = -6167287.976594 nChanged 32 SP:Iteration 63Q (807.930122 sec): 3 clusters Score: Raw -6171010.148326 + Penalty 3710.399154 = -6167299.749172 nChanged 26 SP:Iteration 64Q (808.080883 sec): 3 clusters Score: Raw -6171018.778560 + Penalty 3710.399154 = -6167308.379406 nChanged 23 SP:Iteration 65Q (808.229790 sec): 3 clusters Score: Raw -6171028.983052 + Penalty 3710.399154 = -6167318.583898 nChanged 22 SP:Iteration 66Q (808.400279 sec): 3 clusters Score: Raw -6171038.083502 + Penalty 3710.399154 = -6167327.684348 nChanged 20 SP:Iteration 67Q (808.553102 sec): 3 clusters Score: Raw -6171045.780833 + Penalty 3710.399154 = -6167335.381678 nChanged 22 SP:Iteration 68Q (808.711320 sec): 3 clusters Score: Raw -6171052.035365 + Penalty 3710.399154 = -6167341.636211 nChanged 19 SP:Iteration 69Q (808.862000 sec): 3 clusters Score: Raw -6171058.542763 + Penalty 3710.399154 = -6167348.143609 nChanged 17 SP:Iteration 70Q (809.010246 sec): 3 clusters Score: Raw -6171063.299072 + Penalty 3710.399154 = -6167352.899917 nChanged 10 SP:Iteration 71Q (809.167679 sec): 3 clusters Score: Raw -6171065.805387 + Penalty 3710.399154 = -6167355.406233 nChanged 6 SP:Iteration 72Q (809.307671 sec): 3 clusters Score: Raw -6171067.094967 + Penalty 3710.399154 = -6167356.695812 nChanged 7 SP:Iteration 73Q (809.472704 sec): 3 clusters Score: Raw -6171069.165876 + Penalty 3710.399154 = -6167358.766721 nChanged 8 SP:Iteration 74Q (809.637015 sec): 3 clusters Score: Raw -6171071.576732 + Penalty 3710.399154 = -6167361.177578 nChanged 7 SP:Iteration 75Q (809.792801 sec): 3 clusters Score: Raw -6171074.147997 + Penalty 3710.399154 = -6167363.748843 nChanged 6 SP:Iteration 76Q (809.953375 sec): 3 clusters Score: Raw -6171075.338665 + Penalty 3710.399154 = -6167364.939511 nChanged 4 SP:Iteration 77Q (810.113659 sec): 3 clusters Score: Raw -6171076.305967 + Penalty 3710.399154 = -6167365.906813 nChanged 8 SP:Iteration 78Q (810.273226 sec): 3 clusters Score: Raw -6171079.173667 + Penalty 3710.399154 = -6167368.774512 nChanged 7 SP:Iteration 79Q (810.435512 sec): 3 clusters Score: Raw -6171080.831323 + Penalty 3710.399154 = -6167370.432168 nChanged 5 SP:Iteration 80F (810.628907 sec): 3 clusters Score: Raw -6171081.954733 + Penalty 3710.399154 = -6167371.555579 nChanged 5 SP:Iteration 81Q (810.772138 sec): 3 clusters Score: Raw -6171083.295169 + Penalty 3710.399154 = -6167372.896014 nChanged 5 SP:Iteration 82Q (810.947040 sec): 3 clusters Score: Raw -6171084.708789 + Penalty 3710.399154 = -6167374.309634 nChanged 4 SP:Iteration 83Q (811.099901 sec): 3 clusters Score: Raw -6171085.981328 + Penalty 3710.399154 = -6167375.582174 nChanged 6 SP:Iteration 84Q (811.243675 sec): 3 clusters Score: Raw -6171087.738978 + Penalty 3710.399154 = -6167377.339823 nChanged 7 SP:Iteration 85Q (811.406224 sec): 3 clusters Score: Raw -6171089.357985 + Penalty 3710.399154 = -6167378.958830 nChanged 6 SP:Iteration 86Q (811.563963 sec): 3 clusters Score: Raw -6171091.023015 + Penalty 3710.399154 = -6167380.623860 nChanged 5 SP:Iteration 87Q (811.726160 sec): 3 clusters Score: Raw -6171092.384276 + Penalty 3710.399154 = -6167381.985122 nChanged 5 SP:Iteration 88Q (811.882141 sec): 3 clusters Score: Raw -6171093.798478 + Penalty 3710.399154 = -6167383.399324 nChanged 4 SP:Iteration 89Q (812.044594 sec): 3 clusters Score: Raw -6171095.149504 + Penalty 3710.399154 = -6167384.750349 nChanged 3 SP:Iteration 90Q (812.194042 sec): 3 clusters Score: Raw -6171096.140608 + Penalty 3710.399154 = -6167385.741454 nChanged 4 SP:Iteration 91Q (812.350462 sec): 3 clusters Score: Raw -6171097.324106 + Penalty 3710.399154 = -6167386.924952 nChanged 2 SP:Iteration 92Q (812.517424 sec): 3 clusters Score: Raw -6171098.094865 + Penalty 3710.399154 = -6167387.695710 nChanged 1 SP:Iteration 93Q (812.677238 sec): 3 clusters Score: Raw -6171098.501603 + Penalty 3710.399154 = -6167388.102449 nChanged 2 SP:Iteration 94Q (812.839576 sec): 3 clusters Score: Raw -6171098.720348 + Penalty 3710.399154 = -6167388.321193 nChanged 1 SP:Iteration 95Q (813.000329 sec): 3 clusters Score: Raw -6171098.878116 + Penalty 3710.399154 = -6167388.478961 nChanged 0 SP:Iteration 96F (813.202941 sec): 3 clusters Score: Raw -6171098.878116 + Penalty 3710.399154 = -6167388.478961 nChanged 0 Trying to split cluster 8 (5829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (813.252977 sec): 2 clusters Score: Raw -373668.558934 + Penalty 1408.972620 = -372259.586314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (813.311334 sec): 3 clusters Score: Raw -370578.186830 + Penalty 2817.945240 = -367760.241590 nChanged 2380 SP:Iteration 1F (813.357531 sec): 3 clusters Score: Raw -371997.052500 + Penalty 2817.945240 = -369179.107260 nChanged 492 SP:Iteration 2F (813.425296 sec): 3 clusters Score: Raw -372356.634194 + Penalty 2817.945240 = -369538.688954 nChanged 409 SP:Iteration 3F (813.476317 sec): 3 clusters Score: Raw -372728.249813 + Penalty 2817.945240 = -369910.304573 nChanged 435 SP:Iteration 4F (813.529932 sec): 3 clusters Score: Raw -373124.863869 + Penalty 2817.945240 = -370306.918629 nChanged 407 SP:Iteration 5F (813.594493 sec): 3 clusters Score: Raw -373493.016886 + Penalty 2817.945240 = -370675.071647 nChanged 365 SP:Iteration 6F (813.639178 sec): 3 clusters Score: Raw -373762.843881 + Penalty 2817.945240 = -370944.898641 nChanged 275 SP:Iteration 7Q (813.695521 sec): 3 clusters Score: Raw -373933.701551 + Penalty 2817.945240 = -371115.756312 nChanged 191 SP:Iteration 8Q (813.760250 sec): 3 clusters Score: Raw -374032.471068 + Penalty 2817.945240 = -371214.525828 nChanged 145 SP:Iteration 9Q (813.819679 sec): 3 clusters Score: Raw -374090.944606 + Penalty 2817.945240 = -371272.999366 nChanged 107 SP:Iteration 10Q (813.873049 sec): 3 clusters Score: Raw -374130.968052 + Penalty 2817.945240 = -371313.022812 nChanged 70 SP:Iteration 11Q (813.924559 sec): 3 clusters Score: Raw -374149.760700 + Penalty 2817.945240 = -371331.815460 nChanged 47 SP:Iteration 12Q (813.994455 sec): 3 clusters Score: Raw -374164.140293 + Penalty 2817.945240 = -371346.195053 nChanged 45 SP:Iteration 13Q (814.042071 sec): 3 clusters Score: Raw -374178.357697 + Penalty 2817.945240 = -371360.412458 nChanged 38 SP:Iteration 14Q (814.109454 sec): 3 clusters Score: Raw -374189.080146 + Penalty 2817.945240 = -371371.134907 nChanged 35 SP:Iteration 15Q (814.171751 sec): 3 clusters Score: Raw -374196.841416 + Penalty 2817.945240 = -371378.896176 nChanged 28 SP:Iteration 16Q (814.229575 sec): 3 clusters Score: Raw -374204.172576 + Penalty 2817.945240 = -371386.227336 nChanged 26 SP:Iteration 17Q (814.273718 sec): 3 clusters Score: Raw -374211.824792 + Penalty 2817.945240 = -371393.879552 nChanged 30 SP:Iteration 18Q (814.331302 sec): 3 clusters Score: Raw -374220.670680 + Penalty 2817.945240 = -371402.725440 nChanged 23 SP:Iteration 19Q (814.389873 sec): 3 clusters Score: Raw -374227.363767 + Penalty 2817.945240 = -371409.418528 nChanged 25 SP:Iteration 20F (814.443263 sec): 3 clusters Score: Raw -374233.645873 + Penalty 2817.945240 = -371415.700633 nChanged 22 SP:Iteration 21Q (814.503045 sec): 3 clusters Score: Raw -374238.324354 + Penalty 2817.945240 = -371420.379114 nChanged 14 SP:Iteration 22Q (814.560371 sec): 3 clusters Score: Raw -374241.044394 + Penalty 2817.945240 = -371423.099154 nChanged 14 SP:Iteration 23Q (814.620743 sec): 3 clusters Score: Raw -374243.431982 + Penalty 2817.945240 = -371425.486742 nChanged 13 SP:Iteration 24Q (814.675711 sec): 3 clusters Score: Raw -374246.662640 + Penalty 2817.945240 = -371428.717400 nChanged 12 SP:Iteration 25Q (814.737476 sec): 3 clusters Score: Raw -374248.757796 + Penalty 2817.945240 = -371430.812556 nChanged 7 SP:Iteration 26Q (814.787493 sec): 3 clusters Score: Raw -374250.237328 + Penalty 2817.945240 = -371432.292088 nChanged 10 SP:Iteration 27Q (814.845238 sec): 3 clusters Score: Raw -374252.417883 + Penalty 2817.945240 = -371434.472643 nChanged 9 SP:Iteration 28Q (814.911989 sec): 3 clusters Score: Raw -374255.006424 + Penalty 2817.945240 = -371437.061185 nChanged 8 SP:Iteration 29Q (814.969155 sec): 3 clusters Score: Raw -374256.506281 + Penalty 2817.945240 = -371438.561041 nChanged 6 SP:Iteration 30Q (815.025055 sec): 3 clusters Score: Raw -374257.934913 + Penalty 2817.945240 = -371439.989673 nChanged 6 SP:Iteration 31Q (815.079378 sec): 3 clusters Score: Raw -374259.166175 + Penalty 2817.945240 = -371441.220935 nChanged 3 SP:Iteration 32Q (815.138645 sec): 3 clusters Score: Raw -374259.729045 + Penalty 2817.945240 = -371441.783805 nChanged 3 SP:Iteration 33Q (815.194218 sec): 3 clusters Score: Raw -374260.326327 + Penalty 2817.945240 = -371442.381087 nChanged 3 SP:Iteration 34Q (815.250684 sec): 3 clusters Score: Raw -374260.892338 + Penalty 2817.945240 = -371442.947098 nChanged 3 SP:Iteration 35Q (815.306487 sec): 3 clusters Score: Raw -374261.243969 + Penalty 2817.945240 = -371443.298729 nChanged 2 SP:Iteration 36Q (815.363371 sec): 3 clusters Score: Raw -374261.500836 + Penalty 2817.945240 = -371443.555596 nChanged 3 SP:Iteration 37Q (815.418910 sec): 3 clusters Score: Raw -374261.754376 + Penalty 2817.945240 = -371443.809136 nChanged 0 SP:Iteration 38F (815.466619 sec): 3 clusters Score: Raw -374261.754376 + Penalty 2817.945240 = -371443.809136 nChanged 0 Trying to split cluster 10 (77003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (815.598551 sec): 2 clusters Score: Raw -5292343.710495 + Penalty 1828.384945 = -5290515.325550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (815.780450 sec): 3 clusters Score: Raw -5242822.459216 + Penalty 3656.769890 = -5239165.689326 nChanged 36559 SP:Iteration 1F (815.958536 sec): 3 clusters Score: Raw -5263980.589950 + Penalty 3656.769890 = -5260323.820060 nChanged 2875 SP:Iteration 2Q (816.137681 sec): 3 clusters Score: Raw -5264920.307635 + Penalty 3656.769890 = -5261263.537745 nChanged 3321 SP:Iteration 3Q (816.317945 sec): 3 clusters Score: Raw -5266195.714693 + Penalty 3656.769890 = -5262538.944803 nChanged 3861 SP:Iteration 4F (816.490115 sec): 3 clusters Score: Raw -5267984.969062 + Penalty 3656.769890 = -5264328.199172 nChanged 4606 SP:Iteration 5F (816.658723 sec): 3 clusters Score: Raw -5270489.368716 + Penalty 3656.769890 = -5266832.598826 nChanged 5115 SP:Iteration 6F (816.830770 sec): 3 clusters Score: Raw -5273705.638425 + Penalty 3656.769890 = -5270048.868535 nChanged 5337 SP:Iteration 7F (816.993999 sec): 3 clusters Score: Raw -5277523.665317 + Penalty 3656.769890 = -5273866.895427 nChanged 5117 SP:Iteration 8F (817.177586 sec): 3 clusters Score: Raw -5281469.783611 + Penalty 3656.769890 = -5277813.013721 nChanged 4278 SP:Iteration 9F (817.357639 sec): 3 clusters Score: Raw -5284671.964351 + Penalty 3656.769890 = -5281015.194461 nChanged 3214 SP:Iteration 10Q (817.527232 sec): 3 clusters Score: Raw -5286739.425795 + Penalty 3656.769890 = -5283082.655905 nChanged 2250 SP:Iteration 11Q (817.701481 sec): 3 clusters Score: Raw -5287935.075538 + Penalty 3656.769890 = -5284278.305648 nChanged 1658 SP:Iteration 12Q (817.876183 sec): 3 clusters Score: Raw -5288694.743028 + Penalty 3656.769890 = -5285037.973138 nChanged 1397 SP:Iteration 13Q (818.046509 sec): 3 clusters Score: Raw -5289324.936083 + Penalty 3656.769890 = -5285668.166193 nChanged 1293 SP:Iteration 14Q (818.203180 sec): 3 clusters Score: Raw -5289901.646258 + Penalty 3656.769890 = -5286244.876368 nChanged 1187 SP:Iteration 15Q (818.383070 sec): 3 clusters Score: Raw -5290429.650580 + Penalty 3656.769890 = -5286772.880690 nChanged 1046 SP:Iteration 16Q (818.541649 sec): 3 clusters Score: Raw -5290898.298202 + Penalty 3656.769890 = -5287241.528312 nChanged 958 SP:Iteration 17Q (818.695110 sec): 3 clusters Score: Raw -5291347.269797 + Penalty 3656.769890 = -5287690.499907 nChanged 847 SP:Iteration 18Q (818.849572 sec): 3 clusters Score: Raw -5291732.844652 + Penalty 3656.769890 = -5288076.074762 nChanged 757 SP:Iteration 19Q (819.016886 sec): 3 clusters Score: Raw -5292081.779508 + Penalty 3656.769890 = -5288425.009618 nChanged 654 SP:Iteration 20F (819.183615 sec): 3 clusters Score: Raw -5292343.615342 + Penalty 3656.769890 = -5288686.845452 nChanged 562 SP:Iteration 21Q (819.334033 sec): 3 clusters Score: Raw -5292554.166329 + Penalty 3656.769890 = -5288897.396439 nChanged 494 SP:Iteration 22Q (819.495038 sec): 3 clusters Score: Raw -5292719.687524 + Penalty 3656.769890 = -5289062.917634 nChanged 447 SP:Iteration 23Q (819.667599 sec): 3 clusters Score: Raw -5292856.636862 + Penalty 3656.769890 = -5289199.866972 nChanged 394 SP:Iteration 24Q (819.831097 sec): 3 clusters Score: Raw -5292975.653446 + Penalty 3656.769890 = -5289318.883556 nChanged 336 SP:Iteration 25Q (819.984129 sec): 3 clusters Score: Raw -5293064.844781 + Penalty 3656.769890 = -5289408.074892 nChanged 299 SP:Iteration 26Q (820.131320 sec): 3 clusters Score: Raw -5293144.635681 + Penalty 3656.769890 = -5289487.865791 nChanged 270 SP:Iteration 27Q (820.283093 sec): 3 clusters Score: Raw -5293210.807552 + Penalty 3656.769890 = -5289554.037662 nChanged 236 SP:Iteration 28Q (820.429833 sec): 3 clusters Score: Raw -5293261.920184 + Penalty 3656.769890 = -5289605.150294 nChanged 190 SP:Iteration 29Q (820.586182 sec): 3 clusters Score: Raw -5293300.887618 + Penalty 3656.769890 = -5289644.117729 nChanged 192 SP:Iteration 30Q (820.725506 sec): 3 clusters Score: Raw -5293339.205490 + Penalty 3656.769890 = -5289682.435600 nChanged 153 SP:Iteration 31Q (820.880906 sec): 3 clusters Score: Raw -5293369.703543 + Penalty 3656.769890 = -5289712.933653 nChanged 151 SP:Iteration 32Q (821.033119 sec): 3 clusters Score: Raw -5293397.518447 + Penalty 3656.769890 = -5289740.748557 nChanged 119 SP:Iteration 33Q (821.180701 sec): 3 clusters Score: Raw -5293417.813958 + Penalty 3656.769890 = -5289761.044068 nChanged 101 SP:Iteration 34Q (821.325307 sec): 3 clusters Score: Raw -5293432.618913 + Penalty 3656.769890 = -5289775.849023 nChanged 79 SP:Iteration 35Q (821.480017 sec): 3 clusters Score: Raw -5293442.265103 + Penalty 3656.769890 = -5289785.495213 nChanged 59 SP:Iteration 36Q (821.630217 sec): 3 clusters Score: Raw -5293448.864739 + Penalty 3656.769890 = -5289792.094849 nChanged 38 SP:Iteration 37Q (821.765423 sec): 3 clusters Score: Raw -5293452.933600 + Penalty 3656.769890 = -5289796.163711 nChanged 28 SP:Iteration 38Q (821.908782 sec): 3 clusters Score: Raw -5293455.938100 + Penalty 3656.769890 = -5289799.168211 nChanged 30 SP:Iteration 39Q (822.068590 sec): 3 clusters Score: Raw -5293459.617505 + Penalty 3656.769890 = -5289802.847615 nChanged 32 SP:Iteration 40F (822.241262 sec): 3 clusters Score: Raw -5293463.886854 + Penalty 3656.769890 = -5289807.116964 nChanged 37 SP:Iteration 41Q (822.394801 sec): 3 clusters Score: Raw -5293468.208947 + Penalty 3656.769890 = -5289811.439057 nChanged 31 SP:Iteration 42Q (822.542174 sec): 3 clusters Score: Raw -5293471.640488 + Penalty 3656.769890 = -5289814.870598 nChanged 31 SP:Iteration 43Q (822.691840 sec): 3 clusters Score: Raw -5293474.664828 + Penalty 3656.769890 = -5289817.894938 nChanged 21 SP:Iteration 44Q (822.833121 sec): 3 clusters Score: Raw -5293476.903692 + Penalty 3656.769890 = -5289820.133802 nChanged 14 SP:Iteration 45Q (822.985733 sec): 3 clusters Score: Raw -5293478.361339 + Penalty 3656.769890 = -5289821.591449 nChanged 15 SP:Iteration 46Q (823.133183 sec): 3 clusters Score: Raw -5293480.001145 + Penalty 3656.769890 = -5289823.231256 nChanged 16 SP:Iteration 47Q (823.277260 sec): 3 clusters Score: Raw -5293481.483491 + Penalty 3656.769890 = -5289824.713601 nChanged 17 SP:Iteration 48Q (823.413335 sec): 3 clusters Score: Raw -5293483.155162 + Penalty 3656.769890 = -5289826.385272 nChanged 21 SP:Iteration 49Q (823.567199 sec): 3 clusters Score: Raw -5293485.187333 + Penalty 3656.769890 = -5289828.417444 nChanged 15 SP:Iteration 50Q (823.718564 sec): 3 clusters Score: Raw -5293486.339975 + Penalty 3656.769890 = -5289829.570085 nChanged 11 SP:Iteration 51Q (823.861118 sec): 3 clusters Score: Raw -5293486.958649 + Penalty 3656.769890 = -5289830.188759 nChanged 5 SP:Iteration 52Q (824.010505 sec): 3 clusters Score: Raw -5293487.171777 + Penalty 3656.769890 = -5289830.401887 nChanged 4 SP:Iteration 53Q (824.170068 sec): 3 clusters Score: Raw -5293487.506703 + Penalty 3656.769890 = -5289830.736813 nChanged 8 SP:Iteration 54Q (824.313406 sec): 3 clusters Score: Raw -5293488.020001 + Penalty 3656.769890 = -5289831.250111 nChanged 12 SP:Iteration 55Q (824.463822 sec): 3 clusters Score: Raw -5293489.037293 + Penalty 3656.769890 = -5289832.267404 nChanged 10 SP:Iteration 56Q (824.620995 sec): 3 clusters Score: Raw -5293490.251240 + Penalty 3656.769890 = -5289833.481350 nChanged 9 SP:Iteration 57Q (824.766677 sec): 3 clusters Score: Raw -5293491.255261 + Penalty 3656.769890 = -5289834.485371 nChanged 7 SP:Iteration 58Q (824.913174 sec): 3 clusters Score: Raw -5293492.133771 + Penalty 3656.769890 = -5289835.363881 nChanged 10 SP:Iteration 59Q (825.044430 sec): 3 clusters Score: Raw -5293492.987131 + Penalty 3656.769890 = -5289836.217241 nChanged 9 SP:Iteration 60F (825.220096 sec): 3 clusters Score: Raw -5293493.686429 + Penalty 3656.769890 = -5289836.916539 nChanged 8 SP:Iteration 61Q (825.359874 sec): 3 clusters Score: Raw -5293494.274068 + Penalty 3656.769890 = -5289837.504178 nChanged 8 SP:Iteration 62Q (825.490653 sec): 3 clusters Score: Raw -5293494.704876 + Penalty 3656.769890 = -5289837.934987 nChanged 8 SP:Iteration 63Q (825.632571 sec): 3 clusters Score: Raw -5293495.778887 + Penalty 3656.769890 = -5289839.008997 nChanged 14 SP:Iteration 64Q (825.778992 sec): 3 clusters Score: Raw -5293497.329808 + Penalty 3656.769890 = -5289840.559919 nChanged 13 SP:Iteration 65Q (825.924273 sec): 3 clusters Score: Raw -5293499.500472 + Penalty 3656.769890 = -5289842.730582 nChanged 19 SP:Iteration 66Q (826.067186 sec): 3 clusters Score: Raw -5293501.374068 + Penalty 3656.769890 = -5289844.604178 nChanged 15 SP:Iteration 67Q (826.212246 sec): 3 clusters Score: Raw -5293502.823415 + Penalty 3656.769890 = -5289846.053525 nChanged 9 SP:Iteration 68Q (826.369045 sec): 3 clusters Score: Raw -5293503.385369 + Penalty 3656.769890 = -5289846.615479 nChanged 5 SP:Iteration 69Q (826.517915 sec): 3 clusters Score: Raw -5293504.165952 + Penalty 3656.769890 = -5289847.396062 nChanged 15 SP:Iteration 70Q (826.668359 sec): 3 clusters Score: Raw -5293506.147656 + Penalty 3656.769890 = -5289849.377767 nChanged 11 SP:Iteration 71Q (826.801556 sec): 3 clusters Score: Raw -5293507.437972 + Penalty 3656.769890 = -5289850.668082 nChanged 9 SP:Iteration 72Q (826.945927 sec): 3 clusters Score: Raw -5293508.491623 + Penalty 3656.769890 = -5289851.721733 nChanged 15 SP:Iteration 73Q (827.086941 sec): 3 clusters Score: Raw -5293510.500374 + Penalty 3656.769890 = -5289853.730484 nChanged 10 SP:Iteration 74Q (827.227142 sec): 3 clusters Score: Raw -5293511.295637 + Penalty 3656.769890 = -5289854.525747 nChanged 6 SP:Iteration 75Q (827.368570 sec): 3 clusters Score: Raw -5293511.844772 + Penalty 3656.769890 = -5289855.074882 nChanged 3 SP:Iteration 76Q (827.512938 sec): 3 clusters Score: Raw -5293512.027037 + Penalty 3656.769890 = -5289855.257147 nChanged 1 SP:Iteration 77Q (827.650467 sec): 3 clusters Score: Raw -5293512.108249 + Penalty 3656.769890 = -5289855.338359 nChanged 0 SP:Iteration 78F (827.834960 sec): 3 clusters Score: Raw -5293512.108249 + Penalty 3656.769890 = -5289855.338359 nChanged 0 Trying to split cluster 11 (2624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (827.874128 sec): 2 clusters Score: Raw -170099.452647 + Penalty 1279.273962 = -168820.178685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (827.926003 sec): 3 clusters Score: Raw -168897.591026 + Penalty 2558.547924 = -166339.043102 nChanged 980 SP:Iteration 1F (827.977022 sec): 3 clusters Score: Raw -169530.840100 + Penalty 2558.547924 = -166972.292176 nChanged 229 SP:Iteration 2F (828.029501 sec): 3 clusters Score: Raw -169688.444142 + Penalty 2558.547924 = -167129.896218 nChanged 136 SP:Iteration 3F (828.071435 sec): 3 clusters Score: Raw -169784.859403 + Penalty 2558.547924 = -167226.311479 nChanged 104 SP:Iteration 4Q (828.126537 sec): 3 clusters Score: Raw -169853.376589 + Penalty 2558.547924 = -167294.828665 nChanged 84 SP:Iteration 5Q (828.170463 sec): 3 clusters Score: Raw -169908.137101 + Penalty 2558.547924 = -167349.589178 nChanged 77 SP:Iteration 6Q (828.218982 sec): 3 clusters Score: Raw -169961.567515 + Penalty 2558.547924 = -167403.019591 nChanged 73 SP:Iteration 7Q (828.269817 sec): 3 clusters Score: Raw -170010.066219 + Penalty 2558.547924 = -167451.518296 nChanged 78 SP:Iteration 8Q (828.319641 sec): 3 clusters Score: Raw -170057.818827 + Penalty 2558.547924 = -167499.270903 nChanged 60 SP:Iteration 9Q (828.379097 sec): 3 clusters Score: Raw -170090.252062 + Penalty 2558.547924 = -167531.704138 nChanged 52 SP:Iteration 10Q (828.428992 sec): 3 clusters Score: Raw -170117.687795 + Penalty 2558.547924 = -167559.139871 nChanged 39 SP:Iteration 11Q (828.480723 sec): 3 clusters Score: Raw -170140.755855 + Penalty 2558.547924 = -167582.207931 nChanged 34 SP:Iteration 12Q (828.539833 sec): 3 clusters Score: Raw -170159.242668 + Penalty 2558.547924 = -167600.694744 nChanged 30 SP:Iteration 13Q (828.586684 sec): 3 clusters Score: Raw -170175.185564 + Penalty 2558.547924 = -167616.637641 nChanged 27 SP:Iteration 14Q (828.638265 sec): 3 clusters Score: Raw -170189.273386 + Penalty 2558.547924 = -167630.725462 nChanged 30 SP:Iteration 15Q (828.698200 sec): 3 clusters Score: Raw -170207.697799 + Penalty 2558.547924 = -167649.149875 nChanged 37 SP:Iteration 16Q (828.750625 sec): 3 clusters Score: Raw -170228.812866 + Penalty 2558.547924 = -167670.264942 nChanged 34 SP:Iteration 17Q (828.806132 sec): 3 clusters Score: Raw -170244.191790 + Penalty 2558.547924 = -167685.643866 nChanged 31 SP:Iteration 18Q (828.862377 sec): 3 clusters Score: Raw -170256.560154 + Penalty 2558.547924 = -167698.012230 nChanged 19 SP:Iteration 19Q (828.910403 sec): 3 clusters Score: Raw -170263.227161 + Penalty 2558.547924 = -167704.679238 nChanged 22 SP:Iteration 20F (828.965068 sec): 3 clusters Score: Raw -170272.412661 + Penalty 2558.547924 = -167713.864737 nChanged 18 SP:Iteration 21Q (829.010074 sec): 3 clusters Score: Raw -170279.173327 + Penalty 2558.547924 = -167720.625404 nChanged 13 SP:Iteration 22Q (829.059697 sec): 3 clusters Score: Raw -170285.727147 + Penalty 2558.547924 = -167727.179224 nChanged 12 SP:Iteration 23Q (829.107753 sec): 3 clusters Score: Raw -170290.115059 + Penalty 2558.547924 = -167731.567136 nChanged 10 SP:Iteration 24Q (829.161133 sec): 3 clusters Score: Raw -170294.563828 + Penalty 2558.547924 = -167736.015904 nChanged 11 SP:Iteration 25Q (829.212216 sec): 3 clusters Score: Raw -170298.797656 + Penalty 2558.547924 = -167740.249732 nChanged 12 SP:Iteration 26Q (829.274789 sec): 3 clusters Score: Raw -170304.770145 + Penalty 2558.547924 = -167746.222221 nChanged 13 SP:Iteration 27Q (829.320434 sec): 3 clusters Score: Raw -170310.648768 + Penalty 2558.547924 = -167752.100844 nChanged 13 SP:Iteration 28Q (829.373267 sec): 3 clusters Score: Raw -170315.623560 + Penalty 2558.547924 = -167757.075636 nChanged 11 SP:Iteration 29Q (829.416105 sec): 3 clusters Score: Raw -170319.526201 + Penalty 2558.547924 = -167760.978277 nChanged 7 SP:Iteration 30Q (829.471538 sec): 3 clusters Score: Raw -170322.026191 + Penalty 2558.547924 = -167763.478267 nChanged 3 SP:Iteration 31Q (829.523076 sec): 3 clusters Score: Raw -170323.172124 + Penalty 2558.547924 = -167764.624200 nChanged 5 SP:Iteration 32Q (829.577678 sec): 3 clusters Score: Raw -170327.130824 + Penalty 2558.547924 = -167768.582900 nChanged 8 SP:Iteration 33Q (829.623855 sec): 3 clusters Score: Raw -170330.274332 + Penalty 2558.547924 = -167771.726408 nChanged 4 SP:Iteration 34Q (829.677009 sec): 3 clusters Score: Raw -170331.997450 + Penalty 2558.547924 = -167773.449526 nChanged 3 SP:Iteration 35Q (829.716156 sec): 3 clusters Score: Raw -170332.953108 + Penalty 2558.547924 = -167774.405184 nChanged 3 SP:Iteration 36Q (829.780238 sec): 3 clusters Score: Raw -170335.617236 + Penalty 2558.547924 = -167777.069312 nChanged 2 SP:Iteration 37Q (829.831770 sec): 3 clusters Score: Raw -170336.380386 + Penalty 2558.547924 = -167777.832462 nChanged 2 SP:Iteration 38Q (829.882859 sec): 3 clusters Score: Raw -170338.026588 + Penalty 2558.547924 = -167779.478664 nChanged 6 SP:Iteration 39Q (829.933934 sec): 3 clusters Score: Raw -170341.208217 + Penalty 2558.547924 = -167782.660293 nChanged 11 SP:Iteration 40F (829.983583 sec): 3 clusters Score: Raw -170346.689454 + Penalty 2558.547924 = -167788.141530 nChanged 5 SP:Iteration 41Q (830.034436 sec): 3 clusters Score: Raw -170348.671378 + Penalty 2558.547924 = -167790.123454 nChanged 4 SP:Iteration 42Q (830.085668 sec): 3 clusters Score: Raw -170351.865600 + Penalty 2558.547924 = -167793.317676 nChanged 6 SP:Iteration 43Q (830.126274 sec): 3 clusters Score: Raw -170353.958296 + Penalty 2558.547924 = -167795.410372 nChanged 4 SP:Iteration 44Q (830.188601 sec): 3 clusters Score: Raw -170355.201880 + Penalty 2558.547924 = -167796.653956 nChanged 3 SP:Iteration 45Q (830.237902 sec): 3 clusters Score: Raw -170355.886459 + Penalty 2558.547924 = -167797.338535 nChanged 3 SP:Iteration 46Q (830.293211 sec): 3 clusters Score: Raw -170356.524939 + Penalty 2558.547924 = -167797.977015 nChanged 3 SP:Iteration 47Q (830.341918 sec): 3 clusters Score: Raw -170357.705575 + Penalty 2558.547924 = -167799.157651 nChanged 7 SP:Iteration 48Q (830.395744 sec): 3 clusters Score: Raw -170360.899026 + Penalty 2558.547924 = -167802.351102 nChanged 4 SP:Iteration 49Q (830.452513 sec): 3 clusters Score: Raw -170362.240297 + Penalty 2558.547924 = -167803.692374 nChanged 5 SP:Iteration 50Q (830.503739 sec): 3 clusters Score: Raw -170365.216926 + Penalty 2558.547924 = -167806.669003 nChanged 6 SP:Iteration 51Q (830.556106 sec): 3 clusters Score: Raw -170367.732277 + Penalty 2558.547924 = -167809.184353 nChanged 9 SP:Iteration 52Q (830.599671 sec): 3 clusters Score: Raw -170371.226637 + Penalty 2558.547924 = -167812.678713 nChanged 5 SP:Iteration 53Q (830.657295 sec): 3 clusters Score: Raw -170373.369261 + Penalty 2558.547924 = -167814.821337 nChanged 6 SP:Iteration 54Q (830.709845 sec): 3 clusters Score: Raw -170375.814269 + Penalty 2558.547924 = -167817.266345 nChanged 6 SP:Iteration 55Q (830.765520 sec): 3 clusters Score: Raw -170378.633000 + Penalty 2558.547924 = -167820.085076 nChanged 8 SP:Iteration 56Q (830.807301 sec): 3 clusters Score: Raw -170382.775181 + Penalty 2558.547924 = -167824.227258 nChanged 7 SP:Iteration 57Q (830.870920 sec): 3 clusters Score: Raw -170387.134253 + Penalty 2558.547924 = -167828.586329 nChanged 3 SP:Iteration 58Q (830.925554 sec): 3 clusters Score: Raw -170389.149866 + Penalty 2558.547924 = -167830.601942 nChanged 4 SP:Iteration 59Q (830.975769 sec): 3 clusters Score: Raw -170390.513341 + Penalty 2558.547924 = -167831.965417 nChanged 3 SP:Iteration 60F (831.024055 sec): 3 clusters Score: Raw -170392.694421 + Penalty 2558.547924 = -167834.146497 nChanged 1 SP:Iteration 61Q (831.071019 sec): 3 clusters Score: Raw -170393.373929 + Penalty 2558.547924 = -167834.826005 nChanged 0 SP:Iteration 62F (831.133200 sec): 3 clusters Score: Raw -170393.373929 + Penalty 2558.547924 = -167834.826005 nChanged 0 Trying to split cluster 12 (6388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (831.159608 sec): 2 clusters Score: Raw -425133.280214 + Penalty 1423.853683 = -423709.426531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (831.232201 sec): 3 clusters Score: Raw -421711.062134 + Penalty 2847.707366 = -418863.354769 nChanged 2625 SP:Iteration 1F (831.290908 sec): 3 clusters Score: Raw -423140.396511 + Penalty 2847.707366 = -420292.689145 nChanged 474 SP:Iteration 2F (831.339280 sec): 3 clusters Score: Raw -423417.725805 + Penalty 2847.707366 = -420570.018440 nChanged 421 SP:Iteration 3F (831.411175 sec): 3 clusters Score: Raw -423675.015721 + Penalty 2847.707366 = -420827.308356 nChanged 391 SP:Iteration 4F (831.459393 sec): 3 clusters Score: Raw -423922.644010 + Penalty 2847.707366 = -421074.936644 nChanged 343 SP:Iteration 5F (831.517466 sec): 3 clusters Score: Raw -424135.687763 + Penalty 2847.707366 = -421287.980398 nChanged 315 SP:Iteration 6Q (831.586441 sec): 3 clusters Score: Raw -424340.012297 + Penalty 2847.707366 = -421492.304932 nChanged 315 SP:Iteration 7Q (831.648710 sec): 3 clusters Score: Raw -424567.697833 + Penalty 2847.707366 = -421719.990467 nChanged 298 SP:Iteration 8Q (831.694843 sec): 3 clusters Score: Raw -424797.946889 + Penalty 2847.707366 = -421950.239523 nChanged 255 SP:Iteration 9Q (831.766030 sec): 3 clusters Score: Raw -424997.196463 + Penalty 2847.707366 = -422149.489097 nChanged 209 SP:Iteration 10Q (831.813199 sec): 3 clusters Score: Raw -425153.210269 + Penalty 2847.707366 = -422305.502903 nChanged 163 SP:Iteration 11Q (831.880864 sec): 3 clusters Score: Raw -425267.597659 + Penalty 2847.707366 = -422419.890293 nChanged 135 SP:Iteration 12Q (831.944507 sec): 3 clusters Score: Raw -425355.668258 + Penalty 2847.707366 = -422507.960893 nChanged 114 SP:Iteration 13Q (831.999677 sec): 3 clusters Score: Raw -425426.893656 + Penalty 2847.707366 = -422579.186291 nChanged 94 SP:Iteration 14Q (832.050676 sec): 3 clusters Score: Raw -425483.077031 + Penalty 2847.707366 = -422635.369666 nChanged 73 SP:Iteration 15Q (832.122753 sec): 3 clusters Score: Raw -425513.554120 + Penalty 2847.707366 = -422665.846755 nChanged 42 SP:Iteration 16Q (832.169585 sec): 3 clusters Score: Raw -425531.860720 + Penalty 2847.707366 = -422684.153355 nChanged 39 SP:Iteration 17Q (832.229923 sec): 3 clusters Score: Raw -425547.407014 + Penalty 2847.707366 = -422699.699649 nChanged 20 SP:Iteration 18Q (832.298950 sec): 3 clusters Score: Raw -425554.440007 + Penalty 2847.707366 = -422706.732641 nChanged 18 SP:Iteration 19Q (832.351699 sec): 3 clusters Score: Raw -425561.508968 + Penalty 2847.707366 = -422713.801602 nChanged 16 SP:Iteration 20F (832.412816 sec): 3 clusters Score: Raw -425565.765060 + Penalty 2847.707366 = -422718.057695 nChanged 10 SP:Iteration 21Q (832.473040 sec): 3 clusters Score: Raw -425568.738685 + Penalty 2847.707366 = -422721.031319 nChanged 8 SP:Iteration 22Q (832.517703 sec): 3 clusters Score: Raw -425571.446523 + Penalty 2847.707366 = -422723.739158 nChanged 4 SP:Iteration 23Q (832.580550 sec): 3 clusters Score: Raw -425573.314850 + Penalty 2847.707366 = -422725.607485 nChanged 9 SP:Iteration 24Q (832.630967 sec): 3 clusters Score: Raw -425575.650156 + Penalty 2847.707366 = -422727.942790 nChanged 8 SP:Iteration 25Q (832.690646 sec): 3 clusters Score: Raw -425577.828739 + Penalty 2847.707366 = -422730.121373 nChanged 5 SP:Iteration 26Q (832.757963 sec): 3 clusters Score: Raw -425578.485439 + Penalty 2847.707366 = -422730.778074 nChanged 2 SP:Iteration 27Q (832.811629 sec): 3 clusters Score: Raw -425578.664707 + Penalty 2847.707366 = -422730.957342 nChanged 1 SP:Iteration 28Q (832.872605 sec): 3 clusters Score: Raw -425579.115169 + Penalty 2847.707366 = -422731.407803 nChanged 1 SP:Iteration 29Q (832.928795 sec): 3 clusters Score: Raw -425579.169592 + Penalty 2847.707366 = -422731.462227 nChanged 0 SP:Iteration 30F (832.976995 sec): 3 clusters Score: Raw -425579.169592 + Penalty 2847.707366 = -422731.462227 nChanged 0 Trying to split cluster 13 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (833.005996 sec): 2 clusters Score: Raw -17732.336438 + Penalty 980.765733 = -16751.570705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (833.050629 sec): 3 clusters Score: Raw -17725.719296 + Penalty 1961.531466 = -15764.187830 nChanged 107 SP:Iteration 1F (833.106308 sec): 3 clusters Score: Raw -17945.618455 + Penalty 1961.531466 = -15984.086989 nChanged 40 SP:Iteration 2F (833.153568 sec): 3 clusters Score: Raw -18089.639486 + Penalty 1961.531466 = -16128.108020 nChanged 22 SP:Iteration 3F (833.208618 sec): 3 clusters Score: Raw -18141.110609 + Penalty 1961.531466 = -16179.579144 nChanged 13 SP:Iteration 4Q (833.255359 sec): 3 clusters Score: Raw -18191.028822 + Penalty 1961.531466 = -16229.497356 nChanged 14 SP:Iteration 5Q (833.311745 sec): 3 clusters Score: Raw -18238.207134 + Penalty 1961.531466 = -16276.675668 nChanged 11 SP:Iteration 6Q (833.356509 sec): 3 clusters Score: Raw -18273.407198 + Penalty 1961.531466 = -16311.875732 nChanged 13 SP:Iteration 7Q (833.401408 sec): 3 clusters Score: Raw -18318.570067 + Penalty 1961.531466 = -16357.038602 nChanged 10 SP:Iteration 8Q (833.449098 sec): 3 clusters Score: Raw -18358.166571 + Penalty 1961.531466 = -16396.635105 nChanged 1 SP:Iteration 9Q (833.497786 sec): 3 clusters Score: Raw -18361.228926 + Penalty 1961.531466 = -16399.697460 nChanged 1 SP:Iteration 10Q (833.545275 sec): 3 clusters Score: Raw -18362.550196 + Penalty 1961.531466 = -16401.018730 nChanged 0 SP:Iteration 11F (833.594155 sec): 3 clusters Score: Raw -18362.550196 + Penalty 1961.531466 = -16401.018730 nChanged 0 Trying to split cluster 14 (52765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (833.694221 sec): 2 clusters Score: Raw -3382504.824275 + Penalty 1766.960548 = -3380737.863728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (833.828535 sec): 3 clusters Score: Raw -3349011.727910 + Penalty 3533.921096 = -3345477.806814 nChanged 24759 SP:Iteration 1F (833.955557 sec): 3 clusters Score: Raw -3363075.640663 + Penalty 3533.921096 = -3359541.719567 nChanged 2166 SP:Iteration 2Q (834.083003 sec): 3 clusters Score: Raw -3363750.360053 + Penalty 3533.921096 = -3360216.438957 nChanged 2228 SP:Iteration 3Q (834.230923 sec): 3 clusters Score: Raw -3364525.917211 + Penalty 3533.921096 = -3360991.996116 nChanged 2338 SP:Iteration 4Q (834.366893 sec): 3 clusters Score: Raw -3365479.768106 + Penalty 3533.921096 = -3361945.847011 nChanged 2548 SP:Iteration 5Q (834.511418 sec): 3 clusters Score: Raw -3366676.727105 + Penalty 3533.921096 = -3363142.806009 nChanged 2737 SP:Iteration 6F (834.647836 sec): 3 clusters Score: Raw -3368164.039295 + Penalty 3533.921096 = -3364630.118199 nChanged 2886 SP:Iteration 7F (834.789123 sec): 3 clusters Score: Raw -3369885.748622 + Penalty 3533.921096 = -3366351.827526 nChanged 2901 SP:Iteration 8F (834.906897 sec): 3 clusters Score: Raw -3371613.194271 + Penalty 3533.921096 = -3368079.273176 nChanged 2716 SP:Iteration 9F (835.044584 sec): 3 clusters Score: Raw -3373123.355936 + Penalty 3533.921096 = -3369589.434840 nChanged 2381 SP:Iteration 10Q (835.189851 sec): 3 clusters Score: Raw -3374265.778299 + Penalty 3533.921096 = -3370731.857203 nChanged 1860 SP:Iteration 11Q (835.321120 sec): 3 clusters Score: Raw -3374932.370599 + Penalty 3533.921096 = -3371398.449503 nChanged 1325 SP:Iteration 12Q (835.451106 sec): 3 clusters Score: Raw -3375256.744156 + Penalty 3533.921096 = -3371722.823060 nChanged 868 SP:Iteration 13Q (835.587514 sec): 3 clusters Score: Raw -3375417.798802 + Penalty 3533.921096 = -3371883.877706 nChanged 613 SP:Iteration 14Q (835.717866 sec): 3 clusters Score: Raw -3375525.832383 + Penalty 3533.921096 = -3371991.911287 nChanged 516 SP:Iteration 15Q (835.858991 sec): 3 clusters Score: Raw -3375613.909137 + Penalty 3533.921096 = -3372079.988042 nChanged 463 SP:Iteration 16Q (835.998113 sec): 3 clusters Score: Raw -3375692.700438 + Penalty 3533.921096 = -3372158.779342 nChanged 447 SP:Iteration 17Q (836.128050 sec): 3 clusters Score: Raw -3375770.293984 + Penalty 3533.921096 = -3372236.372888 nChanged 493 SP:Iteration 18Q (836.265035 sec): 3 clusters Score: Raw -3375863.982560 + Penalty 3533.921096 = -3372330.061464 nChanged 517 SP:Iteration 19Q (836.386187 sec): 3 clusters Score: Raw -3375973.653122 + Penalty 3533.921096 = -3372439.732026 nChanged 573 SP:Iteration 20F (836.516025 sec): 3 clusters Score: Raw -3376096.018357 + Penalty 3533.921096 = -3372562.097262 nChanged 604 SP:Iteration 21Q (836.652790 sec): 3 clusters Score: Raw -3376238.089304 + Penalty 3533.921096 = -3372704.168208 nChanged 650 SP:Iteration 22Q (836.787929 sec): 3 clusters Score: Raw -3376400.741617 + Penalty 3533.921096 = -3372866.820521 nChanged 698 SP:Iteration 23Q (836.922695 sec): 3 clusters Score: Raw -3376597.549404 + Penalty 3533.921096 = -3373063.628308 nChanged 748 SP:Iteration 24Q (837.051416 sec): 3 clusters Score: Raw -3376821.727544 + Penalty 3533.921096 = -3373287.806448 nChanged 769 SP:Iteration 25Q (837.194006 sec): 3 clusters Score: Raw -3377064.602603 + Penalty 3533.921096 = -3373530.681508 nChanged 756 SP:Iteration 26Q (837.310017 sec): 3 clusters Score: Raw -3377324.211595 + Penalty 3533.921096 = -3373790.290499 nChanged 837 SP:Iteration 27Q (837.439318 sec): 3 clusters Score: Raw -3377629.251852 + Penalty 3533.921096 = -3374095.330757 nChanged 835 SP:Iteration 28Q (837.580663 sec): 3 clusters Score: Raw -3377935.448783 + Penalty 3533.921096 = -3374401.527687 nChanged 800 SP:Iteration 29Q (837.695932 sec): 3 clusters Score: Raw -3378228.226005 + Penalty 3533.921096 = -3374694.304910 nChanged 792 SP:Iteration 30Q (837.822665 sec): 3 clusters Score: Raw -3378517.664904 + Penalty 3533.921096 = -3374983.743808 nChanged 774 SP:Iteration 31Q (837.964587 sec): 3 clusters Score: Raw -3378787.253176 + Penalty 3533.921096 = -3375253.332080 nChanged 696 SP:Iteration 32Q (838.093041 sec): 3 clusters Score: Raw -3379017.774929 + Penalty 3533.921096 = -3375483.853834 nChanged 659 SP:Iteration 33Q (838.224360 sec): 3 clusters Score: Raw -3379227.746388 + Penalty 3533.921096 = -3375693.825292 nChanged 626 SP:Iteration 34Q (838.355123 sec): 3 clusters Score: Raw -3379425.551314 + Penalty 3533.921096 = -3375891.630218 nChanged 612 SP:Iteration 35Q (838.484662 sec): 3 clusters Score: Raw -3379621.367587 + Penalty 3533.921096 = -3376087.446491 nChanged 600 SP:Iteration 36Q (838.605617 sec): 3 clusters Score: Raw -3379826.032061 + Penalty 3533.921096 = -3376292.110965 nChanged 599 SP:Iteration 37Q (838.734370 sec): 3 clusters Score: Raw -3380025.035411 + Penalty 3533.921096 = -3376491.114315 nChanged 545 SP:Iteration 38Q (838.853384 sec): 3 clusters Score: Raw -3380214.872086 + Penalty 3533.921096 = -3376680.950991 nChanged 542 SP:Iteration 39Q (838.978882 sec): 3 clusters Score: Raw -3380410.053850 + Penalty 3533.921096 = -3376876.132755 nChanged 527 SP:Iteration 40F (839.108326 sec): 3 clusters Score: Raw -3380584.144621 + Penalty 3533.921096 = -3377050.223526 nChanged 497 SP:Iteration 41Q (839.225179 sec): 3 clusters Score: Raw -3380750.829414 + Penalty 3533.921096 = -3377216.908318 nChanged 480 SP:Iteration 42Q (839.359589 sec): 3 clusters Score: Raw -3380906.487582 + Penalty 3533.921096 = -3377372.566486 nChanged 456 SP:Iteration 43Q (839.489671 sec): 3 clusters Score: Raw -3381054.403816 + Penalty 3533.921096 = -3377520.482720 nChanged 473 SP:Iteration 44Q (839.615721 sec): 3 clusters Score: Raw -3381216.700682 + Penalty 3533.921096 = -3377682.779586 nChanged 428 SP:Iteration 45Q (839.742585 sec): 3 clusters Score: Raw -3381366.789824 + Penalty 3533.921096 = -3377832.868728 nChanged 381 SP:Iteration 46Q (839.866340 sec): 3 clusters Score: Raw -3381505.929552 + Penalty 3533.921096 = -3377972.008456 nChanged 373 SP:Iteration 47Q (839.985400 sec): 3 clusters Score: Raw -3381647.030267 + Penalty 3533.921096 = -3378113.109171 nChanged 350 SP:Iteration 48Q (840.107811 sec): 3 clusters Score: Raw -3381786.559239 + Penalty 3533.921096 = -3378252.638144 nChanged 340 SP:Iteration 49Q (840.232266 sec): 3 clusters Score: Raw -3381921.736105 + Penalty 3533.921096 = -3378387.815009 nChanged 297 SP:Iteration 50Q (840.362887 sec): 3 clusters Score: Raw -3382046.347112 + Penalty 3533.921096 = -3378512.426016 nChanged 265 SP:Iteration 51Q (840.485898 sec): 3 clusters Score: Raw -3382160.024706 + Penalty 3533.921096 = -3378626.103611 nChanged 220 SP:Iteration 52Q (840.597227 sec): 3 clusters Score: Raw -3382251.438053 + Penalty 3533.921096 = -3378717.516957 nChanged 201 SP:Iteration 53Q (840.713426 sec): 3 clusters Score: Raw -3382327.170427 + Penalty 3533.921096 = -3378793.249331 nChanged 178 SP:Iteration 54Q (840.827928 sec): 3 clusters Score: Raw -3382390.900682 + Penalty 3533.921096 = -3378856.979587 nChanged 134 SP:Iteration 55Q (840.932684 sec): 3 clusters Score: Raw -3382438.291200 + Penalty 3533.921096 = -3378904.370105 nChanged 108 SP:Iteration 56Q (841.056580 sec): 3 clusters Score: Raw -3382475.681299 + Penalty 3533.921096 = -3378941.760203 nChanged 92 SP:Iteration 57Q (841.172067 sec): 3 clusters Score: Raw -3382506.075400 + Penalty 3533.921096 = -3378972.154304 nChanged 97 SP:Iteration 58Q (841.280048 sec): 3 clusters Score: Raw -3382539.534241 + Penalty 3533.921096 = -3379005.613145 nChanged 84 SP:Iteration 59Q (841.410677 sec): 3 clusters Score: Raw -3382567.905530 + Penalty 3533.921096 = -3379033.984435 nChanged 84 SP:Iteration 60F (841.545732 sec): 3 clusters Score: Raw -3382593.703488 + Penalty 3533.921096 = -3379059.782393 nChanged 66 SP:Iteration 61Q (841.667384 sec): 3 clusters Score: Raw -3382615.395107 + Penalty 3533.921096 = -3379081.474011 nChanged 67 SP:Iteration 62Q (841.785135 sec): 3 clusters Score: Raw -3382637.853024 + Penalty 3533.921096 = -3379103.931929 nChanged 62 SP:Iteration 63Q (841.906902 sec): 3 clusters Score: Raw -3382658.192179 + Penalty 3533.921096 = -3379124.271084 nChanged 56 SP:Iteration 64Q (842.019061 sec): 3 clusters Score: Raw -3382679.511235 + Penalty 3533.921096 = -3379145.590139 nChanged 45 SP:Iteration 65Q (842.137653 sec): 3 clusters Score: Raw -3382694.032261 + Penalty 3533.921096 = -3379160.111166 nChanged 31 SP:Iteration 66Q (842.255122 sec): 3 clusters Score: Raw -3382703.247296 + Penalty 3533.921096 = -3379169.326200 nChanged 35 SP:Iteration 67Q (842.369562 sec): 3 clusters Score: Raw -3382715.577777 + Penalty 3533.921096 = -3379181.656681 nChanged 28 SP:Iteration 68Q (842.483823 sec): 3 clusters Score: Raw -3382725.220325 + Penalty 3533.921096 = -3379191.299229 nChanged 29 SP:Iteration 69Q (842.599434 sec): 3 clusters Score: Raw -3382734.147993 + Penalty 3533.921096 = -3379200.226898 nChanged 29 SP:Iteration 70Q (842.708319 sec): 3 clusters Score: Raw -3382744.853263 + Penalty 3533.921096 = -3379210.932167 nChanged 29 SP:Iteration 71Q (842.836429 sec): 3 clusters Score: Raw -3382753.080758 + Penalty 3533.921096 = -3379219.159662 nChanged 15 SP:Iteration 72Q (842.963102 sec): 3 clusters Score: Raw -3382756.456945 + Penalty 3533.921096 = -3379222.535849 nChanged 10 SP:Iteration 73Q (843.077291 sec): 3 clusters Score: Raw -3382759.660792 + Penalty 3533.921096 = -3379225.739696 nChanged 14 SP:Iteration 74Q (843.194909 sec): 3 clusters Score: Raw -3382764.637721 + Penalty 3533.921096 = -3379230.716625 nChanged 17 SP:Iteration 75Q (843.307237 sec): 3 clusters Score: Raw -3382769.506940 + Penalty 3533.921096 = -3379235.585845 nChanged 13 SP:Iteration 76Q (843.418496 sec): 3 clusters Score: Raw -3382773.306869 + Penalty 3533.921096 = -3379239.385773 nChanged 13 SP:Iteration 77Q (843.530380 sec): 3 clusters Score: Raw -3382777.092302 + Penalty 3533.921096 = -3379243.171206 nChanged 14 SP:Iteration 78Q (843.633580 sec): 3 clusters Score: Raw -3382780.990532 + Penalty 3533.921096 = -3379247.069436 nChanged 14 SP:Iteration 79Q (843.747579 sec): 3 clusters Score: Raw -3382784.905346 + Penalty 3533.921096 = -3379250.984250 nChanged 8 SP:Iteration 80F (843.882106 sec): 3 clusters Score: Raw -3382786.770000 + Penalty 3533.921096 = -3379252.848904 nChanged 8 SP:Iteration 81Q (843.992300 sec): 3 clusters Score: Raw -3382788.843154 + Penalty 3533.921096 = -3379254.922058 nChanged 6 SP:Iteration 82Q (844.090667 sec): 3 clusters Score: Raw -3382790.076083 + Penalty 3533.921096 = -3379256.154987 nChanged 5 SP:Iteration 83Q (844.213064 sec): 3 clusters Score: Raw -3382791.427013 + Penalty 3533.921096 = -3379257.505918 nChanged 3 SP:Iteration 84Q (844.325009 sec): 3 clusters Score: Raw -3382791.992285 + Penalty 3533.921096 = -3379258.071190 nChanged 3 SP:Iteration 85Q (844.435473 sec): 3 clusters Score: Raw -3382792.861110 + Penalty 3533.921096 = -3379258.940015 nChanged 4 SP:Iteration 86Q (844.538871 sec): 3 clusters Score: Raw -3382794.115312 + Penalty 3533.921096 = -3379260.194216 nChanged 6 SP:Iteration 87Q (844.662791 sec): 3 clusters Score: Raw -3382795.901062 + Penalty 3533.921096 = -3379261.979966 nChanged 5 SP:Iteration 88Q (844.767223 sec): 3 clusters Score: Raw -3382797.641651 + Penalty 3533.921096 = -3379263.720556 nChanged 4 SP:Iteration 89Q (844.872919 sec): 3 clusters Score: Raw -3382798.402836 + Penalty 3533.921096 = -3379264.481740 nChanged 3 SP:Iteration 90Q (844.980712 sec): 3 clusters Score: Raw -3382799.152614 + Penalty 3533.921096 = -3379265.231518 nChanged 6 SP:Iteration 91Q (845.089571 sec): 3 clusters Score: Raw -3382800.821802 + Penalty 3533.921096 = -3379266.900706 nChanged 5 SP:Iteration 92Q (845.199967 sec): 3 clusters Score: Raw -3382802.460849 + Penalty 3533.921096 = -3379268.539753 nChanged 5 SP:Iteration 93Q (845.305927 sec): 3 clusters Score: Raw -3382803.751527 + Penalty 3533.921096 = -3379269.830432 nChanged 1 SP:Iteration 94Q (845.414872 sec): 3 clusters Score: Raw -3382803.953663 + Penalty 3533.921096 = -3379270.032568 nChanged 1 SP:Iteration 95Q (845.534502 sec): 3 clusters Score: Raw -3382804.316519 + Penalty 3533.921096 = -3379270.395424 nChanged 1 SP:Iteration 96Q (845.648522 sec): 3 clusters Score: Raw -3382804.710211 + Penalty 3533.921096 = -3379270.789115 nChanged 1 SP:Iteration 97Q (845.752635 sec): 3 clusters Score: Raw -3382805.311315 + Penalty 3533.921096 = -3379271.390220 nChanged 4 SP:Iteration 98Q (845.874100 sec): 3 clusters Score: Raw -3382806.840346 + Penalty 3533.921096 = -3379272.919250 nChanged 3 SP:Iteration 99Q (845.989177 sec): 3 clusters Score: Raw -3382807.485253 + Penalty 3533.921096 = -3379273.564158 nChanged 3 SP:Iteration 100F (846.125033 sec): 3 clusters Score: Raw -3382807.989908 + Penalty 3533.921096 = -3379274.068813 nChanged 3 SP:Iteration 101Q (846.239299 sec): 3 clusters Score: Raw -3382809.048078 + Penalty 3533.921096 = -3379275.126982 nChanged 5 SP:Iteration 102Q (846.347402 sec): 3 clusters Score: Raw -3382810.561854 + Penalty 3533.921096 = -3379276.640758 nChanged 5 SP:Iteration 103Q (846.461972 sec): 3 clusters Score: Raw -3382812.124434 + Penalty 3533.921096 = -3379278.203339 nChanged 5 SP:Iteration 104Q (846.567378 sec): 3 clusters Score: Raw -3382813.240545 + Penalty 3533.921096 = -3379279.319449 nChanged 4 SP:Iteration 105Q (846.680469 sec): 3 clusters Score: Raw -3382814.757319 + Penalty 3533.921096 = -3379280.836223 nChanged 6 SP:Iteration 106Q (846.789653 sec): 3 clusters Score: Raw -3382816.743375 + Penalty 3533.921096 = -3379282.822280 nChanged 4 SP:Iteration 107Q (846.904593 sec): 3 clusters Score: Raw -3382817.578283 + Penalty 3533.921096 = -3379283.657188 nChanged 2 SP:Iteration 108Q (847.014566 sec): 3 clusters Score: Raw -3382818.374619 + Penalty 3533.921096 = -3379284.453524 nChanged 4 SP:Iteration 109Q (847.108714 sec): 3 clusters Score: Raw -3382820.057208 + Penalty 3533.921096 = -3379286.136112 nChanged 7 SP:Iteration 110Q (847.219561 sec): 3 clusters Score: Raw -3382821.963917 + Penalty 3533.921096 = -3379288.042821 nChanged 4 SP:Iteration 111Q (847.324915 sec): 3 clusters Score: Raw -3382822.997140 + Penalty 3533.921096 = -3379289.076044 nChanged 3 SP:Iteration 112Q (847.433396 sec): 3 clusters Score: Raw -3382823.861531 + Penalty 3533.921096 = -3379289.940436 nChanged 0 SP:Iteration 113F (847.571327 sec): 3 clusters Score: Raw -3382823.861531 + Penalty 3533.921096 = -3379289.940436 nChanged 0 Trying to split cluster 15 (11521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (847.618001 sec): 2 clusters Score: Raw -774563.280830 + Penalty 1519.688095 = -773043.592736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (847.689995 sec): 3 clusters Score: Raw -767914.675289 + Penalty 3039.376189 = -764875.299100 nChanged 4977 SP:Iteration 1F (847.758524 sec): 3 clusters Score: Raw -770586.239862 + Penalty 3039.376189 = -767546.863673 nChanged 659 SP:Iteration 2F (847.824278 sec): 3 clusters Score: Raw -770880.330347 + Penalty 3039.376189 = -767840.954158 nChanged 586 SP:Iteration 3F (847.894715 sec): 3 clusters Score: Raw -771155.433495 + Penalty 3039.376189 = -768116.057306 nChanged 557 SP:Iteration 4Q (847.964004 sec): 3 clusters Score: Raw -771447.277317 + Penalty 3039.376189 = -768407.901128 nChanged 558 SP:Iteration 5Q (848.025847 sec): 3 clusters Score: Raw -771820.302487 + Penalty 3039.376189 = -768780.926298 nChanged 539 SP:Iteration 6Q (848.086809 sec): 3 clusters Score: Raw -772218.303947 + Penalty 3039.376189 = -769178.927757 nChanged 554 SP:Iteration 7Q (848.160394 sec): 3 clusters Score: Raw -772625.904785 + Penalty 3039.376189 = -769586.528596 nChanged 534 SP:Iteration 8Q (848.231930 sec): 3 clusters Score: Raw -773018.796144 + Penalty 3039.376189 = -769979.419955 nChanged 516 SP:Iteration 9Q (848.296629 sec): 3 clusters Score: Raw -773407.335699 + Penalty 3039.376189 = -770367.959510 nChanged 471 SP:Iteration 10Q (848.351693 sec): 3 clusters Score: Raw -773718.053018 + Penalty 3039.376189 = -770678.676829 nChanged 377 SP:Iteration 11Q (848.418167 sec): 3 clusters Score: Raw -773947.146423 + Penalty 3039.376189 = -770907.770234 nChanged 321 SP:Iteration 12Q (848.485003 sec): 3 clusters Score: Raw -774122.857840 + Penalty 3039.376189 = -771083.481651 nChanged 237 SP:Iteration 13Q (848.560312 sec): 3 clusters Score: Raw -774233.533910 + Penalty 3039.376189 = -771194.157721 nChanged 187 SP:Iteration 14Q (848.614153 sec): 3 clusters Score: Raw -774313.583994 + Penalty 3039.376189 = -771274.207805 nChanged 155 SP:Iteration 15Q (848.693726 sec): 3 clusters Score: Raw -774378.151254 + Penalty 3039.376189 = -771338.775065 nChanged 142 SP:Iteration 16Q (848.759143 sec): 3 clusters Score: Raw -774435.793027 + Penalty 3039.376189 = -771396.416838 nChanged 124 SP:Iteration 17Q (848.825951 sec): 3 clusters Score: Raw -774491.526983 + Penalty 3039.376189 = -771452.150794 nChanged 109 SP:Iteration 18Q (848.889985 sec): 3 clusters Score: Raw -774527.003996 + Penalty 3039.376189 = -771487.627807 nChanged 84 SP:Iteration 19Q (848.954153 sec): 3 clusters Score: Raw -774556.099675 + Penalty 3039.376189 = -771516.723486 nChanged 77 SP:Iteration 20F (849.018613 sec): 3 clusters Score: Raw -774579.468010 + Penalty 3039.376189 = -771540.091821 nChanged 61 SP:Iteration 21Q (849.082320 sec): 3 clusters Score: Raw -774595.859821 + Penalty 3039.376189 = -771556.483632 nChanged 65 SP:Iteration 22Q (849.132750 sec): 3 clusters Score: Raw -774617.214584 + Penalty 3039.376189 = -771577.838395 nChanged 66 SP:Iteration 23Q (849.205133 sec): 3 clusters Score: Raw -774637.272730 + Penalty 3039.376189 = -771597.896541 nChanged 58 SP:Iteration 24Q (849.269305 sec): 3 clusters Score: Raw -774653.101783 + Penalty 3039.376189 = -771613.725594 nChanged 48 SP:Iteration 25Q (849.335708 sec): 3 clusters Score: Raw -774663.256635 + Penalty 3039.376189 = -771623.880446 nChanged 35 SP:Iteration 26Q (849.388842 sec): 3 clusters Score: Raw -774672.381127 + Penalty 3039.376189 = -771633.004938 nChanged 37 SP:Iteration 27Q (849.451768 sec): 3 clusters Score: Raw -774681.486263 + Penalty 3039.376189 = -771642.110073 nChanged 37 SP:Iteration 28Q (849.525016 sec): 3 clusters Score: Raw -774691.902105 + Penalty 3039.376189 = -771652.525915 nChanged 42 SP:Iteration 29Q (849.578803 sec): 3 clusters Score: Raw -774700.974369 + Penalty 3039.376189 = -771661.598180 nChanged 30 SP:Iteration 30Q (849.645269 sec): 3 clusters Score: Raw -774708.974092 + Penalty 3039.376189 = -771669.597903 nChanged 32 SP:Iteration 31Q (849.702108 sec): 3 clusters Score: Raw -774715.406237 + Penalty 3039.376189 = -771676.030048 nChanged 26 SP:Iteration 32Q (849.771981 sec): 3 clusters Score: Raw -774720.621699 + Penalty 3039.376189 = -771681.245510 nChanged 21 SP:Iteration 33Q (849.837528 sec): 3 clusters Score: Raw -774724.190929 + Penalty 3039.376189 = -771684.814740 nChanged 10 SP:Iteration 34Q (849.899823 sec): 3 clusters Score: Raw -774726.190329 + Penalty 3039.376189 = -771686.814139 nChanged 13 SP:Iteration 35Q (849.961248 sec): 3 clusters Score: Raw -774728.453034 + Penalty 3039.376189 = -771689.076845 nChanged 10 SP:Iteration 36Q (850.038622 sec): 3 clusters Score: Raw -774730.445019 + Penalty 3039.376189 = -771691.068830 nChanged 12 SP:Iteration 37Q (850.092811 sec): 3 clusters Score: Raw -774732.567193 + Penalty 3039.376189 = -771693.191003 nChanged 9 SP:Iteration 38Q (850.166340 sec): 3 clusters Score: Raw -774734.517085 + Penalty 3039.376189 = -771695.140896 nChanged 9 SP:Iteration 39Q (850.232728 sec): 3 clusters Score: Raw -774736.375797 + Penalty 3039.376189 = -771696.999607 nChanged 9 SP:Iteration 40F (850.288432 sec): 3 clusters Score: Raw -774737.935568 + Penalty 3039.376189 = -771698.559379 nChanged 1 SP:Iteration 41Q (850.361684 sec): 3 clusters Score: Raw -774738.075554 + Penalty 3039.376189 = -771698.699365 nChanged 4 SP:Iteration 42Q (850.422331 sec): 3 clusters Score: Raw -774738.771568 + Penalty 3039.376189 = -771699.395379 nChanged 6 SP:Iteration 43Q (850.487624 sec): 3 clusters Score: Raw -774739.592391 + Penalty 3039.376189 = -771700.216202 nChanged 4 SP:Iteration 44Q (850.554674 sec): 3 clusters Score: Raw -774740.255863 + Penalty 3039.376189 = -771700.879673 nChanged 4 SP:Iteration 45Q (850.627781 sec): 3 clusters Score: Raw -774740.835546 + Penalty 3039.376189 = -771701.459356 nChanged 5 SP:Iteration 46Q (850.688791 sec): 3 clusters Score: Raw -774741.520753 + Penalty 3039.376189 = -771702.144564 nChanged 5 SP:Iteration 47Q (850.750195 sec): 3 clusters Score: Raw -774742.480903 + Penalty 3039.376189 = -771703.104714 nChanged 7 SP:Iteration 48Q (850.811067 sec): 3 clusters Score: Raw -774743.683791 + Penalty 3039.376189 = -771704.307602 nChanged 8 SP:Iteration 49Q (850.881504 sec): 3 clusters Score: Raw -774744.793697 + Penalty 3039.376189 = -771705.417508 nChanged 8 SP:Iteration 50Q (850.947209 sec): 3 clusters Score: Raw -774746.396553 + Penalty 3039.376189 = -771707.020364 nChanged 5 SP:Iteration 51Q (851.010461 sec): 3 clusters Score: Raw -774746.949687 + Penalty 3039.376189 = -771707.573498 nChanged 4 SP:Iteration 52Q (851.075346 sec): 3 clusters Score: Raw -774747.463900 + Penalty 3039.376189 = -771708.087711 nChanged 4 SP:Iteration 53Q (851.128834 sec): 3 clusters Score: Raw -774748.137567 + Penalty 3039.376189 = -771708.761378 nChanged 2 SP:Iteration 54Q (851.195551 sec): 3 clusters Score: Raw -774748.423097 + Penalty 3039.376189 = -771709.046908 nChanged 1 SP:Iteration 55Q (851.268547 sec): 3 clusters Score: Raw -774748.612089 + Penalty 3039.376189 = -771709.235900 nChanged 3 SP:Iteration 56Q (851.330877 sec): 3 clusters Score: Raw -774748.854012 + Penalty 3039.376189 = -771709.477823 nChanged 1 SP:Iteration 57Q (851.400434 sec): 3 clusters Score: Raw -774748.924840 + Penalty 3039.376189 = -771709.548650 nChanged 2 SP:Iteration 58Q (851.463873 sec): 3 clusters Score: Raw -774749.151172 + Penalty 3039.376189 = -771709.774983 nChanged 1 SP:Iteration 59Q (851.525895 sec): 3 clusters Score: Raw -774749.253017 + Penalty 3039.376189 = -771709.876828 nChanged 0 SP:Iteration 60F (851.584250 sec): 3 clusters Score: Raw -774749.253017 + Penalty 3039.376189 = -771709.876828 nChanged 0 Trying to split cluster 16 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (851.610432 sec): 2 clusters Score: Raw -21171.545606 + Penalty 993.832470 = -20177.713136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (851.671996 sec): 3 clusters Score: Raw -21195.492188 + Penalty 1987.664941 = -19207.827247 nChanged 107 SP:Iteration 1F (851.721764 sec): 3 clusters Score: Raw -21472.252549 + Penalty 1987.664941 = -19484.587608 nChanged 39 SP:Iteration 2F (851.757839 sec): 3 clusters Score: Raw -21606.517543 + Penalty 1987.664941 = -19618.852602 nChanged 26 SP:Iteration 3F (851.805758 sec): 3 clusters Score: Raw -21713.379998 + Penalty 1987.664941 = -19725.715057 nChanged 19 SP:Iteration 4Q (851.865348 sec): 3 clusters Score: Raw -21776.363906 + Penalty 1987.664941 = -19788.698965 nChanged 12 SP:Iteration 5Q (851.906528 sec): 3 clusters Score: Raw -21806.720054 + Penalty 1987.664941 = -19819.055114 nChanged 5 SP:Iteration 6Q (851.952640 sec): 3 clusters Score: Raw -21815.754829 + Penalty 1987.664941 = -19828.089889 nChanged 4 SP:Iteration 7Q (852.005157 sec): 3 clusters Score: Raw -21822.500274 + Penalty 1987.664941 = -19834.835334 nChanged 2 SP:Iteration 8Q (852.053217 sec): 3 clusters Score: Raw -21832.955743 + Penalty 1987.664941 = -19845.290803 nChanged 3 SP:Iteration 9Q (852.101179 sec): 3 clusters Score: Raw -21841.839210 + Penalty 1987.664941 = -19854.174269 nChanged 5 SP:Iteration 10Q (852.153549 sec): 3 clusters Score: Raw -21856.508671 + Penalty 1987.664941 = -19868.843730 nChanged 2 SP:Iteration 11Q (852.204611 sec): 3 clusters Score: Raw -21859.330188 + Penalty 1987.664941 = -19871.665247 nChanged 1 SP:Iteration 12Q (852.254853 sec): 3 clusters Score: Raw -21860.325962 + Penalty 1987.664941 = -19872.661021 nChanged 0 SP:Iteration 13F (852.295905 sec): 3 clusters Score: Raw -21860.325962 + Penalty 1987.664941 = -19872.661021 nChanged 0 Trying to split cluster 17 (8987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (852.336703 sec): 2 clusters Score: Raw -538321.867379 + Penalty 1479.324335 = -536842.543045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (852.406007 sec): 3 clusters Score: Raw -533235.116661 + Penalty 2958.648669 = -530276.467991 nChanged 3868 SP:Iteration 1F (852.466327 sec): 3 clusters Score: Raw -535539.440411 + Penalty 2958.648669 = -532580.791742 nChanged 782 SP:Iteration 2F (852.520032 sec): 3 clusters Score: Raw -536226.392933 + Penalty 2958.648669 = -533267.744264 nChanged 859 SP:Iteration 3F (852.597157 sec): 3 clusters Score: Raw -537162.843798 + Penalty 2958.648669 = -534204.195128 nChanged 902 SP:Iteration 4F (852.659153 sec): 3 clusters Score: Raw -538071.906175 + Penalty 2958.648669 = -535113.257505 nChanged 788 SP:Iteration 5F (852.715622 sec): 3 clusters Score: Raw -538764.574269 + Penalty 2958.648669 = -535805.925600 nChanged 515 SP:Iteration 6F (852.766384 sec): 3 clusters Score: Raw -539130.290305 + Penalty 2958.648669 = -536171.641636 nChanged 334 SP:Iteration 7Q (852.830025 sec): 3 clusters Score: Raw -539323.751011 + Penalty 2958.648669 = -536365.102342 nChanged 223 SP:Iteration 8Q (852.889425 sec): 3 clusters Score: Raw -539428.891889 + Penalty 2958.648669 = -536470.243219 nChanged 130 SP:Iteration 9Q (852.955038 sec): 3 clusters Score: Raw -539482.471470 + Penalty 2958.648669 = -536523.822801 nChanged 98 SP:Iteration 10Q (853.026496 sec): 3 clusters Score: Raw -539517.832771 + Penalty 2958.648669 = -536559.184101 nChanged 83 SP:Iteration 11Q (853.085795 sec): 3 clusters Score: Raw -539548.451377 + Penalty 2958.648669 = -536589.802707 nChanged 78 SP:Iteration 12Q (853.151040 sec): 3 clusters Score: Raw -539578.172650 + Penalty 2958.648669 = -536619.523981 nChanged 68 SP:Iteration 13Q (853.202098 sec): 3 clusters Score: Raw -539598.768377 + Penalty 2958.648669 = -536640.119707 nChanged 45 SP:Iteration 14Q (853.270744 sec): 3 clusters Score: Raw -539611.069490 + Penalty 2958.648669 = -536652.420821 nChanged 28 SP:Iteration 15Q (853.339702 sec): 3 clusters Score: Raw -539618.085460 + Penalty 2958.648669 = -536659.436791 nChanged 29 SP:Iteration 16Q (853.402924 sec): 3 clusters Score: Raw -539624.654615 + Penalty 2958.648669 = -536666.005945 nChanged 25 SP:Iteration 17Q (853.455623 sec): 3 clusters Score: Raw -539630.592982 + Penalty 2958.648669 = -536671.944312 nChanged 20 SP:Iteration 18Q (853.514523 sec): 3 clusters Score: Raw -539635.474676 + Penalty 2958.648669 = -536676.826006 nChanged 19 SP:Iteration 19Q (853.578375 sec): 3 clusters Score: Raw -539639.993399 + Penalty 2958.648669 = -536681.344730 nChanged 20 SP:Iteration 20F (853.633329 sec): 3 clusters Score: Raw -539644.025285 + Penalty 2958.648669 = -536685.376616 nChanged 13 SP:Iteration 21Q (853.707388 sec): 3 clusters Score: Raw -539646.593753 + Penalty 2958.648669 = -536687.945083 nChanged 9 SP:Iteration 22Q (853.760398 sec): 3 clusters Score: Raw -539648.051249 + Penalty 2958.648669 = -536689.402580 nChanged 5 SP:Iteration 23Q (853.836078 sec): 3 clusters Score: Raw -539649.122674 + Penalty 2958.648669 = -536690.474005 nChanged 5 SP:Iteration 24Q (853.887681 sec): 3 clusters Score: Raw -539650.364228 + Penalty 2958.648669 = -536691.715558 nChanged 5 SP:Iteration 25Q (853.952529 sec): 3 clusters Score: Raw -539651.463762 + Penalty 2958.648669 = -536692.815092 nChanged 5 SP:Iteration 26Q (854.016214 sec): 3 clusters Score: Raw -539652.690793 + Penalty 2958.648669 = -536694.042123 nChanged 12 SP:Iteration 27Q (854.089729 sec): 3 clusters Score: Raw -539655.668501 + Penalty 2958.648669 = -536697.019831 nChanged 9 SP:Iteration 28Q (854.151333 sec): 3 clusters Score: Raw -539658.315935 + Penalty 2958.648669 = -536699.667266 nChanged 10 SP:Iteration 29Q (854.211216 sec): 3 clusters Score: Raw -539661.838501 + Penalty 2958.648669 = -536703.189832 nChanged 10 SP:Iteration 30Q (854.276801 sec): 3 clusters Score: Raw -539664.517620 + Penalty 2958.648669 = -536705.868951 nChanged 8 SP:Iteration 31Q (854.330215 sec): 3 clusters Score: Raw -539666.445650 + Penalty 2958.648669 = -536707.796981 nChanged 6 SP:Iteration 32Q (854.402756 sec): 3 clusters Score: Raw -539667.445923 + Penalty 2958.648669 = -536708.797254 nChanged 3 SP:Iteration 33Q (854.471177 sec): 3 clusters Score: Raw -539668.070836 + Penalty 2958.648669 = -536709.422167 nChanged 3 SP:Iteration 34Q (854.535988 sec): 3 clusters Score: Raw -539668.442829 + Penalty 2958.648669 = -536709.794159 nChanged 2 SP:Iteration 35Q (854.591062 sec): 3 clusters Score: Raw -539668.914935 + Penalty 2958.648669 = -536710.266266 nChanged 2 SP:Iteration 36Q (854.651065 sec): 3 clusters Score: Raw -539669.357370 + Penalty 2958.648669 = -536710.708701 nChanged 3 SP:Iteration 37Q (854.711307 sec): 3 clusters Score: Raw -539670.429536 + Penalty 2958.648669 = -536711.780866 nChanged 6 SP:Iteration 38Q (854.779828 sec): 3 clusters Score: Raw -539671.840412 + Penalty 2958.648669 = -536713.191743 nChanged 7 SP:Iteration 39Q (854.840419 sec): 3 clusters Score: Raw -539672.992546 + Penalty 2958.648669 = -536714.343876 nChanged 5 SP:Iteration 40F (854.899547 sec): 3 clusters Score: Raw -539674.183248 + Penalty 2958.648669 = -536715.534578 nChanged 3 SP:Iteration 41Q (854.958520 sec): 3 clusters Score: Raw -539674.992650 + Penalty 2958.648669 = -536716.343981 nChanged 4 SP:Iteration 42Q (855.022392 sec): 3 clusters Score: Raw -539675.948343 + Penalty 2958.648669 = -536717.299673 nChanged 3 SP:Iteration 43Q (855.079810 sec): 3 clusters Score: Raw -539676.680470 + Penalty 2958.648669 = -536718.031801 nChanged 5 SP:Iteration 44Q (855.141931 sec): 3 clusters Score: Raw -539677.575168 + Penalty 2958.648669 = -536718.926498 nChanged 2 SP:Iteration 45Q (855.203161 sec): 3 clusters Score: Raw -539678.329597 + Penalty 2958.648669 = -536719.680928 nChanged 2 SP:Iteration 46Q (855.252074 sec): 3 clusters Score: Raw -539678.700174 + Penalty 2958.648669 = -536720.051505 nChanged 2 SP:Iteration 47Q (855.323210 sec): 3 clusters Score: Raw -539678.965504 + Penalty 2958.648669 = -536720.316834 nChanged 0 SP:Iteration 48F (855.380975 sec): 3 clusters Score: Raw -539678.965504 + Penalty 2958.648669 = -536720.316834 nChanged 0 Trying to split cluster 18 (3053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (855.409844 sec): 2 clusters Score: Raw -181911.082327 + Penalty 1303.880499 = -180607.201828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (855.451222 sec): 3 clusters Score: Raw -180489.164240 + Penalty 2607.760998 = -177881.403242 nChanged 1184 SP:Iteration 1F (855.506725 sec): 3 clusters Score: Raw -181234.183467 + Penalty 2607.760998 = -178626.422469 nChanged 260 SP:Iteration 2F (855.552497 sec): 3 clusters Score: Raw -181466.534991 + Penalty 2607.760998 = -178858.773993 nChanged 201 SP:Iteration 3F (855.600284 sec): 3 clusters Score: Raw -181663.505317 + Penalty 2607.760998 = -179055.744319 nChanged 199 SP:Iteration 4F (855.655114 sec): 3 clusters Score: Raw -181911.167134 + Penalty 2607.760998 = -179303.406137 nChanged 194 SP:Iteration 5F (855.696787 sec): 3 clusters Score: Raw -182157.996949 + Penalty 2607.760998 = -179550.235952 nChanged 167 SP:Iteration 6F (855.757186 sec): 3 clusters Score: Raw -182342.605274 + Penalty 2607.760998 = -179734.844276 nChanged 124 SP:Iteration 7Q (855.805617 sec): 3 clusters Score: Raw -182454.662979 + Penalty 2607.760998 = -179846.901981 nChanged 95 SP:Iteration 8Q (855.858548 sec): 3 clusters Score: Raw -182517.981790 + Penalty 2607.760998 = -179910.220793 nChanged 56 SP:Iteration 9Q (855.908364 sec): 3 clusters Score: Raw -182549.453438 + Penalty 2607.760998 = -179941.692441 nChanged 36 SP:Iteration 10Q (855.959821 sec): 3 clusters Score: Raw -182565.240428 + Penalty 2607.760998 = -179957.479430 nChanged 23 SP:Iteration 11Q (855.998494 sec): 3 clusters Score: Raw -182574.405035 + Penalty 2607.760998 = -179966.644037 nChanged 14 SP:Iteration 12Q (856.048291 sec): 3 clusters Score: Raw -182580.437613 + Penalty 2607.760998 = -179972.676615 nChanged 18 SP:Iteration 13Q (856.111372 sec): 3 clusters Score: Raw -182592.612752 + Penalty 2607.760998 = -179984.851755 nChanged 21 SP:Iteration 14Q (856.150455 sec): 3 clusters Score: Raw -182605.852425 + Penalty 2607.760998 = -179998.091428 nChanged 19 SP:Iteration 15Q (856.205738 sec): 3 clusters Score: Raw -182613.207885 + Penalty 2607.760998 = -180005.446887 nChanged 13 SP:Iteration 16Q (856.247282 sec): 3 clusters Score: Raw -182618.918188 + Penalty 2607.760998 = -180011.157190 nChanged 9 SP:Iteration 17Q (856.298293 sec): 3 clusters Score: Raw -182622.310083 + Penalty 2607.760998 = -180014.549085 nChanged 10 SP:Iteration 18Q (856.350204 sec): 3 clusters Score: Raw -182627.115837 + Penalty 2607.760998 = -180019.354840 nChanged 10 SP:Iteration 19Q (856.408286 sec): 3 clusters Score: Raw -182630.925248 + Penalty 2607.760998 = -180023.164251 nChanged 4 SP:Iteration 20F (856.456513 sec): 3 clusters Score: Raw -182632.112003 + Penalty 2607.760998 = -180024.351005 nChanged 2 SP:Iteration 21Q (856.502839 sec): 3 clusters Score: Raw -182632.471898 + Penalty 2607.760998 = -180024.710901 nChanged 3 SP:Iteration 22Q (856.561282 sec): 3 clusters Score: Raw -182633.078958 + Penalty 2607.760998 = -180025.317961 nChanged 2 SP:Iteration 23Q (856.606267 sec): 3 clusters Score: Raw -182633.449261 + Penalty 2607.760998 = -180025.688263 nChanged 2 SP:Iteration 24Q (856.665261 sec): 3 clusters Score: Raw -182634.032206 + Penalty 2607.760998 = -180026.271208 nChanged 4 SP:Iteration 25Q (856.708090 sec): 3 clusters Score: Raw -182635.045149 + Penalty 2607.760998 = -180027.284151 nChanged 5 SP:Iteration 26Q (856.767194 sec): 3 clusters Score: Raw -182636.912752 + Penalty 2607.760998 = -180029.151755 nChanged 6 SP:Iteration 27Q (856.815647 sec): 3 clusters Score: Raw -182638.546020 + Penalty 2607.760998 = -180030.785023 nChanged 4 SP:Iteration 28Q (856.863945 sec): 3 clusters Score: Raw -182640.268770 + Penalty 2607.760998 = -180032.507772 nChanged 4 SP:Iteration 29Q (856.920711 sec): 3 clusters Score: Raw -182642.483930 + Penalty 2607.760998 = -180034.722933 nChanged 8 SP:Iteration 30Q (856.973173 sec): 3 clusters Score: Raw -182645.943342 + Penalty 2607.760998 = -180038.182345 nChanged 6 SP:Iteration 31Q (857.033131 sec): 3 clusters Score: Raw -182647.914096 + Penalty 2607.760998 = -180040.153098 nChanged 7 SP:Iteration 32Q (857.074669 sec): 3 clusters Score: Raw -182650.026293 + Penalty 2607.760998 = -180042.265296 nChanged 4 SP:Iteration 33Q (857.127109 sec): 3 clusters Score: Raw -182652.248914 + Penalty 2607.760998 = -180044.487917 nChanged 6 SP:Iteration 34Q (857.178883 sec): 3 clusters Score: Raw -182653.972860 + Penalty 2607.760998 = -180046.211862 nChanged 1 SP:Iteration 35Q (857.242453 sec): 3 clusters Score: Raw -182654.295158 + Penalty 2607.760998 = -180046.534161 nChanged 4 SP:Iteration 36Q (857.293011 sec): 3 clusters Score: Raw -182655.698334 + Penalty 2607.760998 = -180047.937337 nChanged 2 SP:Iteration 37Q (857.341477 sec): 3 clusters Score: Raw -182656.413492 + Penalty 2607.760998 = -180048.652494 nChanged 4 SP:Iteration 38Q (857.395374 sec): 3 clusters Score: Raw -182657.191566 + Penalty 2607.760998 = -180049.430568 nChanged 2 SP:Iteration 39Q (857.450228 sec): 3 clusters Score: Raw -182658.244153 + Penalty 2607.760998 = -180050.483155 nChanged 4 SP:Iteration 40F (857.512825 sec): 3 clusters Score: Raw -182659.292765 + Penalty 2607.760998 = -180051.531767 nChanged 3 SP:Iteration 41Q (857.557843 sec): 3 clusters Score: Raw -182660.287420 + Penalty 2607.760998 = -180052.526422 nChanged 0 SP:Iteration 42F (857.622390 sec): 3 clusters Score: Raw -182660.287420 + Penalty 2607.760998 = -180052.526422 nChanged 0 Trying to split cluster 19 (3503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (857.643542 sec): 2 clusters Score: Raw -194014.800464 + Penalty 1326.223441 = -192688.577023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (857.700030 sec): 3 clusters Score: Raw -192326.448007 + Penalty 2652.446883 = -189674.001124 nChanged 1382 SP:Iteration 1F (857.768458 sec): 3 clusters Score: Raw -193139.443875 + Penalty 2652.446883 = -190486.996993 nChanged 281 SP:Iteration 2F (857.824347 sec): 3 clusters Score: Raw -193341.699943 + Penalty 2652.446883 = -190689.253060 nChanged 225 SP:Iteration 3F (857.872890 sec): 3 clusters Score: Raw -193492.232490 + Penalty 2652.446883 = -190839.785608 nChanged 175 SP:Iteration 4Q (857.922949 sec): 3 clusters Score: Raw -193617.409022 + Penalty 2652.446883 = -190964.962140 nChanged 151 SP:Iteration 5Q (857.987156 sec): 3 clusters Score: Raw -193742.158065 + Penalty 2652.446883 = -191089.711182 nChanged 147 SP:Iteration 6Q (858.041017 sec): 3 clusters Score: Raw -193865.172769 + Penalty 2652.446883 = -191212.725887 nChanged 152 SP:Iteration 7Q (858.091044 sec): 3 clusters Score: Raw -193977.615727 + Penalty 2652.446883 = -191325.168844 nChanged 135 SP:Iteration 8Q (858.140106 sec): 3 clusters Score: Raw -194068.257721 + Penalty 2652.446883 = -191415.810838 nChanged 99 SP:Iteration 9Q (858.192641 sec): 3 clusters Score: Raw -194132.104841 + Penalty 2652.446883 = -191479.657958 nChanged 92 SP:Iteration 10Q (858.250088 sec): 3 clusters Score: Raw -194187.573349 + Penalty 2652.446883 = -191535.126467 nChanged 81 SP:Iteration 11Q (858.300445 sec): 3 clusters Score: Raw -194229.630049 + Penalty 2652.446883 = -191577.183166 nChanged 66 SP:Iteration 12Q (858.352709 sec): 3 clusters Score: Raw -194266.854418 + Penalty 2652.446883 = -191614.407535 nChanged 59 SP:Iteration 13Q (858.405623 sec): 3 clusters Score: Raw -194303.676982 + Penalty 2652.446883 = -191651.230099 nChanged 50 SP:Iteration 14Q (858.463004 sec): 3 clusters Score: Raw -194341.969393 + Penalty 2652.446883 = -191689.522511 nChanged 54 SP:Iteration 15Q (858.516528 sec): 3 clusters Score: Raw -194375.347110 + Penalty 2652.446883 = -191722.900227 nChanged 56 SP:Iteration 16Q (858.573707 sec): 3 clusters Score: Raw -194398.176664 + Penalty 2652.446883 = -191745.729782 nChanged 43 SP:Iteration 17Q (858.629590 sec): 3 clusters Score: Raw -194414.852907 + Penalty 2652.446883 = -191762.406025 nChanged 34 SP:Iteration 18Q (858.669654 sec): 3 clusters Score: Raw -194429.863762 + Penalty 2652.446883 = -191777.416879 nChanged 27 SP:Iteration 19Q (858.734779 sec): 3 clusters Score: Raw -194441.844732 + Penalty 2652.446883 = -191789.397850 nChanged 23 SP:Iteration 20F (858.783169 sec): 3 clusters Score: Raw -194452.384106 + Penalty 2652.446883 = -191799.937224 nChanged 26 SP:Iteration 21Q (858.843933 sec): 3 clusters Score: Raw -194470.082748 + Penalty 2652.446883 = -191817.635865 nChanged 39 SP:Iteration 22Q (858.893026 sec): 3 clusters Score: Raw -194489.331830 + Penalty 2652.446883 = -191836.884948 nChanged 38 SP:Iteration 23Q (858.946559 sec): 3 clusters Score: Raw -194509.022516 + Penalty 2652.446883 = -191856.575634 nChanged 40 SP:Iteration 24Q (859.001641 sec): 3 clusters Score: Raw -194533.271684 + Penalty 2652.446883 = -191880.824802 nChanged 46 SP:Iteration 25Q (859.064603 sec): 3 clusters Score: Raw -194558.082760 + Penalty 2652.446883 = -191905.635877 nChanged 41 SP:Iteration 26Q (859.106578 sec): 3 clusters Score: Raw -194582.462050 + Penalty 2652.446883 = -191930.015167 nChanged 36 SP:Iteration 27Q (859.172752 sec): 3 clusters Score: Raw -194603.319459 + Penalty 2652.446883 = -191950.872576 nChanged 30 SP:Iteration 28Q (859.226702 sec): 3 clusters Score: Raw -194616.594021 + Penalty 2652.446883 = -191964.147138 nChanged 30 SP:Iteration 29Q (859.267705 sec): 3 clusters Score: Raw -194628.277103 + Penalty 2652.446883 = -191975.830220 nChanged 24 SP:Iteration 30Q (859.324276 sec): 3 clusters Score: Raw -194635.561406 + Penalty 2652.446883 = -191983.114524 nChanged 17 SP:Iteration 31Q (859.381657 sec): 3 clusters Score: Raw -194640.718577 + Penalty 2652.446883 = -191988.271695 nChanged 17 SP:Iteration 32Q (859.423690 sec): 3 clusters Score: Raw -194648.581628 + Penalty 2652.446883 = -191996.134746 nChanged 19 SP:Iteration 33Q (859.480584 sec): 3 clusters Score: Raw -194661.896504 + Penalty 2652.446883 = -192009.449621 nChanged 29 SP:Iteration 34Q (859.537270 sec): 3 clusters Score: Raw -194680.387947 + Penalty 2652.446883 = -192027.941064 nChanged 38 SP:Iteration 35Q (859.579995 sec): 3 clusters Score: Raw -194713.306085 + Penalty 2652.446883 = -192060.859202 nChanged 42 SP:Iteration 36Q (859.643998 sec): 3 clusters Score: Raw -194754.268106 + Penalty 2652.446883 = -192101.821224 nChanged 46 SP:Iteration 37Q (859.693061 sec): 3 clusters Score: Raw -194816.992600 + Penalty 2652.446883 = -192164.545717 nChanged 71 SP:Iteration 38Q (859.743741 sec): 3 clusters Score: Raw -194954.134947 + Penalty 2652.446883 = -192301.688064 nChanged 81 SP:Iteration 39Q (859.806006 sec): 3 clusters Score: Raw -195083.554931 + Penalty 2652.446883 = -192431.108048 nChanged 73 SP:Iteration 40F (859.859226 sec): 3 clusters Score: Raw -195137.912892 + Penalty 2652.446883 = -192485.466010 nChanged 47 SP:Iteration 41Q (859.919326 sec): 3 clusters Score: Raw -195165.180312 + Penalty 2652.446883 = -192512.733430 nChanged 37 SP:Iteration 42Q (859.963250 sec): 3 clusters Score: Raw -195183.248617 + Penalty 2652.446883 = -192530.801735 nChanged 31 SP:Iteration 43Q (860.011523 sec): 3 clusters Score: Raw -195200.598017 + Penalty 2652.446883 = -192548.151134 nChanged 23 SP:Iteration 44Q (860.066282 sec): 3 clusters Score: Raw -195209.752078 + Penalty 2652.446883 = -192557.305196 nChanged 17 SP:Iteration 45Q (860.128182 sec): 3 clusters Score: Raw -195215.044004 + Penalty 2652.446883 = -192562.597122 nChanged 12 SP:Iteration 46Q (860.178572 sec): 3 clusters Score: Raw -195222.192575 + Penalty 2652.446883 = -192569.745693 nChanged 16 SP:Iteration 47Q (860.239475 sec): 3 clusters Score: Raw -195228.484632 + Penalty 2652.446883 = -192576.037749 nChanged 7 SP:Iteration 48Q (860.293800 sec): 3 clusters Score: Raw -195230.402133 + Penalty 2652.446883 = -192577.955251 nChanged 5 SP:Iteration 49Q (860.344499 sec): 3 clusters Score: Raw -195231.912216 + Penalty 2652.446883 = -192579.465333 nChanged 2 SP:Iteration 50Q (860.390118 sec): 3 clusters Score: Raw -195232.220100 + Penalty 2652.446883 = -192579.773217 nChanged 0 SP:Iteration 51F (860.442968 sec): 3 clusters Score: Raw -195232.220100 + Penalty 2652.446883 = -192579.773217 nChanged 0 Trying to split cluster 20 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (860.479924 sec): 2 clusters Score: Raw -25068.994652 + Penalty 969.914978 = -24099.079674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (860.521812 sec): 3 clusters Score: Raw -25059.847443 + Penalty 1939.829957 = -23120.017486 nChanged 65 SP:Iteration 1F (860.564120 sec): 3 clusters Score: Raw -25162.700762 + Penalty 1939.829957 = -23222.870805 nChanged 19 SP:Iteration 2Q (860.610753 sec): 3 clusters Score: Raw -25196.453100 + Penalty 1939.829957 = -23256.623143 nChanged 6 SP:Iteration 3Q (860.652547 sec): 3 clusters Score: Raw -25208.238218 + Penalty 1939.829957 = -23268.408261 nChanged 1 SP:Iteration 4Q (860.693882 sec): 3 clusters Score: Raw -25209.263030 + Penalty 1939.829957 = -23269.433073 nChanged 2 SP:Iteration 5Q (860.733258 sec): 3 clusters Score: Raw -25211.292241 + Penalty 1939.829957 = -23271.462284 nChanged 1 SP:Iteration 6Q (860.780743 sec): 3 clusters Score: Raw -25212.890537 + Penalty 1939.829957 = -23273.060580 nChanged 1 SP:Iteration 7Q (860.831427 sec): 3 clusters Score: Raw -25215.807054 + Penalty 1939.829957 = -23275.977097 nChanged 1 SP:Iteration 8Q (860.884387 sec): 3 clusters Score: Raw -25216.787310 + Penalty 1939.829957 = -23276.957353 nChanged 0 SP:Iteration 9F (860.929138 sec): 3 clusters Score: Raw -25216.787310 + Penalty 1939.829957 = -23276.957353 nChanged 0 Trying to split cluster 21 (4425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (860.961081 sec): 2 clusters Score: Raw -292780.482953 + Penalty 1364.191653 = -291416.291300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (861.018425 sec): 3 clusters Score: Raw -290540.952923 + Penalty 2728.383306 = -287812.569616 nChanged 1746 SP:Iteration 1F (861.087310 sec): 3 clusters Score: Raw -291500.667064 + Penalty 2728.383306 = -288772.283758 nChanged 324 SP:Iteration 2F (861.136799 sec): 3 clusters Score: Raw -291674.896979 + Penalty 2728.383306 = -288946.513673 nChanged 234 SP:Iteration 3F (861.195565 sec): 3 clusters Score: Raw -291799.048784 + Penalty 2728.383306 = -289070.665478 nChanged 172 SP:Iteration 4Q (861.242176 sec): 3 clusters Score: Raw -291883.589770 + Penalty 2728.383306 = -289155.206463 nChanged 146 SP:Iteration 5Q (861.312121 sec): 3 clusters Score: Raw -291946.597639 + Penalty 2728.383306 = -289218.214333 nChanged 118 SP:Iteration 6Q (861.368708 sec): 3 clusters Score: Raw -291993.322989 + Penalty 2728.383306 = -289264.939683 nChanged 94 SP:Iteration 7Q (861.424670 sec): 3 clusters Score: Raw -292027.532004 + Penalty 2728.383306 = -289299.148698 nChanged 78 SP:Iteration 8Q (861.483457 sec): 3 clusters Score: Raw -292057.841511 + Penalty 2728.383306 = -289329.458205 nChanged 81 SP:Iteration 9Q (861.540641 sec): 3 clusters Score: Raw -292097.399447 + Penalty 2728.383306 = -289369.016141 nChanged 95 SP:Iteration 10Q (861.584843 sec): 3 clusters Score: Raw -292149.939427 + Penalty 2728.383306 = -289421.556121 nChanged 96 SP:Iteration 11Q (861.652481 sec): 3 clusters Score: Raw -292188.403625 + Penalty 2728.383306 = -289460.020319 nChanged 91 SP:Iteration 12Q (861.698167 sec): 3 clusters Score: Raw -292232.219915 + Penalty 2728.383306 = -289503.836609 nChanged 89 SP:Iteration 13Q (861.770884 sec): 3 clusters Score: Raw -292271.462188 + Penalty 2728.383306 = -289543.078881 nChanged 79 SP:Iteration 14Q (861.827990 sec): 3 clusters Score: Raw -292311.560544 + Penalty 2728.383306 = -289583.177238 nChanged 95 SP:Iteration 15Q (861.886722 sec): 3 clusters Score: Raw -292354.586523 + Penalty 2728.383306 = -289626.203216 nChanged 89 SP:Iteration 16Q (861.943245 sec): 3 clusters Score: Raw -292396.575567 + Penalty 2728.383306 = -289668.192260 nChanged 74 SP:Iteration 17Q (861.985780 sec): 3 clusters Score: Raw -292433.557036 + Penalty 2728.383306 = -289705.173730 nChanged 83 SP:Iteration 18Q (862.038975 sec): 3 clusters Score: Raw -292477.644975 + Penalty 2728.383306 = -289749.261669 nChanged 88 SP:Iteration 19Q (862.100029 sec): 3 clusters Score: Raw -292533.255235 + Penalty 2728.383306 = -289804.871929 nChanged 86 SP:Iteration 20F (862.146064 sec): 3 clusters Score: Raw -292577.181628 + Penalty 2728.383306 = -289848.798321 nChanged 71 SP:Iteration 21Q (862.209808 sec): 3 clusters Score: Raw -292613.093371 + Penalty 2728.383306 = -289884.710065 nChanged 53 SP:Iteration 22Q (862.267685 sec): 3 clusters Score: Raw -292637.575853 + Penalty 2728.383306 = -289909.192546 nChanged 52 SP:Iteration 23Q (862.308467 sec): 3 clusters Score: Raw -292665.307674 + Penalty 2728.383306 = -289936.924368 nChanged 49 SP:Iteration 24Q (862.374109 sec): 3 clusters Score: Raw -292693.663727 + Penalty 2728.383306 = -289965.280421 nChanged 46 SP:Iteration 25Q (862.418048 sec): 3 clusters Score: Raw -292718.867835 + Penalty 2728.383306 = -289990.484529 nChanged 45 SP:Iteration 26Q (862.472681 sec): 3 clusters Score: Raw -292741.372346 + Penalty 2728.383306 = -290012.989040 nChanged 37 SP:Iteration 27Q (862.522217 sec): 3 clusters Score: Raw -292760.429489 + Penalty 2728.383306 = -290032.046183 nChanged 38 SP:Iteration 28Q (862.574968 sec): 3 clusters Score: Raw -292782.278204 + Penalty 2728.383306 = -290053.894898 nChanged 37 SP:Iteration 29Q (862.630071 sec): 3 clusters Score: Raw -292810.411251 + Penalty 2728.383306 = -290082.027945 nChanged 43 SP:Iteration 30Q (862.678885 sec): 3 clusters Score: Raw -292837.322943 + Penalty 2728.383306 = -290108.939637 nChanged 37 SP:Iteration 31Q (862.739715 sec): 3 clusters Score: Raw -292855.886841 + Penalty 2728.383306 = -290127.503535 nChanged 20 SP:Iteration 32Q (862.798928 sec): 3 clusters Score: Raw -292866.306736 + Penalty 2728.383306 = -290137.923430 nChanged 17 SP:Iteration 33Q (862.851256 sec): 3 clusters Score: Raw -292874.598812 + Penalty 2728.383306 = -290146.215506 nChanged 18 SP:Iteration 34Q (862.912486 sec): 3 clusters Score: Raw -292883.321325 + Penalty 2728.383306 = -290154.938019 nChanged 24 SP:Iteration 35Q (862.956779 sec): 3 clusters Score: Raw -292894.682626 + Penalty 2728.383306 = -290166.299320 nChanged 17 SP:Iteration 36Q (863.013065 sec): 3 clusters Score: Raw -292901.740448 + Penalty 2728.383306 = -290173.357142 nChanged 16 SP:Iteration 37Q (863.069763 sec): 3 clusters Score: Raw -292911.822792 + Penalty 2728.383306 = -290183.439486 nChanged 14 SP:Iteration 38Q (863.122441 sec): 3 clusters Score: Raw -292919.182242 + Penalty 2728.383306 = -290190.798936 nChanged 14 SP:Iteration 39Q (863.176827 sec): 3 clusters Score: Raw -292926.895486 + Penalty 2728.383306 = -290198.512180 nChanged 10 SP:Iteration 40F (863.242484 sec): 3 clusters Score: Raw -292931.911303 + Penalty 2728.383306 = -290203.527997 nChanged 12 SP:Iteration 41Q (863.293848 sec): 3 clusters Score: Raw -292937.323806 + Penalty 2728.383306 = -290208.940500 nChanged 7 SP:Iteration 42Q (863.355127 sec): 3 clusters Score: Raw -292941.961305 + Penalty 2728.383306 = -290213.577999 nChanged 7 SP:Iteration 43Q (863.410764 sec): 3 clusters Score: Raw -292946.568497 + Penalty 2728.383306 = -290218.185191 nChanged 6 SP:Iteration 44Q (863.469364 sec): 3 clusters Score: Raw -292949.493333 + Penalty 2728.383306 = -290221.110027 nChanged 5 SP:Iteration 45Q (863.515963 sec): 3 clusters Score: Raw -292951.224481 + Penalty 2728.383306 = -290222.841175 nChanged 3 SP:Iteration 46Q (863.566383 sec): 3 clusters Score: Raw -292952.095223 + Penalty 2728.383306 = -290223.711917 nChanged 4 SP:Iteration 47Q (863.621336 sec): 3 clusters Score: Raw -292953.071640 + Penalty 2728.383306 = -290224.688334 nChanged 6 SP:Iteration 48Q (863.684906 sec): 3 clusters Score: Raw -292955.637691 + Penalty 2728.383306 = -290227.254385 nChanged 6 SP:Iteration 49Q (863.733914 sec): 3 clusters Score: Raw -292958.237815 + Penalty 2728.383306 = -290229.854509 nChanged 8 SP:Iteration 50Q (863.794063 sec): 3 clusters Score: Raw -292962.566504 + Penalty 2728.383306 = -290234.183198 nChanged 14 SP:Iteration 51Q (863.857854 sec): 3 clusters Score: Raw -292969.307260 + Penalty 2728.383306 = -290240.923954 nChanged 13 SP:Iteration 52Q (863.911922 sec): 3 clusters Score: Raw -292975.238184 + Penalty 2728.383306 = -290246.854878 nChanged 10 SP:Iteration 53Q (863.957662 sec): 3 clusters Score: Raw -292981.827420 + Penalty 2728.383306 = -290253.444114 nChanged 9 SP:Iteration 54Q (864.025381 sec): 3 clusters Score: Raw -292988.902712 + Penalty 2728.383306 = -290260.519405 nChanged 7 SP:Iteration 55Q (864.079281 sec): 3 clusters Score: Raw -292992.816471 + Penalty 2728.383306 = -290264.433165 nChanged 4 SP:Iteration 56Q (864.125724 sec): 3 clusters Score: Raw -292994.304822 + Penalty 2728.383306 = -290265.921516 nChanged 3 SP:Iteration 57Q (864.190923 sec): 3 clusters Score: Raw -292995.313428 + Penalty 2728.383306 = -290266.930121 nChanged 2 SP:Iteration 58Q (864.247268 sec): 3 clusters Score: Raw -292996.535983 + Penalty 2728.383306 = -290268.152677 nChanged 4 SP:Iteration 59Q (864.302344 sec): 3 clusters Score: Raw -292999.151609 + Penalty 2728.383306 = -290270.768302 nChanged 4 SP:Iteration 60F (864.357512 sec): 3 clusters Score: Raw -293002.935313 + Penalty 2728.383306 = -290274.552007 nChanged 5 SP:Iteration 61Q (864.407209 sec): 3 clusters Score: Raw -293006.260422 + Penalty 2728.383306 = -290277.877116 nChanged 6 SP:Iteration 62Q (864.463466 sec): 3 clusters Score: Raw -293008.326212 + Penalty 2728.383306 = -290279.942906 nChanged 4 SP:Iteration 63Q (864.511697 sec): 3 clusters Score: Raw -293009.836432 + Penalty 2728.383306 = -290281.453126 nChanged 2 SP:Iteration 64Q (864.565520 sec): 3 clusters Score: Raw -293010.440704 + Penalty 2728.383306 = -290282.057398 nChanged 1 SP:Iteration 65Q (864.621512 sec): 3 clusters Score: Raw -293010.942767 + Penalty 2728.383306 = -290282.559461 nChanged 5 SP:Iteration 66Q (864.687226 sec): 3 clusters Score: Raw -293014.053151 + Penalty 2728.383306 = -290285.669845 nChanged 4 SP:Iteration 67Q (864.735795 sec): 3 clusters Score: Raw -293016.214408 + Penalty 2728.383306 = -290287.831102 nChanged 5 SP:Iteration 68Q (864.786460 sec): 3 clusters Score: Raw -293019.607414 + Penalty 2728.383306 = -290291.224108 nChanged 3 SP:Iteration 69Q (864.837153 sec): 3 clusters Score: Raw -293020.631334 + Penalty 2728.383306 = -290292.248028 nChanged 5 SP:Iteration 70Q (864.895936 sec): 3 clusters Score: Raw -293022.998441 + Penalty 2728.383306 = -290294.615135 nChanged 4 SP:Iteration 71Q (864.954833 sec): 3 clusters Score: Raw -293026.173614 + Penalty 2728.383306 = -290297.790308 nChanged 4 SP:Iteration 72Q (865.001336 sec): 3 clusters Score: Raw -293027.615959 + Penalty 2728.383306 = -290299.232653 nChanged 0 SP:Iteration 73F (865.058016 sec): 3 clusters Score: Raw -293027.615959 + Penalty 2728.383306 = -290299.232653 nChanged 0 Trying to split cluster 22 (5335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (865.090750 sec): 2 clusters Score: Raw -365131.032450 + Penalty 1394.582177 = -363736.450273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (865.150155 sec): 3 clusters Score: Raw -362361.844668 + Penalty 2789.164353 = -359572.680315 nChanged 2127 SP:Iteration 1F (865.205847 sec): 3 clusters Score: Raw -363418.382739 + Penalty 2789.164353 = -360629.218386 nChanged 372 SP:Iteration 2F (865.253056 sec): 3 clusters Score: Raw -363587.992837 + Penalty 2789.164353 = -360798.828483 nChanged 260 SP:Iteration 3Q (865.307189 sec): 3 clusters Score: Raw -363710.367581 + Penalty 2789.164353 = -360921.203228 nChanged 227 SP:Iteration 4Q (865.352471 sec): 3 clusters Score: Raw -363814.147796 + Penalty 2789.164353 = -361024.983443 nChanged 183 SP:Iteration 5Q (865.410497 sec): 3 clusters Score: Raw -363897.819060 + Penalty 2789.164353 = -361108.654706 nChanged 165 SP:Iteration 6Q (865.465435 sec): 3 clusters Score: Raw -363968.058525 + Penalty 2789.164353 = -361178.894171 nChanged 147 SP:Iteration 7Q (865.508584 sec): 3 clusters Score: Raw -364058.175216 + Penalty 2789.164353 = -361269.010862 nChanged 166 SP:Iteration 8Q (865.559723 sec): 3 clusters Score: Raw -364158.335377 + Penalty 2789.164353 = -361369.171024 nChanged 192 SP:Iteration 9Q (865.615947 sec): 3 clusters Score: Raw -364280.605635 + Penalty 2789.164353 = -361491.441281 nChanged 235 SP:Iteration 10Q (865.666849 sec): 3 clusters Score: Raw -364446.689448 + Penalty 2789.164353 = -361657.525095 nChanged 277 SP:Iteration 11F (865.721073 sec): 3 clusters Score: Raw -364671.305226 + Penalty 2789.164353 = -361882.140872 nChanged 266 SP:Iteration 12Q (865.772825 sec): 3 clusters Score: Raw -364887.469791 + Penalty 2789.164353 = -362098.305438 nChanged 291 SP:Iteration 13F (865.824612 sec): 3 clusters Score: Raw -365106.308751 + Penalty 2789.164353 = -362317.144397 nChanged 262 SP:Iteration 14Q (865.875959 sec): 3 clusters Score: Raw -365306.740435 + Penalty 2789.164353 = -362517.576082 nChanged 230 SP:Iteration 15Q (865.930053 sec): 3 clusters Score: Raw -365447.845278 + Penalty 2789.164353 = -362658.680924 nChanged 165 SP:Iteration 16Q (865.979487 sec): 3 clusters Score: Raw -365540.255951 + Penalty 2789.164353 = -362751.091598 nChanged 147 SP:Iteration 17Q (866.040826 sec): 3 clusters Score: Raw -365611.748480 + Penalty 2789.164353 = -362822.584126 nChanged 121 SP:Iteration 18Q (866.082912 sec): 3 clusters Score: Raw -365664.706992 + Penalty 2789.164353 = -362875.542638 nChanged 90 SP:Iteration 19Q (866.140873 sec): 3 clusters Score: Raw -365701.267062 + Penalty 2789.164353 = -362912.102709 nChanged 64 SP:Iteration 20F (866.197595 sec): 3 clusters Score: Raw -365722.708206 + Penalty 2789.164353 = -362933.543853 nChanged 32 SP:Iteration 21Q (866.247860 sec): 3 clusters Score: Raw -365731.773602 + Penalty 2789.164353 = -362942.609248 nChanged 25 SP:Iteration 22Q (866.296457 sec): 3 clusters Score: Raw -365737.724156 + Penalty 2789.164353 = -362948.559802 nChanged 16 SP:Iteration 23Q (866.361128 sec): 3 clusters Score: Raw -365741.591454 + Penalty 2789.164353 = -362952.427101 nChanged 17 SP:Iteration 24Q (866.415997 sec): 3 clusters Score: Raw -365744.920348 + Penalty 2789.164353 = -362955.755995 nChanged 9 SP:Iteration 25Q (866.479044 sec): 3 clusters Score: Raw -365746.692579 + Penalty 2789.164353 = -362957.528226 nChanged 3 SP:Iteration 26Q (866.536569 sec): 3 clusters Score: Raw -365747.247389 + Penalty 2789.164353 = -362958.083035 nChanged 1 SP:Iteration 27Q (866.594077 sec): 3 clusters Score: Raw -365747.349939 + Penalty 2789.164353 = -362958.185586 nChanged 0 SP:Iteration 28F (866.643295 sec): 3 clusters Score: Raw -365747.349939 + Penalty 2789.164353 = -362958.185586 nChanged 0 Trying to split cluster 23 (32842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (866.722481 sec): 2 clusters Score: Raw -2265966.648413 + Penalty 1689.912813 = -2264276.735600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (866.827687 sec): 3 clusters Score: Raw -2245624.487008 + Penalty 3379.825625 = -2242244.661383 nChanged 15180 SP:Iteration 1F (866.933420 sec): 3 clusters Score: Raw -2254155.889809 + Penalty 3379.825625 = -2250776.064183 nChanged 1601 SP:Iteration 2Q (867.037743 sec): 3 clusters Score: Raw -2254743.384778 + Penalty 3379.825625 = -2251363.559153 nChanged 1555 SP:Iteration 3Q (867.130433 sec): 3 clusters Score: Raw -2255365.295511 + Penalty 3379.825625 = -2251985.469886 nChanged 1617 SP:Iteration 4Q (867.247035 sec): 3 clusters Score: Raw -2256053.770719 + Penalty 3379.825625 = -2252673.945093 nChanged 1616 SP:Iteration 5Q (867.350871 sec): 3 clusters Score: Raw -2256800.076147 + Penalty 3379.825625 = -2253420.250521 nChanged 1693 SP:Iteration 6F (867.455195 sec): 3 clusters Score: Raw -2257637.697050 + Penalty 3379.825625 = -2254257.871425 nChanged 1805 SP:Iteration 7F (867.549200 sec): 3 clusters Score: Raw -2258675.159489 + Penalty 3379.825625 = -2255295.333864 nChanged 1781 SP:Iteration 8F (867.656352 sec): 3 clusters Score: Raw -2259789.953249 + Penalty 3379.825625 = -2256410.127624 nChanged 1651 SP:Iteration 9F (867.759262 sec): 3 clusters Score: Raw -2260805.340866 + Penalty 3379.825625 = -2257425.515241 nChanged 1389 SP:Iteration 10Q (867.876649 sec): 3 clusters Score: Raw -2261538.607813 + Penalty 3379.825625 = -2258158.782187 nChanged 1063 SP:Iteration 11Q (867.986097 sec): 3 clusters Score: Raw -2262009.927760 + Penalty 3379.825625 = -2258630.102135 nChanged 794 SP:Iteration 12Q (868.090485 sec): 3 clusters Score: Raw -2262309.806668 + Penalty 3379.825625 = -2258929.981043 nChanged 648 SP:Iteration 13Q (868.186021 sec): 3 clusters Score: Raw -2262544.376359 + Penalty 3379.825625 = -2259164.550733 nChanged 590 SP:Iteration 14Q (868.280868 sec): 3 clusters Score: Raw -2262779.825533 + Penalty 3379.825625 = -2259399.999908 nChanged 550 SP:Iteration 15Q (868.397331 sec): 3 clusters Score: Raw -2262981.989164 + Penalty 3379.825625 = -2259602.163538 nChanged 531 SP:Iteration 16Q (868.500180 sec): 3 clusters Score: Raw -2263189.737312 + Penalty 3379.825625 = -2259809.911687 nChanged 525 SP:Iteration 17Q (868.590868 sec): 3 clusters Score: Raw -2263411.264062 + Penalty 3379.825625 = -2260031.438436 nChanged 535 SP:Iteration 18Q (868.704979 sec): 3 clusters Score: Raw -2263650.196191 + Penalty 3379.825625 = -2260270.370566 nChanged 499 SP:Iteration 19Q (868.801363 sec): 3 clusters Score: Raw -2263877.587192 + Penalty 3379.825625 = -2260497.761566 nChanged 488 SP:Iteration 20F (868.903851 sec): 3 clusters Score: Raw -2264099.020982 + Penalty 3379.825625 = -2260719.195356 nChanged 475 SP:Iteration 21Q (869.000433 sec): 3 clusters Score: Raw -2264327.481530 + Penalty 3379.825625 = -2260947.655904 nChanged 442 SP:Iteration 22Q (869.095740 sec): 3 clusters Score: Raw -2264559.281501 + Penalty 3379.825625 = -2261179.455875 nChanged 412 SP:Iteration 23Q (869.193280 sec): 3 clusters Score: Raw -2264770.785331 + Penalty 3379.825625 = -2261390.959705 nChanged 369 SP:Iteration 24Q (869.292254 sec): 3 clusters Score: Raw -2264969.427094 + Penalty 3379.825625 = -2261589.601469 nChanged 332 SP:Iteration 25Q (869.374459 sec): 3 clusters Score: Raw -2265130.565403 + Penalty 3379.825625 = -2261750.739778 nChanged 290 SP:Iteration 26Q (869.461688 sec): 3 clusters Score: Raw -2265267.978819 + Penalty 3379.825625 = -2261888.153194 nChanged 251 SP:Iteration 27Q (869.562723 sec): 3 clusters Score: Raw -2265369.102544 + Penalty 3379.825625 = -2261989.276919 nChanged 222 SP:Iteration 28Q (869.655798 sec): 3 clusters Score: Raw -2265462.692538 + Penalty 3379.825625 = -2262082.866913 nChanged 235 SP:Iteration 29Q (869.737881 sec): 3 clusters Score: Raw -2265555.707868 + Penalty 3379.825625 = -2262175.882243 nChanged 200 SP:Iteration 30Q (869.841609 sec): 3 clusters Score: Raw -2265637.524566 + Penalty 3379.825625 = -2262257.698940 nChanged 209 SP:Iteration 31Q (869.936888 sec): 3 clusters Score: Raw -2265725.929153 + Penalty 3379.825625 = -2262346.103527 nChanged 168 SP:Iteration 32Q (870.033874 sec): 3 clusters Score: Raw -2265785.933334 + Penalty 3379.825625 = -2262406.107708 nChanged 151 SP:Iteration 33Q (870.126713 sec): 3 clusters Score: Raw -2265835.841833 + Penalty 3379.825625 = -2262456.016207 nChanged 150 SP:Iteration 34Q (870.219847 sec): 3 clusters Score: Raw -2265891.296755 + Penalty 3379.825625 = -2262511.471130 nChanged 157 SP:Iteration 35Q (870.315835 sec): 3 clusters Score: Raw -2265953.666434 + Penalty 3379.825625 = -2262573.840808 nChanged 146 SP:Iteration 36Q (870.409327 sec): 3 clusters Score: Raw -2266007.755437 + Penalty 3379.825625 = -2262627.929812 nChanged 127 SP:Iteration 37Q (870.504692 sec): 3 clusters Score: Raw -2266051.645653 + Penalty 3379.825625 = -2262671.820027 nChanged 114 SP:Iteration 38Q (870.583583 sec): 3 clusters Score: Raw -2266093.103012 + Penalty 3379.825625 = -2262713.277387 nChanged 96 SP:Iteration 39Q (870.683531 sec): 3 clusters Score: Raw -2266125.058251 + Penalty 3379.825625 = -2262745.232626 nChanged 78 SP:Iteration 40F (870.778469 sec): 3 clusters Score: Raw -2266148.358403 + Penalty 3379.825625 = -2262768.532778 nChanged 67 SP:Iteration 41Q (870.872457 sec): 3 clusters Score: Raw -2266166.438400 + Penalty 3379.825625 = -2262786.612775 nChanged 71 SP:Iteration 42Q (870.971799 sec): 3 clusters Score: Raw -2266186.764184 + Penalty 3379.825625 = -2262806.938558 nChanged 63 SP:Iteration 43Q (871.053360 sec): 3 clusters Score: Raw -2266203.433577 + Penalty 3379.825625 = -2262823.607951 nChanged 57 SP:Iteration 44Q (871.144879 sec): 3 clusters Score: Raw -2266218.191098 + Penalty 3379.825625 = -2262838.365472 nChanged 45 SP:Iteration 45Q (871.245189 sec): 3 clusters Score: Raw -2266228.944603 + Penalty 3379.825625 = -2262849.118977 nChanged 42 SP:Iteration 46Q (871.328767 sec): 3 clusters Score: Raw -2266239.307226 + Penalty 3379.825625 = -2262859.481600 nChanged 34 SP:Iteration 47Q (871.424961 sec): 3 clusters Score: Raw -2266247.796114 + Penalty 3379.825625 = -2262867.970489 nChanged 37 SP:Iteration 48Q (871.518124 sec): 3 clusters Score: Raw -2266258.115553 + Penalty 3379.825625 = -2262878.289928 nChanged 31 SP:Iteration 49Q (871.608884 sec): 3 clusters Score: Raw -2266265.873413 + Penalty 3379.825625 = -2262886.047788 nChanged 30 SP:Iteration 50Q (871.699937 sec): 3 clusters Score: Raw -2266272.687438 + Penalty 3379.825625 = -2262892.861812 nChanged 23 SP:Iteration 51Q (871.788847 sec): 3 clusters Score: Raw -2266278.035850 + Penalty 3379.825625 = -2262898.210225 nChanged 20 SP:Iteration 52Q (871.878686 sec): 3 clusters Score: Raw -2266283.600885 + Penalty 3379.825625 = -2262903.775259 nChanged 18 SP:Iteration 53Q (871.976757 sec): 3 clusters Score: Raw -2266287.439476 + Penalty 3379.825625 = -2262907.613851 nChanged 14 SP:Iteration 54Q (872.068892 sec): 3 clusters Score: Raw -2266291.386637 + Penalty 3379.825625 = -2262911.561012 nChanged 14 SP:Iteration 55Q (872.158303 sec): 3 clusters Score: Raw -2266294.271716 + Penalty 3379.825625 = -2262914.446090 nChanged 9 SP:Iteration 56Q (872.248495 sec): 3 clusters Score: Raw -2266296.510188 + Penalty 3379.825625 = -2262916.684563 nChanged 9 SP:Iteration 57Q (872.333582 sec): 3 clusters Score: Raw -2266298.024433 + Penalty 3379.825625 = -2262918.198807 nChanged 9 SP:Iteration 58Q (872.419906 sec): 3 clusters Score: Raw -2266299.603673 + Penalty 3379.825625 = -2262919.778048 nChanged 3 SP:Iteration 59Q (872.505860 sec): 3 clusters Score: Raw -2266300.255721 + Penalty 3379.825625 = -2262920.430096 nChanged 6 SP:Iteration 60F (872.594452 sec): 3 clusters Score: Raw -2266300.990386 + Penalty 3379.825625 = -2262921.164760 nChanged 4 SP:Iteration 61Q (872.697341 sec): 3 clusters Score: Raw -2266302.580309 + Penalty 3379.825625 = -2262922.754683 nChanged 5 SP:Iteration 62Q (872.785058 sec): 3 clusters Score: Raw -2266303.528650 + Penalty 3379.825625 = -2262923.703024 nChanged 4 SP:Iteration 63Q (872.873666 sec): 3 clusters Score: Raw -2266304.248835 + Penalty 3379.825625 = -2262924.423210 nChanged 5 SP:Iteration 64Q (872.962846 sec): 3 clusters Score: Raw -2266305.394599 + Penalty 3379.825625 = -2262925.568973 nChanged 3 SP:Iteration 65Q (873.052416 sec): 3 clusters Score: Raw -2266305.767470 + Penalty 3379.825625 = -2262925.941844 nChanged 3 SP:Iteration 66Q (873.141039 sec): 3 clusters Score: Raw -2266306.121803 + Penalty 3379.825625 = -2262926.296178 nChanged 2 SP:Iteration 67Q (873.233185 sec): 3 clusters Score: Raw -2266306.232677 + Penalty 3379.825625 = -2262926.407052 nChanged 1 SP:Iteration 68Q (873.319976 sec): 3 clusters Score: Raw -2266306.338843 + Penalty 3379.825625 = -2262926.513217 nChanged 1 SP:Iteration 69Q (873.409516 sec): 3 clusters Score: Raw -2266306.550592 + Penalty 3379.825625 = -2262926.724967 nChanged 1 SP:Iteration 70Q (873.497279 sec): 3 clusters Score: Raw -2266306.639062 + Penalty 3379.825625 = -2262926.813437 nChanged 1 SP:Iteration 71Q (873.583359 sec): 3 clusters Score: Raw -2266306.862818 + Penalty 3379.825625 = -2262927.037192 nChanged 4 SP:Iteration 72Q (873.658769 sec): 3 clusters Score: Raw -2266307.907498 + Penalty 3379.825625 = -2262928.081872 nChanged 6 SP:Iteration 73Q (873.755041 sec): 3 clusters Score: Raw -2266308.998011 + Penalty 3379.825625 = -2262929.172385 nChanged 6 SP:Iteration 74Q (873.841136 sec): 3 clusters Score: Raw -2266310.409913 + Penalty 3379.825625 = -2262930.584288 nChanged 6 SP:Iteration 75Q (873.923089 sec): 3 clusters Score: Raw -2266311.574915 + Penalty 3379.825625 = -2262931.749290 nChanged 4 SP:Iteration 76Q (874.008104 sec): 3 clusters Score: Raw -2266312.067978 + Penalty 3379.825625 = -2262932.242353 nChanged 2 SP:Iteration 77Q (874.110199 sec): 3 clusters Score: Raw -2266312.387844 + Penalty 3379.825625 = -2262932.562218 nChanged 2 SP:Iteration 78Q (874.200550 sec): 3 clusters Score: Raw -2266312.747165 + Penalty 3379.825625 = -2262932.921540 nChanged 2 SP:Iteration 79Q (874.293694 sec): 3 clusters Score: Raw -2266313.247881 + Penalty 3379.825625 = -2262933.422256 nChanged 3 SP:Iteration 80F (874.396841 sec): 3 clusters Score: Raw -2266313.705480 + Penalty 3379.825625 = -2262933.879855 nChanged 0 Trying to split cluster 24 (16124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (874.442868 sec): 2 clusters Score: Raw -1105736.495253 + Penalty 1574.310420 = -1104162.184832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (874.519088 sec): 3 clusters Score: Raw -1096190.323156 + Penalty 3148.620840 = -1093041.702315 nChanged 7253 SP:Iteration 1F (874.590947 sec): 3 clusters Score: Raw -1100096.951844 + Penalty 3148.620840 = -1096948.331004 nChanged 882 SP:Iteration 2F (874.658531 sec): 3 clusters Score: Raw -1100444.287546 + Penalty 3148.620840 = -1097295.666706 nChanged 797 SP:Iteration 3Q (874.742211 sec): 3 clusters Score: Raw -1100789.874330 + Penalty 3148.620840 = -1097641.253490 nChanged 741 SP:Iteration 4Q (874.815610 sec): 3 clusters Score: Raw -1101139.485684 + Penalty 3148.620840 = -1097990.864844 nChanged 749 SP:Iteration 5Q (874.887835 sec): 3 clusters Score: Raw -1101531.773372 + Penalty 3148.620840 = -1098383.152531 nChanged 758 SP:Iteration 6Q (874.954125 sec): 3 clusters Score: Raw -1101955.219998 + Penalty 3148.620840 = -1098806.599158 nChanged 779 SP:Iteration 7Q (875.037843 sec): 3 clusters Score: Raw -1102401.769626 + Penalty 3148.620840 = -1099253.148786 nChanged 774 SP:Iteration 8Q (875.107865 sec): 3 clusters Score: Raw -1102846.981970 + Penalty 3148.620840 = -1099698.361129 nChanged 719 SP:Iteration 9Q (875.175751 sec): 3 clusters Score: Raw -1103300.334524 + Penalty 3148.620840 = -1100151.713683 nChanged 682 SP:Iteration 10Q (875.256308 sec): 3 clusters Score: Raw -1103718.964766 + Penalty 3148.620840 = -1100570.343926 nChanged 618 SP:Iteration 11Q (875.322438 sec): 3 clusters Score: Raw -1104059.109955 + Penalty 3148.620840 = -1100910.489114 nChanged 499 SP:Iteration 12Q (875.406251 sec): 3 clusters Score: Raw -1104272.227392 + Penalty 3148.620840 = -1101123.606552 nChanged 382 SP:Iteration 13Q (875.475070 sec): 3 clusters Score: Raw -1104435.868247 + Penalty 3148.620840 = -1101287.247407 nChanged 302 SP:Iteration 14Q (875.547186 sec): 3 clusters Score: Raw -1104550.965963 + Penalty 3148.620840 = -1101402.345122 nChanged 245 SP:Iteration 15Q (875.633175 sec): 3 clusters Score: Raw -1104634.449279 + Penalty 3148.620840 = -1101485.828439 nChanged 220 SP:Iteration 16Q (875.706630 sec): 3 clusters Score: Raw -1104711.523948 + Penalty 3148.620840 = -1101562.903107 nChanged 219 SP:Iteration 17Q (875.781012 sec): 3 clusters Score: Raw -1104798.309420 + Penalty 3148.620840 = -1101649.688580 nChanged 230 SP:Iteration 18Q (875.855385 sec): 3 clusters Score: Raw -1104883.183266 + Penalty 3148.620840 = -1101734.562425 nChanged 216 SP:Iteration 19Q (875.915518 sec): 3 clusters Score: Raw -1104962.679661 + Penalty 3148.620840 = -1101814.058820 nChanged 183 SP:Iteration 20F (876.002976 sec): 3 clusters Score: Raw -1105023.749236 + Penalty 3148.620840 = -1101875.128395 nChanged 166 SP:Iteration 21Q (876.067660 sec): 3 clusters Score: Raw -1105075.137157 + Penalty 3148.620840 = -1101926.516316 nChanged 144 SP:Iteration 22Q (876.146398 sec): 3 clusters Score: Raw -1105121.464070 + Penalty 3148.620840 = -1101972.843230 nChanged 159 SP:Iteration 23Q (876.206937 sec): 3 clusters Score: Raw -1105172.198120 + Penalty 3148.620840 = -1102023.577280 nChanged 156 SP:Iteration 24Q (876.287218 sec): 3 clusters Score: Raw -1105230.364894 + Penalty 3148.620840 = -1102081.744054 nChanged 160 SP:Iteration 25Q (876.363907 sec): 3 clusters Score: Raw -1105296.232096 + Penalty 3148.620840 = -1102147.611256 nChanged 156 SP:Iteration 26Q (876.437373 sec): 3 clusters Score: Raw -1105358.335509 + Penalty 3148.620840 = -1102209.714669 nChanged 143 SP:Iteration 27Q (876.509829 sec): 3 clusters Score: Raw -1105408.396349 + Penalty 3148.620840 = -1102259.775508 nChanged 126 SP:Iteration 28Q (876.582413 sec): 3 clusters Score: Raw -1105455.389817 + Penalty 3148.620840 = -1102306.768976 nChanged 131 SP:Iteration 29Q (876.658169 sec): 3 clusters Score: Raw -1105504.677671 + Penalty 3148.620840 = -1102356.056831 nChanged 125 SP:Iteration 30Q (876.716364 sec): 3 clusters Score: Raw -1105549.024062 + Penalty 3148.620840 = -1102400.403221 nChanged 115 SP:Iteration 31Q (876.802226 sec): 3 clusters Score: Raw -1105584.534527 + Penalty 3148.620840 = -1102435.913687 nChanged 102 SP:Iteration 32Q (876.873654 sec): 3 clusters Score: Raw -1105616.477051 + Penalty 3148.620840 = -1102467.856211 nChanged 94 SP:Iteration 33Q (876.944834 sec): 3 clusters Score: Raw -1105645.602519 + Penalty 3148.620840 = -1102496.981679 nChanged 74 SP:Iteration 34Q (877.010970 sec): 3 clusters Score: Raw -1105672.355786 + Penalty 3148.620840 = -1102523.734945 nChanged 70 SP:Iteration 35Q (877.085402 sec): 3 clusters Score: Raw -1105696.446694 + Penalty 3148.620840 = -1102547.825854 nChanged 71 SP:Iteration 36Q (877.154973 sec): 3 clusters Score: Raw -1105726.454302 + Penalty 3148.620840 = -1102577.833462 nChanged 72 SP:Iteration 37Q (877.226509 sec): 3 clusters Score: Raw -1105756.116461 + Penalty 3148.620840 = -1102607.495620 nChanged 67 SP:Iteration 38Q (877.298565 sec): 3 clusters Score: Raw -1105782.430301 + Penalty 3148.620840 = -1102633.809461 nChanged 61 SP:Iteration 39Q (877.372058 sec): 3 clusters Score: Raw -1105804.165980 + Penalty 3148.620840 = -1102655.545140 nChanged 56 SP:Iteration 40F (877.445926 sec): 3 clusters Score: Raw -1105821.373727 + Penalty 3148.620840 = -1102672.752887 nChanged 44 SP:Iteration 41Q (877.517764 sec): 3 clusters Score: Raw -1105832.309164 + Penalty 3148.620840 = -1102683.688324 nChanged 33 SP:Iteration 42Q (877.588683 sec): 3 clusters Score: Raw -1105843.518176 + Penalty 3148.620840 = -1102694.897336 nChanged 34 SP:Iteration 43Q (877.660085 sec): 3 clusters Score: Raw -1105853.469579 + Penalty 3148.620840 = -1102704.848739 nChanged 33 SP:Iteration 44Q (877.730650 sec): 3 clusters Score: Raw -1105864.334873 + Penalty 3148.620840 = -1102715.714033 nChanged 30 SP:Iteration 45Q (877.800076 sec): 3 clusters Score: Raw -1105873.437533 + Penalty 3148.620840 = -1102724.816693 nChanged 35 SP:Iteration 46Q (877.870030 sec): 3 clusters Score: Raw -1105881.665020 + Penalty 3148.620840 = -1102733.044180 nChanged 33 SP:Iteration 47Q (877.940245 sec): 3 clusters Score: Raw -1105892.152961 + Penalty 3148.620840 = -1102743.532121 nChanged 36 SP:Iteration 48Q (878.010718 sec): 3 clusters Score: Raw -1105904.065331 + Penalty 3148.620840 = -1102755.444490 nChanged 36 SP:Iteration 49Q (878.078606 sec): 3 clusters Score: Raw -1105915.844072 + Penalty 3148.620840 = -1102767.223232 nChanged 27 SP:Iteration 50Q (878.149021 sec): 3 clusters Score: Raw -1105922.863134 + Penalty 3148.620840 = -1102774.242294 nChanged 20 SP:Iteration 51Q (878.220438 sec): 3 clusters Score: Raw -1105931.456710 + Penalty 3148.620840 = -1102782.835870 nChanged 23 SP:Iteration 52Q (878.279649 sec): 3 clusters Score: Raw -1105940.630672 + Penalty 3148.620840 = -1102792.009831 nChanged 21 SP:Iteration 53Q (878.359632 sec): 3 clusters Score: Raw -1105947.401821 + Penalty 3148.620840 = -1102798.780981 nChanged 22 SP:Iteration 54Q (878.434004 sec): 3 clusters Score: Raw -1105953.191639 + Penalty 3148.620840 = -1102804.570799 nChanged 11 SP:Iteration 55Q (878.498208 sec): 3 clusters Score: Raw -1105955.684744 + Penalty 3148.620840 = -1102807.063904 nChanged 12 SP:Iteration 56Q (878.555488 sec): 3 clusters Score: Raw -1105959.855700 + Penalty 3148.620840 = -1102811.234859 nChanged 15 SP:Iteration 57Q (878.637271 sec): 3 clusters Score: Raw -1105964.409452 + Penalty 3148.620840 = -1102815.788611 nChanged 12 SP:Iteration 58Q (878.705951 sec): 3 clusters Score: Raw -1105967.707566 + Penalty 3148.620840 = -1102819.086726 nChanged 8 SP:Iteration 59Q (878.774906 sec): 3 clusters Score: Raw -1105969.715421 + Penalty 3148.620840 = -1102821.094581 nChanged 6 SP:Iteration 60F (878.837558 sec): 3 clusters Score: Raw -1105971.405443 + Penalty 3148.620840 = -1102822.784603 nChanged 7 SP:Iteration 61Q (878.905273 sec): 3 clusters Score: Raw -1105973.269308 + Penalty 3148.620840 = -1102824.648467 nChanged 5 SP:Iteration 62Q (878.982416 sec): 3 clusters Score: Raw -1105974.640897 + Penalty 3148.620840 = -1102826.020056 nChanged 4 SP:Iteration 63Q (879.049962 sec): 3 clusters Score: Raw -1105976.071078 + Penalty 3148.620840 = -1102827.450237 nChanged 4 SP:Iteration 64Q (879.119379 sec): 3 clusters Score: Raw -1105978.008779 + Penalty 3148.620840 = -1102829.387939 nChanged 6 SP:Iteration 65Q (879.177292 sec): 3 clusters Score: Raw -1105979.097559 + Penalty 3148.620840 = -1102830.476719 nChanged 3 SP:Iteration 66Q (879.257064 sec): 3 clusters Score: Raw -1105979.934790 + Penalty 3148.620840 = -1102831.313950 nChanged 3 SP:Iteration 67Q (879.323326 sec): 3 clusters Score: Raw -1105980.603454 + Penalty 3148.620840 = -1102831.982614 nChanged 1 SP:Iteration 68Q (879.384236 sec): 3 clusters Score: Raw -1105980.742566 + Penalty 3148.620840 = -1102832.121726 nChanged 1 SP:Iteration 69Q (879.465437 sec): 3 clusters Score: Raw -1105980.976090 + Penalty 3148.620840 = -1102832.355249 nChanged 0 SP:Iteration 70F (879.526848 sec): 3 clusters Score: Raw -1105980.976090 + Penalty 3148.620840 = -1102832.355249 nChanged 0 Trying to split cluster 25 (1214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (879.566553 sec): 2 clusters Score: Raw -80761.968248 + Penalty 1154.022345 = -79607.945903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (879.617341 sec): 3 clusters Score: Raw -80317.735537 + Penalty 2308.044691 = -78009.690847 nChanged 386 SP:Iteration 1F (879.651806 sec): 3 clusters Score: Raw -80638.689238 + Penalty 2308.044691 = -78330.644548 nChanged 101 SP:Iteration 2F (879.710429 sec): 3 clusters Score: Raw -80742.990725 + Penalty 2308.044691 = -78434.946035 nChanged 61 SP:Iteration 3F (879.762454 sec): 3 clusters Score: Raw -80799.505496 + Penalty 2308.044691 = -78491.460805 nChanged 38 SP:Iteration 4Q (879.811307 sec): 3 clusters Score: Raw -80837.467816 + Penalty 2308.044691 = -78529.423125 nChanged 31 SP:Iteration 5Q (879.848086 sec): 3 clusters Score: Raw -80870.707182 + Penalty 2308.044691 = -78562.662491 nChanged 27 SP:Iteration 6Q (879.895464 sec): 3 clusters Score: Raw -80894.549291 + Penalty 2308.044691 = -78586.504600 nChanged 21 SP:Iteration 7Q (879.944016 sec): 3 clusters Score: Raw -80910.828457 + Penalty 2308.044691 = -78602.783766 nChanged 11 SP:Iteration 8Q (879.993691 sec): 3 clusters Score: Raw -80917.059315 + Penalty 2308.044691 = -78609.014624 nChanged 7 SP:Iteration 9Q (880.042641 sec): 3 clusters Score: Raw -80920.417980 + Penalty 2308.044691 = -78612.373289 nChanged 5 SP:Iteration 10Q (880.092344 sec): 3 clusters Score: Raw -80925.111052 + Penalty 2308.044691 = -78617.066362 nChanged 4 SP:Iteration 11Q (880.135935 sec): 3 clusters Score: Raw -80926.446902 + Penalty 2308.044691 = -78618.402212 nChanged 3 SP:Iteration 12Q (880.172928 sec): 3 clusters Score: Raw -80927.589089 + Penalty 2308.044691 = -78619.544398 nChanged 2 SP:Iteration 13Q (880.222605 sec): 3 clusters Score: Raw -80928.800585 + Penalty 2308.044691 = -78620.755895 nChanged 5 SP:Iteration 14Q (880.261515 sec): 3 clusters Score: Raw -80931.197595 + Penalty 2308.044691 = -78623.152904 nChanged 3 SP:Iteration 15Q (880.312348 sec): 3 clusters Score: Raw -80932.500075 + Penalty 2308.044691 = -78624.455384 nChanged 4 SP:Iteration 16Q (880.351890 sec): 3 clusters Score: Raw -80935.055993 + Penalty 2308.044691 = -78627.011302 nChanged 5 SP:Iteration 17Q (880.389521 sec): 3 clusters Score: Raw -80939.868403 + Penalty 2308.044691 = -78631.823712 nChanged 6 SP:Iteration 18Q (880.438788 sec): 3 clusters Score: Raw -80944.326641 + Penalty 2308.044691 = -78636.281950 nChanged 4 SP:Iteration 19Q (880.490794 sec): 3 clusters Score: Raw -80946.741645 + Penalty 2308.044691 = -78638.696954 nChanged 6 SP:Iteration 20F (880.532652 sec): 3 clusters Score: Raw -80952.599413 + Penalty 2308.044691 = -78644.554723 nChanged 8 SP:Iteration 21Q (880.583040 sec): 3 clusters Score: Raw -80957.946312 + Penalty 2308.044691 = -78649.901621 nChanged 8 SP:Iteration 22Q (880.644699 sec): 3 clusters Score: Raw -80961.887712 + Penalty 2308.044691 = -78653.843021 nChanged 3 SP:Iteration 23Q (880.687922 sec): 3 clusters Score: Raw -80963.276719 + Penalty 2308.044691 = -78655.232028 nChanged 4 SP:Iteration 24Q (880.733476 sec): 3 clusters Score: Raw -80966.081464 + Penalty 2308.044691 = -78658.036774 nChanged 5 SP:Iteration 25Q (880.791962 sec): 3 clusters Score: Raw -80970.657827 + Penalty 2308.044691 = -78662.613136 nChanged 8 SP:Iteration 26Q (880.841342 sec): 3 clusters Score: Raw -80977.746934 + Penalty 2308.044691 = -78669.702243 nChanged 6 SP:Iteration 27Q (880.880728 sec): 3 clusters Score: Raw -80981.792141 + Penalty 2308.044691 = -78673.747450 nChanged 3 SP:Iteration 28Q (880.926220 sec): 3 clusters Score: Raw -80984.000396 + Penalty 2308.044691 = -78675.955705 nChanged 4 SP:Iteration 29Q (880.981693 sec): 3 clusters Score: Raw -80986.941911 + Penalty 2308.044691 = -78678.897221 nChanged 3 SP:Iteration 30Q (881.018789 sec): 3 clusters Score: Raw -80987.789502 + Penalty 2308.044691 = -78679.744812 nChanged 1 SP:Iteration 31Q (881.062238 sec): 3 clusters Score: Raw -80988.943186 + Penalty 2308.044691 = -78680.898496 nChanged 4 SP:Iteration 32Q (881.109101 sec): 3 clusters Score: Raw -80993.166463 + Penalty 2308.044691 = -78685.121772 nChanged 7 SP:Iteration 33Q (881.150589 sec): 3 clusters Score: Raw -80997.427590 + Penalty 2308.044691 = -78689.382899 nChanged 6 SP:Iteration 34Q (881.194355 sec): 3 clusters Score: Raw -81000.996546 + Penalty 2308.044691 = -78692.951855 nChanged 4 SP:Iteration 35Q (881.247382 sec): 3 clusters Score: Raw -81004.028436 + Penalty 2308.044691 = -78695.983745 nChanged 4 SP:Iteration 36Q (881.296867 sec): 3 clusters Score: Raw -81007.180343 + Penalty 2308.044691 = -78699.135652 nChanged 1 SP:Iteration 37Q (881.339867 sec): 3 clusters Score: Raw -81007.779197 + Penalty 2308.044691 = -78699.734506 nChanged 2 SP:Iteration 38Q (881.386732 sec): 3 clusters Score: Raw -81009.825380 + Penalty 2308.044691 = -78701.780689 nChanged 1 SP:Iteration 39Q (881.431691 sec): 3 clusters Score: Raw -81010.341169 + Penalty 2308.044691 = -78702.296479 nChanged 0 SP:Iteration 40F (881.479037 sec): 3 clusters Score: Raw -81010.341169 + Penalty 2308.044691 = -78702.296479 nChanged 0 Trying to split cluster 26 (16781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (881.534281 sec): 2 clusters Score: Raw -1135020.202083 + Penalty 1580.800418 = -1133439.401665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (881.611906 sec): 3 clusters Score: Raw -1125048.768692 + Penalty 3161.600836 = -1121887.167855 nChanged 7538 SP:Iteration 1F (881.690804 sec): 3 clusters Score: Raw -1129593.632255 + Penalty 3161.600836 = -1126432.031418 nChanged 1161 SP:Iteration 2F (881.766060 sec): 3 clusters Score: Raw -1130400.166054 + Penalty 3161.600836 = -1127238.565218 nChanged 1239 SP:Iteration 3F (881.843872 sec): 3 clusters Score: Raw -1131502.561634 + Penalty 3161.600836 = -1128340.960798 nChanged 1355 SP:Iteration 4F (881.907474 sec): 3 clusters Score: Raw -1132862.687346 + Penalty 3161.600836 = -1129701.086510 nChanged 1295 SP:Iteration 5F (881.978651 sec): 3 clusters Score: Raw -1134185.908178 + Penalty 3161.600836 = -1131024.307342 nChanged 1098 SP:Iteration 6F (882.066082 sec): 3 clusters Score: Raw -1135363.693662 + Penalty 3161.600836 = -1132202.092825 nChanged 747 SP:Iteration 7Q (882.140257 sec): 3 clusters Score: Raw -1136166.941428 + Penalty 3161.600836 = -1133005.340592 nChanged 449 SP:Iteration 8Q (882.204920 sec): 3 clusters Score: Raw -1136567.704834 + Penalty 3161.600836 = -1133406.103998 nChanged 321 SP:Iteration 9Q (882.289547 sec): 3 clusters Score: Raw -1136825.333828 + Penalty 3161.600836 = -1133663.732992 nChanged 209 SP:Iteration 10Q (882.360448 sec): 3 clusters Score: Raw -1136975.036027 + Penalty 3161.600836 = -1133813.435191 nChanged 141 SP:Iteration 11Q (882.434104 sec): 3 clusters Score: Raw -1137046.215174 + Penalty 3161.600836 = -1133884.614338 nChanged 94 SP:Iteration 12Q (882.508506 sec): 3 clusters Score: Raw -1137077.665746 + Penalty 3161.600836 = -1133916.064910 nChanged 65 SP:Iteration 13Q (882.581242 sec): 3 clusters Score: Raw -1137093.979133 + Penalty 3161.600836 = -1133932.378297 nChanged 50 SP:Iteration 14Q (882.653097 sec): 3 clusters Score: Raw -1137103.801732 + Penalty 3161.600836 = -1133942.200896 nChanged 39 SP:Iteration 15Q (882.723351 sec): 3 clusters Score: Raw -1137113.099946 + Penalty 3161.600836 = -1133951.499110 nChanged 35 SP:Iteration 16Q (882.798602 sec): 3 clusters Score: Raw -1137119.272735 + Penalty 3161.600836 = -1133957.671898 nChanged 29 SP:Iteration 17Q (882.868081 sec): 3 clusters Score: Raw -1137124.151022 + Penalty 3161.600836 = -1133962.550186 nChanged 26 SP:Iteration 18Q (882.939102 sec): 3 clusters Score: Raw -1137127.951180 + Penalty 3161.600836 = -1133966.350344 nChanged 10 SP:Iteration 19Q (883.016026 sec): 3 clusters Score: Raw -1137128.935218 + Penalty 3161.600836 = -1133967.334381 nChanged 3 SP:Iteration 20F (883.086688 sec): 3 clusters Score: Raw -1137129.338030 + Penalty 3161.600836 = -1133967.737194 nChanged 7 SP:Iteration 21Q (883.160810 sec): 3 clusters Score: Raw -1137130.132611 + Penalty 3161.600836 = -1133968.531774 nChanged 9 SP:Iteration 22Q (883.233935 sec): 3 clusters Score: Raw -1137131.080375 + Penalty 3161.600836 = -1133969.479539 nChanged 10 SP:Iteration 23Q (883.304324 sec): 3 clusters Score: Raw -1137132.049547 + Penalty 3161.600836 = -1133970.448711 nChanged 6 SP:Iteration 24Q (883.373582 sec): 3 clusters Score: Raw -1137132.770007 + Penalty 3161.600836 = -1133971.169170 nChanged 5 SP:Iteration 25Q (883.439157 sec): 3 clusters Score: Raw -1137133.318574 + Penalty 3161.600836 = -1133971.717737 nChanged 1 SP:Iteration 26Q (883.511464 sec): 3 clusters Score: Raw -1137133.435339 + Penalty 3161.600836 = -1133971.834503 nChanged 1 SP:Iteration 27Q (883.592596 sec): 3 clusters Score: Raw -1137133.529538 + Penalty 3161.600836 = -1133971.928702 nChanged 3 SP:Iteration 28Q (883.667533 sec): 3 clusters Score: Raw -1137133.762950 + Penalty 3161.600836 = -1133972.162114 nChanged 4 SP:Iteration 29Q (883.736076 sec): 3 clusters Score: Raw -1137134.026543 + Penalty 3161.600836 = -1133972.425706 nChanged 2 SP:Iteration 30Q (883.801848 sec): 3 clusters Score: Raw -1137134.190423 + Penalty 3161.600836 = -1133972.589586 nChanged 2 SP:Iteration 31Q (883.870930 sec): 3 clusters Score: Raw -1137134.394072 + Penalty 3161.600836 = -1133972.793235 nChanged 4 SP:Iteration 32Q (883.936222 sec): 3 clusters Score: Raw -1137134.762296 + Penalty 3161.600836 = -1133973.161459 nChanged 3 SP:Iteration 33Q (884.018575 sec): 3 clusters Score: Raw -1137135.066594 + Penalty 3161.600836 = -1133973.465757 nChanged 1 SP:Iteration 34Q (884.076471 sec): 3 clusters Score: Raw -1137135.145288 + Penalty 3161.600836 = -1133973.544452 nChanged 0 SP:Iteration 35F (884.150326 sec): 3 clusters Score: Raw -1137135.145288 + Penalty 3161.600836 = -1133973.544452 nChanged 0 Score: Raw -32155764.671169 + Penalty 74653.165843 = -32081111.505326 Splitting cluster 26 changes total score from -32081088.534004 to -32081111.505326 So it's getting split into cluster 9. Trying to split cluster 27 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (894.959235 sec): 2 clusters Score: Raw -13408.449719 + Penalty 903.610765 = -12504.838954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (895.013660 sec): 3 clusters Score: Raw -13477.915254 + Penalty 1807.221530 = -11670.693724 nChanged 42 SP:Iteration 1F (895.056730 sec): 3 clusters Score: Raw -13580.797358 + Penalty 1807.221530 = -11773.575828 nChanged 14 SP:Iteration 2F (895.118265 sec): 3 clusters Score: Raw -13609.643029 + Penalty 1807.221530 = -11802.421499 nChanged 4 SP:Iteration 3Q (895.164970 sec): 3 clusters Score: Raw -13620.994752 + Penalty 1807.221530 = -11813.773222 nChanged 2 SP:Iteration 4Q (895.211260 sec): 3 clusters Score: Raw -13628.924207 + Penalty 1807.221530 = -11821.702677 nChanged 1 SP:Iteration 5Q (895.266618 sec): 3 clusters Score: Raw -13641.528363 + Penalty 1807.221530 = -11834.306833 nChanged 3 SP:Iteration 6Q (895.315364 sec): 3 clusters Score: Raw -13650.903294 + Penalty 1807.221530 = -11843.681764 nChanged 1 SP:Iteration 7Q (895.359286 sec): 3 clusters Score: Raw -13654.971264 + Penalty 1807.221530 = -11847.749734 nChanged 1 SP:Iteration 8Q (895.415030 sec): 3 clusters Score: Raw -13657.285279 + Penalty 1807.221530 = -11850.063749 nChanged 0 SP:Iteration 9F (895.470855 sec): 3 clusters Score: Raw -13657.285279 + Penalty 1807.221530 = -11850.063749 nChanged 0 Trying to split cluster 28 (2037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (895.486924 sec): 2 clusters Score: Raw -131973.402497 + Penalty 1238.125430 = -130735.277067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (895.549905 sec): 3 clusters Score: Raw -131097.138778 + Penalty 2476.250860 = -128620.887918 nChanged 753 SP:Iteration 1F (895.594775 sec): 3 clusters Score: Raw -131659.740827 + Penalty 2476.250860 = -129183.489967 nChanged 178 SP:Iteration 2F (895.643953 sec): 3 clusters Score: Raw -131809.432839 + Penalty 2476.250860 = -129333.181979 nChanged 110 SP:Iteration 3F (895.687975 sec): 3 clusters Score: Raw -131898.638673 + Penalty 2476.250860 = -129422.387813 nChanged 76 SP:Iteration 4Q (895.739189 sec): 3 clusters Score: Raw -131951.157484 + Penalty 2476.250860 = -129474.906624 nChanged 52 SP:Iteration 5Q (895.795790 sec): 3 clusters Score: Raw -131989.923937 + Penalty 2476.250860 = -129513.673077 nChanged 50 SP:Iteration 6Q (895.842692 sec): 3 clusters Score: Raw -132025.604570 + Penalty 2476.250860 = -129549.353709 nChanged 45 SP:Iteration 7Q (895.895803 sec): 3 clusters Score: Raw -132056.772219 + Penalty 2476.250860 = -129580.521359 nChanged 43 SP:Iteration 8Q (895.953152 sec): 3 clusters Score: Raw -132083.868570 + Penalty 2476.250860 = -129607.617710 nChanged 36 SP:Iteration 9Q (896.005922 sec): 3 clusters Score: Raw -132106.735041 + Penalty 2476.250860 = -129630.484180 nChanged 31 SP:Iteration 10Q (896.059075 sec): 3 clusters Score: Raw -132122.767188 + Penalty 2476.250860 = -129646.516328 nChanged 19 SP:Iteration 11Q (896.116234 sec): 3 clusters Score: Raw -132133.724411 + Penalty 2476.250860 = -129657.473551 nChanged 21 SP:Iteration 12Q (896.163920 sec): 3 clusters Score: Raw -132148.282842 + Penalty 2476.250860 = -129672.031982 nChanged 27 SP:Iteration 13Q (896.219389 sec): 3 clusters Score: Raw -132171.173251 + Penalty 2476.250860 = -129694.922391 nChanged 38 SP:Iteration 14Q (896.265616 sec): 3 clusters Score: Raw -132195.669262 + Penalty 2476.250860 = -129719.418402 nChanged 25 SP:Iteration 15Q (896.314223 sec): 3 clusters Score: Raw -132211.353461 + Penalty 2476.250860 = -129735.102601 nChanged 15 SP:Iteration 16Q (896.365328 sec): 3 clusters Score: Raw -132219.197619 + Penalty 2476.250860 = -129742.946759 nChanged 9 SP:Iteration 17Q (896.420885 sec): 3 clusters Score: Raw -132224.752066 + Penalty 2476.250860 = -129748.501206 nChanged 7 SP:Iteration 18Q (896.462826 sec): 3 clusters Score: Raw -132229.651189 + Penalty 2476.250860 = -129753.400328 nChanged 7 SP:Iteration 19Q (896.511964 sec): 3 clusters Score: Raw -132233.169039 + Penalty 2476.250860 = -129756.918178 nChanged 8 SP:Iteration 20F (896.575263 sec): 3 clusters Score: Raw -132239.789539 + Penalty 2476.250860 = -129763.538678 nChanged 12 SP:Iteration 21Q (896.625111 sec): 3 clusters Score: Raw -132246.395953 + Penalty 2476.250860 = -129770.145093 nChanged 6 SP:Iteration 22Q (896.672122 sec): 3 clusters Score: Raw -132250.719305 + Penalty 2476.250860 = -129774.468445 nChanged 9 SP:Iteration 23Q (896.725698 sec): 3 clusters Score: Raw -132256.535052 + Penalty 2476.250860 = -129780.284191 nChanged 6 SP:Iteration 24Q (896.763991 sec): 3 clusters Score: Raw -132259.839209 + Penalty 2476.250860 = -129783.588349 nChanged 3 SP:Iteration 25Q (896.817975 sec): 3 clusters Score: Raw -132260.633763 + Penalty 2476.250860 = -129784.382903 nChanged 1 SP:Iteration 26Q (896.867380 sec): 3 clusters Score: Raw -132261.007770 + Penalty 2476.250860 = -129784.756910 nChanged 0 SP:Iteration 27F (896.920191 sec): 3 clusters Score: Raw -132261.007770 + Penalty 2476.250860 = -129784.756910 nChanged 0 Trying to split cluster 29 (1856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (896.938359 sec): 2 clusters Score: Raw -111603.599940 + Penalty 1223.004073 = -110380.595866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (896.992586 sec): 3 clusters Score: Raw -110863.633546 + Penalty 2446.008147 = -108417.625399 nChanged 637 SP:Iteration 1F (897.040649 sec): 3 clusters Score: Raw -111296.012647 + Penalty 2446.008147 = -108850.004501 nChanged 152 SP:Iteration 2F (897.085701 sec): 3 clusters Score: Raw -111427.392180 + Penalty 2446.008147 = -108981.384034 nChanged 106 SP:Iteration 3F (897.138880 sec): 3 clusters Score: Raw -111519.253160 + Penalty 2446.008147 = -109073.245013 nChanged 89 SP:Iteration 4Q (897.190024 sec): 3 clusters Score: Raw -111585.878157 + Penalty 2446.008147 = -109139.870010 nChanged 74 SP:Iteration 5Q (897.237862 sec): 3 clusters Score: Raw -111662.140685 + Penalty 2446.008147 = -109216.132538 nChanged 81 SP:Iteration 6Q (897.296812 sec): 3 clusters Score: Raw -111755.143105 + Penalty 2446.008147 = -109309.134958 nChanged 81 SP:Iteration 7Q (897.338627 sec): 3 clusters Score: Raw -111865.104606 + Penalty 2446.008147 = -109419.096459 nChanged 68 SP:Iteration 8Q (897.401226 sec): 3 clusters Score: Raw -111958.478674 + Penalty 2446.008147 = -109512.470528 nChanged 77 SP:Iteration 9Q (897.452945 sec): 3 clusters Score: Raw -112071.846665 + Penalty 2446.008147 = -109625.838518 nChanged 75 SP:Iteration 10Q (897.501048 sec): 3 clusters Score: Raw -112196.234482 + Penalty 2446.008147 = -109750.226335 nChanged 73 SP:Iteration 11Q (897.542311 sec): 3 clusters Score: Raw -112301.988293 + Penalty 2446.008147 = -109855.980147 nChanged 65 SP:Iteration 12Q (897.601405 sec): 3 clusters Score: Raw -112416.344319 + Penalty 2446.008147 = -109970.336172 nChanged 42 SP:Iteration 13Q (897.658772 sec): 3 clusters Score: Raw -112497.226456 + Penalty 2446.008147 = -110051.218310 nChanged 37 SP:Iteration 14Q (897.708121 sec): 3 clusters Score: Raw -112553.991013 + Penalty 2446.008147 = -110107.982866 nChanged 28 SP:Iteration 15Q (897.759035 sec): 3 clusters Score: Raw -112601.381309 + Penalty 2446.008147 = -110155.373162 nChanged 26 SP:Iteration 16Q (897.797406 sec): 3 clusters Score: Raw -112636.103677 + Penalty 2446.008147 = -110190.095530 nChanged 18 SP:Iteration 17Q (897.857956 sec): 3 clusters Score: Raw -112664.123807 + Penalty 2446.008147 = -110218.115661 nChanged 12 SP:Iteration 18Q (897.909117 sec): 3 clusters Score: Raw -112682.364526 + Penalty 2446.008147 = -110236.356380 nChanged 9 SP:Iteration 19Q (897.950366 sec): 3 clusters Score: Raw -112695.371294 + Penalty 2446.008147 = -110249.363147 nChanged 8 SP:Iteration 20F (898.001856 sec): 3 clusters Score: Raw -112702.761172 + Penalty 2446.008147 = -110256.753025 nChanged 5 SP:Iteration 21Q (898.054431 sec): 3 clusters Score: Raw -112706.821721 + Penalty 2446.008147 = -110260.813574 nChanged 6 SP:Iteration 22Q (898.104703 sec): 3 clusters Score: Raw -112712.150750 + Penalty 2446.008147 = -110266.142603 nChanged 7 SP:Iteration 23Q (898.154061 sec): 3 clusters Score: Raw -112719.979995 + Penalty 2446.008147 = -110273.971849 nChanged 4 SP:Iteration 24Q (898.201715 sec): 3 clusters Score: Raw -112726.705374 + Penalty 2446.008147 = -110280.697227 nChanged 7 SP:Iteration 25Q (898.255922 sec): 3 clusters Score: Raw -112737.659622 + Penalty 2446.008147 = -110291.651475 nChanged 10 SP:Iteration 26Q (898.308465 sec): 3 clusters Score: Raw -112748.578449 + Penalty 2446.008147 = -110302.570302 nChanged 8 SP:Iteration 27Q (898.361444 sec): 3 clusters Score: Raw -112757.348547 + Penalty 2446.008147 = -110311.340400 nChanged 10 SP:Iteration 28Q (898.404575 sec): 3 clusters Score: Raw -112767.435547 + Penalty 2446.008147 = -110321.427401 nChanged 6 SP:Iteration 29Q (898.460658 sec): 3 clusters Score: Raw -112773.014306 + Penalty 2446.008147 = -110327.006159 nChanged 6 SP:Iteration 30Q (898.506880 sec): 3 clusters Score: Raw -112777.683503 + Penalty 2446.008147 = -110331.675356 nChanged 4 SP:Iteration 31Q (898.542341 sec): 3 clusters Score: Raw -112779.931938 + Penalty 2446.008147 = -110333.923792 nChanged 3 SP:Iteration 32Q (898.597757 sec): 3 clusters Score: Raw -112782.322968 + Penalty 2446.008147 = -110336.314821 nChanged 3 SP:Iteration 33Q (898.651470 sec): 3 clusters Score: Raw -112784.748286 + Penalty 2446.008147 = -110338.740140 nChanged 3 SP:Iteration 34Q (898.704608 sec): 3 clusters Score: Raw -112787.639377 + Penalty 2446.008147 = -110341.631230 nChanged 6 SP:Iteration 35Q (898.751274 sec): 3 clusters Score: Raw -112791.902330 + Penalty 2446.008147 = -110345.894183 nChanged 2 SP:Iteration 36Q (898.793469 sec): 3 clusters Score: Raw -112794.241103 + Penalty 2446.008147 = -110348.232956 nChanged 3 SP:Iteration 37Q (898.841260 sec): 3 clusters Score: Raw -112796.547391 + Penalty 2446.008147 = -110350.539245 nChanged 1 SP:Iteration 38Q (898.898306 sec): 3 clusters Score: Raw -112797.501375 + Penalty 2446.008147 = -110351.493228 nChanged 3 SP:Iteration 39Q (898.942247 sec): 3 clusters Score: Raw -112799.066024 + Penalty 2446.008147 = -110353.057877 nChanged 2 SP:Iteration 40F (898.997576 sec): 3 clusters Score: Raw -112800.725184 + Penalty 2446.008147 = -110354.717037 nChanged 1 SP:Iteration 41Q (899.043663 sec): 3 clusters Score: Raw -112801.200265 + Penalty 2446.008147 = -110355.192119 nChanged 2 SP:Iteration 42Q (899.089242 sec): 3 clusters Score: Raw -112802.896909 + Penalty 2446.008147 = -110356.888762 nChanged 1 SP:Iteration 43Q (899.138545 sec): 3 clusters Score: Raw -112803.579174 + Penalty 2446.008147 = -110357.571028 nChanged 1 SP:Iteration 44Q (899.195969 sec): 3 clusters Score: Raw -112804.790021 + Penalty 2446.008147 = -110358.781874 nChanged 1 SP:Iteration 45Q (899.238783 sec): 3 clusters Score: Raw -112805.790926 + Penalty 2446.008147 = -110359.782779 nChanged 0 SP:Iteration 46F (899.285167 sec): 3 clusters Score: Raw -112805.790926 + Penalty 2446.008147 = -110359.782779 nChanged 0 Trying to split cluster 30 (4515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (899.323802 sec): 2 clusters Score: Raw -268391.607791 + Penalty 1367.463576 = -267024.144216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (899.368672 sec): 3 clusters Score: Raw -266061.194753 + Penalty 2734.927151 = -263326.267602 nChanged 1840 SP:Iteration 1F (899.428178 sec): 3 clusters Score: Raw -267089.365257 + Penalty 2734.927151 = -264354.438106 nChanged 375 SP:Iteration 2F (899.488103 sec): 3 clusters Score: Raw -267329.549342 + Penalty 2734.927151 = -264594.622190 nChanged 291 SP:Iteration 3F (899.530544 sec): 3 clusters Score: Raw -267501.609703 + Penalty 2734.927151 = -264766.682552 nChanged 229 SP:Iteration 4F (899.596630 sec): 3 clusters Score: Raw -267662.832737 + Penalty 2734.927151 = -264927.905586 nChanged 201 SP:Iteration 5Q (899.647389 sec): 3 clusters Score: Raw -267794.029970 + Penalty 2734.927151 = -265059.102819 nChanged 207 SP:Iteration 6Q (899.694307 sec): 3 clusters Score: Raw -267933.492001 + Penalty 2734.927151 = -265198.564850 nChanged 176 SP:Iteration 7Q (899.746810 sec): 3 clusters Score: Raw -268063.665046 + Penalty 2734.927151 = -265328.737895 nChanged 168 SP:Iteration 8Q (899.813391 sec): 3 clusters Score: Raw -268169.011364 + Penalty 2734.927151 = -265434.084213 nChanged 167 SP:Iteration 9Q (899.865577 sec): 3 clusters Score: Raw -268251.915486 + Penalty 2734.927151 = -265516.988334 nChanged 100 SP:Iteration 10Q (899.921024 sec): 3 clusters Score: Raw -268300.324500 + Penalty 2734.927151 = -265565.397348 nChanged 105 SP:Iteration 11Q (899.983458 sec): 3 clusters Score: Raw -268346.747328 + Penalty 2734.927151 = -265611.820176 nChanged 94 SP:Iteration 12Q (900.041826 sec): 3 clusters Score: Raw -268393.741063 + Penalty 2734.927151 = -265658.813912 nChanged 88 SP:Iteration 13Q (900.098588 sec): 3 clusters Score: Raw -268449.079127 + Penalty 2734.927151 = -265714.151976 nChanged 95 SP:Iteration 14Q (900.143826 sec): 3 clusters Score: Raw -268489.469799 + Penalty 2734.927151 = -265754.542647 nChanged 71 SP:Iteration 15Q (900.198680 sec): 3 clusters Score: Raw -268522.708340 + Penalty 2734.927151 = -265787.781189 nChanged 65 SP:Iteration 16Q (900.260698 sec): 3 clusters Score: Raw -268550.174318 + Penalty 2734.927151 = -265815.247166 nChanged 67 SP:Iteration 17Q (900.317908 sec): 3 clusters Score: Raw -268578.011196 + Penalty 2734.927151 = -265843.084045 nChanged 55 SP:Iteration 18Q (900.373220 sec): 3 clusters Score: Raw -268598.264117 + Penalty 2734.927151 = -265863.336966 nChanged 48 SP:Iteration 19Q (900.424132 sec): 3 clusters Score: Raw -268611.858350 + Penalty 2734.927151 = -265876.931198 nChanged 41 SP:Iteration 20F (900.484100 sec): 3 clusters Score: Raw -268622.660548 + Penalty 2734.927151 = -265887.733397 nChanged 26 SP:Iteration 21Q (900.540735 sec): 3 clusters Score: Raw -268630.498760 + Penalty 2734.927151 = -265895.571608 nChanged 22 SP:Iteration 22Q (900.599002 sec): 3 clusters Score: Raw -268635.409807 + Penalty 2734.927151 = -265900.482655 nChanged 18 SP:Iteration 23Q (900.655646 sec): 3 clusters Score: Raw -268639.013399 + Penalty 2734.927151 = -265904.086248 nChanged 16 SP:Iteration 24Q (900.699978 sec): 3 clusters Score: Raw -268642.394213 + Penalty 2734.927151 = -265907.467062 nChanged 15 SP:Iteration 25Q (900.756373 sec): 3 clusters Score: Raw -268645.695908 + Penalty 2734.927151 = -265910.768757 nChanged 15 SP:Iteration 26Q (900.812306 sec): 3 clusters Score: Raw -268649.558167 + Penalty 2734.927151 = -265914.631015 nChanged 13 SP:Iteration 27Q (900.870949 sec): 3 clusters Score: Raw -268652.970421 + Penalty 2734.927151 = -265918.043270 nChanged 15 SP:Iteration 28Q (900.923179 sec): 3 clusters Score: Raw -268657.043628 + Penalty 2734.927151 = -265922.116476 nChanged 20 SP:Iteration 29Q (900.977341 sec): 3 clusters Score: Raw -268660.895656 + Penalty 2734.927151 = -265925.968504 nChanged 12 SP:Iteration 30Q (901.026945 sec): 3 clusters Score: Raw -268663.425065 + Penalty 2734.927151 = -265928.497914 nChanged 19 SP:Iteration 31Q (901.092066 sec): 3 clusters Score: Raw -268667.859283 + Penalty 2734.927151 = -265932.932132 nChanged 16 SP:Iteration 32Q (901.137312 sec): 3 clusters Score: Raw -268671.668257 + Penalty 2734.927151 = -265936.741106 nChanged 21 SP:Iteration 33Q (901.203342 sec): 3 clusters Score: Raw -268678.191888 + Penalty 2734.927151 = -265943.264737 nChanged 28 SP:Iteration 34Q (901.249613 sec): 3 clusters Score: Raw -268683.978650 + Penalty 2734.927151 = -265949.051499 nChanged 18 SP:Iteration 35Q (901.315465 sec): 3 clusters Score: Raw -268688.227992 + Penalty 2734.927151 = -265953.300840 nChanged 17 SP:Iteration 36Q (901.370034 sec): 3 clusters Score: Raw -268694.023385 + Penalty 2734.927151 = -265959.096233 nChanged 20 SP:Iteration 37Q (901.427505 sec): 3 clusters Score: Raw -268699.143383 + Penalty 2734.927151 = -265964.216232 nChanged 18 SP:Iteration 38Q (901.486107 sec): 3 clusters Score: Raw -268703.528582 + Penalty 2734.927151 = -265968.601431 nChanged 16 SP:Iteration 39Q (901.528511 sec): 3 clusters Score: Raw -268707.673517 + Penalty 2734.927151 = -265972.746366 nChanged 13 SP:Iteration 40F (901.579854 sec): 3 clusters Score: Raw -268711.547279 + Penalty 2734.927151 = -265976.620128 nChanged 12 SP:Iteration 41Q (901.634589 sec): 3 clusters Score: Raw -268715.005802 + Penalty 2734.927151 = -265980.078651 nChanged 14 SP:Iteration 42Q (901.687183 sec): 3 clusters Score: Raw -268718.129377 + Penalty 2734.927151 = -265983.202226 nChanged 8 SP:Iteration 43Q (901.754898 sec): 3 clusters Score: Raw -268719.714248 + Penalty 2734.927151 = -265984.787097 nChanged 12 SP:Iteration 44Q (901.805938 sec): 3 clusters Score: Raw -268721.697128 + Penalty 2734.927151 = -265986.769976 nChanged 6 SP:Iteration 45Q (901.847057 sec): 3 clusters Score: Raw -268722.548093 + Penalty 2734.927151 = -265987.620942 nChanged 6 SP:Iteration 46Q (901.906405 sec): 3 clusters Score: Raw -268723.630761 + Penalty 2734.927151 = -265988.703609 nChanged 2 SP:Iteration 47Q (901.957814 sec): 3 clusters Score: Raw -268723.784780 + Penalty 2734.927151 = -265988.857629 nChanged 1 SP:Iteration 48Q (901.996970 sec): 3 clusters Score: Raw -268724.274245 + Penalty 2734.927151 = -265989.347094 nChanged 3 SP:Iteration 49Q (902.047629 sec): 3 clusters Score: Raw -268725.608816 + Penalty 2734.927151 = -265990.681665 nChanged 5 SP:Iteration 50Q (902.097122 sec): 3 clusters Score: Raw -268727.046642 + Penalty 2734.927151 = -265992.119491 nChanged 12 SP:Iteration 51Q (902.155670 sec): 3 clusters Score: Raw -268730.136110 + Penalty 2734.927151 = -265995.208959 nChanged 15 SP:Iteration 52Q (902.200501 sec): 3 clusters Score: Raw -268733.532298 + Penalty 2734.927151 = -265998.605147 nChanged 11 SP:Iteration 53Q (902.251037 sec): 3 clusters Score: Raw -268736.015968 + Penalty 2734.927151 = -266001.088817 nChanged 9 SP:Iteration 54Q (902.305666 sec): 3 clusters Score: Raw -268737.893371 + Penalty 2734.927151 = -266002.966219 nChanged 9 SP:Iteration 55Q (902.354384 sec): 3 clusters Score: Raw -268739.763066 + Penalty 2734.927151 = -266004.835915 nChanged 11 SP:Iteration 56Q (902.400278 sec): 3 clusters Score: Raw -268741.814429 + Penalty 2734.927151 = -266006.887277 nChanged 9 SP:Iteration 57Q (902.449598 sec): 3 clusters Score: Raw -268744.072358 + Penalty 2734.927151 = -266009.145207 nChanged 13 SP:Iteration 58Q (902.500856 sec): 3 clusters Score: Raw -268747.177108 + Penalty 2734.927151 = -266012.249957 nChanged 14 SP:Iteration 59Q (902.550578 sec): 3 clusters Score: Raw -268750.977834 + Penalty 2734.927151 = -266016.050682 nChanged 16 SP:Iteration 60F (902.605492 sec): 3 clusters Score: Raw -268754.468165 + Penalty 2734.927151 = -266019.541013 nChanged 15 SP:Iteration 61Q (902.665247 sec): 3 clusters Score: Raw -268757.613093 + Penalty 2734.927151 = -266022.685942 nChanged 12 SP:Iteration 62Q (902.711760 sec): 3 clusters Score: Raw -268760.173844 + Penalty 2734.927151 = -266025.246692 nChanged 10 SP:Iteration 63Q (902.771152 sec): 3 clusters Score: Raw -268763.776139 + Penalty 2734.927151 = -266028.848988 nChanged 19 SP:Iteration 64Q (902.822698 sec): 3 clusters Score: Raw -268769.451630 + Penalty 2734.927151 = -266034.524478 nChanged 18 SP:Iteration 65Q (902.862820 sec): 3 clusters Score: Raw -268777.063785 + Penalty 2734.927151 = -266042.136634 nChanged 21 SP:Iteration 66Q (902.910484 sec): 3 clusters Score: Raw -268782.251014 + Penalty 2734.927151 = -266047.323863 nChanged 18 SP:Iteration 67Q (902.969172 sec): 3 clusters Score: Raw -268787.097810 + Penalty 2734.927151 = -266052.170659 nChanged 20 SP:Iteration 68Q (903.014629 sec): 3 clusters Score: Raw -268792.677697 + Penalty 2734.927151 = -266057.750546 nChanged 28 SP:Iteration 69Q (903.079790 sec): 3 clusters Score: Raw -268800.263961 + Penalty 2734.927151 = -266065.336810 nChanged 32 SP:Iteration 70Q (903.134649 sec): 3 clusters Score: Raw -268811.642658 + Penalty 2734.927151 = -266076.715506 nChanged 34 SP:Iteration 71Q (903.179917 sec): 3 clusters Score: Raw -268822.770351 + Penalty 2734.927151 = -266087.843200 nChanged 32 SP:Iteration 72Q (903.236972 sec): 3 clusters Score: Raw -268833.775751 + Penalty 2734.927151 = -266098.848599 nChanged 33 SP:Iteration 73Q (903.283159 sec): 3 clusters Score: Raw -268842.984658 + Penalty 2734.927151 = -266108.057507 nChanged 25 SP:Iteration 74Q (903.343622 sec): 3 clusters Score: Raw -268849.149008 + Penalty 2734.927151 = -266114.221857 nChanged 21 SP:Iteration 75Q (903.394148 sec): 3 clusters Score: Raw -268854.149765 + Penalty 2734.927151 = -266119.222613 nChanged 17 SP:Iteration 76Q (903.456332 sec): 3 clusters Score: Raw -268858.496464 + Penalty 2734.927151 = -266123.569312 nChanged 17 SP:Iteration 77Q (903.500589 sec): 3 clusters Score: Raw -268864.525299 + Penalty 2734.927151 = -266129.598148 nChanged 22 SP:Iteration 78Q (903.554031 sec): 3 clusters Score: Raw -268872.211833 + Penalty 2734.927151 = -266137.284682 nChanged 19 SP:Iteration 79Q (903.604672 sec): 3 clusters Score: Raw -268877.246804 + Penalty 2734.927151 = -266142.319653 nChanged 17 SP:Iteration 80F (903.661893 sec): 3 clusters Score: Raw -268881.992786 + Penalty 2734.927151 = -266147.065635 nChanged 14 SP:Iteration 81Q (903.717060 sec): 3 clusters Score: Raw -268887.193024 + Penalty 2734.927151 = -266152.265873 nChanged 8 SP:Iteration 82Q (903.762939 sec): 3 clusters Score: Raw -268889.198107 + Penalty 2734.927151 = -266154.270955 nChanged 10 SP:Iteration 83Q (903.813913 sec): 3 clusters Score: Raw -268892.916038 + Penalty 2734.927151 = -266157.988887 nChanged 11 SP:Iteration 84Q (903.878663 sec): 3 clusters Score: Raw -268898.978359 + Penalty 2734.927151 = -266164.051208 nChanged 16 SP:Iteration 85Q (903.927304 sec): 3 clusters Score: Raw -268906.166222 + Penalty 2734.927151 = -266171.239071 nChanged 12 SP:Iteration 86Q (903.977869 sec): 3 clusters Score: Raw -268910.452725 + Penalty 2734.927151 = -266175.525574 nChanged 12 SP:Iteration 87Q (904.017249 sec): 3 clusters Score: Raw -268913.969215 + Penalty 2734.927151 = -266179.042063 nChanged 13 SP:Iteration 88Q (904.068192 sec): 3 clusters Score: Raw -268917.810062 + Penalty 2734.927151 = -266182.882911 nChanged 12 SP:Iteration 89Q (904.129768 sec): 3 clusters Score: Raw -268923.679035 + Penalty 2734.927151 = -266188.751884 nChanged 14 SP:Iteration 90Q (904.177783 sec): 3 clusters Score: Raw -268931.664472 + Penalty 2734.927151 = -266196.737321 nChanged 16 SP:Iteration 91Q (904.230533 sec): 3 clusters Score: Raw -268940.555722 + Penalty 2734.927151 = -266205.628571 nChanged 20 SP:Iteration 92Q (904.272849 sec): 3 clusters Score: Raw -268948.200850 + Penalty 2734.927151 = -266213.273699 nChanged 25 SP:Iteration 93Q (904.339596 sec): 3 clusters Score: Raw -268957.134214 + Penalty 2734.927151 = -266222.207062 nChanged 25 SP:Iteration 94Q (904.389147 sec): 3 clusters Score: Raw -268965.854118 + Penalty 2734.927151 = -266230.926967 nChanged 23 SP:Iteration 95Q (904.444920 sec): 3 clusters Score: Raw -268974.847498 + Penalty 2734.927151 = -266239.920347 nChanged 16 SP:Iteration 96Q (904.489264 sec): 3 clusters Score: Raw -268981.092486 + Penalty 2734.927151 = -266246.165335 nChanged 19 SP:Iteration 97Q (904.553845 sec): 3 clusters Score: Raw -268986.541792 + Penalty 2734.927151 = -266251.614641 nChanged 6 SP:Iteration 98Q (904.603416 sec): 3 clusters Score: Raw -268987.695313 + Penalty 2734.927151 = -266252.768161 nChanged 7 SP:Iteration 99Q (904.663056 sec): 3 clusters Score: Raw -268989.183873 + Penalty 2734.927151 = -266254.256722 nChanged 7 SP:Iteration 100F (904.717422 sec): 3 clusters Score: Raw -268990.437673 + Penalty 2734.927151 = -266255.510521 nChanged 6 SP:Iteration 101Q (904.767112 sec): 3 clusters Score: Raw -268991.623579 + Penalty 2734.927151 = -266256.696427 nChanged 2 SP:Iteration 102Q (904.832199 sec): 3 clusters Score: Raw -268992.717187 + Penalty 2734.927151 = -266257.790036 nChanged 4 SP:Iteration 103Q (904.879720 sec): 3 clusters Score: Raw -268998.861847 + Penalty 2734.927151 = -266263.934696 nChanged 16 SP:Iteration 104Q (904.941796 sec): 3 clusters Score: Raw -269005.571094 + Penalty 2734.927151 = -266270.643943 nChanged 15 SP:Iteration 105Q (904.992009 sec): 3 clusters Score: Raw -269012.419078 + Penalty 2734.927151 = -266277.491926 nChanged 10 SP:Iteration 106Q (905.053679 sec): 3 clusters Score: Raw -269017.224468 + Penalty 2734.927151 = -266282.297317 nChanged 11 SP:Iteration 107Q (905.110642 sec): 3 clusters Score: Raw -269024.145430 + Penalty 2734.927151 = -266289.218279 nChanged 12 SP:Iteration 108Q (905.169669 sec): 3 clusters Score: Raw -269030.453423 + Penalty 2734.927151 = -266295.526272 nChanged 9 SP:Iteration 109Q (905.212513 sec): 3 clusters Score: Raw -269034.970243 + Penalty 2734.927151 = -266300.043092 nChanged 6 SP:Iteration 110Q (905.265790 sec): 3 clusters Score: Raw -269036.745442 + Penalty 2734.927151 = -266301.818290 nChanged 6 SP:Iteration 111Q (905.320768 sec): 3 clusters Score: Raw -269038.692205 + Penalty 2734.927151 = -266303.765054 nChanged 7 SP:Iteration 112Q (905.376926 sec): 3 clusters Score: Raw -269042.081482 + Penalty 2734.927151 = -266307.154330 nChanged 7 SP:Iteration 113Q (905.434978 sec): 3 clusters Score: Raw -269043.860605 + Penalty 2734.927151 = -266308.933453 nChanged 5 SP:Iteration 114Q (905.490369 sec): 3 clusters Score: Raw -269045.062211 + Penalty 2734.927151 = -266310.135060 nChanged 4 SP:Iteration 115Q (905.533277 sec): 3 clusters Score: Raw -269046.152606 + Penalty 2734.927151 = -266311.225454 nChanged 4 SP:Iteration 116Q (905.590876 sec): 3 clusters Score: Raw -269047.521310 + Penalty 2734.927151 = -266312.594159 nChanged 4 SP:Iteration 117Q (905.651073 sec): 3 clusters Score: Raw -269048.893801 + Penalty 2734.927151 = -266313.966649 nChanged 1 SP:Iteration 118Q (905.710353 sec): 3 clusters Score: Raw -269049.393757 + Penalty 2734.927151 = -266314.466605 nChanged 2 SP:Iteration 119Q (905.760469 sec): 3 clusters Score: Raw -269050.736271 + Penalty 2734.927151 = -266315.809119 nChanged 4 SP:Iteration 120F (905.816134 sec): 3 clusters Score: Raw -269054.804110 + Penalty 2734.927151 = -266319.876959 nChanged 7 SP:Iteration 121Q (905.859623 sec): 3 clusters Score: Raw -269059.108628 + Penalty 2734.927151 = -266324.181476 nChanged 7 SP:Iteration 122Q (905.912890 sec): 3 clusters Score: Raw -269062.910084 + Penalty 2734.927151 = -266327.982933 nChanged 5 SP:Iteration 123Q (905.962501 sec): 3 clusters Score: Raw -269065.782438 + Penalty 2734.927151 = -266330.855287 nChanged 7 SP:Iteration 124Q (906.013112 sec): 3 clusters Score: Raw -269069.168430 + Penalty 2734.927151 = -266334.241279 nChanged 8 SP:Iteration 125Q (906.076084 sec): 3 clusters Score: Raw -269072.242253 + Penalty 2734.927151 = -266337.315102 nChanged 4 SP:Iteration 126Q (906.122577 sec): 3 clusters Score: Raw -269073.184321 + Penalty 2734.927151 = -266338.257170 nChanged 1 SP:Iteration 127Q (906.178432 sec): 3 clusters Score: Raw -269073.592286 + Penalty 2734.927151 = -266338.665135 nChanged 2 SP:Iteration 128Q (906.229163 sec): 3 clusters Score: Raw -269074.166034 + Penalty 2734.927151 = -266339.238882 nChanged 2 SP:Iteration 129Q (906.277728 sec): 3 clusters Score: Raw -269075.691459 + Penalty 2734.927151 = -266340.764307 nChanged 1 SP:Iteration 130Q (906.333912 sec): 3 clusters Score: Raw -269075.779749 + Penalty 2734.927151 = -266340.852597 nChanged 0 SP:Iteration 131F (906.379962 sec): 3 clusters Score: Raw -269075.779749 + Penalty 2734.927151 = -266340.852597 nChanged 0 Trying to split cluster 31 (1711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (906.409577 sec): 2 clusters Score: Raw -117086.229520 + Penalty 1209.785407 = -115876.444113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (906.458018 sec): 3 clusters Score: Raw -116424.144852 + Penalty 2419.570814 = -114004.574038 nChanged 550 SP:Iteration 1F (906.505779 sec): 3 clusters Score: Raw -116813.945315 + Penalty 2419.570814 = -114394.374501 nChanged 135 SP:Iteration 2F (906.544288 sec): 3 clusters Score: Raw -116930.650473 + Penalty 2419.570814 = -114511.079659 nChanged 79 SP:Iteration 3Q (906.589742 sec): 3 clusters Score: Raw -116995.480039 + Penalty 2419.570814 = -114575.909225 nChanged 64 SP:Iteration 4Q (906.648257 sec): 3 clusters Score: Raw -117044.794727 + Penalty 2419.570814 = -114625.223913 nChanged 59 SP:Iteration 5Q (906.692532 sec): 3 clusters Score: Raw -117094.620086 + Penalty 2419.570814 = -114675.049272 nChanged 49 SP:Iteration 6Q (906.741116 sec): 3 clusters Score: Raw -117139.854064 + Penalty 2419.570814 = -114720.283250 nChanged 51 SP:Iteration 7Q (906.791532 sec): 3 clusters Score: Raw -117180.883477 + Penalty 2419.570814 = -114761.312663 nChanged 41 SP:Iteration 8Q (906.828604 sec): 3 clusters Score: Raw -117216.624645 + Penalty 2419.570814 = -114797.053831 nChanged 32 SP:Iteration 9Q (906.879096 sec): 3 clusters Score: Raw -117243.173910 + Penalty 2419.570814 = -114823.603096 nChanged 31 SP:Iteration 10Q (906.928467 sec): 3 clusters Score: Raw -117262.325242 + Penalty 2419.570814 = -114842.754428 nChanged 25 SP:Iteration 11Q (906.974736 sec): 3 clusters Score: Raw -117276.841540 + Penalty 2419.570814 = -114857.270726 nChanged 21 SP:Iteration 12Q (907.034648 sec): 3 clusters Score: Raw -117292.820812 + Penalty 2419.570814 = -114873.249998 nChanged 14 SP:Iteration 13Q (907.073866 sec): 3 clusters Score: Raw -117301.224545 + Penalty 2419.570814 = -114881.653731 nChanged 7 SP:Iteration 14Q (907.131095 sec): 3 clusters Score: Raw -117304.958658 + Penalty 2419.570814 = -114885.387844 nChanged 8 SP:Iteration 15Q (907.179059 sec): 3 clusters Score: Raw -117308.640203 + Penalty 2419.570814 = -114889.069389 nChanged 7 SP:Iteration 16Q (907.226721 sec): 3 clusters Score: Raw -117312.011159 + Penalty 2419.570814 = -114892.440345 nChanged 6 SP:Iteration 17Q (907.285708 sec): 3 clusters Score: Raw -117315.327061 + Penalty 2419.570814 = -114895.756247 nChanged 4 SP:Iteration 18Q (907.340646 sec): 3 clusters Score: Raw -117317.682015 + Penalty 2419.570814 = -114898.111201 nChanged 5 SP:Iteration 19Q (907.385174 sec): 3 clusters Score: Raw -117321.448238 + Penalty 2419.570814 = -114901.877424 nChanged 4 SP:Iteration 20F (907.442986 sec): 3 clusters Score: Raw -117323.530545 + Penalty 2419.570814 = -114903.959731 nChanged 4 SP:Iteration 21Q (907.488053 sec): 3 clusters Score: Raw -117326.851257 + Penalty 2419.570814 = -114907.280443 nChanged 5 SP:Iteration 22Q (907.540184 sec): 3 clusters Score: Raw -117329.942807 + Penalty 2419.570814 = -114910.371993 nChanged 3 SP:Iteration 23Q (907.591212 sec): 3 clusters Score: Raw -117332.371849 + Penalty 2419.570814 = -114912.801035 nChanged 2 SP:Iteration 24Q (907.639268 sec): 3 clusters Score: Raw -117333.592696 + Penalty 2419.570814 = -114914.021882 nChanged 2 SP:Iteration 25Q (907.679106 sec): 3 clusters Score: Raw -117334.336975 + Penalty 2419.570814 = -114914.766161 nChanged 1 SP:Iteration 26Q (907.726146 sec): 3 clusters Score: Raw -117334.710751 + Penalty 2419.570814 = -114915.139937 nChanged 0 SP:Iteration 27F (907.786410 sec): 3 clusters Score: Raw -117334.710751 + Penalty 2419.570814 = -114915.139937 nChanged 0 Trying to split cluster 32 (21182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (907.843768 sec): 2 clusters Score: Raw -1378852.116378 + Penalty 1618.647395 = -1377233.468983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (907.926757 sec): 3 clusters Score: Raw -1366098.454495 + Penalty 3237.294789 = -1362861.159705 nChanged 9674 SP:Iteration 1F (908.009653 sec): 3 clusters Score: Raw -1371352.486520 + Penalty 3237.294789 = -1368115.191730 nChanged 1097 SP:Iteration 2F (908.090914 sec): 3 clusters Score: Raw -1371751.465160 + Penalty 3237.294789 = -1368514.170371 nChanged 1076 SP:Iteration 3F (908.176215 sec): 3 clusters Score: Raw -1372204.737426 + Penalty 3237.294789 = -1368967.442637 nChanged 1192 SP:Iteration 4F (908.259089 sec): 3 clusters Score: Raw -1372834.155594 + Penalty 3237.294789 = -1369596.860805 nChanged 1367 SP:Iteration 5F (908.341882 sec): 3 clusters Score: Raw -1373736.256767 + Penalty 3237.294789 = -1370498.961978 nChanged 1557 SP:Iteration 6F (908.424916 sec): 3 clusters Score: Raw -1375019.591663 + Penalty 3237.294789 = -1371782.296874 nChanged 1596 SP:Iteration 7F (908.507034 sec): 3 clusters Score: Raw -1376403.486601 + Penalty 3237.294789 = -1373166.191812 nChanged 1273 SP:Iteration 8F (908.587378 sec): 3 clusters Score: Raw -1377530.483860 + Penalty 3237.294789 = -1374293.189071 nChanged 876 SP:Iteration 9Q (908.672250 sec): 3 clusters Score: Raw -1378268.644135 + Penalty 3237.294789 = -1375031.349346 nChanged 516 SP:Iteration 10Q (908.752864 sec): 3 clusters Score: Raw -1378640.818580 + Penalty 3237.294789 = -1375403.523791 nChanged 283 SP:Iteration 11Q (908.835864 sec): 3 clusters Score: Raw -1378822.874353 + Penalty 3237.294789 = -1375585.579564 nChanged 154 SP:Iteration 12Q (908.917851 sec): 3 clusters Score: Raw -1378923.960734 + Penalty 3237.294789 = -1375686.665945 nChanged 130 SP:Iteration 13Q (908.995634 sec): 3 clusters Score: Raw -1379018.009857 + Penalty 3237.294789 = -1375780.715068 nChanged 74 SP:Iteration 14Q (909.075103 sec): 3 clusters Score: Raw -1379073.653056 + Penalty 3237.294789 = -1375836.358267 nChanged 56 SP:Iteration 15Q (909.152957 sec): 3 clusters Score: Raw -1379119.083245 + Penalty 3237.294789 = -1375881.788456 nChanged 39 SP:Iteration 16Q (909.227715 sec): 3 clusters Score: Raw -1379150.640062 + Penalty 3237.294789 = -1375913.345273 nChanged 27 SP:Iteration 17Q (909.301510 sec): 3 clusters Score: Raw -1379168.761128 + Penalty 3237.294789 = -1375931.466338 nChanged 20 SP:Iteration 18Q (909.382889 sec): 3 clusters Score: Raw -1379185.023178 + Penalty 3237.294789 = -1375947.728388 nChanged 16 SP:Iteration 19Q (909.452269 sec): 3 clusters Score: Raw -1379201.440516 + Penalty 3237.294789 = -1375964.145727 nChanged 17 SP:Iteration 20F (909.541502 sec): 3 clusters Score: Raw -1379211.261950 + Penalty 3237.294789 = -1375973.967161 nChanged 6 SP:Iteration 21Q (909.615583 sec): 3 clusters Score: Raw -1379214.642311 + Penalty 3237.294789 = -1375977.347522 nChanged 4 SP:Iteration 22Q (909.691403 sec): 3 clusters Score: Raw -1379216.808303 + Penalty 3237.294789 = -1375979.513514 nChanged 2 SP:Iteration 23Q (909.766810 sec): 3 clusters Score: Raw -1379217.961469 + Penalty 3237.294789 = -1375980.666679 nChanged 2 SP:Iteration 24Q (909.841853 sec): 3 clusters Score: Raw -1379219.316468 + Penalty 3237.294789 = -1375982.021679 nChanged 2 SP:Iteration 25Q (909.918085 sec): 3 clusters Score: Raw -1379220.262761 + Penalty 3237.294789 = -1375982.967972 nChanged 1 SP:Iteration 26Q (909.996474 sec): 3 clusters Score: Raw -1379220.768199 + Penalty 3237.294789 = -1375983.473410 nChanged 0 SP:Iteration 27F (910.078901 sec): 3 clusters Score: Raw -1379220.768199 + Penalty 3237.294789 = -1375983.473410 nChanged 0 Trying to split cluster 33 (1982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (910.108909 sec): 2 clusters Score: Raw -113616.522455 + Penalty 1233.677529 = -112382.844926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (910.159515 sec): 3 clusters Score: Raw -112779.837872 + Penalty 2467.355057 = -110312.482815 nChanged 722 SP:Iteration 1F (910.201417 sec): 3 clusters Score: Raw -113298.941222 + Penalty 2467.355057 = -110831.586165 nChanged 175 SP:Iteration 2F (910.253086 sec): 3 clusters Score: Raw -113515.161880 + Penalty 2467.355057 = -111047.806823 nChanged 157 SP:Iteration 3F (910.307597 sec): 3 clusters Score: Raw -113722.332930 + Penalty 2467.355057 = -111254.977873 nChanged 134 SP:Iteration 4F (910.360285 sec): 3 clusters Score: Raw -113890.973248 + Penalty 2467.355057 = -111423.618191 nChanged 88 SP:Iteration 5Q (910.414441 sec): 3 clusters Score: Raw -113998.560846 + Penalty 2467.355057 = -111531.205789 nChanged 79 SP:Iteration 6Q (910.462246 sec): 3 clusters Score: Raw -114081.800874 + Penalty 2467.355057 = -111614.445816 nChanged 52 SP:Iteration 7Q (910.499626 sec): 3 clusters Score: Raw -114151.647866 + Penalty 2467.355057 = -111684.292809 nChanged 57 SP:Iteration 8Q (910.558163 sec): 3 clusters Score: Raw -114233.876913 + Penalty 2467.355057 = -111766.521856 nChanged 50 SP:Iteration 9Q (910.601044 sec): 3 clusters Score: Raw -114322.302082 + Penalty 2467.355057 = -111854.947024 nChanged 48 SP:Iteration 10Q (910.653687 sec): 3 clusters Score: Raw -114398.753104 + Penalty 2467.355057 = -111931.398047 nChanged 38 SP:Iteration 11Q (910.705000 sec): 3 clusters Score: Raw -114433.618709 + Penalty 2467.355057 = -111966.263651 nChanged 19 SP:Iteration 12Q (910.758971 sec): 3 clusters Score: Raw -114444.634057 + Penalty 2467.355057 = -111977.279000 nChanged 7 SP:Iteration 13Q (910.813180 sec): 3 clusters Score: Raw -114448.451143 + Penalty 2467.355057 = -111981.096086 nChanged 5 SP:Iteration 14Q (910.866088 sec): 3 clusters Score: Raw -114451.696425 + Penalty 2467.355057 = -111984.341367 nChanged 4 SP:Iteration 15Q (910.909074 sec): 3 clusters Score: Raw -114454.501853 + Penalty 2467.355057 = -111987.146796 nChanged 5 SP:Iteration 16Q (910.964817 sec): 3 clusters Score: Raw -114457.077511 + Penalty 2467.355057 = -111989.722454 nChanged 3 SP:Iteration 17Q (911.018128 sec): 3 clusters Score: Raw -114458.892459 + Penalty 2467.355057 = -111991.537402 nChanged 2 SP:Iteration 18Q (911.065358 sec): 3 clusters Score: Raw -114460.252789 + Penalty 2467.355057 = -111992.897732 nChanged 1 SP:Iteration 19Q (911.102801 sec): 3 clusters Score: Raw -114460.719499 + Penalty 2467.355057 = -111993.364442 nChanged 0 SP:Iteration 20F (911.155438 sec): 3 clusters Score: Raw -114460.719499 + Penalty 2467.355057 = -111993.364442 nChanged 0 Trying to split cluster 34 (35116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (911.234339 sec): 2 clusters Score: Raw -2389892.188800 + Penalty 1700.791974 = -2388191.396826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (911.336478 sec): 3 clusters Score: Raw -2368128.052855 + Penalty 3401.583947 = -2364726.468907 nChanged 16287 SP:Iteration 1F (911.427183 sec): 3 clusters Score: Raw -2377278.559107 + Penalty 3401.583947 = -2373876.975160 nChanged 1550 SP:Iteration 2Q (911.543677 sec): 3 clusters Score: Raw -2377800.922906 + Penalty 3401.583947 = -2374399.338959 nChanged 1540 SP:Iteration 3Q (911.650659 sec): 3 clusters Score: Raw -2378381.747709 + Penalty 3401.583947 = -2374980.163761 nChanged 1666 SP:Iteration 4Q (911.745734 sec): 3 clusters Score: Raw -2379131.903319 + Penalty 3401.583947 = -2375730.319371 nChanged 1875 SP:Iteration 5F (911.851157 sec): 3 clusters Score: Raw -2380167.829757 + Penalty 3401.583947 = -2376766.245809 nChanged 2159 SP:Iteration 6F (911.959664 sec): 3 clusters Score: Raw -2381564.954023 + Penalty 3401.583947 = -2378163.370075 nChanged 2336 SP:Iteration 7F (912.078958 sec): 3 clusters Score: Raw -2383314.460970 + Penalty 3401.583947 = -2379912.877022 nChanged 2261 SP:Iteration 8F (912.170846 sec): 3 clusters Score: Raw -2385171.555123 + Penalty 3401.583947 = -2381769.971176 nChanged 1861 SP:Iteration 9F (912.280186 sec): 3 clusters Score: Raw -2386719.426549 + Penalty 3401.583947 = -2383317.842602 nChanged 1394 SP:Iteration 10Q (912.394935 sec): 3 clusters Score: Raw -2387824.651961 + Penalty 3401.583947 = -2384423.068014 nChanged 1011 SP:Iteration 11Q (912.495049 sec): 3 clusters Score: Raw -2388557.027711 + Penalty 3401.583947 = -2385155.443764 nChanged 727 SP:Iteration 12Q (912.597438 sec): 3 clusters Score: Raw -2389024.755665 + Penalty 3401.583947 = -2385623.171717 nChanged 522 SP:Iteration 13Q (912.692966 sec): 3 clusters Score: Raw -2389332.999518 + Penalty 3401.583947 = -2385931.415570 nChanged 374 SP:Iteration 14Q (912.780994 sec): 3 clusters Score: Raw -2389518.456322 + Penalty 3401.583947 = -2386116.872375 nChanged 278 SP:Iteration 15Q (912.885917 sec): 3 clusters Score: Raw -2389653.817395 + Penalty 3401.583947 = -2386252.233447 nChanged 240 SP:Iteration 16Q (912.982054 sec): 3 clusters Score: Raw -2389768.833389 + Penalty 3401.583947 = -2386367.249442 nChanged 202 SP:Iteration 17Q (913.067341 sec): 3 clusters Score: Raw -2389861.773841 + Penalty 3401.583947 = -2386460.189893 nChanged 148 SP:Iteration 18Q (913.165379 sec): 3 clusters Score: Raw -2389922.702071 + Penalty 3401.583947 = -2386521.118124 nChanged 139 SP:Iteration 19Q (913.258960 sec): 3 clusters Score: Raw -2389987.933181 + Penalty 3401.583947 = -2386586.349233 nChanged 123 SP:Iteration 20F (913.360680 sec): 3 clusters Score: Raw -2390045.917252 + Penalty 3401.583947 = -2386644.333304 nChanged 100 SP:Iteration 21Q (913.454007 sec): 3 clusters Score: Raw -2390095.463050 + Penalty 3401.583947 = -2386693.879102 nChanged 84 SP:Iteration 22Q (913.548814 sec): 3 clusters Score: Raw -2390134.970364 + Penalty 3401.583947 = -2386733.386416 nChanged 70 SP:Iteration 23Q (913.647868 sec): 3 clusters Score: Raw -2390168.794521 + Penalty 3401.583947 = -2386767.210573 nChanged 52 SP:Iteration 24Q (913.740970 sec): 3 clusters Score: Raw -2390198.735008 + Penalty 3401.583947 = -2386797.151060 nChanged 42 SP:Iteration 25Q (913.823402 sec): 3 clusters Score: Raw -2390217.082052 + Penalty 3401.583947 = -2386815.498105 nChanged 29 SP:Iteration 26Q (913.929064 sec): 3 clusters Score: Raw -2390230.822158 + Penalty 3401.583947 = -2386829.238210 nChanged 27 SP:Iteration 27Q (914.012890 sec): 3 clusters Score: Raw -2390240.496701 + Penalty 3401.583947 = -2386838.912753 nChanged 24 SP:Iteration 28Q (914.119339 sec): 3 clusters Score: Raw -2390252.001128 + Penalty 3401.583947 = -2386850.417181 nChanged 26 SP:Iteration 29Q (914.206508 sec): 3 clusters Score: Raw -2390262.435892 + Penalty 3401.583947 = -2386860.851944 nChanged 22 SP:Iteration 30Q (914.295550 sec): 3 clusters Score: Raw -2390272.077556 + Penalty 3401.583947 = -2386870.493608 nChanged 27 SP:Iteration 31Q (914.385081 sec): 3 clusters Score: Raw -2390283.539386 + Penalty 3401.583947 = -2386881.955438 nChanged 29 SP:Iteration 32Q (914.475346 sec): 3 clusters Score: Raw -2390295.208800 + Penalty 3401.583947 = -2386893.624853 nChanged 23 SP:Iteration 33Q (914.564821 sec): 3 clusters Score: Raw -2390304.524749 + Penalty 3401.583947 = -2386902.940802 nChanged 16 SP:Iteration 34Q (914.653047 sec): 3 clusters Score: Raw -2390309.564273 + Penalty 3401.583947 = -2386907.980326 nChanged 15 SP:Iteration 35Q (914.738335 sec): 3 clusters Score: Raw -2390314.493250 + Penalty 3401.583947 = -2386912.909303 nChanged 10 SP:Iteration 36Q (914.827968 sec): 3 clusters Score: Raw -2390317.134297 + Penalty 3401.583947 = -2386915.550350 nChanged 11 SP:Iteration 37Q (914.920644 sec): 3 clusters Score: Raw -2390320.235218 + Penalty 3401.583947 = -2386918.651270 nChanged 5 SP:Iteration 38Q (915.012019 sec): 3 clusters Score: Raw -2390322.787772 + Penalty 3401.583947 = -2386921.203825 nChanged 5 SP:Iteration 39Q (915.101994 sec): 3 clusters Score: Raw -2390324.887758 + Penalty 3401.583947 = -2386923.303810 nChanged 5 SP:Iteration 40F (915.195098 sec): 3 clusters Score: Raw -2390326.419269 + Penalty 3401.583947 = -2386924.835322 nChanged 3 SP:Iteration 41Q (915.300314 sec): 3 clusters Score: Raw -2390327.050665 + Penalty 3401.583947 = -2386925.466717 nChanged 4 SP:Iteration 42Q (915.389992 sec): 3 clusters Score: Raw -2390328.358685 + Penalty 3401.583947 = -2386926.774738 nChanged 3 SP:Iteration 43Q (915.467783 sec): 3 clusters Score: Raw -2390329.375187 + Penalty 3401.583947 = -2386927.791240 nChanged 3 SP:Iteration 44Q (915.576345 sec): 3 clusters Score: Raw -2390330.298466 + Penalty 3401.583947 = -2386928.714519 nChanged 5 SP:Iteration 45Q (915.669124 sec): 3 clusters Score: Raw -2390332.375858 + Penalty 3401.583947 = -2386930.791910 nChanged 4 SP:Iteration 46Q (915.759156 sec): 3 clusters Score: Raw -2390334.612986 + Penalty 3401.583947 = -2386933.029038 nChanged 8 SP:Iteration 47Q (915.849710 sec): 3 clusters Score: Raw -2390338.133046 + Penalty 3401.583947 = -2386936.549099 nChanged 10 SP:Iteration 48Q (915.937301 sec): 3 clusters Score: Raw -2390344.901940 + Penalty 3401.583947 = -2386943.317992 nChanged 15 SP:Iteration 49Q (916.026967 sec): 3 clusters Score: Raw -2390354.101084 + Penalty 3401.583947 = -2386952.517136 nChanged 22 SP:Iteration 50Q (916.115612 sec): 3 clusters Score: Raw -2390367.138343 + Penalty 3401.583947 = -2386965.554395 nChanged 15 SP:Iteration 51Q (916.202550 sec): 3 clusters Score: Raw -2390376.193831 + Penalty 3401.583947 = -2386974.609884 nChanged 13 SP:Iteration 52Q (916.294764 sec): 3 clusters Score: Raw -2390382.213451 + Penalty 3401.583947 = -2386980.629503 nChanged 6 SP:Iteration 53Q (916.382764 sec): 3 clusters Score: Raw -2390384.678926 + Penalty 3401.583947 = -2386983.094979 nChanged 5 SP:Iteration 54Q (916.471450 sec): 3 clusters Score: Raw -2390387.144027 + Penalty 3401.583947 = -2386985.560080 nChanged 8 SP:Iteration 55Q (916.561563 sec): 3 clusters Score: Raw -2390391.797323 + Penalty 3401.583947 = -2386990.213376 nChanged 12 SP:Iteration 56Q (916.644287 sec): 3 clusters Score: Raw -2390396.131432 + Penalty 3401.583947 = -2386994.547484 nChanged 4 SP:Iteration 57Q (916.739695 sec): 3 clusters Score: Raw -2390397.117876 + Penalty 3401.583947 = -2386995.533929 nChanged 1 SP:Iteration 58Q (916.837947 sec): 3 clusters Score: Raw -2390397.324588 + Penalty 3401.583947 = -2386995.740640 nChanged 1 SP:Iteration 59Q (916.932345 sec): 3 clusters Score: Raw -2390397.540490 + Penalty 3401.583947 = -2386995.956542 nChanged 0 SP:Iteration 60F (917.038495 sec): 3 clusters Score: Raw -2390397.540490 + Penalty 3401.583947 = -2386995.956542 nChanged 0 Trying to split cluster 35 (3077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (917.069576 sec): 2 clusters Score: Raw -209121.642757 + Penalty 1305.152936 = -207816.489821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (917.118179 sec): 3 clusters Score: Raw -207683.282602 + Penalty 2610.305872 = -205072.976730 nChanged 1152 SP:Iteration 1F (917.165950 sec): 3 clusters Score: Raw -208342.459273 + Penalty 2610.305872 = -205732.153401 nChanged 233 SP:Iteration 2F (917.221251 sec): 3 clusters Score: Raw -208488.039361 + Penalty 2610.305872 = -205877.733489 nChanged 152 SP:Iteration 3Q (917.278818 sec): 3 clusters Score: Raw -208576.339869 + Penalty 2610.305872 = -205966.033997 nChanged 108 SP:Iteration 4Q (917.333660 sec): 3 clusters Score: Raw -208638.256179 + Penalty 2610.305872 = -206027.950307 nChanged 98 SP:Iteration 5Q (917.382672 sec): 3 clusters Score: Raw -208691.150017 + Penalty 2610.305872 = -206080.844145 nChanged 78 SP:Iteration 6Q (917.434437 sec): 3 clusters Score: Raw -208733.763456 + Penalty 2610.305872 = -206123.457584 nChanged 73 SP:Iteration 7Q (917.484763 sec): 3 clusters Score: Raw -208773.804103 + Penalty 2610.305872 = -206163.498231 nChanged 72 SP:Iteration 8Q (917.538420 sec): 3 clusters Score: Raw -208809.448076 + Penalty 2610.305872 = -206199.142204 nChanged 55 SP:Iteration 9Q (917.587527 sec): 3 clusters Score: Raw -208830.826341 + Penalty 2610.305872 = -206220.520469 nChanged 45 SP:Iteration 10Q (917.639022 sec): 3 clusters Score: Raw -208852.031814 + Penalty 2610.305872 = -206241.725942 nChanged 50 SP:Iteration 11Q (917.691001 sec): 3 clusters Score: Raw -208871.999060 + Penalty 2610.305872 = -206261.693188 nChanged 38 SP:Iteration 12Q (917.745087 sec): 3 clusters Score: Raw -208893.409290 + Penalty 2610.305872 = -206283.103418 nChanged 37 SP:Iteration 13Q (917.792588 sec): 3 clusters Score: Raw -208910.332980 + Penalty 2610.305872 = -206300.027108 nChanged 26 SP:Iteration 14Q (917.848629 sec): 3 clusters Score: Raw -208919.988452 + Penalty 2610.305872 = -206309.682580 nChanged 31 SP:Iteration 15Q (917.902159 sec): 3 clusters Score: Raw -208931.116962 + Penalty 2610.305872 = -206320.811090 nChanged 27 SP:Iteration 16Q (917.948265 sec): 3 clusters Score: Raw -208941.458906 + Penalty 2610.305872 = -206331.153034 nChanged 22 SP:Iteration 17Q (917.988216 sec): 3 clusters Score: Raw -208947.280766 + Penalty 2610.305872 = -206336.974894 nChanged 11 SP:Iteration 18Q (918.046900 sec): 3 clusters Score: Raw -208950.412118 + Penalty 2610.305872 = -206340.106246 nChanged 7 SP:Iteration 19Q (918.086919 sec): 3 clusters Score: Raw -208953.208179 + Penalty 2610.305872 = -206342.902307 nChanged 11 SP:Iteration 20F (918.139144 sec): 3 clusters Score: Raw -208959.218929 + Penalty 2610.305872 = -206348.913057 nChanged 16 SP:Iteration 21Q (918.182325 sec): 3 clusters Score: Raw -208964.689006 + Penalty 2610.305872 = -206354.383134 nChanged 15 SP:Iteration 22Q (918.241274 sec): 3 clusters Score: Raw -208971.400129 + Penalty 2610.305872 = -206361.094257 nChanged 17 SP:Iteration 23Q (918.290618 sec): 3 clusters Score: Raw -208980.082932 + Penalty 2610.305872 = -206369.777060 nChanged 16 SP:Iteration 24Q (918.335254 sec): 3 clusters Score: Raw -208986.351545 + Penalty 2610.305872 = -206376.045673 nChanged 11 SP:Iteration 25Q (918.397346 sec): 3 clusters Score: Raw -208991.678912 + Penalty 2610.305872 = -206381.373040 nChanged 14 SP:Iteration 26Q (918.452866 sec): 3 clusters Score: Raw -208998.485348 + Penalty 2610.305872 = -206388.179476 nChanged 21 SP:Iteration 27Q (918.496251 sec): 3 clusters Score: Raw -209005.715283 + Penalty 2610.305872 = -206395.409411 nChanged 11 SP:Iteration 28Q (918.562112 sec): 3 clusters Score: Raw -209009.533896 + Penalty 2610.305872 = -206399.228024 nChanged 11 SP:Iteration 29Q (918.614135 sec): 3 clusters Score: Raw -209013.710510 + Penalty 2610.305872 = -206403.404638 nChanged 12 SP:Iteration 30Q (918.661561 sec): 3 clusters Score: Raw -209018.473424 + Penalty 2610.305872 = -206408.167552 nChanged 13 SP:Iteration 31Q (918.714917 sec): 3 clusters Score: Raw -209023.988420 + Penalty 2610.305872 = -206413.682548 nChanged 10 SP:Iteration 32Q (918.771199 sec): 3 clusters Score: Raw -209027.988935 + Penalty 2610.305872 = -206417.683063 nChanged 13 SP:Iteration 33Q (918.826755 sec): 3 clusters Score: Raw -209034.105792 + Penalty 2610.305872 = -206423.799920 nChanged 17 SP:Iteration 34Q (918.883432 sec): 3 clusters Score: Raw -209041.663290 + Penalty 2610.305872 = -206431.357418 nChanged 18 SP:Iteration 35Q (918.936275 sec): 3 clusters Score: Raw -209049.762563 + Penalty 2610.305872 = -206439.456691 nChanged 19 SP:Iteration 36Q (918.980365 sec): 3 clusters Score: Raw -209057.428346 + Penalty 2610.305872 = -206447.122474 nChanged 12 SP:Iteration 37Q (919.037164 sec): 3 clusters Score: Raw -209063.543940 + Penalty 2610.305872 = -206453.238068 nChanged 8 SP:Iteration 38Q (919.094090 sec): 3 clusters Score: Raw -209066.428445 + Penalty 2610.305872 = -206456.122573 nChanged 6 SP:Iteration 39Q (919.140410 sec): 3 clusters Score: Raw -209068.437734 + Penalty 2610.305872 = -206458.131862 nChanged 8 SP:Iteration 40F (919.185354 sec): 3 clusters Score: Raw -209070.792041 + Penalty 2610.305872 = -206460.486169 nChanged 6 SP:Iteration 41Q (919.240961 sec): 3 clusters Score: Raw -209073.519345 + Penalty 2610.305872 = -206463.213473 nChanged 6 SP:Iteration 42Q (919.292134 sec): 3 clusters Score: Raw -209075.821795 + Penalty 2610.305872 = -206465.515923 nChanged 4 SP:Iteration 43Q (919.341841 sec): 3 clusters Score: Raw -209077.768553 + Penalty 2610.305872 = -206467.462681 nChanged 4 SP:Iteration 44Q (919.398037 sec): 3 clusters Score: Raw -209080.233218 + Penalty 2610.305872 = -206469.927346 nChanged 4 SP:Iteration 45Q (919.445655 sec): 3 clusters Score: Raw -209082.502721 + Penalty 2610.305872 = -206472.196849 nChanged 4 SP:Iteration 46Q (919.498470 sec): 3 clusters Score: Raw -209083.947075 + Penalty 2610.305872 = -206473.641203 nChanged 5 SP:Iteration 47Q (919.546112 sec): 3 clusters Score: Raw -209085.679780 + Penalty 2610.305872 = -206475.373908 nChanged 3 SP:Iteration 48Q (919.601100 sec): 3 clusters Score: Raw -209086.496270 + Penalty 2610.305872 = -206476.190398 nChanged 2 SP:Iteration 49Q (919.665164 sec): 3 clusters Score: Raw -209087.495260 + Penalty 2610.305872 = -206477.189388 nChanged 3 SP:Iteration 50Q (919.718404 sec): 3 clusters Score: Raw -209088.440576 + Penalty 2610.305872 = -206478.134704 nChanged 2 SP:Iteration 51Q (919.759910 sec): 3 clusters Score: Raw -209089.288638 + Penalty 2610.305872 = -206478.982766 nChanged 7 SP:Iteration 52Q (919.821709 sec): 3 clusters Score: Raw -209093.437297 + Penalty 2610.305872 = -206483.131425 nChanged 3 SP:Iteration 53Q (919.876489 sec): 3 clusters Score: Raw -209094.767527 + Penalty 2610.305872 = -206484.461655 nChanged 3 SP:Iteration 54Q (919.928873 sec): 3 clusters Score: Raw -209095.786623 + Penalty 2610.305872 = -206485.480751 nChanged 5 SP:Iteration 55Q (919.983113 sec): 3 clusters Score: Raw -209097.520992 + Penalty 2610.305872 = -206487.215120 nChanged 7 SP:Iteration 56Q (920.033197 sec): 3 clusters Score: Raw -209099.427842 + Penalty 2610.305872 = -206489.121970 nChanged 6 SP:Iteration 57Q (920.077604 sec): 3 clusters Score: Raw -209101.140637 + Penalty 2610.305872 = -206490.834765 nChanged 12 SP:Iteration 58Q (920.126913 sec): 3 clusters Score: Raw -209105.083525 + Penalty 2610.305872 = -206494.777653 nChanged 10 SP:Iteration 59Q (920.183153 sec): 3 clusters Score: Raw -209108.055668 + Penalty 2610.305872 = -206497.749796 nChanged 8 SP:Iteration 60F (920.234909 sec): 3 clusters Score: Raw -209110.894269 + Penalty 2610.305872 = -206500.588397 nChanged 9 SP:Iteration 61Q (920.290645 sec): 3 clusters Score: Raw -209114.574979 + Penalty 2610.305872 = -206504.269107 nChanged 7 SP:Iteration 62Q (920.350158 sec): 3 clusters Score: Raw -209116.410773 + Penalty 2610.305872 = -206506.104901 nChanged 7 SP:Iteration 63Q (920.392442 sec): 3 clusters Score: Raw -209118.663038 + Penalty 2610.305872 = -206508.357166 nChanged 9 SP:Iteration 64Q (920.454466 sec): 3 clusters Score: Raw -209121.584106 + Penalty 2610.305872 = -206511.278234 nChanged 10 SP:Iteration 65Q (920.508378 sec): 3 clusters Score: Raw -209126.341356 + Penalty 2610.305872 = -206516.035484 nChanged 8 SP:Iteration 66Q (920.551961 sec): 3 clusters Score: Raw -209129.236356 + Penalty 2610.305872 = -206518.930484 nChanged 7 SP:Iteration 67Q (920.606160 sec): 3 clusters Score: Raw -209133.846773 + Penalty 2610.305872 = -206523.540901 nChanged 9 SP:Iteration 68Q (920.663229 sec): 3 clusters Score: Raw -209140.013511 + Penalty 2610.305872 = -206529.707639 nChanged 9 SP:Iteration 69Q (920.710848 sec): 3 clusters Score: Raw -209144.708965 + Penalty 2610.305872 = -206534.403093 nChanged 10 SP:Iteration 70Q (920.765365 sec): 3 clusters Score: Raw -209147.870956 + Penalty 2610.305872 = -206537.565084 nChanged 3 SP:Iteration 71Q (920.819995 sec): 3 clusters Score: Raw -209148.872641 + Penalty 2610.305872 = -206538.566769 nChanged 1 SP:Iteration 72Q (920.871087 sec): 3 clusters Score: Raw -209149.097966 + Penalty 2610.305872 = -206538.792094 nChanged 0 SP:Iteration 73F (920.927257 sec): 3 clusters Score: Raw -209149.097966 + Penalty 2610.305872 = -206538.792094 nChanged 0 Iteration 99Q (924.846084 sec): 36 clusters Score: Raw -32156032.450138 + Penalty 74653.165843 = -32081379.284295 nChanged 763 Iteration 100F (935.766805 sec): 36 clusters Score: Raw -32156296.728568 + Penalty 74653.165843 = -32081643.562725 nChanged 1019 Iteration 101Q (939.477248 sec): 36 clusters Score: Raw -32156455.498730 + Penalty 74653.165843 = -32081802.332887 nChanged 848 Iteration 102Q (943.107537 sec): 36 clusters Score: Raw -32156577.886759 + Penalty 74653.165843 = -32081924.720916 nChanged 718 Iteration 103Q (947.086648 sec): 36 clusters Score: Raw -32156673.756634 + Penalty 74653.165843 = -32082020.590791 nChanged 671 Iteration 104Q (950.869922 sec): 36 clusters Score: Raw -32156752.403360 + Penalty 74653.165843 = -32082099.237517 nChanged 623 Iteration 105Q (954.568891 sec): 36 clusters Score: Raw -32156826.738610 + Penalty 74653.165843 = -32082173.572767 nChanged 577 Iteration 106Q (958.232927 sec): 36 clusters Score: Raw -32156888.110440 + Penalty 74653.165843 = -32082234.944597 nChanged 524 Iteration 107Q (961.888049 sec): 36 clusters Score: Raw -32156938.636270 + Penalty 74653.165843 = -32082285.470427 nChanged 458 Iteration 108Q (965.518455 sec): 36 clusters Score: Raw -32156975.606911 + Penalty 74653.165843 = -32082322.441068 nChanged 379 Iteration 109Q (969.085142 sec): 36 clusters Score: Raw -32156998.969622 + Penalty 74653.165843 = -32082345.803779 nChanged 310 Iteration 110Q (973.066922 sec): 36 clusters Score: Raw -32157014.326572 + Penalty 74653.165843 = -32082361.160729 nChanged 276 Iteration 111Q (977.379994 sec): 36 clusters Score: Raw -32157027.864552 + Penalty 74653.165843 = -32082374.698709 nChanged 225 Iteration 112Q (981.382932 sec): 36 clusters Score: Raw -32157036.497322 + Penalty 74653.165843 = -32082383.331479 nChanged 186 Iteration 113Q (985.416737 sec): 36 clusters Score: Raw -32157044.189663 + Penalty 74653.165843 = -32082391.023820 nChanged 183 Iteration 114Q (989.209998 sec): 36 clusters Score: Raw -32157051.955779 + Penalty 74653.165843 = -32082398.789937 nChanged 159 Iteration 115Q (993.212716 sec): 36 clusters Score: Raw -32157057.173657 + Penalty 74653.165843 = -32082404.007815 nChanged 144 Iteration 116Q (997.074172 sec): 36 clusters Score: Raw -32157062.354439 + Penalty 74653.165843 = -32082409.188596 nChanged 158 Iteration 117Q (1000.789156 sec): 36 clusters Score: Raw -32157068.352710 + Penalty 74653.165843 = -32082415.186867 nChanged 142 Iteration 118Q (1004.685669 sec): 36 clusters Score: Raw -32157073.543867 + Penalty 74653.165843 = -32082420.378024 nChanged 155 Iteration 119Q (1008.720647 sec): 36 clusters Score: Raw -32157079.827399 + Penalty 74653.165843 = -32082426.661556 nChanged 148 Iteration 120F (1019.730725 sec): 36 clusters Score: Raw -32157084.870420 + Penalty 74653.165843 = -32082431.704577 nChanged 115 Iteration 121Q (1023.486119 sec): 36 clusters Score: Raw -32157088.676434 + Penalty 74653.165843 = -32082435.510591 nChanged 78 Iteration 122Q (1027.398570 sec): 36 clusters Score: Raw -32157091.056959 + Penalty 74653.165843 = -32082437.891116 nChanged 78 Iteration 123Q (1031.141914 sec): 36 clusters Score: Raw -32157093.530614 + Penalty 74653.165843 = -32082440.364771 nChanged 88 Iteration 124Q (1035.003564 sec): 36 clusters Score: Raw -32157096.348630 + Penalty 74653.165843 = -32082443.182787 nChanged 89 Iteration 125Q (1038.711086 sec): 36 clusters Score: Raw -32157098.951662 + Penalty 74653.165843 = -32082445.785819 nChanged 85 Iteration 126Q (1042.747168 sec): 36 clusters Score: Raw -32157101.560798 + Penalty 74653.165843 = -32082448.394955 nChanged 65 Iteration 127Q (1046.378193 sec): 36 clusters Score: Raw -32157103.263122 + Penalty 74653.165843 = -32082450.097279 nChanged 59 Iteration 128Q (1050.276162 sec): 36 clusters Score: Raw -32157104.795570 + Penalty 74653.165843 = -32082451.629727 nChanged 51 Iteration 129Q (1054.482063 sec): 36 clusters Score: Raw -32157106.400804 + Penalty 74653.165843 = -32082453.234961 nChanged 54 Iteration 130Q (1058.155505 sec): 36 clusters Score: Raw -32157107.646855 + Penalty 74653.165843 = -32082454.481012 nChanged 36 Iteration 131Q (1061.863970 sec): 36 clusters Score: Raw -32157108.319352 + Penalty 74653.165843 = -32082455.153509 nChanged 41 Iteration 132Q (1065.391343 sec): 36 clusters Score: Raw -32157109.338900 + Penalty 74653.165843 = -32082456.173057 nChanged 50 Iteration 133Q (1069.263042 sec): 36 clusters Score: Raw -32157110.441366 + Penalty 74653.165843 = -32082457.275523 nChanged 55 Iteration 134Q (1073.145238 sec): 36 clusters Score: Raw -32157111.516411 + Penalty 74653.165843 = -32082458.350568 nChanged 37 Iteration 135Q (1077.201707 sec): 36 clusters Score: Raw -32157112.475586 + Penalty 74653.165843 = -32082459.309743 nChanged 38 Iteration 136Q (1080.707655 sec): 36 clusters Score: Raw -32157113.234794 + Penalty 74653.165843 = -32082460.068951 nChanged 45 Iteration 137Q (1084.328892 sec): 36 clusters Score: Raw -32157114.106054 + Penalty 74653.165843 = -32082460.940211 nChanged 45 Iteration 138Q (1088.215374 sec): 36 clusters Score: Raw -32157115.159897 + Penalty 74653.165843 = -32082461.994054 nChanged 43 Writing temp clu file Because OldScore, -32082460.940211, is greater than current (better) Score,-32082461.994054 Compute initial score before splitting: Score: Raw -32157115.159897 + Penalty 74653.165843 = -32082461.994054 Trying to split cluster 1 (8795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1088.434472 sec): 2 clusters Score: Raw -607175.631892 + Penalty 1475.815032 = -605699.816860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1088.495091 sec): 3 clusters Score: Raw -602352.235496 + Penalty 2951.630064 = -599400.605433 nChanged 3696 SP:Iteration 1F (1088.557489 sec): 3 clusters Score: Raw -604311.122437 + Penalty 2951.630064 = -601359.492373 nChanged 579 SP:Iteration 2F (1088.621577 sec): 3 clusters Score: Raw -604632.044102 + Penalty 2951.630064 = -601680.414038 nChanged 533 SP:Iteration 3F (1088.682119 sec): 3 clusters Score: Raw -604978.599264 + Penalty 2951.630064 = -602026.969200 nChanged 525 SP:Iteration 4F (1088.751846 sec): 3 clusters Score: Raw -605387.113317 + Penalty 2951.630064 = -602435.483253 nChanged 572 SP:Iteration 5F (1088.816621 sec): 3 clusters Score: Raw -605803.920869 + Penalty 2951.630064 = -602852.290805 nChanged 541 SP:Iteration 6F (1088.871482 sec): 3 clusters Score: Raw -606181.183347 + Penalty 2951.630064 = -603229.553284 nChanged 475 SP:Iteration 7F (1088.940648 sec): 3 clusters Score: Raw -606497.769533 + Penalty 2951.630064 = -603546.139470 nChanged 399 SP:Iteration 8Q (1089.000236 sec): 3 clusters Score: Raw -606735.094820 + Penalty 2951.630064 = -603783.464756 nChanged 320 SP:Iteration 9Q (1089.061214 sec): 3 clusters Score: Raw -606950.996812 + Penalty 2951.630064 = -603999.366748 nChanged 308 SP:Iteration 10Q (1089.138511 sec): 3 clusters Score: Raw -607152.549392 + Penalty 2951.630064 = -604200.919329 nChanged 254 SP:Iteration 11Q (1089.189503 sec): 3 clusters Score: Raw -607308.912019 + Penalty 2951.630064 = -604357.281955 nChanged 215 SP:Iteration 12Q (1089.263347 sec): 3 clusters Score: Raw -607454.218758 + Penalty 2951.630064 = -604502.588694 nChanged 185 SP:Iteration 13Q (1089.317981 sec): 3 clusters Score: Raw -607577.475389 + Penalty 2951.630064 = -604625.845325 nChanged 157 SP:Iteration 14Q (1089.378198 sec): 3 clusters Score: Raw -607677.257927 + Penalty 2951.630064 = -604725.627863 nChanged 109 SP:Iteration 15Q (1089.441284 sec): 3 clusters Score: Raw -607736.720418 + Penalty 2951.630064 = -604785.090355 nChanged 90 SP:Iteration 16Q (1089.498882 sec): 3 clusters Score: Raw -607785.243450 + Penalty 2951.630064 = -604833.613386 nChanged 70 SP:Iteration 17Q (1089.562915 sec): 3 clusters Score: Raw -607830.247252 + Penalty 2951.630064 = -604878.617188 nChanged 69 SP:Iteration 18Q (1089.632800 sec): 3 clusters Score: Raw -607873.717185 + Penalty 2951.630064 = -604922.087121 nChanged 56 SP:Iteration 19Q (1089.688772 sec): 3 clusters Score: Raw -607903.031650 + Penalty 2951.630064 = -604951.401587 nChanged 39 SP:Iteration 20F (1089.753201 sec): 3 clusters Score: Raw -607925.663660 + Penalty 2951.630064 = -604974.033597 nChanged 28 SP:Iteration 21Q (1089.812188 sec): 3 clusters Score: Raw -607944.881357 + Penalty 2951.630064 = -604993.251294 nChanged 22 SP:Iteration 22Q (1089.861819 sec): 3 clusters Score: Raw -607958.613775 + Penalty 2951.630064 = -605006.983712 nChanged 21 SP:Iteration 23Q (1089.920615 sec): 3 clusters Score: Raw -607971.172399 + Penalty 2951.630064 = -605019.542335 nChanged 12 SP:Iteration 24Q (1089.991649 sec): 3 clusters Score: Raw -607977.633733 + Penalty 2951.630064 = -605026.003669 nChanged 10 SP:Iteration 25Q (1090.038542 sec): 3 clusters Score: Raw -607983.444031 + Penalty 2951.630064 = -605031.813967 nChanged 7 SP:Iteration 26Q (1090.099379 sec): 3 clusters Score: Raw -607985.833480 + Penalty 2951.630064 = -605034.203416 nChanged 4 SP:Iteration 27Q (1090.170600 sec): 3 clusters Score: Raw -607988.579990 + Penalty 2951.630064 = -605036.949926 nChanged 8 SP:Iteration 28Q (1090.218843 sec): 3 clusters Score: Raw -607991.713653 + Penalty 2951.630064 = -605040.083589 nChanged 5 SP:Iteration 29Q (1090.286481 sec): 3 clusters Score: Raw -607993.144768 + Penalty 2951.630064 = -605041.514704 nChanged 1 SP:Iteration 30Q (1090.350937 sec): 3 clusters Score: Raw -607993.380987 + Penalty 2951.630064 = -605041.750923 nChanged 1 SP:Iteration 31Q (1090.412184 sec): 3 clusters Score: Raw -607993.436792 + Penalty 2951.630064 = -605041.806728 nChanged 0 SP:Iteration 32F (1090.473081 sec): 3 clusters Score: Raw -607993.436792 + Penalty 2951.630064 = -605041.806728 nChanged 0 Trying to split cluster 2 (10073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1090.515462 sec): 2 clusters Score: Raw -661044.536045 + Penalty 1497.862252 = -659546.673793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1090.580138 sec): 3 clusters Score: Raw -655385.786921 + Penalty 2995.724503 = -652390.062418 nChanged 4345 SP:Iteration 1F (1090.648383 sec): 3 clusters Score: Raw -657841.486301 + Penalty 2995.724503 = -654845.761798 nChanged 703 SP:Iteration 2F (1090.716066 sec): 3 clusters Score: Raw -658253.356061 + Penalty 2995.724503 = -655257.631558 nChanged 649 SP:Iteration 3F (1090.774740 sec): 3 clusters Score: Raw -658640.365428 + Penalty 2995.724503 = -655644.640925 nChanged 643 SP:Iteration 4F (1090.834684 sec): 3 clusters Score: Raw -659014.742724 + Penalty 2995.724503 = -656019.018221 nChanged 580 SP:Iteration 5F (1090.903181 sec): 3 clusters Score: Raw -659353.013739 + Penalty 2995.724503 = -656357.289235 nChanged 491 SP:Iteration 6Q (1090.968191 sec): 3 clusters Score: Raw -659640.513037 + Penalty 2995.724503 = -656644.788534 nChanged 444 SP:Iteration 7Q (1091.021248 sec): 3 clusters Score: Raw -659911.112576 + Penalty 2995.724503 = -656915.388073 nChanged 395 SP:Iteration 8Q (1091.085452 sec): 3 clusters Score: Raw -660153.250195 + Penalty 2995.724503 = -657157.525692 nChanged 344 SP:Iteration 9Q (1091.158697 sec): 3 clusters Score: Raw -660365.182458 + Penalty 2995.724503 = -657369.457955 nChanged 277 SP:Iteration 10Q (1091.224683 sec): 3 clusters Score: Raw -660553.006852 + Penalty 2995.724503 = -657557.282349 nChanged 248 SP:Iteration 11Q (1091.278187 sec): 3 clusters Score: Raw -660733.362981 + Penalty 2995.724503 = -657737.638477 nChanged 206 SP:Iteration 12Q (1091.343969 sec): 3 clusters Score: Raw -660898.920546 + Penalty 2995.724503 = -657903.196043 nChanged 159 SP:Iteration 13Q (1091.414784 sec): 3 clusters Score: Raw -661025.772397 + Penalty 2995.724503 = -658030.047894 nChanged 143 SP:Iteration 14Q (1091.485145 sec): 3 clusters Score: Raw -661148.497270 + Penalty 2995.724503 = -658152.772767 nChanged 117 SP:Iteration 15Q (1091.537516 sec): 3 clusters Score: Raw -661237.444524 + Penalty 2995.724503 = -658241.720021 nChanged 120 SP:Iteration 16Q (1091.609868 sec): 3 clusters Score: Raw -661307.231097 + Penalty 2995.724503 = -658311.506593 nChanged 82 SP:Iteration 17Q (1091.672493 sec): 3 clusters Score: Raw -661346.849816 + Penalty 2995.724503 = -658351.125313 nChanged 64 SP:Iteration 18Q (1091.728420 sec): 3 clusters Score: Raw -661375.056130 + Penalty 2995.724503 = -658379.331626 nChanged 48 SP:Iteration 19Q (1091.801305 sec): 3 clusters Score: Raw -661392.508840 + Penalty 2995.724503 = -658396.784337 nChanged 27 SP:Iteration 20F (1091.859812 sec): 3 clusters Score: Raw -661400.341462 + Penalty 2995.724503 = -658404.616959 nChanged 19 SP:Iteration 21Q (1091.920414 sec): 3 clusters Score: Raw -661407.071559 + Penalty 2995.724503 = -658411.347056 nChanged 26 SP:Iteration 22Q (1091.972520 sec): 3 clusters Score: Raw -661418.121738 + Penalty 2995.724503 = -658422.397235 nChanged 18 SP:Iteration 23Q (1092.034133 sec): 3 clusters Score: Raw -661424.737038 + Penalty 2995.724503 = -658429.012535 nChanged 16 SP:Iteration 24Q (1092.107903 sec): 3 clusters Score: Raw -661429.906484 + Penalty 2995.724503 = -658434.181981 nChanged 19 SP:Iteration 25Q (1092.169379 sec): 3 clusters Score: Raw -661435.103345 + Penalty 2995.724503 = -658439.378842 nChanged 15 SP:Iteration 26Q (1092.234465 sec): 3 clusters Score: Raw -661438.154699 + Penalty 2995.724503 = -658442.430196 nChanged 8 SP:Iteration 27Q (1092.290554 sec): 3 clusters Score: Raw -661439.760197 + Penalty 2995.724503 = -658444.035694 nChanged 7 SP:Iteration 28Q (1092.357540 sec): 3 clusters Score: Raw -661441.450273 + Penalty 2995.724503 = -658445.725770 nChanged 3 SP:Iteration 29Q (1092.419007 sec): 3 clusters Score: Raw -661442.543300 + Penalty 2995.724503 = -658446.818796 nChanged 6 SP:Iteration 30Q (1092.477480 sec): 3 clusters Score: Raw -661444.223930 + Penalty 2995.724503 = -658448.499427 nChanged 6 SP:Iteration 31Q (1092.544989 sec): 3 clusters Score: Raw -661445.175257 + Penalty 2995.724503 = -658449.450754 nChanged 7 SP:Iteration 32Q (1092.606204 sec): 3 clusters Score: Raw -661447.233974 + Penalty 2995.724503 = -658451.509471 nChanged 10 SP:Iteration 33Q (1092.670658 sec): 3 clusters Score: Raw -661451.153488 + Penalty 2995.724503 = -658455.428985 nChanged 7 SP:Iteration 34Q (1092.722360 sec): 3 clusters Score: Raw -661452.669396 + Penalty 2995.724503 = -658456.944893 nChanged 5 SP:Iteration 35Q (1092.786133 sec): 3 clusters Score: Raw -661453.529733 + Penalty 2995.724503 = -658457.805230 nChanged 5 SP:Iteration 36Q (1092.854415 sec): 3 clusters Score: Raw -661454.341180 + Penalty 2995.724503 = -658458.616677 nChanged 5 SP:Iteration 37Q (1092.901818 sec): 3 clusters Score: Raw -661455.395465 + Penalty 2995.724503 = -658459.670962 nChanged 7 SP:Iteration 38Q (1092.967652 sec): 3 clusters Score: Raw -661457.281252 + Penalty 2995.724503 = -658461.556749 nChanged 9 SP:Iteration 39Q (1093.030354 sec): 3 clusters Score: Raw -661460.156386 + Penalty 2995.724503 = -658464.431882 nChanged 7 SP:Iteration 40F (1093.093764 sec): 3 clusters Score: Raw -661461.987465 + Penalty 2995.724503 = -658466.262962 nChanged 9 SP:Iteration 41Q (1093.148781 sec): 3 clusters Score: Raw -661463.500060 + Penalty 2995.724503 = -658467.775557 nChanged 3 SP:Iteration 42Q (1093.213370 sec): 3 clusters Score: Raw -661464.039093 + Penalty 2995.724503 = -658468.314589 nChanged 2 SP:Iteration 43Q (1093.272764 sec): 3 clusters Score: Raw -661464.717908 + Penalty 2995.724503 = -658468.993405 nChanged 1 SP:Iteration 44Q (1093.334405 sec): 3 clusters Score: Raw -661465.023969 + Penalty 2995.724503 = -658469.299466 nChanged 2 SP:Iteration 45Q (1093.408448 sec): 3 clusters Score: Raw -661465.225764 + Penalty 2995.724503 = -658469.501261 nChanged 0 SP:Iteration 46F (1093.470720 sec): 3 clusters Score: Raw -661465.225764 + Penalty 2995.724503 = -658469.501261 nChanged 0 Trying to split cluster 3 (8386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1093.510449 sec): 2 clusters Score: Raw -571421.775411 + Penalty 1468.076826 = -569953.698585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1093.572326 sec): 3 clusters Score: Raw -566789.447408 + Penalty 2936.153652 = -563853.293756 nChanged 3535 SP:Iteration 1F (1093.634136 sec): 3 clusters Score: Raw -568690.871962 + Penalty 2936.153652 = -565754.718310 nChanged 503 SP:Iteration 2F (1093.681309 sec): 3 clusters Score: Raw -568911.487779 + Penalty 2936.153652 = -565975.334127 nChanged 425 SP:Iteration 3F (1093.752370 sec): 3 clusters Score: Raw -569110.750774 + Penalty 2936.153652 = -566174.597123 nChanged 395 SP:Iteration 4Q (1093.814948 sec): 3 clusters Score: Raw -569312.528001 + Penalty 2936.153652 = -566376.374350 nChanged 406 SP:Iteration 5Q (1093.877277 sec): 3 clusters Score: Raw -569535.345636 + Penalty 2936.153652 = -566599.191985 nChanged 402 SP:Iteration 6Q (1093.927152 sec): 3 clusters Score: Raw -569791.897300 + Penalty 2936.153652 = -566855.743649 nChanged 428 SP:Iteration 7F (1093.991170 sec): 3 clusters Score: Raw -570083.084688 + Penalty 2936.153652 = -567146.931036 nChanged 435 SP:Iteration 8F (1094.047754 sec): 3 clusters Score: Raw -570374.132069 + Penalty 2936.153652 = -567437.978418 nChanged 421 SP:Iteration 9F (1094.101381 sec): 3 clusters Score: Raw -570645.541886 + Penalty 2936.153652 = -567709.388234 nChanged 395 SP:Iteration 10Q (1094.159187 sec): 3 clusters Score: Raw -570842.439056 + Penalty 2936.153652 = -567906.285405 nChanged 302 SP:Iteration 11Q (1094.226068 sec): 3 clusters Score: Raw -570966.793283 + Penalty 2936.153652 = -568030.639631 nChanged 210 SP:Iteration 12Q (1094.293371 sec): 3 clusters Score: Raw -571040.241675 + Penalty 2936.153652 = -568104.088023 nChanged 186 SP:Iteration 13Q (1094.343837 sec): 3 clusters Score: Raw -571102.699694 + Penalty 2936.153652 = -568166.546042 nChanged 136 SP:Iteration 14Q (1094.406621 sec): 3 clusters Score: Raw -571145.926796 + Penalty 2936.153652 = -568209.773145 nChanged 115 SP:Iteration 15Q (1094.463285 sec): 3 clusters Score: Raw -571179.875658 + Penalty 2936.153652 = -568243.722006 nChanged 93 SP:Iteration 16Q (1094.535259 sec): 3 clusters Score: Raw -571205.802776 + Penalty 2936.153652 = -568269.649124 nChanged 90 SP:Iteration 17Q (1094.599073 sec): 3 clusters Score: Raw -571227.684333 + Penalty 2936.153652 = -568291.530682 nChanged 97 SP:Iteration 18Q (1094.649579 sec): 3 clusters Score: Raw -571251.574774 + Penalty 2936.153652 = -568315.421122 nChanged 67 SP:Iteration 19Q (1094.711562 sec): 3 clusters Score: Raw -571269.573561 + Penalty 2936.153652 = -568333.419910 nChanged 78 SP:Iteration 20F (1094.774457 sec): 3 clusters Score: Raw -571289.280247 + Penalty 2936.153652 = -568353.126595 nChanged 81 SP:Iteration 21Q (1094.842319 sec): 3 clusters Score: Raw -571313.102563 + Penalty 2936.153652 = -568376.948911 nChanged 79 SP:Iteration 22Q (1094.901094 sec): 3 clusters Score: Raw -571337.380924 + Penalty 2936.153652 = -568401.227273 nChanged 83 SP:Iteration 23Q (1094.963424 sec): 3 clusters Score: Raw -571362.273148 + Penalty 2936.153652 = -568426.119497 nChanged 77 SP:Iteration 24Q (1095.030530 sec): 3 clusters Score: Raw -571383.974917 + Penalty 2936.153652 = -568447.821265 nChanged 82 SP:Iteration 25Q (1095.094562 sec): 3 clusters Score: Raw -571409.368820 + Penalty 2936.153652 = -568473.215169 nChanged 76 SP:Iteration 26Q (1095.143160 sec): 3 clusters Score: Raw -571434.059015 + Penalty 2936.153652 = -568497.905364 nChanged 81 SP:Iteration 27Q (1095.201173 sec): 3 clusters Score: Raw -571464.641273 + Penalty 2936.153652 = -568528.487621 nChanged 91 SP:Iteration 28Q (1095.274105 sec): 3 clusters Score: Raw -571499.302138 + Penalty 2936.153652 = -568563.148486 nChanged 76 SP:Iteration 29Q (1095.328592 sec): 3 clusters Score: Raw -571525.810728 + Penalty 2936.153652 = -568589.657076 nChanged 72 SP:Iteration 30Q (1095.395743 sec): 3 clusters Score: Raw -571547.974400 + Penalty 2936.153652 = -568611.820749 nChanged 65 SP:Iteration 31Q (1095.460077 sec): 3 clusters Score: Raw -571568.504207 + Penalty 2936.153652 = -568632.350555 nChanged 61 SP:Iteration 32Q (1095.520366 sec): 3 clusters Score: Raw -571590.192938 + Penalty 2936.153652 = -568654.039287 nChanged 64 SP:Iteration 33Q (1095.569086 sec): 3 clusters Score: Raw -571618.220534 + Penalty 2936.153652 = -568682.066883 nChanged 62 SP:Iteration 34Q (1095.635925 sec): 3 clusters Score: Raw -571645.803715 + Penalty 2936.153652 = -568709.650063 nChanged 36 SP:Iteration 35Q (1095.704726 sec): 3 clusters Score: Raw -571663.109061 + Penalty 2936.153652 = -568726.955409 nChanged 42 SP:Iteration 36Q (1095.761076 sec): 3 clusters Score: Raw -571677.991504 + Penalty 2936.153652 = -568741.837852 nChanged 24 SP:Iteration 37Q (1095.823768 sec): 3 clusters Score: Raw -571685.285828 + Penalty 2936.153652 = -568749.132177 nChanged 23 SP:Iteration 38Q (1095.873447 sec): 3 clusters Score: Raw -571691.907081 + Penalty 2936.153652 = -568755.753429 nChanged 24 SP:Iteration 39Q (1095.944505 sec): 3 clusters Score: Raw -571699.215488 + Penalty 2936.153652 = -568763.061836 nChanged 26 SP:Iteration 40F (1096.002590 sec): 3 clusters Score: Raw -571709.452742 + Penalty 2936.153652 = -568773.299091 nChanged 18 SP:Iteration 41Q (1096.053152 sec): 3 clusters Score: Raw -571714.683343 + Penalty 2936.153652 = -568778.529692 nChanged 23 SP:Iteration 42Q (1096.128296 sec): 3 clusters Score: Raw -571721.301137 + Penalty 2936.153652 = -568785.147486 nChanged 19 SP:Iteration 43Q (1096.191062 sec): 3 clusters Score: Raw -571727.126851 + Penalty 2936.153652 = -568790.973200 nChanged 23 SP:Iteration 44Q (1096.248397 sec): 3 clusters Score: Raw -571733.521506 + Penalty 2936.153652 = -568797.367854 nChanged 23 SP:Iteration 45Q (1096.313374 sec): 3 clusters Score: Raw -571739.818047 + Penalty 2936.153652 = -568803.664395 nChanged 17 SP:Iteration 46Q (1096.366824 sec): 3 clusters Score: Raw -571743.820260 + Penalty 2936.153652 = -568807.666609 nChanged 17 SP:Iteration 47Q (1096.421607 sec): 3 clusters Score: Raw -571747.439620 + Penalty 2936.153652 = -568811.285969 nChanged 11 SP:Iteration 48Q (1096.477576 sec): 3 clusters Score: Raw -571750.086894 + Penalty 2936.153652 = -568813.933242 nChanged 11 SP:Iteration 49Q (1096.541212 sec): 3 clusters Score: Raw -571752.594398 + Penalty 2936.153652 = -568816.440746 nChanged 17 SP:Iteration 50Q (1096.601272 sec): 3 clusters Score: Raw -571756.861032 + Penalty 2936.153652 = -568820.707380 nChanged 10 SP:Iteration 51Q (1096.660033 sec): 3 clusters Score: Raw -571759.236688 + Penalty 2936.153652 = -568823.083036 nChanged 9 SP:Iteration 52Q (1096.717392 sec): 3 clusters Score: Raw -571762.032702 + Penalty 2936.153652 = -568825.879050 nChanged 8 SP:Iteration 53Q (1096.783141 sec): 3 clusters Score: Raw -571763.621097 + Penalty 2936.153652 = -568827.467445 nChanged 8 SP:Iteration 54Q (1096.839514 sec): 3 clusters Score: Raw -571765.264451 + Penalty 2936.153652 = -568829.110800 nChanged 7 SP:Iteration 55Q (1096.906126 sec): 3 clusters Score: Raw -571766.604225 + Penalty 2936.153652 = -568830.450574 nChanged 6 SP:Iteration 56Q (1096.968756 sec): 3 clusters Score: Raw -571767.968184 + Penalty 2936.153652 = -568831.814533 nChanged 5 SP:Iteration 57Q (1097.029053 sec): 3 clusters Score: Raw -571769.398415 + Penalty 2936.153652 = -568833.244764 nChanged 4 SP:Iteration 58Q (1097.093593 sec): 3 clusters Score: Raw -571770.419391 + Penalty 2936.153652 = -568834.265739 nChanged 3 SP:Iteration 59Q (1097.144038 sec): 3 clusters Score: Raw -571771.760437 + Penalty 2936.153652 = -568835.606785 nChanged 5 SP:Iteration 60F (1097.207411 sec): 3 clusters Score: Raw -571773.317428 + Penalty 2936.153652 = -568837.163776 nChanged 5 SP:Iteration 61Q (1097.281664 sec): 3 clusters Score: Raw -571775.015235 + Penalty 2936.153652 = -568838.861583 nChanged 8 SP:Iteration 62Q (1097.336198 sec): 3 clusters Score: Raw -571778.009438 + Penalty 2936.153652 = -568841.855787 nChanged 7 SP:Iteration 63Q (1097.395765 sec): 3 clusters Score: Raw -571779.559911 + Penalty 2936.153652 = -568843.406260 nChanged 7 SP:Iteration 64Q (1097.454761 sec): 3 clusters Score: Raw -571781.120795 + Penalty 2936.153652 = -568844.967143 nChanged 6 SP:Iteration 65Q (1097.519567 sec): 3 clusters Score: Raw -571782.849379 + Penalty 2936.153652 = -568846.695728 nChanged 5 SP:Iteration 66Q (1097.571952 sec): 3 clusters Score: Raw -571784.504220 + Penalty 2936.153652 = -568848.350569 nChanged 4 SP:Iteration 67Q (1097.636737 sec): 3 clusters Score: Raw -571785.864308 + Penalty 2936.153652 = -568849.710657 nChanged 4 SP:Iteration 68Q (1097.696958 sec): 3 clusters Score: Raw -571786.878598 + Penalty 2936.153652 = -568850.724946 nChanged 3 SP:Iteration 69Q (1097.745446 sec): 3 clusters Score: Raw -571787.769948 + Penalty 2936.153652 = -568851.616297 nChanged 2 SP:Iteration 70Q (1097.817023 sec): 3 clusters Score: Raw -571788.407193 + Penalty 2936.153652 = -568852.253542 nChanged 0 SP:Iteration 71F (1097.877958 sec): 3 clusters Score: Raw -571788.407193 + Penalty 2936.153652 = -568852.253542 nChanged 0 Trying to split cluster 4 (10292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1097.916849 sec): 2 clusters Score: Raw -676907.908923 + Penalty 1501.357353 = -675406.551570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1097.981353 sec): 3 clusters Score: Raw -670962.689849 + Penalty 3002.714706 = -667959.975143 nChanged 4548 SP:Iteration 1F (1098.043769 sec): 3 clusters Score: Raw -673529.783581 + Penalty 3002.714706 = -670527.068874 nChanged 609 SP:Iteration 2F (1098.111157 sec): 3 clusters Score: Raw -673793.088228 + Penalty 3002.714706 = -670790.373521 nChanged 503 SP:Iteration 3Q (1098.170310 sec): 3 clusters Score: Raw -674016.856169 + Penalty 3002.714706 = -671014.141463 nChanged 488 SP:Iteration 4Q (1098.248497 sec): 3 clusters Score: Raw -674254.280124 + Penalty 3002.714706 = -671251.565417 nChanged 503 SP:Iteration 5Q (1098.316522 sec): 3 clusters Score: Raw -674527.979971 + Penalty 3002.714706 = -671525.265265 nChanged 546 SP:Iteration 6F (1098.377321 sec): 3 clusters Score: Raw -674860.842977 + Penalty 3002.714706 = -671858.128271 nChanged 609 SP:Iteration 7F (1098.447159 sec): 3 clusters Score: Raw -675332.613109 + Penalty 3002.714706 = -672329.898403 nChanged 646 SP:Iteration 8F (1098.508377 sec): 3 clusters Score: Raw -675899.915405 + Penalty 3002.714706 = -672897.200699 nChanged 572 SP:Iteration 9F (1098.575771 sec): 3 clusters Score: Raw -676469.855022 + Penalty 3002.714706 = -673467.140316 nChanged 403 SP:Iteration 10Q (1098.641650 sec): 3 clusters Score: Raw -676884.139942 + Penalty 3002.714706 = -673881.425236 nChanged 216 SP:Iteration 11Q (1098.697958 sec): 3 clusters Score: Raw -677101.497252 + Penalty 3002.714706 = -674098.782545 nChanged 124 SP:Iteration 12Q (1098.766474 sec): 3 clusters Score: Raw -677226.940688 + Penalty 3002.714706 = -674224.225982 nChanged 67 SP:Iteration 13Q (1098.836229 sec): 3 clusters Score: Raw -677299.933118 + Penalty 3002.714706 = -674297.218411 nChanged 41 SP:Iteration 14Q (1098.887047 sec): 3 clusters Score: Raw -677351.037240 + Penalty 3002.714706 = -674348.322534 nChanged 30 SP:Iteration 15Q (1098.958246 sec): 3 clusters Score: Raw -677384.911403 + Penalty 3002.714706 = -674382.196697 nChanged 14 SP:Iteration 16Q (1099.012138 sec): 3 clusters Score: Raw -677396.300708 + Penalty 3002.714706 = -674393.586002 nChanged 8 SP:Iteration 17Q (1099.084779 sec): 3 clusters Score: Raw -677402.673732 + Penalty 3002.714706 = -674399.959025 nChanged 2 SP:Iteration 18Q (1099.133924 sec): 3 clusters Score: Raw -677403.517919 + Penalty 3002.714706 = -674400.803213 nChanged 1 SP:Iteration 19Q (1099.203263 sec): 3 clusters Score: Raw -677403.802200 + Penalty 3002.714706 = -674401.087493 nChanged 1 SP:Iteration 20F (1099.269060 sec): 3 clusters Score: Raw -677411.500480 + Penalty 3002.714706 = -674408.785773 nChanged 7 SP:Iteration 21Q (1099.331061 sec): 3 clusters Score: Raw -677422.985183 + Penalty 3002.714706 = -674420.270476 nChanged 9 SP:Iteration 22Q (1099.386527 sec): 3 clusters Score: Raw -677433.467404 + Penalty 3002.714706 = -674430.752698 nChanged 5 SP:Iteration 23Q (1099.449533 sec): 3 clusters Score: Raw -677437.970491 + Penalty 3002.714706 = -674435.255784 nChanged 2 SP:Iteration 24Q (1099.505844 sec): 3 clusters Score: Raw -677440.249102 + Penalty 3002.714706 = -674437.534395 nChanged 4 SP:Iteration 25Q (1099.557826 sec): 3 clusters Score: Raw -677447.013734 + Penalty 3002.714706 = -674444.299027 nChanged 5 SP:Iteration 26Q (1099.628899 sec): 3 clusters Score: Raw -677452.833015 + Penalty 3002.714706 = -674450.118308 nChanged 7 SP:Iteration 27Q (1099.687371 sec): 3 clusters Score: Raw -677463.660470 + Penalty 3002.714706 = -674460.945763 nChanged 5 SP:Iteration 28Q (1099.739638 sec): 3 clusters Score: Raw -677469.275966 + Penalty 3002.714706 = -674466.561259 nChanged 4 SP:Iteration 29Q (1099.801662 sec): 3 clusters Score: Raw -677472.366747 + Penalty 3002.714706 = -674469.652040 nChanged 3 SP:Iteration 30Q (1099.879408 sec): 3 clusters Score: Raw -677475.275726 + Penalty 3002.714706 = -674472.561019 nChanged 5 SP:Iteration 31Q (1099.943713 sec): 3 clusters Score: Raw -677479.817488 + Penalty 3002.714706 = -674477.102782 nChanged 5 SP:Iteration 32Q (1100.007074 sec): 3 clusters Score: Raw -677482.644878 + Penalty 3002.714706 = -674479.930172 nChanged 4 SP:Iteration 33Q (1100.068352 sec): 3 clusters Score: Raw -677486.664428 + Penalty 3002.714706 = -674483.949722 nChanged 3 SP:Iteration 34Q (1100.124858 sec): 3 clusters Score: Raw -677487.890241 + Penalty 3002.714706 = -674485.175535 nChanged 1 SP:Iteration 35Q (1100.177525 sec): 3 clusters Score: Raw -677488.270591 + Penalty 3002.714706 = -674485.555884 nChanged 0 SP:Iteration 36F (1100.241408 sec): 3 clusters Score: Raw -677488.270591 + Penalty 3002.714706 = -674485.555884 nChanged 0 Trying to split cluster 5 (19286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1100.295847 sec): 2 clusters Score: Raw -1338655.445141 + Penalty 1603.409392 = -1337052.035748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1100.373383 sec): 3 clusters Score: Raw -1327002.377745 + Penalty 3206.818785 = -1323795.558960 nChanged 8720 SP:Iteration 1F (1100.464534 sec): 3 clusters Score: Raw -1331898.895877 + Penalty 3206.818785 = -1328692.077092 nChanged 1045 SP:Iteration 2F (1100.537452 sec): 3 clusters Score: Raw -1332395.355838 + Penalty 3206.818785 = -1329188.537053 nChanged 1169 SP:Iteration 3F (1100.628507 sec): 3 clusters Score: Raw -1333125.950766 + Penalty 3206.818785 = -1329919.131981 nChanged 1471 SP:Iteration 4F (1100.706350 sec): 3 clusters Score: Raw -1334391.794625 + Penalty 3206.818785 = -1331184.975840 nChanged 1809 SP:Iteration 5F (1100.787577 sec): 3 clusters Score: Raw -1336157.926789 + Penalty 3206.818785 = -1332951.108004 nChanged 1633 SP:Iteration 6F (1100.867854 sec): 3 clusters Score: Raw -1337711.803689 + Penalty 3206.818785 = -1334504.984904 nChanged 1164 SP:Iteration 7F (1100.950269 sec): 3 clusters Score: Raw -1338710.452863 + Penalty 3206.818785 = -1335503.634078 nChanged 734 SP:Iteration 8Q (1101.034086 sec): 3 clusters Score: Raw -1339210.284638 + Penalty 3206.818785 = -1336003.465853 nChanged 414 SP:Iteration 9Q (1101.114154 sec): 3 clusters Score: Raw -1339430.431060 + Penalty 3206.818785 = -1336223.612275 nChanged 251 SP:Iteration 10Q (1101.185321 sec): 3 clusters Score: Raw -1339534.989867 + Penalty 3206.818785 = -1336328.171082 nChanged 160 SP:Iteration 11Q (1101.270161 sec): 3 clusters Score: Raw -1339588.119221 + Penalty 3206.818785 = -1336381.300436 nChanged 92 SP:Iteration 12Q (1101.356220 sec): 3 clusters Score: Raw -1339613.128257 + Penalty 3206.818785 = -1336406.309472 nChanged 68 SP:Iteration 13Q (1101.436985 sec): 3 clusters Score: Raw -1339632.028462 + Penalty 3206.818785 = -1336425.209677 nChanged 45 SP:Iteration 14Q (1101.522220 sec): 3 clusters Score: Raw -1339642.668276 + Penalty 3206.818785 = -1336435.849491 nChanged 41 SP:Iteration 15Q (1101.601915 sec): 3 clusters Score: Raw -1339652.713519 + Penalty 3206.818785 = -1336445.894734 nChanged 32 SP:Iteration 16Q (1101.682718 sec): 3 clusters Score: Raw -1339660.729487 + Penalty 3206.818785 = -1336453.910702 nChanged 27 SP:Iteration 17Q (1101.767142 sec): 3 clusters Score: Raw -1339667.424078 + Penalty 3206.818785 = -1336460.605293 nChanged 18 SP:Iteration 18Q (1101.846998 sec): 3 clusters Score: Raw -1339671.752435 + Penalty 3206.818785 = -1336464.933650 nChanged 16 SP:Iteration 19Q (1101.923157 sec): 3 clusters Score: Raw -1339675.173506 + Penalty 3206.818785 = -1336468.354721 nChanged 10 SP:Iteration 20F (1101.992099 sec): 3 clusters Score: Raw -1339677.726013 + Penalty 3206.818785 = -1336470.907228 nChanged 9 SP:Iteration 21Q (1102.069395 sec): 3 clusters Score: Raw -1339679.367988 + Penalty 3206.818785 = -1336472.549203 nChanged 7 SP:Iteration 22Q (1102.159729 sec): 3 clusters Score: Raw -1339681.129004 + Penalty 3206.818785 = -1336474.310219 nChanged 5 SP:Iteration 23Q (1102.236278 sec): 3 clusters Score: Raw -1339682.204687 + Penalty 3206.818785 = -1336475.385902 nChanged 5 SP:Iteration 24Q (1102.315940 sec): 3 clusters Score: Raw -1339683.210661 + Penalty 3206.818785 = -1336476.391876 nChanged 4 SP:Iteration 25Q (1102.396790 sec): 3 clusters Score: Raw -1339683.776757 + Penalty 3206.818785 = -1336476.957972 nChanged 1 SP:Iteration 26Q (1102.479897 sec): 3 clusters Score: Raw -1339684.091556 + Penalty 3206.818785 = -1336477.272771 nChanged 3 SP:Iteration 27Q (1102.566572 sec): 3 clusters Score: Raw -1339684.478208 + Penalty 3206.818785 = -1336477.659423 nChanged 4 SP:Iteration 28Q (1102.649590 sec): 3 clusters Score: Raw -1339685.321320 + Penalty 3206.818785 = -1336478.502535 nChanged 5 SP:Iteration 29Q (1102.727028 sec): 3 clusters Score: Raw -1339686.244352 + Penalty 3206.818785 = -1336479.425567 nChanged 10 SP:Iteration 30Q (1102.808356 sec): 3 clusters Score: Raw -1339687.985926 + Penalty 3206.818785 = -1336481.167141 nChanged 6 SP:Iteration 31Q (1102.891995 sec): 3 clusters Score: Raw -1339689.178610 + Penalty 3206.818785 = -1336482.359825 nChanged 6 SP:Iteration 32Q (1102.970935 sec): 3 clusters Score: Raw -1339691.747763 + Penalty 3206.818785 = -1336484.928978 nChanged 9 SP:Iteration 33Q (1103.052192 sec): 3 clusters Score: Raw -1339695.045913 + Penalty 3206.818785 = -1336488.227128 nChanged 5 SP:Iteration 34Q (1103.132623 sec): 3 clusters Score: Raw -1339696.759332 + Penalty 3206.818785 = -1336489.940547 nChanged 4 SP:Iteration 35Q (1103.213271 sec): 3 clusters Score: Raw -1339697.155390 + Penalty 3206.818785 = -1336490.336605 nChanged 1 SP:Iteration 36Q (1103.288269 sec): 3 clusters Score: Raw -1339697.413774 + Penalty 3206.818785 = -1336490.594989 nChanged 0 SP:Iteration 37F (1103.357111 sec): 3 clusters Score: Raw -1339697.413774 + Penalty 3206.818785 = -1336490.594989 nChanged 0 Trying to split cluster 6 (31082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1103.433647 sec): 2 clusters Score: Raw -2047825.411622 + Penalty 1680.962425 = -2046144.449197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1103.531714 sec): 3 clusters Score: Raw -2028611.104911 + Penalty 3361.924850 = -2025249.180062 nChanged 14275 SP:Iteration 1F (1103.630487 sec): 3 clusters Score: Raw -2036790.331089 + Penalty 3361.924850 = -2033428.406240 nChanged 1775 SP:Iteration 2F (1103.734089 sec): 3 clusters Score: Raw -2037667.115737 + Penalty 3361.924850 = -2034305.190887 nChanged 1926 SP:Iteration 3F (1103.824722 sec): 3 clusters Score: Raw -2038756.759564 + Penalty 3361.924850 = -2035394.834714 nChanged 2061 SP:Iteration 4F (1103.919206 sec): 3 clusters Score: Raw -2040047.278627 + Penalty 3361.924850 = -2036685.353777 nChanged 2173 SP:Iteration 5F (1104.018599 sec): 3 clusters Score: Raw -2041535.900780 + Penalty 3361.924850 = -2038173.975931 nChanged 2054 SP:Iteration 6F (1104.124275 sec): 3 clusters Score: Raw -2042925.708047 + Penalty 3361.924850 = -2039563.783198 nChanged 1784 SP:Iteration 7F (1104.225120 sec): 3 clusters Score: Raw -2044103.538226 + Penalty 3361.924850 = -2040741.613376 nChanged 1467 SP:Iteration 8Q (1104.321388 sec): 3 clusters Score: Raw -2045053.281178 + Penalty 3361.924850 = -2041691.356328 nChanged 1134 SP:Iteration 9Q (1104.424790 sec): 3 clusters Score: Raw -2045777.788577 + Penalty 3361.924850 = -2042415.863727 nChanged 853 SP:Iteration 10Q (1104.522192 sec): 3 clusters Score: Raw -2046360.282189 + Penalty 3361.924850 = -2042998.357340 nChanged 711 SP:Iteration 11Q (1104.629800 sec): 3 clusters Score: Raw -2046814.060454 + Penalty 3361.924850 = -2043452.135604 nChanged 581 SP:Iteration 12Q (1104.728578 sec): 3 clusters Score: Raw -2047151.030308 + Penalty 3361.924850 = -2043789.105459 nChanged 495 SP:Iteration 13Q (1104.824619 sec): 3 clusters Score: Raw -2047415.185291 + Penalty 3361.924850 = -2044053.260441 nChanged 383 SP:Iteration 14Q (1104.906767 sec): 3 clusters Score: Raw -2047596.209090 + Penalty 3361.924850 = -2044234.284241 nChanged 308 SP:Iteration 15Q (1105.004990 sec): 3 clusters Score: Raw -2047724.137178 + Penalty 3361.924850 = -2044362.212328 nChanged 254 SP:Iteration 16Q (1105.096136 sec): 3 clusters Score: Raw -2047817.307702 + Penalty 3361.924850 = -2044455.382853 nChanged 224 SP:Iteration 17Q (1105.197297 sec): 3 clusters Score: Raw -2047898.640176 + Penalty 3361.924850 = -2044536.715327 nChanged 220 SP:Iteration 18Q (1105.293354 sec): 3 clusters Score: Raw -2047980.243852 + Penalty 3361.924850 = -2044618.319003 nChanged 203 SP:Iteration 19Q (1105.393570 sec): 3 clusters Score: Raw -2048060.642419 + Penalty 3361.924850 = -2044698.717569 nChanged 164 SP:Iteration 20F (1105.484824 sec): 3 clusters Score: Raw -2048121.436622 + Penalty 3361.924850 = -2044759.511772 nChanged 149 SP:Iteration 21Q (1105.589518 sec): 3 clusters Score: Raw -2048175.138765 + Penalty 3361.924850 = -2044813.213916 nChanged 143 SP:Iteration 22Q (1105.674200 sec): 3 clusters Score: Raw -2048223.335055 + Penalty 3361.924850 = -2044861.410205 nChanged 127 SP:Iteration 23Q (1105.771695 sec): 3 clusters Score: Raw -2048261.529261 + Penalty 3361.924850 = -2044899.604411 nChanged 105 SP:Iteration 24Q (1105.864326 sec): 3 clusters Score: Raw -2048294.592069 + Penalty 3361.924850 = -2044932.667219 nChanged 102 SP:Iteration 25Q (1105.954299 sec): 3 clusters Score: Raw -2048326.897513 + Penalty 3361.924850 = -2044964.972663 nChanged 79 SP:Iteration 26Q (1106.042435 sec): 3 clusters Score: Raw -2048350.929352 + Penalty 3361.924850 = -2044989.004503 nChanged 60 SP:Iteration 27Q (1106.126014 sec): 3 clusters Score: Raw -2048370.123075 + Penalty 3361.924850 = -2045008.198225 nChanged 55 SP:Iteration 28Q (1106.229835 sec): 3 clusters Score: Raw -2048385.652578 + Penalty 3361.924850 = -2045023.727728 nChanged 46 SP:Iteration 29Q (1106.324176 sec): 3 clusters Score: Raw -2048395.186085 + Penalty 3361.924850 = -2045033.261235 nChanged 36 SP:Iteration 30Q (1106.412415 sec): 3 clusters Score: Raw -2048402.276062 + Penalty 3361.924850 = -2045040.351212 nChanged 35 SP:Iteration 31Q (1106.494763 sec): 3 clusters Score: Raw -2048409.247641 + Penalty 3361.924850 = -2045047.322792 nChanged 38 SP:Iteration 32Q (1106.593567 sec): 3 clusters Score: Raw -2048419.684688 + Penalty 3361.924850 = -2045057.759839 nChanged 41 SP:Iteration 33Q (1106.683317 sec): 3 clusters Score: Raw -2048431.905132 + Penalty 3361.924850 = -2045069.980283 nChanged 41 SP:Iteration 34Q (1106.774363 sec): 3 clusters Score: Raw -2048442.115787 + Penalty 3361.924850 = -2045080.190937 nChanged 40 SP:Iteration 35Q (1106.864775 sec): 3 clusters Score: Raw -2048452.652610 + Penalty 3361.924850 = -2045090.727760 nChanged 42 SP:Iteration 36Q (1106.955190 sec): 3 clusters Score: Raw -2048467.126577 + Penalty 3361.924850 = -2045105.201728 nChanged 44 SP:Iteration 37Q (1107.049040 sec): 3 clusters Score: Raw -2048479.432436 + Penalty 3361.924850 = -2045117.507586 nChanged 39 SP:Iteration 38Q (1107.138520 sec): 3 clusters Score: Raw -2048487.266977 + Penalty 3361.924850 = -2045125.342127 nChanged 34 SP:Iteration 39Q (1107.229505 sec): 3 clusters Score: Raw -2048495.748043 + Penalty 3361.924850 = -2045133.823193 nChanged 32 SP:Iteration 40F (1107.333266 sec): 3 clusters Score: Raw -2048503.608347 + Penalty 3361.924850 = -2045141.683497 nChanged 25 SP:Iteration 41Q (1107.422906 sec): 3 clusters Score: Raw -2048508.214587 + Penalty 3361.924850 = -2045146.289737 nChanged 18 SP:Iteration 42Q (1107.512516 sec): 3 clusters Score: Raw -2048511.077641 + Penalty 3361.924850 = -2045149.152791 nChanged 15 SP:Iteration 43Q (1107.594675 sec): 3 clusters Score: Raw -2048514.272508 + Penalty 3361.924850 = -2045152.347659 nChanged 12 SP:Iteration 44Q (1107.697873 sec): 3 clusters Score: Raw -2048516.532786 + Penalty 3361.924850 = -2045154.607937 nChanged 13 SP:Iteration 45Q (1107.787923 sec): 3 clusters Score: Raw -2048518.647823 + Penalty 3361.924850 = -2045156.722973 nChanged 12 SP:Iteration 46Q (1107.876422 sec): 3 clusters Score: Raw -2048521.312001 + Penalty 3361.924850 = -2045159.387151 nChanged 15 SP:Iteration 47Q (1107.969877 sec): 3 clusters Score: Raw -2048524.434593 + Penalty 3361.924850 = -2045162.509743 nChanged 15 SP:Iteration 48Q (1108.059521 sec): 3 clusters Score: Raw -2048528.338971 + Penalty 3361.924850 = -2045166.414121 nChanged 19 SP:Iteration 49Q (1108.147415 sec): 3 clusters Score: Raw -2048532.392862 + Penalty 3361.924850 = -2045170.468013 nChanged 17 SP:Iteration 50Q (1108.237670 sec): 3 clusters Score: Raw -2048535.678522 + Penalty 3361.924850 = -2045173.753672 nChanged 14 SP:Iteration 51Q (1108.330281 sec): 3 clusters Score: Raw -2048538.270242 + Penalty 3361.924850 = -2045176.345392 nChanged 14 SP:Iteration 52Q (1108.417049 sec): 3 clusters Score: Raw -2048541.035461 + Penalty 3361.924850 = -2045179.110611 nChanged 15 SP:Iteration 53Q (1108.507564 sec): 3 clusters Score: Raw -2048544.762310 + Penalty 3361.924850 = -2045182.837460 nChanged 17 SP:Iteration 54Q (1108.596191 sec): 3 clusters Score: Raw -2048548.051238 + Penalty 3361.924850 = -2045186.126389 nChanged 15 SP:Iteration 55Q (1108.687311 sec): 3 clusters Score: Raw -2048551.493425 + Penalty 3361.924850 = -2045189.568575 nChanged 12 SP:Iteration 56Q (1108.777150 sec): 3 clusters Score: Raw -2048553.474945 + Penalty 3361.924850 = -2045191.550095 nChanged 12 SP:Iteration 57Q (1108.859995 sec): 3 clusters Score: Raw -2048555.313170 + Penalty 3361.924850 = -2045193.388320 nChanged 11 SP:Iteration 58Q (1108.950515 sec): 3 clusters Score: Raw -2048557.512908 + Penalty 3361.924850 = -2045195.588058 nChanged 6 SP:Iteration 59Q (1109.039929 sec): 3 clusters Score: Raw -2048558.761295 + Penalty 3361.924850 = -2045196.836446 nChanged 7 SP:Iteration 60F (1109.144089 sec): 3 clusters Score: Raw -2048559.861704 + Penalty 3361.924850 = -2045197.936855 nChanged 5 SP:Iteration 61Q (1109.235327 sec): 3 clusters Score: Raw -2048560.525116 + Penalty 3361.924850 = -2045198.600267 nChanged 3 SP:Iteration 62Q (1109.328070 sec): 3 clusters Score: Raw -2048561.138727 + Penalty 3361.924850 = -2045199.213877 nChanged 6 SP:Iteration 63Q (1109.413730 sec): 3 clusters Score: Raw -2048562.041959 + Penalty 3361.924850 = -2045200.117109 nChanged 4 SP:Iteration 64Q (1109.509438 sec): 3 clusters Score: Raw -2048562.561505 + Penalty 3361.924850 = -2045200.636655 nChanged 3 SP:Iteration 65Q (1109.602107 sec): 3 clusters Score: Raw -2048563.510346 + Penalty 3361.924850 = -2045201.585496 nChanged 3 SP:Iteration 66Q (1109.693919 sec): 3 clusters Score: Raw -2048563.888467 + Penalty 3361.924850 = -2045201.963617 nChanged 1 SP:Iteration 67Q (1109.779951 sec): 3 clusters Score: Raw -2048563.978060 + Penalty 3361.924850 = -2045202.053210 nChanged 1 SP:Iteration 68Q (1109.861074 sec): 3 clusters Score: Raw -2048564.119714 + Penalty 3361.924850 = -2045202.194865 nChanged 1 SP:Iteration 69Q (1109.946349 sec): 3 clusters Score: Raw -2048564.247847 + Penalty 3361.924850 = -2045202.322997 nChanged 0 SP:Iteration 70F (1110.056714 sec): 3 clusters Score: Raw -2048564.247847 + Penalty 3361.924850 = -2045202.322997 nChanged 0 Trying to split cluster 7 (89770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1110.200652 sec): 2 clusters Score: Raw -6106740.947417 + Penalty 1853.313495 = -6104887.633922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1110.405370 sec): 3 clusters Score: Raw -6048532.434498 + Penalty 3706.626990 = -6044825.807508 nChanged 42856 SP:Iteration 1F (1110.614489 sec): 3 clusters Score: Raw -6074130.227681 + Penalty 3706.626990 = -6070423.600691 nChanged 4494 SP:Iteration 2F (1110.798303 sec): 3 clusters Score: Raw -6076028.585195 + Penalty 3706.626990 = -6072321.958205 nChanged 5357 SP:Iteration 3F (1110.989387 sec): 3 clusters Score: Raw -6078852.191758 + Penalty 3706.626990 = -6075145.564768 nChanged 6382 SP:Iteration 4F (1111.174045 sec): 3 clusters Score: Raw -6083059.894044 + Penalty 3706.626990 = -6079353.267054 nChanged 7012 SP:Iteration 5F (1111.370635 sec): 3 clusters Score: Raw -6088560.844156 + Penalty 3706.626990 = -6084854.217166 nChanged 6938 SP:Iteration 6F (1111.572647 sec): 3 clusters Score: Raw -6094653.308295 + Penalty 3706.626990 = -6090946.681305 nChanged 5679 SP:Iteration 7F (1111.759008 sec): 3 clusters Score: Raw -6099885.480521 + Penalty 3706.626990 = -6096178.853531 nChanged 3974 SP:Iteration 8Q (1111.964252 sec): 3 clusters Score: Raw -6103456.678298 + Penalty 3706.626990 = -6099750.051308 nChanged 2236 SP:Iteration 9Q (1112.167513 sec): 3 clusters Score: Raw -6105332.541336 + Penalty 3706.626990 = -6101625.914346 nChanged 1180 SP:Iteration 10Q (1112.351432 sec): 3 clusters Score: Raw -6106301.045062 + Penalty 3706.626990 = -6102594.418072 nChanged 571 SP:Iteration 11Q (1112.523441 sec): 3 clusters Score: Raw -6106756.329815 + Penalty 3706.626990 = -6103049.702825 nChanged 298 SP:Iteration 12Q (1112.696135 sec): 3 clusters Score: Raw -6106992.652375 + Penalty 3706.626990 = -6103286.025385 nChanged 182 SP:Iteration 13Q (1112.851556 sec): 3 clusters Score: Raw -6107120.622563 + Penalty 3706.626990 = -6103413.995573 nChanged 127 SP:Iteration 14Q (1113.013317 sec): 3 clusters Score: Raw -6107199.560440 + Penalty 3706.626990 = -6103492.933450 nChanged 93 SP:Iteration 15Q (1113.179333 sec): 3 clusters Score: Raw -6107247.978506 + Penalty 3706.626990 = -6103541.351516 nChanged 59 SP:Iteration 16Q (1113.344529 sec): 3 clusters Score: Raw -6107284.208206 + Penalty 3706.626990 = -6103577.581216 nChanged 52 SP:Iteration 17Q (1113.506658 sec): 3 clusters Score: Raw -6107310.145094 + Penalty 3706.626990 = -6103603.518104 nChanged 41 SP:Iteration 18Q (1113.667995 sec): 3 clusters Score: Raw -6107329.237108 + Penalty 3706.626990 = -6103622.610118 nChanged 29 SP:Iteration 19Q (1113.819965 sec): 3 clusters Score: Raw -6107339.382570 + Penalty 3706.626990 = -6103632.755580 nChanged 20 SP:Iteration 20F (1114.019145 sec): 3 clusters Score: Raw -6107347.703176 + Penalty 3706.626990 = -6103641.076186 nChanged 23 SP:Iteration 21Q (1114.179498 sec): 3 clusters Score: Raw -6107355.217251 + Penalty 3706.626990 = -6103648.590261 nChanged 16 SP:Iteration 22Q (1114.346653 sec): 3 clusters Score: Raw -6107361.592398 + Penalty 3706.626990 = -6103654.965408 nChanged 16 SP:Iteration 23Q (1114.521015 sec): 3 clusters Score: Raw -6107365.858064 + Penalty 3706.626990 = -6103659.231074 nChanged 15 SP:Iteration 24Q (1114.682419 sec): 3 clusters Score: Raw -6107371.304909 + Penalty 3706.626990 = -6103664.677919 nChanged 15 SP:Iteration 25Q (1114.840465 sec): 3 clusters Score: Raw -6107376.414601 + Penalty 3706.626990 = -6103669.787611 nChanged 10 SP:Iteration 26Q (1115.002741 sec): 3 clusters Score: Raw -6107380.377384 + Penalty 3706.626990 = -6103673.750394 nChanged 14 SP:Iteration 27Q (1115.163786 sec): 3 clusters Score: Raw -6107384.967631 + Penalty 3706.626990 = -6103678.340641 nChanged 12 SP:Iteration 28Q (1115.319197 sec): 3 clusters Score: Raw -6107389.137848 + Penalty 3706.626990 = -6103682.510858 nChanged 9 SP:Iteration 29Q (1115.487449 sec): 3 clusters Score: Raw -6107392.043452 + Penalty 3706.626990 = -6103685.416463 nChanged 7 SP:Iteration 30Q (1115.650609 sec): 3 clusters Score: Raw -6107394.231177 + Penalty 3706.626990 = -6103687.604187 nChanged 5 SP:Iteration 31Q (1115.820350 sec): 3 clusters Score: Raw -6107396.258698 + Penalty 3706.626990 = -6103689.631708 nChanged 7 SP:Iteration 32Q (1115.982520 sec): 3 clusters Score: Raw -6107398.758380 + Penalty 3706.626990 = -6103692.131390 nChanged 3 SP:Iteration 33Q (1116.143535 sec): 3 clusters Score: Raw -6107399.918609 + Penalty 3706.626990 = -6103693.291619 nChanged 3 SP:Iteration 34Q (1116.293574 sec): 3 clusters Score: Raw -6107400.220947 + Penalty 3706.626990 = -6103693.593957 nChanged 1 SP:Iteration 35Q (1116.459418 sec): 3 clusters Score: Raw -6107400.303727 + Penalty 3706.626990 = -6103693.676737 nChanged 1 SP:Iteration 36Q (1116.623735 sec): 3 clusters Score: Raw -6107400.463923 + Penalty 3706.626990 = -6103693.836933 nChanged 0 SP:Iteration 37F (1116.818016 sec): 3 clusters Score: Raw -6107400.463923 + Penalty 3706.626990 = -6103693.836933 nChanged 0 Trying to split cluster 8 (5829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1116.864458 sec): 2 clusters Score: Raw -373668.558934 + Penalty 1408.972620 = -372259.586314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1116.922407 sec): 3 clusters Score: Raw -370584.299291 + Penalty 2817.945240 = -367766.354051 nChanged 2410 SP:Iteration 1F (1116.981443 sec): 3 clusters Score: Raw -371985.156843 + Penalty 2817.945240 = -369167.211603 nChanged 458 SP:Iteration 2F (1117.038513 sec): 3 clusters Score: Raw -372316.683382 + Penalty 2817.945240 = -369498.738142 nChanged 405 SP:Iteration 3F (1117.096711 sec): 3 clusters Score: Raw -372614.048607 + Penalty 2817.945240 = -369796.103367 nChanged 373 SP:Iteration 4F (1117.144724 sec): 3 clusters Score: Raw -372909.911437 + Penalty 2817.945240 = -370091.966197 nChanged 358 SP:Iteration 5F (1117.216632 sec): 3 clusters Score: Raw -373190.099724 + Penalty 2817.945240 = -370372.154484 nChanged 319 SP:Iteration 6F (1117.272687 sec): 3 clusters Score: Raw -373436.021685 + Penalty 2817.945240 = -370618.076445 nChanged 275 SP:Iteration 7Q (1117.331375 sec): 3 clusters Score: Raw -373638.074175 + Penalty 2817.945240 = -370820.128935 nChanged 219 SP:Iteration 8Q (1117.388276 sec): 3 clusters Score: Raw -373776.636320 + Penalty 2817.945240 = -370958.691081 nChanged 169 SP:Iteration 9Q (1117.447231 sec): 3 clusters Score: Raw -373871.041318 + Penalty 2817.945240 = -371053.096078 nChanged 128 SP:Iteration 10Q (1117.493013 sec): 3 clusters Score: Raw -373934.513185 + Penalty 2817.945240 = -371116.567945 nChanged 109 SP:Iteration 11Q (1117.555789 sec): 3 clusters Score: Raw -373984.439440 + Penalty 2817.945240 = -371166.494200 nChanged 84 SP:Iteration 12Q (1117.605623 sec): 3 clusters Score: Raw -374027.469199 + Penalty 2817.945240 = -371209.523960 nChanged 97 SP:Iteration 13Q (1117.660009 sec): 3 clusters Score: Raw -374069.868867 + Penalty 2817.945240 = -371251.923627 nChanged 104 SP:Iteration 14Q (1117.728526 sec): 3 clusters Score: Raw -374130.189369 + Penalty 2817.945240 = -371312.244129 nChanged 108 SP:Iteration 15Q (1117.781537 sec): 3 clusters Score: Raw -374195.462892 + Penalty 2817.945240 = -371377.517652 nChanged 104 SP:Iteration 16Q (1117.846114 sec): 3 clusters Score: Raw -374254.448526 + Penalty 2817.945240 = -371436.503286 nChanged 95 SP:Iteration 17Q (1117.904864 sec): 3 clusters Score: Raw -374315.107552 + Penalty 2817.945240 = -371497.162312 nChanged 111 SP:Iteration 18Q (1117.952216 sec): 3 clusters Score: Raw -374403.980882 + Penalty 2817.945240 = -371586.035642 nChanged 118 SP:Iteration 19Q (1118.017769 sec): 3 clusters Score: Raw -374502.296962 + Penalty 2817.945240 = -371684.351722 nChanged 113 SP:Iteration 20F (1118.072142 sec): 3 clusters Score: Raw -374580.950420 + Penalty 2817.945240 = -371763.005180 nChanged 94 SP:Iteration 21Q (1118.127565 sec): 3 clusters Score: Raw -374640.007249 + Penalty 2817.945240 = -371822.062009 nChanged 76 SP:Iteration 22Q (1118.182220 sec): 3 clusters Score: Raw -374681.710191 + Penalty 2817.945240 = -371863.764951 nChanged 70 SP:Iteration 23Q (1118.240888 sec): 3 clusters Score: Raw -374718.271467 + Penalty 2817.945240 = -371900.326227 nChanged 51 SP:Iteration 24Q (1118.293945 sec): 3 clusters Score: Raw -374737.900572 + Penalty 2817.945240 = -371919.955332 nChanged 43 SP:Iteration 25Q (1118.350010 sec): 3 clusters Score: Raw -374760.993707 + Penalty 2817.945240 = -371943.048468 nChanged 31 SP:Iteration 26Q (1118.400430 sec): 3 clusters Score: Raw -374771.057465 + Penalty 2817.945240 = -371953.112225 nChanged 20 SP:Iteration 27Q (1118.460693 sec): 3 clusters Score: Raw -374775.540521 + Penalty 2817.945240 = -371957.595281 nChanged 16 SP:Iteration 28Q (1118.510178 sec): 3 clusters Score: Raw -374778.965505 + Penalty 2817.945240 = -371961.020266 nChanged 17 SP:Iteration 29Q (1118.572713 sec): 3 clusters Score: Raw -374782.674875 + Penalty 2817.945240 = -371964.729635 nChanged 15 SP:Iteration 30Q (1118.628533 sec): 3 clusters Score: Raw -374785.016881 + Penalty 2817.945240 = -371967.071641 nChanged 7 SP:Iteration 31Q (1118.686554 sec): 3 clusters Score: Raw -374786.315109 + Penalty 2817.945240 = -371968.369870 nChanged 5 SP:Iteration 32Q (1118.740110 sec): 3 clusters Score: Raw -374787.093404 + Penalty 2817.945240 = -371969.148164 nChanged 1 SP:Iteration 33Q (1118.788862 sec): 3 clusters Score: Raw -374787.138791 + Penalty 2817.945240 = -371969.193551 nChanged 0 SP:Iteration 34F (1118.842800 sec): 3 clusters Score: Raw -374787.138791 + Penalty 2817.945240 = -371969.193551 nChanged 0 Trying to split cluster 9 (12761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1118.899397 sec): 2 clusters Score: Raw -868464.052968 + Penalty 1536.299200 = -866927.753768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1118.965030 sec): 3 clusters Score: Raw -860963.320036 + Penalty 3072.598400 = -857890.721636 nChanged 5697 SP:Iteration 1F (1119.033858 sec): 3 clusters Score: Raw -864074.220765 + Penalty 3072.598400 = -861001.622365 nChanged 690 SP:Iteration 2F (1119.100636 sec): 3 clusters Score: Raw -864340.237377 + Penalty 3072.598400 = -861267.638976 nChanged 625 SP:Iteration 3Q (1119.174004 sec): 3 clusters Score: Raw -864612.372996 + Penalty 3072.598400 = -861539.774596 nChanged 625 SP:Iteration 4Q (1119.244114 sec): 3 clusters Score: Raw -864931.705720 + Penalty 3072.598400 = -861859.107320 nChanged 656 SP:Iteration 5F (1119.309986 sec): 3 clusters Score: Raw -865268.403220 + Penalty 3072.598400 = -862195.804820 nChanged 681 SP:Iteration 6F (1119.383506 sec): 3 clusters Score: Raw -865648.488899 + Penalty 3072.598400 = -862575.890499 nChanged 690 SP:Iteration 7F (1119.453973 sec): 3 clusters Score: Raw -866082.077112 + Penalty 3072.598400 = -863009.478712 nChanged 709 SP:Iteration 8F (1119.513556 sec): 3 clusters Score: Raw -866508.336441 + Penalty 3072.598400 = -863435.738041 nChanged 629 SP:Iteration 9Q (1119.584032 sec): 3 clusters Score: Raw -866890.335035 + Penalty 3072.598400 = -863817.736635 nChanged 551 SP:Iteration 10Q (1119.660649 sec): 3 clusters Score: Raw -867227.359877 + Penalty 3072.598400 = -864154.761477 nChanged 436 SP:Iteration 11Q (1119.740403 sec): 3 clusters Score: Raw -867490.824975 + Penalty 3072.598400 = -864418.226575 nChanged 379 SP:Iteration 12Q (1119.811487 sec): 3 clusters Score: Raw -867713.882277 + Penalty 3072.598400 = -864641.283877 nChanged 304 SP:Iteration 13Q (1119.876818 sec): 3 clusters Score: Raw -867929.170496 + Penalty 3072.598400 = -864856.572095 nChanged 285 SP:Iteration 14Q (1119.933964 sec): 3 clusters Score: Raw -868098.128371 + Penalty 3072.598400 = -865025.529971 nChanged 237 SP:Iteration 15Q (1120.002767 sec): 3 clusters Score: Raw -868202.255816 + Penalty 3072.598400 = -865129.657416 nChanged 185 SP:Iteration 16Q (1120.062411 sec): 3 clusters Score: Raw -868268.838965 + Penalty 3072.598400 = -865196.240565 nChanged 131 SP:Iteration 17Q (1120.140532 sec): 3 clusters Score: Raw -868310.433841 + Penalty 3072.598400 = -865237.835441 nChanged 103 SP:Iteration 18Q (1120.200862 sec): 3 clusters Score: Raw -868342.949595 + Penalty 3072.598400 = -865270.351195 nChanged 100 SP:Iteration 19Q (1120.267074 sec): 3 clusters Score: Raw -868375.946603 + Penalty 3072.598400 = -865303.348203 nChanged 102 SP:Iteration 20F (1120.343654 sec): 3 clusters Score: Raw -868408.347984 + Penalty 3072.598400 = -865335.749584 nChanged 91 SP:Iteration 21Q (1120.412319 sec): 3 clusters Score: Raw -868435.843173 + Penalty 3072.598400 = -865363.244773 nChanged 81 SP:Iteration 22Q (1120.471566 sec): 3 clusters Score: Raw -868458.596031 + Penalty 3072.598400 = -865385.997631 nChanged 66 SP:Iteration 23Q (1120.538640 sec): 3 clusters Score: Raw -868473.975167 + Penalty 3072.598400 = -865401.376766 nChanged 68 SP:Iteration 24Q (1120.610121 sec): 3 clusters Score: Raw -868492.239716 + Penalty 3072.598400 = -865419.641316 nChanged 54 SP:Iteration 25Q (1120.675711 sec): 3 clusters Score: Raw -868505.524394 + Penalty 3072.598400 = -865432.925993 nChanged 52 SP:Iteration 26Q (1120.740547 sec): 3 clusters Score: Raw -868518.891357 + Penalty 3072.598400 = -865446.292957 nChanged 55 SP:Iteration 27Q (1120.818125 sec): 3 clusters Score: Raw -868529.723455 + Penalty 3072.598400 = -865457.125055 nChanged 38 SP:Iteration 28Q (1120.882377 sec): 3 clusters Score: Raw -868536.336410 + Penalty 3072.598400 = -865463.738010 nChanged 38 SP:Iteration 29Q (1120.952264 sec): 3 clusters Score: Raw -868545.183937 + Penalty 3072.598400 = -865472.585537 nChanged 49 SP:Iteration 30Q (1121.015531 sec): 3 clusters Score: Raw -868556.502961 + Penalty 3072.598400 = -865483.904561 nChanged 54 SP:Iteration 31Q (1121.077770 sec): 3 clusters Score: Raw -868568.985457 + Penalty 3072.598400 = -865496.387057 nChanged 49 SP:Iteration 32Q (1121.149178 sec): 3 clusters Score: Raw -868579.818006 + Penalty 3072.598400 = -865507.219606 nChanged 45 SP:Iteration 33Q (1121.218554 sec): 3 clusters Score: Raw -868590.185925 + Penalty 3072.598400 = -865517.587525 nChanged 41 SP:Iteration 34Q (1121.294500 sec): 3 clusters Score: Raw -868600.045065 + Penalty 3072.598400 = -865527.446665 nChanged 39 SP:Iteration 35Q (1121.366423 sec): 3 clusters Score: Raw -868613.739810 + Penalty 3072.598400 = -865541.141410 nChanged 47 SP:Iteration 36Q (1121.422778 sec): 3 clusters Score: Raw -868627.791198 + Penalty 3072.598400 = -865555.192797 nChanged 39 SP:Iteration 37Q (1121.505371 sec): 3 clusters Score: Raw -868638.732531 + Penalty 3072.598400 = -865566.134131 nChanged 32 SP:Iteration 38Q (1121.571773 sec): 3 clusters Score: Raw -868646.670540 + Penalty 3072.598400 = -865574.072140 nChanged 40 SP:Iteration 39Q (1121.643803 sec): 3 clusters Score: Raw -868657.608526 + Penalty 3072.598400 = -865585.010125 nChanged 46 SP:Iteration 40F (1121.713144 sec): 3 clusters Score: Raw -868670.548344 + Penalty 3072.598400 = -865597.949944 nChanged 46 SP:Iteration 41Q (1121.777484 sec): 3 clusters Score: Raw -868685.162592 + Penalty 3072.598400 = -865612.564192 nChanged 46 SP:Iteration 42Q (1121.846081 sec): 3 clusters Score: Raw -868699.411501 + Penalty 3072.598400 = -865626.813101 nChanged 61 SP:Iteration 43Q (1121.907687 sec): 3 clusters Score: Raw -868717.870202 + Penalty 3072.598400 = -865645.271802 nChanged 65 SP:Iteration 44Q (1121.983386 sec): 3 clusters Score: Raw -868741.137915 + Penalty 3072.598400 = -865668.539515 nChanged 61 SP:Iteration 45Q (1122.045386 sec): 3 clusters Score: Raw -868763.789663 + Penalty 3072.598400 = -865691.191263 nChanged 53 SP:Iteration 46Q (1122.107201 sec): 3 clusters Score: Raw -868781.725772 + Penalty 3072.598400 = -865709.127372 nChanged 38 SP:Iteration 47Q (1122.165738 sec): 3 clusters Score: Raw -868795.681125 + Penalty 3072.598400 = -865723.082724 nChanged 41 SP:Iteration 48Q (1122.243841 sec): 3 clusters Score: Raw -868808.334238 + Penalty 3072.598400 = -865735.735838 nChanged 33 SP:Iteration 49Q (1122.308810 sec): 3 clusters Score: Raw -868821.064411 + Penalty 3072.598400 = -865748.466011 nChanged 41 SP:Iteration 50Q (1122.372320 sec): 3 clusters Score: Raw -868836.264358 + Penalty 3072.598400 = -865763.665958 nChanged 52 SP:Iteration 51Q (1122.435566 sec): 3 clusters Score: Raw -868852.544851 + Penalty 3072.598400 = -865779.946451 nChanged 45 SP:Iteration 52Q (1122.490291 sec): 3 clusters Score: Raw -868866.164288 + Penalty 3072.598400 = -865793.565888 nChanged 37 SP:Iteration 53Q (1122.566945 sec): 3 clusters Score: Raw -868877.257921 + Penalty 3072.598400 = -865804.659521 nChanged 31 SP:Iteration 54Q (1122.621386 sec): 3 clusters Score: Raw -868887.846126 + Penalty 3072.598400 = -865815.247726 nChanged 33 SP:Iteration 55Q (1122.704832 sec): 3 clusters Score: Raw -868898.946600 + Penalty 3072.598400 = -865826.348200 nChanged 34 SP:Iteration 56Q (1122.776318 sec): 3 clusters Score: Raw -868908.330744 + Penalty 3072.598400 = -865835.732344 nChanged 31 SP:Iteration 57Q (1122.834209 sec): 3 clusters Score: Raw -868917.410240 + Penalty 3072.598400 = -865844.811840 nChanged 28 SP:Iteration 58Q (1122.901364 sec): 3 clusters Score: Raw -868924.678537 + Penalty 3072.598400 = -865852.080137 nChanged 17 SP:Iteration 59Q (1122.968702 sec): 3 clusters Score: Raw -868928.246679 + Penalty 3072.598400 = -865855.648279 nChanged 17 SP:Iteration 60F (1123.026858 sec): 3 clusters Score: Raw -868932.321068 + Penalty 3072.598400 = -865859.722668 nChanged 18 SP:Iteration 61Q (1123.105240 sec): 3 clusters Score: Raw -868936.932167 + Penalty 3072.598400 = -865864.333766 nChanged 12 SP:Iteration 62Q (1123.161415 sec): 3 clusters Score: Raw -868939.803135 + Penalty 3072.598400 = -865867.204734 nChanged 14 SP:Iteration 63Q (1123.238583 sec): 3 clusters Score: Raw -868944.670524 + Penalty 3072.598400 = -865872.072124 nChanged 15 SP:Iteration 64Q (1123.300792 sec): 3 clusters Score: Raw -868948.078785 + Penalty 3072.598400 = -865875.480385 nChanged 11 SP:Iteration 65Q (1123.368117 sec): 3 clusters Score: Raw -868950.785570 + Penalty 3072.598400 = -865878.187170 nChanged 13 SP:Iteration 66Q (1123.426724 sec): 3 clusters Score: Raw -868954.174622 + Penalty 3072.598400 = -865881.576222 nChanged 15 SP:Iteration 67Q (1123.485265 sec): 3 clusters Score: Raw -868959.420774 + Penalty 3072.598400 = -865886.822374 nChanged 21 SP:Iteration 68Q (1123.546672 sec): 3 clusters Score: Raw -868969.211560 + Penalty 3072.598400 = -865896.613160 nChanged 34 SP:Iteration 69Q (1123.618462 sec): 3 clusters Score: Raw -868981.390809 + Penalty 3072.598400 = -865908.792409 nChanged 25 SP:Iteration 70Q (1123.674153 sec): 3 clusters Score: Raw -868988.261992 + Penalty 3072.598400 = -865915.663592 nChanged 24 SP:Iteration 71Q (1123.752225 sec): 3 clusters Score: Raw -868994.885877 + Penalty 3072.598400 = -865922.287477 nChanged 20 SP:Iteration 72Q (1123.815163 sec): 3 clusters Score: Raw -869000.267629 + Penalty 3072.598400 = -865927.669228 nChanged 13 SP:Iteration 73Q (1123.877232 sec): 3 clusters Score: Raw -869002.910592 + Penalty 3072.598400 = -865930.312192 nChanged 10 SP:Iteration 74Q (1123.952276 sec): 3 clusters Score: Raw -869005.588504 + Penalty 3072.598400 = -865932.990103 nChanged 8 SP:Iteration 75Q (1124.006557 sec): 3 clusters Score: Raw -869007.562389 + Penalty 3072.598400 = -865934.963989 nChanged 11 SP:Iteration 76Q (1124.082082 sec): 3 clusters Score: Raw -869010.565672 + Penalty 3072.598400 = -865937.967271 nChanged 10 SP:Iteration 77Q (1124.149352 sec): 3 clusters Score: Raw -869013.211861 + Penalty 3072.598400 = -865940.613461 nChanged 7 SP:Iteration 78Q (1124.217660 sec): 3 clusters Score: Raw -869015.101830 + Penalty 3072.598400 = -865942.503429 nChanged 12 SP:Iteration 79Q (1124.286823 sec): 3 clusters Score: Raw -869017.909267 + Penalty 3072.598400 = -865945.310867 nChanged 8 SP:Iteration 80F (1124.356034 sec): 3 clusters Score: Raw -869019.403997 + Penalty 3072.598400 = -865946.805597 nChanged 6 SP:Iteration 81Q (1124.417506 sec): 3 clusters Score: Raw -869020.873995 + Penalty 3072.598400 = -865948.275595 nChanged 2 SP:Iteration 82Q (1124.485255 sec): 3 clusters Score: Raw -869021.220704 + Penalty 3072.598400 = -865948.622304 nChanged 2 SP:Iteration 83Q (1124.553880 sec): 3 clusters Score: Raw -869021.506310 + Penalty 3072.598400 = -865948.907910 nChanged 2 SP:Iteration 84Q (1124.622640 sec): 3 clusters Score: Raw -869021.748149 + Penalty 3072.598400 = -865949.149748 nChanged 1 SP:Iteration 85Q (1124.676330 sec): 3 clusters Score: Raw -869022.071205 + Penalty 3072.598400 = -865949.472804 nChanged 0 SP:Iteration 86F (1124.758678 sec): 3 clusters Score: Raw -869022.071205 + Penalty 3072.598400 = -865949.472804 nChanged 0 Trying to split cluster 10 (77408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1124.886839 sec): 2 clusters Score: Raw -5318719.014828 + Penalty 1829.237380 = -5316889.777448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1125.063703 sec): 3 clusters Score: Raw -5268750.854805 + Penalty 3658.474759 = -5265092.380045 nChanged 36854 SP:Iteration 1F (1125.245470 sec): 3 clusters Score: Raw -5291299.314139 + Penalty 3658.474759 = -5287640.839380 nChanged 4109 SP:Iteration 2F (1125.411881 sec): 3 clusters Score: Raw -5293600.253184 + Penalty 3658.474759 = -5289941.778424 nChanged 5094 SP:Iteration 3F (1125.594907 sec): 3 clusters Score: Raw -5297009.097207 + Penalty 3658.474759 = -5293350.622448 nChanged 5665 SP:Iteration 4F (1125.773460 sec): 3 clusters Score: Raw -5300705.686917 + Penalty 3658.474759 = -5297047.212157 nChanged 5570 SP:Iteration 5F (1125.943858 sec): 3 clusters Score: Raw -5303911.764153 + Penalty 3658.474759 = -5300253.289393 nChanged 4669 SP:Iteration 6F (1126.105971 sec): 3 clusters Score: Raw -5306139.843004 + Penalty 3658.474759 = -5302481.368244 nChanged 3536 SP:Iteration 7Q (1126.296257 sec): 3 clusters Score: Raw -5307589.064179 + Penalty 3658.474759 = -5303930.589419 nChanged 2746 SP:Iteration 8Q (1126.478188 sec): 3 clusters Score: Raw -5308721.937943 + Penalty 3658.474759 = -5305063.463184 nChanged 2261 SP:Iteration 9Q (1126.658780 sec): 3 clusters Score: Raw -5309741.883380 + Penalty 3658.474759 = -5306083.408621 nChanged 1972 SP:Iteration 10Q (1126.838356 sec): 3 clusters Score: Raw -5310661.759471 + Penalty 3658.474759 = -5307003.284711 nChanged 1854 SP:Iteration 11Q (1127.014448 sec): 3 clusters Score: Raw -5311549.869204 + Penalty 3658.474759 = -5307891.394444 nChanged 1730 SP:Iteration 12Q (1127.196477 sec): 3 clusters Score: Raw -5312310.690582 + Penalty 3658.474759 = -5308652.215823 nChanged 1472 SP:Iteration 13Q (1127.373988 sec): 3 clusters Score: Raw -5312910.098357 + Penalty 3658.474759 = -5309251.623597 nChanged 1308 SP:Iteration 14Q (1127.533025 sec): 3 clusters Score: Raw -5313383.213072 + Penalty 3658.474759 = -5309724.738313 nChanged 1235 SP:Iteration 15Q (1127.717569 sec): 3 clusters Score: Raw -5313799.656836 + Penalty 3658.474759 = -5310141.182077 nChanged 1241 SP:Iteration 16Q (1127.881364 sec): 3 clusters Score: Raw -5314225.728152 + Penalty 3658.474759 = -5310567.253393 nChanged 1240 SP:Iteration 17Q (1128.056941 sec): 3 clusters Score: Raw -5314658.930457 + Penalty 3658.474759 = -5311000.455697 nChanged 1267 SP:Iteration 18Q (1128.231562 sec): 3 clusters Score: Raw -5315111.089829 + Penalty 3658.474759 = -5311452.615069 nChanged 1217 SP:Iteration 19Q (1128.403627 sec): 3 clusters Score: Raw -5315553.297913 + Penalty 3658.474759 = -5311894.823153 nChanged 1199 SP:Iteration 20F (1128.579316 sec): 3 clusters Score: Raw -5315996.928676 + Penalty 3658.474759 = -5312338.453916 nChanged 1151 SP:Iteration 21Q (1128.745089 sec): 3 clusters Score: Raw -5316431.197609 + Penalty 3658.474759 = -5312772.722849 nChanged 1074 SP:Iteration 22Q (1128.911752 sec): 3 clusters Score: Raw -5316835.249461 + Penalty 3658.474759 = -5313176.774701 nChanged 994 SP:Iteration 23Q (1129.078025 sec): 3 clusters Score: Raw -5317199.032290 + Penalty 3658.474759 = -5313540.557530 nChanged 989 SP:Iteration 24Q (1129.238317 sec): 3 clusters Score: Raw -5317565.854525 + Penalty 3658.474759 = -5313907.379766 nChanged 934 SP:Iteration 25Q (1129.405410 sec): 3 clusters Score: Raw -5317908.632059 + Penalty 3658.474759 = -5314250.157300 nChanged 855 SP:Iteration 26Q (1129.570465 sec): 3 clusters Score: Raw -5318205.481150 + Penalty 3658.474759 = -5314547.006390 nChanged 719 SP:Iteration 27Q (1129.736315 sec): 3 clusters Score: Raw -5318444.094131 + Penalty 3658.474759 = -5314785.619371 nChanged 664 SP:Iteration 28Q (1129.899398 sec): 3 clusters Score: Raw -5318661.820514 + Penalty 3658.474759 = -5315003.345755 nChanged 580 SP:Iteration 29Q (1130.054638 sec): 3 clusters Score: Raw -5318849.286838 + Penalty 3658.474759 = -5315190.812079 nChanged 528 SP:Iteration 30Q (1130.208400 sec): 3 clusters Score: Raw -5319013.189263 + Penalty 3658.474759 = -5315354.714503 nChanged 489 SP:Iteration 31Q (1130.379754 sec): 3 clusters Score: Raw -5319156.431244 + Penalty 3658.474759 = -5315497.956485 nChanged 413 SP:Iteration 32Q (1130.528062 sec): 3 clusters Score: Raw -5319264.358805 + Penalty 3658.474759 = -5315605.884045 nChanged 356 SP:Iteration 33Q (1130.687023 sec): 3 clusters Score: Raw -5319350.128437 + Penalty 3658.474759 = -5315691.653678 nChanged 321 SP:Iteration 34Q (1130.849660 sec): 3 clusters Score: Raw -5319424.494939 + Penalty 3658.474759 = -5315766.020180 nChanged 275 SP:Iteration 35Q (1130.994975 sec): 3 clusters Score: Raw -5319491.865357 + Penalty 3658.474759 = -5315833.390598 nChanged 259 SP:Iteration 36Q (1131.161611 sec): 3 clusters Score: Raw -5319553.851696 + Penalty 3658.474759 = -5315895.376937 nChanged 224 SP:Iteration 37Q (1131.308041 sec): 3 clusters Score: Raw -5319601.879917 + Penalty 3658.474759 = -5315943.405158 nChanged 202 SP:Iteration 38Q (1131.459055 sec): 3 clusters Score: Raw -5319643.109403 + Penalty 3658.474759 = -5315984.634644 nChanged 175 SP:Iteration 39Q (1131.612405 sec): 3 clusters Score: Raw -5319679.910126 + Penalty 3658.474759 = -5316021.435367 nChanged 161 SP:Iteration 40F (1131.784598 sec): 3 clusters Score: Raw -5319711.913802 + Penalty 3658.474759 = -5316053.439042 nChanged 150 SP:Iteration 41Q (1131.948408 sec): 3 clusters Score: Raw -5319739.728206 + Penalty 3658.474759 = -5316081.253447 nChanged 123 SP:Iteration 42Q (1132.097299 sec): 3 clusters Score: Raw -5319759.340218 + Penalty 3658.474759 = -5316100.865459 nChanged 99 SP:Iteration 43Q (1132.247879 sec): 3 clusters Score: Raw -5319775.420448 + Penalty 3658.474759 = -5316116.945689 nChanged 81 SP:Iteration 44Q (1132.389118 sec): 3 clusters Score: Raw -5319786.195540 + Penalty 3658.474759 = -5316127.720780 nChanged 70 SP:Iteration 45Q (1132.548092 sec): 3 clusters Score: Raw -5319793.314849 + Penalty 3658.474759 = -5316134.840090 nChanged 50 SP:Iteration 46Q (1132.699093 sec): 3 clusters Score: Raw -5319798.427443 + Penalty 3658.474759 = -5316139.952683 nChanged 44 SP:Iteration 47Q (1132.845783 sec): 3 clusters Score: Raw -5319802.725644 + Penalty 3658.474759 = -5316144.250884 nChanged 38 SP:Iteration 48Q (1133.003319 sec): 3 clusters Score: Raw -5319807.296739 + Penalty 3658.474759 = -5316148.821979 nChanged 33 SP:Iteration 49Q (1133.162325 sec): 3 clusters Score: Raw -5319810.892219 + Penalty 3658.474759 = -5316152.417459 nChanged 35 SP:Iteration 50Q (1133.315525 sec): 3 clusters Score: Raw -5319815.883562 + Penalty 3658.474759 = -5316157.408803 nChanged 45 SP:Iteration 51Q (1133.470997 sec): 3 clusters Score: Raw -5319821.254451 + Penalty 3658.474759 = -5316162.779691 nChanged 42 SP:Iteration 52Q (1133.622078 sec): 3 clusters Score: Raw -5319826.262106 + Penalty 3658.474759 = -5316167.787347 nChanged 24 SP:Iteration 53Q (1133.773873 sec): 3 clusters Score: Raw -5319828.833414 + Penalty 3658.474759 = -5316170.358654 nChanged 21 SP:Iteration 54Q (1133.923842 sec): 3 clusters Score: Raw -5319831.752399 + Penalty 3658.474759 = -5316173.277640 nChanged 20 SP:Iteration 55Q (1134.077973 sec): 3 clusters Score: Raw -5319833.720266 + Penalty 3658.474759 = -5316175.245506 nChanged 23 SP:Iteration 56Q (1134.235375 sec): 3 clusters Score: Raw -5319836.326646 + Penalty 3658.474759 = -5316177.851886 nChanged 16 SP:Iteration 57Q (1134.386531 sec): 3 clusters Score: Raw -5319838.206640 + Penalty 3658.474759 = -5316179.731881 nChanged 22 SP:Iteration 58Q (1134.530167 sec): 3 clusters Score: Raw -5319840.631982 + Penalty 3658.474759 = -5316182.157223 nChanged 25 SP:Iteration 59Q (1134.684219 sec): 3 clusters Score: Raw -5319843.243288 + Penalty 3658.474759 = -5316184.768529 nChanged 18 SP:Iteration 60F (1134.858092 sec): 3 clusters Score: Raw -5319844.781370 + Penalty 3658.474759 = -5316186.306611 nChanged 18 SP:Iteration 61Q (1135.001606 sec): 3 clusters Score: Raw -5319846.146776 + Penalty 3658.474759 = -5316187.672017 nChanged 21 SP:Iteration 62Q (1135.153567 sec): 3 clusters Score: Raw -5319847.697060 + Penalty 3658.474759 = -5316189.222301 nChanged 22 SP:Iteration 63Q (1135.296769 sec): 3 clusters Score: Raw -5319849.926864 + Penalty 3658.474759 = -5316191.452105 nChanged 15 SP:Iteration 64Q (1135.455522 sec): 3 clusters Score: Raw -5319851.498607 + Penalty 3658.474759 = -5316193.023848 nChanged 16 SP:Iteration 65Q (1135.598864 sec): 3 clusters Score: Raw -5319852.940658 + Penalty 3658.474759 = -5316194.465899 nChanged 13 SP:Iteration 66Q (1135.740632 sec): 3 clusters Score: Raw -5319854.418660 + Penalty 3658.474759 = -5316195.943901 nChanged 15 SP:Iteration 67Q (1135.896491 sec): 3 clusters Score: Raw -5319856.026826 + Penalty 3658.474759 = -5316197.552067 nChanged 21 SP:Iteration 68Q (1136.039903 sec): 3 clusters Score: Raw -5319858.165212 + Penalty 3658.474759 = -5316199.690452 nChanged 13 SP:Iteration 69Q (1136.182668 sec): 3 clusters Score: Raw -5319859.441522 + Penalty 3658.474759 = -5316200.966762 nChanged 11 SP:Iteration 70Q (1136.333028 sec): 3 clusters Score: Raw -5319860.455987 + Penalty 3658.474759 = -5316201.981228 nChanged 11 SP:Iteration 71Q (1136.488032 sec): 3 clusters Score: Raw -5319861.410127 + Penalty 3658.474759 = -5316202.935367 nChanged 5 SP:Iteration 72Q (1136.635947 sec): 3 clusters Score: Raw -5319861.964631 + Penalty 3658.474759 = -5316203.489872 nChanged 5 SP:Iteration 73Q (1136.778787 sec): 3 clusters Score: Raw -5319862.200305 + Penalty 3658.474759 = -5316203.725546 nChanged 4 SP:Iteration 74Q (1136.922902 sec): 3 clusters Score: Raw -5319862.558985 + Penalty 3658.474759 = -5316204.084225 nChanged 4 SP:Iteration 75Q (1137.075733 sec): 3 clusters Score: Raw -5319863.065209 + Penalty 3658.474759 = -5316204.590449 nChanged 4 SP:Iteration 76Q (1137.224482 sec): 3 clusters Score: Raw -5319863.386876 + Penalty 3658.474759 = -5316204.912117 nChanged 5 SP:Iteration 77Q (1137.383266 sec): 3 clusters Score: Raw -5319863.862316 + Penalty 3658.474759 = -5316205.387557 nChanged 6 SP:Iteration 78Q (1137.534342 sec): 3 clusters Score: Raw -5319864.214629 + Penalty 3658.474759 = -5316205.739869 nChanged 4 SP:Iteration 79Q (1137.690415 sec): 3 clusters Score: Raw -5319864.502412 + Penalty 3658.474759 = -5316206.027652 nChanged 6 SP:Iteration 80F (1137.861768 sec): 3 clusters Score: Raw -5319865.334190 + Penalty 3658.474759 = -5316206.859431 nChanged 9 SP:Iteration 81Q (1138.012672 sec): 3 clusters Score: Raw -5319866.471106 + Penalty 3658.474759 = -5316207.996347 nChanged 6 SP:Iteration 82Q (1138.162776 sec): 3 clusters Score: Raw -5319866.971248 + Penalty 3658.474759 = -5316208.496489 nChanged 4 SP:Iteration 83Q (1138.312488 sec): 3 clusters Score: Raw -5319867.229258 + Penalty 3658.474759 = -5316208.754499 nChanged 5 SP:Iteration 84Q (1138.453834 sec): 3 clusters Score: Raw -5319867.811873 + Penalty 3658.474759 = -5316209.337113 nChanged 6 SP:Iteration 85Q (1138.614264 sec): 3 clusters Score: Raw -5319868.182975 + Penalty 3658.474759 = -5316209.708216 nChanged 3 SP:Iteration 86Q (1138.769273 sec): 3 clusters Score: Raw -5319868.547228 + Penalty 3658.474759 = -5316210.072468 nChanged 3 SP:Iteration 87Q (1138.916935 sec): 3 clusters Score: Raw -5319868.712199 + Penalty 3658.474759 = -5316210.237439 nChanged 2 SP:Iteration 88Q (1139.061434 sec): 3 clusters Score: Raw -5319868.908880 + Penalty 3658.474759 = -5316210.434121 nChanged 2 SP:Iteration 89Q (1139.196183 sec): 3 clusters Score: Raw -5319868.980343 + Penalty 3658.474759 = -5316210.505583 nChanged 2 SP:Iteration 90Q (1139.348205 sec): 3 clusters Score: Raw -5319869.069193 + Penalty 3658.474759 = -5316210.594433 nChanged 0 SP:Iteration 91F (1139.526239 sec): 3 clusters Score: Raw -5319869.069193 + Penalty 3658.474759 = -5316210.594433 nChanged 0 Trying to split cluster 11 (2608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1139.559167 sec): 2 clusters Score: Raw -169082.270785 + Penalty 1278.280075 = -167803.990710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1139.605175 sec): 3 clusters Score: Raw -167911.161979 + Penalty 2556.560150 = -165354.601829 nChanged 918 SP:Iteration 1F (1139.663777 sec): 3 clusters Score: Raw -168547.504128 + Penalty 2556.560150 = -165990.943978 nChanged 232 SP:Iteration 2F (1139.712604 sec): 3 clusters Score: Raw -168795.348488 + Penalty 2556.560150 = -166238.788338 nChanged 189 SP:Iteration 3F (1139.753440 sec): 3 clusters Score: Raw -168969.916574 + Penalty 2556.560150 = -166413.356424 nChanged 152 SP:Iteration 4F (1139.813830 sec): 3 clusters Score: Raw -169105.642695 + Penalty 2556.560150 = -166549.082545 nChanged 119 SP:Iteration 5Q (1139.854905 sec): 3 clusters Score: Raw -169223.205999 + Penalty 2556.560150 = -166666.645849 nChanged 105 SP:Iteration 6Q (1139.910914 sec): 3 clusters Score: Raw -169311.870169 + Penalty 2556.560150 = -166755.310019 nChanged 94 SP:Iteration 7Q (1139.963706 sec): 3 clusters Score: Raw -169386.025858 + Penalty 2556.560150 = -166829.465708 nChanged 84 SP:Iteration 8Q (1140.014999 sec): 3 clusters Score: Raw -169455.512644 + Penalty 2556.560150 = -166898.952494 nChanged 71 SP:Iteration 9Q (1140.058706 sec): 3 clusters Score: Raw -169505.277538 + Penalty 2556.560150 = -166948.717388 nChanged 53 SP:Iteration 10Q (1140.107399 sec): 3 clusters Score: Raw -169538.901053 + Penalty 2556.560150 = -166982.340903 nChanged 33 SP:Iteration 11Q (1140.171936 sec): 3 clusters Score: Raw -169558.215335 + Penalty 2556.560150 = -167001.655185 nChanged 28 SP:Iteration 12Q (1140.224986 sec): 3 clusters Score: Raw -169570.178314 + Penalty 2556.560150 = -167013.618164 nChanged 15 SP:Iteration 13Q (1140.277147 sec): 3 clusters Score: Raw -169577.867823 + Penalty 2556.560150 = -167021.307673 nChanged 9 SP:Iteration 14Q (1140.327373 sec): 3 clusters Score: Raw -169581.301040 + Penalty 2556.560150 = -167024.740890 nChanged 9 SP:Iteration 15Q (1140.380390 sec): 3 clusters Score: Raw -169584.497206 + Penalty 2556.560150 = -167027.937056 nChanged 6 SP:Iteration 16Q (1140.433324 sec): 3 clusters Score: Raw -169587.323593 + Penalty 2556.560150 = -167030.763443 nChanged 5 SP:Iteration 17Q (1140.471260 sec): 3 clusters Score: Raw -169588.713192 + Penalty 2556.560150 = -167032.153042 nChanged 3 SP:Iteration 18Q (1140.524214 sec): 3 clusters Score: Raw -169589.290152 + Penalty 2556.560150 = -167032.730002 nChanged 1 SP:Iteration 19Q (1140.584442 sec): 3 clusters Score: Raw -169589.388502 + Penalty 2556.560150 = -167032.828352 nChanged 0 SP:Iteration 20F (1140.634662 sec): 3 clusters Score: Raw -169589.388502 + Penalty 2556.560150 = -167032.828352 nChanged 0 Trying to split cluster 12 (6388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1140.668924 sec): 2 clusters Score: Raw -425126.415108 + Penalty 1423.853683 = -423702.561425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1140.727897 sec): 3 clusters Score: Raw -421671.943569 + Penalty 2847.707366 = -418824.236203 nChanged 2700 SP:Iteration 1F (1140.780623 sec): 3 clusters Score: Raw -423177.063809 + Penalty 2847.707366 = -420329.356444 nChanged 456 SP:Iteration 2F (1140.830673 sec): 3 clusters Score: Raw -423442.951827 + Penalty 2847.707366 = -420595.244462 nChanged 405 SP:Iteration 3F (1140.884863 sec): 3 clusters Score: Raw -423708.033104 + Penalty 2847.707366 = -420860.325739 nChanged 383 SP:Iteration 4F (1140.947482 sec): 3 clusters Score: Raw -423937.511115 + Penalty 2847.707366 = -421089.803750 nChanged 351 SP:Iteration 5F (1140.998462 sec): 3 clusters Score: Raw -424161.290994 + Penalty 2847.707366 = -421313.583628 nChanged 330 SP:Iteration 6F (1141.066792 sec): 3 clusters Score: Raw -424395.446840 + Penalty 2847.707366 = -421547.739474 nChanged 325 SP:Iteration 7F (1141.121359 sec): 3 clusters Score: Raw -424641.044988 + Penalty 2847.707366 = -421793.337623 nChanged 283 SP:Iteration 8Q (1141.169178 sec): 3 clusters Score: Raw -424838.743358 + Penalty 2847.707366 = -421991.035993 nChanged 219 SP:Iteration 9Q (1141.225832 sec): 3 clusters Score: Raw -424988.245011 + Penalty 2847.707366 = -422140.537645 nChanged 177 SP:Iteration 10Q (1141.288803 sec): 3 clusters Score: Raw -425100.127871 + Penalty 2847.707366 = -422252.420505 nChanged 159 SP:Iteration 11Q (1141.339147 sec): 3 clusters Score: Raw -425193.272418 + Penalty 2847.707366 = -422345.565052 nChanged 126 SP:Iteration 12Q (1141.393977 sec): 3 clusters Score: Raw -425258.532894 + Penalty 2847.707366 = -422410.825529 nChanged 96 SP:Iteration 13Q (1141.458206 sec): 3 clusters Score: Raw -425306.742666 + Penalty 2847.707366 = -422459.035301 nChanged 81 SP:Iteration 14Q (1141.513677 sec): 3 clusters Score: Raw -425346.242779 + Penalty 2847.707366 = -422498.535414 nChanged 68 SP:Iteration 15Q (1141.564691 sec): 3 clusters Score: Raw -425372.487637 + Penalty 2847.707366 = -422524.780272 nChanged 57 SP:Iteration 16Q (1141.628542 sec): 3 clusters Score: Raw -425396.656187 + Penalty 2847.707366 = -422548.948822 nChanged 52 SP:Iteration 17Q (1141.674359 sec): 3 clusters Score: Raw -425418.427400 + Penalty 2847.707366 = -422570.720035 nChanged 59 SP:Iteration 18Q (1141.736439 sec): 3 clusters Score: Raw -425444.857634 + Penalty 2847.707366 = -422597.150269 nChanged 55 SP:Iteration 19Q (1141.791853 sec): 3 clusters Score: Raw -425464.675853 + Penalty 2847.707366 = -422616.968487 nChanged 31 SP:Iteration 20F (1141.862571 sec): 3 clusters Score: Raw -425478.730719 + Penalty 2847.707366 = -422631.023353 nChanged 38 SP:Iteration 21Q (1141.921209 sec): 3 clusters Score: Raw -425490.319332 + Penalty 2847.707366 = -422642.611967 nChanged 27 SP:Iteration 22Q (1141.967852 sec): 3 clusters Score: Raw -425499.254818 + Penalty 2847.707366 = -422651.547453 nChanged 34 SP:Iteration 23Q (1142.038734 sec): 3 clusters Score: Raw -425512.640544 + Penalty 2847.707366 = -422664.933178 nChanged 29 SP:Iteration 24Q (1142.095264 sec): 3 clusters Score: Raw -425521.763763 + Penalty 2847.707366 = -422674.056397 nChanged 25 SP:Iteration 25Q (1142.150963 sec): 3 clusters Score: Raw -425530.883047 + Penalty 2847.707366 = -422683.175681 nChanged 18 SP:Iteration 26Q (1142.205011 sec): 3 clusters Score: Raw -425537.273271 + Penalty 2847.707366 = -422689.565905 nChanged 15 SP:Iteration 27Q (1142.265340 sec): 3 clusters Score: Raw -425541.099410 + Penalty 2847.707366 = -422693.392044 nChanged 14 SP:Iteration 28Q (1142.311360 sec): 3 clusters Score: Raw -425544.636777 + Penalty 2847.707366 = -422696.929411 nChanged 9 SP:Iteration 29Q (1142.366352 sec): 3 clusters Score: Raw -425546.223011 + Penalty 2847.707366 = -422698.515645 nChanged 12 SP:Iteration 30Q (1142.435677 sec): 3 clusters Score: Raw -425550.577406 + Penalty 2847.707366 = -422702.870040 nChanged 10 SP:Iteration 31Q (1142.482732 sec): 3 clusters Score: Raw -425552.169648 + Penalty 2847.707366 = -422704.462282 nChanged 3 SP:Iteration 32Q (1142.549991 sec): 3 clusters Score: Raw -425552.771286 + Penalty 2847.707366 = -422705.063920 nChanged 4 SP:Iteration 33Q (1142.606168 sec): 3 clusters Score: Raw -425553.613618 + Penalty 2847.707366 = -422705.906253 nChanged 6 SP:Iteration 34Q (1142.653802 sec): 3 clusters Score: Raw -425554.843207 + Penalty 2847.707366 = -422707.135841 nChanged 2 SP:Iteration 35Q (1142.719504 sec): 3 clusters Score: Raw -425555.434637 + Penalty 2847.707366 = -422707.727271 nChanged 5 SP:Iteration 36Q (1142.778638 sec): 3 clusters Score: Raw -425557.540123 + Penalty 2847.707366 = -422709.832757 nChanged 11 SP:Iteration 37Q (1142.832442 sec): 3 clusters Score: Raw -425561.241841 + Penalty 2847.707366 = -422713.534476 nChanged 18 SP:Iteration 38Q (1142.890003 sec): 3 clusters Score: Raw -425564.610393 + Penalty 2847.707366 = -422716.903027 nChanged 5 SP:Iteration 39Q (1142.940214 sec): 3 clusters Score: Raw -425566.211325 + Penalty 2847.707366 = -422718.503959 nChanged 9 SP:Iteration 40F (1143.002747 sec): 3 clusters Score: Raw -425568.371490 + Penalty 2847.707366 = -422720.664125 nChanged 10 SP:Iteration 41Q (1143.061184 sec): 3 clusters Score: Raw -425570.741905 + Penalty 2847.707366 = -422723.034540 nChanged 8 SP:Iteration 42Q (1143.118351 sec): 3 clusters Score: Raw -425573.039928 + Penalty 2847.707366 = -422725.332563 nChanged 4 SP:Iteration 43Q (1143.175155 sec): 3 clusters Score: Raw -425574.463838 + Penalty 2847.707366 = -422726.756472 nChanged 2 SP:Iteration 44Q (1143.230297 sec): 3 clusters Score: Raw -425574.835230 + Penalty 2847.707366 = -422727.127865 nChanged 2 SP:Iteration 45Q (1143.285994 sec): 3 clusters Score: Raw -425575.200707 + Penalty 2847.707366 = -422727.493342 nChanged 2 SP:Iteration 46Q (1143.339302 sec): 3 clusters Score: Raw -425575.428135 + Penalty 2847.707366 = -422727.720770 nChanged 0 SP:Iteration 47F (1143.389151 sec): 3 clusters Score: Raw -425575.428135 + Penalty 2847.707366 = -422727.720770 nChanged 0 Trying to split cluster 13 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1143.427734 sec): 2 clusters Score: Raw -17736.875388 + Penalty 980.765733 = -16756.109655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1143.470990 sec): 3 clusters Score: Raw -17740.442308 + Penalty 1961.531466 = -15778.910842 nChanged 103 SP:Iteration 1F (1143.514329 sec): 3 clusters Score: Raw -17942.769353 + Penalty 1961.531466 = -15981.237887 nChanged 37 SP:Iteration 2F (1143.560655 sec): 3 clusters Score: Raw -18032.677225 + Penalty 1961.531466 = -16071.145760 nChanged 24 SP:Iteration 3F (1143.596395 sec): 3 clusters Score: Raw -18086.176480 + Penalty 1961.531466 = -16124.645015 nChanged 14 SP:Iteration 4Q (1143.640594 sec): 3 clusters Score: Raw -18127.664213 + Penalty 1961.531466 = -16166.132748 nChanged 7 SP:Iteration 5Q (1143.680455 sec): 3 clusters Score: Raw -18136.934556 + Penalty 1961.531466 = -16175.403091 nChanged 2 SP:Iteration 6Q (1143.731284 sec): 3 clusters Score: Raw -18140.015874 + Penalty 1961.531466 = -16178.484409 nChanged 1 SP:Iteration 7Q (1143.768962 sec): 3 clusters Score: Raw -18140.846250 + Penalty 1961.531466 = -16179.314785 nChanged 0 SP:Iteration 8F (1143.813779 sec): 3 clusters Score: Raw -18140.846250 + Penalty 1961.531466 = -16179.314785 nChanged 0 Trying to split cluster 14 (54074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1143.922771 sec): 2 clusters Score: Raw -3468305.498331 + Penalty 1770.942673 = -3466534.555658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1144.044256 sec): 3 clusters Score: Raw -3433929.987628 + Penalty 3541.885346 = -3430388.102281 nChanged 25509 SP:Iteration 1F (1144.187083 sec): 3 clusters Score: Raw -3449367.173804 + Penalty 3541.885346 = -3445825.288457 nChanged 2782 SP:Iteration 2F (1144.326040 sec): 3 clusters Score: Raw -3450577.972532 + Penalty 3541.885346 = -3447036.087186 nChanged 2982 SP:Iteration 3F (1144.459143 sec): 3 clusters Score: Raw -3452024.423970 + Penalty 3541.885346 = -3448482.538624 nChanged 3083 SP:Iteration 4F (1144.594338 sec): 3 clusters Score: Raw -3453708.277568 + Penalty 3541.885346 = -3450166.392222 nChanged 3138 SP:Iteration 5F (1144.728031 sec): 3 clusters Score: Raw -3455591.919292 + Penalty 3541.885346 = -3452050.033945 nChanged 3123 SP:Iteration 6F (1144.863666 sec): 3 clusters Score: Raw -3457630.822932 + Penalty 3541.885346 = -3454088.937586 nChanged 2753 SP:Iteration 7F (1145.000116 sec): 3 clusters Score: Raw -3459419.535392 + Penalty 3541.885346 = -3455877.650046 nChanged 2368 SP:Iteration 8Q (1145.140481 sec): 3 clusters Score: Raw -3460721.016073 + Penalty 3541.885346 = -3457179.130727 nChanged 1770 SP:Iteration 9Q (1145.274814 sec): 3 clusters Score: Raw -3461501.723434 + Penalty 3541.885346 = -3457959.838087 nChanged 1319 SP:Iteration 10Q (1145.401427 sec): 3 clusters Score: Raw -3461967.337786 + Penalty 3541.885346 = -3458425.452440 nChanged 996 SP:Iteration 11Q (1145.546744 sec): 3 clusters Score: Raw -3462312.499474 + Penalty 3541.885346 = -3458770.614128 nChanged 927 SP:Iteration 12Q (1145.674508 sec): 3 clusters Score: Raw -3462627.938817 + Penalty 3541.885346 = -3459086.053471 nChanged 895 SP:Iteration 13Q (1145.815594 sec): 3 clusters Score: Raw -3462925.836623 + Penalty 3541.885346 = -3459383.951276 nChanged 871 SP:Iteration 14Q (1145.951541 sec): 3 clusters Score: Raw -3463208.330496 + Penalty 3541.885346 = -3459666.445150 nChanged 880 SP:Iteration 15Q (1146.082042 sec): 3 clusters Score: Raw -3463496.955600 + Penalty 3541.885346 = -3459955.070253 nChanged 853 SP:Iteration 16Q (1146.219278 sec): 3 clusters Score: Raw -3463783.257441 + Penalty 3541.885346 = -3460241.372094 nChanged 861 SP:Iteration 17Q (1146.348784 sec): 3 clusters Score: Raw -3464075.779846 + Penalty 3541.885346 = -3460533.894499 nChanged 828 SP:Iteration 18Q (1146.481886 sec): 3 clusters Score: Raw -3464356.370171 + Penalty 3541.885346 = -3460814.484824 nChanged 846 SP:Iteration 19Q (1146.610424 sec): 3 clusters Score: Raw -3464660.549675 + Penalty 3541.885346 = -3461118.664329 nChanged 846 SP:Iteration 20F (1146.742602 sec): 3 clusters Score: Raw -3464979.366745 + Penalty 3541.885346 = -3461437.481398 nChanged 856 SP:Iteration 21Q (1146.877885 sec): 3 clusters Score: Raw -3465325.873804 + Penalty 3541.885346 = -3461783.988458 nChanged 858 SP:Iteration 22Q (1147.005308 sec): 3 clusters Score: Raw -3465697.261046 + Penalty 3541.885346 = -3462155.375700 nChanged 858 SP:Iteration 23Q (1147.132705 sec): 3 clusters Score: Raw -3466053.052565 + Penalty 3541.885346 = -3462511.167219 nChanged 770 SP:Iteration 24Q (1147.248566 sec): 3 clusters Score: Raw -3466368.532068 + Penalty 3541.885346 = -3462826.646722 nChanged 712 SP:Iteration 25Q (1147.377841 sec): 3 clusters Score: Raw -3466660.874004 + Penalty 3541.885346 = -3463118.988658 nChanged 686 SP:Iteration 26Q (1147.507656 sec): 3 clusters Score: Raw -3466975.692567 + Penalty 3541.885346 = -3463433.807221 nChanged 617 SP:Iteration 27Q (1147.639207 sec): 3 clusters Score: Raw -3467261.257619 + Penalty 3541.885346 = -3463719.372273 nChanged 564 SP:Iteration 28Q (1147.758927 sec): 3 clusters Score: Raw -3467511.102451 + Penalty 3541.885346 = -3463969.217105 nChanged 452 SP:Iteration 29Q (1147.881921 sec): 3 clusters Score: Raw -3467702.016053 + Penalty 3541.885346 = -3464160.130707 nChanged 422 SP:Iteration 30Q (1148.013921 sec): 3 clusters Score: Raw -3467875.134917 + Penalty 3541.885346 = -3464333.249571 nChanged 346 SP:Iteration 31Q (1148.139008 sec): 3 clusters Score: Raw -3468011.991330 + Penalty 3541.885346 = -3464470.105984 nChanged 319 SP:Iteration 32Q (1148.263376 sec): 3 clusters Score: Raw -3468122.320777 + Penalty 3541.885346 = -3464580.435431 nChanged 251 SP:Iteration 33Q (1148.380619 sec): 3 clusters Score: Raw -3468199.083254 + Penalty 3541.885346 = -3464657.197908 nChanged 213 SP:Iteration 34Q (1148.493735 sec): 3 clusters Score: Raw -3468271.990809 + Penalty 3541.885346 = -3464730.105463 nChanged 208 SP:Iteration 35Q (1148.617767 sec): 3 clusters Score: Raw -3468349.265246 + Penalty 3541.885346 = -3464807.379899 nChanged 209 SP:Iteration 36Q (1148.737325 sec): 3 clusters Score: Raw -3468423.159249 + Penalty 3541.885346 = -3464881.273903 nChanged 186 SP:Iteration 37Q (1148.863990 sec): 3 clusters Score: Raw -3468490.021577 + Penalty 3541.885346 = -3464948.136231 nChanged 169 SP:Iteration 38Q (1148.989872 sec): 3 clusters Score: Raw -3468549.840175 + Penalty 3541.885346 = -3465007.954829 nChanged 157 SP:Iteration 39Q (1149.108458 sec): 3 clusters Score: Raw -3468601.238022 + Penalty 3541.885346 = -3465059.352675 nChanged 134 SP:Iteration 40F (1149.245716 sec): 3 clusters Score: Raw -3468646.779949 + Penalty 3541.885346 = -3465104.894603 nChanged 104 SP:Iteration 41Q (1149.366748 sec): 3 clusters Score: Raw -3468679.863201 + Penalty 3541.885346 = -3465137.977855 nChanged 73 SP:Iteration 42Q (1149.484057 sec): 3 clusters Score: Raw -3468699.551803 + Penalty 3541.885346 = -3465157.666456 nChanged 56 SP:Iteration 43Q (1149.600403 sec): 3 clusters Score: Raw -3468715.366194 + Penalty 3541.885346 = -3465173.480848 nChanged 53 SP:Iteration 44Q (1149.714346 sec): 3 clusters Score: Raw -3468729.346507 + Penalty 3541.885346 = -3465187.461160 nChanged 38 SP:Iteration 45Q (1149.841344 sec): 3 clusters Score: Raw -3468737.779057 + Penalty 3541.885346 = -3465195.893711 nChanged 22 SP:Iteration 46Q (1149.959061 sec): 3 clusters Score: Raw -3468742.170515 + Penalty 3541.885346 = -3465200.285168 nChanged 18 SP:Iteration 47Q (1150.076489 sec): 3 clusters Score: Raw -3468745.042687 + Penalty 3541.885346 = -3465203.157341 nChanged 16 SP:Iteration 48Q (1150.191955 sec): 3 clusters Score: Raw -3468747.894811 + Penalty 3541.885346 = -3465206.009465 nChanged 13 SP:Iteration 49Q (1150.324606 sec): 3 clusters Score: Raw -3468751.599874 + Penalty 3541.885346 = -3465209.714527 nChanged 16 SP:Iteration 50Q (1150.437846 sec): 3 clusters Score: Raw -3468755.585442 + Penalty 3541.885346 = -3465213.700096 nChanged 19 SP:Iteration 51Q (1150.551295 sec): 3 clusters Score: Raw -3468760.237515 + Penalty 3541.885346 = -3465218.352169 nChanged 20 SP:Iteration 52Q (1150.666355 sec): 3 clusters Score: Raw -3468765.506070 + Penalty 3541.885346 = -3465223.620723 nChanged 24 SP:Iteration 53Q (1150.779982 sec): 3 clusters Score: Raw -3468771.823401 + Penalty 3541.885346 = -3465229.938054 nChanged 23 SP:Iteration 54Q (1150.897593 sec): 3 clusters Score: Raw -3468778.858587 + Penalty 3541.885346 = -3465236.973241 nChanged 21 SP:Iteration 55Q (1151.011478 sec): 3 clusters Score: Raw -3468783.736264 + Penalty 3541.885346 = -3465241.850918 nChanged 22 SP:Iteration 56Q (1151.137120 sec): 3 clusters Score: Raw -3468788.832207 + Penalty 3541.885346 = -3465246.946861 nChanged 19 SP:Iteration 57Q (1151.252900 sec): 3 clusters Score: Raw -3468793.375144 + Penalty 3541.885346 = -3465251.489798 nChanged 19 SP:Iteration 58Q (1151.366021 sec): 3 clusters Score: Raw -3468798.960113 + Penalty 3541.885346 = -3465257.074767 nChanged 21 SP:Iteration 59Q (1151.474843 sec): 3 clusters Score: Raw -3468803.884950 + Penalty 3541.885346 = -3465261.999603 nChanged 21 SP:Iteration 60F (1151.603791 sec): 3 clusters Score: Raw -3468808.050832 + Penalty 3541.885346 = -3465266.165486 nChanged 17 SP:Iteration 61Q (1151.731153 sec): 3 clusters Score: Raw -3468814.191308 + Penalty 3541.885346 = -3465272.305962 nChanged 24 SP:Iteration 62Q (1151.864571 sec): 3 clusters Score: Raw -3468823.120802 + Penalty 3541.885346 = -3465281.235456 nChanged 25 SP:Iteration 63Q (1151.972624 sec): 3 clusters Score: Raw -3468830.674904 + Penalty 3541.885346 = -3465288.789558 nChanged 29 SP:Iteration 64Q (1152.097315 sec): 3 clusters Score: Raw -3468840.077613 + Penalty 3541.885346 = -3465298.192267 nChanged 19 SP:Iteration 65Q (1152.212006 sec): 3 clusters Score: Raw -3468847.197306 + Penalty 3541.885346 = -3465305.311960 nChanged 21 SP:Iteration 66Q (1152.316012 sec): 3 clusters Score: Raw -3468854.861681 + Penalty 3541.885346 = -3465312.976335 nChanged 22 SP:Iteration 67Q (1152.426766 sec): 3 clusters Score: Raw -3468862.814512 + Penalty 3541.885346 = -3465320.929165 nChanged 18 SP:Iteration 68Q (1152.546555 sec): 3 clusters Score: Raw -3468868.872070 + Penalty 3541.885346 = -3465326.986724 nChanged 19 SP:Iteration 69Q (1152.662299 sec): 3 clusters Score: Raw -3468873.315402 + Penalty 3541.885346 = -3465331.430056 nChanged 11 SP:Iteration 70Q (1152.763394 sec): 3 clusters Score: Raw -3468876.700437 + Penalty 3541.885346 = -3465334.815090 nChanged 7 SP:Iteration 71Q (1152.886891 sec): 3 clusters Score: Raw -3468877.946066 + Penalty 3541.885346 = -3465336.060720 nChanged 6 SP:Iteration 72Q (1152.991989 sec): 3 clusters Score: Raw -3468878.985164 + Penalty 3541.885346 = -3465337.099818 nChanged 4 SP:Iteration 73Q (1153.103659 sec): 3 clusters Score: Raw -3468879.702458 + Penalty 3541.885346 = -3465337.817111 nChanged 3 SP:Iteration 74Q (1153.234403 sec): 3 clusters Score: Raw -3468880.358687 + Penalty 3541.885346 = -3465338.473340 nChanged 3 SP:Iteration 75Q (1153.351617 sec): 3 clusters Score: Raw -3468880.733480 + Penalty 3541.885346 = -3465338.848134 nChanged 2 SP:Iteration 76Q (1153.468702 sec): 3 clusters Score: Raw -3468881.245236 + Penalty 3541.885346 = -3465339.359890 nChanged 1 SP:Iteration 77Q (1153.578266 sec): 3 clusters Score: Raw -3468881.604853 + Penalty 3541.885346 = -3465339.719507 nChanged 0 SP:Iteration 78F (1153.715023 sec): 3 clusters Score: Raw -3468881.604853 + Penalty 3541.885346 = -3465339.719507 nChanged 0 Trying to split cluster 15 (11515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1153.765839 sec): 2 clusters Score: Raw -774196.694801 + Penalty 1519.603444 = -772677.091356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1153.832379 sec): 3 clusters Score: Raw -767606.380404 + Penalty 3039.206889 = -764567.173515 nChanged 5060 SP:Iteration 1F (1153.899562 sec): 3 clusters Score: Raw -770489.918718 + Penalty 3039.206889 = -767450.711829 nChanged 797 SP:Iteration 2F (1153.953316 sec): 3 clusters Score: Raw -770935.048414 + Penalty 3039.206889 = -767895.841525 nChanged 696 SP:Iteration 3F (1154.018467 sec): 3 clusters Score: Raw -771366.604313 + Penalty 3039.206889 = -768327.397424 nChanged 638 SP:Iteration 4F (1154.091146 sec): 3 clusters Score: Raw -771744.686521 + Penalty 3039.206889 = -768705.479632 nChanged 608 SP:Iteration 5F (1154.151151 sec): 3 clusters Score: Raw -772125.260229 + Penalty 3039.206889 = -769086.053340 nChanged 592 SP:Iteration 6F (1154.229432 sec): 3 clusters Score: Raw -772515.671686 + Penalty 3039.206889 = -769476.464797 nChanged 552 SP:Iteration 7Q (1154.293313 sec): 3 clusters Score: Raw -772865.368308 + Penalty 3039.206889 = -769826.161419 nChanged 489 SP:Iteration 8Q (1154.351302 sec): 3 clusters Score: Raw -773124.134312 + Penalty 3039.206889 = -770084.927423 nChanged 395 SP:Iteration 9Q (1154.428406 sec): 3 clusters Score: Raw -773305.216766 + Penalty 3039.206889 = -770266.009877 nChanged 319 SP:Iteration 10Q (1154.500238 sec): 3 clusters Score: Raw -773436.041948 + Penalty 3039.206889 = -770396.835059 nChanged 264 SP:Iteration 11Q (1154.563099 sec): 3 clusters Score: Raw -773537.213602 + Penalty 3039.206889 = -770498.006713 nChanged 213 SP:Iteration 12Q (1154.621010 sec): 3 clusters Score: Raw -773613.238386 + Penalty 3039.206889 = -770574.031497 nChanged 196 SP:Iteration 13Q (1154.688659 sec): 3 clusters Score: Raw -773678.014094 + Penalty 3039.206889 = -770638.807205 nChanged 158 SP:Iteration 14Q (1154.766666 sec): 3 clusters Score: Raw -773722.272549 + Penalty 3039.206889 = -770683.065660 nChanged 134 SP:Iteration 15Q (1154.833997 sec): 3 clusters Score: Raw -773757.944263 + Penalty 3039.206889 = -770718.737374 nChanged 121 SP:Iteration 16Q (1154.903000 sec): 3 clusters Score: Raw -773789.547934 + Penalty 3039.206889 = -770750.341045 nChanged 112 SP:Iteration 17Q (1154.970274 sec): 3 clusters Score: Raw -773816.038701 + Penalty 3039.206889 = -770776.831812 nChanged 97 SP:Iteration 18Q (1155.038675 sec): 3 clusters Score: Raw -773838.180283 + Penalty 3039.206889 = -770798.973394 nChanged 100 SP:Iteration 19Q (1155.106926 sec): 3 clusters Score: Raw -773862.269227 + Penalty 3039.206889 = -770823.062338 nChanged 104 SP:Iteration 20F (1155.162273 sec): 3 clusters Score: Raw -773887.899693 + Penalty 3039.206889 = -770848.692804 nChanged 106 SP:Iteration 21Q (1155.237288 sec): 3 clusters Score: Raw -773916.082965 + Penalty 3039.206889 = -770876.876076 nChanged 113 SP:Iteration 22Q (1155.306994 sec): 3 clusters Score: Raw -773947.700521 + Penalty 3039.206889 = -770908.493632 nChanged 109 SP:Iteration 23Q (1155.365565 sec): 3 clusters Score: Raw -773975.262460 + Penalty 3039.206889 = -770936.055571 nChanged 111 SP:Iteration 24Q (1155.437665 sec): 3 clusters Score: Raw -774010.698880 + Penalty 3039.206889 = -770971.491991 nChanged 117 SP:Iteration 25Q (1155.505762 sec): 3 clusters Score: Raw -774047.383229 + Penalty 3039.206889 = -771008.176340 nChanged 118 SP:Iteration 26Q (1155.572699 sec): 3 clusters Score: Raw -774082.996554 + Penalty 3039.206889 = -771043.789665 nChanged 114 SP:Iteration 27Q (1155.639585 sec): 3 clusters Score: Raw -774118.246440 + Penalty 3039.206889 = -771079.039551 nChanged 104 SP:Iteration 28Q (1155.699596 sec): 3 clusters Score: Raw -774146.804395 + Penalty 3039.206889 = -771107.597506 nChanged 90 SP:Iteration 29Q (1155.777567 sec): 3 clusters Score: Raw -774171.915755 + Penalty 3039.206889 = -771132.708866 nChanged 94 SP:Iteration 30Q (1155.839809 sec): 3 clusters Score: Raw -774197.778481 + Penalty 3039.206889 = -771158.571592 nChanged 83 SP:Iteration 31Q (1155.908393 sec): 3 clusters Score: Raw -774218.446208 + Penalty 3039.206889 = -771179.239319 nChanged 96 SP:Iteration 32Q (1155.983010 sec): 3 clusters Score: Raw -774242.235323 + Penalty 3039.206889 = -771203.028434 nChanged 80 SP:Iteration 33Q (1156.051719 sec): 3 clusters Score: Raw -774260.132363 + Penalty 3039.206889 = -771220.925474 nChanged 73 SP:Iteration 34Q (1156.120873 sec): 3 clusters Score: Raw -774275.031681 + Penalty 3039.206889 = -771235.824792 nChanged 71 SP:Iteration 35Q (1156.181069 sec): 3 clusters Score: Raw -774290.167253 + Penalty 3039.206889 = -771250.960364 nChanged 60 SP:Iteration 36Q (1156.251925 sec): 3 clusters Score: Raw -774302.074145 + Penalty 3039.206889 = -771262.867256 nChanged 62 SP:Iteration 37Q (1156.320746 sec): 3 clusters Score: Raw -774314.136508 + Penalty 3039.206889 = -771274.929619 nChanged 57 SP:Iteration 38Q (1156.391926 sec): 3 clusters Score: Raw -774324.367650 + Penalty 3039.206889 = -771285.160761 nChanged 39 SP:Iteration 39Q (1156.458914 sec): 3 clusters Score: Raw -774329.516725 + Penalty 3039.206889 = -771290.309836 nChanged 39 SP:Iteration 40F (1156.527930 sec): 3 clusters Score: Raw -774334.643277 + Penalty 3039.206889 = -771295.436388 nChanged 37 SP:Iteration 41Q (1156.585507 sec): 3 clusters Score: Raw -774340.326480 + Penalty 3039.206889 = -771301.119591 nChanged 39 SP:Iteration 42Q (1156.653657 sec): 3 clusters Score: Raw -774345.117271 + Penalty 3039.206889 = -771305.910382 nChanged 22 SP:Iteration 43Q (1156.717372 sec): 3 clusters Score: Raw -774348.019688 + Penalty 3039.206889 = -771308.812799 nChanged 15 SP:Iteration 44Q (1156.785632 sec): 3 clusters Score: Raw -774349.467343 + Penalty 3039.206889 = -771310.260454 nChanged 10 SP:Iteration 45Q (1156.856498 sec): 3 clusters Score: Raw -774350.580736 + Penalty 3039.206889 = -771311.373847 nChanged 11 SP:Iteration 46Q (1156.929016 sec): 3 clusters Score: Raw -774351.471847 + Penalty 3039.206889 = -771312.264958 nChanged 10 SP:Iteration 47Q (1156.995934 sec): 3 clusters Score: Raw -774352.764531 + Penalty 3039.206889 = -771313.557642 nChanged 9 SP:Iteration 48Q (1157.061618 sec): 3 clusters Score: Raw -774353.485302 + Penalty 3039.206889 = -771314.278413 nChanged 8 SP:Iteration 49Q (1157.120124 sec): 3 clusters Score: Raw -774354.158606 + Penalty 3039.206889 = -771314.951717 nChanged 11 SP:Iteration 50Q (1157.182684 sec): 3 clusters Score: Raw -774355.677636 + Penalty 3039.206889 = -771316.470747 nChanged 10 SP:Iteration 51Q (1157.245190 sec): 3 clusters Score: Raw -774357.188728 + Penalty 3039.206889 = -771317.981839 nChanged 8 SP:Iteration 52Q (1157.320939 sec): 3 clusters Score: Raw -774358.023300 + Penalty 3039.206889 = -771318.816411 nChanged 12 SP:Iteration 53Q (1157.389197 sec): 3 clusters Score: Raw -774359.783579 + Penalty 3039.206889 = -771320.576690 nChanged 12 SP:Iteration 54Q (1157.445982 sec): 3 clusters Score: Raw -774361.452396 + Penalty 3039.206889 = -771322.245507 nChanged 11 SP:Iteration 55Q (1157.513614 sec): 3 clusters Score: Raw -774362.529434 + Penalty 3039.206889 = -771323.322545 nChanged 6 SP:Iteration 56Q (1157.573617 sec): 3 clusters Score: Raw -774362.956174 + Penalty 3039.206889 = -771323.749285 nChanged 5 SP:Iteration 57Q (1157.637991 sec): 3 clusters Score: Raw -774363.389017 + Penalty 3039.206889 = -771324.182128 nChanged 5 SP:Iteration 58Q (1157.708750 sec): 3 clusters Score: Raw -774363.799578 + Penalty 3039.206889 = -771324.592689 nChanged 2 SP:Iteration 59Q (1157.782651 sec): 3 clusters Score: Raw -774363.948548 + Penalty 3039.206889 = -771324.741659 nChanged 5 SP:Iteration 60F (1157.851426 sec): 3 clusters Score: Raw -774364.657403 + Penalty 3039.206889 = -771325.450514 nChanged 8 SP:Iteration 61Q (1157.910289 sec): 3 clusters Score: Raw -774365.551391 + Penalty 3039.206889 = -771326.344502 nChanged 5 SP:Iteration 62Q (1157.975249 sec): 3 clusters Score: Raw -774365.975378 + Penalty 3039.206889 = -771326.768489 nChanged 3 SP:Iteration 63Q (1158.041263 sec): 3 clusters Score: Raw -774366.260134 + Penalty 3039.206889 = -771327.053245 nChanged 4 SP:Iteration 64Q (1158.114595 sec): 3 clusters Score: Raw -774366.733042 + Penalty 3039.206889 = -771327.526153 nChanged 3 SP:Iteration 65Q (1158.181399 sec): 3 clusters Score: Raw -774367.195797 + Penalty 3039.206889 = -771327.988908 nChanged 5 SP:Iteration 66Q (1158.247409 sec): 3 clusters Score: Raw -774367.896031 + Penalty 3039.206889 = -771328.689142 nChanged 7 SP:Iteration 67Q (1158.315404 sec): 3 clusters Score: Raw -774368.654134 + Penalty 3039.206889 = -771329.447245 nChanged 10 SP:Iteration 68Q (1158.384987 sec): 3 clusters Score: Raw -774369.389104 + Penalty 3039.206889 = -771330.182215 nChanged 11 SP:Iteration 69Q (1158.449696 sec): 3 clusters Score: Raw -774370.374533 + Penalty 3039.206889 = -771331.167644 nChanged 8 SP:Iteration 70Q (1158.517218 sec): 3 clusters Score: Raw -774371.005835 + Penalty 3039.206889 = -771331.798946 nChanged 6 SP:Iteration 71Q (1158.583618 sec): 3 clusters Score: Raw -774371.480382 + Penalty 3039.206889 = -771332.273493 nChanged 4 SP:Iteration 72Q (1158.636295 sec): 3 clusters Score: Raw -774372.101618 + Penalty 3039.206889 = -771332.894729 nChanged 2 SP:Iteration 73Q (1158.715381 sec): 3 clusters Score: Raw -774372.322399 + Penalty 3039.206889 = -771333.115510 nChanged 0 SP:Iteration 74F (1158.769612 sec): 3 clusters Score: Raw -774372.322399 + Penalty 3039.206889 = -771333.115510 nChanged 0 Trying to split cluster 16 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1158.808697 sec): 2 clusters Score: Raw -21220.114622 + Penalty 994.190795 = -20225.923828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1158.858770 sec): 3 clusters Score: Raw -21186.445371 + Penalty 1988.381589 = -19198.063781 nChanged 100 SP:Iteration 1F (1158.898517 sec): 3 clusters Score: Raw -21389.398233 + Penalty 1988.381589 = -19401.016643 nChanged 44 SP:Iteration 2F (1158.952884 sec): 3 clusters Score: Raw -21511.126304 + Penalty 1988.381589 = -19522.744714 nChanged 28 SP:Iteration 3F (1158.988807 sec): 3 clusters Score: Raw -21598.924919 + Penalty 1988.381589 = -19610.543329 nChanged 16 SP:Iteration 4Q (1159.048524 sec): 3 clusters Score: Raw -21658.057675 + Penalty 1988.381589 = -19669.676086 nChanged 17 SP:Iteration 5Q (1159.088516 sec): 3 clusters Score: Raw -21707.632451 + Penalty 1988.381589 = -19719.250862 nChanged 9 SP:Iteration 6Q (1159.138886 sec): 3 clusters Score: Raw -21740.029005 + Penalty 1988.381589 = -19751.647416 nChanged 7 SP:Iteration 7Q (1159.186914 sec): 3 clusters Score: Raw -21771.739295 + Penalty 1988.381589 = -19783.357706 nChanged 5 SP:Iteration 8Q (1159.234504 sec): 3 clusters Score: Raw -21784.821474 + Penalty 1988.381589 = -19796.439884 nChanged 7 SP:Iteration 9Q (1159.285649 sec): 3 clusters Score: Raw -21802.347565 + Penalty 1988.381589 = -19813.965976 nChanged 3 SP:Iteration 10Q (1159.339034 sec): 3 clusters Score: Raw -21807.527160 + Penalty 1988.381589 = -19819.145570 nChanged 2 SP:Iteration 11Q (1159.388442 sec): 3 clusters Score: Raw -21809.916763 + Penalty 1988.381589 = -19821.535174 nChanged 1 SP:Iteration 12Q (1159.436550 sec): 3 clusters Score: Raw -21811.179752 + Penalty 1988.381589 = -19822.798163 nChanged 0 SP:Iteration 13F (1159.487156 sec): 3 clusters Score: Raw -21811.179752 + Penalty 1988.381589 = -19822.798163 nChanged 0 Trying to split cluster 17 (9148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1159.519810 sec): 2 clusters Score: Raw -548089.085425 + Penalty 1482.209715 = -546606.875710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1159.581749 sec): 3 clusters Score: Raw -542986.263284 + Penalty 2964.419430 = -540021.843853 nChanged 3874 SP:Iteration 1F (1159.635108 sec): 3 clusters Score: Raw -545191.121989 + Penalty 2964.419430 = -542226.702559 nChanged 754 SP:Iteration 2F (1159.690063 sec): 3 clusters Score: Raw -545804.900231 + Penalty 2964.419430 = -542840.480800 nChanged 802 SP:Iteration 3F (1159.761993 sec): 3 clusters Score: Raw -546548.015849 + Penalty 2964.419430 = -543583.596418 nChanged 836 SP:Iteration 4F (1159.813096 sec): 3 clusters Score: Raw -547411.312859 + Penalty 2964.419430 = -544446.893429 nChanged 826 SP:Iteration 5F (1159.872992 sec): 3 clusters Score: Raw -548180.863188 + Penalty 2964.419430 = -545216.443757 nChanged 652 SP:Iteration 6F (1159.936608 sec): 3 clusters Score: Raw -548641.921503 + Penalty 2964.419430 = -545677.502073 nChanged 410 SP:Iteration 7Q (1159.998528 sec): 3 clusters Score: Raw -548880.350084 + Penalty 2964.419430 = -545915.930654 nChanged 260 SP:Iteration 8Q (1160.061965 sec): 3 clusters Score: Raw -549011.604634 + Penalty 2964.419430 = -546047.185203 nChanged 189 SP:Iteration 9Q (1160.112856 sec): 3 clusters Score: Raw -549094.097985 + Penalty 2964.419430 = -546129.678555 nChanged 138 SP:Iteration 10Q (1160.181054 sec): 3 clusters Score: Raw -549151.075429 + Penalty 2964.419430 = -546186.655999 nChanged 125 SP:Iteration 11Q (1160.247246 sec): 3 clusters Score: Raw -549204.556834 + Penalty 2964.419430 = -546240.137403 nChanged 128 SP:Iteration 12Q (1160.314181 sec): 3 clusters Score: Raw -549260.878412 + Penalty 2964.419430 = -546296.458981 nChanged 100 SP:Iteration 13Q (1160.365099 sec): 3 clusters Score: Raw -549303.656107 + Penalty 2964.419430 = -546339.236676 nChanged 77 SP:Iteration 14Q (1160.440424 sec): 3 clusters Score: Raw -549330.310384 + Penalty 2964.419430 = -546365.890954 nChanged 65 SP:Iteration 15Q (1160.501786 sec): 3 clusters Score: Raw -549353.002011 + Penalty 2964.419430 = -546388.582581 nChanged 64 SP:Iteration 16Q (1160.550267 sec): 3 clusters Score: Raw -549374.824958 + Penalty 2964.419430 = -546410.405528 nChanged 60 SP:Iteration 17Q (1160.621934 sec): 3 clusters Score: Raw -549392.340488 + Penalty 2964.419430 = -546427.921057 nChanged 44 SP:Iteration 18Q (1160.685520 sec): 3 clusters Score: Raw -549403.145340 + Penalty 2964.419430 = -546438.725909 nChanged 28 SP:Iteration 19Q (1160.748785 sec): 3 clusters Score: Raw -549409.742631 + Penalty 2964.419430 = -546445.323200 nChanged 35 SP:Iteration 20F (1160.812657 sec): 3 clusters Score: Raw -549418.663311 + Penalty 2964.419430 = -546454.243881 nChanged 30 SP:Iteration 21Q (1160.876066 sec): 3 clusters Score: Raw -549425.910107 + Penalty 2964.419430 = -546461.490676 nChanged 27 SP:Iteration 22Q (1160.928744 sec): 3 clusters Score: Raw -549431.932178 + Penalty 2964.419430 = -546467.512747 nChanged 29 SP:Iteration 23Q (1160.993371 sec): 3 clusters Score: Raw -549438.474239 + Penalty 2964.419430 = -546474.054808 nChanged 30 SP:Iteration 24Q (1161.054565 sec): 3 clusters Score: Raw -549447.246224 + Penalty 2964.419430 = -546482.826793 nChanged 15 SP:Iteration 25Q (1161.127027 sec): 3 clusters Score: Raw -549451.366829 + Penalty 2964.419430 = -546486.947398 nChanged 12 SP:Iteration 26Q (1161.187699 sec): 3 clusters Score: Raw -549454.333409 + Penalty 2964.419430 = -546489.913978 nChanged 10 SP:Iteration 27Q (1161.240633 sec): 3 clusters Score: Raw -549457.219628 + Penalty 2964.419430 = -546492.800198 nChanged 7 SP:Iteration 28Q (1161.301454 sec): 3 clusters Score: Raw -549458.938849 + Penalty 2964.419430 = -546494.519419 nChanged 8 SP:Iteration 29Q (1161.363626 sec): 3 clusters Score: Raw -549461.064122 + Penalty 2964.419430 = -546496.644691 nChanged 10 SP:Iteration 30Q (1161.425970 sec): 3 clusters Score: Raw -549462.917777 + Penalty 2964.419430 = -546498.498347 nChanged 7 SP:Iteration 31Q (1161.495663 sec): 3 clusters Score: Raw -549464.728046 + Penalty 2964.419430 = -546500.308615 nChanged 7 SP:Iteration 32Q (1161.546452 sec): 3 clusters Score: Raw -549465.973990 + Penalty 2964.419430 = -546501.554560 nChanged 6 SP:Iteration 33Q (1161.612249 sec): 3 clusters Score: Raw -549466.845828 + Penalty 2964.419430 = -546502.426398 nChanged 5 SP:Iteration 34Q (1161.678848 sec): 3 clusters Score: Raw -549468.073024 + Penalty 2964.419430 = -546503.653593 nChanged 3 SP:Iteration 35Q (1161.741712 sec): 3 clusters Score: Raw -549468.536533 + Penalty 2964.419430 = -546504.117102 nChanged 1 SP:Iteration 36Q (1161.801470 sec): 3 clusters Score: Raw -549468.688917 + Penalty 2964.419430 = -546504.269487 nChanged 0 SP:Iteration 37F (1161.863700 sec): 3 clusters Score: Raw -549468.688917 + Penalty 2964.419430 = -546504.269487 nChanged 0 Trying to split cluster 18 (2910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1161.893604 sec): 2 clusters Score: Raw -172943.909541 + Penalty 1296.085109 = -171647.824433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1161.941700 sec): 3 clusters Score: Raw -171599.320405 + Penalty 2592.170217 = -169007.150188 nChanged 1057 SP:Iteration 1F (1161.997124 sec): 3 clusters Score: Raw -172309.519739 + Penalty 2592.170217 = -169717.349522 nChanged 248 SP:Iteration 2F (1162.055120 sec): 3 clusters Score: Raw -172502.393167 + Penalty 2592.170217 = -169910.222950 nChanged 174 SP:Iteration 3F (1162.098301 sec): 3 clusters Score: Raw -172639.361301 + Penalty 2592.170217 = -170047.191084 nChanged 138 SP:Iteration 4Q (1162.159714 sec): 3 clusters Score: Raw -172753.163033 + Penalty 2592.170217 = -170160.992816 nChanged 127 SP:Iteration 5Q (1162.204005 sec): 3 clusters Score: Raw -172852.547131 + Penalty 2592.170217 = -170260.376914 nChanged 108 SP:Iteration 6Q (1162.255869 sec): 3 clusters Score: Raw -172956.323041 + Penalty 2592.170217 = -170364.152824 nChanged 114 SP:Iteration 7Q (1162.303173 sec): 3 clusters Score: Raw -173086.699762 + Penalty 2592.170217 = -170494.529545 nChanged 121 SP:Iteration 8Q (1162.352628 sec): 3 clusters Score: Raw -173214.671626 + Penalty 2592.170217 = -170622.501409 nChanged 106 SP:Iteration 9Q (1162.402979 sec): 3 clusters Score: Raw -173314.455666 + Penalty 2592.170217 = -170722.285449 nChanged 92 SP:Iteration 10Q (1162.449042 sec): 3 clusters Score: Raw -173402.822050 + Penalty 2592.170217 = -170810.651833 nChanged 68 SP:Iteration 11Q (1162.504240 sec): 3 clusters Score: Raw -173464.284632 + Penalty 2592.170217 = -170872.114415 nChanged 53 SP:Iteration 12Q (1162.545531 sec): 3 clusters Score: Raw -173498.010331 + Penalty 2592.170217 = -170905.840114 nChanged 36 SP:Iteration 13Q (1162.602394 sec): 3 clusters Score: Raw -173521.680803 + Penalty 2592.170217 = -170929.510586 nChanged 38 SP:Iteration 14Q (1162.652303 sec): 3 clusters Score: Raw -173548.235717 + Penalty 2592.170217 = -170956.065500 nChanged 43 SP:Iteration 15Q (1162.696820 sec): 3 clusters Score: Raw -173571.016343 + Penalty 2592.170217 = -170978.846126 nChanged 24 SP:Iteration 16Q (1162.757443 sec): 3 clusters Score: Raw -173581.079651 + Penalty 2592.170217 = -170988.909434 nChanged 16 SP:Iteration 17Q (1162.810557 sec): 3 clusters Score: Raw -173586.879112 + Penalty 2592.170217 = -170994.708895 nChanged 10 SP:Iteration 18Q (1162.861598 sec): 3 clusters Score: Raw -173592.023173 + Penalty 2592.170217 = -170999.852956 nChanged 10 SP:Iteration 19Q (1162.909384 sec): 3 clusters Score: Raw -173595.792836 + Penalty 2592.170217 = -171003.622619 nChanged 4 SP:Iteration 20F (1162.967493 sec): 3 clusters Score: Raw -173597.658751 + Penalty 2592.170217 = -171005.488534 nChanged 11 SP:Iteration 21Q (1163.014899 sec): 3 clusters Score: Raw -173602.500027 + Penalty 2592.170217 = -171010.329810 nChanged 5 SP:Iteration 22Q (1163.066557 sec): 3 clusters Score: Raw -173606.524500 + Penalty 2592.170217 = -171014.354282 nChanged 8 SP:Iteration 23Q (1163.105977 sec): 3 clusters Score: Raw -173610.114515 + Penalty 2592.170217 = -171017.944298 nChanged 5 SP:Iteration 24Q (1163.159583 sec): 3 clusters Score: Raw -173613.484437 + Penalty 2592.170217 = -171021.314220 nChanged 8 SP:Iteration 25Q (1163.208700 sec): 3 clusters Score: Raw -173616.546109 + Penalty 2592.170217 = -171024.375892 nChanged 6 SP:Iteration 26Q (1163.265276 sec): 3 clusters Score: Raw -173617.925065 + Penalty 2592.170217 = -171025.754848 nChanged 7 SP:Iteration 27Q (1163.313001 sec): 3 clusters Score: Raw -173620.039361 + Penalty 2592.170217 = -171027.869144 nChanged 3 SP:Iteration 28Q (1163.353399 sec): 3 clusters Score: Raw -173621.003880 + Penalty 2592.170217 = -171028.833663 nChanged 3 SP:Iteration 29Q (1163.409475 sec): 3 clusters Score: Raw -173622.088342 + Penalty 2592.170217 = -171029.918125 nChanged 5 SP:Iteration 30Q (1163.450339 sec): 3 clusters Score: Raw -173624.237577 + Penalty 2592.170217 = -171032.067360 nChanged 3 SP:Iteration 31Q (1163.499983 sec): 3 clusters Score: Raw -173624.882573 + Penalty 2592.170217 = -171032.712356 nChanged 1 SP:Iteration 32Q (1163.548985 sec): 3 clusters Score: Raw -173625.058033 + Penalty 2592.170217 = -171032.887816 nChanged 0 SP:Iteration 33F (1163.608507 sec): 3 clusters Score: Raw -173625.058033 + Penalty 2592.170217 = -171032.887816 nChanged 0 Trying to split cluster 19 (3469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1163.641304 sec): 2 clusters Score: Raw -192167.360551 + Penalty 1324.638518 = -190842.722034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1163.696553 sec): 3 clusters Score: Raw -190544.035228 + Penalty 2649.277035 = -187894.758193 nChanged 1307 SP:Iteration 1F (1163.746031 sec): 3 clusters Score: Raw -191384.505125 + Penalty 2649.277035 = -188735.228089 nChanged 314 SP:Iteration 2F (1163.793372 sec): 3 clusters Score: Raw -191669.127341 + Penalty 2649.277035 = -189019.850306 nChanged 252 SP:Iteration 3F (1163.846237 sec): 3 clusters Score: Raw -191941.047020 + Penalty 2649.277035 = -189291.769985 nChanged 223 SP:Iteration 4F (1163.901508 sec): 3 clusters Score: Raw -192182.100452 + Penalty 2649.277035 = -189532.823416 nChanged 189 SP:Iteration 5F (1163.956525 sec): 3 clusters Score: Raw -192363.985451 + Penalty 2649.277035 = -189714.708415 nChanged 167 SP:Iteration 6Q (1164.006177 sec): 3 clusters Score: Raw -192505.896405 + Penalty 2649.277035 = -189856.619369 nChanged 124 SP:Iteration 7Q (1164.067999 sec): 3 clusters Score: Raw -192589.510145 + Penalty 2649.277035 = -189940.233109 nChanged 105 SP:Iteration 8Q (1164.113092 sec): 3 clusters Score: Raw -192664.060459 + Penalty 2649.277035 = -190014.783423 nChanged 94 SP:Iteration 9Q (1164.177232 sec): 3 clusters Score: Raw -192720.807231 + Penalty 2649.277035 = -190071.530195 nChanged 66 SP:Iteration 10Q (1164.233497 sec): 3 clusters Score: Raw -192759.544498 + Penalty 2649.277035 = -190110.267463 nChanged 58 SP:Iteration 11Q (1164.284438 sec): 3 clusters Score: Raw -192797.037860 + Penalty 2649.277035 = -190147.760825 nChanged 62 SP:Iteration 12Q (1164.335513 sec): 3 clusters Score: Raw -192843.218260 + Penalty 2649.277035 = -190193.941225 nChanged 65 SP:Iteration 13Q (1164.387373 sec): 3 clusters Score: Raw -192889.199983 + Penalty 2649.277035 = -190239.922948 nChanged 51 SP:Iteration 14Q (1164.436587 sec): 3 clusters Score: Raw -192923.001951 + Penalty 2649.277035 = -190273.724915 nChanged 37 SP:Iteration 15Q (1164.491732 sec): 3 clusters Score: Raw -192970.618190 + Penalty 2649.277035 = -190321.341155 nChanged 36 SP:Iteration 16Q (1164.539958 sec): 3 clusters Score: Raw -192997.301888 + Penalty 2649.277035 = -190348.024853 nChanged 34 SP:Iteration 17Q (1164.578896 sec): 3 clusters Score: Raw -193012.348471 + Penalty 2649.277035 = -190363.071436 nChanged 23 SP:Iteration 18Q (1164.624736 sec): 3 clusters Score: Raw -193020.044504 + Penalty 2649.277035 = -190370.767469 nChanged 14 SP:Iteration 19Q (1164.683057 sec): 3 clusters Score: Raw -193023.686564 + Penalty 2649.277035 = -190374.409529 nChanged 8 SP:Iteration 20F (1164.726441 sec): 3 clusters Score: Raw -193026.720890 + Penalty 2649.277035 = -190377.443855 nChanged 8 SP:Iteration 21Q (1164.775324 sec): 3 clusters Score: Raw -193029.755254 + Penalty 2649.277035 = -190380.478218 nChanged 6 SP:Iteration 22Q (1164.825245 sec): 3 clusters Score: Raw -193031.735685 + Penalty 2649.277035 = -190382.458649 nChanged 5 SP:Iteration 23Q (1164.877225 sec): 3 clusters Score: Raw -193033.992267 + Penalty 2649.277035 = -190384.715232 nChanged 8 SP:Iteration 24Q (1164.919757 sec): 3 clusters Score: Raw -193037.032370 + Penalty 2649.277035 = -190387.755335 nChanged 13 SP:Iteration 25Q (1164.977052 sec): 3 clusters Score: Raw -193041.936855 + Penalty 2649.277035 = -190392.659820 nChanged 10 SP:Iteration 26Q (1165.029464 sec): 3 clusters Score: Raw -193045.388732 + Penalty 2649.277035 = -190396.111697 nChanged 8 SP:Iteration 27Q (1165.081656 sec): 3 clusters Score: Raw -193047.544552 + Penalty 2649.277035 = -190398.267517 nChanged 8 SP:Iteration 28Q (1165.127331 sec): 3 clusters Score: Raw -193050.559505 + Penalty 2649.277035 = -190401.282470 nChanged 9 SP:Iteration 29Q (1165.182970 sec): 3 clusters Score: Raw -193054.600938 + Penalty 2649.277035 = -190405.323902 nChanged 6 SP:Iteration 30Q (1165.233739 sec): 3 clusters Score: Raw -193055.932378 + Penalty 2649.277035 = -190406.655342 nChanged 1 SP:Iteration 31Q (1165.287088 sec): 3 clusters Score: Raw -193056.079587 + Penalty 2649.277035 = -190406.802552 nChanged 0 SP:Iteration 32F (1165.340751 sec): 3 clusters Score: Raw -193056.079587 + Penalty 2649.277035 = -190406.802552 nChanged 0 Trying to split cluster 20 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1165.362819 sec): 2 clusters Score: Raw -25068.994652 + Penalty 969.914978 = -24099.079674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1165.410558 sec): 3 clusters Score: Raw -25088.660125 + Penalty 1939.829957 = -23148.830168 nChanged 72 SP:Iteration 1F (1165.454468 sec): 3 clusters Score: Raw -25210.219616 + Penalty 1939.829957 = -23270.389659 nChanged 17 SP:Iteration 2Q (1165.499529 sec): 3 clusters Score: Raw -25244.184809 + Penalty 1939.829957 = -23304.354852 nChanged 2 SP:Iteration 3Q (1165.534858 sec): 3 clusters Score: Raw -25249.751962 + Penalty 1939.829957 = -23309.922005 nChanged 3 SP:Iteration 4Q (1165.590210 sec): 3 clusters Score: Raw -25262.552124 + Penalty 1939.829957 = -23322.722167 nChanged 1 SP:Iteration 5Q (1165.619851 sec): 3 clusters Score: Raw -25263.248223 + Penalty 1939.829957 = -23323.418266 nChanged 0 SP:Iteration 6F (1165.673885 sec): 3 clusters Score: Raw -25263.248223 + Penalty 1939.829957 = -23323.418266 nChanged 0 Trying to split cluster 21 (4435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1165.692433 sec): 2 clusters Score: Raw -293371.095866 + Penalty 1364.558470 = -292006.537395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1165.742223 sec): 3 clusters Score: Raw -291154.483635 + Penalty 2729.116941 = -288425.366695 nChanged 1743 SP:Iteration 1F (1165.802111 sec): 3 clusters Score: Raw -292132.905831 + Penalty 2729.116941 = -289403.788890 nChanged 314 SP:Iteration 2F (1165.846154 sec): 3 clusters Score: Raw -292316.684610 + Penalty 2729.116941 = -289587.567669 nChanged 217 SP:Iteration 3Q (1165.906854 sec): 3 clusters Score: Raw -292418.388167 + Penalty 2729.116941 = -289689.271226 nChanged 171 SP:Iteration 4Q (1165.959184 sec): 3 clusters Score: Raw -292489.375588 + Penalty 2729.116941 = -289760.258647 nChanged 124 SP:Iteration 5Q (1166.015123 sec): 3 clusters Score: Raw -292547.976703 + Penalty 2729.116941 = -289818.859763 nChanged 110 SP:Iteration 6Q (1166.057165 sec): 3 clusters Score: Raw -292598.887442 + Penalty 2729.116941 = -289869.770501 nChanged 104 SP:Iteration 7Q (1166.111851 sec): 3 clusters Score: Raw -292641.120386 + Penalty 2729.116941 = -289912.003445 nChanged 111 SP:Iteration 8Q (1166.166952 sec): 3 clusters Score: Raw -292681.980507 + Penalty 2729.116941 = -289952.863566 nChanged 79 SP:Iteration 9Q (1166.228692 sec): 3 clusters Score: Raw -292712.117441 + Penalty 2729.116941 = -289983.000500 nChanged 78 SP:Iteration 10Q (1166.277431 sec): 3 clusters Score: Raw -292741.492569 + Penalty 2729.116941 = -290012.375628 nChanged 64 SP:Iteration 11Q (1166.326340 sec): 3 clusters Score: Raw -292767.424615 + Penalty 2729.116941 = -290038.307674 nChanged 65 SP:Iteration 12Q (1166.386117 sec): 3 clusters Score: Raw -292794.118857 + Penalty 2729.116941 = -290065.001917 nChanged 53 SP:Iteration 13Q (1166.443646 sec): 3 clusters Score: Raw -292813.367758 + Penalty 2729.116941 = -290084.250817 nChanged 48 SP:Iteration 14Q (1166.490568 sec): 3 clusters Score: Raw -292835.708767 + Penalty 2729.116941 = -290106.591826 nChanged 65 SP:Iteration 15Q (1166.535528 sec): 3 clusters Score: Raw -292862.656856 + Penalty 2729.116941 = -290133.539915 nChanged 70 SP:Iteration 16Q (1166.591901 sec): 3 clusters Score: Raw -292897.314914 + Penalty 2729.116941 = -290168.197973 nChanged 79 SP:Iteration 17Q (1166.644786 sec): 3 clusters Score: Raw -292937.286204 + Penalty 2729.116941 = -290208.169263 nChanged 83 SP:Iteration 18Q (1166.688103 sec): 3 clusters Score: Raw -292974.166311 + Penalty 2729.116941 = -290245.049371 nChanged 64 SP:Iteration 19Q (1166.752504 sec): 3 clusters Score: Raw -293013.530611 + Penalty 2729.116941 = -290284.413670 nChanged 75 SP:Iteration 20F (1166.796813 sec): 3 clusters Score: Raw -293047.358442 + Penalty 2729.116941 = -290318.241502 nChanged 68 SP:Iteration 21Q (1166.853933 sec): 3 clusters Score: Raw -293071.985944 + Penalty 2729.116941 = -290342.869003 nChanged 59 SP:Iteration 22Q (1166.913412 sec): 3 clusters Score: Raw -293095.056162 + Penalty 2729.116941 = -290365.939221 nChanged 45 SP:Iteration 23Q (1166.968233 sec): 3 clusters Score: Raw -293110.652760 + Penalty 2729.116941 = -290381.535819 nChanged 45 SP:Iteration 24Q (1167.023584 sec): 3 clusters Score: Raw -293129.340997 + Penalty 2729.116941 = -290400.224056 nChanged 43 SP:Iteration 25Q (1167.065923 sec): 3 clusters Score: Raw -293144.520007 + Penalty 2729.116941 = -290415.403066 nChanged 42 SP:Iteration 26Q (1167.118533 sec): 3 clusters Score: Raw -293163.771266 + Penalty 2729.116941 = -290434.654325 nChanged 56 SP:Iteration 27Q (1167.177178 sec): 3 clusters Score: Raw -293191.773941 + Penalty 2729.116941 = -290462.657000 nChanged 56 SP:Iteration 28Q (1167.229503 sec): 3 clusters Score: Raw -293218.901915 + Penalty 2729.116941 = -290489.784975 nChanged 47 SP:Iteration 29Q (1167.284575 sec): 3 clusters Score: Raw -293236.622719 + Penalty 2729.116941 = -290507.505778 nChanged 41 SP:Iteration 30Q (1167.331846 sec): 3 clusters Score: Raw -293254.533533 + Penalty 2729.116941 = -290525.416592 nChanged 39 SP:Iteration 31Q (1167.394036 sec): 3 clusters Score: Raw -293270.476891 + Penalty 2729.116941 = -290541.359950 nChanged 37 SP:Iteration 32Q (1167.444392 sec): 3 clusters Score: Raw -293285.977629 + Penalty 2729.116941 = -290556.860689 nChanged 43 SP:Iteration 33Q (1167.501654 sec): 3 clusters Score: Raw -293311.483874 + Penalty 2729.116941 = -290582.366933 nChanged 41 SP:Iteration 34Q (1167.558157 sec): 3 clusters Score: Raw -293334.001498 + Penalty 2729.116941 = -290604.884558 nChanged 47 SP:Iteration 35Q (1167.615281 sec): 3 clusters Score: Raw -293358.289711 + Penalty 2729.116941 = -290629.172770 nChanged 39 SP:Iteration 36Q (1167.656518 sec): 3 clusters Score: Raw -293372.989053 + Penalty 2729.116941 = -290643.872113 nChanged 30 SP:Iteration 37Q (1167.718199 sec): 3 clusters Score: Raw -293384.892747 + Penalty 2729.116941 = -290655.775807 nChanged 26 SP:Iteration 38Q (1167.767158 sec): 3 clusters Score: Raw -293395.072548 + Penalty 2729.116941 = -290665.955607 nChanged 27 SP:Iteration 39Q (1167.835375 sec): 3 clusters Score: Raw -293406.121689 + Penalty 2729.116941 = -290677.004748 nChanged 23 SP:Iteration 40F (1167.889732 sec): 3 clusters Score: Raw -293418.527357 + Penalty 2729.116941 = -290689.410416 nChanged 31 SP:Iteration 41Q (1167.936828 sec): 3 clusters Score: Raw -293431.877935 + Penalty 2729.116941 = -290702.760994 nChanged 33 SP:Iteration 42Q (1167.993929 sec): 3 clusters Score: Raw -293445.959459 + Penalty 2729.116941 = -290716.842518 nChanged 31 SP:Iteration 43Q (1168.062667 sec): 3 clusters Score: Raw -293458.195118 + Penalty 2729.116941 = -290729.078177 nChanged 19 SP:Iteration 44Q (1168.108206 sec): 3 clusters Score: Raw -293465.177922 + Penalty 2729.116941 = -290736.060981 nChanged 19 SP:Iteration 45Q (1168.160413 sec): 3 clusters Score: Raw -293475.748140 + Penalty 2729.116941 = -290746.631199 nChanged 21 SP:Iteration 46Q (1168.225913 sec): 3 clusters Score: Raw -293485.048755 + Penalty 2729.116941 = -290755.931815 nChanged 22 SP:Iteration 47Q (1168.271779 sec): 3 clusters Score: Raw -293492.936321 + Penalty 2729.116941 = -290763.819381 nChanged 16 SP:Iteration 48Q (1168.339467 sec): 3 clusters Score: Raw -293499.175229 + Penalty 2729.116941 = -290770.058289 nChanged 21 SP:Iteration 49Q (1168.385695 sec): 3 clusters Score: Raw -293509.337637 + Penalty 2729.116941 = -290780.220697 nChanged 19 SP:Iteration 50Q (1168.447839 sec): 3 clusters Score: Raw -293518.358195 + Penalty 2729.116941 = -290789.241254 nChanged 18 SP:Iteration 51Q (1168.500231 sec): 3 clusters Score: Raw -293526.141072 + Penalty 2729.116941 = -290797.024131 nChanged 19 SP:Iteration 52Q (1168.557669 sec): 3 clusters Score: Raw -293537.822990 + Penalty 2729.116941 = -290808.706049 nChanged 20 SP:Iteration 53Q (1168.609847 sec): 3 clusters Score: Raw -293546.573260 + Penalty 2729.116941 = -290817.456319 nChanged 22 SP:Iteration 54Q (1168.662566 sec): 3 clusters Score: Raw -293556.027494 + Penalty 2729.116941 = -290826.910553 nChanged 17 SP:Iteration 55Q (1168.715387 sec): 3 clusters Score: Raw -293561.482038 + Penalty 2729.116941 = -290832.365097 nChanged 19 SP:Iteration 56Q (1168.769956 sec): 3 clusters Score: Raw -293569.737520 + Penalty 2729.116941 = -290840.620579 nChanged 15 SP:Iteration 57Q (1168.818873 sec): 3 clusters Score: Raw -293575.610103 + Penalty 2729.116941 = -290846.493162 nChanged 17 SP:Iteration 58Q (1168.869506 sec): 3 clusters Score: Raw -293580.833869 + Penalty 2729.116941 = -290851.716929 nChanged 12 SP:Iteration 59Q (1168.917389 sec): 3 clusters Score: Raw -293583.373631 + Penalty 2729.116941 = -290854.256690 nChanged 5 SP:Iteration 60F (1168.981938 sec): 3 clusters Score: Raw -293584.333857 + Penalty 2729.116941 = -290855.216916 nChanged 2 SP:Iteration 61Q (1169.026779 sec): 3 clusters Score: Raw -293584.670327 + Penalty 2729.116941 = -290855.553386 nChanged 1 SP:Iteration 62Q (1169.088353 sec): 3 clusters Score: Raw -293584.728689 + Penalty 2729.116941 = -290855.611748 nChanged 0 SP:Iteration 63F (1169.136932 sec): 3 clusters Score: Raw -293584.728689 + Penalty 2729.116941 = -290855.611748 nChanged 0 Trying to split cluster 22 (5335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1169.169203 sec): 2 clusters Score: Raw -365131.032450 + Penalty 1394.582177 = -363736.450273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1169.221143 sec): 3 clusters Score: Raw -362375.209824 + Penalty 2789.164353 = -359586.045471 nChanged 2133 SP:Iteration 1F (1169.286375 sec): 3 clusters Score: Raw -363560.112949 + Penalty 2789.164353 = -360770.948596 nChanged 411 SP:Iteration 2F (1169.341223 sec): 3 clusters Score: Raw -363848.456847 + Penalty 2789.164353 = -361059.292494 nChanged 362 SP:Iteration 3F (1169.390897 sec): 3 clusters Score: Raw -364170.684071 + Penalty 2789.164353 = -361381.519718 nChanged 411 SP:Iteration 4F (1169.451725 sec): 3 clusters Score: Raw -364613.819316 + Penalty 2789.164353 = -361824.654963 nChanged 411 SP:Iteration 5F (1169.503034 sec): 3 clusters Score: Raw -365067.086037 + Penalty 2789.164353 = -362277.921684 nChanged 378 SP:Iteration 6F (1169.567164 sec): 3 clusters Score: Raw -365408.256612 + Penalty 2789.164353 = -362619.092258 nChanged 297 SP:Iteration 7F (1169.626110 sec): 3 clusters Score: Raw -365604.291726 + Penalty 2789.164353 = -362815.127373 nChanged 169 SP:Iteration 8Q (1169.677183 sec): 3 clusters Score: Raw -365686.294491 + Penalty 2789.164353 = -362897.130138 nChanged 84 SP:Iteration 9Q (1169.731385 sec): 3 clusters Score: Raw -365721.475317 + Penalty 2789.164353 = -362932.310964 nChanged 50 SP:Iteration 10Q (1169.793705 sec): 3 clusters Score: Raw -365742.100863 + Penalty 2789.164353 = -362952.936510 nChanged 33 SP:Iteration 11Q (1169.850703 sec): 3 clusters Score: Raw -365751.228287 + Penalty 2789.164353 = -362962.063934 nChanged 27 SP:Iteration 12Q (1169.899258 sec): 3 clusters Score: Raw -365758.502932 + Penalty 2789.164353 = -362969.338579 nChanged 12 SP:Iteration 13Q (1169.956662 sec): 3 clusters Score: Raw -365761.029380 + Penalty 2789.164353 = -362971.865027 nChanged 7 SP:Iteration 14Q (1170.019536 sec): 3 clusters Score: Raw -365762.327517 + Penalty 2789.164353 = -362973.163164 nChanged 5 SP:Iteration 15Q (1170.071597 sec): 3 clusters Score: Raw -365763.561804 + Penalty 2789.164353 = -362974.397451 nChanged 9 SP:Iteration 16Q (1170.117735 sec): 3 clusters Score: Raw -365765.526757 + Penalty 2789.164353 = -362976.362404 nChanged 6 SP:Iteration 17Q (1170.173457 sec): 3 clusters Score: Raw -365766.304869 + Penalty 2789.164353 = -362977.140516 nChanged 5 SP:Iteration 18Q (1170.235580 sec): 3 clusters Score: Raw -365767.408412 + Penalty 2789.164353 = -362978.244059 nChanged 3 SP:Iteration 19Q (1170.286929 sec): 3 clusters Score: Raw -365768.204582 + Penalty 2789.164353 = -362979.040228 nChanged 6 SP:Iteration 20F (1170.343295 sec): 3 clusters Score: Raw -365769.632472 + Penalty 2789.164353 = -362980.468119 nChanged 6 SP:Iteration 21Q (1170.402946 sec): 3 clusters Score: Raw -365770.476801 + Penalty 2789.164353 = -362981.312448 nChanged 7 SP:Iteration 22Q (1170.456735 sec): 3 clusters Score: Raw -365771.606777 + Penalty 2789.164353 = -362982.442424 nChanged 5 SP:Iteration 23Q (1170.500586 sec): 3 clusters Score: Raw -365772.583065 + Penalty 2789.164353 = -362983.418712 nChanged 5 SP:Iteration 24Q (1170.567674 sec): 3 clusters Score: Raw -365774.193289 + Penalty 2789.164353 = -362985.028936 nChanged 3 SP:Iteration 25Q (1170.627252 sec): 3 clusters Score: Raw -365775.006353 + Penalty 2789.164353 = -362985.842000 nChanged 1 SP:Iteration 26Q (1170.684641 sec): 3 clusters Score: Raw -365775.108831 + Penalty 2789.164353 = -362985.944478 nChanged 0 SP:Iteration 27F (1170.728970 sec): 3 clusters Score: Raw -365775.108831 + Penalty 2789.164353 = -362985.944478 nChanged 0 Trying to split cluster 23 (32855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1170.813061 sec): 2 clusters Score: Raw -2266809.674765 + Penalty 1689.977123 = -2265119.697642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1170.913934 sec): 3 clusters Score: Raw -2246540.735002 + Penalty 3379.954246 = -2243160.780756 nChanged 15119 SP:Iteration 1F (1171.009407 sec): 3 clusters Score: Raw -2255187.859977 + Penalty 3379.954246 = -2251807.905731 nChanged 1889 SP:Iteration 2F (1171.109815 sec): 3 clusters Score: Raw -2256083.819336 + Penalty 3379.954246 = -2252703.865090 nChanged 2064 SP:Iteration 3F (1171.223203 sec): 3 clusters Score: Raw -2257206.811995 + Penalty 3379.954246 = -2253826.857748 nChanged 2246 SP:Iteration 4F (1171.330625 sec): 3 clusters Score: Raw -2258674.245567 + Penalty 3379.954246 = -2255294.291320 nChanged 2377 SP:Iteration 5F (1171.424867 sec): 3 clusters Score: Raw -2260515.092159 + Penalty 3379.954246 = -2257135.137913 nChanged 2271 SP:Iteration 6F (1171.523999 sec): 3 clusters Score: Raw -2262553.614064 + Penalty 3379.954246 = -2259173.659818 nChanged 1786 SP:Iteration 7F (1171.629661 sec): 3 clusters Score: Raw -2264183.161688 + Penalty 3379.954246 = -2260803.207442 nChanged 1235 SP:Iteration 8Q (1171.717178 sec): 3 clusters Score: Raw -2265156.735793 + Penalty 3379.954246 = -2261776.781547 nChanged 818 SP:Iteration 9Q (1171.827727 sec): 3 clusters Score: Raw -2265730.878089 + Penalty 3379.954246 = -2262350.923842 nChanged 583 SP:Iteration 10Q (1171.924748 sec): 3 clusters Score: Raw -2266102.688533 + Penalty 3379.954246 = -2262722.734286 nChanged 418 SP:Iteration 11Q (1172.020489 sec): 3 clusters Score: Raw -2266348.159566 + Penalty 3379.954246 = -2262968.205319 nChanged 343 SP:Iteration 12Q (1172.114665 sec): 3 clusters Score: Raw -2266531.760023 + Penalty 3379.954246 = -2263151.805776 nChanged 269 SP:Iteration 13Q (1172.207315 sec): 3 clusters Score: Raw -2266664.117935 + Penalty 3379.954246 = -2263284.163689 nChanged 192 SP:Iteration 14Q (1172.296049 sec): 3 clusters Score: Raw -2266749.564121 + Penalty 3379.954246 = -2263369.609875 nChanged 164 SP:Iteration 15Q (1172.396925 sec): 3 clusters Score: Raw -2266824.273216 + Penalty 3379.954246 = -2263444.318970 nChanged 132 SP:Iteration 16Q (1172.489492 sec): 3 clusters Score: Raw -2266881.504796 + Penalty 3379.954246 = -2263501.550549 nChanged 113 SP:Iteration 17Q (1172.569302 sec): 3 clusters Score: Raw -2266930.132673 + Penalty 3379.954246 = -2263550.178427 nChanged 87 SP:Iteration 18Q (1172.674234 sec): 3 clusters Score: Raw -2266965.575022 + Penalty 3379.954246 = -2263585.620775 nChanged 55 SP:Iteration 19Q (1172.755294 sec): 3 clusters Score: Raw -2266987.411595 + Penalty 3379.954246 = -2263607.457349 nChanged 49 SP:Iteration 20F (1172.866751 sec): 3 clusters Score: Raw -2267005.586150 + Penalty 3379.954246 = -2263625.631904 nChanged 44 SP:Iteration 21Q (1172.945978 sec): 3 clusters Score: Raw -2267024.586890 + Penalty 3379.954246 = -2263644.632644 nChanged 35 SP:Iteration 22Q (1173.049089 sec): 3 clusters Score: Raw -2267036.140815 + Penalty 3379.954246 = -2263656.186568 nChanged 24 SP:Iteration 23Q (1173.139290 sec): 3 clusters Score: Raw -2267043.925616 + Penalty 3379.954246 = -2263663.971370 nChanged 27 SP:Iteration 24Q (1173.221047 sec): 3 clusters Score: Raw -2267051.678462 + Penalty 3379.954246 = -2263671.724216 nChanged 25 SP:Iteration 25Q (1173.310379 sec): 3 clusters Score: Raw -2267060.839056 + Penalty 3379.954246 = -2263680.884809 nChanged 32 SP:Iteration 26Q (1173.412494 sec): 3 clusters Score: Raw -2267074.718858 + Penalty 3379.954246 = -2263694.764612 nChanged 24 SP:Iteration 27Q (1173.501086 sec): 3 clusters Score: Raw -2267083.706108 + Penalty 3379.954246 = -2263703.751862 nChanged 23 SP:Iteration 28Q (1173.584826 sec): 3 clusters Score: Raw -2267092.499730 + Penalty 3379.954246 = -2263712.545484 nChanged 24 SP:Iteration 29Q (1173.675384 sec): 3 clusters Score: Raw -2267102.707904 + Penalty 3379.954246 = -2263722.753657 nChanged 18 SP:Iteration 30Q (1173.766700 sec): 3 clusters Score: Raw -2267110.243519 + Penalty 3379.954246 = -2263730.289273 nChanged 21 SP:Iteration 31Q (1173.857183 sec): 3 clusters Score: Raw -2267117.463193 + Penalty 3379.954246 = -2263737.508947 nChanged 17 SP:Iteration 32Q (1173.944510 sec): 3 clusters Score: Raw -2267123.373839 + Penalty 3379.954246 = -2263743.419593 nChanged 10 SP:Iteration 33Q (1174.033657 sec): 3 clusters Score: Raw -2267126.910838 + Penalty 3379.954246 = -2263746.956592 nChanged 9 SP:Iteration 34Q (1174.121702 sec): 3 clusters Score: Raw -2267131.478831 + Penalty 3379.954246 = -2263751.524585 nChanged 6 SP:Iteration 35Q (1174.211355 sec): 3 clusters Score: Raw -2267134.250201 + Penalty 3379.954246 = -2263754.295955 nChanged 5 SP:Iteration 36Q (1174.305082 sec): 3 clusters Score: Raw -2267136.533926 + Penalty 3379.954246 = -2263756.579680 nChanged 9 SP:Iteration 37Q (1174.396571 sec): 3 clusters Score: Raw -2267140.693876 + Penalty 3379.954246 = -2263760.739629 nChanged 8 SP:Iteration 38Q (1174.487462 sec): 3 clusters Score: Raw -2267144.077656 + Penalty 3379.954246 = -2263764.123410 nChanged 5 SP:Iteration 39Q (1174.577683 sec): 3 clusters Score: Raw -2267146.078107 + Penalty 3379.954246 = -2263766.123860 nChanged 4 SP:Iteration 40F (1174.681300 sec): 3 clusters Score: Raw -2267148.526412 + Penalty 3379.954246 = -2263768.572166 nChanged 3 SP:Iteration 41Q (1174.756346 sec): 3 clusters Score: Raw -2267150.911635 + Penalty 3379.954246 = -2263770.957388 nChanged 7 SP:Iteration 42Q (1174.846759 sec): 3 clusters Score: Raw -2267153.296844 + Penalty 3379.954246 = -2263773.342598 nChanged 5 SP:Iteration 43Q (1174.945489 sec): 3 clusters Score: Raw -2267154.970404 + Penalty 3379.954246 = -2263775.016158 nChanged 7 SP:Iteration 44Q (1175.033120 sec): 3 clusters Score: Raw -2267156.887372 + Penalty 3379.954246 = -2263776.933125 nChanged 8 SP:Iteration 45Q (1175.120632 sec): 3 clusters Score: Raw -2267159.542212 + Penalty 3379.954246 = -2263779.587965 nChanged 4 SP:Iteration 46Q (1175.210051 sec): 3 clusters Score: Raw -2267160.829564 + Penalty 3379.954246 = -2263780.875318 nChanged 4 SP:Iteration 47Q (1175.288400 sec): 3 clusters Score: Raw -2267162.005107 + Penalty 3379.954246 = -2263782.050861 nChanged 2 SP:Iteration 48Q (1175.386578 sec): 3 clusters Score: Raw -2267162.580496 + Penalty 3379.954246 = -2263782.626250 nChanged 3 SP:Iteration 49Q (1175.479073 sec): 3 clusters Score: Raw -2267163.751500 + Penalty 3379.954246 = -2263783.797254 nChanged 4 SP:Iteration 50Q (1175.568035 sec): 3 clusters Score: Raw -2267165.519291 + Penalty 3379.954246 = -2263785.565044 nChanged 5 SP:Iteration 51Q (1175.644671 sec): 3 clusters Score: Raw -2267167.649872 + Penalty 3379.954246 = -2263787.695626 nChanged 4 SP:Iteration 52Q (1175.742770 sec): 3 clusters Score: Raw -2267169.295009 + Penalty 3379.954246 = -2263789.340762 nChanged 3 SP:Iteration 53Q (1175.835678 sec): 3 clusters Score: Raw -2267170.358461 + Penalty 3379.954246 = -2263790.404214 nChanged 3 SP:Iteration 54Q (1175.922875 sec): 3 clusters Score: Raw -2267171.209105 + Penalty 3379.954246 = -2263791.254858 nChanged 1 SP:Iteration 55Q (1176.014570 sec): 3 clusters Score: Raw -2267171.694548 + Penalty 3379.954246 = -2263791.740302 nChanged 4 SP:Iteration 56Q (1176.100191 sec): 3 clusters Score: Raw -2267173.836189 + Penalty 3379.954246 = -2263793.881943 nChanged 6 SP:Iteration 57Q (1176.187203 sec): 3 clusters Score: Raw -2267177.270255 + Penalty 3379.954246 = -2263797.316009 nChanged 11 SP:Iteration 58Q (1176.281297 sec): 3 clusters Score: Raw -2267181.858164 + Penalty 3379.954246 = -2263801.903918 nChanged 10 SP:Iteration 59Q (1176.366661 sec): 3 clusters Score: Raw -2267184.720949 + Penalty 3379.954246 = -2263804.766703 nChanged 3 SP:Iteration 60F (1176.467255 sec): 3 clusters Score: Raw -2267185.838373 + Penalty 3379.954246 = -2263805.884127 nChanged 6 SP:Iteration 61Q (1176.556827 sec): 3 clusters Score: Raw -2267187.867603 + Penalty 3379.954246 = -2263807.913357 nChanged 3 SP:Iteration 62Q (1176.645430 sec): 3 clusters Score: Raw -2267188.774731 + Penalty 3379.954246 = -2263808.820484 nChanged 1 SP:Iteration 63Q (1176.737236 sec): 3 clusters Score: Raw -2267189.192010 + Penalty 3379.954246 = -2263809.237763 nChanged 2 SP:Iteration 64Q (1176.824682 sec): 3 clusters Score: Raw -2267189.894655 + Penalty 3379.954246 = -2263809.940409 nChanged 0 SP:Iteration 65F (1176.926341 sec): 3 clusters Score: Raw -2267189.894655 + Penalty 3379.954246 = -2263809.940409 nChanged 0 Trying to split cluster 24 (18156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1176.976645 sec): 2 clusters Score: Raw -1244288.413472 + Penalty 1593.597909 = -1242694.815563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1177.056549 sec): 3 clusters Score: Raw -1233499.888373 + Penalty 3187.195818 = -1230312.692555 nChanged 8127 SP:Iteration 1F (1177.135316 sec): 3 clusters Score: Raw -1237930.320184 + Penalty 3187.195818 = -1234743.124366 nChanged 1066 SP:Iteration 2F (1177.212995 sec): 3 clusters Score: Raw -1238395.802209 + Penalty 3187.195818 = -1235208.606390 nChanged 1037 SP:Iteration 3F (1177.287766 sec): 3 clusters Score: Raw -1238891.418831 + Penalty 3187.195818 = -1235704.223013 nChanged 996 SP:Iteration 4F (1177.367017 sec): 3 clusters Score: Raw -1239430.214888 + Penalty 3187.195818 = -1236243.019070 nChanged 1055 SP:Iteration 5F (1177.436639 sec): 3 clusters Score: Raw -1240071.099661 + Penalty 3187.195818 = -1236883.903842 nChanged 1058 SP:Iteration 6F (1177.521503 sec): 3 clusters Score: Raw -1240783.695952 + Penalty 3187.195818 = -1237596.500134 nChanged 1008 SP:Iteration 7F (1177.601026 sec): 3 clusters Score: Raw -1241488.287468 + Penalty 3187.195818 = -1238301.091650 nChanged 877 SP:Iteration 8Q (1177.674011 sec): 3 clusters Score: Raw -1242073.803283 + Penalty 3187.195818 = -1238886.607464 nChanged 732 SP:Iteration 9Q (1177.744642 sec): 3 clusters Score: Raw -1242558.806224 + Penalty 3187.195818 = -1239371.610406 nChanged 626 SP:Iteration 10Q (1177.823111 sec): 3 clusters Score: Raw -1242996.881538 + Penalty 3187.195818 = -1239809.685720 nChanged 498 SP:Iteration 11Q (1177.900643 sec): 3 clusters Score: Raw -1243318.512399 + Penalty 3187.195818 = -1240131.316580 nChanged 373 SP:Iteration 12Q (1177.977606 sec): 3 clusters Score: Raw -1243528.523211 + Penalty 3187.195818 = -1240341.327393 nChanged 246 SP:Iteration 13Q (1178.061623 sec): 3 clusters Score: Raw -1243647.281043 + Penalty 3187.195818 = -1240460.085225 nChanged 207 SP:Iteration 14Q (1178.130309 sec): 3 clusters Score: Raw -1243751.546927 + Penalty 3187.195818 = -1240564.351109 nChanged 166 SP:Iteration 15Q (1178.215829 sec): 3 clusters Score: Raw -1243836.784910 + Penalty 3187.195818 = -1240649.589092 nChanged 157 SP:Iteration 16Q (1178.295113 sec): 3 clusters Score: Raw -1243920.117719 + Penalty 3187.195818 = -1240732.921901 nChanged 153 SP:Iteration 17Q (1178.371294 sec): 3 clusters Score: Raw -1243997.228131 + Penalty 3187.195818 = -1240810.032313 nChanged 129 SP:Iteration 18Q (1178.449708 sec): 3 clusters Score: Raw -1244059.474666 + Penalty 3187.195818 = -1240872.278848 nChanged 114 SP:Iteration 19Q (1178.515434 sec): 3 clusters Score: Raw -1244114.412393 + Penalty 3187.195818 = -1240927.216574 nChanged 104 SP:Iteration 20F (1178.602016 sec): 3 clusters Score: Raw -1244160.574172 + Penalty 3187.195818 = -1240973.378354 nChanged 93 SP:Iteration 21Q (1178.676844 sec): 3 clusters Score: Raw -1244201.970773 + Penalty 3187.195818 = -1241014.774954 nChanged 90 SP:Iteration 22Q (1178.749758 sec): 3 clusters Score: Raw -1244247.276132 + Penalty 3187.195818 = -1241060.080314 nChanged 81 SP:Iteration 23Q (1178.821503 sec): 3 clusters Score: Raw -1244289.423787 + Penalty 3187.195818 = -1241102.227969 nChanged 75 SP:Iteration 24Q (1178.894863 sec): 3 clusters Score: Raw -1244328.180138 + Penalty 3187.195818 = -1241140.984320 nChanged 65 SP:Iteration 25Q (1178.964461 sec): 3 clusters Score: Raw -1244353.833248 + Penalty 3187.195818 = -1241166.637430 nChanged 43 SP:Iteration 26Q (1179.032517 sec): 3 clusters Score: Raw -1244371.308503 + Penalty 3187.195818 = -1241184.112685 nChanged 39 SP:Iteration 27Q (1179.107419 sec): 3 clusters Score: Raw -1244388.254776 + Penalty 3187.195818 = -1241201.058958 nChanged 32 SP:Iteration 28Q (1179.179090 sec): 3 clusters Score: Raw -1244402.636144 + Penalty 3187.195818 = -1241215.440326 nChanged 25 SP:Iteration 29Q (1179.251538 sec): 3 clusters Score: Raw -1244411.290809 + Penalty 3187.195818 = -1241224.094991 nChanged 18 SP:Iteration 30Q (1179.326651 sec): 3 clusters Score: Raw -1244417.889845 + Penalty 3187.195818 = -1241230.694027 nChanged 14 SP:Iteration 31Q (1179.398198 sec): 3 clusters Score: Raw -1244422.562939 + Penalty 3187.195818 = -1241235.367120 nChanged 10 SP:Iteration 32Q (1179.466685 sec): 3 clusters Score: Raw -1244426.662040 + Penalty 3187.195818 = -1241239.466222 nChanged 16 SP:Iteration 33Q (1179.542106 sec): 3 clusters Score: Raw -1244433.301519 + Penalty 3187.195818 = -1241246.105701 nChanged 14 SP:Iteration 34Q (1179.613425 sec): 3 clusters Score: Raw -1244437.907150 + Penalty 3187.195818 = -1241250.711332 nChanged 9 SP:Iteration 35Q (1179.685475 sec): 3 clusters Score: Raw -1244440.986096 + Penalty 3187.195818 = -1241253.790277 nChanged 13 SP:Iteration 36Q (1179.755740 sec): 3 clusters Score: Raw -1244448.175409 + Penalty 3187.195818 = -1241260.979591 nChanged 11 SP:Iteration 37Q (1179.828679 sec): 3 clusters Score: Raw -1244452.877593 + Penalty 3187.195818 = -1241265.681775 nChanged 13 SP:Iteration 38Q (1179.902127 sec): 3 clusters Score: Raw -1244460.375853 + Penalty 3187.195818 = -1241273.180035 nChanged 19 SP:Iteration 39Q (1179.973850 sec): 3 clusters Score: Raw -1244469.474159 + Penalty 3187.195818 = -1241282.278340 nChanged 17 SP:Iteration 40F (1180.051693 sec): 3 clusters Score: Raw -1244476.905271 + Penalty 3187.195818 = -1241289.709453 nChanged 14 SP:Iteration 41Q (1180.123006 sec): 3 clusters Score: Raw -1244482.928806 + Penalty 3187.195818 = -1241295.732988 nChanged 13 SP:Iteration 42Q (1180.193195 sec): 3 clusters Score: Raw -1244488.770157 + Penalty 3187.195818 = -1241301.574339 nChanged 12 SP:Iteration 43Q (1180.265293 sec): 3 clusters Score: Raw -1244493.058817 + Penalty 3187.195818 = -1241305.862998 nChanged 8 SP:Iteration 44Q (1180.338975 sec): 3 clusters Score: Raw -1244497.135775 + Penalty 3187.195818 = -1241309.939957 nChanged 10 SP:Iteration 45Q (1180.410546 sec): 3 clusters Score: Raw -1244501.694176 + Penalty 3187.195818 = -1241314.498357 nChanged 10 SP:Iteration 46Q (1180.481481 sec): 3 clusters Score: Raw -1244507.939384 + Penalty 3187.195818 = -1241320.743566 nChanged 17 SP:Iteration 47Q (1180.554343 sec): 3 clusters Score: Raw -1244515.921781 + Penalty 3187.195818 = -1241328.725963 nChanged 17 SP:Iteration 48Q (1180.629360 sec): 3 clusters Score: Raw -1244524.364446 + Penalty 3187.195818 = -1241337.168628 nChanged 11 SP:Iteration 49Q (1180.703078 sec): 3 clusters Score: Raw -1244530.759608 + Penalty 3187.195818 = -1241343.563790 nChanged 12 SP:Iteration 50Q (1180.773360 sec): 3 clusters Score: Raw -1244535.540330 + Penalty 3187.195818 = -1241348.344512 nChanged 8 SP:Iteration 51Q (1180.844933 sec): 3 clusters Score: Raw -1244539.752802 + Penalty 3187.195818 = -1241352.556983 nChanged 3 SP:Iteration 52Q (1180.920885 sec): 3 clusters Score: Raw -1244541.529661 + Penalty 3187.195818 = -1241354.333843 nChanged 6 SP:Iteration 53Q (1180.993896 sec): 3 clusters Score: Raw -1244544.824359 + Penalty 3187.195818 = -1241357.628541 nChanged 6 SP:Iteration 54Q (1181.054061 sec): 3 clusters Score: Raw -1244547.793838 + Penalty 3187.195818 = -1241360.598020 nChanged 4 SP:Iteration 55Q (1181.132768 sec): 3 clusters Score: Raw -1244549.717840 + Penalty 3187.195818 = -1241362.522022 nChanged 3 SP:Iteration 56Q (1181.193343 sec): 3 clusters Score: Raw -1244551.187705 + Penalty 3187.195818 = -1241363.991887 nChanged 5 SP:Iteration 57Q (1181.266308 sec): 3 clusters Score: Raw -1244553.580676 + Penalty 3187.195818 = -1241366.384858 nChanged 4 SP:Iteration 58Q (1181.338000 sec): 3 clusters Score: Raw -1244555.290904 + Penalty 3187.195818 = -1241368.095086 nChanged 4 SP:Iteration 59Q (1181.416034 sec): 3 clusters Score: Raw -1244557.249558 + Penalty 3187.195818 = -1241370.053740 nChanged 6 SP:Iteration 60F (1181.483672 sec): 3 clusters Score: Raw -1244559.462544 + Penalty 3187.195818 = -1241372.266726 nChanged 2 SP:Iteration 61Q (1181.557914 sec): 3 clusters Score: Raw -1244560.436781 + Penalty 3187.195818 = -1241373.240963 nChanged 3 SP:Iteration 62Q (1181.630008 sec): 3 clusters Score: Raw -1244561.607218 + Penalty 3187.195818 = -1241374.411400 nChanged 3 SP:Iteration 63Q (1181.689023 sec): 3 clusters Score: Raw -1244563.193219 + Penalty 3187.195818 = -1241375.997400 nChanged 2 SP:Iteration 64Q (1181.762110 sec): 3 clusters Score: Raw -1244565.058176 + Penalty 3187.195818 = -1241377.862358 nChanged 1 SP:Iteration 65Q (1181.830986 sec): 3 clusters Score: Raw -1244565.665911 + Penalty 3187.195818 = -1241378.470093 nChanged 2 SP:Iteration 66Q (1181.901984 sec): 3 clusters Score: Raw -1244567.531924 + Penalty 3187.195818 = -1241380.336106 nChanged 4 SP:Iteration 67Q (1181.983589 sec): 3 clusters Score: Raw -1244569.408367 + Penalty 3187.195818 = -1241382.212548 nChanged 6 SP:Iteration 68Q (1182.051697 sec): 3 clusters Score: Raw -1244572.468791 + Penalty 3187.195818 = -1241385.272973 nChanged 9 SP:Iteration 69Q (1182.118339 sec): 3 clusters Score: Raw -1244577.081838 + Penalty 3187.195818 = -1241389.886020 nChanged 6 SP:Iteration 70Q (1182.191941 sec): 3 clusters Score: Raw -1244579.984278 + Penalty 3187.195818 = -1241392.788460 nChanged 5 SP:Iteration 71Q (1182.258362 sec): 3 clusters Score: Raw -1244583.753843 + Penalty 3187.195818 = -1241396.558025 nChanged 3 SP:Iteration 72Q (1182.325713 sec): 3 clusters Score: Raw -1244585.121391 + Penalty 3187.195818 = -1241397.925573 nChanged 3 SP:Iteration 73Q (1182.392974 sec): 3 clusters Score: Raw -1244585.850385 + Penalty 3187.195818 = -1241398.654566 nChanged 0 SP:Iteration 74F (1182.476656 sec): 3 clusters Score: Raw -1244585.850385 + Penalty 3187.195818 = -1241398.654566 nChanged 0 Trying to split cluster 25 (1214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1182.504024 sec): 2 clusters Score: Raw -80761.968248 + Penalty 1154.022345 = -79607.945903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1182.554165 sec): 3 clusters Score: Raw -80348.396827 + Penalty 2308.044691 = -78040.352136 nChanged 391 SP:Iteration 1F (1182.596785 sec): 3 clusters Score: Raw -80655.750900 + Penalty 2308.044691 = -78347.706209 nChanged 78 SP:Iteration 2F (1182.643140 sec): 3 clusters Score: Raw -80738.791684 + Penalty 2308.044691 = -78430.746993 nChanged 41 SP:Iteration 3Q (1182.697920 sec): 3 clusters Score: Raw -80768.847942 + Penalty 2308.044691 = -78460.803251 nChanged 27 SP:Iteration 4Q (1182.745496 sec): 3 clusters Score: Raw -80785.581118 + Penalty 2308.044691 = -78477.536427 nChanged 13 SP:Iteration 5Q (1182.797590 sec): 3 clusters Score: Raw -80793.181418 + Penalty 2308.044691 = -78485.136727 nChanged 7 SP:Iteration 6Q (1182.847862 sec): 3 clusters Score: Raw -80797.803112 + Penalty 2308.044691 = -78489.758421 nChanged 10 SP:Iteration 7Q (1182.894988 sec): 3 clusters Score: Raw -80805.328304 + Penalty 2308.044691 = -78497.283613 nChanged 9 SP:Iteration 8Q (1182.950241 sec): 3 clusters Score: Raw -80814.080983 + Penalty 2308.044691 = -78506.036292 nChanged 11 SP:Iteration 9Q (1183.002075 sec): 3 clusters Score: Raw -80820.623196 + Penalty 2308.044691 = -78512.578505 nChanged 7 SP:Iteration 10Q (1183.057383 sec): 3 clusters Score: Raw -80824.349339 + Penalty 2308.044691 = -78516.304648 nChanged 6 SP:Iteration 11Q (1183.096182 sec): 3 clusters Score: Raw -80827.895934 + Penalty 2308.044691 = -78519.851243 nChanged 5 SP:Iteration 12Q (1183.154506 sec): 3 clusters Score: Raw -80831.056743 + Penalty 2308.044691 = -78523.012052 nChanged 2 SP:Iteration 13Q (1183.206266 sec): 3 clusters Score: Raw -80833.248453 + Penalty 2308.044691 = -78525.203762 nChanged 0 SP:Iteration 14F (1183.258989 sec): 3 clusters Score: Raw -80833.248453 + Penalty 2308.044691 = -78525.203762 nChanged 0 Trying to split cluster 26 (4658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1183.285240 sec): 2 clusters Score: Raw -321748.337794 + Penalty 1372.530486 = -320375.807308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1183.345134 sec): 3 clusters Score: Raw -319334.847086 + Penalty 2745.060971 = -316589.786114 nChanged 1878 SP:Iteration 1F (1183.395607 sec): 3 clusters Score: Raw -320435.060511 + Penalty 2745.060971 = -317689.999540 nChanged 359 SP:Iteration 2F (1183.453307 sec): 3 clusters Score: Raw -320634.958439 + Penalty 2745.060971 = -317889.897468 nChanged 285 SP:Iteration 3F (1183.494980 sec): 3 clusters Score: Raw -320808.358579 + Penalty 2745.060971 = -318063.297607 nChanged 245 SP:Iteration 4F (1183.554178 sec): 3 clusters Score: Raw -320988.274303 + Penalty 2745.060971 = -318243.213331 nChanged 254 SP:Iteration 5F (1183.610023 sec): 3 clusters Score: Raw -321188.347028 + Penalty 2745.060971 = -318443.286056 nChanged 247 SP:Iteration 6F (1183.656942 sec): 3 clusters Score: Raw -321367.148288 + Penalty 2745.060971 = -318622.087316 nChanged 226 SP:Iteration 7Q (1183.713145 sec): 3 clusters Score: Raw -321519.381516 + Penalty 2745.060971 = -318774.320545 nChanged 202 SP:Iteration 8Q (1183.764562 sec): 3 clusters Score: Raw -321666.849799 + Penalty 2745.060971 = -318921.788827 nChanged 184 SP:Iteration 9Q (1183.813785 sec): 3 clusters Score: Raw -321781.626883 + Penalty 2745.060971 = -319036.565912 nChanged 132 SP:Iteration 10Q (1183.868696 sec): 3 clusters Score: Raw -321849.881421 + Penalty 2745.060971 = -319104.820450 nChanged 99 SP:Iteration 11Q (1183.916403 sec): 3 clusters Score: Raw -321902.836668 + Penalty 2745.060971 = -319157.775696 nChanged 78 SP:Iteration 12Q (1183.968666 sec): 3 clusters Score: Raw -321939.340989 + Penalty 2745.060971 = -319194.280017 nChanged 49 SP:Iteration 13Q (1184.024350 sec): 3 clusters Score: Raw -321960.776548 + Penalty 2745.060971 = -319215.715576 nChanged 36 SP:Iteration 14Q (1184.078425 sec): 3 clusters Score: Raw -321975.895985 + Penalty 2745.060971 = -319230.835014 nChanged 27 SP:Iteration 15Q (1184.130483 sec): 3 clusters Score: Raw -321986.416027 + Penalty 2745.060971 = -319241.355056 nChanged 26 SP:Iteration 16Q (1184.184025 sec): 3 clusters Score: Raw -321999.276713 + Penalty 2745.060971 = -319254.215741 nChanged 32 SP:Iteration 17Q (1184.229197 sec): 3 clusters Score: Raw -322013.266743 + Penalty 2745.060971 = -319268.205772 nChanged 25 SP:Iteration 18Q (1184.287563 sec): 3 clusters Score: Raw -322029.230678 + Penalty 2745.060971 = -319284.169706 nChanged 28 SP:Iteration 19Q (1184.342591 sec): 3 clusters Score: Raw -322042.013131 + Penalty 2745.060971 = -319296.952160 nChanged 18 SP:Iteration 20F (1184.394122 sec): 3 clusters Score: Raw -322049.480193 + Penalty 2745.060971 = -319304.419222 nChanged 20 SP:Iteration 21Q (1184.450444 sec): 3 clusters Score: Raw -322058.409140 + Penalty 2745.060971 = -319313.348169 nChanged 22 SP:Iteration 22Q (1184.497468 sec): 3 clusters Score: Raw -322068.365483 + Penalty 2745.060971 = -319323.304511 nChanged 21 SP:Iteration 23Q (1184.555102 sec): 3 clusters Score: Raw -322078.138950 + Penalty 2745.060971 = -319333.077978 nChanged 17 SP:Iteration 24Q (1184.614267 sec): 3 clusters Score: Raw -322083.708591 + Penalty 2745.060971 = -319338.647619 nChanged 10 SP:Iteration 25Q (1184.659191 sec): 3 clusters Score: Raw -322086.926885 + Penalty 2745.060971 = -319341.865914 nChanged 8 SP:Iteration 26Q (1184.722325 sec): 3 clusters Score: Raw -322089.598299 + Penalty 2745.060971 = -319344.537328 nChanged 2 SP:Iteration 27Q (1184.779997 sec): 3 clusters Score: Raw -322090.140731 + Penalty 2745.060971 = -319345.079760 nChanged 6 SP:Iteration 28Q (1184.837612 sec): 3 clusters Score: Raw -322092.490486 + Penalty 2745.060971 = -319347.429515 nChanged 9 SP:Iteration 29Q (1184.896396 sec): 3 clusters Score: Raw -322095.122782 + Penalty 2745.060971 = -319350.061810 nChanged 5 SP:Iteration 30Q (1184.955447 sec): 3 clusters Score: Raw -322096.910993 + Penalty 2745.060971 = -319351.850022 nChanged 5 SP:Iteration 31Q (1185.010693 sec): 3 clusters Score: Raw -322099.933741 + Penalty 2745.060971 = -319354.872770 nChanged 7 SP:Iteration 32Q (1185.072734 sec): 3 clusters Score: Raw -322102.607904 + Penalty 2745.060971 = -319357.546933 nChanged 6 SP:Iteration 33Q (1185.115484 sec): 3 clusters Score: Raw -322105.199516 + Penalty 2745.060971 = -319360.138545 nChanged 5 SP:Iteration 34Q (1185.177817 sec): 3 clusters Score: Raw -322108.098886 + Penalty 2745.060971 = -319363.037915 nChanged 7 SP:Iteration 35Q (1185.231729 sec): 3 clusters Score: Raw -322110.991286 + Penalty 2745.060971 = -319365.930315 nChanged 4 SP:Iteration 36Q (1185.280013 sec): 3 clusters Score: Raw -322112.528024 + Penalty 2745.060971 = -319367.467053 nChanged 2 SP:Iteration 37Q (1185.327987 sec): 3 clusters Score: Raw -322113.106124 + Penalty 2745.060971 = -319368.045153 nChanged 3 SP:Iteration 38Q (1185.387828 sec): 3 clusters Score: Raw -322114.107250 + Penalty 2745.060971 = -319369.046279 nChanged 3 SP:Iteration 39Q (1185.444920 sec): 3 clusters Score: Raw -322115.449620 + Penalty 2745.060971 = -319370.388649 nChanged 6 SP:Iteration 40F (1185.498438 sec): 3 clusters Score: Raw -322118.679188 + Penalty 2745.060971 = -319373.618216 nChanged 12 SP:Iteration 41Q (1185.561244 sec): 3 clusters Score: Raw -322124.002382 + Penalty 2745.060971 = -319378.941411 nChanged 9 SP:Iteration 42Q (1185.608327 sec): 3 clusters Score: Raw -322127.162050 + Penalty 2745.060971 = -319382.101078 nChanged 8 SP:Iteration 43Q (1185.664118 sec): 3 clusters Score: Raw -322129.758547 + Penalty 2745.060971 = -319384.697576 nChanged 4 SP:Iteration 44Q (1185.731566 sec): 3 clusters Score: Raw -322131.063522 + Penalty 2745.060971 = -319386.002551 nChanged 2 SP:Iteration 45Q (1185.784046 sec): 3 clusters Score: Raw -322131.758145 + Penalty 2745.060971 = -319386.697174 nChanged 2 SP:Iteration 46Q (1185.842728 sec): 3 clusters Score: Raw -322132.378382 + Penalty 2745.060971 = -319387.317411 nChanged 2 SP:Iteration 47Q (1185.897208 sec): 3 clusters Score: Raw -322132.804411 + Penalty 2745.060971 = -319387.743439 nChanged 1 SP:Iteration 48Q (1185.941226 sec): 3 clusters Score: Raw -322133.026643 + Penalty 2745.060971 = -319387.965672 nChanged 0 SP:Iteration 49F (1186.005842 sec): 3 clusters Score: Raw -322133.026643 + Penalty 2745.060971 = -319387.965672 nChanged 0 Trying to split cluster 27 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1186.028413 sec): 2 clusters Score: Raw -13408.449719 + Penalty 903.610765 = -12504.838954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1186.075776 sec): 3 clusters Score: Raw -13523.011021 + Penalty 1807.221530 = -11715.789491 nChanged 54 SP:Iteration 1F (1186.130849 sec): 3 clusters Score: Raw -13664.750160 + Penalty 1807.221530 = -11857.528630 nChanged 12 SP:Iteration 2Q (1186.170591 sec): 3 clusters Score: Raw -13704.477055 + Penalty 1807.221530 = -11897.255524 nChanged 6 SP:Iteration 3Q (1186.221216 sec): 3 clusters Score: Raw -13719.253247 + Penalty 1807.221530 = -11912.031717 nChanged 2 SP:Iteration 4Q (1186.269801 sec): 3 clusters Score: Raw -13730.061814 + Penalty 1807.221530 = -11922.840284 nChanged 3 SP:Iteration 5Q (1186.319824 sec): 3 clusters Score: Raw -13736.032872 + Penalty 1807.221530 = -11928.811342 nChanged 3 SP:Iteration 6Q (1186.369613 sec): 3 clusters Score: Raw -13788.079642 + Penalty 1807.221530 = -11980.858112 nChanged 3 SP:Iteration 7Q (1186.418737 sec): 3 clusters Score: Raw -13795.099526 + Penalty 1807.221530 = -11987.877996 nChanged 3 SP:Iteration 8Q (1186.473772 sec): 3 clusters Score: Raw -13800.639121 + Penalty 1807.221530 = -11993.417591 nChanged 0 SP:Iteration 9F (1186.518902 sec): 3 clusters Score: Raw -13800.639121 + Penalty 1807.221530 = -11993.417591 nChanged 0 Trying to split cluster 28 (2037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1186.548853 sec): 2 clusters Score: Raw -131973.402497 + Penalty 1238.125430 = -130735.277067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1186.586716 sec): 3 clusters Score: Raw -131117.552995 + Penalty 2476.250860 = -128641.302135 nChanged 725 SP:Iteration 1F (1186.638060 sec): 3 clusters Score: Raw -131646.879587 + Penalty 2476.250860 = -129170.628727 nChanged 183 SP:Iteration 2F (1186.688127 sec): 3 clusters Score: Raw -131806.139347 + Penalty 2476.250860 = -129329.888486 nChanged 114 SP:Iteration 3F (1186.739308 sec): 3 clusters Score: Raw -131899.932735 + Penalty 2476.250860 = -129423.681875 nChanged 91 SP:Iteration 4Q (1186.787606 sec): 3 clusters Score: Raw -131982.225034 + Penalty 2476.250860 = -129505.974174 nChanged 62 SP:Iteration 5Q (1186.839652 sec): 3 clusters Score: Raw -132028.893512 + Penalty 2476.250860 = -129552.642652 nChanged 54 SP:Iteration 6Q (1186.892672 sec): 3 clusters Score: Raw -132068.803848 + Penalty 2476.250860 = -129592.552987 nChanged 42 SP:Iteration 7Q (1186.944502 sec): 3 clusters Score: Raw -132102.624284 + Penalty 2476.250860 = -129626.373423 nChanged 35 SP:Iteration 8Q (1186.986701 sec): 3 clusters Score: Raw -132133.290273 + Penalty 2476.250860 = -129657.039413 nChanged 36 SP:Iteration 9Q (1187.032785 sec): 3 clusters Score: Raw -132162.497677 + Penalty 2476.250860 = -129686.246816 nChanged 32 SP:Iteration 10Q (1187.088644 sec): 3 clusters Score: Raw -132185.880592 + Penalty 2476.250860 = -129709.629732 nChanged 32 SP:Iteration 11Q (1187.130029 sec): 3 clusters Score: Raw -132210.309645 + Penalty 2476.250860 = -129734.058785 nChanged 27 SP:Iteration 12Q (1187.186274 sec): 3 clusters Score: Raw -132229.588361 + Penalty 2476.250860 = -129753.337501 nChanged 18 SP:Iteration 13Q (1187.233010 sec): 3 clusters Score: Raw -132244.221572 + Penalty 2476.250860 = -129767.970712 nChanged 17 SP:Iteration 14Q (1187.283461 sec): 3 clusters Score: Raw -132258.161944 + Penalty 2476.250860 = -129781.911083 nChanged 13 SP:Iteration 15Q (1187.336440 sec): 3 clusters Score: Raw -132264.130052 + Penalty 2476.250860 = -129787.879192 nChanged 11 SP:Iteration 16Q (1187.395650 sec): 3 clusters Score: Raw -132275.215509 + Penalty 2476.250860 = -129798.964649 nChanged 8 SP:Iteration 17Q (1187.444226 sec): 3 clusters Score: Raw -132281.491047 + Penalty 2476.250860 = -129805.240187 nChanged 12 SP:Iteration 18Q (1187.501875 sec): 3 clusters Score: Raw -132289.274118 + Penalty 2476.250860 = -129813.023258 nChanged 7 SP:Iteration 19Q (1187.554043 sec): 3 clusters Score: Raw -132293.841581 + Penalty 2476.250860 = -129817.590720 nChanged 4 SP:Iteration 20F (1187.591229 sec): 3 clusters Score: Raw -132296.671923 + Penalty 2476.250860 = -129820.421063 nChanged 5 SP:Iteration 21Q (1187.641256 sec): 3 clusters Score: Raw -132298.200253 + Penalty 2476.250860 = -129821.949393 nChanged 0 SP:Iteration 22F (1187.689271 sec): 3 clusters Score: Raw -132298.200253 + Penalty 2476.250860 = -129821.949393 nChanged 0 Trying to split cluster 29 (1874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1187.722912 sec): 2 clusters Score: Raw -112719.069150 + Penalty 1224.572450 = -111494.496700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1187.772411 sec): 3 clusters Score: Raw -111944.072051 + Penalty 2449.144900 = -109494.927151 nChanged 683 SP:Iteration 1F (1187.817672 sec): 3 clusters Score: Raw -112467.993349 + Penalty 2449.144900 = -110018.848449 nChanged 157 SP:Iteration 2F (1187.869157 sec): 3 clusters Score: Raw -112642.723438 + Penalty 2449.144900 = -110193.578538 nChanged 114 SP:Iteration 3F (1187.913076 sec): 3 clusters Score: Raw -112802.063799 + Penalty 2449.144900 = -110352.918899 nChanged 95 SP:Iteration 4F (1187.967290 sec): 3 clusters Score: Raw -112912.129208 + Penalty 2449.144900 = -110462.984308 nChanged 61 SP:Iteration 5Q (1188.016258 sec): 3 clusters Score: Raw -112987.844674 + Penalty 2449.144900 = -110538.699773 nChanged 60 SP:Iteration 6Q (1188.064758 sec): 3 clusters Score: Raw -113050.832827 + Penalty 2449.144900 = -110601.687927 nChanged 62 SP:Iteration 7Q (1188.115522 sec): 3 clusters Score: Raw -113110.447975 + Penalty 2449.144900 = -110661.303074 nChanged 61 SP:Iteration 8Q (1188.164164 sec): 3 clusters Score: Raw -113174.900835 + Penalty 2449.144900 = -110725.755935 nChanged 46 SP:Iteration 9Q (1188.217715 sec): 3 clusters Score: Raw -113221.425799 + Penalty 2449.144900 = -110772.280899 nChanged 40 SP:Iteration 10Q (1188.259443 sec): 3 clusters Score: Raw -113258.012872 + Penalty 2449.144900 = -110808.867972 nChanged 33 SP:Iteration 11Q (1188.322343 sec): 3 clusters Score: Raw -113284.432052 + Penalty 2449.144900 = -110835.287151 nChanged 25 SP:Iteration 12Q (1188.360582 sec): 3 clusters Score: Raw -113305.798652 + Penalty 2449.144900 = -110856.653752 nChanged 27 SP:Iteration 13Q (1188.413298 sec): 3 clusters Score: Raw -113326.377130 + Penalty 2449.144900 = -110877.232230 nChanged 23 SP:Iteration 14Q (1188.467829 sec): 3 clusters Score: Raw -113347.622544 + Penalty 2449.144900 = -110898.477644 nChanged 32 SP:Iteration 15Q (1188.515211 sec): 3 clusters Score: Raw -113393.489466 + Penalty 2449.144900 = -110944.344566 nChanged 45 SP:Iteration 16Q (1188.577717 sec): 3 clusters Score: Raw -113452.222275 + Penalty 2449.144900 = -111003.077374 nChanged 49 SP:Iteration 17Q (1188.616168 sec): 3 clusters Score: Raw -113521.890579 + Penalty 2449.144900 = -111072.745679 nChanged 48 SP:Iteration 18Q (1188.670440 sec): 3 clusters Score: Raw -113591.606494 + Penalty 2449.144900 = -111142.461593 nChanged 52 SP:Iteration 19Q (1188.725197 sec): 3 clusters Score: Raw -113666.196049 + Penalty 2449.144900 = -111217.051149 nChanged 47 SP:Iteration 20F (1188.773161 sec): 3 clusters Score: Raw -113739.978837 + Penalty 2449.144900 = -111290.833937 nChanged 30 SP:Iteration 21Q (1188.826412 sec): 3 clusters Score: Raw -113779.598942 + Penalty 2449.144900 = -111330.454042 nChanged 23 SP:Iteration 22Q (1188.874470 sec): 3 clusters Score: Raw -113804.014793 + Penalty 2449.144900 = -111354.869892 nChanged 16 SP:Iteration 23Q (1188.921208 sec): 3 clusters Score: Raw -113821.702399 + Penalty 2449.144900 = -111372.557498 nChanged 14 SP:Iteration 24Q (1188.973884 sec): 3 clusters Score: Raw -113835.527353 + Penalty 2449.144900 = -111386.382452 nChanged 15 SP:Iteration 25Q (1189.022773 sec): 3 clusters Score: Raw -113854.437064 + Penalty 2449.144900 = -111405.292163 nChanged 12 SP:Iteration 26Q (1189.064159 sec): 3 clusters Score: Raw -113868.177633 + Penalty 2449.144900 = -111419.032733 nChanged 10 SP:Iteration 27Q (1189.112538 sec): 3 clusters Score: Raw -113880.359007 + Penalty 2449.144900 = -111431.214107 nChanged 8 SP:Iteration 28Q (1189.166806 sec): 3 clusters Score: Raw -113888.324406 + Penalty 2449.144900 = -111439.179506 nChanged 2 SP:Iteration 29Q (1189.220771 sec): 3 clusters Score: Raw -113889.351267 + Penalty 2449.144900 = -111440.206367 nChanged 3 SP:Iteration 30Q (1189.274615 sec): 3 clusters Score: Raw -113891.453023 + Penalty 2449.144900 = -111442.308123 nChanged 3 SP:Iteration 31Q (1189.323802 sec): 3 clusters Score: Raw -113893.516582 + Penalty 2449.144900 = -111444.371682 nChanged 4 SP:Iteration 32Q (1189.360520 sec): 3 clusters Score: Raw -113895.765026 + Penalty 2449.144900 = -111446.620126 nChanged 3 SP:Iteration 33Q (1189.409850 sec): 3 clusters Score: Raw -113897.115248 + Penalty 2449.144900 = -111447.970347 nChanged 3 SP:Iteration 34Q (1189.452687 sec): 3 clusters Score: Raw -113898.554736 + Penalty 2449.144900 = -111449.409836 nChanged 2 SP:Iteration 35Q (1189.507937 sec): 3 clusters Score: Raw -113899.976700 + Penalty 2449.144900 = -111450.831800 nChanged 1 SP:Iteration 36Q (1189.545489 sec): 3 clusters Score: Raw -113900.293030 + Penalty 2449.144900 = -111451.148130 nChanged 0 SP:Iteration 37F (1189.594508 sec): 3 clusters Score: Raw -113900.293030 + Penalty 2449.144900 = -111451.148130 nChanged 0 Trying to split cluster 30 (4498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1189.628618 sec): 2 clusters Score: Raw -267503.462200 + Penalty 1366.850572 = -266136.611629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1189.680813 sec): 3 clusters Score: Raw -265258.149037 + Penalty 2733.701143 = -262524.447894 nChanged 1793 SP:Iteration 1F (1189.736764 sec): 3 clusters Score: Raw -266328.646703 + Penalty 2733.701143 = -263594.945560 nChanged 377 SP:Iteration 2F (1189.785284 sec): 3 clusters Score: Raw -266600.457294 + Penalty 2733.701143 = -263866.756151 nChanged 298 SP:Iteration 3F (1189.849264 sec): 3 clusters Score: Raw -266817.008213 + Penalty 2733.701143 = -264083.307070 nChanged 242 SP:Iteration 4F (1189.900978 sec): 3 clusters Score: Raw -266986.746526 + Penalty 2733.701143 = -264253.045383 nChanged 215 SP:Iteration 5Q (1189.957184 sec): 3 clusters Score: Raw -267118.908967 + Penalty 2733.701143 = -264385.207824 nChanged 184 SP:Iteration 6Q (1190.003545 sec): 3 clusters Score: Raw -267246.098275 + Penalty 2733.701143 = -264512.397132 nChanged 182 SP:Iteration 7Q (1190.058471 sec): 3 clusters Score: Raw -267371.059165 + Penalty 2733.701143 = -264637.358022 nChanged 169 SP:Iteration 8Q (1190.123326 sec): 3 clusters Score: Raw -267476.776403 + Penalty 2733.701143 = -264743.075260 nChanged 153 SP:Iteration 9Q (1190.168684 sec): 3 clusters Score: Raw -267572.195144 + Penalty 2733.701143 = -264838.494001 nChanged 133 SP:Iteration 10Q (1190.222887 sec): 3 clusters Score: Raw -267654.265500 + Penalty 2733.701143 = -264920.564357 nChanged 101 SP:Iteration 11Q (1190.276576 sec): 3 clusters Score: Raw -267711.350449 + Penalty 2733.701143 = -264977.649306 nChanged 81 SP:Iteration 12Q (1190.330903 sec): 3 clusters Score: Raw -267750.383752 + Penalty 2733.701143 = -265016.682609 nChanged 70 SP:Iteration 13Q (1190.393121 sec): 3 clusters Score: Raw -267788.956357 + Penalty 2733.701143 = -265055.255214 nChanged 78 SP:Iteration 14Q (1190.452249 sec): 3 clusters Score: Raw -267830.651175 + Penalty 2733.701143 = -265096.950032 nChanged 55 SP:Iteration 15Q (1190.503829 sec): 3 clusters Score: Raw -267860.261630 + Penalty 2733.701143 = -265126.560487 nChanged 52 SP:Iteration 16Q (1190.555736 sec): 3 clusters Score: Raw -267880.364848 + Penalty 2733.701143 = -265146.663705 nChanged 33 SP:Iteration 17Q (1190.617322 sec): 3 clusters Score: Raw -267894.584823 + Penalty 2733.701143 = -265160.883680 nChanged 31 SP:Iteration 18Q (1190.663872 sec): 3 clusters Score: Raw -267907.063175 + Penalty 2733.701143 = -265173.362032 nChanged 25 SP:Iteration 19Q (1190.731391 sec): 3 clusters Score: Raw -267918.007575 + Penalty 2733.701143 = -265184.306431 nChanged 27 SP:Iteration 20F (1190.774321 sec): 3 clusters Score: Raw -267928.818258 + Penalty 2733.701143 = -265195.117114 nChanged 21 SP:Iteration 21Q (1190.837874 sec): 3 clusters Score: Raw -267936.452738 + Penalty 2733.701143 = -265202.751595 nChanged 19 SP:Iteration 22Q (1190.882351 sec): 3 clusters Score: Raw -267944.260111 + Penalty 2733.701143 = -265210.558968 nChanged 21 SP:Iteration 23Q (1190.943234 sec): 3 clusters Score: Raw -267950.747038 + Penalty 2733.701143 = -265217.045895 nChanged 17 SP:Iteration 24Q (1191.004419 sec): 3 clusters Score: Raw -267955.662137 + Penalty 2733.701143 = -265221.960994 nChanged 11 SP:Iteration 25Q (1191.059903 sec): 3 clusters Score: Raw -267961.552816 + Penalty 2733.701143 = -265227.851673 nChanged 16 SP:Iteration 26Q (1191.103856 sec): 3 clusters Score: Raw -267969.023396 + Penalty 2733.701143 = -265235.322253 nChanged 11 SP:Iteration 27Q (1191.169248 sec): 3 clusters Score: Raw -267975.796367 + Penalty 2733.701143 = -265242.095224 nChanged 20 SP:Iteration 28Q (1191.214345 sec): 3 clusters Score: Raw -267994.711500 + Penalty 2733.701143 = -265261.010357 nChanged 21 SP:Iteration 29Q (1191.276478 sec): 3 clusters Score: Raw -268008.217355 + Penalty 2733.701143 = -265274.516212 nChanged 27 SP:Iteration 30Q (1191.327428 sec): 3 clusters Score: Raw -268024.079817 + Penalty 2733.701143 = -265290.378673 nChanged 23 SP:Iteration 31Q (1191.379928 sec): 3 clusters Score: Raw -268034.018042 + Penalty 2733.701143 = -265300.316899 nChanged 17 SP:Iteration 32Q (1191.424127 sec): 3 clusters Score: Raw -268043.629053 + Penalty 2733.701143 = -265309.927910 nChanged 12 SP:Iteration 33Q (1191.474669 sec): 3 clusters Score: Raw -268047.996028 + Penalty 2733.701143 = -265314.294885 nChanged 8 SP:Iteration 34Q (1191.528635 sec): 3 clusters Score: Raw -268051.311028 + Penalty 2733.701143 = -265317.609885 nChanged 12 SP:Iteration 35Q (1191.588365 sec): 3 clusters Score: Raw -268062.571820 + Penalty 2733.701143 = -265328.870677 nChanged 18 SP:Iteration 36Q (1191.637174 sec): 3 clusters Score: Raw -268070.834534 + Penalty 2733.701143 = -265337.133391 nChanged 11 SP:Iteration 37Q (1191.700153 sec): 3 clusters Score: Raw -268075.811928 + Penalty 2733.701143 = -265342.110785 nChanged 8 SP:Iteration 38Q (1191.754524 sec): 3 clusters Score: Raw -268078.318514 + Penalty 2733.701143 = -265344.617371 nChanged 3 SP:Iteration 39Q (1191.807099 sec): 3 clusters Score: Raw -268079.447892 + Penalty 2733.701143 = -265345.746749 nChanged 1 SP:Iteration 40F (1191.863048 sec): 3 clusters Score: Raw -268080.210460 + Penalty 2733.701143 = -265346.509317 nChanged 3 SP:Iteration 41Q (1191.910161 sec): 3 clusters Score: Raw -268080.795313 + Penalty 2733.701143 = -265347.094170 nChanged 2 SP:Iteration 42Q (1191.971116 sec): 3 clusters Score: Raw -268081.361252 + Penalty 2733.701143 = -265347.660109 nChanged 4 SP:Iteration 43Q (1192.027876 sec): 3 clusters Score: Raw -268083.984461 + Penalty 2733.701143 = -265350.283318 nChanged 6 SP:Iteration 44Q (1192.085849 sec): 3 clusters Score: Raw -268086.695746 + Penalty 2733.701143 = -265352.994603 nChanged 6 SP:Iteration 45Q (1192.138147 sec): 3 clusters Score: Raw -268089.250341 + Penalty 2733.701143 = -265355.549198 nChanged 4 SP:Iteration 46Q (1192.195809 sec): 3 clusters Score: Raw -268090.566168 + Penalty 2733.701143 = -265356.865025 nChanged 3 SP:Iteration 47Q (1192.246129 sec): 3 clusters Score: Raw -268091.373432 + Penalty 2733.701143 = -265357.672289 nChanged 3 SP:Iteration 48Q (1192.301782 sec): 3 clusters Score: Raw -268092.146361 + Penalty 2733.701143 = -265358.445218 nChanged 5 SP:Iteration 49Q (1192.361332 sec): 3 clusters Score: Raw -268094.559039 + Penalty 2733.701143 = -265360.857896 nChanged 2 SP:Iteration 50Q (1192.405086 sec): 3 clusters Score: Raw -268095.730175 + Penalty 2733.701143 = -265362.029032 nChanged 4 SP:Iteration 51Q (1192.469708 sec): 3 clusters Score: Raw -268097.079420 + Penalty 2733.701143 = -265363.378277 nChanged 4 SP:Iteration 52Q (1192.522137 sec): 3 clusters Score: Raw -268098.434925 + Penalty 2733.701143 = -265364.733781 nChanged 4 SP:Iteration 53Q (1192.564165 sec): 3 clusters Score: Raw -268098.999210 + Penalty 2733.701143 = -265365.298067 nChanged 2 SP:Iteration 54Q (1192.616247 sec): 3 clusters Score: Raw -268099.450399 + Penalty 2733.701143 = -265365.749256 nChanged 0 SP:Iteration 55F (1192.671235 sec): 3 clusters Score: Raw -268099.450399 + Penalty 2733.701143 = -265365.749256 nChanged 0 Trying to split cluster 31 (1721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1192.697759 sec): 2 clusters Score: Raw -117723.458281 + Penalty 1210.732379 = -116512.725902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1192.759934 sec): 3 clusters Score: Raw -117001.145917 + Penalty 2421.464759 = -114579.681158 nChanged 591 SP:Iteration 1F (1192.806767 sec): 3 clusters Score: Raw -117413.156868 + Penalty 2421.464759 = -114991.692109 nChanged 152 SP:Iteration 2F (1192.850928 sec): 3 clusters Score: Raw -117537.607041 + Penalty 2421.464759 = -115116.142282 nChanged 95 SP:Iteration 3F (1192.904677 sec): 3 clusters Score: Raw -117628.169916 + Penalty 2421.464759 = -115206.705158 nChanged 77 SP:Iteration 4Q (1192.956972 sec): 3 clusters Score: Raw -117704.753406 + Penalty 2421.464759 = -115283.288647 nChanged 69 SP:Iteration 5Q (1193.006613 sec): 3 clusters Score: Raw -117781.414274 + Penalty 2421.464759 = -115359.949515 nChanged 71 SP:Iteration 6Q (1193.042013 sec): 3 clusters Score: Raw -117849.805209 + Penalty 2421.464759 = -115428.340450 nChanged 57 SP:Iteration 7Q (1193.096842 sec): 3 clusters Score: Raw -117899.232830 + Penalty 2421.464759 = -115477.768071 nChanged 34 SP:Iteration 8Q (1193.144005 sec): 3 clusters Score: Raw -117929.316302 + Penalty 2421.464759 = -115507.851543 nChanged 31 SP:Iteration 9Q (1193.191662 sec): 3 clusters Score: Raw -117955.693966 + Penalty 2421.464759 = -115534.229208 nChanged 26 SP:Iteration 10Q (1193.247691 sec): 3 clusters Score: Raw -117974.073668 + Penalty 2421.464759 = -115552.608909 nChanged 16 SP:Iteration 11Q (1193.299839 sec): 3 clusters Score: Raw -117983.469125 + Penalty 2421.464759 = -115562.004366 nChanged 7 SP:Iteration 12Q (1193.348612 sec): 3 clusters Score: Raw -117987.945680 + Penalty 2421.464759 = -115566.480921 nChanged 7 SP:Iteration 13Q (1193.386345 sec): 3 clusters Score: Raw -117993.743198 + Penalty 2421.464759 = -115572.278439 nChanged 8 SP:Iteration 14Q (1193.440229 sec): 3 clusters Score: Raw -117998.672085 + Penalty 2421.464759 = -115577.207326 nChanged 9 SP:Iteration 15Q (1193.497673 sec): 3 clusters Score: Raw -118003.256398 + Penalty 2421.464759 = -115581.791640 nChanged 5 SP:Iteration 16Q (1193.544675 sec): 3 clusters Score: Raw -118005.829801 + Penalty 2421.464759 = -115584.365042 nChanged 2 SP:Iteration 17Q (1193.598882 sec): 3 clusters Score: Raw -118006.606193 + Penalty 2421.464759 = -115585.141434 nChanged 1 SP:Iteration 18Q (1193.636456 sec): 3 clusters Score: Raw -118007.604276 + Penalty 2421.464759 = -115586.139518 nChanged 4 SP:Iteration 19Q (1193.697956 sec): 3 clusters Score: Raw -118011.385438 + Penalty 2421.464759 = -115589.920680 nChanged 1 SP:Iteration 20F (1193.743397 sec): 3 clusters Score: Raw -118011.611214 + Penalty 2421.464759 = -115590.146455 nChanged 1 SP:Iteration 21Q (1193.789878 sec): 3 clusters Score: Raw -118011.761417 + Penalty 2421.464759 = -115590.296658 nChanged 0 SP:Iteration 22F (1193.841912 sec): 3 clusters Score: Raw -118011.761417 + Penalty 2421.464759 = -115590.296658 nChanged 0 Trying to split cluster 32 (21178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1193.899075 sec): 2 clusters Score: Raw -1378639.566276 + Penalty 1618.616705 = -1377020.949570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1193.979919 sec): 3 clusters Score: Raw -1365989.511201 + Penalty 3237.233410 = -1362752.277790 nChanged 9453 SP:Iteration 1F (1194.055939 sec): 3 clusters Score: Raw -1371042.029346 + Penalty 3237.233410 = -1367804.795936 nChanged 1039 SP:Iteration 2Q (1194.136975 sec): 3 clusters Score: Raw -1371407.811096 + Penalty 3237.233410 = -1368170.577686 nChanged 968 SP:Iteration 3Q (1194.230619 sec): 3 clusters Score: Raw -1371813.312690 + Penalty 3237.233410 = -1368576.079280 nChanged 1026 SP:Iteration 4Q (1194.316962 sec): 3 clusters Score: Raw -1372269.808461 + Penalty 3237.233410 = -1369032.575051 nChanged 1140 SP:Iteration 5F (1194.400924 sec): 3 clusters Score: Raw -1372839.553466 + Penalty 3237.233410 = -1369602.320056 nChanged 1279 SP:Iteration 6F (1194.478387 sec): 3 clusters Score: Raw -1373601.866487 + Penalty 3237.233410 = -1370364.633077 nChanged 1387 SP:Iteration 7F (1194.564415 sec): 3 clusters Score: Raw -1374566.355605 + Penalty 3237.233410 = -1371329.122195 nChanged 1403 SP:Iteration 8F (1194.650006 sec): 3 clusters Score: Raw -1375571.193808 + Penalty 3237.233410 = -1372333.960397 nChanged 1172 SP:Iteration 9F (1194.734096 sec): 3 clusters Score: Raw -1376425.068365 + Penalty 3237.233410 = -1373187.834955 nChanged 977 SP:Iteration 10Q (1194.818676 sec): 3 clusters Score: Raw -1377117.603249 + Penalty 3237.233410 = -1373880.369838 nChanged 740 SP:Iteration 11Q (1194.900642 sec): 3 clusters Score: Raw -1377578.401547 + Penalty 3237.233410 = -1374341.168137 nChanged 557 SP:Iteration 12Q (1194.976599 sec): 3 clusters Score: Raw -1377915.018904 + Penalty 3237.233410 = -1374677.785493 nChanged 437 SP:Iteration 13Q (1195.060094 sec): 3 clusters Score: Raw -1378178.582919 + Penalty 3237.233410 = -1374941.349509 nChanged 360 SP:Iteration 14Q (1195.134178 sec): 3 clusters Score: Raw -1378404.532971 + Penalty 3237.233410 = -1375167.299560 nChanged 233 SP:Iteration 15Q (1195.212675 sec): 3 clusters Score: Raw -1378536.226366 + Penalty 3237.233410 = -1375298.992955 nChanged 188 SP:Iteration 16Q (1195.300165 sec): 3 clusters Score: Raw -1378648.757396 + Penalty 3237.233410 = -1375411.523986 nChanged 132 SP:Iteration 17Q (1195.379703 sec): 3 clusters Score: Raw -1378739.918780 + Penalty 3237.233410 = -1375502.685370 nChanged 95 SP:Iteration 18Q (1195.453983 sec): 3 clusters Score: Raw -1378804.017084 + Penalty 3237.233410 = -1375566.783674 nChanged 72 SP:Iteration 19Q (1195.520773 sec): 3 clusters Score: Raw -1378843.492435 + Penalty 3237.233410 = -1375606.259024 nChanged 41 SP:Iteration 20F (1195.612192 sec): 3 clusters Score: Raw -1378863.612361 + Penalty 3237.233410 = -1375626.378950 nChanged 31 SP:Iteration 21Q (1195.688257 sec): 3 clusters Score: Raw -1378881.148445 + Penalty 3237.233410 = -1375643.915035 nChanged 34 SP:Iteration 22Q (1195.770373 sec): 3 clusters Score: Raw -1378898.599603 + Penalty 3237.233410 = -1375661.366193 nChanged 25 SP:Iteration 23Q (1195.843205 sec): 3 clusters Score: Raw -1378910.810415 + Penalty 3237.233410 = -1375673.577004 nChanged 17 SP:Iteration 24Q (1195.928304 sec): 3 clusters Score: Raw -1378917.879215 + Penalty 3237.233410 = -1375680.645805 nChanged 9 SP:Iteration 25Q (1196.000479 sec): 3 clusters Score: Raw -1378921.946996 + Penalty 3237.233410 = -1375684.713585 nChanged 8 SP:Iteration 26Q (1196.080391 sec): 3 clusters Score: Raw -1378925.498779 + Penalty 3237.233410 = -1375688.265369 nChanged 11 SP:Iteration 27Q (1196.157837 sec): 3 clusters Score: Raw -1378931.448489 + Penalty 3237.233410 = -1375694.215078 nChanged 9 SP:Iteration 28Q (1196.233935 sec): 3 clusters Score: Raw -1378934.862013 + Penalty 3237.233410 = -1375697.628603 nChanged 6 SP:Iteration 29Q (1196.309673 sec): 3 clusters Score: Raw -1378938.133431 + Penalty 3237.233410 = -1375700.900020 nChanged 7 SP:Iteration 30Q (1196.384766 sec): 3 clusters Score: Raw -1378941.799492 + Penalty 3237.233410 = -1375704.566082 nChanged 5 SP:Iteration 31Q (1196.460878 sec): 3 clusters Score: Raw -1378946.614661 + Penalty 3237.233410 = -1375709.381251 nChanged 7 SP:Iteration 32Q (1196.533667 sec): 3 clusters Score: Raw -1378950.954820 + Penalty 3237.233410 = -1375713.721409 nChanged 7 SP:Iteration 33Q (1196.607061 sec): 3 clusters Score: Raw -1378954.837313 + Penalty 3237.233410 = -1375717.603903 nChanged 2 SP:Iteration 34Q (1196.682140 sec): 3 clusters Score: Raw -1378956.021742 + Penalty 3237.233410 = -1375718.788331 nChanged 4 SP:Iteration 35Q (1196.759329 sec): 3 clusters Score: Raw -1378958.259642 + Penalty 3237.233410 = -1375721.026231 nChanged 4 SP:Iteration 36Q (1196.832153 sec): 3 clusters Score: Raw -1378960.406738 + Penalty 3237.233410 = -1375723.173328 nChanged 6 SP:Iteration 37Q (1196.912473 sec): 3 clusters Score: Raw -1378966.118888 + Penalty 3237.233410 = -1375728.885477 nChanged 7 SP:Iteration 38Q (1196.985095 sec): 3 clusters Score: Raw -1378968.984185 + Penalty 3237.233410 = -1375731.750775 nChanged 8 SP:Iteration 39Q (1197.058015 sec): 3 clusters Score: Raw -1378972.361033 + Penalty 3237.233410 = -1375735.127623 nChanged 5 SP:Iteration 40F (1197.139710 sec): 3 clusters Score: Raw -1378974.339914 + Penalty 3237.233410 = -1375737.106504 nChanged 1 SP:Iteration 41Q (1197.215498 sec): 3 clusters Score: Raw -1378974.802817 + Penalty 3237.233410 = -1375737.569407 nChanged 1 SP:Iteration 42Q (1197.284688 sec): 3 clusters Score: Raw -1378975.073983 + Penalty 3237.233410 = -1375737.840572 nChanged 1 SP:Iteration 43Q (1197.351600 sec): 3 clusters Score: Raw -1378975.385702 + Penalty 3237.233410 = -1375738.152291 nChanged 1 SP:Iteration 44Q (1197.441529 sec): 3 clusters Score: Raw -1378975.679429 + Penalty 3237.233410 = -1375738.446018 nChanged 1 SP:Iteration 45Q (1197.518956 sec): 3 clusters Score: Raw -1378976.320322 + Penalty 3237.233410 = -1375739.086911 nChanged 1 SP:Iteration 46Q (1197.596905 sec): 3 clusters Score: Raw -1378976.688348 + Penalty 3237.233410 = -1375739.454938 nChanged 1 SP:Iteration 47Q (1197.673668 sec): 3 clusters Score: Raw -1378977.642240 + Penalty 3237.233410 = -1375740.408829 nChanged 2 SP:Iteration 48Q (1197.749191 sec): 3 clusters Score: Raw -1378978.994311 + Penalty 3237.233410 = -1375741.760901 nChanged 3 SP:Iteration 49Q (1197.825323 sec): 3 clusters Score: Raw -1378981.035755 + Penalty 3237.233410 = -1375743.802345 nChanged 4 SP:Iteration 50Q (1197.902241 sec): 3 clusters Score: Raw -1378983.008344 + Penalty 3237.233410 = -1375745.774934 nChanged 3 SP:Iteration 51Q (1197.974941 sec): 3 clusters Score: Raw -1378985.396782 + Penalty 3237.233410 = -1375748.163372 nChanged 9 SP:Iteration 52Q (1198.048667 sec): 3 clusters Score: Raw -1378993.764702 + Penalty 3237.233410 = -1375756.531292 nChanged 4 SP:Iteration 53Q (1198.126833 sec): 3 clusters Score: Raw -1378996.963565 + Penalty 3237.233410 = -1375759.730155 nChanged 2 SP:Iteration 54Q (1198.204153 sec): 3 clusters Score: Raw -1378997.813481 + Penalty 3237.233410 = -1375760.580070 nChanged 2 SP:Iteration 55Q (1198.276841 sec): 3 clusters Score: Raw -1378998.346506 + Penalty 3237.233410 = -1375761.113096 nChanged 1 SP:Iteration 56Q (1198.349911 sec): 3 clusters Score: Raw -1378998.821485 + Penalty 3237.233410 = -1375761.588074 nChanged 0 SP:Iteration 57F (1198.431506 sec): 3 clusters Score: Raw -1378998.821485 + Penalty 3237.233410 = -1375761.588074 nChanged 0 Trying to split cluster 33 (2001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1198.460135 sec): 2 clusters Score: Raw -114684.079883 + Penalty 1235.227879 = -113448.852004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1198.511592 sec): 3 clusters Score: Raw -113810.310566 + Penalty 2470.455759 = -111339.854807 nChanged 710 SP:Iteration 1F (1198.562672 sec): 3 clusters Score: Raw -114275.698773 + Penalty 2470.455759 = -111805.243014 nChanged 178 SP:Iteration 2F (1198.609553 sec): 3 clusters Score: Raw -114472.369342 + Penalty 2470.455759 = -112001.913583 nChanged 150 SP:Iteration 3F (1198.657366 sec): 3 clusters Score: Raw -114647.756746 + Penalty 2470.455759 = -112177.300987 nChanged 109 SP:Iteration 4F (1198.709440 sec): 3 clusters Score: Raw -114756.623227 + Penalty 2470.455759 = -112286.167468 nChanged 88 SP:Iteration 5Q (1198.757523 sec): 3 clusters Score: Raw -114840.614013 + Penalty 2470.455759 = -112370.158255 nChanged 74 SP:Iteration 6Q (1198.808256 sec): 3 clusters Score: Raw -114918.288928 + Penalty 2470.455759 = -112447.833170 nChanged 76 SP:Iteration 7Q (1198.854464 sec): 3 clusters Score: Raw -115019.113590 + Penalty 2470.455759 = -112548.657831 nChanged 65 SP:Iteration 8Q (1198.898985 sec): 3 clusters Score: Raw -115076.857753 + Penalty 2470.455759 = -112606.401995 nChanged 57 SP:Iteration 9Q (1198.951409 sec): 3 clusters Score: Raw -115127.946483 + Penalty 2470.455759 = -112657.490724 nChanged 50 SP:Iteration 10Q (1199.007008 sec): 3 clusters Score: Raw -115173.556910 + Penalty 2470.455759 = -112703.101152 nChanged 34 SP:Iteration 11Q (1199.052992 sec): 3 clusters Score: Raw -115198.351776 + Penalty 2470.455759 = -112727.896017 nChanged 25 SP:Iteration 12Q (1199.097259 sec): 3 clusters Score: Raw -115212.560736 + Penalty 2470.455759 = -112742.104978 nChanged 10 SP:Iteration 13Q (1199.154706 sec): 3 clusters Score: Raw -115219.775835 + Penalty 2470.455759 = -112749.320076 nChanged 10 SP:Iteration 14Q (1199.199585 sec): 3 clusters Score: Raw -115226.765982 + Penalty 2470.455759 = -112756.310224 nChanged 4 SP:Iteration 15Q (1199.246598 sec): 3 clusters Score: Raw -115229.222911 + Penalty 2470.455759 = -112758.767152 nChanged 3 SP:Iteration 16Q (1199.296414 sec): 3 clusters Score: Raw -115231.073449 + Penalty 2470.455759 = -112760.617690 nChanged 0 SP:Iteration 17F (1199.343292 sec): 3 clusters Score: Raw -115231.073449 + Penalty 2470.455759 = -112760.617690 nChanged 0 Trying to split cluster 34 (33368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1199.416664 sec): 2 clusters Score: Raw -2271726.884263 + Penalty 1692.494803 = -2270034.389460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1199.520898 sec): 3 clusters Score: Raw -2250861.270547 + Penalty 3384.989607 = -2247476.280940 nChanged 15548 SP:Iteration 1F (1199.620049 sec): 3 clusters Score: Raw -2259731.261805 + Penalty 3384.989607 = -2256346.272199 nChanged 1760 SP:Iteration 2F (1199.713312 sec): 3 clusters Score: Raw -2260509.060431 + Penalty 3384.989607 = -2257124.070824 nChanged 1853 SP:Iteration 3F (1199.825408 sec): 3 clusters Score: Raw -2261533.385721 + Penalty 3384.989607 = -2258148.396114 nChanged 2069 SP:Iteration 4F (1199.933360 sec): 3 clusters Score: Raw -2262925.776899 + Penalty 3384.989607 = -2259540.787292 nChanged 2201 SP:Iteration 5F (1200.029680 sec): 3 clusters Score: Raw -2264528.700980 + Penalty 3384.989607 = -2261143.711373 nChanged 2149 SP:Iteration 6F (1200.128206 sec): 3 clusters Score: Raw -2266010.959663 + Penalty 3384.989607 = -2262625.970057 nChanged 1931 SP:Iteration 7F (1200.234099 sec): 3 clusters Score: Raw -2267103.460019 + Penalty 3384.989607 = -2263718.470412 nChanged 1487 SP:Iteration 8Q (1200.340120 sec): 3 clusters Score: Raw -2267780.575809 + Penalty 3384.989607 = -2264395.586202 nChanged 1105 SP:Iteration 9Q (1200.433437 sec): 3 clusters Score: Raw -2268195.537131 + Penalty 3384.989607 = -2264810.547524 nChanged 835 SP:Iteration 10Q (1200.539829 sec): 3 clusters Score: Raw -2268447.171863 + Penalty 3384.989607 = -2265062.182256 nChanged 586 SP:Iteration 11Q (1200.638951 sec): 3 clusters Score: Raw -2268603.288276 + Penalty 3384.989607 = -2265218.298670 nChanged 463 SP:Iteration 12Q (1200.745763 sec): 3 clusters Score: Raw -2268708.985775 + Penalty 3384.989607 = -2265323.996168 nChanged 367 SP:Iteration 13Q (1200.851537 sec): 3 clusters Score: Raw -2268781.474405 + Penalty 3384.989607 = -2265396.484799 nChanged 316 SP:Iteration 14Q (1200.957290 sec): 3 clusters Score: Raw -2268836.565655 + Penalty 3384.989607 = -2265451.576048 nChanged 277 SP:Iteration 15Q (1201.060259 sec): 3 clusters Score: Raw -2268883.192185 + Penalty 3384.989607 = -2265498.202579 nChanged 257 SP:Iteration 16Q (1201.165482 sec): 3 clusters Score: Raw -2268926.343026 + Penalty 3384.989607 = -2265541.353419 nChanged 249 SP:Iteration 17Q (1201.263089 sec): 3 clusters Score: Raw -2268967.887969 + Penalty 3384.989607 = -2265582.898363 nChanged 225 SP:Iteration 18Q (1201.370277 sec): 3 clusters Score: Raw -2269004.422988 + Penalty 3384.989607 = -2265619.433381 nChanged 219 SP:Iteration 19Q (1201.469983 sec): 3 clusters Score: Raw -2269037.417436 + Penalty 3384.989607 = -2265652.427829 nChanged 182 SP:Iteration 20F (1201.585374 sec): 3 clusters Score: Raw -2269062.014107 + Penalty 3384.989607 = -2265677.024500 nChanged 168 SP:Iteration 21Q (1201.687057 sec): 3 clusters Score: Raw -2269085.020654 + Penalty 3384.989607 = -2265700.031047 nChanged 172 SP:Iteration 22Q (1201.786019 sec): 3 clusters Score: Raw -2269106.034576 + Penalty 3384.989607 = -2265721.044969 nChanged 168 SP:Iteration 23Q (1201.905072 sec): 3 clusters Score: Raw -2269126.902651 + Penalty 3384.989607 = -2265741.913045 nChanged 162 SP:Iteration 24Q (1202.010656 sec): 3 clusters Score: Raw -2269150.473683 + Penalty 3384.989607 = -2265765.484076 nChanged 169 SP:Iteration 25Q (1202.103706 sec): 3 clusters Score: Raw -2269173.382147 + Penalty 3384.989607 = -2265788.392540 nChanged 190 SP:Iteration 26Q (1202.206096 sec): 3 clusters Score: Raw -2269198.588572 + Penalty 3384.989607 = -2265813.598965 nChanged 159 SP:Iteration 27Q (1202.307050 sec): 3 clusters Score: Raw -2269220.650796 + Penalty 3384.989607 = -2265835.661189 nChanged 173 SP:Iteration 28Q (1202.421990 sec): 3 clusters Score: Raw -2269242.944589 + Penalty 3384.989607 = -2265857.954983 nChanged 163 SP:Iteration 29Q (1202.516040 sec): 3 clusters Score: Raw -2269266.590203 + Penalty 3384.989607 = -2265881.600596 nChanged 168 SP:Iteration 30Q (1202.641840 sec): 3 clusters Score: Raw -2269286.095293 + Penalty 3384.989607 = -2265901.105686 nChanged 164 SP:Iteration 31Q (1202.745642 sec): 3 clusters Score: Raw -2269304.283370 + Penalty 3384.989607 = -2265919.293764 nChanged 146 SP:Iteration 32Q (1202.853757 sec): 3 clusters Score: Raw -2269321.143236 + Penalty 3384.989607 = -2265936.153629 nChanged 132 SP:Iteration 33Q (1202.955466 sec): 3 clusters Score: Raw -2269334.915536 + Penalty 3384.989607 = -2265949.925929 nChanged 135 SP:Iteration 34Q (1203.056541 sec): 3 clusters Score: Raw -2269350.053709 + Penalty 3384.989607 = -2265965.064103 nChanged 147 SP:Iteration 35Q (1203.159834 sec): 3 clusters Score: Raw -2269366.889159 + Penalty 3384.989607 = -2265981.899552 nChanged 141 SP:Iteration 36Q (1203.260138 sec): 3 clusters Score: Raw -2269382.433017 + Penalty 3384.989607 = -2265997.443410 nChanged 143 SP:Iteration 37Q (1203.346197 sec): 3 clusters Score: Raw -2269399.186721 + Penalty 3384.989607 = -2266014.197114 nChanged 142 SP:Iteration 38Q (1203.453674 sec): 3 clusters Score: Raw -2269414.318894 + Penalty 3384.989607 = -2266029.329287 nChanged 132 SP:Iteration 39Q (1203.563077 sec): 3 clusters Score: Raw -2269427.022354 + Penalty 3384.989607 = -2266042.032747 nChanged 112 SP:Iteration 40F (1203.658977 sec): 3 clusters Score: Raw -2269436.285409 + Penalty 3384.989607 = -2266051.295802 nChanged 108 SP:Iteration 41Q (1203.765437 sec): 3 clusters Score: Raw -2269444.880639 + Penalty 3384.989607 = -2266059.891032 nChanged 93 SP:Iteration 42Q (1203.872203 sec): 3 clusters Score: Raw -2269452.430831 + Penalty 3384.989607 = -2266067.441225 nChanged 90 SP:Iteration 43Q (1203.987996 sec): 3 clusters Score: Raw -2269459.595651 + Penalty 3384.989607 = -2266074.606045 nChanged 80 SP:Iteration 44Q (1204.091502 sec): 3 clusters Score: Raw -2269465.224346 + Penalty 3384.989607 = -2266080.234739 nChanged 79 SP:Iteration 45Q (1204.190731 sec): 3 clusters Score: Raw -2269470.809984 + Penalty 3384.989607 = -2266085.820378 nChanged 67 SP:Iteration 46Q (1204.292650 sec): 3 clusters Score: Raw -2269475.293774 + Penalty 3384.989607 = -2266090.304167 nChanged 65 SP:Iteration 47Q (1204.403088 sec): 3 clusters Score: Raw -2269480.189853 + Penalty 3384.989607 = -2266095.200247 nChanged 78 SP:Iteration 48Q (1204.497488 sec): 3 clusters Score: Raw -2269486.596648 + Penalty 3384.989607 = -2266101.607041 nChanged 76 SP:Iteration 49Q (1204.614952 sec): 3 clusters Score: Raw -2269492.204080 + Penalty 3384.989607 = -2266107.214473 nChanged 77 SP:Iteration 50Q (1204.714890 sec): 3 clusters Score: Raw -2269497.552017 + Penalty 3384.989607 = -2266112.562411 nChanged 71 SP:Iteration 51Q (1204.825239 sec): 3 clusters Score: Raw -2269502.391229 + Penalty 3384.989607 = -2266117.401622 nChanged 77 SP:Iteration 52Q (1204.919347 sec): 3 clusters Score: Raw -2269507.553402 + Penalty 3384.989607 = -2266122.563795 nChanged 73 SP:Iteration 53Q (1205.019458 sec): 3 clusters Score: Raw -2269513.248519 + Penalty 3384.989607 = -2266128.258912 nChanged 78 SP:Iteration 54Q (1205.118873 sec): 3 clusters Score: Raw -2269519.969184 + Penalty 3384.989607 = -2266134.979578 nChanged 93 SP:Iteration 55Q (1205.232485 sec): 3 clusters Score: Raw -2269526.850907 + Penalty 3384.989607 = -2266141.861300 nChanged 79 SP:Iteration 56Q (1205.319069 sec): 3 clusters Score: Raw -2269533.306915 + Penalty 3384.989607 = -2266148.317309 nChanged 76 SP:Iteration 57Q (1205.429709 sec): 3 clusters Score: Raw -2269538.598742 + Penalty 3384.989607 = -2266153.609135 nChanged 65 SP:Iteration 58Q (1205.531453 sec): 3 clusters Score: Raw -2269543.724984 + Penalty 3384.989607 = -2266158.735378 nChanged 75 SP:Iteration 59Q (1205.633664 sec): 3 clusters Score: Raw -2269550.437172 + Penalty 3384.989607 = -2266165.447565 nChanged 82 SP:Iteration 60F (1205.738624 sec): 3 clusters Score: Raw -2269556.923549 + Penalty 3384.989607 = -2266171.933942 nChanged 83 SP:Iteration 61Q (1205.833389 sec): 3 clusters Score: Raw -2269562.525939 + Penalty 3384.989607 = -2266177.536332 nChanged 70 SP:Iteration 62Q (1205.943038 sec): 3 clusters Score: Raw -2269567.908973 + Penalty 3384.989607 = -2266182.919366 nChanged 80 SP:Iteration 63Q (1206.047328 sec): 3 clusters Score: Raw -2269573.840124 + Penalty 3384.989607 = -2266188.850517 nChanged 75 SP:Iteration 64Q (1206.150235 sec): 3 clusters Score: Raw -2269579.139878 + Penalty 3384.989607 = -2266194.150271 nChanged 69 SP:Iteration 65Q (1206.243106 sec): 3 clusters Score: Raw -2269583.885697 + Penalty 3384.989607 = -2266198.896090 nChanged 73 SP:Iteration 66Q (1206.359204 sec): 3 clusters Score: Raw -2269587.959903 + Penalty 3384.989607 = -2266202.970296 nChanged 48 SP:Iteration 67Q (1206.459664 sec): 3 clusters Score: Raw -2269590.992617 + Penalty 3384.989607 = -2266206.003011 nChanged 58 SP:Iteration 68Q (1206.560149 sec): 3 clusters Score: Raw -2269594.994434 + Penalty 3384.989607 = -2266210.004827 nChanged 62 SP:Iteration 69Q (1206.664581 sec): 3 clusters Score: Raw -2269599.017397 + Penalty 3384.989607 = -2266214.027791 nChanged 62 SP:Iteration 70Q (1206.775120 sec): 3 clusters Score: Raw -2269602.962128 + Penalty 3384.989607 = -2266217.972521 nChanged 55 SP:Iteration 71Q (1206.873212 sec): 3 clusters Score: Raw -2269606.207438 + Penalty 3384.989607 = -2266221.217831 nChanged 45 SP:Iteration 72Q (1206.972788 sec): 3 clusters Score: Raw -2269608.671183 + Penalty 3384.989607 = -2266223.681577 nChanged 40 SP:Iteration 73Q (1207.080204 sec): 3 clusters Score: Raw -2269610.998157 + Penalty 3384.989607 = -2266226.008550 nChanged 47 SP:Iteration 74Q (1207.181090 sec): 3 clusters Score: Raw -2269613.695549 + Penalty 3384.989607 = -2266228.705942 nChanged 43 SP:Iteration 75Q (1207.287818 sec): 3 clusters Score: Raw -2269616.302899 + Penalty 3384.989607 = -2266231.313292 nChanged 50 SP:Iteration 76Q (1207.391945 sec): 3 clusters Score: Raw -2269619.112717 + Penalty 3384.989607 = -2266234.123111 nChanged 56 SP:Iteration 77Q (1207.494269 sec): 3 clusters Score: Raw -2269622.689736 + Penalty 3384.989607 = -2266237.700129 nChanged 45 SP:Iteration 78Q (1207.596632 sec): 3 clusters Score: Raw -2269625.284129 + Penalty 3384.989607 = -2266240.294522 nChanged 47 SP:Iteration 79Q (1207.700246 sec): 3 clusters Score: Raw -2269627.400596 + Penalty 3384.989607 = -2266242.410989 nChanged 32 SP:Iteration 80F (1207.803680 sec): 3 clusters Score: Raw -2269628.668512 + Penalty 3384.989607 = -2266243.678905 nChanged 33 SP:Iteration 81Q (1207.911867 sec): 3 clusters Score: Raw -2269630.339612 + Penalty 3384.989607 = -2266245.350006 nChanged 34 SP:Iteration 82Q (1208.015805 sec): 3 clusters Score: Raw -2269631.947619 + Penalty 3384.989607 = -2266246.958012 nChanged 26 SP:Iteration 83Q (1208.117331 sec): 3 clusters Score: Raw -2269633.088091 + Penalty 3384.989607 = -2266248.098484 nChanged 20 SP:Iteration 84Q (1208.217637 sec): 3 clusters Score: Raw -2269633.740327 + Penalty 3384.989607 = -2266248.750720 nChanged 15 SP:Iteration 85Q (1208.309261 sec): 3 clusters Score: Raw -2269634.380885 + Penalty 3384.989607 = -2266249.391279 nChanged 17 SP:Iteration 86Q (1208.422203 sec): 3 clusters Score: Raw -2269635.084325 + Penalty 3384.989607 = -2266250.094718 nChanged 18 SP:Iteration 87Q (1208.521652 sec): 3 clusters Score: Raw -2269635.817084 + Penalty 3384.989607 = -2266250.827478 nChanged 22 SP:Iteration 88Q (1208.619661 sec): 3 clusters Score: Raw -2269636.826287 + Penalty 3384.989607 = -2266251.836681 nChanged 27 SP:Iteration 89Q (1208.722313 sec): 3 clusters Score: Raw -2269637.992853 + Penalty 3384.989607 = -2266253.003247 nChanged 32 SP:Iteration 90Q (1208.825244 sec): 3 clusters Score: Raw -2269639.584454 + Penalty 3384.989607 = -2266254.594847 nChanged 42 SP:Iteration 91Q (1208.929257 sec): 3 clusters Score: Raw -2269641.793632 + Penalty 3384.989607 = -2266256.804025 nChanged 31 SP:Iteration 92Q (1209.046812 sec): 3 clusters Score: Raw -2269643.486500 + Penalty 3384.989607 = -2266258.496894 nChanged 37 SP:Iteration 93Q (1209.154160 sec): 3 clusters Score: Raw -2269645.693251 + Penalty 3384.989607 = -2266260.703644 nChanged 33 SP:Iteration 94Q (1209.253682 sec): 3 clusters Score: Raw -2269647.164524 + Penalty 3384.989607 = -2266262.174917 nChanged 22 SP:Iteration 95Q (1209.357628 sec): 3 clusters Score: Raw -2269647.930314 + Penalty 3384.989607 = -2266262.940707 nChanged 22 SP:Iteration 96Q (1209.458878 sec): 3 clusters Score: Raw -2269648.872116 + Penalty 3384.989607 = -2266263.882509 nChanged 18 SP:Iteration 97Q (1209.563995 sec): 3 clusters Score: Raw -2269649.483840 + Penalty 3384.989607 = -2266264.494233 nChanged 16 SP:Iteration 98Q (1209.655729 sec): 3 clusters Score: Raw -2269649.948796 + Penalty 3384.989607 = -2266264.959189 nChanged 11 SP:Iteration 99Q (1209.764156 sec): 3 clusters Score: Raw -2269650.234990 + Penalty 3384.989607 = -2266265.245384 nChanged 8 SP:Iteration 100F (1209.869715 sec): 3 clusters Score: Raw -2269650.471593 + Penalty 3384.989607 = -2266265.481986 nChanged 7 SP:Iteration 101Q (1209.974105 sec): 3 clusters Score: Raw -2269650.720064 + Penalty 3384.989607 = -2266265.730458 nChanged 8 SP:Iteration 102Q (1210.068710 sec): 3 clusters Score: Raw -2269650.951769 + Penalty 3384.989607 = -2266265.962162 nChanged 6 SP:Iteration 103Q (1210.175424 sec): 3 clusters Score: Raw -2269651.131512 + Penalty 3384.989607 = -2266266.141906 nChanged 9 SP:Iteration 104Q (1210.288102 sec): 3 clusters Score: Raw -2269651.465463 + Penalty 3384.989607 = -2266266.475856 nChanged 17 SP:Iteration 105Q (1210.392685 sec): 3 clusters Score: Raw -2269652.017789 + Penalty 3384.989607 = -2266267.028182 nChanged 13 SP:Iteration 106Q (1210.500002 sec): 3 clusters Score: Raw -2269652.475335 + Penalty 3384.989607 = -2266267.485729 nChanged 14 SP:Iteration 107Q (1210.597312 sec): 3 clusters Score: Raw -2269652.821447 + Penalty 3384.989607 = -2266267.831840 nChanged 6 SP:Iteration 108Q (1210.706316 sec): 3 clusters Score: Raw -2269652.940350 + Penalty 3384.989607 = -2266267.950743 nChanged 8 SP:Iteration 109Q (1210.806335 sec): 3 clusters Score: Raw -2269653.195191 + Penalty 3384.989607 = -2266268.205584 nChanged 6 SP:Iteration 110Q (1210.907374 sec): 3 clusters Score: Raw -2269653.354296 + Penalty 3384.989607 = -2266268.364689 nChanged 5 SP:Iteration 111Q (1211.003267 sec): 3 clusters Score: Raw -2269653.471860 + Penalty 3384.989607 = -2266268.482253 nChanged 6 SP:Iteration 112Q (1211.122393 sec): 3 clusters Score: Raw -2269653.601785 + Penalty 3384.989607 = -2266268.612178 nChanged 8 SP:Iteration 113Q (1211.227452 sec): 3 clusters Score: Raw -2269653.859554 + Penalty 3384.989607 = -2266268.869947 nChanged 8 SP:Iteration 114Q (1211.328388 sec): 3 clusters Score: Raw -2269653.989881 + Penalty 3384.989607 = -2266269.000274 nChanged 8 SP:Iteration 115Q (1211.433222 sec): 3 clusters Score: Raw -2269654.164343 + Penalty 3384.989607 = -2266269.174737 nChanged 7 SP:Iteration 116Q (1211.526936 sec): 3 clusters Score: Raw -2269654.303278 + Penalty 3384.989607 = -2266269.313671 nChanged 8 SP:Iteration 117Q (1211.639259 sec): 3 clusters Score: Raw -2269654.469567 + Penalty 3384.989607 = -2266269.479960 nChanged 9 SP:Iteration 118Q (1211.743244 sec): 3 clusters Score: Raw -2269654.692798 + Penalty 3384.989607 = -2266269.703192 nChanged 6 SP:Iteration 119Q (1211.842768 sec): 3 clusters Score: Raw -2269654.859548 + Penalty 3384.989607 = -2266269.869941 nChanged 6 SP:Iteration 120F (1211.958693 sec): 3 clusters Score: Raw -2269655.062307 + Penalty 3384.989607 = -2266270.072701 nChanged 4 SP:Iteration 121Q (1212.063516 sec): 3 clusters Score: Raw -2269655.174426 + Penalty 3384.989607 = -2266270.184820 nChanged 2 SP:Iteration 122Q (1212.164720 sec): 3 clusters Score: Raw -2269655.227115 + Penalty 3384.989607 = -2266270.237509 nChanged 3 SP:Iteration 123Q (1212.265170 sec): 3 clusters Score: Raw -2269655.315456 + Penalty 3384.989607 = -2266270.325850 nChanged 4 SP:Iteration 124Q (1212.355477 sec): 3 clusters Score: Raw -2269655.407472 + Penalty 3384.989607 = -2266270.417865 nChanged 3 SP:Iteration 125Q (1212.468507 sec): 3 clusters Score: Raw -2269655.477946 + Penalty 3384.989607 = -2266270.488339 nChanged 4 SP:Iteration 126Q (1212.570840 sec): 3 clusters Score: Raw -2269655.567143 + Penalty 3384.989607 = -2266270.577536 nChanged 2 SP:Iteration 127Q (1212.674543 sec): 3 clusters Score: Raw -2269655.647700 + Penalty 3384.989607 = -2266270.658093 nChanged 2 SP:Iteration 128Q (1212.774614 sec): 3 clusters Score: Raw -2269655.721827 + Penalty 3384.989607 = -2266270.732220 nChanged 3 SP:Iteration 129Q (1212.865971 sec): 3 clusters Score: Raw -2269655.813128 + Penalty 3384.989607 = -2266270.823521 nChanged 5 SP:Iteration 130Q (1212.971095 sec): 3 clusters Score: Raw -2269655.935870 + Penalty 3384.989607 = -2266270.946263 nChanged 4 SP:Iteration 131Q (1213.074617 sec): 3 clusters Score: Raw -2269656.048546 + Penalty 3384.989607 = -2266271.058940 nChanged 5 SP:Iteration 132Q (1213.175480 sec): 3 clusters Score: Raw -2269656.205945 + Penalty 3384.989607 = -2266271.216338 nChanged 1 SP:Iteration 133Q (1213.294268 sec): 3 clusters Score: Raw -2269656.245197 + Penalty 3384.989607 = -2266271.255590 nChanged 4 SP:Iteration 134Q (1213.398692 sec): 3 clusters Score: Raw -2269656.396208 + Penalty 3384.989607 = -2266271.406601 nChanged 3 SP:Iteration 135Q (1213.504217 sec): 3 clusters Score: Raw -2269656.497808 + Penalty 3384.989607 = -2266271.508202 nChanged 1 SP:Iteration 136Q (1213.606285 sec): 3 clusters Score: Raw -2269656.507879 + Penalty 3384.989607 = -2266271.518272 nChanged 2 SP:Iteration 137Q (1213.720870 sec): 3 clusters Score: Raw -2269656.580378 + Penalty 3384.989607 = -2266271.590771 nChanged 4 SP:Iteration 138Q (1213.821841 sec): 3 clusters Score: Raw -2269656.677248 + Penalty 3384.989607 = -2266271.687641 nChanged 4 SP:Iteration 139Q (1213.923354 sec): 3 clusters Score: Raw -2269656.813857 + Penalty 3384.989607 = -2266271.824251 nChanged 5 SP:Iteration 140F (1214.016576 sec): 3 clusters Score: Raw -2269656.958101 + Penalty 3384.989607 = -2266271.968494 nChanged 6 SP:Iteration 141Q (1214.122029 sec): 3 clusters Score: Raw -2269657.078731 + Penalty 3384.989607 = -2266272.089125 nChanged 3 SP:Iteration 142Q (1214.219272 sec): 3 clusters Score: Raw -2269657.193772 + Penalty 3384.989607 = -2266272.204165 nChanged 3 SP:Iteration 143Q (1214.313533 sec): 3 clusters Score: Raw -2269657.250194 + Penalty 3384.989607 = -2266272.260587 nChanged 3 SP:Iteration 144Q (1214.427091 sec): 3 clusters Score: Raw -2269657.298355 + Penalty 3384.989607 = -2266272.308748 nChanged 1 SP:Iteration 145Q (1214.559240 sec): 3 clusters Score: Raw -2269657.324038 + Penalty 3384.989607 = -2266272.334431 nChanged 1 SP:Iteration 146Q (1214.651113 sec): 3 clusters Score: Raw -2269657.338257 + Penalty 3384.989607 = -2266272.348651 nChanged 2 SP:Iteration 147Q (1214.764421 sec): 3 clusters Score: Raw -2269657.362071 + Penalty 3384.989607 = -2266272.372464 nChanged 2 SP:Iteration 148Q (1214.868012 sec): 3 clusters Score: Raw -2269657.411546 + Penalty 3384.989607 = -2266272.421939 nChanged 1 SP:Iteration 149Q (1214.970950 sec): 3 clusters Score: Raw -2269657.465335 + Penalty 3384.989607 = -2266272.475728 nChanged 1 SP:Iteration 150Q (1215.062337 sec): 3 clusters Score: Raw -2269657.499079 + Penalty 3384.989607 = -2266272.509473 nChanged 3 SP:Iteration 151Q (1215.163969 sec): 3 clusters Score: Raw -2269657.551194 + Penalty 3384.989607 = -2266272.561587 nChanged 1 SP:Iteration 152Q (1215.266247 sec): 3 clusters Score: Raw -2269657.569647 + Penalty 3384.989607 = -2266272.580040 nChanged 0 SP:Iteration 153F (1215.368401 sec): 3 clusters Score: Raw -2269657.569647 + Penalty 3384.989607 = -2266272.580040 nChanged 0 Trying to split cluster 35 (3076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1215.412822 sec): 2 clusters Score: Raw -209014.028226 + Penalty 1305.100116 = -207708.928110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1215.465271 sec): 3 clusters Score: Raw -207603.866833 + Penalty 2610.200232 = -204993.666601 nChanged 1134 SP:Iteration 1F (1215.506818 sec): 3 clusters Score: Raw -208249.823639 + Penalty 2610.200232 = -205639.623407 nChanged 234 SP:Iteration 2F (1215.559638 sec): 3 clusters Score: Raw -208399.156029 + Penalty 2610.200232 = -205788.955796 nChanged 159 SP:Iteration 3F (1215.609512 sec): 3 clusters Score: Raw -208497.603064 + Penalty 2610.200232 = -205887.402832 nChanged 138 SP:Iteration 4Q (1215.656240 sec): 3 clusters Score: Raw -208594.881430 + Penalty 2610.200232 = -205984.681197 nChanged 135 SP:Iteration 5Q (1215.719280 sec): 3 clusters Score: Raw -208698.127167 + Penalty 2610.200232 = -206087.926935 nChanged 133 SP:Iteration 6Q (1215.761602 sec): 3 clusters Score: Raw -208788.434720 + Penalty 2610.200232 = -206178.234487 nChanged 127 SP:Iteration 7Q (1215.810581 sec): 3 clusters Score: Raw -208877.798225 + Penalty 2610.200232 = -206267.597993 nChanged 114 SP:Iteration 8Q (1215.868521 sec): 3 clusters Score: Raw -208960.433633 + Penalty 2610.200232 = -206350.233401 nChanged 88 SP:Iteration 9Q (1215.911216 sec): 3 clusters Score: Raw -209034.476329 + Penalty 2610.200232 = -206424.276096 nChanged 79 SP:Iteration 10Q (1215.973023 sec): 3 clusters Score: Raw -209101.393916 + Penalty 2610.200232 = -206491.193684 nChanged 70 SP:Iteration 11Q (1216.021091 sec): 3 clusters Score: Raw -209156.668515 + Penalty 2610.200232 = -206546.468282 nChanged 56 SP:Iteration 12Q (1216.073220 sec): 3 clusters Score: Raw -209191.901121 + Penalty 2610.200232 = -206581.700888 nChanged 48 SP:Iteration 13Q (1216.131494 sec): 3 clusters Score: Raw -209220.432405 + Penalty 2610.200232 = -206610.232173 nChanged 28 SP:Iteration 14Q (1216.171414 sec): 3 clusters Score: Raw -209238.473853 + Penalty 2610.200232 = -206628.273621 nChanged 25 SP:Iteration 15Q (1216.232070 sec): 3 clusters Score: Raw -209250.057238 + Penalty 2610.200232 = -206639.857005 nChanged 14 SP:Iteration 16Q (1216.274671 sec): 3 clusters Score: Raw -209256.105462 + Penalty 2610.200232 = -206645.905229 nChanged 17 SP:Iteration 17Q (1216.332375 sec): 3 clusters Score: Raw -209264.923489 + Penalty 2610.200232 = -206654.723257 nChanged 15 SP:Iteration 18Q (1216.388942 sec): 3 clusters Score: Raw -209270.496160 + Penalty 2610.200232 = -206660.295928 nChanged 8 SP:Iteration 19Q (1216.444405 sec): 3 clusters Score: Raw -209274.034035 + Penalty 2610.200232 = -206663.833802 nChanged 5 SP:Iteration 20F (1216.484580 sec): 3 clusters Score: Raw -209277.234329 + Penalty 2610.200232 = -206667.034096 nChanged 6 SP:Iteration 21Q (1216.544373 sec): 3 clusters Score: Raw -209279.356863 + Penalty 2610.200232 = -206669.156630 nChanged 4 SP:Iteration 22Q (1216.583715 sec): 3 clusters Score: Raw -209281.691861 + Penalty 2610.200232 = -206671.491629 nChanged 7 SP:Iteration 23Q (1216.633186 sec): 3 clusters Score: Raw -209284.290176 + Penalty 2610.200232 = -206674.089943 nChanged 5 SP:Iteration 24Q (1216.683418 sec): 3 clusters Score: Raw -209286.731381 + Penalty 2610.200232 = -206676.531149 nChanged 7 SP:Iteration 25Q (1216.740062 sec): 3 clusters Score: Raw -209289.674386 + Penalty 2610.200232 = -206679.474154 nChanged 7 SP:Iteration 26Q (1216.794143 sec): 3 clusters Score: Raw -209293.699794 + Penalty 2610.200232 = -206683.499561 nChanged 5 SP:Iteration 27Q (1216.838511 sec): 3 clusters Score: Raw -209296.382560 + Penalty 2610.200232 = -206686.182328 nChanged 10 SP:Iteration 28Q (1216.900740 sec): 3 clusters Score: Raw -209301.689645 + Penalty 2610.200232 = -206691.489413 nChanged 8 SP:Iteration 29Q (1216.953589 sec): 3 clusters Score: Raw -209304.975174 + Penalty 2610.200232 = -206694.774941 nChanged 10 SP:Iteration 30Q (1217.007941 sec): 3 clusters Score: Raw -209311.502343 + Penalty 2610.200232 = -206701.302110 nChanged 13 SP:Iteration 31Q (1217.055489 sec): 3 clusters Score: Raw -209317.817138 + Penalty 2610.200232 = -206707.616906 nChanged 10 SP:Iteration 32Q (1217.107090 sec): 3 clusters Score: Raw -209321.561551 + Penalty 2610.200232 = -206711.361319 nChanged 4 SP:Iteration 33Q (1217.156747 sec): 3 clusters Score: Raw -209323.016158 + Penalty 2610.200232 = -206712.815926 nChanged 9 SP:Iteration 34Q (1217.207151 sec): 3 clusters Score: Raw -209328.355612 + Penalty 2610.200232 = -206718.155380 nChanged 6 SP:Iteration 35Q (1217.255196 sec): 3 clusters Score: Raw -209330.593339 + Penalty 2610.200232 = -206720.393107 nChanged 3 SP:Iteration 36Q (1217.313186 sec): 3 clusters Score: Raw -209331.921334 + Penalty 2610.200232 = -206721.721102 nChanged 3 SP:Iteration 37Q (1217.354633 sec): 3 clusters Score: Raw -209333.553499 + Penalty 2610.200232 = -206723.353266 nChanged 1 SP:Iteration 38Q (1217.406172 sec): 3 clusters Score: Raw -209333.820375 + Penalty 2610.200232 = -206723.620142 nChanged 1 SP:Iteration 39Q (1217.463402 sec): 3 clusters Score: Raw -209333.960637 + Penalty 2610.200232 = -206723.760405 nChanged 0 SP:Iteration 40F (1217.517639 sec): 3 clusters Score: Raw -209333.960637 + Penalty 2610.200232 = -206723.760405 nChanged 0 Iteration 139Q (1221.425030 sec): 36 clusters Score: Raw -32157116.058504 + Penalty 74653.165843 = -32082462.892661 nChanged 41 Iteration 140F (1232.374320 sec): 36 clusters Score: Raw -32157117.025675 + Penalty 74653.165843 = -32082463.859832 nChanged 44 Iteration 141Q (1236.082221 sec): 36 clusters Score: Raw -32157117.828623 + Penalty 74653.165843 = -32082464.662780 nChanged 44 Iteration 142Q (1240.028214 sec): 36 clusters Score: Raw -32157118.558332 + Penalty 74653.165843 = -32082465.392489 nChanged 43 Iteration 143Q (1243.943208 sec): 36 clusters Score: Raw -32157119.584541 + Penalty 74653.165843 = -32082466.418698 nChanged 45 Iteration 144Q (1247.900172 sec): 36 clusters Score: Raw -32157120.705957 + Penalty 74653.165843 = -32082467.540114 nChanged 49 Iteration 145Q (1251.886811 sec): 36 clusters Score: Raw -32157121.574708 + Penalty 74653.165843 = -32082468.408865 nChanged 37 Iteration 146Q (1255.788812 sec): 36 clusters Score: Raw -32157122.173591 + Penalty 74653.165843 = -32082469.007748 nChanged 30 Iteration 147Q (1259.651245 sec): 36 clusters Score: Raw -32157122.737335 + Penalty 74653.165843 = -32082469.571492 nChanged 36 Iteration 148Q (1263.418610 sec): 36 clusters Score: Raw -32157123.434419 + Penalty 74653.165843 = -32082470.268576 nChanged 32 Iteration 149Q (1267.265846 sec): 36 clusters Score: Raw -32157124.206680 + Penalty 74653.165843 = -32082471.040837 nChanged 24 Iteration 150Q (1270.804155 sec): 36 clusters Score: Raw -32157124.709269 + Penalty 74653.165843 = -32082471.543426 nChanged 17 Iteration 151Q (1274.801438 sec): 36 clusters Score: Raw -32157125.154255 + Penalty 74653.165843 = -32082471.988412 nChanged 26 Iteration 152Q (1278.729575 sec): 36 clusters Score: Raw -32157125.886206 + Penalty 74653.165843 = -32082472.720363 nChanged 25 Iteration 153Q (1282.751592 sec): 36 clusters Score: Raw -32157126.838122 + Penalty 74653.165843 = -32082473.672279 nChanged 28 Iteration 154Q (1286.436498 sec): 36 clusters Score: Raw -32157127.707466 + Penalty 74653.165843 = -32082474.541623 nChanged 26 Iteration 155Q (1290.386451 sec): 36 clusters Score: Raw -32157129.061792 + Penalty 74653.165843 = -32082475.895949 nChanged 26 Iteration 156Q (1294.140299 sec): 36 clusters Score: Raw -32157129.972914 + Penalty 74653.165843 = -32082476.807071 nChanged 27 Iteration 157Q (1298.136135 sec): 36 clusters Score: Raw -32157130.785553 + Penalty 74653.165843 = -32082477.619710 nChanged 25 Iteration 158Q (1301.928747 sec): 36 clusters Score: Raw -32157131.425493 + Penalty 74653.165843 = -32082478.259650 nChanged 25 Iteration 159Q (1305.722963 sec): 36 clusters Score: Raw -32157131.844454 + Penalty 74653.165843 = -32082478.678611 nChanged 16 Iteration 160F (1316.534487 sec): 36 clusters Score: Raw -32157132.099534 + Penalty 74653.165843 = -32082478.933691 nChanged 19 Iteration 161Q (1320.235795 sec): 36 clusters Score: Raw -32157132.613811 + Penalty 74653.165843 = -32082479.447968 nChanged 16 Iteration 162Q (1323.982110 sec): 36 clusters Score: Raw -32157133.055053 + Penalty 74653.165843 = -32082479.889210 nChanged 22 Iteration 163Q (1328.145859 sec): 36 clusters Score: Raw -32157133.679533 + Penalty 74653.165843 = -32082480.513690 nChanged 28 Iteration 164Q (1332.053853 sec): 36 clusters Score: Raw -32157134.605159 + Penalty 74653.165843 = -32082481.439316 nChanged 35 Iteration 165Q (1336.262952 sec): 36 clusters Score: Raw -32157135.465116 + Penalty 74653.165843 = -32082482.299273 nChanged 19 Iteration 166Q (1340.466115 sec): 36 clusters Score: Raw -32157135.915109 + Penalty 74653.165843 = -32082482.749266 nChanged 23 Iteration 167Q (1344.565178 sec): 36 clusters Score: Raw -32157136.439859 + Penalty 74653.165843 = -32082483.274016 nChanged 22 Iteration 168Q (1348.701009 sec): 36 clusters Score: Raw -32157136.804451 + Penalty 74653.165843 = -32082483.638608 nChanged 21 Iteration 169Q (1352.691838 sec): 36 clusters Score: Raw -32157137.181946 + Penalty 74653.165843 = -32082484.016103 nChanged 18 Iteration 170Q (1356.733957 sec): 36 clusters Score: Raw -32157137.502481 + Penalty 74653.165843 = -32082484.336638 nChanged 19 Iteration 171Q (1360.693279 sec): 36 clusters Score: Raw -32157137.878435 + Penalty 74653.165843 = -32082484.712592 nChanged 22 Iteration 172Q (1364.700611 sec): 36 clusters Score: Raw -32157138.207570 + Penalty 74653.165843 = -32082485.041727 nChanged 16 Iteration 173Q (1368.580426 sec): 36 clusters Score: Raw -32157138.551822 + Penalty 74653.165843 = -32082485.385979 nChanged 20 Iteration 174Q (1372.527720 sec): 36 clusters Score: Raw -32157138.893699 + Penalty 74653.165843 = -32082485.727856 nChanged 20 Iteration 175Q (1376.382670 sec): 36 clusters Score: Raw -32157139.395800 + Penalty 74653.165843 = -32082486.229957 nChanged 24 Iteration 176Q (1380.342867 sec): 36 clusters Score: Raw -32157139.962427 + Penalty 74653.165843 = -32082486.796584 nChanged 21 Iteration 177Q (1384.302729 sec): 36 clusters Score: Raw -32157140.476908 + Penalty 74653.165843 = -32082487.311065 nChanged 29 Iteration 178Q (1388.312004 sec): 36 clusters Score: Raw -32157141.163838 + Penalty 74653.165843 = -32082487.997995 nChanged 30 Writing temp clu file Because OldScore, -32082487.311065, is greater than current (better) Score,-32082487.997995 Compute initial score before splitting: Score: Raw -32157141.163838 + Penalty 74653.165843 = -32082487.997995 Trying to split cluster 1 (8791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1388.517951 sec): 2 clusters Score: Raw -606895.177224 + Penalty 1475.741109 = -605419.436115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1388.579745 sec): 3 clusters Score: Raw -602074.129813 + Penalty 2951.482219 = -599122.647595 nChanged 3670 SP:Iteration 1F (1388.631832 sec): 3 clusters Score: Raw -603991.800603 + Penalty 2951.482219 = -601040.318385 nChanged 588 SP:Iteration 2F (1388.707212 sec): 3 clusters Score: Raw -604286.750733 + Penalty 2951.482219 = -601335.268514 nChanged 538 SP:Iteration 3F (1388.756989 sec): 3 clusters Score: Raw -604605.163076 + Penalty 2951.482219 = -601653.680857 nChanged 548 SP:Iteration 4F (1388.826065 sec): 3 clusters Score: Raw -604967.086035 + Penalty 2951.482219 = -602015.603816 nChanged 562 SP:Iteration 5F (1388.888405 sec): 3 clusters Score: Raw -605415.591053 + Penalty 2951.482219 = -602464.108834 nChanged 593 SP:Iteration 6F (1388.941178 sec): 3 clusters Score: Raw -605881.003313 + Penalty 2951.482219 = -602929.521095 nChanged 517 SP:Iteration 7F (1389.007808 sec): 3 clusters Score: Raw -606241.068944 + Penalty 2951.482219 = -603289.586725 nChanged 417 SP:Iteration 8Q (1389.070726 sec): 3 clusters Score: Raw -606530.951778 + Penalty 2951.482219 = -603579.469560 nChanged 328 SP:Iteration 9Q (1389.138775 sec): 3 clusters Score: Raw -606748.457763 + Penalty 2951.482219 = -603796.975545 nChanged 251 SP:Iteration 10Q (1389.184620 sec): 3 clusters Score: Raw -606918.474226 + Penalty 2951.482219 = -603966.992008 nChanged 202 SP:Iteration 11Q (1389.248728 sec): 3 clusters Score: Raw -607044.261563 + Penalty 2951.482219 = -604092.779344 nChanged 146 SP:Iteration 12Q (1389.313547 sec): 3 clusters Score: Raw -607136.538473 + Penalty 2951.482219 = -604185.056254 nChanged 124 SP:Iteration 13Q (1389.371638 sec): 3 clusters Score: Raw -607201.519062 + Penalty 2951.482219 = -604250.036843 nChanged 95 SP:Iteration 14Q (1389.434629 sec): 3 clusters Score: Raw -607246.373429 + Penalty 2951.482219 = -604294.891211 nChanged 87 SP:Iteration 15Q (1389.487036 sec): 3 clusters Score: Raw -607286.881600 + Penalty 2951.482219 = -604335.399382 nChanged 65 SP:Iteration 16Q (1389.558706 sec): 3 clusters Score: Raw -607316.375628 + Penalty 2951.482219 = -604364.893410 nChanged 55 SP:Iteration 17Q (1389.614165 sec): 3 clusters Score: Raw -607336.045785 + Penalty 2951.482219 = -604384.563567 nChanged 46 SP:Iteration 18Q (1389.678327 sec): 3 clusters Score: Raw -607351.037924 + Penalty 2951.482219 = -604399.555705 nChanged 31 SP:Iteration 19Q (1389.731753 sec): 3 clusters Score: Raw -607358.562052 + Penalty 2951.482219 = -604407.079833 nChanged 23 SP:Iteration 20F (1389.806549 sec): 3 clusters Score: Raw -607364.978480 + Penalty 2951.482219 = -604413.496261 nChanged 20 SP:Iteration 21Q (1389.871088 sec): 3 clusters Score: Raw -607369.984464 + Penalty 2951.482219 = -604418.502245 nChanged 21 SP:Iteration 22Q (1389.931666 sec): 3 clusters Score: Raw -607375.463995 + Penalty 2951.482219 = -604423.981777 nChanged 22 SP:Iteration 23Q (1389.992902 sec): 3 clusters Score: Raw -607379.585188 + Penalty 2951.482219 = -604428.102969 nChanged 22 SP:Iteration 24Q (1390.054451 sec): 3 clusters Score: Raw -607385.482139 + Penalty 2951.482219 = -604433.999920 nChanged 23 SP:Iteration 25Q (1390.103541 sec): 3 clusters Score: Raw -607391.849616 + Penalty 2951.482219 = -604440.367397 nChanged 23 SP:Iteration 26Q (1390.166993 sec): 3 clusters Score: Raw -607396.906290 + Penalty 2951.482219 = -604445.424071 nChanged 21 SP:Iteration 27Q (1390.223539 sec): 3 clusters Score: Raw -607401.106216 + Penalty 2951.482219 = -604449.623997 nChanged 14 SP:Iteration 28Q (1390.281790 sec): 3 clusters Score: Raw -607404.124369 + Penalty 2951.482219 = -604452.642151 nChanged 20 SP:Iteration 29Q (1390.346565 sec): 3 clusters Score: Raw -607408.149742 + Penalty 2951.482219 = -604456.667523 nChanged 15 SP:Iteration 30Q (1390.406485 sec): 3 clusters Score: Raw -607410.548209 + Penalty 2951.482219 = -604459.065990 nChanged 13 SP:Iteration 31Q (1390.471927 sec): 3 clusters Score: Raw -607413.778953 + Penalty 2951.482219 = -604462.296735 nChanged 16 SP:Iteration 32Q (1390.521350 sec): 3 clusters Score: Raw -607417.262420 + Penalty 2951.482219 = -604465.780201 nChanged 18 SP:Iteration 33Q (1390.587847 sec): 3 clusters Score: Raw -607421.114799 + Penalty 2951.482219 = -604469.632581 nChanged 12 SP:Iteration 34Q (1390.637098 sec): 3 clusters Score: Raw -607424.470647 + Penalty 2951.482219 = -604472.988428 nChanged 16 SP:Iteration 35Q (1390.707497 sec): 3 clusters Score: Raw -607429.059238 + Penalty 2951.482219 = -604477.577020 nChanged 14 SP:Iteration 36Q (1390.767131 sec): 3 clusters Score: Raw -607431.380237 + Penalty 2951.482219 = -604479.898019 nChanged 12 SP:Iteration 37Q (1390.824596 sec): 3 clusters Score: Raw -607433.740281 + Penalty 2951.482219 = -604482.258062 nChanged 9 SP:Iteration 38Q (1390.885313 sec): 3 clusters Score: Raw -607435.388028 + Penalty 2951.482219 = -604483.905809 nChanged 7 SP:Iteration 39Q (1390.934847 sec): 3 clusters Score: Raw -607436.420782 + Penalty 2951.482219 = -604484.938563 nChanged 6 SP:Iteration 40F (1391.008736 sec): 3 clusters Score: Raw -607437.572521 + Penalty 2951.482219 = -604486.090302 nChanged 7 SP:Iteration 41Q (1391.070000 sec): 3 clusters Score: Raw -607439.306927 + Penalty 2951.482219 = -604487.824708 nChanged 14 SP:Iteration 42Q (1391.130921 sec): 3 clusters Score: Raw -607442.879859 + Penalty 2951.482219 = -604491.397640 nChanged 11 SP:Iteration 43Q (1391.179584 sec): 3 clusters Score: Raw -607445.734620 + Penalty 2951.482219 = -604494.252401 nChanged 12 SP:Iteration 44Q (1391.237893 sec): 3 clusters Score: Raw -607449.069479 + Penalty 2951.482219 = -604497.587260 nChanged 15 SP:Iteration 45Q (1391.302635 sec): 3 clusters Score: Raw -607453.264272 + Penalty 2951.482219 = -604501.782054 nChanged 18 SP:Iteration 46Q (1391.365726 sec): 3 clusters Score: Raw -607457.430078 + Penalty 2951.482219 = -604505.947860 nChanged 11 SP:Iteration 47Q (1391.425254 sec): 3 clusters Score: Raw -607459.759427 + Penalty 2951.482219 = -604508.277208 nChanged 12 SP:Iteration 48Q (1391.476436 sec): 3 clusters Score: Raw -607462.056265 + Penalty 2951.482219 = -604510.574046 nChanged 8 SP:Iteration 49Q (1391.547567 sec): 3 clusters Score: Raw -607464.233159 + Penalty 2951.482219 = -604512.750940 nChanged 8 SP:Iteration 50Q (1391.605844 sec): 3 clusters Score: Raw -607466.345538 + Penalty 2951.482219 = -604514.863319 nChanged 4 SP:Iteration 51Q (1391.664148 sec): 3 clusters Score: Raw -607467.483411 + Penalty 2951.482219 = -604516.001193 nChanged 6 SP:Iteration 52Q (1391.724312 sec): 3 clusters Score: Raw -607468.762624 + Penalty 2951.482219 = -604517.280405 nChanged 5 SP:Iteration 53Q (1391.788780 sec): 3 clusters Score: Raw -607469.902518 + Penalty 2951.482219 = -604518.420300 nChanged 4 SP:Iteration 54Q (1391.844047 sec): 3 clusters Score: Raw -607471.176388 + Penalty 2951.482219 = -604519.694170 nChanged 10 SP:Iteration 55Q (1391.902024 sec): 3 clusters Score: Raw -607472.768834 + Penalty 2951.482219 = -604521.286615 nChanged 3 SP:Iteration 56Q (1391.965221 sec): 3 clusters Score: Raw -607473.651368 + Penalty 2951.482219 = -604522.169149 nChanged 6 SP:Iteration 57Q (1392.027868 sec): 3 clusters Score: Raw -607475.727421 + Penalty 2951.482219 = -604524.245203 nChanged 8 SP:Iteration 58Q (1392.075662 sec): 3 clusters Score: Raw -607479.144137 + Penalty 2951.482219 = -604527.661919 nChanged 11 SP:Iteration 59Q (1392.142859 sec): 3 clusters Score: Raw -607482.409957 + Penalty 2951.482219 = -604530.927738 nChanged 10 SP:Iteration 60F (1392.201962 sec): 3 clusters Score: Raw -607484.676702 + Penalty 2951.482219 = -604533.194483 nChanged 9 SP:Iteration 61Q (1392.258340 sec): 3 clusters Score: Raw -607487.204335 + Penalty 2951.482219 = -604535.722117 nChanged 7 SP:Iteration 62Q (1392.328571 sec): 3 clusters Score: Raw -607488.554444 + Penalty 2951.482219 = -604537.072226 nChanged 4 SP:Iteration 63Q (1392.374121 sec): 3 clusters Score: Raw -607490.117143 + Penalty 2951.482219 = -604538.634924 nChanged 2 SP:Iteration 64Q (1392.431668 sec): 3 clusters Score: Raw -607490.591641 + Penalty 2951.482219 = -604539.109422 nChanged 3 SP:Iteration 65Q (1392.491751 sec): 3 clusters Score: Raw -607491.493984 + Penalty 2951.482219 = -604540.011765 nChanged 3 SP:Iteration 66Q (1392.556196 sec): 3 clusters Score: Raw -607492.447233 + Penalty 2951.482219 = -604540.965014 nChanged 6 SP:Iteration 67Q (1392.608816 sec): 3 clusters Score: Raw -607493.856152 + Penalty 2951.482219 = -604542.373934 nChanged 2 SP:Iteration 68Q (1392.677671 sec): 3 clusters Score: Raw -607494.412273 + Penalty 2951.482219 = -604542.930055 nChanged 5 SP:Iteration 69Q (1392.732840 sec): 3 clusters Score: Raw -607495.528600 + Penalty 2951.482219 = -604544.046382 nChanged 5 SP:Iteration 70Q (1392.782061 sec): 3 clusters Score: Raw -607496.548476 + Penalty 2951.482219 = -604545.066257 nChanged 2 SP:Iteration 71Q (1392.846852 sec): 3 clusters Score: Raw -607496.828948 + Penalty 2951.482219 = -604545.346729 nChanged 2 SP:Iteration 72Q (1392.906165 sec): 3 clusters Score: Raw -607497.415557 + Penalty 2951.482219 = -604545.933338 nChanged 2 SP:Iteration 73Q (1392.957838 sec): 3 clusters Score: Raw -607498.082309 + Penalty 2951.482219 = -604546.600091 nChanged 2 SP:Iteration 74Q (1393.020117 sec): 3 clusters Score: Raw -607498.627301 + Penalty 2951.482219 = -604547.145083 nChanged 2 SP:Iteration 75Q (1393.072237 sec): 3 clusters Score: Raw -607499.294114 + Penalty 2951.482219 = -604547.811895 nChanged 0 SP:Iteration 76F (1393.145688 sec): 3 clusters Score: Raw -607499.294114 + Penalty 2951.482219 = -604547.811895 nChanged 0 Trying to split cluster 2 (10075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1393.182662 sec): 2 clusters Score: Raw -661195.754625 + Penalty 1497.894513 = -659697.860112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1393.246055 sec): 3 clusters Score: Raw -655441.491783 + Penalty 2995.789026 = -652445.702758 nChanged 4415 SP:Iteration 1F (1393.308945 sec): 3 clusters Score: Raw -657927.751607 + Penalty 2995.789026 = -654931.962581 nChanged 675 SP:Iteration 2F (1393.360356 sec): 3 clusters Score: Raw -658314.114897 + Penalty 2995.789026 = -655318.325871 nChanged 707 SP:Iteration 3F (1393.435522 sec): 3 clusters Score: Raw -658779.093041 + Penalty 2995.789026 = -655783.304015 nChanged 733 SP:Iteration 4F (1393.499104 sec): 3 clusters Score: Raw -659351.951890 + Penalty 2995.789026 = -656356.162864 nChanged 706 SP:Iteration 5F (1393.548456 sec): 3 clusters Score: Raw -659934.531730 + Penalty 2995.789026 = -656938.742704 nChanged 597 SP:Iteration 6F (1393.620117 sec): 3 clusters Score: Raw -660433.842900 + Penalty 2995.789026 = -657438.053874 nChanged 466 SP:Iteration 7Q (1393.690016 sec): 3 clusters Score: Raw -660827.441318 + Penalty 2995.789026 = -657831.652292 nChanged 324 SP:Iteration 8Q (1393.742727 sec): 3 clusters Score: Raw -661078.748438 + Penalty 2995.789026 = -658082.959412 nChanged 192 SP:Iteration 9Q (1393.812694 sec): 3 clusters Score: Raw -661216.407381 + Penalty 2995.789026 = -658220.618355 nChanged 121 SP:Iteration 10Q (1393.886011 sec): 3 clusters Score: Raw -661300.623442 + Penalty 2995.789026 = -658304.834416 nChanged 75 SP:Iteration 11Q (1393.952364 sec): 3 clusters Score: Raw -661350.210062 + Penalty 2995.789026 = -658354.421037 nChanged 42 SP:Iteration 12Q (1394.009945 sec): 3 clusters Score: Raw -661384.617196 + Penalty 2995.789026 = -658388.828171 nChanged 27 SP:Iteration 13Q (1394.079541 sec): 3 clusters Score: Raw -661405.681421 + Penalty 2995.789026 = -658409.892395 nChanged 23 SP:Iteration 14Q (1394.132483 sec): 3 clusters Score: Raw -661420.427653 + Penalty 2995.789026 = -658424.638627 nChanged 20 SP:Iteration 15Q (1394.193265 sec): 3 clusters Score: Raw -661430.818294 + Penalty 2995.789026 = -658435.029268 nChanged 14 SP:Iteration 16Q (1394.265715 sec): 3 clusters Score: Raw -661440.644784 + Penalty 2995.789026 = -658444.855758 nChanged 16 SP:Iteration 17Q (1394.325961 sec): 3 clusters Score: Raw -661450.560916 + Penalty 2995.789026 = -658454.771891 nChanged 9 SP:Iteration 18Q (1394.391590 sec): 3 clusters Score: Raw -661456.056112 + Penalty 2995.789026 = -658460.267087 nChanged 5 SP:Iteration 19Q (1394.441219 sec): 3 clusters Score: Raw -661458.270696 + Penalty 2995.789026 = -658462.481671 nChanged 1 SP:Iteration 20F (1394.503765 sec): 3 clusters Score: Raw -661458.582731 + Penalty 2995.789026 = -658462.793706 nChanged 0 Trying to split cluster 3 (8389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1394.552651 sec): 2 clusters Score: Raw -571625.642348 + Penalty 1468.134948 = -570157.507400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1394.612537 sec): 3 clusters Score: Raw -566975.773829 + Penalty 2936.269896 = -564039.503933 nChanged 3619 SP:Iteration 1F (1394.672222 sec): 3 clusters Score: Raw -569082.899854 + Penalty 2936.269896 = -566146.629958 nChanged 637 SP:Iteration 2F (1394.734335 sec): 3 clusters Score: Raw -569498.128512 + Penalty 2936.269896 = -566561.858616 nChanged 587 SP:Iteration 3F (1394.795293 sec): 3 clusters Score: Raw -569952.476881 + Penalty 2936.269896 = -567016.206985 nChanged 542 SP:Iteration 4F (1394.854401 sec): 3 clusters Score: Raw -570377.855659 + Penalty 2936.269896 = -567441.585763 nChanged 494 SP:Iteration 5F (1394.914601 sec): 3 clusters Score: Raw -570721.881953 + Penalty 2936.269896 = -567785.612057 nChanged 412 SP:Iteration 6Q (1394.977955 sec): 3 clusters Score: Raw -570964.156758 + Penalty 2936.269896 = -568027.886862 nChanged 336 SP:Iteration 7Q (1395.036485 sec): 3 clusters Score: Raw -571128.272881 + Penalty 2936.269896 = -568192.002985 nChanged 232 SP:Iteration 8Q (1395.088114 sec): 3 clusters Score: Raw -571228.601415 + Penalty 2936.269896 = -568292.331519 nChanged 184 SP:Iteration 9Q (1395.152539 sec): 3 clusters Score: Raw -571302.227033 + Penalty 2936.269896 = -568365.957137 nChanged 158 SP:Iteration 10Q (1395.214585 sec): 3 clusters Score: Raw -571370.802825 + Penalty 2936.269896 = -568434.532929 nChanged 157 SP:Iteration 11Q (1395.278883 sec): 3 clusters Score: Raw -571436.133942 + Penalty 2936.269896 = -568499.864046 nChanged 132 SP:Iteration 12Q (1395.340434 sec): 3 clusters Score: Raw -571482.951272 + Penalty 2936.269896 = -568546.681376 nChanged 117 SP:Iteration 13Q (1395.398094 sec): 3 clusters Score: Raw -571525.915746 + Penalty 2936.269896 = -568589.645850 nChanged 94 SP:Iteration 14Q (1395.460998 sec): 3 clusters Score: Raw -571555.580085 + Penalty 2936.269896 = -568619.310189 nChanged 75 SP:Iteration 15Q (1395.512190 sec): 3 clusters Score: Raw -571579.456456 + Penalty 2936.269896 = -568643.186561 nChanged 71 SP:Iteration 16Q (1395.574218 sec): 3 clusters Score: Raw -571603.432022 + Penalty 2936.269896 = -568667.162127 nChanged 71 SP:Iteration 17Q (1395.645821 sec): 3 clusters Score: Raw -571626.431116 + Penalty 2936.269896 = -568690.161221 nChanged 63 SP:Iteration 18Q (1395.696211 sec): 3 clusters Score: Raw -571642.305097 + Penalty 2936.269896 = -568706.035201 nChanged 49 SP:Iteration 19Q (1395.762529 sec): 3 clusters Score: Raw -571655.654622 + Penalty 2936.269896 = -568719.384726 nChanged 50 SP:Iteration 20F (1395.825361 sec): 3 clusters Score: Raw -571668.574604 + Penalty 2936.269896 = -568732.304708 nChanged 44 SP:Iteration 21Q (1395.888254 sec): 3 clusters Score: Raw -571680.512005 + Penalty 2936.269896 = -568744.242109 nChanged 53 SP:Iteration 22Q (1395.936134 sec): 3 clusters Score: Raw -571694.202197 + Penalty 2936.269896 = -568757.932301 nChanged 50 SP:Iteration 23Q (1396.010010 sec): 3 clusters Score: Raw -571710.985453 + Penalty 2936.269896 = -568774.715557 nChanged 61 SP:Iteration 24Q (1396.074712 sec): 3 clusters Score: Raw -571732.397699 + Penalty 2936.269896 = -568796.127803 nChanged 56 SP:Iteration 25Q (1396.140341 sec): 3 clusters Score: Raw -571751.837691 + Penalty 2936.269896 = -568815.567795 nChanged 53 SP:Iteration 26Q (1396.202660 sec): 3 clusters Score: Raw -571771.666931 + Penalty 2936.269896 = -568835.397035 nChanged 62 SP:Iteration 27Q (1396.254063 sec): 3 clusters Score: Raw -571796.326719 + Penalty 2936.269896 = -568860.056823 nChanged 52 SP:Iteration 28Q (1396.319413 sec): 3 clusters Score: Raw -571816.611636 + Penalty 2936.269896 = -568880.341740 nChanged 44 SP:Iteration 29Q (1396.383040 sec): 3 clusters Score: Raw -571831.441937 + Penalty 2936.269896 = -568895.172041 nChanged 47 SP:Iteration 30Q (1396.448552 sec): 3 clusters Score: Raw -571846.651205 + Penalty 2936.269896 = -568910.381309 nChanged 32 SP:Iteration 31Q (1396.520660 sec): 3 clusters Score: Raw -571859.213343 + Penalty 2936.269896 = -568922.943447 nChanged 29 SP:Iteration 32Q (1396.585682 sec): 3 clusters Score: Raw -571868.739062 + Penalty 2936.269896 = -568932.469166 nChanged 36 SP:Iteration 33Q (1396.637631 sec): 3 clusters Score: Raw -571879.262669 + Penalty 2936.269896 = -568942.992773 nChanged 25 SP:Iteration 34Q (1396.711857 sec): 3 clusters Score: Raw -571887.126400 + Penalty 2936.269896 = -568950.856504 nChanged 29 SP:Iteration 35Q (1396.772669 sec): 3 clusters Score: Raw -571895.137945 + Penalty 2936.269896 = -568958.868049 nChanged 23 SP:Iteration 36Q (1396.821577 sec): 3 clusters Score: Raw -571901.950538 + Penalty 2936.269896 = -568965.680642 nChanged 17 SP:Iteration 37Q (1396.892638 sec): 3 clusters Score: Raw -571907.578947 + Penalty 2936.269896 = -568971.309051 nChanged 23 SP:Iteration 38Q (1396.944728 sec): 3 clusters Score: Raw -571915.787217 + Penalty 2936.269896 = -568979.517321 nChanged 23 SP:Iteration 39Q (1397.012638 sec): 3 clusters Score: Raw -571921.433562 + Penalty 2936.269896 = -568985.163666 nChanged 22 SP:Iteration 40F (1397.065251 sec): 3 clusters Score: Raw -571927.171802 + Penalty 2936.269896 = -568990.901906 nChanged 21 SP:Iteration 41Q (1397.138144 sec): 3 clusters Score: Raw -571932.395594 + Penalty 2936.269896 = -568996.125698 nChanged 16 SP:Iteration 42Q (1397.198462 sec): 3 clusters Score: Raw -571937.757227 + Penalty 2936.269896 = -569001.487331 nChanged 21 SP:Iteration 43Q (1397.250435 sec): 3 clusters Score: Raw -571946.992222 + Penalty 2936.269896 = -569010.722326 nChanged 29 SP:Iteration 44Q (1397.311501 sec): 3 clusters Score: Raw -571958.112894 + Penalty 2936.269896 = -569021.842998 nChanged 24 SP:Iteration 45Q (1397.382664 sec): 3 clusters Score: Raw -571966.419605 + Penalty 2936.269896 = -569030.149709 nChanged 23 SP:Iteration 46Q (1397.444594 sec): 3 clusters Score: Raw -571974.853885 + Penalty 2936.269896 = -569038.583989 nChanged 27 SP:Iteration 47Q (1397.491054 sec): 3 clusters Score: Raw -571986.042952 + Penalty 2936.269896 = -569049.773056 nChanged 31 SP:Iteration 48Q (1397.563313 sec): 3 clusters Score: Raw -571998.772060 + Penalty 2936.269896 = -569062.502164 nChanged 31 SP:Iteration 49Q (1397.622970 sec): 3 clusters Score: Raw -572010.244067 + Penalty 2936.269896 = -569073.974171 nChanged 21 SP:Iteration 50Q (1397.685334 sec): 3 clusters Score: Raw -572017.970806 + Penalty 2936.269896 = -569081.700910 nChanged 19 SP:Iteration 51Q (1397.748061 sec): 3 clusters Score: Raw -572024.564175 + Penalty 2936.269896 = -569088.294279 nChanged 11 SP:Iteration 52Q (1397.798211 sec): 3 clusters Score: Raw -572028.715750 + Penalty 2936.269896 = -569092.445854 nChanged 15 SP:Iteration 53Q (1397.858530 sec): 3 clusters Score: Raw -572034.230893 + Penalty 2936.269896 = -569097.960997 nChanged 10 SP:Iteration 54Q (1397.919846 sec): 3 clusters Score: Raw -572037.157627 + Penalty 2936.269896 = -569100.887731 nChanged 5 SP:Iteration 55Q (1397.991339 sec): 3 clusters Score: Raw -572038.283776 + Penalty 2936.269896 = -569102.013880 nChanged 6 SP:Iteration 56Q (1398.039827 sec): 3 clusters Score: Raw -572041.655373 + Penalty 2936.269896 = -569105.385478 nChanged 8 SP:Iteration 57Q (1398.097000 sec): 3 clusters Score: Raw -572045.429855 + Penalty 2936.269896 = -569109.159959 nChanged 10 SP:Iteration 58Q (1398.163238 sec): 3 clusters Score: Raw -572049.479813 + Penalty 2936.269896 = -569113.209917 nChanged 7 SP:Iteration 59Q (1398.211143 sec): 3 clusters Score: Raw -572051.745724 + Penalty 2936.269896 = -569115.475829 nChanged 5 SP:Iteration 60F (1398.278214 sec): 3 clusters Score: Raw -572053.102768 + Penalty 2936.269896 = -569116.832872 nChanged 1 SP:Iteration 61Q (1398.331903 sec): 3 clusters Score: Raw -572053.384134 + Penalty 2936.269896 = -569117.114238 nChanged 1 SP:Iteration 62Q (1398.399554 sec): 3 clusters Score: Raw -572053.551583 + Penalty 2936.269896 = -569117.281687 nChanged 0 SP:Iteration 63F (1398.458492 sec): 3 clusters Score: Raw -572053.551583 + Penalty 2936.269896 = -569117.281687 nChanged 0 Trying to split cluster 4 (10294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1398.497627 sec): 2 clusters Score: Raw -677039.533253 + Penalty 1501.388928 = -675538.144325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1398.562577 sec): 3 clusters Score: Raw -671222.640523 + Penalty 3002.777856 = -668219.862667 nChanged 4417 SP:Iteration 1F (1398.620469 sec): 3 clusters Score: Raw -673658.455362 + Penalty 3002.777856 = -670655.677506 nChanged 624 SP:Iteration 2F (1398.674952 sec): 3 clusters Score: Raw -673961.722117 + Penalty 3002.777856 = -670958.944261 nChanged 548 SP:Iteration 3F (1398.738473 sec): 3 clusters Score: Raw -674220.197137 + Penalty 3002.777856 = -671217.419281 nChanged 539 SP:Iteration 4F (1398.807371 sec): 3 clusters Score: Raw -674497.145189 + Penalty 3002.777856 = -671494.367332 nChanged 568 SP:Iteration 5F (1398.862638 sec): 3 clusters Score: Raw -674792.619061 + Penalty 3002.777856 = -671789.841205 nChanged 528 SP:Iteration 6F (1398.936000 sec): 3 clusters Score: Raw -675067.373090 + Penalty 3002.777856 = -672064.595234 nChanged 492 SP:Iteration 7Q (1399.000467 sec): 3 clusters Score: Raw -675308.573204 + Penalty 3002.777856 = -672305.795348 nChanged 443 SP:Iteration 8Q (1399.050769 sec): 3 clusters Score: Raw -675548.121530 + Penalty 3002.777856 = -672545.343674 nChanged 450 SP:Iteration 9Q (1399.125267 sec): 3 clusters Score: Raw -675789.632074 + Penalty 3002.777856 = -672786.854217 nChanged 454 SP:Iteration 10Q (1399.180621 sec): 3 clusters Score: Raw -676069.301605 + Penalty 3002.777856 = -673066.523749 nChanged 455 SP:Iteration 11Q (1399.249251 sec): 3 clusters Score: Raw -676361.812085 + Penalty 3002.777856 = -673359.034229 nChanged 419 SP:Iteration 12Q (1399.304137 sec): 3 clusters Score: Raw -676641.758276 + Penalty 3002.777856 = -673638.980420 nChanged 385 SP:Iteration 13Q (1399.371181 sec): 3 clusters Score: Raw -676909.583902 + Penalty 3002.777856 = -673906.806046 nChanged 298 SP:Iteration 14Q (1399.448065 sec): 3 clusters Score: Raw -677117.135147 + Penalty 3002.777856 = -674114.357291 nChanged 242 SP:Iteration 15Q (1399.507069 sec): 3 clusters Score: Raw -677279.307173 + Penalty 3002.777856 = -674276.529317 nChanged 177 SP:Iteration 16Q (1399.570241 sec): 3 clusters Score: Raw -677406.721599 + Penalty 3002.777856 = -674403.943743 nChanged 129 SP:Iteration 17Q (1399.635921 sec): 3 clusters Score: Raw -677498.625919 + Penalty 3002.777856 = -674495.848063 nChanged 73 SP:Iteration 18Q (1399.707126 sec): 3 clusters Score: Raw -677543.938796 + Penalty 3002.777856 = -674541.160940 nChanged 43 SP:Iteration 19Q (1399.775295 sec): 3 clusters Score: Raw -677569.196829 + Penalty 3002.777856 = -674566.418973 nChanged 31 SP:Iteration 20F (1399.828715 sec): 3 clusters Score: Raw -677585.774343 + Penalty 3002.777856 = -674582.996487 nChanged 16 SP:Iteration 21Q (1399.901586 sec): 3 clusters Score: Raw -677593.087337 + Penalty 3002.777856 = -674590.309481 nChanged 6 SP:Iteration 22Q (1399.952271 sec): 3 clusters Score: Raw -677595.395625 + Penalty 3002.777856 = -674592.617769 nChanged 4 SP:Iteration 23Q (1400.015504 sec): 3 clusters Score: Raw -677597.724148 + Penalty 3002.777856 = -674594.946292 nChanged 3 SP:Iteration 24Q (1400.082353 sec): 3 clusters Score: Raw -677599.293755 + Penalty 3002.777856 = -674596.515899 nChanged 3 SP:Iteration 25Q (1400.136765 sec): 3 clusters Score: Raw -677600.839806 + Penalty 3002.777856 = -674598.061950 nChanged 1 SP:Iteration 26Q (1400.200511 sec): 3 clusters Score: Raw -677601.153233 + Penalty 3002.777856 = -674598.375377 nChanged 1 SP:Iteration 27Q (1400.257912 sec): 3 clusters Score: Raw -677601.782828 + Penalty 3002.777856 = -674599.004972 nChanged 2 SP:Iteration 28Q (1400.324086 sec): 3 clusters Score: Raw -677602.611322 + Penalty 3002.777856 = -674599.833466 nChanged 1 SP:Iteration 29Q (1400.383818 sec): 3 clusters Score: Raw -677603.548511 + Penalty 3002.777856 = -674600.770655 nChanged 1 SP:Iteration 30Q (1400.439720 sec): 3 clusters Score: Raw -677604.115059 + Penalty 3002.777856 = -674601.337203 nChanged 1 SP:Iteration 31Q (1400.496719 sec): 3 clusters Score: Raw -677604.455653 + Penalty 3002.777856 = -674601.677797 nChanged 0 SP:Iteration 32F (1400.567683 sec): 3 clusters Score: Raw -677604.455653 + Penalty 3002.777856 = -674601.677797 nChanged 0 Trying to split cluster 5 (19286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1400.612760 sec): 2 clusters Score: Raw -1338655.445141 + Penalty 1603.409392 = -1337052.035748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1400.702510 sec): 3 clusters Score: Raw -1327154.248970 + Penalty 3206.818785 = -1323947.430185 nChanged 8814 SP:Iteration 1F (1400.781249 sec): 3 clusters Score: Raw -1331947.050494 + Penalty 3206.818785 = -1328740.231709 nChanged 971 SP:Iteration 2F (1400.857128 sec): 3 clusters Score: Raw -1332294.313632 + Penalty 3206.818785 = -1329087.494847 nChanged 859 SP:Iteration 3Q (1400.928339 sec): 3 clusters Score: Raw -1332607.479723 + Penalty 3206.818785 = -1329400.660938 nChanged 810 SP:Iteration 4Q (1401.005591 sec): 3 clusters Score: Raw -1332915.545456 + Penalty 3206.818785 = -1329708.726671 nChanged 769 SP:Iteration 5Q (1401.093747 sec): 3 clusters Score: Raw -1333180.468982 + Penalty 3206.818785 = -1329973.650197 nChanged 699 SP:Iteration 6Q (1401.175575 sec): 3 clusters Score: Raw -1333444.457592 + Penalty 3206.818785 = -1330237.638807 nChanged 700 SP:Iteration 7Q (1401.245942 sec): 3 clusters Score: Raw -1333684.583328 + Penalty 3206.818785 = -1330477.764543 nChanged 668 SP:Iteration 8Q (1401.328321 sec): 3 clusters Score: Raw -1333913.313317 + Penalty 3206.818785 = -1330706.494532 nChanged 649 SP:Iteration 9Q (1401.411881 sec): 3 clusters Score: Raw -1334157.416454 + Penalty 3206.818785 = -1330950.597669 nChanged 696 SP:Iteration 10Q (1401.493658 sec): 3 clusters Score: Raw -1334430.791936 + Penalty 3206.818785 = -1331223.973151 nChanged 723 SP:Iteration 11Q (1401.576301 sec): 3 clusters Score: Raw -1334712.469343 + Penalty 3206.818785 = -1331505.650558 nChanged 716 SP:Iteration 12Q (1401.656493 sec): 3 clusters Score: Raw -1335008.739301 + Penalty 3206.818785 = -1331801.920516 nChanged 772 SP:Iteration 13Q (1401.737450 sec): 3 clusters Score: Raw -1335351.799438 + Penalty 3206.818785 = -1332144.980653 nChanged 706 SP:Iteration 14Q (1401.816523 sec): 3 clusters Score: Raw -1335688.400128 + Penalty 3206.818785 = -1332481.581343 nChanged 695 SP:Iteration 15Q (1401.886001 sec): 3 clusters Score: Raw -1336019.641545 + Penalty 3206.818785 = -1332812.822760 nChanged 656 SP:Iteration 16Q (1401.974978 sec): 3 clusters Score: Raw -1336351.088260 + Penalty 3206.818785 = -1333144.269475 nChanged 604 SP:Iteration 17Q (1402.047468 sec): 3 clusters Score: Raw -1336692.486259 + Penalty 3206.818785 = -1333485.667474 nChanged 587 SP:Iteration 18Q (1402.128127 sec): 3 clusters Score: Raw -1337038.070267 + Penalty 3206.818785 = -1333831.251482 nChanged 539 SP:Iteration 19Q (1402.212110 sec): 3 clusters Score: Raw -1337360.056673 + Penalty 3206.818785 = -1334153.237888 nChanged 488 SP:Iteration 20F (1402.294763 sec): 3 clusters Score: Raw -1337647.085447 + Penalty 3206.818785 = -1334440.266662 nChanged 425 SP:Iteration 21Q (1402.373513 sec): 3 clusters Score: Raw -1337914.275966 + Penalty 3206.818785 = -1334707.457181 nChanged 366 SP:Iteration 22Q (1402.447841 sec): 3 clusters Score: Raw -1338133.574157 + Penalty 3206.818785 = -1334926.755372 nChanged 340 SP:Iteration 23Q (1402.521285 sec): 3 clusters Score: Raw -1338357.863876 + Penalty 3206.818785 = -1335151.045091 nChanged 300 SP:Iteration 24Q (1402.593247 sec): 3 clusters Score: Raw -1338558.199724 + Penalty 3206.818785 = -1335351.380939 nChanged 270 SP:Iteration 25Q (1402.666014 sec): 3 clusters Score: Raw -1338759.542033 + Penalty 3206.818785 = -1335552.723248 nChanged 232 SP:Iteration 26Q (1402.741759 sec): 3 clusters Score: Raw -1338952.408690 + Penalty 3206.818785 = -1335745.589905 nChanged 196 SP:Iteration 27Q (1402.817097 sec): 3 clusters Score: Raw -1339120.854939 + Penalty 3206.818785 = -1335914.036154 nChanged 153 SP:Iteration 28Q (1402.896858 sec): 3 clusters Score: Raw -1339262.815229 + Penalty 3206.818785 = -1336055.996444 nChanged 112 SP:Iteration 29Q (1402.971176 sec): 3 clusters Score: Raw -1339353.122455 + Penalty 3206.818785 = -1336146.303670 nChanged 70 SP:Iteration 30Q (1403.044436 sec): 3 clusters Score: Raw -1339413.023482 + Penalty 3206.818785 = -1336206.204697 nChanged 53 SP:Iteration 31Q (1403.117610 sec): 3 clusters Score: Raw -1339450.962960 + Penalty 3206.818785 = -1336244.144175 nChanged 42 SP:Iteration 32Q (1403.192208 sec): 3 clusters Score: Raw -1339481.693963 + Penalty 3206.818785 = -1336274.875178 nChanged 34 SP:Iteration 33Q (1403.265359 sec): 3 clusters Score: Raw -1339501.404387 + Penalty 3206.818785 = -1336294.585602 nChanged 23 SP:Iteration 34Q (1403.338288 sec): 3 clusters Score: Raw -1339515.004326 + Penalty 3206.818785 = -1336308.185541 nChanged 17 SP:Iteration 35Q (1403.411639 sec): 3 clusters Score: Raw -1339525.923367 + Penalty 3206.818785 = -1336319.104582 nChanged 12 SP:Iteration 36Q (1403.485116 sec): 3 clusters Score: Raw -1339532.400428 + Penalty 3206.818785 = -1336325.581643 nChanged 9 SP:Iteration 37Q (1403.558093 sec): 3 clusters Score: Raw -1339538.462674 + Penalty 3206.818785 = -1336331.643889 nChanged 8 SP:Iteration 38Q (1403.631054 sec): 3 clusters Score: Raw -1339541.863260 + Penalty 3206.818785 = -1336335.044475 nChanged 7 SP:Iteration 39Q (1403.704029 sec): 3 clusters Score: Raw -1339544.664927 + Penalty 3206.818785 = -1336337.846142 nChanged 6 SP:Iteration 40F (1403.779712 sec): 3 clusters Score: Raw -1339591.624841 + Penalty 3206.818785 = -1336384.806056 nChanged 24 SP:Iteration 41Q (1403.847655 sec): 3 clusters Score: Raw -1339624.183721 + Penalty 3206.818785 = -1336417.364936 nChanged 29 SP:Iteration 42Q (1403.912375 sec): 3 clusters Score: Raw -1339644.875957 + Penalty 3206.818785 = -1336438.057172 nChanged 26 SP:Iteration 43Q (1403.980537 sec): 3 clusters Score: Raw -1339667.902803 + Penalty 3206.818785 = -1336461.084018 nChanged 34 SP:Iteration 44Q (1404.060082 sec): 3 clusters Score: Raw -1339696.347176 + Penalty 3206.818785 = -1336489.528391 nChanged 34 SP:Iteration 45Q (1404.141335 sec): 3 clusters Score: Raw -1339714.414728 + Penalty 3206.818785 = -1336507.595943 nChanged 15 SP:Iteration 46Q (1404.216099 sec): 3 clusters Score: Raw -1339721.406785 + Penalty 3206.818785 = -1336514.588000 nChanged 11 SP:Iteration 47Q (1404.290391 sec): 3 clusters Score: Raw -1339725.500926 + Penalty 3206.818785 = -1336518.682141 nChanged 8 SP:Iteration 48Q (1404.349289 sec): 3 clusters Score: Raw -1339729.056211 + Penalty 3206.818785 = -1336522.237426 nChanged 3 SP:Iteration 49Q (1404.431237 sec): 3 clusters Score: Raw -1339730.088502 + Penalty 3206.818785 = -1336523.269717 nChanged 4 SP:Iteration 50Q (1404.496556 sec): 3 clusters Score: Raw -1339731.415812 + Penalty 3206.818785 = -1336524.597027 nChanged 0 SP:Iteration 51F (1404.572785 sec): 3 clusters Score: Raw -1339731.469724 + Penalty 3206.818785 = -1336524.650939 nChanged 2 SP:Iteration 52Q (1404.637654 sec): 3 clusters Score: Raw -1339733.436921 + Penalty 3206.818785 = -1336526.618136 nChanged 1 SP:Iteration 53Q (1404.720512 sec): 3 clusters Score: Raw -1339733.811349 + Penalty 3206.818785 = -1336526.992564 nChanged 2 SP:Iteration 54Q (1404.793079 sec): 3 clusters Score: Raw -1339734.302504 + Penalty 3206.818785 = -1336527.483719 nChanged 0 SP:Iteration 55F (1404.861547 sec): 3 clusters Score: Raw -1339734.302504 + Penalty 3206.818785 = -1336527.483719 nChanged 0 Trying to split cluster 6 (31087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1404.939969 sec): 2 clusters Score: Raw -2048114.793174 + Penalty 1680.988563 = -2046433.804611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1405.028244 sec): 3 clusters Score: Raw -2029028.353928 + Penalty 3361.977126 = -2025666.376801 nChanged 14247 SP:Iteration 1F (1405.126624 sec): 3 clusters Score: Raw -2038098.386091 + Penalty 3361.977126 = -2034736.408965 nChanged 2276 SP:Iteration 2F (1405.231036 sec): 3 clusters Score: Raw -2040109.373826 + Penalty 3361.977126 = -2036747.396700 nChanged 2758 SP:Iteration 3F (1405.326193 sec): 3 clusters Score: Raw -2042999.748241 + Penalty 3361.977126 = -2039637.771114 nChanged 2807 SP:Iteration 4F (1405.428434 sec): 3 clusters Score: Raw -2045606.401735 + Penalty 3361.977126 = -2042244.424609 nChanged 2213 SP:Iteration 5F (1405.527216 sec): 3 clusters Score: Raw -2047067.408238 + Penalty 3361.977126 = -2043705.431111 nChanged 1469 SP:Iteration 6Q (1405.627370 sec): 3 clusters Score: Raw -2047749.045047 + Penalty 3361.977126 = -2044387.067921 nChanged 980 SP:Iteration 7Q (1405.736493 sec): 3 clusters Score: Raw -2048167.579495 + Penalty 3361.977126 = -2044805.602369 nChanged 798 SP:Iteration 8Q (1405.839706 sec): 3 clusters Score: Raw -2048542.420662 + Penalty 3361.977126 = -2045180.443535 nChanged 703 SP:Iteration 9Q (1405.944139 sec): 3 clusters Score: Raw -2048863.545723 + Penalty 3361.977126 = -2045501.568597 nChanged 676 SP:Iteration 10Q (1406.044794 sec): 3 clusters Score: Raw -2049156.875421 + Penalty 3361.977126 = -2045794.898294 nChanged 624 SP:Iteration 11Q (1406.140321 sec): 3 clusters Score: Raw -2049407.683569 + Penalty 3361.977126 = -2046045.706442 nChanged 552 SP:Iteration 12Q (1406.227879 sec): 3 clusters Score: Raw -2049609.733079 + Penalty 3361.977126 = -2046247.755953 nChanged 480 SP:Iteration 13Q (1406.327353 sec): 3 clusters Score: Raw -2049757.374434 + Penalty 3361.977126 = -2046395.397308 nChanged 384 SP:Iteration 14Q (1406.436671 sec): 3 clusters Score: Raw -2049844.576860 + Penalty 3361.977126 = -2046482.599734 nChanged 340 SP:Iteration 15Q (1406.519805 sec): 3 clusters Score: Raw -2049919.535735 + Penalty 3361.977126 = -2046557.558609 nChanged 318 SP:Iteration 16Q (1406.616442 sec): 3 clusters Score: Raw -2049985.057893 + Penalty 3361.977126 = -2046623.080767 nChanged 268 SP:Iteration 17Q (1406.720667 sec): 3 clusters Score: Raw -2050035.363606 + Penalty 3361.977126 = -2046673.386480 nChanged 237 SP:Iteration 18Q (1406.806882 sec): 3 clusters Score: Raw -2050076.514125 + Penalty 3361.977126 = -2046714.536999 nChanged 202 SP:Iteration 19Q (1406.915219 sec): 3 clusters Score: Raw -2050104.903381 + Penalty 3361.977126 = -2046742.926255 nChanged 181 SP:Iteration 20F (1407.004127 sec): 3 clusters Score: Raw -2050129.931656 + Penalty 3361.977126 = -2046767.954530 nChanged 177 SP:Iteration 21Q (1407.112655 sec): 3 clusters Score: Raw -2050156.216520 + Penalty 3361.977126 = -2046794.239393 nChanged 162 SP:Iteration 22Q (1407.199202 sec): 3 clusters Score: Raw -2050179.577749 + Penalty 3361.977126 = -2046817.600622 nChanged 150 SP:Iteration 23Q (1407.303297 sec): 3 clusters Score: Raw -2050198.756474 + Penalty 3361.977126 = -2046836.779348 nChanged 126 SP:Iteration 24Q (1407.408388 sec): 3 clusters Score: Raw -2050212.978746 + Penalty 3361.977126 = -2046851.001620 nChanged 108 SP:Iteration 25Q (1407.495401 sec): 3 clusters Score: Raw -2050224.197485 + Penalty 3361.977126 = -2046862.220359 nChanged 95 SP:Iteration 26Q (1407.603234 sec): 3 clusters Score: Raw -2050233.649770 + Penalty 3361.977126 = -2046871.672643 nChanged 107 SP:Iteration 27Q (1407.700898 sec): 3 clusters Score: Raw -2050243.652156 + Penalty 3361.977126 = -2046881.675030 nChanged 89 SP:Iteration 28Q (1407.792824 sec): 3 clusters Score: Raw -2050251.545790 + Penalty 3361.977126 = -2046889.568663 nChanged 65 SP:Iteration 29Q (1407.884718 sec): 3 clusters Score: Raw -2050257.297293 + Penalty 3361.977126 = -2046895.320166 nChanged 66 SP:Iteration 30Q (1407.983539 sec): 3 clusters Score: Raw -2050262.474937 + Penalty 3361.977126 = -2046900.497811 nChanged 51 SP:Iteration 31Q (1408.091222 sec): 3 clusters Score: Raw -2050265.666169 + Penalty 3361.977126 = -2046903.689043 nChanged 46 SP:Iteration 32Q (1408.185865 sec): 3 clusters Score: Raw -2050268.328553 + Penalty 3361.977126 = -2046906.351427 nChanged 42 SP:Iteration 33Q (1408.280981 sec): 3 clusters Score: Raw -2050271.183344 + Penalty 3361.977126 = -2046909.206217 nChanged 48 SP:Iteration 34Q (1408.380949 sec): 3 clusters Score: Raw -2050274.679244 + Penalty 3361.977126 = -2046912.702117 nChanged 41 SP:Iteration 35Q (1408.471613 sec): 3 clusters Score: Raw -2050277.476243 + Penalty 3361.977126 = -2046915.499116 nChanged 28 SP:Iteration 36Q (1408.568459 sec): 3 clusters Score: Raw -2050279.264964 + Penalty 3361.977126 = -2046917.287837 nChanged 31 SP:Iteration 37Q (1408.674026 sec): 3 clusters Score: Raw -2050280.935177 + Penalty 3361.977126 = -2046918.958051 nChanged 22 SP:Iteration 38Q (1408.769117 sec): 3 clusters Score: Raw -2050281.932693 + Penalty 3361.977126 = -2046919.955567 nChanged 17 SP:Iteration 39Q (1408.865356 sec): 3 clusters Score: Raw -2050282.845682 + Penalty 3361.977126 = -2046920.868555 nChanged 17 SP:Iteration 40F (1408.969419 sec): 3 clusters Score: Raw -2050283.780686 + Penalty 3361.977126 = -2046921.803559 nChanged 15 SP:Iteration 41Q (1409.059148 sec): 3 clusters Score: Raw -2050284.489071 + Penalty 3361.977126 = -2046922.511945 nChanged 12 SP:Iteration 42Q (1409.167201 sec): 3 clusters Score: Raw -2050284.945110 + Penalty 3361.977126 = -2046922.967984 nChanged 15 SP:Iteration 43Q (1409.267346 sec): 3 clusters Score: Raw -2050286.041245 + Penalty 3361.977126 = -2046924.064119 nChanged 17 SP:Iteration 44Q (1409.351639 sec): 3 clusters Score: Raw -2050287.167109 + Penalty 3361.977126 = -2046925.189982 nChanged 19 SP:Iteration 45Q (1409.455251 sec): 3 clusters Score: Raw -2050288.650085 + Penalty 3361.977126 = -2046926.672959 nChanged 18 SP:Iteration 46Q (1409.539294 sec): 3 clusters Score: Raw -2050289.592993 + Penalty 3361.977126 = -2046927.615867 nChanged 25 SP:Iteration 47Q (1409.629716 sec): 3 clusters Score: Raw -2050290.973102 + Penalty 3361.977126 = -2046928.995975 nChanged 25 SP:Iteration 48Q (1409.722823 sec): 3 clusters Score: Raw -2050292.419355 + Penalty 3361.977126 = -2046930.442229 nChanged 24 SP:Iteration 49Q (1409.817567 sec): 3 clusters Score: Raw -2050293.656664 + Penalty 3361.977126 = -2046931.679538 nChanged 21 SP:Iteration 50Q (1409.927104 sec): 3 clusters Score: Raw -2050294.834463 + Penalty 3361.977126 = -2046932.857336 nChanged 18 SP:Iteration 51Q (1410.023898 sec): 3 clusters Score: Raw -2050295.817802 + Penalty 3361.977126 = -2046933.840676 nChanged 12 SP:Iteration 52Q (1410.120016 sec): 3 clusters Score: Raw -2050296.334732 + Penalty 3361.977126 = -2046934.357605 nChanged 14 SP:Iteration 53Q (1410.216144 sec): 3 clusters Score: Raw -2050297.063182 + Penalty 3361.977126 = -2046935.086056 nChanged 4 SP:Iteration 54Q (1410.311080 sec): 3 clusters Score: Raw -2050297.171503 + Penalty 3361.977126 = -2046935.194377 nChanged 5 SP:Iteration 55Q (1410.397305 sec): 3 clusters Score: Raw -2050297.427322 + Penalty 3361.977126 = -2046935.450196 nChanged 4 SP:Iteration 56Q (1410.504027 sec): 3 clusters Score: Raw -2050297.552818 + Penalty 3361.977126 = -2046935.575691 nChanged 3 SP:Iteration 57Q (1410.598447 sec): 3 clusters Score: Raw -2050297.651063 + Penalty 3361.977126 = -2046935.673936 nChanged 5 SP:Iteration 58Q (1410.679123 sec): 3 clusters Score: Raw -2050297.882954 + Penalty 3361.977126 = -2046935.905828 nChanged 7 SP:Iteration 59Q (1410.784485 sec): 3 clusters Score: Raw -2050298.135876 + Penalty 3361.977126 = -2046936.158749 nChanged 6 SP:Iteration 60F (1410.881926 sec): 3 clusters Score: Raw -2050298.306213 + Penalty 3361.977126 = -2046936.329087 nChanged 2 SP:Iteration 61Q (1410.981955 sec): 3 clusters Score: Raw -2050298.355521 + Penalty 3361.977126 = -2046936.378395 nChanged 2 SP:Iteration 62Q (1411.071221 sec): 3 clusters Score: Raw -2050298.401687 + Penalty 3361.977126 = -2046936.424561 nChanged 2 SP:Iteration 63Q (1411.174692 sec): 3 clusters Score: Raw -2050298.541959 + Penalty 3361.977126 = -2046936.564833 nChanged 3 SP:Iteration 64Q (1411.271413 sec): 3 clusters Score: Raw -2050298.630674 + Penalty 3361.977126 = -2046936.653547 nChanged 2 SP:Iteration 65Q (1411.353494 sec): 3 clusters Score: Raw -2050298.675308 + Penalty 3361.977126 = -2046936.698182 nChanged 2 SP:Iteration 66Q (1411.458331 sec): 3 clusters Score: Raw -2050298.746554 + Penalty 3361.977126 = -2046936.769427 nChanged 4 SP:Iteration 67Q (1411.553008 sec): 3 clusters Score: Raw -2050298.950713 + Penalty 3361.977126 = -2046936.973586 nChanged 5 SP:Iteration 68Q (1411.654083 sec): 3 clusters Score: Raw -2050299.142150 + Penalty 3361.977126 = -2046937.165024 nChanged 3 SP:Iteration 69Q (1411.739439 sec): 3 clusters Score: Raw -2050299.264499 + Penalty 3361.977126 = -2046937.287373 nChanged 4 SP:Iteration 70Q (1411.845339 sec): 3 clusters Score: Raw -2050299.358076 + Penalty 3361.977126 = -2046937.380950 nChanged 5 SP:Iteration 71Q (1411.938445 sec): 3 clusters Score: Raw -2050299.517432 + Penalty 3361.977126 = -2046937.540306 nChanged 5 SP:Iteration 72Q (1412.038471 sec): 3 clusters Score: Raw -2050299.705730 + Penalty 3361.977126 = -2046937.728604 nChanged 5 SP:Iteration 73Q (1412.127465 sec): 3 clusters Score: Raw -2050299.881481 + Penalty 3361.977126 = -2046937.904355 nChanged 2 SP:Iteration 74Q (1412.220785 sec): 3 clusters Score: Raw -2050299.980791 + Penalty 3361.977126 = -2046938.003665 nChanged 3 SP:Iteration 75Q (1412.324553 sec): 3 clusters Score: Raw -2050300.090493 + Penalty 3361.977126 = -2046938.113366 nChanged 1 SP:Iteration 76Q (1412.421647 sec): 3 clusters Score: Raw -2050300.109006 + Penalty 3361.977126 = -2046938.131880 nChanged 1 SP:Iteration 77Q (1412.511215 sec): 3 clusters Score: Raw -2050300.129990 + Penalty 3361.977126 = -2046938.152864 nChanged 2 SP:Iteration 78Q (1412.600329 sec): 3 clusters Score: Raw -2050300.195330 + Penalty 3361.977126 = -2046938.218204 nChanged 3 SP:Iteration 79Q (1412.696816 sec): 3 clusters Score: Raw -2050300.279539 + Penalty 3361.977126 = -2046938.302413 nChanged 5 SP:Iteration 80F (1412.796875 sec): 3 clusters Score: Raw -2050300.470253 + Penalty 3361.977126 = -2046938.493127 nChanged 5 SP:Iteration 81Q (1412.904907 sec): 3 clusters Score: Raw -2050300.586714 + Penalty 3361.977126 = -2046938.609588 nChanged 3 SP:Iteration 82Q (1412.995366 sec): 3 clusters Score: Raw -2050300.699331 + Penalty 3361.977126 = -2046938.722205 nChanged 5 SP:Iteration 83Q (1413.098735 sec): 3 clusters Score: Raw -2050300.915444 + Penalty 3361.977126 = -2046938.938318 nChanged 5 SP:Iteration 84Q (1413.195286 sec): 3 clusters Score: Raw -2050301.184815 + Penalty 3361.977126 = -2046939.207689 nChanged 8 SP:Iteration 85Q (1413.289454 sec): 3 clusters Score: Raw -2050301.792384 + Penalty 3361.977126 = -2046939.815258 nChanged 9 SP:Iteration 86Q (1413.380983 sec): 3 clusters Score: Raw -2050302.377867 + Penalty 3361.977126 = -2046940.400740 nChanged 8 SP:Iteration 87Q (1413.467008 sec): 3 clusters Score: Raw -2050302.856108 + Penalty 3361.977126 = -2046940.878982 nChanged 9 SP:Iteration 88Q (1413.558245 sec): 3 clusters Score: Raw -2050303.309382 + Penalty 3361.977126 = -2046941.332255 nChanged 6 SP:Iteration 89Q (1413.655170 sec): 3 clusters Score: Raw -2050303.463329 + Penalty 3361.977126 = -2046941.486203 nChanged 2 SP:Iteration 90Q (1413.756461 sec): 3 clusters Score: Raw -2050303.521216 + Penalty 3361.977126 = -2046941.544090 nChanged 4 SP:Iteration 91Q (1413.844710 sec): 3 clusters Score: Raw -2050303.615838 + Penalty 3361.977126 = -2046941.638711 nChanged 3 SP:Iteration 92Q (1413.954654 sec): 3 clusters Score: Raw -2050303.756868 + Penalty 3361.977126 = -2046941.779742 nChanged 5 SP:Iteration 93Q (1414.054364 sec): 3 clusters Score: Raw -2050303.916634 + Penalty 3361.977126 = -2046941.939507 nChanged 4 SP:Iteration 94Q (1414.147545 sec): 3 clusters Score: Raw -2050304.118188 + Penalty 3361.977126 = -2046942.141062 nChanged 5 SP:Iteration 95Q (1414.237793 sec): 3 clusters Score: Raw -2050304.386093 + Penalty 3361.977126 = -2046942.408966 nChanged 5 SP:Iteration 96Q (1414.342498 sec): 3 clusters Score: Raw -2050304.585384 + Penalty 3361.977126 = -2046942.608258 nChanged 6 SP:Iteration 97Q (1414.439846 sec): 3 clusters Score: Raw -2050304.754652 + Penalty 3361.977126 = -2046942.777526 nChanged 3 SP:Iteration 98Q (1414.523954 sec): 3 clusters Score: Raw -2050304.837125 + Penalty 3361.977126 = -2046942.859998 nChanged 3 SP:Iteration 99Q (1414.632021 sec): 3 clusters Score: Raw -2050304.893564 + Penalty 3361.977126 = -2046942.916438 nChanged 6 SP:Iteration 100F (1414.716330 sec): 3 clusters Score: Raw -2050305.078642 + Penalty 3361.977126 = -2046943.101516 nChanged 5 SP:Iteration 101Q (1414.818421 sec): 3 clusters Score: Raw -2050305.365791 + Penalty 3361.977126 = -2046943.388664 nChanged 5 SP:Iteration 102Q (1414.911954 sec): 3 clusters Score: Raw -2050305.595494 + Penalty 3361.977126 = -2046943.618367 nChanged 6 SP:Iteration 103Q (1415.011338 sec): 3 clusters Score: Raw -2050305.846222 + Penalty 3361.977126 = -2046943.869096 nChanged 7 SP:Iteration 104Q (1415.106804 sec): 3 clusters Score: Raw -2050306.159163 + Penalty 3361.977126 = -2046944.182037 nChanged 6 SP:Iteration 105Q (1415.200011 sec): 3 clusters Score: Raw -2050306.444277 + Penalty 3361.977126 = -2046944.467151 nChanged 8 SP:Iteration 106Q (1415.292995 sec): 3 clusters Score: Raw -2050306.731631 + Penalty 3361.977126 = -2046944.754505 nChanged 4 SP:Iteration 107Q (1415.389989 sec): 3 clusters Score: Raw -2050306.990013 + Penalty 3361.977126 = -2046945.012887 nChanged 8 SP:Iteration 108Q (1415.481763 sec): 3 clusters Score: Raw -2050307.508640 + Penalty 3361.977126 = -2046945.531513 nChanged 8 SP:Iteration 109Q (1415.577909 sec): 3 clusters Score: Raw -2050308.028906 + Penalty 3361.977126 = -2046946.051780 nChanged 9 SP:Iteration 110Q (1415.672811 sec): 3 clusters Score: Raw -2050308.520818 + Penalty 3361.977126 = -2046946.543692 nChanged 9 SP:Iteration 111Q (1415.757760 sec): 3 clusters Score: Raw -2050308.929699 + Penalty 3361.977126 = -2046946.952572 nChanged 7 SP:Iteration 112Q (1415.866782 sec): 3 clusters Score: Raw -2050309.243089 + Penalty 3361.977126 = -2046947.265963 nChanged 7 SP:Iteration 113Q (1415.950349 sec): 3 clusters Score: Raw -2050309.540411 + Penalty 3361.977126 = -2046947.563285 nChanged 2 SP:Iteration 114Q (1416.056861 sec): 3 clusters Score: Raw -2050309.578771 + Penalty 3361.977126 = -2046947.601644 nChanged 0 SP:Iteration 115F (1416.156183 sec): 3 clusters Score: Raw -2050309.578771 + Penalty 3361.977126 = -2046947.601644 nChanged 0 Score: Raw -32159336.488116 + Penalty 76786.113438 = -32082550.374677 Splitting cluster 6 changes total score from -32082487.997995 to -32082550.374677 So it's getting split into cluster 36. Trying to split cluster 7 (89614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1427.392305 sec): 2 clusters Score: Raw -6096616.703965 + Penalty 1853.030861 = -6094763.673104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1427.578022 sec): 3 clusters Score: Raw -6038322.309381 + Penalty 3706.061722 = -6034616.247659 nChanged 42692 SP:Iteration 1F (1427.776574 sec): 3 clusters Score: Raw -6063414.138454 + Penalty 3706.061722 = -6059708.076732 nChanged 3800 SP:Iteration 2Q (1427.990928 sec): 3 clusters Score: Raw -6064763.918292 + Penalty 3706.061722 = -6061057.856570 nChanged 4298 SP:Iteration 3Q (1428.192744 sec): 3 clusters Score: Raw -6066554.768585 + Penalty 3706.061722 = -6062848.706863 nChanged 4836 SP:Iteration 4F (1428.393155 sec): 3 clusters Score: Raw -6068817.546809 + Penalty 3706.061722 = -6065111.485087 nChanged 5255 SP:Iteration 5F (1428.580010 sec): 3 clusters Score: Raw -6071599.845052 + Penalty 3706.061722 = -6067893.783330 nChanged 5557 SP:Iteration 6F (1428.771431 sec): 3 clusters Score: Raw -6074717.465588 + Penalty 3706.061722 = -6071011.403866 nChanged 5411 SP:Iteration 7F (1428.965714 sec): 3 clusters Score: Raw -6077802.423055 + Penalty 3706.061722 = -6074096.361333 nChanged 4941 SP:Iteration 8F (1429.152613 sec): 3 clusters Score: Raw -6080850.616650 + Penalty 3706.061722 = -6077144.554928 nChanged 4219 SP:Iteration 9Q (1429.351449 sec): 3 clusters Score: Raw -6083768.793705 + Penalty 3706.061722 = -6080062.731983 nChanged 3518 SP:Iteration 10Q (1429.568782 sec): 3 clusters Score: Raw -6086316.904882 + Penalty 3706.061722 = -6082610.843160 nChanged 2908 SP:Iteration 11Q (1429.759428 sec): 3 clusters Score: Raw -6088276.348016 + Penalty 3706.061722 = -6084570.286294 nChanged 2261 SP:Iteration 12Q (1429.960345 sec): 3 clusters Score: Raw -6089494.135832 + Penalty 3706.061722 = -6085788.074111 nChanged 1816 SP:Iteration 13Q (1430.150936 sec): 3 clusters Score: Raw -6090337.350367 + Penalty 3706.061722 = -6086631.288645 nChanged 1475 SP:Iteration 14Q (1430.337746 sec): 3 clusters Score: Raw -6090974.353431 + Penalty 3706.061722 = -6087268.291709 nChanged 1391 SP:Iteration 15Q (1430.527735 sec): 3 clusters Score: Raw -6091572.865542 + Penalty 3706.061722 = -6087866.803821 nChanged 1327 SP:Iteration 16Q (1430.694570 sec): 3 clusters Score: Raw -6092147.949450 + Penalty 3706.061722 = -6088441.887728 nChanged 1300 SP:Iteration 17Q (1430.880594 sec): 3 clusters Score: Raw -6092722.358389 + Penalty 3706.061722 = -6089016.296668 nChanged 1259 SP:Iteration 18Q (1431.054695 sec): 3 clusters Score: Raw -6093280.784506 + Penalty 3706.061722 = -6089574.722784 nChanged 1190 SP:Iteration 19Q (1431.227462 sec): 3 clusters Score: Raw -6093813.059547 + Penalty 3706.061722 = -6090106.997825 nChanged 1097 SP:Iteration 20F (1431.423160 sec): 3 clusters Score: Raw -6094327.346899 + Penalty 3706.061722 = -6090621.285177 nChanged 1008 SP:Iteration 21Q (1431.594459 sec): 3 clusters Score: Raw -6094786.380587 + Penalty 3706.061722 = -6091080.318865 nChanged 851 SP:Iteration 22Q (1431.758219 sec): 3 clusters Score: Raw -6095171.170105 + Penalty 3706.061722 = -6091465.108383 nChanged 782 SP:Iteration 23Q (1431.940834 sec): 3 clusters Score: Raw -6095517.656317 + Penalty 3706.061722 = -6091811.594595 nChanged 630 SP:Iteration 24Q (1432.100803 sec): 3 clusters Score: Raw -6095783.802953 + Penalty 3706.061722 = -6092077.741231 nChanged 524 SP:Iteration 25Q (1432.259153 sec): 3 clusters Score: Raw -6096003.496292 + Penalty 3706.061722 = -6092297.434570 nChanged 458 SP:Iteration 26Q (1432.441175 sec): 3 clusters Score: Raw -6096197.769158 + Penalty 3706.061722 = -6092491.707436 nChanged 384 SP:Iteration 27Q (1432.590621 sec): 3 clusters Score: Raw -6096349.745729 + Penalty 3706.061722 = -6092643.684007 nChanged 338 SP:Iteration 28Q (1432.752878 sec): 3 clusters Score: Raw -6096479.778607 + Penalty 3706.061722 = -6092773.716885 nChanged 264 SP:Iteration 29Q (1432.930502 sec): 3 clusters Score: Raw -6096583.994955 + Penalty 3706.061722 = -6092877.933233 nChanged 251 SP:Iteration 30Q (1433.101614 sec): 3 clusters Score: Raw -6096680.782823 + Penalty 3706.061722 = -6092974.721101 nChanged 197 SP:Iteration 31Q (1433.267854 sec): 3 clusters Score: Raw -6096755.597013 + Penalty 3706.061722 = -6093049.535291 nChanged 168 SP:Iteration 32Q (1433.419406 sec): 3 clusters Score: Raw -6096813.453142 + Penalty 3706.061722 = -6093107.391420 nChanged 139 SP:Iteration 33Q (1433.581787 sec): 3 clusters Score: Raw -6096867.584517 + Penalty 3706.061722 = -6093161.522795 nChanged 131 SP:Iteration 34Q (1433.742515 sec): 3 clusters Score: Raw -6096912.944334 + Penalty 3706.061722 = -6093206.882612 nChanged 105 SP:Iteration 35Q (1433.902637 sec): 3 clusters Score: Raw -6096950.861730 + Penalty 3706.061722 = -6093244.800008 nChanged 92 SP:Iteration 36Q (1434.051715 sec): 3 clusters Score: Raw -6096986.585921 + Penalty 3706.061722 = -6093280.524199 nChanged 83 SP:Iteration 37Q (1434.207900 sec): 3 clusters Score: Raw -6097015.080308 + Penalty 3706.061722 = -6093309.018586 nChanged 61 SP:Iteration 38Q (1434.375536 sec): 3 clusters Score: Raw -6097037.502911 + Penalty 3706.061722 = -6093331.441189 nChanged 62 SP:Iteration 39Q (1434.542160 sec): 3 clusters Score: Raw -6097056.301651 + Penalty 3706.061722 = -6093350.239929 nChanged 42 SP:Iteration 40F (1434.739108 sec): 3 clusters Score: Raw -6097067.394713 + Penalty 3706.061722 = -6093361.332991 nChanged 37 SP:Iteration 41Q (1434.899898 sec): 3 clusters Score: Raw -6097077.535912 + Penalty 3706.061722 = -6093371.474190 nChanged 30 SP:Iteration 42Q (1435.064329 sec): 3 clusters Score: Raw -6097086.672413 + Penalty 3706.061722 = -6093380.610692 nChanged 35 SP:Iteration 43Q (1435.220260 sec): 3 clusters Score: Raw -6097096.242526 + Penalty 3706.061722 = -6093390.180804 nChanged 29 SP:Iteration 44Q (1435.390545 sec): 3 clusters Score: Raw -6097103.891697 + Penalty 3706.061722 = -6093397.829975 nChanged 28 SP:Iteration 45Q (1435.546984 sec): 3 clusters Score: Raw -6097109.683448 + Penalty 3706.061722 = -6093403.621726 nChanged 21 SP:Iteration 46Q (1435.707528 sec): 3 clusters Score: Raw -6097114.000442 + Penalty 3706.061722 = -6093407.938720 nChanged 14 SP:Iteration 47Q (1435.864429 sec): 3 clusters Score: Raw -6097118.237656 + Penalty 3706.061722 = -6093412.175934 nChanged 11 SP:Iteration 48Q (1436.034869 sec): 3 clusters Score: Raw -6097120.900431 + Penalty 3706.061722 = -6093414.838709 nChanged 10 SP:Iteration 49Q (1436.193042 sec): 3 clusters Score: Raw -6097123.079997 + Penalty 3706.061722 = -6093417.018275 nChanged 10 SP:Iteration 50Q (1436.340514 sec): 3 clusters Score: Raw -6097125.256961 + Penalty 3706.061722 = -6093419.195239 nChanged 11 SP:Iteration 51Q (1436.510256 sec): 3 clusters Score: Raw -6097127.418866 + Penalty 3706.061722 = -6093421.357144 nChanged 10 SP:Iteration 52Q (1436.670578 sec): 3 clusters Score: Raw -6097129.727667 + Penalty 3706.061722 = -6093423.665945 nChanged 7 SP:Iteration 53Q (1436.817039 sec): 3 clusters Score: Raw -6097131.697834 + Penalty 3706.061722 = -6093425.636112 nChanged 5 SP:Iteration 54Q (1436.991232 sec): 3 clusters Score: Raw -6097132.981852 + Penalty 3706.061722 = -6093426.920130 nChanged 6 SP:Iteration 55Q (1437.144149 sec): 3 clusters Score: Raw -6097134.422302 + Penalty 3706.061722 = -6093428.360580 nChanged 6 SP:Iteration 56Q (1437.299485 sec): 3 clusters Score: Raw -6097135.516302 + Penalty 3706.061722 = -6093429.454580 nChanged 8 SP:Iteration 57Q (1437.467192 sec): 3 clusters Score: Raw -6097137.132106 + Penalty 3706.061722 = -6093431.070385 nChanged 6 SP:Iteration 58Q (1437.635405 sec): 3 clusters Score: Raw -6097138.824083 + Penalty 3706.061722 = -6093432.762361 nChanged 9 SP:Iteration 59Q (1437.797685 sec): 3 clusters Score: Raw -6097141.242771 + Penalty 3706.061722 = -6093435.181049 nChanged 5 SP:Iteration 60F (1437.993593 sec): 3 clusters Score: Raw -6097142.647263 + Penalty 3706.061722 = -6093436.585541 nChanged 6 SP:Iteration 61Q (1438.163843 sec): 3 clusters Score: Raw -6097144.306911 + Penalty 3706.061722 = -6093438.245189 nChanged 7 SP:Iteration 62Q (1438.325874 sec): 3 clusters Score: Raw -6097145.859187 + Penalty 3706.061722 = -6093439.797465 nChanged 5 SP:Iteration 63Q (1438.484038 sec): 3 clusters Score: Raw -6097146.672058 + Penalty 3706.061722 = -6093440.610336 nChanged 3 SP:Iteration 64Q (1438.634917 sec): 3 clusters Score: Raw -6097147.172744 + Penalty 3706.061722 = -6093441.111022 nChanged 1 SP:Iteration 65Q (1438.791650 sec): 3 clusters Score: Raw -6097147.659381 + Penalty 3706.061722 = -6093441.597659 nChanged 2 SP:Iteration 66Q (1438.956037 sec): 3 clusters Score: Raw -6097147.892602 + Penalty 3706.061722 = -6093441.830880 nChanged 1 SP:Iteration 67Q (1439.111600 sec): 3 clusters Score: Raw -6097148.171243 + Penalty 3706.061722 = -6093442.109521 nChanged 0 SP:Iteration 68F (1439.312208 sec): 3 clusters Score: Raw -6097148.171243 + Penalty 3706.061722 = -6093442.109521 nChanged 0 Trying to split cluster 8 (5829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1439.354035 sec): 2 clusters Score: Raw -373668.558934 + Penalty 1408.972620 = -372259.586314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1439.410867 sec): 3 clusters Score: Raw -370517.169374 + Penalty 2817.945240 = -367699.224134 nChanged 2415 SP:Iteration 1F (1439.468489 sec): 3 clusters Score: Raw -371881.483796 + Penalty 2817.945240 = -369063.538556 nChanged 466 SP:Iteration 2F (1439.513540 sec): 3 clusters Score: Raw -372254.097139 + Penalty 2817.945240 = -369436.151899 nChanged 455 SP:Iteration 3F (1439.575403 sec): 3 clusters Score: Raw -372751.731692 + Penalty 2817.945240 = -369933.786452 nChanged 504 SP:Iteration 4F (1439.625406 sec): 3 clusters Score: Raw -373335.365531 + Penalty 2817.945240 = -370517.420291 nChanged 430 SP:Iteration 5F (1439.683079 sec): 3 clusters Score: Raw -373761.679142 + Penalty 2817.945240 = -370943.733902 nChanged 353 SP:Iteration 6F (1439.737247 sec): 3 clusters Score: Raw -374014.723907 + Penalty 2817.945240 = -371196.778667 nChanged 211 SP:Iteration 7Q (1439.801971 sec): 3 clusters Score: Raw -374142.295707 + Penalty 2817.945240 = -371324.350467 nChanged 159 SP:Iteration 8Q (1439.861055 sec): 3 clusters Score: Raw -374223.993688 + Penalty 2817.945240 = -371406.048448 nChanged 114 SP:Iteration 9Q (1439.906395 sec): 3 clusters Score: Raw -374277.597458 + Penalty 2817.945240 = -371459.652218 nChanged 86 SP:Iteration 10Q (1439.964003 sec): 3 clusters Score: Raw -374316.416295 + Penalty 2817.945240 = -371498.471055 nChanged 62 SP:Iteration 11Q (1440.034151 sec): 3 clusters Score: Raw -374347.774809 + Penalty 2817.945240 = -371529.829570 nChanged 51 SP:Iteration 12Q (1440.084660 sec): 3 clusters Score: Raw -374367.075949 + Penalty 2817.945240 = -371549.130709 nChanged 22 SP:Iteration 13Q (1440.142673 sec): 3 clusters Score: Raw -374375.027519 + Penalty 2817.945240 = -371557.082279 nChanged 19 SP:Iteration 14Q (1440.192400 sec): 3 clusters Score: Raw -374380.927735 + Penalty 2817.945240 = -371562.982495 nChanged 15 SP:Iteration 15Q (1440.259714 sec): 3 clusters Score: Raw -374385.321050 + Penalty 2817.945240 = -371567.375811 nChanged 17 SP:Iteration 16Q (1440.309348 sec): 3 clusters Score: Raw -374391.438720 + Penalty 2817.945240 = -371573.493480 nChanged 16 SP:Iteration 17Q (1440.373832 sec): 3 clusters Score: Raw -374395.567871 + Penalty 2817.945240 = -371577.622631 nChanged 21 SP:Iteration 18Q (1440.426974 sec): 3 clusters Score: Raw -374401.697372 + Penalty 2817.945240 = -371583.752132 nChanged 12 SP:Iteration 19Q (1440.488811 sec): 3 clusters Score: Raw -374404.457728 + Penalty 2817.945240 = -371586.512488 nChanged 8 SP:Iteration 20F (1440.541298 sec): 3 clusters Score: Raw -374406.472275 + Penalty 2817.945240 = -371588.527035 nChanged 4 SP:Iteration 21Q (1440.599758 sec): 3 clusters Score: Raw -374407.837174 + Penalty 2817.945240 = -371589.891934 nChanged 7 SP:Iteration 22Q (1440.654375 sec): 3 clusters Score: Raw -374409.337898 + Penalty 2817.945240 = -371591.392658 nChanged 6 SP:Iteration 23Q (1440.715210 sec): 3 clusters Score: Raw -374410.396530 + Penalty 2817.945240 = -371592.451290 nChanged 9 SP:Iteration 24Q (1440.765284 sec): 3 clusters Score: Raw -374412.614707 + Penalty 2817.945240 = -371594.669467 nChanged 8 SP:Iteration 25Q (1440.833186 sec): 3 clusters Score: Raw -374413.847624 + Penalty 2817.945240 = -371595.902384 nChanged 4 SP:Iteration 26Q (1440.876733 sec): 3 clusters Score: Raw -374414.781062 + Penalty 2817.945240 = -371596.835822 nChanged 3 SP:Iteration 27Q (1440.937457 sec): 3 clusters Score: Raw -374415.495008 + Penalty 2817.945240 = -371597.549768 nChanged 6 SP:Iteration 28Q (1440.982336 sec): 3 clusters Score: Raw -374416.693551 + Penalty 2817.945240 = -371598.748312 nChanged 2 SP:Iteration 29Q (1441.037706 sec): 3 clusters Score: Raw -374417.026200 + Penalty 2817.945240 = -371599.080960 nChanged 0 SP:Iteration 30F (1441.091216 sec): 3 clusters Score: Raw -374417.026200 + Penalty 2817.945240 = -371599.080960 nChanged 0 Trying to split cluster 9 (12764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1441.145620 sec): 2 clusters Score: Raw -868640.507503 + Penalty 1536.337398 = -867104.170105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1441.212268 sec): 3 clusters Score: Raw -861255.872368 + Penalty 3072.674796 = -858183.197572 nChanged 5604 SP:Iteration 1F (1441.282786 sec): 3 clusters Score: Raw -864466.298889 + Penalty 3072.674796 = -861393.624093 nChanged 843 SP:Iteration 2F (1441.343071 sec): 3 clusters Score: Raw -864921.840975 + Penalty 3072.674796 = -861849.166179 nChanged 742 SP:Iteration 3F (1441.414143 sec): 3 clusters Score: Raw -865324.285138 + Penalty 3072.674796 = -862251.610342 nChanged 694 SP:Iteration 4F (1441.482626 sec): 3 clusters Score: Raw -865715.419038 + Penalty 3072.674796 = -862642.744242 nChanged 670 SP:Iteration 5F (1441.547321 sec): 3 clusters Score: Raw -866083.709518 + Penalty 3072.674796 = -863011.034722 nChanged 625 SP:Iteration 6Q (1441.622892 sec): 3 clusters Score: Raw -866441.722968 + Penalty 3072.674796 = -863369.048172 nChanged 619 SP:Iteration 7Q (1441.691412 sec): 3 clusters Score: Raw -866812.869630 + Penalty 3072.674796 = -863740.194834 nChanged 594 SP:Iteration 8Q (1441.746483 sec): 3 clusters Score: Raw -867136.521456 + Penalty 3072.674796 = -864063.846660 nChanged 558 SP:Iteration 9Q (1441.817360 sec): 3 clusters Score: Raw -867445.558564 + Penalty 3072.674796 = -864372.883768 nChanged 454 SP:Iteration 10Q (1441.885146 sec): 3 clusters Score: Raw -867667.141266 + Penalty 3072.674796 = -864594.466470 nChanged 374 SP:Iteration 11Q (1441.948072 sec): 3 clusters Score: Raw -867837.700804 + Penalty 3072.674796 = -864765.026009 nChanged 311 SP:Iteration 12Q (1442.029923 sec): 3 clusters Score: Raw -867953.778599 + Penalty 3072.674796 = -864881.103803 nChanged 240 SP:Iteration 13Q (1442.099045 sec): 3 clusters Score: Raw -868032.622797 + Penalty 3072.674796 = -864959.948001 nChanged 192 SP:Iteration 14Q (1442.158157 sec): 3 clusters Score: Raw -868090.725195 + Penalty 3072.674796 = -865018.050399 nChanged 163 SP:Iteration 15Q (1442.228926 sec): 3 clusters Score: Raw -868136.930700 + Penalty 3072.674796 = -865064.255904 nChanged 155 SP:Iteration 16Q (1442.310428 sec): 3 clusters Score: Raw -868186.405487 + Penalty 3072.674796 = -865113.730691 nChanged 151 SP:Iteration 17Q (1442.366683 sec): 3 clusters Score: Raw -868227.774364 + Penalty 3072.674796 = -865155.099568 nChanged 107 SP:Iteration 18Q (1442.439670 sec): 3 clusters Score: Raw -868251.529185 + Penalty 3072.674796 = -865178.854389 nChanged 89 SP:Iteration 19Q (1442.509801 sec): 3 clusters Score: Raw -868268.652212 + Penalty 3072.674796 = -865195.977416 nChanged 67 SP:Iteration 20F (1442.570024 sec): 3 clusters Score: Raw -868281.219950 + Penalty 3072.674796 = -865208.545154 nChanged 67 SP:Iteration 21Q (1442.641966 sec): 3 clusters Score: Raw -868292.529902 + Penalty 3072.674796 = -865219.855106 nChanged 57 SP:Iteration 22Q (1442.715333 sec): 3 clusters Score: Raw -868304.869576 + Penalty 3072.674796 = -865232.194780 nChanged 57 SP:Iteration 23Q (1442.786307 sec): 3 clusters Score: Raw -868314.954319 + Penalty 3072.674796 = -865242.279524 nChanged 45 SP:Iteration 24Q (1442.846646 sec): 3 clusters Score: Raw -868321.758460 + Penalty 3072.674796 = -865249.083664 nChanged 34 SP:Iteration 25Q (1442.912336 sec): 3 clusters Score: Raw -868327.858903 + Penalty 3072.674796 = -865255.184107 nChanged 33 SP:Iteration 26Q (1442.987193 sec): 3 clusters Score: Raw -868333.567113 + Penalty 3072.674796 = -865260.892317 nChanged 30 SP:Iteration 27Q (1443.045403 sec): 3 clusters Score: Raw -868338.362249 + Penalty 3072.674796 = -865265.687453 nChanged 31 SP:Iteration 28Q (1443.119717 sec): 3 clusters Score: Raw -868343.611093 + Penalty 3072.674796 = -865270.936297 nChanged 37 SP:Iteration 29Q (1443.191702 sec): 3 clusters Score: Raw -868350.866568 + Penalty 3072.674796 = -865278.191772 nChanged 29 SP:Iteration 30Q (1443.256957 sec): 3 clusters Score: Raw -868355.205953 + Penalty 3072.674796 = -865282.531157 nChanged 32 SP:Iteration 31Q (1443.313650 sec): 3 clusters Score: Raw -868359.815210 + Penalty 3072.674796 = -865287.140415 nChanged 35 SP:Iteration 32Q (1443.376218 sec): 3 clusters Score: Raw -868365.672405 + Penalty 3072.674796 = -865292.997609 nChanged 33 SP:Iteration 33Q (1443.456825 sec): 3 clusters Score: Raw -868371.152764 + Penalty 3072.674796 = -865298.477968 nChanged 26 SP:Iteration 34Q (1443.523947 sec): 3 clusters Score: Raw -868374.401644 + Penalty 3072.674796 = -865301.726848 nChanged 19 SP:Iteration 35Q (1443.592987 sec): 3 clusters Score: Raw -868376.997310 + Penalty 3072.674796 = -865304.322514 nChanged 20 SP:Iteration 36Q (1443.657147 sec): 3 clusters Score: Raw -868379.834447 + Penalty 3072.674796 = -865307.159651 nChanged 29 SP:Iteration 37Q (1443.714964 sec): 3 clusters Score: Raw -868384.910343 + Penalty 3072.674796 = -865312.235547 nChanged 31 SP:Iteration 38Q (1443.788065 sec): 3 clusters Score: Raw -868390.233642 + Penalty 3072.674796 = -865317.558846 nChanged 35 SP:Iteration 39Q (1443.857117 sec): 3 clusters Score: Raw -868395.401242 + Penalty 3072.674796 = -865322.726446 nChanged 27 SP:Iteration 40F (1443.932964 sec): 3 clusters Score: Raw -868398.237119 + Penalty 3072.674796 = -865325.562323 nChanged 15 SP:Iteration 41Q (1443.987612 sec): 3 clusters Score: Raw -868400.302624 + Penalty 3072.674796 = -865327.627828 nChanged 19 SP:Iteration 42Q (1444.062980 sec): 3 clusters Score: Raw -868403.107469 + Penalty 3072.674796 = -865330.432673 nChanged 14 SP:Iteration 43Q (1444.137761 sec): 3 clusters Score: Raw -868404.698967 + Penalty 3072.674796 = -865332.024171 nChanged 9 SP:Iteration 44Q (1444.203694 sec): 3 clusters Score: Raw -868405.963044 + Penalty 3072.674796 = -865333.288248 nChanged 12 SP:Iteration 45Q (1444.267908 sec): 3 clusters Score: Raw -868407.231824 + Penalty 3072.674796 = -865334.557028 nChanged 10 SP:Iteration 46Q (1444.339584 sec): 3 clusters Score: Raw -868408.174949 + Penalty 3072.674796 = -865335.500153 nChanged 8 SP:Iteration 47Q (1444.411829 sec): 3 clusters Score: Raw -868409.043142 + Penalty 3072.674796 = -865336.368346 nChanged 9 SP:Iteration 48Q (1444.478389 sec): 3 clusters Score: Raw -868410.636083 + Penalty 3072.674796 = -865337.961287 nChanged 17 SP:Iteration 49Q (1444.537795 sec): 3 clusters Score: Raw -868413.125980 + Penalty 3072.674796 = -865340.451184 nChanged 18 SP:Iteration 50Q (1444.606763 sec): 3 clusters Score: Raw -868415.570897 + Penalty 3072.674796 = -865342.896101 nChanged 21 SP:Iteration 51Q (1444.674690 sec): 3 clusters Score: Raw -868418.326936 + Penalty 3072.674796 = -865345.652140 nChanged 17 SP:Iteration 52Q (1444.737667 sec): 3 clusters Score: Raw -868420.074629 + Penalty 3072.674796 = -865347.399833 nChanged 16 SP:Iteration 53Q (1444.796594 sec): 3 clusters Score: Raw -868422.351125 + Penalty 3072.674796 = -865349.676329 nChanged 16 SP:Iteration 54Q (1444.876516 sec): 3 clusters Score: Raw -868424.274329 + Penalty 3072.674796 = -865351.599533 nChanged 7 SP:Iteration 55Q (1444.946031 sec): 3 clusters Score: Raw -868424.934819 + Penalty 3072.674796 = -865352.260023 nChanged 9 SP:Iteration 56Q (1445.011912 sec): 3 clusters Score: Raw -868425.701757 + Penalty 3072.674796 = -865353.026961 nChanged 5 SP:Iteration 57Q (1445.074600 sec): 3 clusters Score: Raw -868426.311897 + Penalty 3072.674796 = -865353.637101 nChanged 5 SP:Iteration 58Q (1445.141598 sec): 3 clusters Score: Raw -868426.984626 + Penalty 3072.674796 = -865354.309830 nChanged 3 SP:Iteration 59Q (1445.215101 sec): 3 clusters Score: Raw -868427.295837 + Penalty 3072.674796 = -865354.621041 nChanged 3 SP:Iteration 60F (1445.288899 sec): 3 clusters Score: Raw -868427.910938 + Penalty 3072.674796 = -865355.236142 nChanged 7 SP:Iteration 61Q (1445.358462 sec): 3 clusters Score: Raw -868428.673127 + Penalty 3072.674796 = -865355.998331 nChanged 6 SP:Iteration 62Q (1445.417360 sec): 3 clusters Score: Raw -868429.229032 + Penalty 3072.674796 = -865356.554236 nChanged 2 SP:Iteration 63Q (1445.499913 sec): 3 clusters Score: Raw -868429.340783 + Penalty 3072.674796 = -865356.665987 nChanged 1 SP:Iteration 64Q (1445.565488 sec): 3 clusters Score: Raw -868429.475923 + Penalty 3072.674796 = -865356.801127 nChanged 1 SP:Iteration 65Q (1445.633263 sec): 3 clusters Score: Raw -868429.538962 + Penalty 3072.674796 = -865356.864166 nChanged 0 SP:Iteration 66F (1445.703014 sec): 3 clusters Score: Raw -868429.538962 + Penalty 3072.674796 = -865356.864166 nChanged 0 Trying to split cluster 10 (77354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1445.827982 sec): 2 clusters Score: Raw -5315074.709110 + Penalty 1829.123980 = -5313245.585130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1446.010216 sec): 3 clusters Score: Raw -5265328.718148 + Penalty 3658.247959 = -5261670.470189 nChanged 36581 SP:Iteration 1F (1446.185826 sec): 3 clusters Score: Raw -5286577.805825 + Penalty 3658.247959 = -5282919.557865 nChanged 3291 SP:Iteration 2Q (1446.362945 sec): 3 clusters Score: Raw -5287764.541564 + Penalty 3658.247959 = -5284106.293605 nChanged 3844 SP:Iteration 3Q (1446.560764 sec): 3 clusters Score: Raw -5289457.517165 + Penalty 3658.247959 = -5285799.269205 nChanged 4645 SP:Iteration 4F (1446.731375 sec): 3 clusters Score: Raw -5291996.233119 + Penalty 3658.247959 = -5288337.985160 nChanged 5437 SP:Iteration 5F (1446.907917 sec): 3 clusters Score: Raw -5295524.042537 + Penalty 3658.247959 = -5291865.794578 nChanged 5898 SP:Iteration 6F (1447.079715 sec): 3 clusters Score: Raw -5299747.350234 + Penalty 3658.247959 = -5296089.102275 nChanged 5499 SP:Iteration 7F (1447.275261 sec): 3 clusters Score: Raw -5303794.037741 + Penalty 3658.247959 = -5300135.789782 nChanged 4450 SP:Iteration 8F (1447.450431 sec): 3 clusters Score: Raw -5307021.136298 + Penalty 3658.247959 = -5303362.888338 nChanged 3285 SP:Iteration 9Q (1447.636457 sec): 3 clusters Score: Raw -5309389.092797 + Penalty 3658.247959 = -5305730.844838 nChanged 2512 SP:Iteration 10Q (1447.805177 sec): 3 clusters Score: Raw -5311250.596087 + Penalty 3658.247959 = -5307592.348128 nChanged 1869 SP:Iteration 11Q (1447.984551 sec): 3 clusters Score: Raw -5312561.460718 + Penalty 3658.247959 = -5308903.212759 nChanged 1482 SP:Iteration 12Q (1448.152577 sec): 3 clusters Score: Raw -5313473.221741 + Penalty 3658.247959 = -5309814.973782 nChanged 1172 SP:Iteration 13Q (1448.313055 sec): 3 clusters Score: Raw -5314097.226445 + Penalty 3658.247959 = -5310438.978485 nChanged 961 SP:Iteration 14Q (1448.469933 sec): 3 clusters Score: Raw -5314534.531065 + Penalty 3658.247959 = -5310876.283106 nChanged 823 SP:Iteration 15Q (1448.634135 sec): 3 clusters Score: Raw -5314886.858528 + Penalty 3658.247959 = -5311228.610568 nChanged 714 SP:Iteration 16Q (1448.798166 sec): 3 clusters Score: Raw -5315165.064659 + Penalty 3658.247959 = -5311506.816700 nChanged 617 SP:Iteration 17Q (1448.970715 sec): 3 clusters Score: Raw -5315380.875945 + Penalty 3658.247959 = -5311722.627985 nChanged 502 SP:Iteration 18Q (1449.132703 sec): 3 clusters Score: Raw -5315531.169192 + Penalty 3658.247959 = -5311872.921233 nChanged 404 SP:Iteration 19Q (1449.282156 sec): 3 clusters Score: Raw -5315649.756049 + Penalty 3658.247959 = -5311991.508089 nChanged 352 SP:Iteration 20F (1449.460095 sec): 3 clusters Score: Raw -5315744.424577 + Penalty 3658.247959 = -5312086.176617 nChanged 308 SP:Iteration 21Q (1449.605463 sec): 3 clusters Score: Raw -5315822.738523 + Penalty 3658.247959 = -5312164.490563 nChanged 272 SP:Iteration 22Q (1449.771363 sec): 3 clusters Score: Raw -5315889.041482 + Penalty 3658.247959 = -5312230.793522 nChanged 231 SP:Iteration 23Q (1449.918062 sec): 3 clusters Score: Raw -5315939.365636 + Penalty 3658.247959 = -5312281.117677 nChanged 216 SP:Iteration 24Q (1450.070125 sec): 3 clusters Score: Raw -5315985.496918 + Penalty 3658.247959 = -5312327.248959 nChanged 190 SP:Iteration 25Q (1450.222945 sec): 3 clusters Score: Raw -5316024.764593 + Penalty 3658.247959 = -5312366.516633 nChanged 172 SP:Iteration 26Q (1450.370614 sec): 3 clusters Score: Raw -5316061.508340 + Penalty 3658.247959 = -5312403.260380 nChanged 144 SP:Iteration 27Q (1450.525033 sec): 3 clusters Score: Raw -5316089.983549 + Penalty 3658.247959 = -5312431.735589 nChanged 117 SP:Iteration 28Q (1450.682923 sec): 3 clusters Score: Raw -5316108.681791 + Penalty 3658.247959 = -5312450.433831 nChanged 93 SP:Iteration 29Q (1450.830317 sec): 3 clusters Score: Raw -5316123.106051 + Penalty 3658.247959 = -5312464.858092 nChanged 85 SP:Iteration 30Q (1450.986885 sec): 3 clusters Score: Raw -5316136.039759 + Penalty 3658.247959 = -5312477.791800 nChanged 76 SP:Iteration 31Q (1451.136125 sec): 3 clusters Score: Raw -5316145.590617 + Penalty 3658.247959 = -5312487.342657 nChanged 48 SP:Iteration 32Q (1451.281745 sec): 3 clusters Score: Raw -5316151.791490 + Penalty 3658.247959 = -5312493.543530 nChanged 43 SP:Iteration 33Q (1451.425582 sec): 3 clusters Score: Raw -5316157.078141 + Penalty 3658.247959 = -5312498.830181 nChanged 37 SP:Iteration 34Q (1451.581288 sec): 3 clusters Score: Raw -5316161.560267 + Penalty 3658.247959 = -5312503.312308 nChanged 34 SP:Iteration 35Q (1451.732589 sec): 3 clusters Score: Raw -5316165.353264 + Penalty 3658.247959 = -5312507.105304 nChanged 33 SP:Iteration 36Q (1451.884613 sec): 3 clusters Score: Raw -5316168.740492 + Penalty 3658.247959 = -5312510.492532 nChanged 31 SP:Iteration 37Q (1452.042340 sec): 3 clusters Score: Raw -5316172.116952 + Penalty 3658.247959 = -5312513.868992 nChanged 29 SP:Iteration 38Q (1452.199532 sec): 3 clusters Score: Raw -5316176.632787 + Penalty 3658.247959 = -5312518.384828 nChanged 30 SP:Iteration 39Q (1452.356245 sec): 3 clusters Score: Raw -5316180.862413 + Penalty 3658.247959 = -5312522.614454 nChanged 30 SP:Iteration 40F (1452.533500 sec): 3 clusters Score: Raw -5316184.701152 + Penalty 3658.247959 = -5312526.453192 nChanged 28 SP:Iteration 41Q (1452.681812 sec): 3 clusters Score: Raw -5316188.351707 + Penalty 3658.247959 = -5312530.103748 nChanged 32 SP:Iteration 42Q (1452.833417 sec): 3 clusters Score: Raw -5316192.109508 + Penalty 3658.247959 = -5312533.861548 nChanged 32 SP:Iteration 43Q (1452.982076 sec): 3 clusters Score: Raw -5316195.673860 + Penalty 3658.247959 = -5312537.425901 nChanged 33 SP:Iteration 44Q (1453.132059 sec): 3 clusters Score: Raw -5316199.877756 + Penalty 3658.247959 = -5312541.629796 nChanged 37 SP:Iteration 45Q (1453.283997 sec): 3 clusters Score: Raw -5316203.272554 + Penalty 3658.247959 = -5312545.024595 nChanged 21 SP:Iteration 46Q (1453.431951 sec): 3 clusters Score: Raw -5316205.009662 + Penalty 3658.247959 = -5312546.761702 nChanged 14 SP:Iteration 47Q (1453.595666 sec): 3 clusters Score: Raw -5316206.298099 + Penalty 3658.247959 = -5312548.050139 nChanged 17 SP:Iteration 48Q (1453.753441 sec): 3 clusters Score: Raw -5316207.843933 + Penalty 3658.247959 = -5312549.595973 nChanged 12 SP:Iteration 49Q (1453.905599 sec): 3 clusters Score: Raw -5316208.886984 + Penalty 3658.247959 = -5312550.639025 nChanged 15 SP:Iteration 50Q (1454.060256 sec): 3 clusters Score: Raw -5316210.504261 + Penalty 3658.247959 = -5312552.256302 nChanged 17 SP:Iteration 51Q (1454.208264 sec): 3 clusters Score: Raw -5316211.996966 + Penalty 3658.247959 = -5312553.749006 nChanged 17 SP:Iteration 52Q (1454.364878 sec): 3 clusters Score: Raw -5316213.621400 + Penalty 3658.247959 = -5312555.373441 nChanged 21 SP:Iteration 53Q (1454.521477 sec): 3 clusters Score: Raw -5316215.480615 + Penalty 3658.247959 = -5312557.232655 nChanged 10 SP:Iteration 54Q (1454.671434 sec): 3 clusters Score: Raw -5316216.558624 + Penalty 3658.247959 = -5312558.310664 nChanged 8 SP:Iteration 55Q (1454.815578 sec): 3 clusters Score: Raw -5316217.300249 + Penalty 3658.247959 = -5312559.052290 nChanged 8 SP:Iteration 56Q (1454.963081 sec): 3 clusters Score: Raw -5316218.185380 + Penalty 3658.247959 = -5312559.937420 nChanged 8 SP:Iteration 57Q (1455.098488 sec): 3 clusters Score: Raw -5316219.422346 + Penalty 3658.247959 = -5312561.174387 nChanged 12 SP:Iteration 58Q (1455.258822 sec): 3 clusters Score: Raw -5316220.495301 + Penalty 3658.247959 = -5312562.247341 nChanged 5 SP:Iteration 59Q (1455.402824 sec): 3 clusters Score: Raw -5316220.853441 + Penalty 3658.247959 = -5312562.605481 nChanged 4 SP:Iteration 60F (1455.582688 sec): 3 clusters Score: Raw -5316221.071319 + Penalty 3658.247959 = -5312562.823359 nChanged 5 SP:Iteration 61Q (1455.726668 sec): 3 clusters Score: Raw -5316221.408716 + Penalty 3658.247959 = -5312563.160756 nChanged 4 SP:Iteration 62Q (1455.862984 sec): 3 clusters Score: Raw -5316221.709396 + Penalty 3658.247959 = -5312563.461437 nChanged 3 SP:Iteration 63Q (1456.017383 sec): 3 clusters Score: Raw -5316221.888558 + Penalty 3658.247959 = -5312563.640598 nChanged 2 SP:Iteration 64Q (1456.168632 sec): 3 clusters Score: Raw -5316221.946519 + Penalty 3658.247959 = -5312563.698560 nChanged 0 SP:Iteration 65F (1456.336966 sec): 3 clusters Score: Raw -5316221.946519 + Penalty 3658.247959 = -5312563.698560 nChanged 0 Trying to split cluster 11 (2599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1456.366588 sec): 2 clusters Score: Raw -168496.205372 + Penalty 1277.718331 = -167218.487041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1456.426103 sec): 3 clusters Score: Raw -167324.397777 + Penalty 2555.436661 = -164768.961116 nChanged 980 SP:Iteration 1F (1456.470355 sec): 3 clusters Score: Raw -167887.095916 + Penalty 2555.436661 = -165331.659254 nChanged 198 SP:Iteration 2F (1456.521456 sec): 3 clusters Score: Raw -168019.792983 + Penalty 2555.436661 = -165464.356322 nChanged 140 SP:Iteration 3F (1456.576998 sec): 3 clusters Score: Raw -168112.897283 + Penalty 2555.436661 = -165557.460622 nChanged 113 SP:Iteration 4Q (1456.629864 sec): 3 clusters Score: Raw -168200.963512 + Penalty 2555.436661 = -165645.526851 nChanged 99 SP:Iteration 5Q (1456.680451 sec): 3 clusters Score: Raw -168290.506877 + Penalty 2555.436661 = -165735.070216 nChanged 92 SP:Iteration 6Q (1456.721357 sec): 3 clusters Score: Raw -168377.952409 + Penalty 2555.436661 = -165822.515748 nChanged 98 SP:Iteration 7Q (1456.775927 sec): 3 clusters Score: Raw -168470.553774 + Penalty 2555.436661 = -165915.117112 nChanged 107 SP:Iteration 8Q (1456.828727 sec): 3 clusters Score: Raw -168573.356367 + Penalty 2555.436661 = -166017.919705 nChanged 101 SP:Iteration 9Q (1456.878811 sec): 3 clusters Score: Raw -168661.902431 + Penalty 2555.436661 = -166106.465770 nChanged 94 SP:Iteration 10Q (1456.923974 sec): 3 clusters Score: Raw -168730.142773 + Penalty 2555.436661 = -166174.706112 nChanged 58 SP:Iteration 11Q (1456.964730 sec): 3 clusters Score: Raw -168762.333166 + Penalty 2555.436661 = -166206.896504 nChanged 45 SP:Iteration 12Q (1457.017695 sec): 3 clusters Score: Raw -168797.552918 + Penalty 2555.436661 = -166242.116256 nChanged 46 SP:Iteration 13Q (1457.075829 sec): 3 clusters Score: Raw -168830.637412 + Penalty 2555.436661 = -166275.200751 nChanged 35 SP:Iteration 14Q (1457.126034 sec): 3 clusters Score: Raw -168851.045882 + Penalty 2555.436661 = -166295.609221 nChanged 24 SP:Iteration 15Q (1457.182759 sec): 3 clusters Score: Raw -168867.962802 + Penalty 2555.436661 = -166312.526141 nChanged 27 SP:Iteration 16Q (1457.222351 sec): 3 clusters Score: Raw -168893.302339 + Penalty 2555.436661 = -166337.865678 nChanged 27 SP:Iteration 17Q (1457.276443 sec): 3 clusters Score: Raw -168909.036343 + Penalty 2555.436661 = -166353.599682 nChanged 11 SP:Iteration 18Q (1457.324064 sec): 3 clusters Score: Raw -168916.817988 + Penalty 2555.436661 = -166361.381327 nChanged 13 SP:Iteration 19Q (1457.378222 sec): 3 clusters Score: Raw -168926.713095 + Penalty 2555.436661 = -166371.276434 nChanged 19 SP:Iteration 20F (1457.428761 sec): 3 clusters Score: Raw -168936.838941 + Penalty 2555.436661 = -166381.402280 nChanged 12 SP:Iteration 21Q (1457.485840 sec): 3 clusters Score: Raw -168942.075790 + Penalty 2555.436661 = -166386.639129 nChanged 8 SP:Iteration 22Q (1457.531382 sec): 3 clusters Score: Raw -168947.342179 + Penalty 2555.436661 = -166391.905518 nChanged 5 SP:Iteration 23Q (1457.589272 sec): 3 clusters Score: Raw -168949.418161 + Penalty 2555.436661 = -166393.981499 nChanged 2 SP:Iteration 24Q (1457.639194 sec): 3 clusters Score: Raw -168951.108598 + Penalty 2555.436661 = -166395.671936 nChanged 4 SP:Iteration 25Q (1457.688569 sec): 3 clusters Score: Raw -168952.709574 + Penalty 2555.436661 = -166397.272913 nChanged 2 SP:Iteration 26Q (1457.743064 sec): 3 clusters Score: Raw -168953.292890 + Penalty 2555.436661 = -166397.856228 nChanged 3 SP:Iteration 27Q (1457.785372 sec): 3 clusters Score: Raw -168953.906169 + Penalty 2555.436661 = -166398.469507 nChanged 2 SP:Iteration 28Q (1457.847577 sec): 3 clusters Score: Raw -168955.601594 + Penalty 2555.436661 = -166400.164933 nChanged 2 SP:Iteration 29Q (1457.887883 sec): 3 clusters Score: Raw -168956.557239 + Penalty 2555.436661 = -166401.120578 nChanged 1 SP:Iteration 30Q (1457.945446 sec): 3 clusters Score: Raw -168956.813567 + Penalty 2555.436661 = -166401.376905 nChanged 0 SP:Iteration 31F (1457.998611 sec): 3 clusters Score: Raw -168956.813567 + Penalty 2555.436661 = -166401.376905 nChanged 0 Trying to split cluster 12 (6388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1458.032913 sec): 2 clusters Score: Raw -425126.415108 + Penalty 1423.853683 = -423702.561425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1458.083552 sec): 3 clusters Score: Raw -421726.003865 + Penalty 2847.707366 = -418878.296500 nChanged 2613 SP:Iteration 1F (1458.137048 sec): 3 clusters Score: Raw -423110.172067 + Penalty 2847.707366 = -420262.464702 nChanged 473 SP:Iteration 2F (1458.191766 sec): 3 clusters Score: Raw -423364.079580 + Penalty 2847.707366 = -420516.372215 nChanged 363 SP:Iteration 3F (1458.260156 sec): 3 clusters Score: Raw -423554.296883 + Penalty 2847.707366 = -420706.589518 nChanged 319 SP:Iteration 4Q (1458.306592 sec): 3 clusters Score: Raw -423753.839448 + Penalty 2847.707366 = -420906.132083 nChanged 313 SP:Iteration 5Q (1458.361152 sec): 3 clusters Score: Raw -423968.425102 + Penalty 2847.707366 = -421120.717736 nChanged 330 SP:Iteration 6F (1458.417725 sec): 3 clusters Score: Raw -424231.602734 + Penalty 2847.707366 = -421383.895368 nChanged 316 SP:Iteration 7Q (1458.475782 sec): 3 clusters Score: Raw -424509.774145 + Penalty 2847.707366 = -421662.066780 nChanged 294 SP:Iteration 8Q (1458.533475 sec): 3 clusters Score: Raw -424759.105152 + Penalty 2847.707366 = -421911.397786 nChanged 245 SP:Iteration 9Q (1458.595044 sec): 3 clusters Score: Raw -424967.401136 + Penalty 2847.707366 = -422119.693770 nChanged 194 SP:Iteration 10Q (1458.640420 sec): 3 clusters Score: Raw -425110.203977 + Penalty 2847.707366 = -422262.496612 nChanged 155 SP:Iteration 11Q (1458.709706 sec): 3 clusters Score: Raw -425217.179194 + Penalty 2847.707366 = -422369.471828 nChanged 120 SP:Iteration 12Q (1458.752690 sec): 3 clusters Score: Raw -425308.194681 + Penalty 2847.707366 = -422460.487315 nChanged 112 SP:Iteration 13Q (1458.811687 sec): 3 clusters Score: Raw -425400.003050 + Penalty 2847.707366 = -422552.295684 nChanged 90 SP:Iteration 14Q (1458.872863 sec): 3 clusters Score: Raw -425465.001626 + Penalty 2847.707366 = -422617.294260 nChanged 68 SP:Iteration 15Q (1458.916004 sec): 3 clusters Score: Raw -425508.053061 + Penalty 2847.707366 = -422660.345695 nChanged 49 SP:Iteration 16Q (1458.981337 sec): 3 clusters Score: Raw -425542.241353 + Penalty 2847.707366 = -422694.533988 nChanged 38 SP:Iteration 17Q (1459.027414 sec): 3 clusters Score: Raw -425567.657535 + Penalty 2847.707366 = -422719.950170 nChanged 34 SP:Iteration 18Q (1459.084763 sec): 3 clusters Score: Raw -425589.391335 + Penalty 2847.707366 = -422741.683970 nChanged 29 SP:Iteration 19Q (1459.145992 sec): 3 clusters Score: Raw -425611.431520 + Penalty 2847.707366 = -422763.724155 nChanged 32 SP:Iteration 20F (1459.204737 sec): 3 clusters Score: Raw -425630.037408 + Penalty 2847.707366 = -422782.330042 nChanged 22 SP:Iteration 21Q (1459.256967 sec): 3 clusters Score: Raw -425642.229291 + Penalty 2847.707366 = -422794.521926 nChanged 12 SP:Iteration 22Q (1459.311969 sec): 3 clusters Score: Raw -425649.373408 + Penalty 2847.707366 = -422801.666043 nChanged 15 SP:Iteration 23Q (1459.373213 sec): 3 clusters Score: Raw -425657.690992 + Penalty 2847.707366 = -422809.983626 nChanged 13 SP:Iteration 24Q (1459.421085 sec): 3 clusters Score: Raw -425663.356454 + Penalty 2847.707366 = -422815.649088 nChanged 6 SP:Iteration 25Q (1459.478367 sec): 3 clusters Score: Raw -425666.432066 + Penalty 2847.707366 = -422818.724700 nChanged 3 SP:Iteration 26Q (1459.543099 sec): 3 clusters Score: Raw -425667.692672 + Penalty 2847.707366 = -422819.985307 nChanged 4 SP:Iteration 27Q (1459.595320 sec): 3 clusters Score: Raw -425670.344936 + Penalty 2847.707366 = -422822.637570 nChanged 2 SP:Iteration 28Q (1459.653628 sec): 3 clusters Score: Raw -425671.012108 + Penalty 2847.707366 = -422823.304742 nChanged 0 SP:Iteration 29F (1459.709255 sec): 3 clusters Score: Raw -425671.012108 + Penalty 2847.707366 = -422823.304742 nChanged 0 Trying to split cluster 13 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1459.724367 sec): 2 clusters Score: Raw -17736.875388 + Penalty 980.765733 = -16756.109655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1459.778602 sec): 3 clusters Score: Raw -17725.211777 + Penalty 1961.531466 = -15763.680312 nChanged 103 SP:Iteration 1F (1459.823999 sec): 3 clusters Score: Raw -17947.055110 + Penalty 1961.531466 = -15985.523645 nChanged 38 SP:Iteration 2F (1459.868042 sec): 3 clusters Score: Raw -18096.364207 + Penalty 1961.531466 = -16134.832742 nChanged 23 SP:Iteration 3F (1459.909167 sec): 3 clusters Score: Raw -18176.102643 + Penalty 1961.531466 = -16214.571178 nChanged 13 SP:Iteration 4Q (1459.952864 sec): 3 clusters Score: Raw -18209.715707 + Penalty 1961.531466 = -16248.184241 nChanged 3 SP:Iteration 5Q (1460.006809 sec): 3 clusters Score: Raw -18215.874122 + Penalty 1961.531466 = -16254.342656 nChanged 2 SP:Iteration 6Q (1460.044467 sec): 3 clusters Score: Raw -18220.904817 + Penalty 1961.531466 = -16259.373351 nChanged 1 SP:Iteration 7Q (1460.090917 sec): 3 clusters Score: Raw -18226.552504 + Penalty 1961.531466 = -16265.021038 nChanged 1 SP:Iteration 8Q (1460.139319 sec): 3 clusters Score: Raw -18234.192245 + Penalty 1961.531466 = -16272.660779 nChanged 1 SP:Iteration 9Q (1460.192147 sec): 3 clusters Score: Raw -18236.534005 + Penalty 1961.531466 = -16275.002540 nChanged 1 SP:Iteration 10Q (1460.231141 sec): 3 clusters Score: Raw -18238.131542 + Penalty 1961.531466 = -16276.600076 nChanged 1 SP:Iteration 11Q (1460.267827 sec): 3 clusters Score: Raw -18240.052863 + Penalty 1961.531466 = -16278.521398 nChanged 0 SP:Iteration 12F (1460.317573 sec): 3 clusters Score: Raw -18240.052863 + Penalty 1961.531466 = -16278.521398 nChanged 0 Trying to split cluster 14 (54193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1460.430052 sec): 2 clusters Score: Raw -3476464.088604 + Penalty 1771.299892 = -3474692.788712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1460.571595 sec): 3 clusters Score: Raw -3441932.604458 + Penalty 3542.599784 = -3438390.004674 nChanged 25571 SP:Iteration 1F (1460.711964 sec): 3 clusters Score: Raw -3457154.257268 + Penalty 3542.599784 = -3453611.657483 nChanged 2568 SP:Iteration 2Q (1460.861250 sec): 3 clusters Score: Raw -3458212.215481 + Penalty 3542.599784 = -3454669.615697 nChanged 2937 SP:Iteration 3F (1460.995304 sec): 3 clusters Score: Raw -3459707.946556 + Penalty 3542.599784 = -3456165.346772 nChanged 3305 SP:Iteration 4F (1461.137808 sec): 3 clusters Score: Raw -3461693.013665 + Penalty 3542.599784 = -3458150.413881 nChanged 3790 SP:Iteration 5F (1461.271927 sec): 3 clusters Score: Raw -3464326.892315 + Penalty 3542.599784 = -3460784.292531 nChanged 3846 SP:Iteration 6F (1461.398482 sec): 3 clusters Score: Raw -3467210.716281 + Penalty 3542.599784 = -3463668.116497 nChanged 3435 SP:Iteration 7F (1461.543552 sec): 3 clusters Score: Raw -3470086.404165 + Penalty 3542.599784 = -3466543.804381 nChanged 2802 SP:Iteration 8F (1461.669591 sec): 3 clusters Score: Raw -3472547.366976 + Penalty 3542.599784 = -3469004.767192 nChanged 1899 SP:Iteration 9Q (1461.810686 sec): 3 clusters Score: Raw -3474173.247409 + Penalty 3542.599784 = -3470630.647625 nChanged 1312 SP:Iteration 10Q (1461.944846 sec): 3 clusters Score: Raw -3475191.681327 + Penalty 3542.599784 = -3471649.081543 nChanged 901 SP:Iteration 11Q (1462.079371 sec): 3 clusters Score: Raw -3475779.284609 + Penalty 3542.599784 = -3472236.684825 nChanged 607 SP:Iteration 12Q (1462.207351 sec): 3 clusters Score: Raw -3476122.736548 + Penalty 3542.599784 = -3472580.136764 nChanged 447 SP:Iteration 13Q (1462.338020 sec): 3 clusters Score: Raw -3476359.358491 + Penalty 3542.599784 = -3472816.758707 nChanged 322 SP:Iteration 14Q (1462.459227 sec): 3 clusters Score: Raw -3476515.371099 + Penalty 3542.599784 = -3472972.771315 nChanged 245 SP:Iteration 15Q (1462.587222 sec): 3 clusters Score: Raw -3476633.634877 + Penalty 3542.599784 = -3473091.035093 nChanged 197 SP:Iteration 16Q (1462.708546 sec): 3 clusters Score: Raw -3476714.842546 + Penalty 3542.599784 = -3473172.242762 nChanged 160 SP:Iteration 17Q (1462.827303 sec): 3 clusters Score: Raw -3476770.269807 + Penalty 3542.599784 = -3473227.670023 nChanged 122 SP:Iteration 18Q (1462.945258 sec): 3 clusters Score: Raw -3476805.970989 + Penalty 3542.599784 = -3473263.371205 nChanged 115 SP:Iteration 19Q (1463.065428 sec): 3 clusters Score: Raw -3476838.200958 + Penalty 3542.599784 = -3473295.601174 nChanged 102 SP:Iteration 20F (1463.208163 sec): 3 clusters Score: Raw -3476868.431502 + Penalty 3542.599784 = -3473325.831718 nChanged 102 SP:Iteration 21Q (1463.325355 sec): 3 clusters Score: Raw -3476899.637569 + Penalty 3542.599784 = -3473357.037785 nChanged 98 SP:Iteration 22Q (1463.457992 sec): 3 clusters Score: Raw -3476925.208412 + Penalty 3542.599784 = -3473382.608628 nChanged 77 SP:Iteration 23Q (1463.574614 sec): 3 clusters Score: Raw -3476945.755987 + Penalty 3542.599784 = -3473403.156203 nChanged 76 SP:Iteration 24Q (1463.704039 sec): 3 clusters Score: Raw -3476964.525793 + Penalty 3542.599784 = -3473421.926009 nChanged 54 SP:Iteration 25Q (1463.822570 sec): 3 clusters Score: Raw -3476979.264676 + Penalty 3542.599784 = -3473436.664892 nChanged 52 SP:Iteration 26Q (1463.946185 sec): 3 clusters Score: Raw -3476990.150697 + Penalty 3542.599784 = -3473447.550913 nChanged 50 SP:Iteration 27Q (1464.060748 sec): 3 clusters Score: Raw -3476999.753022 + Penalty 3542.599784 = -3473457.153238 nChanged 31 SP:Iteration 28Q (1464.171878 sec): 3 clusters Score: Raw -3477004.503518 + Penalty 3542.599784 = -3473461.903734 nChanged 20 SP:Iteration 29Q (1464.287715 sec): 3 clusters Score: Raw -3477007.762733 + Penalty 3542.599784 = -3473465.162949 nChanged 19 SP:Iteration 30Q (1464.414024 sec): 3 clusters Score: Raw -3477010.994545 + Penalty 3542.599784 = -3473468.394760 nChanged 23 SP:Iteration 31Q (1464.525295 sec): 3 clusters Score: Raw -3477014.994863 + Penalty 3542.599784 = -3473472.395079 nChanged 25 SP:Iteration 32Q (1464.654588 sec): 3 clusters Score: Raw -3477018.346698 + Penalty 3542.599784 = -3473475.746914 nChanged 23 SP:Iteration 33Q (1464.764179 sec): 3 clusters Score: Raw -3477021.737998 + Penalty 3542.599784 = -3473479.138214 nChanged 23 SP:Iteration 34Q (1464.878534 sec): 3 clusters Score: Raw -3477025.463109 + Penalty 3542.599784 = -3473482.863325 nChanged 16 SP:Iteration 35Q (1465.003048 sec): 3 clusters Score: Raw -3477028.112566 + Penalty 3542.599784 = -3473485.512782 nChanged 14 SP:Iteration 36Q (1465.126480 sec): 3 clusters Score: Raw -3477030.951915 + Penalty 3542.599784 = -3473488.352131 nChanged 20 SP:Iteration 37Q (1465.245546 sec): 3 clusters Score: Raw -3477033.642537 + Penalty 3542.599784 = -3473491.042753 nChanged 20 SP:Iteration 38Q (1465.367860 sec): 3 clusters Score: Raw -3477035.872780 + Penalty 3542.599784 = -3473493.272996 nChanged 15 SP:Iteration 39Q (1465.479056 sec): 3 clusters Score: Raw -3477038.587597 + Penalty 3542.599784 = -3473495.987813 nChanged 16 SP:Iteration 40F (1465.616763 sec): 3 clusters Score: Raw -3477041.650569 + Penalty 3542.599784 = -3473499.050785 nChanged 20 SP:Iteration 41Q (1465.740779 sec): 3 clusters Score: Raw -3477045.010432 + Penalty 3542.599784 = -3473502.410648 nChanged 18 SP:Iteration 42Q (1465.847831 sec): 3 clusters Score: Raw -3477047.780222 + Penalty 3542.599784 = -3473505.180438 nChanged 13 SP:Iteration 43Q (1465.979976 sec): 3 clusters Score: Raw -3477049.594697 + Penalty 3542.599784 = -3473506.994913 nChanged 8 SP:Iteration 44Q (1466.098191 sec): 3 clusters Score: Raw -3477050.519577 + Penalty 3542.599784 = -3473507.919793 nChanged 6 SP:Iteration 45Q (1466.219541 sec): 3 clusters Score: Raw -3477051.259360 + Penalty 3542.599784 = -3473508.659576 nChanged 7 SP:Iteration 46Q (1466.340650 sec): 3 clusters Score: Raw -3477052.012792 + Penalty 3542.599784 = -3473509.413008 nChanged 6 SP:Iteration 47Q (1466.463497 sec): 3 clusters Score: Raw -3477053.300597 + Penalty 3542.599784 = -3473510.700813 nChanged 12 SP:Iteration 48Q (1466.576414 sec): 3 clusters Score: Raw -3477054.566451 + Penalty 3542.599784 = -3473511.966667 nChanged 6 SP:Iteration 49Q (1466.706455 sec): 3 clusters Score: Raw -3477055.151680 + Penalty 3542.599784 = -3473512.551896 nChanged 4 SP:Iteration 50Q (1466.833129 sec): 3 clusters Score: Raw -3477055.705863 + Penalty 3542.599784 = -3473513.106079 nChanged 1 SP:Iteration 51Q (1466.947327 sec): 3 clusters Score: Raw -3477055.818709 + Penalty 3542.599784 = -3473513.218925 nChanged 3 SP:Iteration 52Q (1467.090825 sec): 3 clusters Score: Raw -3477056.266279 + Penalty 3542.599784 = -3473513.666495 nChanged 5 SP:Iteration 53Q (1467.208697 sec): 3 clusters Score: Raw -3477057.095060 + Penalty 3542.599784 = -3473514.495276 nChanged 7 SP:Iteration 54Q (1467.332148 sec): 3 clusters Score: Raw -3477057.714812 + Penalty 3542.599784 = -3473515.115028 nChanged 2 SP:Iteration 55Q (1467.454503 sec): 3 clusters Score: Raw -3477058.097590 + Penalty 3542.599784 = -3473515.497806 nChanged 3 SP:Iteration 56Q (1467.574508 sec): 3 clusters Score: Raw -3477058.327887 + Penalty 3542.599784 = -3473515.728103 nChanged 1 SP:Iteration 57Q (1467.694237 sec): 3 clusters Score: Raw -3477058.451167 + Penalty 3542.599784 = -3473515.851383 nChanged 0 SP:Iteration 58F (1467.826201 sec): 3 clusters Score: Raw -3477058.451167 + Penalty 3542.599784 = -3473515.851383 nChanged 0 Trying to split cluster 15 (11515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1467.871525 sec): 2 clusters Score: Raw -774196.694801 + Penalty 1519.603444 = -772677.091356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1467.941977 sec): 3 clusters Score: Raw -767593.790936 + Penalty 3039.206889 = -764554.584047 nChanged 5046 SP:Iteration 1F (1468.005598 sec): 3 clusters Score: Raw -770311.055999 + Penalty 3039.206889 = -767271.849110 nChanged 739 SP:Iteration 2F (1468.068325 sec): 3 clusters Score: Raw -770669.137508 + Penalty 3039.206889 = -767629.930619 nChanged 690 SP:Iteration 3F (1468.139446 sec): 3 clusters Score: Raw -771028.884441 + Penalty 3039.206889 = -767989.677552 nChanged 650 SP:Iteration 4F (1468.194775 sec): 3 clusters Score: Raw -771367.549866 + Penalty 3039.206889 = -768328.342977 nChanged 567 SP:Iteration 5Q (1468.272274 sec): 3 clusters Score: Raw -771659.289401 + Penalty 3039.206889 = -768620.082512 nChanged 528 SP:Iteration 6Q (1468.343261 sec): 3 clusters Score: Raw -771948.043892 + Penalty 3039.206889 = -768908.837003 nChanged 526 SP:Iteration 7Q (1468.407276 sec): 3 clusters Score: Raw -772265.270903 + Penalty 3039.206889 = -769226.064014 nChanged 511 SP:Iteration 8Q (1468.478058 sec): 3 clusters Score: Raw -772603.485599 + Penalty 3039.206889 = -769564.278710 nChanged 479 SP:Iteration 9Q (1468.550811 sec): 3 clusters Score: Raw -772942.937357 + Penalty 3039.206889 = -769903.730468 nChanged 401 SP:Iteration 10Q (1468.617730 sec): 3 clusters Score: Raw -773227.267626 + Penalty 3039.206889 = -770188.060737 nChanged 292 SP:Iteration 11Q (1468.684533 sec): 3 clusters Score: Raw -773438.620678 + Penalty 3039.206889 = -770399.413789 nChanged 254 SP:Iteration 12Q (1468.754370 sec): 3 clusters Score: Raw -773617.775109 + Penalty 3039.206889 = -770578.568220 nChanged 225 SP:Iteration 13Q (1468.826638 sec): 3 clusters Score: Raw -773754.424783 + Penalty 3039.206889 = -770715.217894 nChanged 168 SP:Iteration 14Q (1468.892403 sec): 3 clusters Score: Raw -773842.281739 + Penalty 3039.206889 = -770803.074850 nChanged 123 SP:Iteration 15Q (1468.961028 sec): 3 clusters Score: Raw -773906.716927 + Penalty 3039.206889 = -770867.510038 nChanged 106 SP:Iteration 16Q (1469.016917 sec): 3 clusters Score: Raw -773966.739366 + Penalty 3039.206889 = -770927.532477 nChanged 88 SP:Iteration 17Q (1469.080880 sec): 3 clusters Score: Raw -774008.499417 + Penalty 3039.206889 = -770969.292528 nChanged 73 SP:Iteration 18Q (1469.152598 sec): 3 clusters Score: Raw -774043.971241 + Penalty 3039.206889 = -771004.764352 nChanged 61 SP:Iteration 19Q (1469.207562 sec): 3 clusters Score: Raw -774070.302756 + Penalty 3039.206889 = -771031.095867 nChanged 48 SP:Iteration 20F (1469.285208 sec): 3 clusters Score: Raw -774091.088537 + Penalty 3039.206889 = -771051.881648 nChanged 45 SP:Iteration 21Q (1469.345439 sec): 3 clusters Score: Raw -774109.985482 + Penalty 3039.206889 = -771070.778593 nChanged 42 SP:Iteration 22Q (1469.403308 sec): 3 clusters Score: Raw -774129.132842 + Penalty 3039.206889 = -771089.925953 nChanged 35 SP:Iteration 23Q (1469.478294 sec): 3 clusters Score: Raw -774142.633085 + Penalty 3039.206889 = -771103.426196 nChanged 31 SP:Iteration 24Q (1469.538356 sec): 3 clusters Score: Raw -774153.220830 + Penalty 3039.206889 = -771114.013941 nChanged 23 SP:Iteration 25Q (1469.606572 sec): 3 clusters Score: Raw -774163.353150 + Penalty 3039.206889 = -771124.146261 nChanged 21 SP:Iteration 26Q (1469.670175 sec): 3 clusters Score: Raw -774172.894074 + Penalty 3039.206889 = -771133.687186 nChanged 27 SP:Iteration 27Q (1469.727293 sec): 3 clusters Score: Raw -774185.629647 + Penalty 3039.206889 = -771146.422758 nChanged 23 SP:Iteration 28Q (1469.799510 sec): 3 clusters Score: Raw -774196.916468 + Penalty 3039.206889 = -771157.709579 nChanged 26 SP:Iteration 29Q (1469.869743 sec): 3 clusters Score: Raw -774207.833203 + Penalty 3039.206889 = -771168.626314 nChanged 18 SP:Iteration 30Q (1469.936212 sec): 3 clusters Score: Raw -774212.957737 + Penalty 3039.206889 = -771173.750848 nChanged 11 SP:Iteration 31Q (1469.994501 sec): 3 clusters Score: Raw -774216.696776 + Penalty 3039.206889 = -771177.489887 nChanged 11 SP:Iteration 32Q (1470.062268 sec): 3 clusters Score: Raw -774222.081620 + Penalty 3039.206889 = -771182.874731 nChanged 13 SP:Iteration 33Q (1470.125284 sec): 3 clusters Score: Raw -774226.561020 + Penalty 3039.206889 = -771187.354131 nChanged 11 SP:Iteration 34Q (1470.184892 sec): 3 clusters Score: Raw -774229.986631 + Penalty 3039.206889 = -771190.779742 nChanged 9 SP:Iteration 35Q (1470.254840 sec): 3 clusters Score: Raw -774233.967942 + Penalty 3039.206889 = -771194.761053 nChanged 14 SP:Iteration 36Q (1470.322494 sec): 3 clusters Score: Raw -774241.834968 + Penalty 3039.206889 = -771202.628079 nChanged 12 SP:Iteration 37Q (1470.389218 sec): 3 clusters Score: Raw -774247.782098 + Penalty 3039.206889 = -771208.575209 nChanged 14 SP:Iteration 38Q (1470.451476 sec): 3 clusters Score: Raw -774253.737238 + Penalty 3039.206889 = -771214.530349 nChanged 12 SP:Iteration 39Q (1470.513313 sec): 3 clusters Score: Raw -774259.153703 + Penalty 3039.206889 = -771219.946814 nChanged 12 SP:Iteration 40F (1470.579382 sec): 3 clusters Score: Raw -774262.896800 + Penalty 3039.206889 = -771223.689911 nChanged 10 SP:Iteration 41Q (1470.638000 sec): 3 clusters Score: Raw -774266.970189 + Penalty 3039.206889 = -771227.763300 nChanged 11 SP:Iteration 42Q (1470.704930 sec): 3 clusters Score: Raw -774271.668944 + Penalty 3039.206889 = -771232.462055 nChanged 12 SP:Iteration 43Q (1470.768620 sec): 3 clusters Score: Raw -774277.855948 + Penalty 3039.206889 = -771238.649059 nChanged 8 SP:Iteration 44Q (1470.830079 sec): 3 clusters Score: Raw -774280.779910 + Penalty 3039.206889 = -771241.573021 nChanged 6 SP:Iteration 45Q (1470.893782 sec): 3 clusters Score: Raw -774282.299199 + Penalty 3039.206889 = -771243.092310 nChanged 1 SP:Iteration 46Q (1470.957902 sec): 3 clusters Score: Raw -774282.450758 + Penalty 3039.206889 = -771243.243869 nChanged 1 SP:Iteration 47Q (1471.017647 sec): 3 clusters Score: Raw -774282.840808 + Penalty 3039.206889 = -771243.633919 nChanged 5 SP:Iteration 48Q (1471.081914 sec): 3 clusters Score: Raw -774284.404808 + Penalty 3039.206889 = -771245.197919 nChanged 5 SP:Iteration 49Q (1471.148589 sec): 3 clusters Score: Raw -774286.174993 + Penalty 3039.206889 = -771246.968104 nChanged 5 SP:Iteration 50Q (1471.215038 sec): 3 clusters Score: Raw -774287.884552 + Penalty 3039.206889 = -771248.677663 nChanged 7 SP:Iteration 51Q (1471.278334 sec): 3 clusters Score: Raw -774291.276747 + Penalty 3039.206889 = -771252.069858 nChanged 9 SP:Iteration 52Q (1471.330553 sec): 3 clusters Score: Raw -774295.490248 + Penalty 3039.206889 = -771256.283359 nChanged 8 SP:Iteration 53Q (1471.399901 sec): 3 clusters Score: Raw -774299.003835 + Penalty 3039.206889 = -771259.796946 nChanged 8 SP:Iteration 54Q (1471.461852 sec): 3 clusters Score: Raw -774303.013610 + Penalty 3039.206889 = -771263.806722 nChanged 8 SP:Iteration 55Q (1471.524945 sec): 3 clusters Score: Raw -774307.084559 + Penalty 3039.206889 = -771267.877670 nChanged 8 SP:Iteration 56Q (1471.589677 sec): 3 clusters Score: Raw -774311.011826 + Penalty 3039.206889 = -771271.804937 nChanged 8 SP:Iteration 57Q (1471.652885 sec): 3 clusters Score: Raw -774313.795616 + Penalty 3039.206889 = -771274.588727 nChanged 7 SP:Iteration 58Q (1471.714567 sec): 3 clusters Score: Raw -774316.647949 + Penalty 3039.206889 = -771277.441060 nChanged 5 SP:Iteration 59Q (1471.764281 sec): 3 clusters Score: Raw -774318.779133 + Penalty 3039.206889 = -771279.572244 nChanged 2 SP:Iteration 60F (1471.829353 sec): 3 clusters Score: Raw -774319.588641 + Penalty 3039.206889 = -771280.381752 nChanged 5 SP:Iteration 61Q (1471.896562 sec): 3 clusters Score: Raw -774321.727416 + Penalty 3039.206889 = -771282.520527 nChanged 5 SP:Iteration 62Q (1471.963378 sec): 3 clusters Score: Raw -774323.494346 + Penalty 3039.206889 = -771284.287458 nChanged 8 SP:Iteration 63Q (1472.009758 sec): 3 clusters Score: Raw -774326.480794 + Penalty 3039.206889 = -771287.273905 nChanged 8 SP:Iteration 64Q (1472.071145 sec): 3 clusters Score: Raw -774329.768947 + Penalty 3039.206889 = -771290.562058 nChanged 3 SP:Iteration 65Q (1472.136460 sec): 3 clusters Score: Raw -774331.313605 + Penalty 3039.206889 = -771292.106716 nChanged 3 SP:Iteration 66Q (1472.194268 sec): 3 clusters Score: Raw -774332.721664 + Penalty 3039.206889 = -771293.514775 nChanged 4 SP:Iteration 67Q (1472.267659 sec): 3 clusters Score: Raw -774333.906992 + Penalty 3039.206889 = -771294.700103 nChanged 6 SP:Iteration 68Q (1472.331048 sec): 3 clusters Score: Raw -774337.323342 + Penalty 3039.206889 = -771298.116453 nChanged 6 SP:Iteration 69Q (1472.382580 sec): 3 clusters Score: Raw -774340.088749 + Penalty 3039.206889 = -771300.881860 nChanged 6 SP:Iteration 70Q (1472.457353 sec): 3 clusters Score: Raw -774343.290277 + Penalty 3039.206889 = -771304.083388 nChanged 6 SP:Iteration 71Q (1472.521314 sec): 3 clusters Score: Raw -774347.332092 + Penalty 3039.206889 = -771308.125203 nChanged 4 SP:Iteration 72Q (1472.577092 sec): 3 clusters Score: Raw -774349.009263 + Penalty 3039.206889 = -771309.802374 nChanged 1 SP:Iteration 73Q (1472.639637 sec): 3 clusters Score: Raw -774349.277246 + Penalty 3039.206889 = -771310.070357 nChanged 1 SP:Iteration 74Q (1472.703769 sec): 3 clusters Score: Raw -774350.110296 + Penalty 3039.206889 = -771310.903407 nChanged 1 SP:Iteration 75Q (1472.770190 sec): 3 clusters Score: Raw -774350.786601 + Penalty 3039.206889 = -771311.579712 nChanged 1 SP:Iteration 76Q (1472.823651 sec): 3 clusters Score: Raw -774351.553351 + Penalty 3039.206889 = -771312.346462 nChanged 1 SP:Iteration 77Q (1472.888406 sec): 3 clusters Score: Raw -774351.923972 + Penalty 3039.206889 = -771312.717083 nChanged 2 SP:Iteration 78Q (1472.953327 sec): 3 clusters Score: Raw -774352.631171 + Penalty 3039.206889 = -771313.424282 nChanged 2 SP:Iteration 79Q (1473.021660 sec): 3 clusters Score: Raw -774353.209025 + Penalty 3039.206889 = -771314.002136 nChanged 2 SP:Iteration 80F (1473.088518 sec): 3 clusters Score: Raw -774353.858062 + Penalty 3039.206889 = -771314.651173 nChanged 1 SP:Iteration 81Q (1473.148587 sec): 3 clusters Score: Raw -774353.968943 + Penalty 3039.206889 = -771314.762054 nChanged 0 SP:Iteration 82F (1473.207041 sec): 3 clusters Score: Raw -774353.968943 + Penalty 3039.206889 = -771314.762054 nChanged 0 Trying to split cluster 16 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1473.244436 sec): 2 clusters Score: Raw -21173.544531 + Penalty 993.832470 = -20179.712061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1473.293291 sec): 3 clusters Score: Raw -21168.469301 + Penalty 1987.664941 = -19180.804361 nChanged 125 SP:Iteration 1F (1473.342878 sec): 3 clusters Score: Raw -21441.718929 + Penalty 1987.664941 = -19454.053988 nChanged 28 SP:Iteration 2F (1473.390222 sec): 3 clusters Score: Raw -21503.466146 + Penalty 1987.664941 = -19515.801205 nChanged 16 SP:Iteration 3Q (1473.435513 sec): 3 clusters Score: Raw -21547.330138 + Penalty 1987.664941 = -19559.665197 nChanged 12 SP:Iteration 4Q (1473.485854 sec): 3 clusters Score: Raw -21589.300016 + Penalty 1987.664941 = -19601.635075 nChanged 9 SP:Iteration 5Q (1473.531716 sec): 3 clusters Score: Raw -21619.513030 + Penalty 1987.664941 = -19631.848089 nChanged 9 SP:Iteration 6Q (1473.575616 sec): 3 clusters Score: Raw -21660.929014 + Penalty 1987.664941 = -19673.264073 nChanged 7 SP:Iteration 7Q (1473.618376 sec): 3 clusters Score: Raw -21687.336874 + Penalty 1987.664941 = -19699.671933 nChanged 7 SP:Iteration 8Q (1473.661346 sec): 3 clusters Score: Raw -21719.611041 + Penalty 1987.664941 = -19731.946100 nChanged 6 SP:Iteration 9Q (1473.709285 sec): 3 clusters Score: Raw -21730.696459 + Penalty 1987.664941 = -19743.031518 nChanged 6 SP:Iteration 10Q (1473.764704 sec): 3 clusters Score: Raw -21746.971002 + Penalty 1987.664941 = -19759.306061 nChanged 6 SP:Iteration 11Q (1473.808465 sec): 3 clusters Score: Raw -21758.315430 + Penalty 1987.664941 = -19770.650489 nChanged 3 SP:Iteration 12Q (1473.851551 sec): 3 clusters Score: Raw -21766.184571 + Penalty 1987.664941 = -19778.519630 nChanged 3 SP:Iteration 13Q (1473.906730 sec): 3 clusters Score: Raw -21772.166809 + Penalty 1987.664941 = -19784.501868 nChanged 3 SP:Iteration 14Q (1473.947390 sec): 3 clusters Score: Raw -21778.543661 + Penalty 1987.664941 = -19790.878720 nChanged 2 SP:Iteration 15Q (1474.001484 sec): 3 clusters Score: Raw -21780.745705 + Penalty 1987.664941 = -19793.080765 nChanged 0 SP:Iteration 16F (1474.041898 sec): 3 clusters Score: Raw -21780.745705 + Penalty 1987.664941 = -19793.080765 nChanged 0 Trying to split cluster 17 (9195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1474.077604 sec): 2 clusters Score: Raw -550948.963600 + Penalty 1483.042460 = -549465.921140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1474.144406 sec): 3 clusters Score: Raw -545809.982651 + Penalty 2966.084920 = -542843.897731 nChanged 3949 SP:Iteration 1F (1474.201135 sec): 3 clusters Score: Raw -548145.305492 + Penalty 2966.084920 = -545179.220573 nChanged 630 SP:Iteration 2F (1474.260845 sec): 3 clusters Score: Raw -548517.610298 + Penalty 2966.084920 = -545551.525378 nChanged 541 SP:Iteration 3F (1474.316048 sec): 3 clusters Score: Raw -548887.855858 + Penalty 2966.084920 = -545921.770939 nChanged 587 SP:Iteration 4F (1474.380923 sec): 3 clusters Score: Raw -549394.541404 + Penalty 2966.084920 = -546428.456484 nChanged 671 SP:Iteration 5F (1474.438045 sec): 3 clusters Score: Raw -550028.471522 + Penalty 2966.084920 = -547062.386603 nChanged 700 SP:Iteration 6F (1474.500475 sec): 3 clusters Score: Raw -550713.758792 + Penalty 2966.084920 = -547747.673873 nChanged 632 SP:Iteration 7F (1474.566715 sec): 3 clusters Score: Raw -551269.751996 + Penalty 2966.084920 = -548303.667076 nChanged 507 SP:Iteration 8F (1474.628047 sec): 3 clusters Score: Raw -551649.206820 + Penalty 2966.084920 = -548683.121901 nChanged 367 SP:Iteration 9Q (1474.693913 sec): 3 clusters Score: Raw -551877.366920 + Penalty 2966.084920 = -548911.282000 nChanged 248 SP:Iteration 10Q (1474.744155 sec): 3 clusters Score: Raw -552017.723161 + Penalty 2966.084920 = -549051.638242 nChanged 162 SP:Iteration 11Q (1474.818073 sec): 3 clusters Score: Raw -552097.278212 + Penalty 2966.084920 = -549131.193292 nChanged 128 SP:Iteration 12Q (1474.878857 sec): 3 clusters Score: Raw -552157.499669 + Penalty 2966.084920 = -549191.414750 nChanged 99 SP:Iteration 13Q (1474.935811 sec): 3 clusters Score: Raw -552201.866929 + Penalty 2966.084920 = -549235.782010 nChanged 87 SP:Iteration 14Q (1475.013771 sec): 3 clusters Score: Raw -552233.611361 + Penalty 2966.084920 = -549267.526442 nChanged 73 SP:Iteration 15Q (1475.077184 sec): 3 clusters Score: Raw -552259.850977 + Penalty 2966.084920 = -549293.766057 nChanged 50 SP:Iteration 16Q (1475.139907 sec): 3 clusters Score: Raw -552275.883603 + Penalty 2966.084920 = -549309.798683 nChanged 38 SP:Iteration 17Q (1475.191478 sec): 3 clusters Score: Raw -552285.576140 + Penalty 2966.084920 = -549319.491221 nChanged 29 SP:Iteration 18Q (1475.257090 sec): 3 clusters Score: Raw -552292.091590 + Penalty 2966.084920 = -549326.006671 nChanged 22 SP:Iteration 19Q (1475.326097 sec): 3 clusters Score: Raw -552299.088428 + Penalty 2966.084920 = -549333.003508 nChanged 27 SP:Iteration 20F (1475.390836 sec): 3 clusters Score: Raw -552307.168406 + Penalty 2966.084920 = -549341.083486 nChanged 23 SP:Iteration 21Q (1475.445118 sec): 3 clusters Score: Raw -552314.281495 + Penalty 2966.084920 = -549348.196576 nChanged 14 SP:Iteration 22Q (1475.513242 sec): 3 clusters Score: Raw -552318.246654 + Penalty 2966.084920 = -549352.161735 nChanged 13 SP:Iteration 23Q (1475.578469 sec): 3 clusters Score: Raw -552322.224939 + Penalty 2966.084920 = -549356.140020 nChanged 8 SP:Iteration 24Q (1475.641395 sec): 3 clusters Score: Raw -552324.386339 + Penalty 2966.084920 = -549358.301419 nChanged 11 SP:Iteration 25Q (1475.706543 sec): 3 clusters Score: Raw -552328.769227 + Penalty 2966.084920 = -549362.684308 nChanged 14 SP:Iteration 26Q (1475.768628 sec): 3 clusters Score: Raw -552332.117971 + Penalty 2966.084920 = -549366.033052 nChanged 10 SP:Iteration 27Q (1475.833405 sec): 3 clusters Score: Raw -552333.751073 + Penalty 2966.084920 = -549367.666153 nChanged 7 SP:Iteration 28Q (1475.894284 sec): 3 clusters Score: Raw -552334.655730 + Penalty 2966.084920 = -549368.570811 nChanged 1 SP:Iteration 29Q (1475.953490 sec): 3 clusters Score: Raw -552334.824060 + Penalty 2966.084920 = -549368.739141 nChanged 2 SP:Iteration 30Q (1476.009934 sec): 3 clusters Score: Raw -552335.014476 + Penalty 2966.084920 = -549368.929556 nChanged 2 SP:Iteration 31Q (1476.079827 sec): 3 clusters Score: Raw -552335.519032 + Penalty 2966.084920 = -549369.434112 nChanged 1 SP:Iteration 32Q (1476.145792 sec): 3 clusters Score: Raw -552335.885936 + Penalty 2966.084920 = -549369.801017 nChanged 0 SP:Iteration 33F (1476.204756 sec): 3 clusters Score: Raw -552335.885936 + Penalty 2966.084920 = -549369.801017 nChanged 0 Trying to split cluster 18 (2906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1476.236118 sec): 2 clusters Score: Raw -172643.202767 + Penalty 1295.861587 = -171347.341179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1476.287878 sec): 3 clusters Score: Raw -171305.664072 + Penalty 2591.723174 = -168713.940898 nChanged 1090 SP:Iteration 1F (1476.339836 sec): 3 clusters Score: Raw -172027.822280 + Penalty 2591.723174 = -169436.099105 nChanged 269 SP:Iteration 2F (1476.379992 sec): 3 clusters Score: Raw -172280.111744 + Penalty 2591.723174 = -169688.388570 nChanged 209 SP:Iteration 3F (1476.431801 sec): 3 clusters Score: Raw -172480.778505 + Penalty 2591.723174 = -169889.055331 nChanged 166 SP:Iteration 4F (1476.493596 sec): 3 clusters Score: Raw -172613.414804 + Penalty 2591.723174 = -170021.691629 nChanged 139 SP:Iteration 5Q (1476.540393 sec): 3 clusters Score: Raw -172727.040433 + Penalty 2591.723174 = -170135.317259 nChanged 106 SP:Iteration 6Q (1476.598190 sec): 3 clusters Score: Raw -172798.949338 + Penalty 2591.723174 = -170207.226164 nChanged 79 SP:Iteration 7Q (1476.646603 sec): 3 clusters Score: Raw -172849.682344 + Penalty 2591.723174 = -170257.959169 nChanged 77 SP:Iteration 8Q (1476.705189 sec): 3 clusters Score: Raw -172897.794994 + Penalty 2591.723174 = -170306.071819 nChanged 71 SP:Iteration 9Q (1476.753673 sec): 3 clusters Score: Raw -172947.921786 + Penalty 2591.723174 = -170356.198611 nChanged 56 SP:Iteration 10Q (1476.806881 sec): 3 clusters Score: Raw -172991.260146 + Penalty 2591.723174 = -170399.536971 nChanged 51 SP:Iteration 11Q (1476.851607 sec): 3 clusters Score: Raw -173027.071013 + Penalty 2591.723174 = -170435.347839 nChanged 49 SP:Iteration 12Q (1476.903178 sec): 3 clusters Score: Raw -173059.594479 + Penalty 2591.723174 = -170467.871304 nChanged 45 SP:Iteration 13Q (1476.964330 sec): 3 clusters Score: Raw -173092.085620 + Penalty 2591.723174 = -170500.362446 nChanged 52 SP:Iteration 14Q (1477.017059 sec): 3 clusters Score: Raw -173134.756763 + Penalty 2591.723174 = -170543.033588 nChanged 56 SP:Iteration 15Q (1477.056465 sec): 3 clusters Score: Raw -173186.161097 + Penalty 2591.723174 = -170594.437923 nChanged 60 SP:Iteration 16Q (1477.116581 sec): 3 clusters Score: Raw -173244.758055 + Penalty 2591.723174 = -170653.034880 nChanged 50 SP:Iteration 17Q (1477.158164 sec): 3 clusters Score: Raw -173296.727934 + Penalty 2591.723174 = -170705.004759 nChanged 45 SP:Iteration 18Q (1477.214501 sec): 3 clusters Score: Raw -173331.554784 + Penalty 2591.723174 = -170739.831610 nChanged 38 SP:Iteration 19Q (1477.258259 sec): 3 clusters Score: Raw -173360.150680 + Penalty 2591.723174 = -170768.427506 nChanged 28 SP:Iteration 20F (1477.315870 sec): 3 clusters Score: Raw -173375.321056 + Penalty 2591.723174 = -170783.597881 nChanged 19 SP:Iteration 21Q (1477.369359 sec): 3 clusters Score: Raw -173383.739703 + Penalty 2591.723174 = -170792.016529 nChanged 10 SP:Iteration 22Q (1477.413172 sec): 3 clusters Score: Raw -173387.989504 + Penalty 2591.723174 = -170796.266330 nChanged 7 SP:Iteration 23Q (1477.477116 sec): 3 clusters Score: Raw -173391.100094 + Penalty 2591.723174 = -170799.376920 nChanged 2 SP:Iteration 24Q (1477.523967 sec): 3 clusters Score: Raw -173391.856262 + Penalty 2591.723174 = -170800.133088 nChanged 2 SP:Iteration 25Q (1477.577587 sec): 3 clusters Score: Raw -173392.346126 + Penalty 2591.723174 = -170800.622952 nChanged 2 SP:Iteration 26Q (1477.630505 sec): 3 clusters Score: Raw -173392.948953 + Penalty 2591.723174 = -170801.225778 nChanged 4 SP:Iteration 27Q (1477.673407 sec): 3 clusters Score: Raw -173394.493636 + Penalty 2591.723174 = -170802.770461 nChanged 2 SP:Iteration 28Q (1477.734265 sec): 3 clusters Score: Raw -173395.541260 + Penalty 2591.723174 = -170803.818086 nChanged 1 SP:Iteration 29Q (1477.774948 sec): 3 clusters Score: Raw -173395.651575 + Penalty 2591.723174 = -170803.928401 nChanged 0 SP:Iteration 30F (1477.834237 sec): 3 clusters Score: Raw -173395.651575 + Penalty 2591.723174 = -170803.928401 nChanged 0 Trying to split cluster 19 (3469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1477.855391 sec): 2 clusters Score: Raw -192184.683932 + Penalty 1324.638518 = -190860.045414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1477.912644 sec): 3 clusters Score: Raw -190519.116385 + Penalty 2649.277035 = -187869.839350 nChanged 1340 SP:Iteration 1F (1477.961239 sec): 3 clusters Score: Raw -191361.805469 + Penalty 2649.277035 = -188712.528434 nChanged 301 SP:Iteration 2F (1478.016815 sec): 3 clusters Score: Raw -191593.671401 + Penalty 2649.277035 = -188944.394366 nChanged 217 SP:Iteration 3F (1478.056365 sec): 3 clusters Score: Raw -191772.324344 + Penalty 2649.277035 = -189123.047308 nChanged 180 SP:Iteration 4F (1478.116059 sec): 3 clusters Score: Raw -191936.124930 + Penalty 2649.277035 = -189286.847895 nChanged 160 SP:Iteration 5Q (1478.168945 sec): 3 clusters Score: Raw -192084.261798 + Penalty 2649.277035 = -189434.984763 nChanged 149 SP:Iteration 6Q (1478.214889 sec): 3 clusters Score: Raw -192228.994147 + Penalty 2649.277035 = -189579.717112 nChanged 134 SP:Iteration 7Q (1478.271203 sec): 3 clusters Score: Raw -192348.647494 + Penalty 2649.277035 = -189699.370459 nChanged 127 SP:Iteration 8Q (1478.320753 sec): 3 clusters Score: Raw -192456.818516 + Penalty 2649.277035 = -189807.541481 nChanged 136 SP:Iteration 9Q (1478.362583 sec): 3 clusters Score: Raw -192583.270631 + Penalty 2649.277035 = -189933.993595 nChanged 126 SP:Iteration 10Q (1478.422277 sec): 3 clusters Score: Raw -192691.757511 + Penalty 2649.277035 = -190042.480476 nChanged 108 SP:Iteration 11Q (1478.476047 sec): 3 clusters Score: Raw -192788.923894 + Penalty 2649.277035 = -190139.646859 nChanged 112 SP:Iteration 12Q (1478.517608 sec): 3 clusters Score: Raw -192884.678106 + Penalty 2649.277035 = -190235.401071 nChanged 96 SP:Iteration 13Q (1478.578607 sec): 3 clusters Score: Raw -192959.851238 + Penalty 2649.277035 = -190310.574203 nChanged 73 SP:Iteration 14Q (1478.631720 sec): 3 clusters Score: Raw -193006.631045 + Penalty 2649.277035 = -190357.354010 nChanged 49 SP:Iteration 15Q (1478.685210 sec): 3 clusters Score: Raw -193036.688313 + Penalty 2649.277035 = -190387.411278 nChanged 45 SP:Iteration 16Q (1478.744053 sec): 3 clusters Score: Raw -193060.771041 + Penalty 2649.277035 = -190411.494006 nChanged 37 SP:Iteration 17Q (1478.784855 sec): 3 clusters Score: Raw -193078.434868 + Penalty 2649.277035 = -190429.157833 nChanged 21 SP:Iteration 18Q (1478.841019 sec): 3 clusters Score: Raw -193087.436660 + Penalty 2649.277035 = -190438.159624 nChanged 12 SP:Iteration 19Q (1478.886579 sec): 3 clusters Score: Raw -193092.779372 + Penalty 2649.277035 = -190443.502337 nChanged 10 SP:Iteration 20F (1478.951621 sec): 3 clusters Score: Raw -193097.523349 + Penalty 2649.277035 = -190448.246314 nChanged 13 SP:Iteration 21Q (1478.992671 sec): 3 clusters Score: Raw -193101.329224 + Penalty 2649.277035 = -190452.052189 nChanged 10 SP:Iteration 22Q (1479.044128 sec): 3 clusters Score: Raw -193105.102374 + Penalty 2649.277035 = -190455.825338 nChanged 14 SP:Iteration 23Q (1479.099241 sec): 3 clusters Score: Raw -193109.088048 + Penalty 2649.277035 = -190459.811013 nChanged 10 SP:Iteration 24Q (1479.157360 sec): 3 clusters Score: Raw -193112.836741 + Penalty 2649.277035 = -190463.559706 nChanged 9 SP:Iteration 25Q (1479.207762 sec): 3 clusters Score: Raw -193115.836252 + Penalty 2649.277035 = -190466.559217 nChanged 9 SP:Iteration 26Q (1479.263151 sec): 3 clusters Score: Raw -193118.710560 + Penalty 2649.277035 = -190469.433525 nChanged 5 SP:Iteration 27Q (1479.314545 sec): 3 clusters Score: Raw -193120.888971 + Penalty 2649.277035 = -190471.611935 nChanged 2 SP:Iteration 28Q (1479.365324 sec): 3 clusters Score: Raw -193121.472572 + Penalty 2649.277035 = -190472.195537 nChanged 0 SP:Iteration 29F (1479.416918 sec): 3 clusters Score: Raw -193121.472572 + Penalty 2649.277035 = -190472.195537 nChanged 0 Trying to split cluster 20 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1479.436327 sec): 2 clusters Score: Raw -25068.994652 + Penalty 969.914978 = -24099.079674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1479.493599 sec): 3 clusters Score: Raw -25045.541307 + Penalty 1939.829957 = -23105.711350 nChanged 73 SP:Iteration 1F (1479.534953 sec): 3 clusters Score: Raw -25156.486932 + Penalty 1939.829957 = -23216.656975 nChanged 17 SP:Iteration 2Q (1479.587137 sec): 3 clusters Score: Raw -25187.740854 + Penalty 1939.829957 = -23247.910897 nChanged 6 SP:Iteration 3Q (1479.627782 sec): 3 clusters Score: Raw -25200.575189 + Penalty 1939.829957 = -23260.745232 nChanged 6 SP:Iteration 4Q (1479.671405 sec): 3 clusters Score: Raw -25211.798593 + Penalty 1939.829957 = -23271.968636 nChanged 4 SP:Iteration 5Q (1479.716819 sec): 3 clusters Score: Raw -25222.102231 + Penalty 1939.829957 = -23282.272274 nChanged 1 SP:Iteration 6Q (1479.761705 sec): 3 clusters Score: Raw -25225.601347 + Penalty 1939.829957 = -23285.771390 nChanged 0 SP:Iteration 7F (1479.803568 sec): 3 clusters Score: Raw -25225.601347 + Penalty 1939.829957 = -23285.771390 nChanged 0 Trying to split cluster 21 (4440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1479.842977 sec): 2 clusters Score: Raw -293681.161241 + Penalty 1364.741569 = -292316.419672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1479.896206 sec): 3 clusters Score: Raw -291464.634149 + Penalty 2729.483138 = -288735.151011 nChanged 1756 SP:Iteration 1F (1479.939147 sec): 3 clusters Score: Raw -292389.315151 + Penalty 2729.483138 = -289659.832013 nChanged 310 SP:Iteration 2F (1479.992171 sec): 3 clusters Score: Raw -292552.956136 + Penalty 2729.483138 = -289823.472998 nChanged 214 SP:Iteration 3Q (1480.054458 sec): 3 clusters Score: Raw -292648.052718 + Penalty 2729.483138 = -289918.569580 nChanged 151 SP:Iteration 4Q (1480.103518 sec): 3 clusters Score: Raw -292712.636944 + Penalty 2729.483138 = -289983.153806 nChanged 131 SP:Iteration 5Q (1480.162556 sec): 3 clusters Score: Raw -292768.816103 + Penalty 2729.483138 = -290039.332965 nChanged 113 SP:Iteration 6Q (1480.220590 sec): 3 clusters Score: Raw -292820.871609 + Penalty 2729.483138 = -290091.388471 nChanged 112 SP:Iteration 7Q (1480.271233 sec): 3 clusters Score: Raw -292869.404476 + Penalty 2729.483138 = -290139.921338 nChanged 102 SP:Iteration 8Q (1480.327159 sec): 3 clusters Score: Raw -292913.621748 + Penalty 2729.483138 = -290184.138610 nChanged 110 SP:Iteration 9Q (1480.384617 sec): 3 clusters Score: Raw -292966.219128 + Penalty 2729.483138 = -290236.735990 nChanged 116 SP:Iteration 10Q (1480.429441 sec): 3 clusters Score: Raw -293026.893144 + Penalty 2729.483138 = -290297.410006 nChanged 136 SP:Iteration 11Q (1480.491664 sec): 3 clusters Score: Raw -293116.460356 + Penalty 2729.483138 = -290386.977218 nChanged 144 SP:Iteration 12Q (1480.545990 sec): 3 clusters Score: Raw -293215.639657 + Penalty 2729.483138 = -290486.156519 nChanged 141 SP:Iteration 13Q (1480.589087 sec): 3 clusters Score: Raw -293311.368500 + Penalty 2729.483138 = -290581.885362 nChanged 135 SP:Iteration 14Q (1480.641036 sec): 3 clusters Score: Raw -293407.173085 + Penalty 2729.483138 = -290677.689947 nChanged 127 SP:Iteration 15Q (1480.691164 sec): 3 clusters Score: Raw -293499.570706 + Penalty 2729.483138 = -290770.087568 nChanged 112 SP:Iteration 16Q (1480.745255 sec): 3 clusters Score: Raw -293600.470404 + Penalty 2729.483138 = -290870.987266 nChanged 99 SP:Iteration 17Q (1480.804214 sec): 3 clusters Score: Raw -293693.060277 + Penalty 2729.483138 = -290963.577139 nChanged 82 SP:Iteration 18Q (1480.855578 sec): 3 clusters Score: Raw -293767.573550 + Penalty 2729.483138 = -291038.090412 nChanged 49 SP:Iteration 19Q (1480.901944 sec): 3 clusters Score: Raw -293806.853042 + Penalty 2729.483138 = -291077.369904 nChanged 39 SP:Iteration 20F (1480.949743 sec): 3 clusters Score: Raw -293842.012604 + Penalty 2729.483138 = -291112.529466 nChanged 24 SP:Iteration 21Q (1480.999855 sec): 3 clusters Score: Raw -293862.247038 + Penalty 2729.483138 = -291132.763900 nChanged 8 SP:Iteration 22Q (1481.056999 sec): 3 clusters Score: Raw -293867.816933 + Penalty 2729.483138 = -291138.333795 nChanged 7 SP:Iteration 23Q (1481.110939 sec): 3 clusters Score: Raw -293873.640636 + Penalty 2729.483138 = -291144.157498 nChanged 2 SP:Iteration 24Q (1481.165118 sec): 3 clusters Score: Raw -293875.921324 + Penalty 2729.483138 = -291146.438186 nChanged 2 SP:Iteration 25Q (1481.219566 sec): 3 clusters Score: Raw -293876.907520 + Penalty 2729.483138 = -291147.424382 nChanged 2 SP:Iteration 26Q (1481.275666 sec): 3 clusters Score: Raw -293878.068647 + Penalty 2729.483138 = -291148.585509 nChanged 1 SP:Iteration 27Q (1481.330204 sec): 3 clusters Score: Raw -293879.810695 + Penalty 2729.483138 = -291150.327557 nChanged 4 SP:Iteration 28Q (1481.383258 sec): 3 clusters Score: Raw -293882.979588 + Penalty 2729.483138 = -291153.496450 nChanged 2 SP:Iteration 29Q (1481.425560 sec): 3 clusters Score: Raw -293884.635900 + Penalty 2729.483138 = -291155.152762 nChanged 2 SP:Iteration 30Q (1481.483983 sec): 3 clusters Score: Raw -293885.964225 + Penalty 2729.483138 = -291156.481087 nChanged 0 SP:Iteration 31F (1481.530596 sec): 3 clusters Score: Raw -293885.964225 + Penalty 2729.483138 = -291156.481087 nChanged 0 Trying to split cluster 22 (5335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1481.573653 sec): 2 clusters Score: Raw -365131.032450 + Penalty 1394.582177 = -363736.450273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1481.618292 sec): 3 clusters Score: Raw -362294.020573 + Penalty 2789.164353 = -359504.856219 nChanged 2204 SP:Iteration 1F (1481.669135 sec): 3 clusters Score: Raw -363531.437265 + Penalty 2789.164353 = -360742.272912 nChanged 384 SP:Iteration 2F (1481.720724 sec): 3 clusters Score: Raw -363776.827982 + Penalty 2789.164353 = -360987.663629 nChanged 341 SP:Iteration 3F (1481.782371 sec): 3 clusters Score: Raw -363985.126485 + Penalty 2789.164353 = -361195.962131 nChanged 301 SP:Iteration 4F (1481.826954 sec): 3 clusters Score: Raw -364138.512870 + Penalty 2789.164353 = -361349.348517 nChanged 237 SP:Iteration 5Q (1481.878892 sec): 3 clusters Score: Raw -364250.696622 + Penalty 2789.164353 = -361461.532268 nChanged 196 SP:Iteration 6Q (1481.943529 sec): 3 clusters Score: Raw -364351.159588 + Penalty 2789.164353 = -361561.995235 nChanged 186 SP:Iteration 7Q (1481.990693 sec): 3 clusters Score: Raw -364456.184033 + Penalty 2789.164353 = -361667.019680 nChanged 168 SP:Iteration 8Q (1482.052456 sec): 3 clusters Score: Raw -364571.620075 + Penalty 2789.164353 = -361782.455722 nChanged 218 SP:Iteration 9Q (1482.098498 sec): 3 clusters Score: Raw -364729.319179 + Penalty 2789.164353 = -361940.154826 nChanged 218 SP:Iteration 10Q (1482.152485 sec): 3 clusters Score: Raw -364873.572748 + Penalty 2789.164353 = -362084.408395 nChanged 204 SP:Iteration 11Q (1482.206322 sec): 3 clusters Score: Raw -365023.198465 + Penalty 2789.164353 = -362234.034112 nChanged 225 SP:Iteration 12Q (1482.274239 sec): 3 clusters Score: Raw -365188.250635 + Penalty 2789.164353 = -362399.086282 nChanged 198 SP:Iteration 13Q (1482.333087 sec): 3 clusters Score: Raw -365327.537674 + Penalty 2789.164353 = -362538.373320 nChanged 170 SP:Iteration 14Q (1482.387033 sec): 3 clusters Score: Raw -365430.130851 + Penalty 2789.164353 = -362640.966498 nChanged 136 SP:Iteration 15Q (1482.441728 sec): 3 clusters Score: Raw -365492.829468 + Penalty 2789.164353 = -362703.665114 nChanged 114 SP:Iteration 16Q (1482.499618 sec): 3 clusters Score: Raw -365536.864165 + Penalty 2789.164353 = -362747.699811 nChanged 87 SP:Iteration 17Q (1482.554676 sec): 3 clusters Score: Raw -365569.638354 + Penalty 2789.164353 = -362780.474001 nChanged 82 SP:Iteration 18Q (1482.610076 sec): 3 clusters Score: Raw -365597.630980 + Penalty 2789.164353 = -362808.466626 nChanged 60 SP:Iteration 19Q (1482.651445 sec): 3 clusters Score: Raw -365618.413827 + Penalty 2789.164353 = -362829.249474 nChanged 44 SP:Iteration 20F (1482.705762 sec): 3 clusters Score: Raw -365633.311922 + Penalty 2789.164353 = -362844.147568 nChanged 47 SP:Iteration 21Q (1482.774629 sec): 3 clusters Score: Raw -365648.662058 + Penalty 2789.164353 = -362859.497705 nChanged 39 SP:Iteration 22Q (1482.818252 sec): 3 clusters Score: Raw -365660.135890 + Penalty 2789.164353 = -362870.971537 nChanged 37 SP:Iteration 23Q (1482.874754 sec): 3 clusters Score: Raw -365669.797922 + Penalty 2789.164353 = -362880.633568 nChanged 26 SP:Iteration 24Q (1482.929384 sec): 3 clusters Score: Raw -365677.478587 + Penalty 2789.164353 = -362888.314234 nChanged 27 SP:Iteration 25Q (1482.993519 sec): 3 clusters Score: Raw -365685.954470 + Penalty 2789.164353 = -362896.790117 nChanged 24 SP:Iteration 26Q (1483.053376 sec): 3 clusters Score: Raw -365692.455376 + Penalty 2789.164353 = -362903.291023 nChanged 23 SP:Iteration 27Q (1483.109034 sec): 3 clusters Score: Raw -365697.481574 + Penalty 2789.164353 = -362908.317221 nChanged 14 SP:Iteration 28Q (1483.153866 sec): 3 clusters Score: Raw -365700.393172 + Penalty 2789.164353 = -362911.228818 nChanged 14 SP:Iteration 29Q (1483.212217 sec): 3 clusters Score: Raw -365703.470977 + Penalty 2789.164353 = -362914.306624 nChanged 15 SP:Iteration 30Q (1483.270313 sec): 3 clusters Score: Raw -365708.170921 + Penalty 2789.164353 = -362919.006568 nChanged 17 SP:Iteration 31Q (1483.333932 sec): 3 clusters Score: Raw -365712.018171 + Penalty 2789.164353 = -362922.853818 nChanged 14 SP:Iteration 32Q (1483.394269 sec): 3 clusters Score: Raw -365715.728459 + Penalty 2789.164353 = -362926.564106 nChanged 16 SP:Iteration 33Q (1483.443514 sec): 3 clusters Score: Raw -365721.018249 + Penalty 2789.164353 = -362931.853895 nChanged 17 SP:Iteration 34Q (1483.509384 sec): 3 clusters Score: Raw -365725.729326 + Penalty 2789.164353 = -362936.564973 nChanged 16 SP:Iteration 35Q (1483.567217 sec): 3 clusters Score: Raw -365729.634804 + Penalty 2789.164353 = -362940.470451 nChanged 17 SP:Iteration 36Q (1483.613931 sec): 3 clusters Score: Raw -365732.935974 + Penalty 2789.164353 = -362943.771620 nChanged 8 SP:Iteration 37Q (1483.680179 sec): 3 clusters Score: Raw -365734.439747 + Penalty 2789.164353 = -362945.275394 nChanged 2 SP:Iteration 38Q (1483.737175 sec): 3 clusters Score: Raw -365735.025244 + Penalty 2789.164353 = -362945.860891 nChanged 2 SP:Iteration 39Q (1483.793748 sec): 3 clusters Score: Raw -365735.595283 + Penalty 2789.164353 = -362946.430930 nChanged 2 SP:Iteration 40F (1483.852335 sec): 3 clusters Score: Raw -365735.896025 + Penalty 2789.164353 = -362946.731672 nChanged 2 SP:Iteration 41Q (1483.909383 sec): 3 clusters Score: Raw -365736.394076 + Penalty 2789.164353 = -362947.229723 nChanged 4 SP:Iteration 42Q (1483.971869 sec): 3 clusters Score: Raw -365737.122692 + Penalty 2789.164353 = -362947.958338 nChanged 2 SP:Iteration 43Q (1484.021487 sec): 3 clusters Score: Raw -365737.553920 + Penalty 2789.164353 = -362948.389567 nChanged 3 SP:Iteration 44Q (1484.075322 sec): 3 clusters Score: Raw -365737.881183 + Penalty 2789.164353 = -362948.716830 nChanged 2 SP:Iteration 45Q (1484.130916 sec): 3 clusters Score: Raw -365738.532134 + Penalty 2789.164353 = -362949.367781 nChanged 1 SP:Iteration 46Q (1484.187452 sec): 3 clusters Score: Raw -365738.874148 + Penalty 2789.164353 = -362949.709794 nChanged 3 SP:Iteration 47Q (1484.241341 sec): 3 clusters Score: Raw -365739.258966 + Penalty 2789.164353 = -362950.094613 nChanged 3 SP:Iteration 48Q (1484.304894 sec): 3 clusters Score: Raw -365739.884227 + Penalty 2789.164353 = -362950.719874 nChanged 4 SP:Iteration 49Q (1484.366578 sec): 3 clusters Score: Raw -365740.630013 + Penalty 2789.164353 = -362951.465659 nChanged 2 SP:Iteration 50Q (1484.411139 sec): 3 clusters Score: Raw -365741.019963 + Penalty 2789.164353 = -362951.855610 nChanged 6 SP:Iteration 51Q (1484.476583 sec): 3 clusters Score: Raw -365742.730110 + Penalty 2789.164353 = -362953.565756 nChanged 8 SP:Iteration 52Q (1484.531724 sec): 3 clusters Score: Raw -365744.512154 + Penalty 2789.164353 = -362955.347801 nChanged 7 SP:Iteration 53Q (1484.574726 sec): 3 clusters Score: Raw -365745.975629 + Penalty 2789.164353 = -362956.811276 nChanged 3 SP:Iteration 54Q (1484.626990 sec): 3 clusters Score: Raw -365746.532811 + Penalty 2789.164353 = -362957.368457 nChanged 2 SP:Iteration 55Q (1484.686939 sec): 3 clusters Score: Raw -365746.906253 + Penalty 2789.164353 = -362957.741899 nChanged 2 SP:Iteration 56Q (1484.743330 sec): 3 clusters Score: Raw -365747.726609 + Penalty 2789.164353 = -362958.562256 nChanged 3 SP:Iteration 57Q (1484.785384 sec): 3 clusters Score: Raw -365748.722314 + Penalty 2789.164353 = -362959.557961 nChanged 2 SP:Iteration 58Q (1484.844853 sec): 3 clusters Score: Raw -365748.888985 + Penalty 2789.164353 = -362959.724632 nChanged 1 SP:Iteration 59Q (1484.896036 sec): 3 clusters Score: Raw -365749.077156 + Penalty 2789.164353 = -362959.912803 nChanged 1 SP:Iteration 60F (1484.950927 sec): 3 clusters Score: Raw -365749.611096 + Penalty 2789.164353 = -362960.446742 nChanged 4 SP:Iteration 61Q (1485.008479 sec): 3 clusters Score: Raw -365750.855897 + Penalty 2789.164353 = -362961.691544 nChanged 7 SP:Iteration 62Q (1485.068613 sec): 3 clusters Score: Raw -365752.163083 + Penalty 2789.164353 = -362962.998730 nChanged 1 SP:Iteration 63Q (1485.123246 sec): 3 clusters Score: Raw -365752.365052 + Penalty 2789.164353 = -362963.200699 nChanged 0 SP:Iteration 64F (1485.171056 sec): 3 clusters Score: Raw -365752.365052 + Penalty 2789.164353 = -362963.200699 nChanged 0 Trying to split cluster 23 (32849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1485.255211 sec): 2 clusters Score: Raw -2266438.759838 + Penalty 1689.947445 = -2264748.812393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1485.347232 sec): 3 clusters Score: Raw -2246118.128853 + Penalty 3379.894889 = -2242738.233963 nChanged 15231 SP:Iteration 1F (1485.451508 sec): 3 clusters Score: Raw -2254792.244132 + Penalty 3379.894889 = -2251412.349243 nChanged 1788 SP:Iteration 2F (1485.563649 sec): 3 clusters Score: Raw -2255559.087099 + Penalty 3379.894889 = -2252179.192210 nChanged 1782 SP:Iteration 3F (1485.669210 sec): 3 clusters Score: Raw -2256407.752832 + Penalty 3379.894889 = -2253027.857943 nChanged 1914 SP:Iteration 4F (1485.767602 sec): 3 clusters Score: Raw -2257427.909496 + Penalty 3379.894889 = -2254048.014607 nChanged 1984 SP:Iteration 5F (1485.860174 sec): 3 clusters Score: Raw -2258522.016436 + Penalty 3379.894889 = -2255142.121547 nChanged 1948 SP:Iteration 6F (1485.972900 sec): 3 clusters Score: Raw -2259627.404278 + Penalty 3379.894889 = -2256247.509389 nChanged 1798 SP:Iteration 7F (1486.065883 sec): 3 clusters Score: Raw -2260626.549237 + Penalty 3379.894889 = -2257246.654348 nChanged 1509 SP:Iteration 8Q (1486.169412 sec): 3 clusters Score: Raw -2261391.850985 + Penalty 3379.894889 = -2258011.956096 nChanged 1254 SP:Iteration 9Q (1486.282834 sec): 3 clusters Score: Raw -2261997.242920 + Penalty 3379.894889 = -2258617.348031 nChanged 1042 SP:Iteration 10Q (1486.383674 sec): 3 clusters Score: Raw -2262471.617793 + Penalty 3379.894889 = -2259091.722904 nChanged 880 SP:Iteration 11Q (1486.473573 sec): 3 clusters Score: Raw -2262859.638196 + Penalty 3379.894889 = -2259479.743307 nChanged 733 SP:Iteration 12Q (1486.574553 sec): 3 clusters Score: Raw -2263158.141962 + Penalty 3379.894889 = -2259778.247073 nChanged 579 SP:Iteration 13Q (1486.689900 sec): 3 clusters Score: Raw -2263351.779192 + Penalty 3379.894889 = -2259971.884303 nChanged 485 SP:Iteration 14Q (1486.781615 sec): 3 clusters Score: Raw -2263496.612288 + Penalty 3379.894889 = -2260116.717399 nChanged 406 SP:Iteration 15Q (1486.896786 sec): 3 clusters Score: Raw -2263609.186014 + Penalty 3379.894889 = -2260229.291125 nChanged 404 SP:Iteration 16Q (1486.986412 sec): 3 clusters Score: Raw -2263710.568804 + Penalty 3379.894889 = -2260330.673915 nChanged 379 SP:Iteration 17Q (1487.101481 sec): 3 clusters Score: Raw -2263804.636202 + Penalty 3379.894889 = -2260424.741313 nChanged 379 SP:Iteration 18Q (1487.198484 sec): 3 clusters Score: Raw -2263898.884233 + Penalty 3379.894889 = -2260518.989344 nChanged 377 SP:Iteration 19Q (1487.290334 sec): 3 clusters Score: Raw -2263992.115182 + Penalty 3379.894889 = -2260612.220292 nChanged 381 SP:Iteration 20F (1487.400750 sec): 3 clusters Score: Raw -2264092.004744 + Penalty 3379.894889 = -2260712.109855 nChanged 390 SP:Iteration 21Q (1487.499030 sec): 3 clusters Score: Raw -2264192.391900 + Penalty 3379.894889 = -2260812.497011 nChanged 371 SP:Iteration 22Q (1487.598566 sec): 3 clusters Score: Raw -2264285.179016 + Penalty 3379.894889 = -2260905.284127 nChanged 347 SP:Iteration 23Q (1487.696824 sec): 3 clusters Score: Raw -2264374.606755 + Penalty 3379.894889 = -2260994.711866 nChanged 367 SP:Iteration 24Q (1487.794730 sec): 3 clusters Score: Raw -2264475.645714 + Penalty 3379.894889 = -2261095.750824 nChanged 371 SP:Iteration 25Q (1487.893091 sec): 3 clusters Score: Raw -2264585.870040 + Penalty 3379.894889 = -2261205.975151 nChanged 384 SP:Iteration 26Q (1487.987538 sec): 3 clusters Score: Raw -2264701.696695 + Penalty 3379.894889 = -2261321.801806 nChanged 398 SP:Iteration 27Q (1488.091142 sec): 3 clusters Score: Raw -2264826.632992 + Penalty 3379.894889 = -2261446.738103 nChanged 378 SP:Iteration 28Q (1488.180485 sec): 3 clusters Score: Raw -2264952.758036 + Penalty 3379.894889 = -2261572.863146 nChanged 412 SP:Iteration 29Q (1488.289014 sec): 3 clusters Score: Raw -2265107.676556 + Penalty 3379.894889 = -2261727.781667 nChanged 418 SP:Iteration 30Q (1488.390560 sec): 3 clusters Score: Raw -2265278.977885 + Penalty 3379.894889 = -2261899.082995 nChanged 401 SP:Iteration 31Q (1488.495187 sec): 3 clusters Score: Raw -2265446.760564 + Penalty 3379.894889 = -2262066.865675 nChanged 389 SP:Iteration 32Q (1488.593578 sec): 3 clusters Score: Raw -2265614.462481 + Penalty 3379.894889 = -2262234.567592 nChanged 353 SP:Iteration 33Q (1488.690032 sec): 3 clusters Score: Raw -2265774.076390 + Penalty 3379.894889 = -2262394.181501 nChanged 362 SP:Iteration 34Q (1488.775114 sec): 3 clusters Score: Raw -2265940.120163 + Penalty 3379.894889 = -2262560.225274 nChanged 351 SP:Iteration 35Q (1488.879389 sec): 3 clusters Score: Raw -2266101.088769 + Penalty 3379.894889 = -2262721.193879 nChanged 288 SP:Iteration 36Q (1488.972159 sec): 3 clusters Score: Raw -2266228.550054 + Penalty 3379.894889 = -2262848.655165 nChanged 247 SP:Iteration 37Q (1489.071652 sec): 3 clusters Score: Raw -2266334.479911 + Penalty 3379.894889 = -2262954.585022 nChanged 200 SP:Iteration 38Q (1489.162435 sec): 3 clusters Score: Raw -2266420.776444 + Penalty 3379.894889 = -2263040.881555 nChanged 171 SP:Iteration 39Q (1489.252561 sec): 3 clusters Score: Raw -2266489.031730 + Penalty 3379.894889 = -2263109.136841 nChanged 160 SP:Iteration 40F (1489.352681 sec): 3 clusters Score: Raw -2266554.917973 + Penalty 3379.894889 = -2263175.023084 nChanged 134 SP:Iteration 41Q (1489.443464 sec): 3 clusters Score: Raw -2266613.650237 + Penalty 3379.894889 = -2263233.755348 nChanged 123 SP:Iteration 42Q (1489.537641 sec): 3 clusters Score: Raw -2266663.147494 + Penalty 3379.894889 = -2263283.252605 nChanged 113 SP:Iteration 43Q (1489.621649 sec): 3 clusters Score: Raw -2266714.953718 + Penalty 3379.894889 = -2263335.058829 nChanged 111 SP:Iteration 44Q (1489.723301 sec): 3 clusters Score: Raw -2266767.598680 + Penalty 3379.894889 = -2263387.703791 nChanged 85 SP:Iteration 45Q (1489.813433 sec): 3 clusters Score: Raw -2266805.268593 + Penalty 3379.894889 = -2263425.373703 nChanged 68 SP:Iteration 46Q (1489.904023 sec): 3 clusters Score: Raw -2266829.670962 + Penalty 3379.894889 = -2263449.776073 nChanged 44 SP:Iteration 47Q (1489.989957 sec): 3 clusters Score: Raw -2266844.926826 + Penalty 3379.894889 = -2263465.031937 nChanged 35 SP:Iteration 48Q (1490.079354 sec): 3 clusters Score: Raw -2266860.277460 + Penalty 3379.894889 = -2263480.382571 nChanged 33 SP:Iteration 49Q (1490.167961 sec): 3 clusters Score: Raw -2266874.317662 + Penalty 3379.894889 = -2263494.422773 nChanged 26 SP:Iteration 50Q (1490.257043 sec): 3 clusters Score: Raw -2266885.054062 + Penalty 3379.894889 = -2263505.159173 nChanged 26 SP:Iteration 51Q (1490.357655 sec): 3 clusters Score: Raw -2266895.498504 + Penalty 3379.894889 = -2263515.603615 nChanged 28 SP:Iteration 52Q (1490.449782 sec): 3 clusters Score: Raw -2266905.350526 + Penalty 3379.894889 = -2263525.455637 nChanged 18 SP:Iteration 53Q (1490.533344 sec): 3 clusters Score: Raw -2266911.794413 + Penalty 3379.894889 = -2263531.899524 nChanged 16 SP:Iteration 54Q (1490.629506 sec): 3 clusters Score: Raw -2266916.046538 + Penalty 3379.894889 = -2263536.151649 nChanged 12 SP:Iteration 55Q (1490.720239 sec): 3 clusters Score: Raw -2266920.326664 + Penalty 3379.894889 = -2263540.431774 nChanged 10 SP:Iteration 56Q (1490.808650 sec): 3 clusters Score: Raw -2266926.076275 + Penalty 3379.894889 = -2263546.181386 nChanged 14 SP:Iteration 57Q (1490.884604 sec): 3 clusters Score: Raw -2266932.597360 + Penalty 3379.894889 = -2263552.702471 nChanged 18 SP:Iteration 58Q (1490.984301 sec): 3 clusters Score: Raw -2266939.385416 + Penalty 3379.894889 = -2263559.490527 nChanged 11 SP:Iteration 59Q (1491.073365 sec): 3 clusters Score: Raw -2266945.733353 + Penalty 3379.894889 = -2263565.838464 nChanged 11 SP:Iteration 60F (1491.170942 sec): 3 clusters Score: Raw -2266951.958570 + Penalty 3379.894889 = -2263572.063681 nChanged 10 SP:Iteration 61Q (1491.262146 sec): 3 clusters Score: Raw -2266958.890123 + Penalty 3379.894889 = -2263578.995233 nChanged 16 SP:Iteration 62Q (1491.355263 sec): 3 clusters Score: Raw -2266965.292497 + Penalty 3379.894889 = -2263585.397608 nChanged 12 SP:Iteration 63Q (1491.445062 sec): 3 clusters Score: Raw -2266971.482204 + Penalty 3379.894889 = -2263591.587315 nChanged 15 SP:Iteration 64Q (1491.535689 sec): 3 clusters Score: Raw -2266978.924712 + Penalty 3379.894889 = -2263599.029823 nChanged 13 SP:Iteration 65Q (1491.625329 sec): 3 clusters Score: Raw -2266986.183491 + Penalty 3379.894889 = -2263606.288602 nChanged 14 SP:Iteration 66Q (1491.715662 sec): 3 clusters Score: Raw -2266993.125146 + Penalty 3379.894889 = -2263613.230257 nChanged 15 SP:Iteration 67Q (1491.808937 sec): 3 clusters Score: Raw -2267003.561075 + Penalty 3379.894889 = -2263623.666186 nChanged 10 SP:Iteration 68Q (1491.898467 sec): 3 clusters Score: Raw -2267011.246473 + Penalty 3379.894889 = -2263631.351584 nChanged 14 SP:Iteration 69Q (1491.987792 sec): 3 clusters Score: Raw -2267022.582443 + Penalty 3379.894889 = -2263642.687554 nChanged 14 SP:Iteration 70Q (1492.077606 sec): 3 clusters Score: Raw -2267029.889700 + Penalty 3379.894889 = -2263649.994811 nChanged 12 SP:Iteration 71Q (1492.167222 sec): 3 clusters Score: Raw -2267035.410057 + Penalty 3379.894889 = -2263655.515168 nChanged 10 SP:Iteration 72Q (1492.257471 sec): 3 clusters Score: Raw -2267039.371417 + Penalty 3379.894889 = -2263659.476528 nChanged 9 SP:Iteration 73Q (1492.347690 sec): 3 clusters Score: Raw -2267044.173295 + Penalty 3379.894889 = -2263664.278406 nChanged 9 SP:Iteration 74Q (1492.437777 sec): 3 clusters Score: Raw -2267048.182209 + Penalty 3379.894889 = -2263668.287320 nChanged 10 SP:Iteration 75Q (1492.527285 sec): 3 clusters Score: Raw -2267053.164793 + Penalty 3379.894889 = -2263673.269904 nChanged 9 SP:Iteration 76Q (1492.614976 sec): 3 clusters Score: Raw -2267059.234564 + Penalty 3379.894889 = -2263679.339675 nChanged 9 SP:Iteration 77Q (1492.705185 sec): 3 clusters Score: Raw -2267066.361233 + Penalty 3379.894889 = -2263686.466343 nChanged 12 SP:Iteration 78Q (1492.795972 sec): 3 clusters Score: Raw -2267073.655621 + Penalty 3379.894889 = -2263693.760731 nChanged 8 SP:Iteration 79Q (1492.885225 sec): 3 clusters Score: Raw -2267078.022178 + Penalty 3379.894889 = -2263698.127289 nChanged 4 SP:Iteration 80F (1492.986229 sec): 3 clusters Score: Raw -2267079.512150 + Penalty 3379.894889 = -2263699.617261 nChanged 3 SP:Iteration 81Q (1493.075732 sec): 3 clusters Score: Raw -2267080.825408 + Penalty 3379.894889 = -2263700.930519 nChanged 4 SP:Iteration 82Q (1493.165747 sec): 3 clusters Score: Raw -2267083.445881 + Penalty 3379.894889 = -2263703.550991 nChanged 2 SP:Iteration 83Q (1493.253399 sec): 3 clusters Score: Raw -2267085.039124 + Penalty 3379.894889 = -2263705.144235 nChanged 3 SP:Iteration 84Q (1493.344779 sec): 3 clusters Score: Raw -2267086.096900 + Penalty 3379.894889 = -2263706.202011 nChanged 2 SP:Iteration 85Q (1493.427582 sec): 3 clusters Score: Raw -2267087.039088 + Penalty 3379.894889 = -2263707.144199 nChanged 2 SP:Iteration 86Q (1493.504979 sec): 3 clusters Score: Raw -2267088.106911 + Penalty 3379.894889 = -2263708.212022 nChanged 2 SP:Iteration 87Q (1493.605626 sec): 3 clusters Score: Raw -2267088.877409 + Penalty 3379.894889 = -2263708.982520 nChanged 1 SP:Iteration 88Q (1493.694718 sec): 3 clusters Score: Raw -2267089.506974 + Penalty 3379.894889 = -2263709.612085 nChanged 0 SP:Iteration 89F (1493.796180 sec): 3 clusters Score: Raw -2267089.506974 + Penalty 3379.894889 = -2263709.612085 nChanged 0 Trying to split cluster 24 (18680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1493.848971 sec): 2 clusters Score: Raw -1280147.460325 + Penalty 1598.221416 = -1278549.238910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1493.927443 sec): 3 clusters Score: Raw -1268912.899960 + Penalty 3196.442831 = -1265716.457129 nChanged 8493 SP:Iteration 1F (1494.006498 sec): 3 clusters Score: Raw -1273436.411036 + Penalty 3196.442831 = -1270239.968204 nChanged 965 SP:Iteration 2F (1494.082840 sec): 3 clusters Score: Raw -1273768.983746 + Penalty 3196.442831 = -1270572.540915 nChanged 880 SP:Iteration 3Q (1494.168605 sec): 3 clusters Score: Raw -1274052.900275 + Penalty 3196.442831 = -1270856.457444 nChanged 710 SP:Iteration 4Q (1494.247600 sec): 3 clusters Score: Raw -1274309.835781 + Penalty 3196.442831 = -1271113.392949 nChanged 703 SP:Iteration 5Q (1494.327484 sec): 3 clusters Score: Raw -1274592.927885 + Penalty 3196.442831 = -1271396.485053 nChanged 729 SP:Iteration 6Q (1494.406258 sec): 3 clusters Score: Raw -1274924.703643 + Penalty 3196.442831 = -1271728.260812 nChanged 830 SP:Iteration 7Q (1494.485278 sec): 3 clusters Score: Raw -1275343.734387 + Penalty 3196.442831 = -1272147.291555 nChanged 884 SP:Iteration 8Q (1494.563824 sec): 3 clusters Score: Raw -1275828.303523 + Penalty 3196.442831 = -1272631.860692 nChanged 900 SP:Iteration 9Q (1494.644585 sec): 3 clusters Score: Raw -1276360.372687 + Penalty 3196.442831 = -1273163.929855 nChanged 936 SP:Iteration 10F (1494.722334 sec): 3 clusters Score: Raw -1276910.009694 + Penalty 3196.442831 = -1273713.566862 nChanged 834 SP:Iteration 11Q (1494.800436 sec): 3 clusters Score: Raw -1277375.316959 + Penalty 3196.442831 = -1274178.874127 nChanged 751 SP:Iteration 12Q (1494.879806 sec): 3 clusters Score: Raw -1277732.777128 + Penalty 3196.442831 = -1274536.334297 nChanged 615 SP:Iteration 13Q (1494.956893 sec): 3 clusters Score: Raw -1277965.766420 + Penalty 3196.442831 = -1274769.323589 nChanged 442 SP:Iteration 14Q (1495.040270 sec): 3 clusters Score: Raw -1278089.432429 + Penalty 3196.442831 = -1274892.989598 nChanged 296 SP:Iteration 15Q (1495.121369 sec): 3 clusters Score: Raw -1278153.647990 + Penalty 3196.442831 = -1274957.205159 nChanged 190 SP:Iteration 16Q (1495.200250 sec): 3 clusters Score: Raw -1278191.198473 + Penalty 3196.442831 = -1274994.755642 nChanged 153 SP:Iteration 17Q (1495.283039 sec): 3 clusters Score: Raw -1278214.312814 + Penalty 3196.442831 = -1275017.869983 nChanged 130 SP:Iteration 18Q (1495.365804 sec): 3 clusters Score: Raw -1278233.951951 + Penalty 3196.442831 = -1275037.509120 nChanged 112 SP:Iteration 19Q (1495.444420 sec): 3 clusters Score: Raw -1278250.309391 + Penalty 3196.442831 = -1275053.866560 nChanged 90 SP:Iteration 20F (1495.525069 sec): 3 clusters Score: Raw -1278263.798073 + Penalty 3196.442831 = -1275067.355241 nChanged 112 SP:Iteration 21Q (1495.605567 sec): 3 clusters Score: Raw -1278281.729214 + Penalty 3196.442831 = -1275085.286383 nChanged 105 SP:Iteration 22Q (1495.682663 sec): 3 clusters Score: Raw -1278297.496099 + Penalty 3196.442831 = -1275101.053267 nChanged 108 SP:Iteration 23Q (1495.759815 sec): 3 clusters Score: Raw -1278314.947078 + Penalty 3196.442831 = -1275118.504247 nChanged 102 SP:Iteration 24Q (1495.841723 sec): 3 clusters Score: Raw -1278331.271695 + Penalty 3196.442831 = -1275134.828864 nChanged 123 SP:Iteration 25Q (1495.921883 sec): 3 clusters Score: Raw -1278351.616637 + Penalty 3196.442831 = -1275155.173805 nChanged 121 SP:Iteration 26Q (1495.995679 sec): 3 clusters Score: Raw -1278370.819400 + Penalty 3196.442831 = -1275174.376569 nChanged 112 SP:Iteration 27Q (1496.076946 sec): 3 clusters Score: Raw -1278392.623177 + Penalty 3196.442831 = -1275196.180346 nChanged 138 SP:Iteration 28Q (1496.164438 sec): 3 clusters Score: Raw -1278419.389286 + Penalty 3196.442831 = -1275222.946455 nChanged 139 SP:Iteration 29Q (1496.239002 sec): 3 clusters Score: Raw -1278446.579763 + Penalty 3196.442831 = -1275250.136932 nChanged 129 SP:Iteration 30Q (1496.306802 sec): 3 clusters Score: Raw -1278471.516974 + Penalty 3196.442831 = -1275275.074142 nChanged 125 SP:Iteration 31Q (1496.394437 sec): 3 clusters Score: Raw -1278494.848017 + Penalty 3196.442831 = -1275298.405186 nChanged 139 SP:Iteration 32Q (1496.475624 sec): 3 clusters Score: Raw -1278523.806192 + Penalty 3196.442831 = -1275327.363361 nChanged 149 SP:Iteration 33Q (1496.557006 sec): 3 clusters Score: Raw -1278552.456872 + Penalty 3196.442831 = -1275356.014040 nChanged 147 SP:Iteration 34Q (1496.638264 sec): 3 clusters Score: Raw -1278581.056659 + Penalty 3196.442831 = -1275384.613828 nChanged 128 SP:Iteration 35Q (1496.705449 sec): 3 clusters Score: Raw -1278605.324955 + Penalty 3196.442831 = -1275408.882124 nChanged 123 SP:Iteration 36Q (1496.795588 sec): 3 clusters Score: Raw -1278628.883328 + Penalty 3196.442831 = -1275432.440497 nChanged 111 SP:Iteration 37Q (1496.877395 sec): 3 clusters Score: Raw -1278647.078116 + Penalty 3196.442831 = -1275450.635285 nChanged 107 SP:Iteration 38Q (1496.956901 sec): 3 clusters Score: Raw -1278665.232566 + Penalty 3196.442831 = -1275468.789734 nChanged 110 SP:Iteration 39Q (1497.025433 sec): 3 clusters Score: Raw -1278683.599905 + Penalty 3196.442831 = -1275487.157073 nChanged 87 SP:Iteration 40F (1497.108344 sec): 3 clusters Score: Raw -1278699.180604 + Penalty 3196.442831 = -1275502.737773 nChanged 101 SP:Iteration 41Q (1497.188157 sec): 3 clusters Score: Raw -1278715.535236 + Penalty 3196.442831 = -1275519.092405 nChanged 87 SP:Iteration 42Q (1497.263527 sec): 3 clusters Score: Raw -1278729.394081 + Penalty 3196.442831 = -1275532.951249 nChanged 96 SP:Iteration 43Q (1497.339174 sec): 3 clusters Score: Raw -1278743.458283 + Penalty 3196.442831 = -1275547.015451 nChanged 85 SP:Iteration 44Q (1497.429748 sec): 3 clusters Score: Raw -1278758.495609 + Penalty 3196.442831 = -1275562.052777 nChanged 88 SP:Iteration 45Q (1497.510684 sec): 3 clusters Score: Raw -1278776.005608 + Penalty 3196.442831 = -1275579.562777 nChanged 106 SP:Iteration 46Q (1497.588809 sec): 3 clusters Score: Raw -1278801.019723 + Penalty 3196.442831 = -1275604.576891 nChanged 128 SP:Iteration 47Q (1497.663100 sec): 3 clusters Score: Raw -1278827.666965 + Penalty 3196.442831 = -1275631.224134 nChanged 130 SP:Iteration 48Q (1497.747975 sec): 3 clusters Score: Raw -1278856.828047 + Penalty 3196.442831 = -1275660.385216 nChanged 133 SP:Iteration 49Q (1497.823487 sec): 3 clusters Score: Raw -1278884.364047 + Penalty 3196.442831 = -1275687.921215 nChanged 144 SP:Iteration 50Q (1497.897036 sec): 3 clusters Score: Raw -1278913.010929 + Penalty 3196.442831 = -1275716.568098 nChanged 128 SP:Iteration 51Q (1497.981017 sec): 3 clusters Score: Raw -1278937.221212 + Penalty 3196.442831 = -1275740.778381 nChanged 117 SP:Iteration 52Q (1498.061391 sec): 3 clusters Score: Raw -1278956.907698 + Penalty 3196.442831 = -1275760.464866 nChanged 104 SP:Iteration 53Q (1498.137696 sec): 3 clusters Score: Raw -1278972.616328 + Penalty 3196.442831 = -1275776.173496 nChanged 94 SP:Iteration 54Q (1498.211604 sec): 3 clusters Score: Raw -1278988.716311 + Penalty 3196.442831 = -1275792.273480 nChanged 92 SP:Iteration 55Q (1498.287840 sec): 3 clusters Score: Raw -1279003.679985 + Penalty 3196.442831 = -1275807.237154 nChanged 82 SP:Iteration 56Q (1498.363033 sec): 3 clusters Score: Raw -1279014.623152 + Penalty 3196.442831 = -1275818.180321 nChanged 71 SP:Iteration 57Q (1498.432234 sec): 3 clusters Score: Raw -1279026.346303 + Penalty 3196.442831 = -1275829.903472 nChanged 83 SP:Iteration 58Q (1498.517923 sec): 3 clusters Score: Raw -1279040.106652 + Penalty 3196.442831 = -1275843.663821 nChanged 68 SP:Iteration 59Q (1498.599317 sec): 3 clusters Score: Raw -1279051.180450 + Penalty 3196.442831 = -1275854.737619 nChanged 58 SP:Iteration 60F (1498.671035 sec): 3 clusters Score: Raw -1279058.444100 + Penalty 3196.442831 = -1275862.001269 nChanged 41 SP:Iteration 61Q (1498.752078 sec): 3 clusters Score: Raw -1279063.120970 + Penalty 3196.442831 = -1275866.678139 nChanged 49 SP:Iteration 62Q (1498.826845 sec): 3 clusters Score: Raw -1279069.230421 + Penalty 3196.442831 = -1275872.787590 nChanged 62 SP:Iteration 63Q (1498.910688 sec): 3 clusters Score: Raw -1279077.472200 + Penalty 3196.442831 = -1275881.029369 nChanged 55 SP:Iteration 64Q (1498.982367 sec): 3 clusters Score: Raw -1279085.209447 + Penalty 3196.442831 = -1275888.766615 nChanged 59 SP:Iteration 65Q (1499.057239 sec): 3 clusters Score: Raw -1279092.752830 + Penalty 3196.442831 = -1275896.309999 nChanged 50 SP:Iteration 66Q (1499.140487 sec): 3 clusters Score: Raw -1279099.573243 + Penalty 3196.442831 = -1275903.130412 nChanged 47 SP:Iteration 67Q (1499.223708 sec): 3 clusters Score: Raw -1279105.742565 + Penalty 3196.442831 = -1275909.299734 nChanged 45 SP:Iteration 68Q (1499.295762 sec): 3 clusters Score: Raw -1279111.641364 + Penalty 3196.442831 = -1275915.198533 nChanged 59 SP:Iteration 69Q (1499.374903 sec): 3 clusters Score: Raw -1279120.741875 + Penalty 3196.442831 = -1275924.299043 nChanged 58 SP:Iteration 70Q (1499.448818 sec): 3 clusters Score: Raw -1279129.809391 + Penalty 3196.442831 = -1275933.366560 nChanged 61 SP:Iteration 71Q (1499.527936 sec): 3 clusters Score: Raw -1279138.266814 + Penalty 3196.442831 = -1275941.823982 nChanged 69 SP:Iteration 72Q (1499.606340 sec): 3 clusters Score: Raw -1279148.847395 + Penalty 3196.442831 = -1275952.404564 nChanged 64 SP:Iteration 73Q (1499.677996 sec): 3 clusters Score: Raw -1279161.053334 + Penalty 3196.442831 = -1275964.610503 nChanged 65 SP:Iteration 74Q (1499.750863 sec): 3 clusters Score: Raw -1279174.392768 + Penalty 3196.442831 = -1275977.949936 nChanged 76 SP:Iteration 75Q (1499.831751 sec): 3 clusters Score: Raw -1279188.609033 + Penalty 3196.442831 = -1275992.166202 nChanged 77 SP:Iteration 76Q (1499.909349 sec): 3 clusters Score: Raw -1279204.207088 + Penalty 3196.442831 = -1276007.764257 nChanged 88 SP:Iteration 77Q (1499.984784 sec): 3 clusters Score: Raw -1279222.424715 + Penalty 3196.442831 = -1276025.981883 nChanged 84 SP:Iteration 78Q (1500.059905 sec): 3 clusters Score: Raw -1279237.501623 + Penalty 3196.442831 = -1276041.058792 nChanged 71 SP:Iteration 79Q (1500.135657 sec): 3 clusters Score: Raw -1279253.797097 + Penalty 3196.442831 = -1276057.354266 nChanged 86 SP:Iteration 80F (1500.214783 sec): 3 clusters Score: Raw -1279275.583622 + Penalty 3196.442831 = -1276079.140791 nChanged 111 SP:Iteration 81Q (1500.287423 sec): 3 clusters Score: Raw -1279304.100509 + Penalty 3196.442831 = -1276107.657678 nChanged 119 SP:Iteration 82Q (1500.363071 sec): 3 clusters Score: Raw -1279337.992876 + Penalty 3196.442831 = -1276141.550045 nChanged 135 SP:Iteration 83Q (1500.435424 sec): 3 clusters Score: Raw -1279374.822283 + Penalty 3196.442831 = -1276178.379452 nChanged 133 SP:Iteration 84Q (1500.510450 sec): 3 clusters Score: Raw -1279405.080455 + Penalty 3196.442831 = -1276208.637623 nChanged 120 SP:Iteration 85Q (1500.594312 sec): 3 clusters Score: Raw -1279434.183431 + Penalty 3196.442831 = -1276237.740600 nChanged 113 SP:Iteration 86Q (1500.672714 sec): 3 clusters Score: Raw -1279459.303335 + Penalty 3196.442831 = -1276262.860504 nChanged 92 SP:Iteration 87Q (1500.751568 sec): 3 clusters Score: Raw -1279478.827307 + Penalty 3196.442831 = -1276282.384476 nChanged 94 SP:Iteration 88Q (1500.826960 sec): 3 clusters Score: Raw -1279498.116025 + Penalty 3196.442831 = -1276301.673194 nChanged 94 SP:Iteration 89Q (1500.898527 sec): 3 clusters Score: Raw -1279518.133933 + Penalty 3196.442831 = -1276321.691102 nChanged 85 SP:Iteration 90Q (1500.979604 sec): 3 clusters Score: Raw -1279537.840172 + Penalty 3196.442831 = -1276341.397340 nChanged 86 SP:Iteration 91Q (1501.058800 sec): 3 clusters Score: Raw -1279560.904033 + Penalty 3196.442831 = -1276364.461202 nChanged 120 SP:Iteration 92Q (1501.133989 sec): 3 clusters Score: Raw -1279598.700020 + Penalty 3196.442831 = -1276402.257189 nChanged 142 SP:Iteration 93Q (1501.208927 sec): 3 clusters Score: Raw -1279650.046182 + Penalty 3196.442831 = -1276453.603351 nChanged 142 SP:Iteration 94Q (1501.283465 sec): 3 clusters Score: Raw -1279700.552694 + Penalty 3196.442831 = -1276504.109862 nChanged 134 SP:Iteration 95Q (1501.356870 sec): 3 clusters Score: Raw -1279745.880050 + Penalty 3196.442831 = -1276549.437219 nChanged 139 SP:Iteration 96Q (1501.430575 sec): 3 clusters Score: Raw -1279800.526573 + Penalty 3196.442831 = -1276604.083741 nChanged 127 SP:Iteration 97Q (1501.503888 sec): 3 clusters Score: Raw -1279849.680628 + Penalty 3196.442831 = -1276653.237796 nChanged 139 SP:Iteration 98Q (1501.582624 sec): 3 clusters Score: Raw -1279909.716849 + Penalty 3196.442831 = -1276713.274018 nChanged 120 SP:Iteration 99Q (1501.653742 sec): 3 clusters Score: Raw -1279965.323154 + Penalty 3196.442831 = -1276768.880323 nChanged 106 SP:Iteration 100F (1501.735223 sec): 3 clusters Score: Raw -1280009.663993 + Penalty 3196.442831 = -1276813.221161 nChanged 98 SP:Iteration 101Q (1501.806010 sec): 3 clusters Score: Raw -1280056.196304 + Penalty 3196.442831 = -1276859.753473 nChanged 80 SP:Iteration 102Q (1501.868355 sec): 3 clusters Score: Raw -1280091.768830 + Penalty 3196.442831 = -1276895.325999 nChanged 78 SP:Iteration 103Q (1501.943311 sec): 3 clusters Score: Raw -1280124.262723 + Penalty 3196.442831 = -1276927.819892 nChanged 72 SP:Iteration 104Q (1502.027214 sec): 3 clusters Score: Raw -1280151.040784 + Penalty 3196.442831 = -1276954.597952 nChanged 63 SP:Iteration 105Q (1502.088921 sec): 3 clusters Score: Raw -1280171.661487 + Penalty 3196.442831 = -1276975.218655 nChanged 42 SP:Iteration 106Q (1502.168156 sec): 3 clusters Score: Raw -1280187.215374 + Penalty 3196.442831 = -1276990.772542 nChanged 48 SP:Iteration 107Q (1502.250352 sec): 3 clusters Score: Raw -1280206.661043 + Penalty 3196.442831 = -1277010.218211 nChanged 49 SP:Iteration 108Q (1502.313992 sec): 3 clusters Score: Raw -1280227.817696 + Penalty 3196.442831 = -1277031.374864 nChanged 43 SP:Iteration 109Q (1502.387207 sec): 3 clusters Score: Raw -1280247.703029 + Penalty 3196.442831 = -1277051.260198 nChanged 36 SP:Iteration 110Q (1502.456763 sec): 3 clusters Score: Raw -1280264.427933 + Penalty 3196.442831 = -1277067.985102 nChanged 27 SP:Iteration 111Q (1502.539842 sec): 3 clusters Score: Raw -1280273.954854 + Penalty 3196.442831 = -1277077.512023 nChanged 19 SP:Iteration 112Q (1502.611533 sec): 3 clusters Score: Raw -1280280.618110 + Penalty 3196.442831 = -1277084.175279 nChanged 23 SP:Iteration 113Q (1502.680685 sec): 3 clusters Score: Raw -1280287.974820 + Penalty 3196.442831 = -1277091.531989 nChanged 20 SP:Iteration 114Q (1502.758517 sec): 3 clusters Score: Raw -1280294.113667 + Penalty 3196.442831 = -1277097.670836 nChanged 16 SP:Iteration 115Q (1502.821445 sec): 3 clusters Score: Raw -1280298.609964 + Penalty 3196.442831 = -1277102.167132 nChanged 12 SP:Iteration 116Q (1502.889518 sec): 3 clusters Score: Raw -1280302.572294 + Penalty 3196.442831 = -1277106.129463 nChanged 10 SP:Iteration 117Q (1502.970852 sec): 3 clusters Score: Raw -1280306.997715 + Penalty 3196.442831 = -1277110.554884 nChanged 11 SP:Iteration 118Q (1503.046659 sec): 3 clusters Score: Raw -1280311.769562 + Penalty 3196.442831 = -1277115.326731 nChanged 10 SP:Iteration 119Q (1503.114932 sec): 3 clusters Score: Raw -1280314.715054 + Penalty 3196.442831 = -1277118.272223 nChanged 9 SP:Iteration 120F (1503.196899 sec): 3 clusters Score: Raw -1280318.365108 + Penalty 3196.442831 = -1277121.922276 nChanged 8 SP:Iteration 121Q (1503.260088 sec): 3 clusters Score: Raw -1280321.109071 + Penalty 3196.442831 = -1277124.666239 nChanged 10 SP:Iteration 122Q (1503.338038 sec): 3 clusters Score: Raw -1280323.948381 + Penalty 3196.442831 = -1277127.505550 nChanged 6 SP:Iteration 123Q (1503.419863 sec): 3 clusters Score: Raw -1280326.935777 + Penalty 3196.442831 = -1277130.492946 nChanged 5 SP:Iteration 124Q (1503.492608 sec): 3 clusters Score: Raw -1280329.094803 + Penalty 3196.442831 = -1277132.651972 nChanged 3 SP:Iteration 125Q (1503.570987 sec): 3 clusters Score: Raw -1280330.474137 + Penalty 3196.442831 = -1277134.031306 nChanged 4 SP:Iteration 126Q (1503.642345 sec): 3 clusters Score: Raw -1280331.414870 + Penalty 3196.442831 = -1277134.972039 nChanged 3 SP:Iteration 127Q (1503.720529 sec): 3 clusters Score: Raw -1280332.298198 + Penalty 3196.442831 = -1277135.855367 nChanged 3 SP:Iteration 128Q (1503.783968 sec): 3 clusters Score: Raw -1280333.052998 + Penalty 3196.442831 = -1277136.610166 nChanged 5 SP:Iteration 129Q (1503.868433 sec): 3 clusters Score: Raw -1280334.480644 + Penalty 3196.442831 = -1277138.037813 nChanged 3 SP:Iteration 130Q (1503.942810 sec): 3 clusters Score: Raw -1280335.192284 + Penalty 3196.442831 = -1277138.749452 nChanged 3 SP:Iteration 131Q (1504.016176 sec): 3 clusters Score: Raw -1280336.038637 + Penalty 3196.442831 = -1277139.595806 nChanged 5 SP:Iteration 132Q (1504.090490 sec): 3 clusters Score: Raw -1280338.022136 + Penalty 3196.442831 = -1277141.579305 nChanged 5 SP:Iteration 133Q (1504.164704 sec): 3 clusters Score: Raw -1280340.670451 + Penalty 3196.442831 = -1277144.227620 nChanged 2 SP:Iteration 134Q (1504.236921 sec): 3 clusters Score: Raw -1280341.717724 + Penalty 3196.442831 = -1277145.274893 nChanged 5 SP:Iteration 135Q (1504.315125 sec): 3 clusters Score: Raw -1280343.231702 + Penalty 3196.442831 = -1277146.788871 nChanged 3 SP:Iteration 136Q (1504.388873 sec): 3 clusters Score: Raw -1280343.840692 + Penalty 3196.442831 = -1277147.397861 nChanged 2 SP:Iteration 137Q (1504.464056 sec): 3 clusters Score: Raw -1280344.487086 + Penalty 3196.442831 = -1277148.044255 nChanged 1 SP:Iteration 138Q (1504.539480 sec): 3 clusters Score: Raw -1280345.159083 + Penalty 3196.442831 = -1277148.716252 nChanged 3 SP:Iteration 139Q (1504.615344 sec): 3 clusters Score: Raw -1280345.911369 + Penalty 3196.442831 = -1277149.468537 nChanged 2 SP:Iteration 140F (1504.696647 sec): 3 clusters Score: Raw -1280346.375716 + Penalty 3196.442831 = -1277149.932885 nChanged 3 SP:Iteration 141Q (1504.769827 sec): 3 clusters Score: Raw -1280347.598917 + Penalty 3196.442831 = -1277151.156086 nChanged 4 SP:Iteration 142Q (1504.842716 sec): 3 clusters Score: Raw -1280348.848378 + Penalty 3196.442831 = -1277152.405546 nChanged 3 SP:Iteration 143Q (1504.915386 sec): 3 clusters Score: Raw -1280350.594431 + Penalty 3196.442831 = -1277154.151600 nChanged 7 SP:Iteration 144Q (1504.981702 sec): 3 clusters Score: Raw -1280352.772720 + Penalty 3196.442831 = -1277156.329888 nChanged 4 SP:Iteration 145Q (1505.063681 sec): 3 clusters Score: Raw -1280354.248174 + Penalty 3196.442831 = -1277157.805342 nChanged 6 SP:Iteration 146Q (1505.131836 sec): 3 clusters Score: Raw -1280356.594693 + Penalty 3196.442831 = -1277160.151861 nChanged 3 SP:Iteration 147Q (1505.209396 sec): 3 clusters Score: Raw -1280357.676882 + Penalty 3196.442831 = -1277161.234051 nChanged 5 SP:Iteration 148Q (1505.283731 sec): 3 clusters Score: Raw -1280359.465544 + Penalty 3196.442831 = -1277163.022713 nChanged 1 SP:Iteration 149Q (1505.350488 sec): 3 clusters Score: Raw -1280360.167279 + Penalty 3196.442831 = -1277163.724448 nChanged 5 SP:Iteration 150Q (1505.417110 sec): 3 clusters Score: Raw -1280362.347366 + Penalty 3196.442831 = -1277165.904534 nChanged 5 SP:Iteration 151Q (1505.498507 sec): 3 clusters Score: Raw -1280364.802021 + Penalty 3196.442831 = -1277168.359190 nChanged 5 SP:Iteration 152Q (1505.571784 sec): 3 clusters Score: Raw -1280366.817490 + Penalty 3196.442831 = -1277170.374658 nChanged 3 SP:Iteration 153Q (1505.644421 sec): 3 clusters Score: Raw -1280367.582541 + Penalty 3196.442831 = -1277171.139709 nChanged 2 SP:Iteration 154Q (1505.716794 sec): 3 clusters Score: Raw -1280368.202347 + Penalty 3196.442831 = -1277171.759516 nChanged 5 SP:Iteration 155Q (1505.790651 sec): 3 clusters Score: Raw -1280369.621220 + Penalty 3196.442831 = -1277173.178389 nChanged 2 SP:Iteration 156Q (1505.864170 sec): 3 clusters Score: Raw -1280371.126887 + Penalty 3196.442831 = -1277174.684056 nChanged 1 SP:Iteration 157Q (1505.937792 sec): 3 clusters Score: Raw -1280372.288466 + Penalty 3196.442831 = -1277175.845634 nChanged 5 SP:Iteration 158Q (1506.010965 sec): 3 clusters Score: Raw -1280374.110098 + Penalty 3196.442831 = -1277177.667266 nChanged 6 SP:Iteration 159Q (1506.084091 sec): 3 clusters Score: Raw -1280376.011510 + Penalty 3196.442831 = -1277179.568679 nChanged 6 SP:Iteration 160F (1506.151389 sec): 3 clusters Score: Raw -1280377.744392 + Penalty 3196.442831 = -1277181.301560 nChanged 4 SP:Iteration 161Q (1506.236708 sec): 3 clusters Score: Raw -1280379.137545 + Penalty 3196.442831 = -1277182.694714 nChanged 5 SP:Iteration 162Q (1506.312974 sec): 3 clusters Score: Raw -1280381.151332 + Penalty 3196.442831 = -1277184.708500 nChanged 5 SP:Iteration 163Q (1506.391351 sec): 3 clusters Score: Raw -1280383.021574 + Penalty 3196.442831 = -1277186.578743 nChanged 7 SP:Iteration 164Q (1506.466893 sec): 3 clusters Score: Raw -1280385.705739 + Penalty 3196.442831 = -1277189.262908 nChanged 2 SP:Iteration 165Q (1506.541299 sec): 3 clusters Score: Raw -1280386.262940 + Penalty 3196.442831 = -1277189.820109 nChanged 2 SP:Iteration 166Q (1506.613267 sec): 3 clusters Score: Raw -1280387.492211 + Penalty 3196.442831 = -1277191.049380 nChanged 4 SP:Iteration 167Q (1506.689269 sec): 3 clusters Score: Raw -1280388.835298 + Penalty 3196.442831 = -1277192.392467 nChanged 5 SP:Iteration 168Q (1506.749945 sec): 3 clusters Score: Raw -1280390.161334 + Penalty 3196.442831 = -1277193.718503 nChanged 4 SP:Iteration 169Q (1506.828007 sec): 3 clusters Score: Raw -1280391.738930 + Penalty 3196.442831 = -1277195.296099 nChanged 3 SP:Iteration 170Q (1506.903058 sec): 3 clusters Score: Raw -1280393.241906 + Penalty 3196.442831 = -1277196.799075 nChanged 1 SP:Iteration 171Q (1506.970476 sec): 3 clusters Score: Raw -1280393.516472 + Penalty 3196.442831 = -1277197.073640 nChanged 3 SP:Iteration 172Q (1507.055974 sec): 3 clusters Score: Raw -1280394.482289 + Penalty 3196.442831 = -1277198.039457 nChanged 4 SP:Iteration 173Q (1507.118328 sec): 3 clusters Score: Raw -1280395.707602 + Penalty 3196.442831 = -1277199.264770 nChanged 3 SP:Iteration 174Q (1507.192642 sec): 3 clusters Score: Raw -1280396.711050 + Penalty 3196.442831 = -1277200.268219 nChanged 2 SP:Iteration 175Q (1507.269271 sec): 3 clusters Score: Raw -1280397.861090 + Penalty 3196.442831 = -1277201.418259 nChanged 4 SP:Iteration 176Q (1507.335099 sec): 3 clusters Score: Raw -1280399.870939 + Penalty 3196.442831 = -1277203.428108 nChanged 4 SP:Iteration 177Q (1507.416371 sec): 3 clusters Score: Raw -1280402.437639 + Penalty 3196.442831 = -1277205.994807 nChanged 7 SP:Iteration 178Q (1507.488572 sec): 3 clusters Score: Raw -1280405.383634 + Penalty 3196.442831 = -1277208.940803 nChanged 4 SP:Iteration 179Q (1507.563673 sec): 3 clusters Score: Raw -1280406.696064 + Penalty 3196.442831 = -1277210.253233 nChanged 1 SP:Iteration 180F (1507.637494 sec): 3 clusters Score: Raw -1280406.898913 + Penalty 3196.442831 = -1277210.456081 nChanged 3 SP:Iteration 181Q (1507.711825 sec): 3 clusters Score: Raw -1280407.806348 + Penalty 3196.442831 = -1277211.363516 nChanged 1 SP:Iteration 182Q (1507.790415 sec): 3 clusters Score: Raw -1280408.183194 + Penalty 3196.442831 = -1277211.740363 nChanged 2 SP:Iteration 183Q (1507.863821 sec): 3 clusters Score: Raw -1280408.545158 + Penalty 3196.442831 = -1277212.102326 nChanged 1 SP:Iteration 184Q (1507.933917 sec): 3 clusters Score: Raw -1280408.719059 + Penalty 3196.442831 = -1277212.276228 nChanged 1 SP:Iteration 185Q (1508.010700 sec): 3 clusters Score: Raw -1280409.053527 + Penalty 3196.442831 = -1277212.610696 nChanged 1 SP:Iteration 186Q (1508.073130 sec): 3 clusters Score: Raw -1280409.645000 + Penalty 3196.442831 = -1277213.202169 nChanged 2 SP:Iteration 187Q (1508.148134 sec): 3 clusters Score: Raw -1280410.627965 + Penalty 3196.442831 = -1277214.185134 nChanged 3 SP:Iteration 188Q (1508.221675 sec): 3 clusters Score: Raw -1280411.991080 + Penalty 3196.442831 = -1277215.548248 nChanged 3 SP:Iteration 189Q (1508.291830 sec): 3 clusters Score: Raw -1280413.945186 + Penalty 3196.442831 = -1277217.502355 nChanged 2 SP:Iteration 190Q (1508.374657 sec): 3 clusters Score: Raw -1280415.024442 + Penalty 3196.442831 = -1277218.581610 nChanged 3 SP:Iteration 191Q (1508.445314 sec): 3 clusters Score: Raw -1280416.035754 + Penalty 3196.442831 = -1277219.592923 nChanged 3 SP:Iteration 192Q (1508.512598 sec): 3 clusters Score: Raw -1280417.439037 + Penalty 3196.442831 = -1277220.996205 nChanged 2 SP:Iteration 193Q (1508.593181 sec): 3 clusters Score: Raw -1280418.112103 + Penalty 3196.442831 = -1277221.669271 nChanged 1 SP:Iteration 194Q (1508.666031 sec): 3 clusters Score: Raw -1280418.522038 + Penalty 3196.442831 = -1277222.079206 nChanged 2 SP:Iteration 195Q (1508.740559 sec): 3 clusters Score: Raw -1280419.197432 + Penalty 3196.442831 = -1277222.754601 nChanged 1 SP:Iteration 196Q (1508.808001 sec): 3 clusters Score: Raw -1280419.767126 + Penalty 3196.442831 = -1277223.324294 nChanged 3 SP:Iteration 197Q (1508.880945 sec): 3 clusters Score: Raw -1280421.110086 + Penalty 3196.442831 = -1277224.667255 nChanged 2 SP:Iteration 198Q (1508.961770 sec): 3 clusters Score: Raw -1280422.101171 + Penalty 3196.442831 = -1277225.658340 nChanged 2 SP:Iteration 199Q (1509.030440 sec): 3 clusters Score: Raw -1280422.968501 + Penalty 3196.442831 = -1277226.525670 nChanged 1 SP:Iteration 200F (1509.118591 sec): 3 clusters Score: Raw -1280423.351581 + Penalty 3196.442831 = -1277226.908749 nChanged 1 SP:Iteration 201Q (1509.183179 sec): 3 clusters Score: Raw -1280423.615989 + Penalty 3196.442831 = -1277227.173157 nChanged 1 SP:Iteration 202Q (1509.266411 sec): 3 clusters Score: Raw -1280424.460298 + Penalty 3196.442831 = -1277228.017467 nChanged 1 SP:Iteration 203Q (1509.329680 sec): 3 clusters Score: Raw -1280425.769628 + Penalty 3196.442831 = -1277229.326796 nChanged 3 SP:Iteration 204Q (1509.405266 sec): 3 clusters Score: Raw -1280426.785012 + Penalty 3196.442831 = -1277230.342181 nChanged 1 SP:Iteration 205Q (1509.470075 sec): 3 clusters Score: Raw -1280427.005706 + Penalty 3196.442831 = -1277230.562875 nChanged 0 SP:Iteration 206F (1509.548935 sec): 3 clusters Score: Raw -1280427.005706 + Penalty 3196.442831 = -1277230.562875 nChanged 0 Trying to split cluster 25 (1214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1509.585699 sec): 2 clusters Score: Raw -80761.968248 + Penalty 1154.022345 = -79607.945903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1509.636032 sec): 3 clusters Score: Raw -80325.436387 + Penalty 2308.044691 = -78017.391696 nChanged 397 SP:Iteration 1F (1509.688978 sec): 3 clusters Score: Raw -80638.993185 + Penalty 2308.044691 = -78330.948494 nChanged 80 SP:Iteration 2F (1509.738588 sec): 3 clusters Score: Raw -80724.128762 + Penalty 2308.044691 = -78416.084071 nChanged 59 SP:Iteration 3Q (1509.786987 sec): 3 clusters Score: Raw -80778.077723 + Penalty 2308.044691 = -78470.033032 nChanged 33 SP:Iteration 4Q (1509.825434 sec): 3 clusters Score: Raw -80806.509372 + Penalty 2308.044691 = -78498.464681 nChanged 22 SP:Iteration 5Q (1509.878441 sec): 3 clusters Score: Raw -80825.985270 + Penalty 2308.044691 = -78517.940579 nChanged 17 SP:Iteration 6Q (1509.927329 sec): 3 clusters Score: Raw -80845.485684 + Penalty 2308.044691 = -78537.440993 nChanged 18 SP:Iteration 7Q (1509.976843 sec): 3 clusters Score: Raw -80858.766723 + Penalty 2308.044691 = -78550.722032 nChanged 15 SP:Iteration 8Q (1510.020735 sec): 3 clusters Score: Raw -80871.745509 + Penalty 2308.044691 = -78563.700818 nChanged 12 SP:Iteration 9Q (1510.071923 sec): 3 clusters Score: Raw -80879.674696 + Penalty 2308.044691 = -78571.630006 nChanged 4 SP:Iteration 10Q (1510.120447 sec): 3 clusters Score: Raw -80883.670512 + Penalty 2308.044691 = -78575.625822 nChanged 7 SP:Iteration 11Q (1510.159491 sec): 3 clusters Score: Raw -80887.781431 + Penalty 2308.044691 = -78579.736740 nChanged 6 SP:Iteration 12Q (1510.215903 sec): 3 clusters Score: Raw -80892.543600 + Penalty 2308.044691 = -78584.498909 nChanged 6 SP:Iteration 13Q (1510.254281 sec): 3 clusters Score: Raw -80895.628269 + Penalty 2308.044691 = -78587.583578 nChanged 5 SP:Iteration 14Q (1510.304243 sec): 3 clusters Score: Raw -80897.800675 + Penalty 2308.044691 = -78589.755984 nChanged 1 SP:Iteration 15Q (1510.355151 sec): 3 clusters Score: Raw -80898.004386 + Penalty 2308.044691 = -78589.959696 nChanged 1 SP:Iteration 16Q (1510.401222 sec): 3 clusters Score: Raw -80898.526091 + Penalty 2308.044691 = -78590.481400 nChanged 0 SP:Iteration 17F (1510.444018 sec): 3 clusters Score: Raw -80898.526091 + Penalty 2308.044691 = -78590.481400 nChanged 0 Trying to split cluster 26 (4659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1510.480437 sec): 2 clusters Score: Raw -321816.602959 + Penalty 1372.565368 = -320444.037591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1510.525673 sec): 3 clusters Score: Raw -319416.278269 + Penalty 2745.130736 = -316671.147533 nChanged 1894 SP:Iteration 1F (1510.578866 sec): 3 clusters Score: Raw -320486.264270 + Penalty 2745.130736 = -317741.133534 nChanged 380 SP:Iteration 2F (1510.641224 sec): 3 clusters Score: Raw -320746.475916 + Penalty 2745.130736 = -318001.345180 nChanged 304 SP:Iteration 3F (1510.699494 sec): 3 clusters Score: Raw -320940.175309 + Penalty 2745.130736 = -318195.044573 nChanged 238 SP:Iteration 4F (1510.753108 sec): 3 clusters Score: Raw -321080.429423 + Penalty 2745.130736 = -318335.298687 nChanged 228 SP:Iteration 5Q (1510.807665 sec): 3 clusters Score: Raw -321226.141232 + Penalty 2745.130736 = -318481.010496 nChanged 216 SP:Iteration 6Q (1510.863127 sec): 3 clusters Score: Raw -321364.972471 + Penalty 2745.130736 = -318619.841734 nChanged 230 SP:Iteration 7Q (1510.920451 sec): 3 clusters Score: Raw -321533.109564 + Penalty 2745.130736 = -318787.978828 nChanged 213 SP:Iteration 8Q (1510.975323 sec): 3 clusters Score: Raw -321691.477244 + Penalty 2745.130736 = -318946.346508 nChanged 187 SP:Iteration 9Q (1511.021575 sec): 3 clusters Score: Raw -321834.375423 + Penalty 2745.130736 = -319089.244686 nChanged 159 SP:Iteration 10Q (1511.074105 sec): 3 clusters Score: Raw -321944.215810 + Penalty 2745.130736 = -319199.085074 nChanged 98 SP:Iteration 11Q (1511.133932 sec): 3 clusters Score: Raw -322008.791865 + Penalty 2745.130736 = -319263.661129 nChanged 71 SP:Iteration 12Q (1511.183060 sec): 3 clusters Score: Raw -322053.002823 + Penalty 2745.130736 = -319307.872087 nChanged 62 SP:Iteration 13Q (1511.233239 sec): 3 clusters Score: Raw -322088.249760 + Penalty 2745.130736 = -319343.119023 nChanged 41 SP:Iteration 14Q (1511.284983 sec): 3 clusters Score: Raw -322108.910445 + Penalty 2745.130736 = -319363.779709 nChanged 34 SP:Iteration 15Q (1511.346184 sec): 3 clusters Score: Raw -322127.667560 + Penalty 2745.130736 = -319382.536823 nChanged 23 SP:Iteration 16Q (1511.387185 sec): 3 clusters Score: Raw -322138.083673 + Penalty 2745.130736 = -319392.952937 nChanged 21 SP:Iteration 17Q (1511.448060 sec): 3 clusters Score: Raw -322149.508134 + Penalty 2745.130736 = -319404.377397 nChanged 19 SP:Iteration 18Q (1511.502711 sec): 3 clusters Score: Raw -322157.827573 + Penalty 2745.130736 = -319412.696837 nChanged 17 SP:Iteration 19Q (1511.547391 sec): 3 clusters Score: Raw -322164.085406 + Penalty 2745.130736 = -319418.954670 nChanged 12 SP:Iteration 20F (1511.610745 sec): 3 clusters Score: Raw -322168.880771 + Penalty 2745.130736 = -319423.750034 nChanged 12 SP:Iteration 21Q (1511.655411 sec): 3 clusters Score: Raw -322173.359117 + Penalty 2745.130736 = -319428.228381 nChanged 8 SP:Iteration 22Q (1511.714701 sec): 3 clusters Score: Raw -322176.712710 + Penalty 2745.130736 = -319431.581973 nChanged 7 SP:Iteration 23Q (1511.759082 sec): 3 clusters Score: Raw -322179.386957 + Penalty 2745.130736 = -319434.256221 nChanged 9 SP:Iteration 24Q (1511.821464 sec): 3 clusters Score: Raw -322182.605487 + Penalty 2745.130736 = -319437.474751 nChanged 7 SP:Iteration 25Q (1511.882628 sec): 3 clusters Score: Raw -322185.843666 + Penalty 2745.130736 = -319440.712930 nChanged 6 SP:Iteration 26Q (1511.925372 sec): 3 clusters Score: Raw -322188.834323 + Penalty 2745.130736 = -319443.703587 nChanged 4 SP:Iteration 27Q (1511.981502 sec): 3 clusters Score: Raw -322189.736196 + Penalty 2745.130736 = -319444.605460 nChanged 2 SP:Iteration 28Q (1512.025210 sec): 3 clusters Score: Raw -322190.010993 + Penalty 2745.130736 = -319444.880256 nChanged 2 SP:Iteration 29Q (1512.077030 sec): 3 clusters Score: Raw -322190.355946 + Penalty 2745.130736 = -319445.225210 nChanged 1 SP:Iteration 30Q (1512.136309 sec): 3 clusters Score: Raw -322190.807650 + Penalty 2745.130736 = -319445.676914 nChanged 0 SP:Iteration 31F (1512.187837 sec): 3 clusters Score: Raw -322190.807650 + Penalty 2745.130736 = -319445.676914 nChanged 0 Trying to split cluster 27 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1512.212238 sec): 2 clusters Score: Raw -13408.449719 + Penalty 903.610765 = -12504.838954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1512.258495 sec): 3 clusters Score: Raw -13508.286322 + Penalty 1807.221530 = -11701.064791 nChanged 49 SP:Iteration 1F (1512.304361 sec): 3 clusters Score: Raw -13633.747305 + Penalty 1807.221530 = -11826.525775 nChanged 12 SP:Iteration 2Q (1512.346200 sec): 3 clusters Score: Raw -13721.580126 + Penalty 1807.221530 = -11914.358596 nChanged 8 SP:Iteration 3Q (1512.391215 sec): 3 clusters Score: Raw -13748.026471 + Penalty 1807.221530 = -11940.804941 nChanged 5 SP:Iteration 4Q (1512.438336 sec): 3 clusters Score: Raw -13760.933039 + Penalty 1807.221530 = -11953.711509 nChanged 2 SP:Iteration 5Q (1512.482784 sec): 3 clusters Score: Raw -13768.154252 + Penalty 1807.221530 = -11960.932722 nChanged 1 SP:Iteration 6Q (1512.531912 sec): 3 clusters Score: Raw -13773.965167 + Penalty 1807.221530 = -11966.743637 nChanged 0 SP:Iteration 7F (1512.583035 sec): 3 clusters Score: Raw -13773.965167 + Penalty 1807.221530 = -11966.743637 nChanged 0 Trying to split cluster 28 (2037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1512.602668 sec): 2 clusters Score: Raw -131973.402497 + Penalty 1238.125430 = -130735.277067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1512.656655 sec): 3 clusters Score: Raw -131104.144529 + Penalty 2476.250860 = -128627.893669 nChanged 677 SP:Iteration 1F (1512.712414 sec): 3 clusters Score: Raw -131535.695095 + Penalty 2476.250860 = -129059.444235 nChanged 152 SP:Iteration 2F (1512.753194 sec): 3 clusters Score: Raw -131651.906347 + Penalty 2476.250860 = -129175.655487 nChanged 119 SP:Iteration 3F (1512.805457 sec): 3 clusters Score: Raw -131745.654214 + Penalty 2476.250860 = -129269.403353 nChanged 88 SP:Iteration 4Q (1512.853854 sec): 3 clusters Score: Raw -131807.341411 + Penalty 2476.250860 = -129331.090551 nChanged 66 SP:Iteration 5Q (1512.901286 sec): 3 clusters Score: Raw -131861.440451 + Penalty 2476.250860 = -129385.189591 nChanged 61 SP:Iteration 6Q (1512.958643 sec): 3 clusters Score: Raw -131907.804368 + Penalty 2476.250860 = -129431.553507 nChanged 52 SP:Iteration 7Q (1513.000376 sec): 3 clusters Score: Raw -131944.169337 + Penalty 2476.250860 = -129467.918477 nChanged 51 SP:Iteration 8Q (1513.060121 sec): 3 clusters Score: Raw -131979.789817 + Penalty 2476.250860 = -129503.538957 nChanged 55 SP:Iteration 9Q (1513.114036 sec): 3 clusters Score: Raw -132015.806092 + Penalty 2476.250860 = -129539.555232 nChanged 45 SP:Iteration 10Q (1513.159197 sec): 3 clusters Score: Raw -132045.793061 + Penalty 2476.250860 = -129569.542200 nChanged 41 SP:Iteration 11Q (1513.214131 sec): 3 clusters Score: Raw -132080.156116 + Penalty 2476.250860 = -129603.905255 nChanged 48 SP:Iteration 12Q (1513.269738 sec): 3 clusters Score: Raw -132115.345819 + Penalty 2476.250860 = -129639.094959 nChanged 33 SP:Iteration 13Q (1513.320460 sec): 3 clusters Score: Raw -132136.443301 + Penalty 2476.250860 = -129660.192440 nChanged 25 SP:Iteration 14Q (1513.366238 sec): 3 clusters Score: Raw -132151.370290 + Penalty 2476.250860 = -129675.119430 nChanged 23 SP:Iteration 15Q (1513.409685 sec): 3 clusters Score: Raw -132166.759938 + Penalty 2476.250860 = -129690.509078 nChanged 22 SP:Iteration 16Q (1513.467611 sec): 3 clusters Score: Raw -132183.067224 + Penalty 2476.250860 = -129706.816364 nChanged 27 SP:Iteration 17Q (1513.521047 sec): 3 clusters Score: Raw -132205.404431 + Penalty 2476.250860 = -129729.153571 nChanged 24 SP:Iteration 18Q (1513.564628 sec): 3 clusters Score: Raw -132226.104303 + Penalty 2476.250860 = -129749.853442 nChanged 26 SP:Iteration 19Q (1513.614593 sec): 3 clusters Score: Raw -132248.495060 + Penalty 2476.250860 = -129772.244200 nChanged 19 SP:Iteration 20F (1513.661840 sec): 3 clusters Score: Raw -132267.748618 + Penalty 2476.250860 = -129791.497758 nChanged 20 SP:Iteration 21Q (1513.713365 sec): 3 clusters Score: Raw -132284.275147 + Penalty 2476.250860 = -129808.024287 nChanged 14 SP:Iteration 22Q (1513.770569 sec): 3 clusters Score: Raw -132293.269691 + Penalty 2476.250860 = -129817.018831 nChanged 10 SP:Iteration 23Q (1513.808206 sec): 3 clusters Score: Raw -132305.014451 + Penalty 2476.250860 = -129828.763591 nChanged 6 SP:Iteration 24Q (1513.858591 sec): 3 clusters Score: Raw -132313.400702 + Penalty 2476.250860 = -129837.149841 nChanged 7 SP:Iteration 25Q (1513.915688 sec): 3 clusters Score: Raw -132317.673493 + Penalty 2476.250860 = -129841.422633 nChanged 5 SP:Iteration 26Q (1513.965623 sec): 3 clusters Score: Raw -132322.369206 + Penalty 2476.250860 = -129846.118346 nChanged 5 SP:Iteration 27Q (1514.012988 sec): 3 clusters Score: Raw -132324.841512 + Penalty 2476.250860 = -129848.590652 nChanged 2 SP:Iteration 28Q (1514.064087 sec): 3 clusters Score: Raw -132325.649559 + Penalty 2476.250860 = -129849.398699 nChanged 0 SP:Iteration 29F (1514.123839 sec): 3 clusters Score: Raw -132325.649559 + Penalty 2476.250860 = -129849.398699 nChanged 0 Trying to split cluster 29 (1873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1514.155182 sec): 2 clusters Score: Raw -112653.048807 + Penalty 1224.485714 = -111428.563093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1514.207053 sec): 3 clusters Score: Raw -111910.076269 + Penalty 2448.971428 = -109461.104841 nChanged 650 SP:Iteration 1F (1514.254489 sec): 3 clusters Score: Raw -112400.536929 + Penalty 2448.971428 = -109951.565501 nChanged 148 SP:Iteration 2F (1514.297683 sec): 3 clusters Score: Raw -112533.986246 + Penalty 2448.971428 = -110085.014818 nChanged 86 SP:Iteration 3Q (1514.351199 sec): 3 clusters Score: Raw -112604.783445 + Penalty 2448.971428 = -110155.812016 nChanged 53 SP:Iteration 4Q (1514.402527 sec): 3 clusters Score: Raw -112640.966031 + Penalty 2448.971428 = -110191.994603 nChanged 40 SP:Iteration 5Q (1514.450034 sec): 3 clusters Score: Raw -112670.790188 + Penalty 2448.971428 = -110221.818760 nChanged 26 SP:Iteration 6Q (1514.497370 sec): 3 clusters Score: Raw -112691.531536 + Penalty 2448.971428 = -110242.560107 nChanged 28 SP:Iteration 7Q (1514.543430 sec): 3 clusters Score: Raw -112709.983673 + Penalty 2448.971428 = -110261.012244 nChanged 28 SP:Iteration 8Q (1514.577101 sec): 3 clusters Score: Raw -112728.326771 + Penalty 2448.971428 = -110279.355342 nChanged 20 SP:Iteration 9Q (1514.624866 sec): 3 clusters Score: Raw -112745.900604 + Penalty 2448.971428 = -110296.929175 nChanged 26 SP:Iteration 10Q (1514.680173 sec): 3 clusters Score: Raw -112765.853774 + Penalty 2448.971428 = -110316.882346 nChanged 26 SP:Iteration 11Q (1514.730044 sec): 3 clusters Score: Raw -112792.749851 + Penalty 2448.971428 = -110343.778423 nChanged 29 SP:Iteration 12Q (1514.764459 sec): 3 clusters Score: Raw -112818.487698 + Penalty 2448.971428 = -110369.516269 nChanged 25 SP:Iteration 13Q (1514.817819 sec): 3 clusters Score: Raw -112841.569681 + Penalty 2448.971428 = -110392.598253 nChanged 29 SP:Iteration 14Q (1514.857369 sec): 3 clusters Score: Raw -112873.071256 + Penalty 2448.971428 = -110424.099827 nChanged 30 SP:Iteration 15Q (1514.913146 sec): 3 clusters Score: Raw -112903.428655 + Penalty 2448.971428 = -110454.457226 nChanged 30 SP:Iteration 16Q (1514.962462 sec): 3 clusters Score: Raw -112933.280014 + Penalty 2448.971428 = -110484.308585 nChanged 31 SP:Iteration 17Q (1515.016361 sec): 3 clusters Score: Raw -112963.453741 + Penalty 2448.971428 = -110514.482313 nChanged 33 SP:Iteration 18Q (1515.057350 sec): 3 clusters Score: Raw -112990.445161 + Penalty 2448.971428 = -110541.473732 nChanged 21 SP:Iteration 19Q (1515.106442 sec): 3 clusters Score: Raw -113002.806156 + Penalty 2448.971428 = -110553.834728 nChanged 12 SP:Iteration 20F (1515.154609 sec): 3 clusters Score: Raw -113011.393282 + Penalty 2448.971428 = -110562.421853 nChanged 7 SP:Iteration 21Q (1515.200247 sec): 3 clusters Score: Raw -113015.247056 + Penalty 2448.971428 = -110566.275627 nChanged 4 SP:Iteration 22Q (1515.245903 sec): 3 clusters Score: Raw -113019.773817 + Penalty 2448.971428 = -110570.802389 nChanged 11 SP:Iteration 23Q (1515.297704 sec): 3 clusters Score: Raw -113027.919942 + Penalty 2448.971428 = -110578.948513 nChanged 7 SP:Iteration 24Q (1515.353481 sec): 3 clusters Score: Raw -113037.132296 + Penalty 2448.971428 = -110588.160868 nChanged 14 SP:Iteration 25Q (1515.403286 sec): 3 clusters Score: Raw -113045.152944 + Penalty 2448.971428 = -110596.181515 nChanged 7 SP:Iteration 26Q (1515.449208 sec): 3 clusters Score: Raw -113048.974935 + Penalty 2448.971428 = -110600.003507 nChanged 7 SP:Iteration 27Q (1515.498935 sec): 3 clusters Score: Raw -113051.907092 + Penalty 2448.971428 = -110602.935664 nChanged 9 SP:Iteration 28Q (1515.546199 sec): 3 clusters Score: Raw -113056.259316 + Penalty 2448.971428 = -110607.287888 nChanged 9 SP:Iteration 29Q (1515.590789 sec): 3 clusters Score: Raw -113060.334455 + Penalty 2448.971428 = -110611.363027 nChanged 6 SP:Iteration 30Q (1515.637024 sec): 3 clusters Score: Raw -113062.754325 + Penalty 2448.971428 = -110613.782897 nChanged 4 SP:Iteration 31Q (1515.695771 sec): 3 clusters Score: Raw -113063.851864 + Penalty 2448.971428 = -110614.880435 nChanged 1 SP:Iteration 32Q (1515.740046 sec): 3 clusters Score: Raw -113064.224877 + Penalty 2448.971428 = -110615.253448 nChanged 1 SP:Iteration 33Q (1515.790862 sec): 3 clusters Score: Raw -113064.401052 + Penalty 2448.971428 = -110615.429623 nChanged 0 SP:Iteration 34F (1515.835545 sec): 3 clusters Score: Raw -113064.401052 + Penalty 2448.971428 = -110615.429623 nChanged 0 Trying to split cluster 30 (4498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1515.858394 sec): 2 clusters Score: Raw -267496.701865 + Penalty 1366.850572 = -266129.851294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1515.913071 sec): 3 clusters Score: Raw -265191.456373 + Penalty 2733.701143 = -262457.755230 nChanged 1859 SP:Iteration 1F (1515.962430 sec): 3 clusters Score: Raw -266337.765111 + Penalty 2733.701143 = -263604.063968 nChanged 349 SP:Iteration 2F (1516.024809 sec): 3 clusters Score: Raw -266592.841623 + Penalty 2733.701143 = -263859.140480 nChanged 276 SP:Iteration 3F (1516.071708 sec): 3 clusters Score: Raw -266815.268305 + Penalty 2733.701143 = -264081.567162 nChanged 250 SP:Iteration 4F (1516.131227 sec): 3 clusters Score: Raw -267015.025111 + Penalty 2733.701143 = -264281.323968 nChanged 238 SP:Iteration 5F (1516.185800 sec): 3 clusters Score: Raw -267188.892836 + Penalty 2733.701143 = -264455.191693 nChanged 217 SP:Iteration 6Q (1516.230853 sec): 3 clusters Score: Raw -267354.301159 + Penalty 2733.701143 = -264620.600016 nChanged 188 SP:Iteration 7Q (1516.286916 sec): 3 clusters Score: Raw -267477.447277 + Penalty 2733.701143 = -264743.746134 nChanged 151 SP:Iteration 8Q (1516.346551 sec): 3 clusters Score: Raw -267560.724326 + Penalty 2733.701143 = -264827.023183 nChanged 106 SP:Iteration 9Q (1516.395421 sec): 3 clusters Score: Raw -267612.327834 + Penalty 2733.701143 = -264878.626691 nChanged 85 SP:Iteration 10Q (1516.457650 sec): 3 clusters Score: Raw -267654.901281 + Penalty 2733.701143 = -264921.200138 nChanged 71 SP:Iteration 11Q (1516.510174 sec): 3 clusters Score: Raw -267684.671777 + Penalty 2733.701143 = -264950.970634 nChanged 48 SP:Iteration 12Q (1516.566850 sec): 3 clusters Score: Raw -267702.128415 + Penalty 2733.701143 = -264968.427272 nChanged 40 SP:Iteration 13Q (1516.610701 sec): 3 clusters Score: Raw -267715.241396 + Penalty 2733.701143 = -264981.540253 nChanged 39 SP:Iteration 14Q (1516.676375 sec): 3 clusters Score: Raw -267725.848974 + Penalty 2733.701143 = -264992.147831 nChanged 31 SP:Iteration 15Q (1516.716867 sec): 3 clusters Score: Raw -267735.100834 + Penalty 2733.701143 = -265001.399691 nChanged 26 SP:Iteration 16Q (1516.776825 sec): 3 clusters Score: Raw -267744.345090 + Penalty 2733.701143 = -265010.643946 nChanged 26 SP:Iteration 17Q (1516.831010 sec): 3 clusters Score: Raw -267753.559849 + Penalty 2733.701143 = -265019.858706 nChanged 28 SP:Iteration 18Q (1516.887140 sec): 3 clusters Score: Raw -267761.986963 + Penalty 2733.701143 = -265028.285820 nChanged 23 SP:Iteration 19Q (1516.938654 sec): 3 clusters Score: Raw -267769.230034 + Penalty 2733.701143 = -265035.528891 nChanged 17 SP:Iteration 20F (1516.993396 sec): 3 clusters Score: Raw -267774.722701 + Penalty 2733.701143 = -265041.021558 nChanged 16 SP:Iteration 21Q (1517.050197 sec): 3 clusters Score: Raw -267780.143126 + Penalty 2733.701143 = -265046.441983 nChanged 18 SP:Iteration 22Q (1517.092714 sec): 3 clusters Score: Raw -267784.737020 + Penalty 2733.701143 = -265051.035877 nChanged 14 SP:Iteration 23Q (1517.150480 sec): 3 clusters Score: Raw -267788.409712 + Penalty 2733.701143 = -265054.708569 nChanged 10 SP:Iteration 24Q (1517.209012 sec): 3 clusters Score: Raw -267790.663502 + Penalty 2733.701143 = -265056.962359 nChanged 10 SP:Iteration 25Q (1517.260762 sec): 3 clusters Score: Raw -267792.952511 + Penalty 2733.701143 = -265059.251368 nChanged 7 SP:Iteration 26Q (1517.312811 sec): 3 clusters Score: Raw -267794.375982 + Penalty 2733.701143 = -265060.674839 nChanged 5 SP:Iteration 27Q (1517.367087 sec): 3 clusters Score: Raw -267794.999348 + Penalty 2733.701143 = -265061.298205 nChanged 4 SP:Iteration 28Q (1517.405857 sec): 3 clusters Score: Raw -267795.727803 + Penalty 2733.701143 = -265062.026660 nChanged 3 SP:Iteration 29Q (1517.462752 sec): 3 clusters Score: Raw -267796.387550 + Penalty 2733.701143 = -265062.686407 nChanged 2 SP:Iteration 30Q (1517.516024 sec): 3 clusters Score: Raw -267796.744215 + Penalty 2733.701143 = -265063.043072 nChanged 0 SP:Iteration 31F (1517.582189 sec): 3 clusters Score: Raw -267796.744215 + Penalty 2733.701143 = -265063.043072 nChanged 0 Trying to split cluster 31 (1725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1517.609149 sec): 2 clusters Score: Raw -118000.561043 + Penalty 1211.109629 = -116789.451414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1517.658035 sec): 3 clusters Score: Raw -117303.037954 + Penalty 2422.219257 = -114880.818697 nChanged 576 SP:Iteration 1F (1517.709457 sec): 3 clusters Score: Raw -117681.166211 + Penalty 2422.219257 = -115258.946954 nChanged 122 SP:Iteration 2F (1517.754168 sec): 3 clusters Score: Raw -117781.312247 + Penalty 2422.219257 = -115359.092990 nChanged 74 SP:Iteration 3Q (1517.800433 sec): 3 clusters Score: Raw -117832.098160 + Penalty 2422.219257 = -115409.878903 nChanged 47 SP:Iteration 4Q (1517.848465 sec): 3 clusters Score: Raw -117868.522139 + Penalty 2422.219257 = -115446.302882 nChanged 36 SP:Iteration 5Q (1517.892682 sec): 3 clusters Score: Raw -117890.508569 + Penalty 2422.219257 = -115468.289312 nChanged 28 SP:Iteration 6Q (1517.945655 sec): 3 clusters Score: Raw -117909.857963 + Penalty 2422.219257 = -115487.638706 nChanged 21 SP:Iteration 7Q (1517.990340 sec): 3 clusters Score: Raw -117925.289006 + Penalty 2422.219257 = -115503.069748 nChanged 22 SP:Iteration 8Q (1518.042396 sec): 3 clusters Score: Raw -117937.081915 + Penalty 2422.219257 = -115514.862658 nChanged 17 SP:Iteration 9Q (1518.087821 sec): 3 clusters Score: Raw -117945.262067 + Penalty 2422.219257 = -115523.042809 nChanged 15 SP:Iteration 10Q (1518.134214 sec): 3 clusters Score: Raw -117952.611832 + Penalty 2422.219257 = -115530.392575 nChanged 15 SP:Iteration 11Q (1518.170840 sec): 3 clusters Score: Raw -117962.146006 + Penalty 2422.219257 = -115539.926748 nChanged 12 SP:Iteration 12Q (1518.226835 sec): 3 clusters Score: Raw -117969.045338 + Penalty 2422.219257 = -115546.826081 nChanged 8 SP:Iteration 13Q (1518.274197 sec): 3 clusters Score: Raw -117972.953351 + Penalty 2422.219257 = -115550.734094 nChanged 9 SP:Iteration 14Q (1518.314497 sec): 3 clusters Score: Raw -117979.680960 + Penalty 2422.219257 = -115557.461703 nChanged 12 SP:Iteration 15Q (1518.357217 sec): 3 clusters Score: Raw -117985.137906 + Penalty 2422.219257 = -115562.918649 nChanged 10 SP:Iteration 16Q (1518.403964 sec): 3 clusters Score: Raw -117990.906525 + Penalty 2422.219257 = -115568.687268 nChanged 12 SP:Iteration 17Q (1518.455811 sec): 3 clusters Score: Raw -117997.751416 + Penalty 2422.219257 = -115575.532159 nChanged 12 SP:Iteration 18Q (1518.503951 sec): 3 clusters Score: Raw -118005.579761 + Penalty 2422.219257 = -115583.360504 nChanged 8 SP:Iteration 19Q (1518.551952 sec): 3 clusters Score: Raw -118010.225604 + Penalty 2422.219257 = -115588.006347 nChanged 11 SP:Iteration 20F (1518.609996 sec): 3 clusters Score: Raw -118017.548520 + Penalty 2422.219257 = -115595.329263 nChanged 8 SP:Iteration 21Q (1518.655902 sec): 3 clusters Score: Raw -118023.932552 + Penalty 2422.219257 = -115601.713295 nChanged 11 SP:Iteration 22Q (1518.701304 sec): 3 clusters Score: Raw -118030.198922 + Penalty 2422.219257 = -115607.979665 nChanged 11 SP:Iteration 23Q (1518.748442 sec): 3 clusters Score: Raw -118035.630305 + Penalty 2422.219257 = -115613.411047 nChanged 7 SP:Iteration 24Q (1518.793608 sec): 3 clusters Score: Raw -118038.671082 + Penalty 2422.219257 = -115616.451825 nChanged 7 SP:Iteration 25Q (1518.832599 sec): 3 clusters Score: Raw -118042.919687 + Penalty 2422.219257 = -115620.700430 nChanged 10 SP:Iteration 26Q (1518.881551 sec): 3 clusters Score: Raw -118049.360014 + Penalty 2422.219257 = -115627.140757 nChanged 13 SP:Iteration 27Q (1518.924429 sec): 3 clusters Score: Raw -118061.218387 + Penalty 2422.219257 = -115638.999130 nChanged 14 SP:Iteration 28Q (1518.980168 sec): 3 clusters Score: Raw -118070.697586 + Penalty 2422.219257 = -115648.478329 nChanged 12 SP:Iteration 29Q (1519.024343 sec): 3 clusters Score: Raw -118076.782778 + Penalty 2422.219257 = -115654.563521 nChanged 13 SP:Iteration 30Q (1519.063568 sec): 3 clusters Score: Raw -118083.573425 + Penalty 2422.219257 = -115661.354168 nChanged 14 SP:Iteration 31Q (1519.109780 sec): 3 clusters Score: Raw -118094.696435 + Penalty 2422.219257 = -115672.477178 nChanged 16 SP:Iteration 32Q (1519.159760 sec): 3 clusters Score: Raw -118102.732152 + Penalty 2422.219257 = -115680.512895 nChanged 16 SP:Iteration 33Q (1519.210859 sec): 3 clusters Score: Raw -118112.373721 + Penalty 2422.219257 = -115690.154464 nChanged 15 SP:Iteration 34Q (1519.263533 sec): 3 clusters Score: Raw -118119.939782 + Penalty 2422.219257 = -115697.720525 nChanged 10 SP:Iteration 35Q (1519.296230 sec): 3 clusters Score: Raw -118125.456201 + Penalty 2422.219257 = -115703.236944 nChanged 12 SP:Iteration 36Q (1519.346605 sec): 3 clusters Score: Raw -118129.342468 + Penalty 2422.219257 = -115707.123211 nChanged 3 SP:Iteration 37Q (1519.391594 sec): 3 clusters Score: Raw -118130.227932 + Penalty 2422.219257 = -115708.008675 nChanged 4 SP:Iteration 38Q (1519.445850 sec): 3 clusters Score: Raw -118131.623023 + Penalty 2422.219257 = -115709.403766 nChanged 3 SP:Iteration 39Q (1519.489235 sec): 3 clusters Score: Raw -118132.884070 + Penalty 2422.219257 = -115710.664813 nChanged 2 SP:Iteration 40F (1519.532737 sec): 3 clusters Score: Raw -118133.215501 + Penalty 2422.219257 = -115710.996244 nChanged 1 SP:Iteration 41Q (1519.585237 sec): 3 clusters Score: Raw -118133.715124 + Penalty 2422.219257 = -115711.495867 nChanged 2 SP:Iteration 42Q (1519.630242 sec): 3 clusters Score: Raw -118135.160805 + Penalty 2422.219257 = -115712.941548 nChanged 4 SP:Iteration 43Q (1519.676944 sec): 3 clusters Score: Raw -118136.813832 + Penalty 2422.219257 = -115714.594575 nChanged 2 SP:Iteration 44Q (1519.720931 sec): 3 clusters Score: Raw -118137.984647 + Penalty 2422.219257 = -115715.765390 nChanged 3 SP:Iteration 45Q (1519.766762 sec): 3 clusters Score: Raw -118139.219997 + Penalty 2422.219257 = -115717.000740 nChanged 2 SP:Iteration 46Q (1519.825025 sec): 3 clusters Score: Raw -118139.691754 + Penalty 2422.219257 = -115717.472496 nChanged 2 SP:Iteration 47Q (1519.877245 sec): 3 clusters Score: Raw -118140.134734 + Penalty 2422.219257 = -115717.915477 nChanged 3 SP:Iteration 48Q (1519.926490 sec): 3 clusters Score: Raw -118140.671279 + Penalty 2422.219257 = -115718.452021 nChanged 2 SP:Iteration 49Q (1519.975985 sec): 3 clusters Score: Raw -118141.639997 + Penalty 2422.219257 = -115719.420740 nChanged 3 SP:Iteration 50Q (1520.025542 sec): 3 clusters Score: Raw -118143.025201 + Penalty 2422.219257 = -115720.805944 nChanged 2 SP:Iteration 51Q (1520.079356 sec): 3 clusters Score: Raw -118144.136563 + Penalty 2422.219257 = -115721.917306 nChanged 2 SP:Iteration 52Q (1520.133260 sec): 3 clusters Score: Raw -118146.145092 + Penalty 2422.219257 = -115723.925835 nChanged 2 SP:Iteration 53Q (1520.176983 sec): 3 clusters Score: Raw -118147.541608 + Penalty 2422.219257 = -115725.322351 nChanged 3 SP:Iteration 54Q (1520.221807 sec): 3 clusters Score: Raw -118149.034354 + Penalty 2422.219257 = -115726.815097 nChanged 4 SP:Iteration 55Q (1520.275832 sec): 3 clusters Score: Raw -118151.929411 + Penalty 2422.219257 = -115729.710153 nChanged 4 SP:Iteration 56Q (1520.327578 sec): 3 clusters Score: Raw -118153.793826 + Penalty 2422.219257 = -115731.574569 nChanged 6 SP:Iteration 57Q (1520.374975 sec): 3 clusters Score: Raw -118157.745141 + Penalty 2422.219257 = -115735.525884 nChanged 2 SP:Iteration 58Q (1520.425054 sec): 3 clusters Score: Raw -118158.297405 + Penalty 2422.219257 = -115736.078148 nChanged 1 SP:Iteration 59Q (1520.472600 sec): 3 clusters Score: Raw -118159.058722 + Penalty 2422.219257 = -115736.839465 nChanged 0 SP:Iteration 60F (1520.519425 sec): 3 clusters Score: Raw -118159.058722 + Penalty 2422.219257 = -115736.839465 nChanged 0 Trying to split cluster 32 (21177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1520.576112 sec): 2 clusters Score: Raw -1378583.199815 + Penalty 1618.609032 = -1376964.590783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1520.660404 sec): 3 clusters Score: Raw -1365760.789895 + Penalty 3237.218064 = -1362523.571831 nChanged 9559 SP:Iteration 1F (1520.746599 sec): 3 clusters Score: Raw -1371113.090103 + Penalty 3237.218064 = -1367875.872039 nChanged 1143 SP:Iteration 2F (1520.829204 sec): 3 clusters Score: Raw -1371610.632084 + Penalty 3237.218064 = -1368373.414020 nChanged 1142 SP:Iteration 3F (1520.907735 sec): 3 clusters Score: Raw -1372161.300178 + Penalty 3237.218064 = -1368924.082114 nChanged 1100 SP:Iteration 4F (1520.992543 sec): 3 clusters Score: Raw -1372763.640829 + Penalty 3237.218064 = -1369526.422765 nChanged 1169 SP:Iteration 5F (1521.065606 sec): 3 clusters Score: Raw -1373475.589414 + Penalty 3237.218064 = -1370238.371350 nChanged 1284 SP:Iteration 6F (1521.156645 sec): 3 clusters Score: Raw -1374383.042600 + Penalty 3237.218064 = -1371145.824536 nChanged 1297 SP:Iteration 7F (1521.242111 sec): 3 clusters Score: Raw -1375322.158625 + Penalty 3237.218064 = -1372084.940561 nChanged 1179 SP:Iteration 8F (1521.323056 sec): 3 clusters Score: Raw -1376188.050813 + Penalty 3237.218064 = -1372950.832749 nChanged 1030 SP:Iteration 9Q (1521.405465 sec): 3 clusters Score: Raw -1376831.190450 + Penalty 3237.218064 = -1373593.972386 nChanged 829 SP:Iteration 10Q (1521.481600 sec): 3 clusters Score: Raw -1377281.318197 + Penalty 3237.218064 = -1374044.100133 nChanged 584 SP:Iteration 11Q (1521.567475 sec): 3 clusters Score: Raw -1377576.361196 + Penalty 3237.218064 = -1374339.143132 nChanged 445 SP:Iteration 12Q (1521.653988 sec): 3 clusters Score: Raw -1377787.194473 + Penalty 3237.218064 = -1374549.976409 nChanged 410 SP:Iteration 13Q (1521.725894 sec): 3 clusters Score: Raw -1377969.034211 + Penalty 3237.218064 = -1374731.816147 nChanged 345 SP:Iteration 14Q (1521.821687 sec): 3 clusters Score: Raw -1378084.877413 + Penalty 3237.218064 = -1374847.659349 nChanged 275 SP:Iteration 15Q (1521.902385 sec): 3 clusters Score: Raw -1378168.712602 + Penalty 3237.218064 = -1374931.494538 nChanged 233 SP:Iteration 16Q (1521.985608 sec): 3 clusters Score: Raw -1378229.959647 + Penalty 3237.218064 = -1374992.741583 nChanged 195 SP:Iteration 17Q (1522.060430 sec): 3 clusters Score: Raw -1378278.656967 + Penalty 3237.218064 = -1375041.438903 nChanged 173 SP:Iteration 18Q (1522.146295 sec): 3 clusters Score: Raw -1378324.005720 + Penalty 3237.218064 = -1375086.787656 nChanged 160 SP:Iteration 19Q (1522.226610 sec): 3 clusters Score: Raw -1378363.945289 + Penalty 3237.218064 = -1375126.727225 nChanged 154 SP:Iteration 20F (1522.298106 sec): 3 clusters Score: Raw -1378396.484118 + Penalty 3237.218064 = -1375159.266054 nChanged 118 SP:Iteration 21Q (1522.386417 sec): 3 clusters Score: Raw -1378419.387132 + Penalty 3237.218064 = -1375182.169068 nChanged 105 SP:Iteration 22Q (1522.464327 sec): 3 clusters Score: Raw -1378436.648126 + Penalty 3237.218064 = -1375199.430062 nChanged 83 SP:Iteration 23Q (1522.540332 sec): 3 clusters Score: Raw -1378449.714178 + Penalty 3237.218064 = -1375212.496114 nChanged 92 SP:Iteration 24Q (1522.631469 sec): 3 clusters Score: Raw -1378463.205861 + Penalty 3237.218064 = -1375225.987797 nChanged 84 SP:Iteration 25Q (1522.711272 sec): 3 clusters Score: Raw -1378475.933396 + Penalty 3237.218064 = -1375238.715332 nChanged 75 SP:Iteration 26Q (1522.788431 sec): 3 clusters Score: Raw -1378486.424243 + Penalty 3237.218064 = -1375249.206179 nChanged 66 SP:Iteration 27Q (1522.862299 sec): 3 clusters Score: Raw -1378494.299702 + Penalty 3237.218064 = -1375257.081638 nChanged 61 SP:Iteration 28Q (1522.949267 sec): 3 clusters Score: Raw -1378500.807114 + Penalty 3237.218064 = -1375263.589050 nChanged 53 SP:Iteration 29Q (1523.034483 sec): 3 clusters Score: Raw -1378505.577641 + Penalty 3237.218064 = -1375268.359577 nChanged 46 SP:Iteration 30Q (1523.116129 sec): 3 clusters Score: Raw -1378509.687794 + Penalty 3237.218064 = -1375272.469730 nChanged 35 SP:Iteration 31Q (1523.200114 sec): 3 clusters Score: Raw -1378512.735285 + Penalty 3237.218064 = -1375275.517221 nChanged 38 SP:Iteration 32Q (1523.280152 sec): 3 clusters Score: Raw -1378516.188108 + Penalty 3237.218064 = -1375278.970044 nChanged 32 SP:Iteration 33Q (1523.347030 sec): 3 clusters Score: Raw -1378518.864079 + Penalty 3237.218064 = -1375281.646015 nChanged 31 SP:Iteration 34Q (1523.422857 sec): 3 clusters Score: Raw -1378521.380154 + Penalty 3237.218064 = -1375284.162090 nChanged 25 SP:Iteration 35Q (1523.502933 sec): 3 clusters Score: Raw -1378522.843782 + Penalty 3237.218064 = -1375285.625719 nChanged 12 SP:Iteration 36Q (1523.586318 sec): 3 clusters Score: Raw -1378523.529360 + Penalty 3237.218064 = -1375286.311296 nChanged 12 SP:Iteration 37Q (1523.671621 sec): 3 clusters Score: Raw -1378524.157959 + Penalty 3237.218064 = -1375286.939895 nChanged 12 SP:Iteration 38Q (1523.752378 sec): 3 clusters Score: Raw -1378524.855359 + Penalty 3237.218064 = -1375287.637295 nChanged 10 SP:Iteration 39Q (1523.839919 sec): 3 clusters Score: Raw -1378525.331306 + Penalty 3237.218064 = -1375288.113242 nChanged 11 SP:Iteration 40F (1523.915300 sec): 3 clusters Score: Raw -1378525.902820 + Penalty 3237.218064 = -1375288.684756 nChanged 5 SP:Iteration 41Q (1524.000913 sec): 3 clusters Score: Raw -1378526.150841 + Penalty 3237.218064 = -1375288.932777 nChanged 6 SP:Iteration 42Q (1524.080786 sec): 3 clusters Score: Raw -1378526.408280 + Penalty 3237.218064 = -1375289.190216 nChanged 8 SP:Iteration 43Q (1524.164460 sec): 3 clusters Score: Raw -1378526.804328 + Penalty 3237.218064 = -1375289.586264 nChanged 6 SP:Iteration 44Q (1524.244752 sec): 3 clusters Score: Raw -1378527.177728 + Penalty 3237.218064 = -1375289.959664 nChanged 5 SP:Iteration 45Q (1524.319241 sec): 3 clusters Score: Raw -1378527.844554 + Penalty 3237.218064 = -1375290.626490 nChanged 11 SP:Iteration 46Q (1524.405150 sec): 3 clusters Score: Raw -1378528.834833 + Penalty 3237.218064 = -1375291.616769 nChanged 15 SP:Iteration 47Q (1524.495094 sec): 3 clusters Score: Raw -1378529.861724 + Penalty 3237.218064 = -1375292.643660 nChanged 18 SP:Iteration 48Q (1524.565977 sec): 3 clusters Score: Raw -1378531.150212 + Penalty 3237.218064 = -1375293.932148 nChanged 15 SP:Iteration 49Q (1524.661203 sec): 3 clusters Score: Raw -1378532.419034 + Penalty 3237.218064 = -1375295.200970 nChanged 13 SP:Iteration 50Q (1524.741032 sec): 3 clusters Score: Raw -1378533.192715 + Penalty 3237.218064 = -1375295.974651 nChanged 13 SP:Iteration 51Q (1524.820291 sec): 3 clusters Score: Raw -1378534.098080 + Penalty 3237.218064 = -1375296.880016 nChanged 14 SP:Iteration 52Q (1524.906527 sec): 3 clusters Score: Raw -1378534.916237 + Penalty 3237.218064 = -1375297.698173 nChanged 12 SP:Iteration 53Q (1524.990069 sec): 3 clusters Score: Raw -1378535.674874 + Penalty 3237.218064 = -1375298.456810 nChanged 8 SP:Iteration 54Q (1525.071069 sec): 3 clusters Score: Raw -1378536.050563 + Penalty 3237.218064 = -1375298.832499 nChanged 8 SP:Iteration 55Q (1525.155221 sec): 3 clusters Score: Raw -1378536.506236 + Penalty 3237.218064 = -1375299.288172 nChanged 7 SP:Iteration 56Q (1525.236745 sec): 3 clusters Score: Raw -1378536.874734 + Penalty 3237.218064 = -1375299.656670 nChanged 9 SP:Iteration 57Q (1525.314067 sec): 3 clusters Score: Raw -1378537.480414 + Penalty 3237.218064 = -1375300.262350 nChanged 12 SP:Iteration 58Q (1525.396128 sec): 3 clusters Score: Raw -1378538.106240 + Penalty 3237.218064 = -1375300.888176 nChanged 10 SP:Iteration 59Q (1525.482125 sec): 3 clusters Score: Raw -1378538.487224 + Penalty 3237.218064 = -1375301.269160 nChanged 7 SP:Iteration 60F (1525.554868 sec): 3 clusters Score: Raw -1378538.785759 + Penalty 3237.218064 = -1375301.567695 nChanged 4 SP:Iteration 61Q (1525.651858 sec): 3 clusters Score: Raw -1378538.933595 + Penalty 3237.218064 = -1375301.715531 nChanged 3 SP:Iteration 62Q (1525.735157 sec): 3 clusters Score: Raw -1378539.045896 + Penalty 3237.218064 = -1375301.827832 nChanged 4 SP:Iteration 63Q (1525.806208 sec): 3 clusters Score: Raw -1378539.145882 + Penalty 3237.218064 = -1375301.927818 nChanged 1 SP:Iteration 64Q (1525.897392 sec): 3 clusters Score: Raw -1378539.162870 + Penalty 3237.218064 = -1375301.944806 nChanged 1 SP:Iteration 65Q (1525.980707 sec): 3 clusters Score: Raw -1378539.191414 + Penalty 3237.218064 = -1375301.973350 nChanged 2 SP:Iteration 66Q (1526.063027 sec): 3 clusters Score: Raw -1378539.333175 + Penalty 3237.218064 = -1375302.115111 nChanged 1 SP:Iteration 67Q (1526.145687 sec): 3 clusters Score: Raw -1378539.376763 + Penalty 3237.218064 = -1375302.158699 nChanged 0 SP:Iteration 68F (1526.229719 sec): 3 clusters Score: Raw -1378539.376763 + Penalty 3237.218064 = -1375302.158699 nChanged 0 Trying to split cluster 33 (1995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1526.260559 sec): 2 clusters Score: Raw -114325.556926 + Penalty 1234.739891 = -113090.817035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1526.308113 sec): 3 clusters Score: Raw -113508.546810 + Penalty 2469.479782 = -111039.067028 nChanged 718 SP:Iteration 1F (1526.355735 sec): 3 clusters Score: Raw -114013.693642 + Penalty 2469.479782 = -111544.213860 nChanged 155 SP:Iteration 2F (1526.401988 sec): 3 clusters Score: Raw -114157.755454 + Penalty 2469.479782 = -111688.275672 nChanged 106 SP:Iteration 3F (1526.447861 sec): 3 clusters Score: Raw -114254.605246 + Penalty 2469.479782 = -111785.125464 nChanged 100 SP:Iteration 4F (1526.502322 sec): 3 clusters Score: Raw -114356.943017 + Penalty 2469.479782 = -111887.463235 nChanged 106 SP:Iteration 5F (1526.555331 sec): 3 clusters Score: Raw -114496.440134 + Penalty 2469.479782 = -112026.960352 nChanged 111 SP:Iteration 6F (1526.605967 sec): 3 clusters Score: Raw -114621.060952 + Penalty 2469.479782 = -112151.581170 nChanged 92 SP:Iteration 7Q (1526.644301 sec): 3 clusters Score: Raw -114720.982554 + Penalty 2469.479782 = -112251.502772 nChanged 79 SP:Iteration 8Q (1526.701412 sec): 3 clusters Score: Raw -114800.632745 + Penalty 2469.479782 = -112331.152963 nChanged 60 SP:Iteration 9Q (1526.755076 sec): 3 clusters Score: Raw -114850.086784 + Penalty 2469.479782 = -112380.607002 nChanged 43 SP:Iteration 10Q (1526.800495 sec): 3 clusters Score: Raw -114878.079006 + Penalty 2469.479782 = -112408.599224 nChanged 19 SP:Iteration 11Q (1526.843687 sec): 3 clusters Score: Raw -114889.807291 + Penalty 2469.479782 = -112420.327509 nChanged 12 SP:Iteration 12Q (1526.899416 sec): 3 clusters Score: Raw -114896.879530 + Penalty 2469.479782 = -112427.399747 nChanged 10 SP:Iteration 13Q (1526.951421 sec): 3 clusters Score: Raw -114902.690309 + Penalty 2469.479782 = -112433.210527 nChanged 5 SP:Iteration 14Q (1527.006518 sec): 3 clusters Score: Raw -114904.195058 + Penalty 2469.479782 = -112434.715276 nChanged 0 SP:Iteration 15F (1527.049599 sec): 3 clusters Score: Raw -114904.195058 + Penalty 2469.479782 = -112434.715276 nChanged 0 Trying to split cluster 34 (32895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1527.134510 sec): 2 clusters Score: Raw -2239596.123016 + Penalty 1690.174842 = -2237905.948174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1527.242060 sec): 3 clusters Score: Raw -2219221.826638 + Penalty 3380.349684 = -2215841.476955 nChanged 15193 SP:Iteration 1F (1527.346214 sec): 3 clusters Score: Raw -2227953.973424 + Penalty 3380.349684 = -2224573.623740 nChanged 1704 SP:Iteration 2F (1527.448064 sec): 3 clusters Score: Raw -2228712.260132 + Penalty 3380.349684 = -2225331.910448 nChanged 1832 SP:Iteration 3F (1527.549823 sec): 3 clusters Score: Raw -2229616.652928 + Penalty 3380.349684 = -2226236.303244 nChanged 1899 SP:Iteration 4F (1527.656669 sec): 3 clusters Score: Raw -2230637.717622 + Penalty 3380.349684 = -2227257.367939 nChanged 1946 SP:Iteration 5F (1527.760772 sec): 3 clusters Score: Raw -2231767.402750 + Penalty 3380.349684 = -2228387.053066 nChanged 1966 SP:Iteration 6F (1527.864133 sec): 3 clusters Score: Raw -2233034.425456 + Penalty 3380.349684 = -2229654.075772 nChanged 1880 SP:Iteration 7F (1527.964538 sec): 3 clusters Score: Raw -2234362.974312 + Penalty 3380.349684 = -2230982.624628 nChanged 1744 SP:Iteration 8F (1528.055656 sec): 3 clusters Score: Raw -2235626.732675 + Penalty 3380.349684 = -2232246.382992 nChanged 1406 SP:Iteration 9Q (1528.168992 sec): 3 clusters Score: Raw -2236618.805568 + Penalty 3380.349684 = -2233238.455885 nChanged 1107 SP:Iteration 10Q (1528.267534 sec): 3 clusters Score: Raw -2237354.661316 + Penalty 3380.349684 = -2233974.311632 nChanged 814 SP:Iteration 11Q (1528.356927 sec): 3 clusters Score: Raw -2237823.942313 + Penalty 3380.349684 = -2234443.592630 nChanged 616 SP:Iteration 12Q (1528.456665 sec): 3 clusters Score: Raw -2238178.368101 + Penalty 3380.349684 = -2234798.018418 nChanged 522 SP:Iteration 13Q (1528.556008 sec): 3 clusters Score: Raw -2238456.232073 + Penalty 3380.349684 = -2235075.882390 nChanged 511 SP:Iteration 14Q (1528.664868 sec): 3 clusters Score: Raw -2238733.261036 + Penalty 3380.349684 = -2235352.911353 nChanged 457 SP:Iteration 15Q (1528.751541 sec): 3 clusters Score: Raw -2238963.079849 + Penalty 3380.349684 = -2235582.730166 nChanged 433 SP:Iteration 16Q (1528.860233 sec): 3 clusters Score: Raw -2239175.124025 + Penalty 3380.349684 = -2235794.774342 nChanged 369 SP:Iteration 17Q (1528.961016 sec): 3 clusters Score: Raw -2239343.291349 + Penalty 3380.349684 = -2235962.941665 nChanged 331 SP:Iteration 18Q (1529.052519 sec): 3 clusters Score: Raw -2239482.784814 + Penalty 3380.349684 = -2236102.435130 nChanged 286 SP:Iteration 19Q (1529.148191 sec): 3 clusters Score: Raw -2239602.006442 + Penalty 3380.349684 = -2236221.656759 nChanged 228 SP:Iteration 20F (1529.246959 sec): 3 clusters Score: Raw -2239676.652921 + Penalty 3380.349684 = -2236296.303237 nChanged 182 SP:Iteration 21Q (1529.336870 sec): 3 clusters Score: Raw -2239737.487081 + Penalty 3380.349684 = -2236357.137397 nChanged 181 SP:Iteration 22Q (1529.430804 sec): 3 clusters Score: Raw -2239795.494958 + Penalty 3380.349684 = -2236415.145274 nChanged 159 SP:Iteration 23Q (1529.524882 sec): 3 clusters Score: Raw -2239844.907026 + Penalty 3380.349684 = -2236464.557342 nChanged 139 SP:Iteration 24Q (1529.620425 sec): 3 clusters Score: Raw -2239885.840365 + Penalty 3380.349684 = -2236505.490681 nChanged 144 SP:Iteration 25Q (1529.715951 sec): 3 clusters Score: Raw -2239927.308669 + Penalty 3380.349684 = -2236546.958985 nChanged 126 SP:Iteration 26Q (1529.809464 sec): 3 clusters Score: Raw -2239966.060616 + Penalty 3380.349684 = -2236585.710933 nChanged 114 SP:Iteration 27Q (1529.891620 sec): 3 clusters Score: Raw -2239994.981111 + Penalty 3380.349684 = -2236614.631427 nChanged 87 SP:Iteration 28Q (1529.993572 sec): 3 clusters Score: Raw -2240017.105667 + Penalty 3380.349684 = -2236636.755984 nChanged 71 SP:Iteration 29Q (1530.085790 sec): 3 clusters Score: Raw -2240032.092273 + Penalty 3380.349684 = -2236651.742589 nChanged 65 SP:Iteration 30Q (1530.178738 sec): 3 clusters Score: Raw -2240043.628706 + Penalty 3380.349684 = -2236663.279023 nChanged 57 SP:Iteration 31Q (1530.270341 sec): 3 clusters Score: Raw -2240053.986282 + Penalty 3380.349684 = -2236673.636598 nChanged 47 SP:Iteration 32Q (1530.356716 sec): 3 clusters Score: Raw -2240062.581813 + Penalty 3380.349684 = -2236682.232129 nChanged 36 SP:Iteration 33Q (1530.450169 sec): 3 clusters Score: Raw -2240068.066690 + Penalty 3380.349684 = -2236687.717007 nChanged 23 SP:Iteration 34Q (1530.539947 sec): 3 clusters Score: Raw -2240070.648659 + Penalty 3380.349684 = -2236690.298975 nChanged 18 SP:Iteration 35Q (1530.617608 sec): 3 clusters Score: Raw -2240072.431150 + Penalty 3380.349684 = -2236692.081466 nChanged 14 SP:Iteration 36Q (1530.720099 sec): 3 clusters Score: Raw -2240073.848711 + Penalty 3380.349684 = -2236693.499028 nChanged 14 SP:Iteration 37Q (1530.803854 sec): 3 clusters Score: Raw -2240075.587955 + Penalty 3380.349684 = -2236695.238271 nChanged 11 SP:Iteration 38Q (1530.904405 sec): 3 clusters Score: Raw -2240076.888837 + Penalty 3380.349684 = -2236696.539154 nChanged 16 SP:Iteration 39Q (1530.999400 sec): 3 clusters Score: Raw -2240078.663094 + Penalty 3380.349684 = -2236698.313411 nChanged 15 SP:Iteration 40F (1531.097586 sec): 3 clusters Score: Raw -2240079.700114 + Penalty 3380.349684 = -2236699.350431 nChanged 5 SP:Iteration 41Q (1531.189265 sec): 3 clusters Score: Raw -2240080.194344 + Penalty 3380.349684 = -2236699.844660 nChanged 4 SP:Iteration 42Q (1531.284619 sec): 3 clusters Score: Raw -2240080.489328 + Penalty 3380.349684 = -2236700.139645 nChanged 2 SP:Iteration 43Q (1531.377915 sec): 3 clusters Score: Raw -2240080.705954 + Penalty 3380.349684 = -2236700.356270 nChanged 5 SP:Iteration 44Q (1531.476451 sec): 3 clusters Score: Raw -2240081.221955 + Penalty 3380.349684 = -2236700.872272 nChanged 10 SP:Iteration 45Q (1531.570419 sec): 3 clusters Score: Raw -2240083.117466 + Penalty 3380.349684 = -2236702.767782 nChanged 12 SP:Iteration 46Q (1531.662411 sec): 3 clusters Score: Raw -2240084.960817 + Penalty 3380.349684 = -2236704.611134 nChanged 14 SP:Iteration 47Q (1531.759421 sec): 3 clusters Score: Raw -2240086.639866 + Penalty 3380.349684 = -2236706.290183 nChanged 11 SP:Iteration 48Q (1531.840726 sec): 3 clusters Score: Raw -2240088.102206 + Penalty 3380.349684 = -2236707.752522 nChanged 9 SP:Iteration 49Q (1531.940531 sec): 3 clusters Score: Raw -2240089.393389 + Penalty 3380.349684 = -2236709.043706 nChanged 10 SP:Iteration 50Q (1532.025104 sec): 3 clusters Score: Raw -2240090.439983 + Penalty 3380.349684 = -2236710.090299 nChanged 5 SP:Iteration 51Q (1532.125310 sec): 3 clusters Score: Raw -2240090.858807 + Penalty 3380.349684 = -2236710.509123 nChanged 5 SP:Iteration 52Q (1532.230054 sec): 3 clusters Score: Raw -2240091.772382 + Penalty 3380.349684 = -2236711.422699 nChanged 3 SP:Iteration 53Q (1532.330854 sec): 3 clusters Score: Raw -2240092.131740 + Penalty 3380.349684 = -2236711.782056 nChanged 2 SP:Iteration 54Q (1532.423491 sec): 3 clusters Score: Raw -2240092.349023 + Penalty 3380.349684 = -2236711.999339 nChanged 2 SP:Iteration 55Q (1532.500958 sec): 3 clusters Score: Raw -2240092.574033 + Penalty 3380.349684 = -2236712.224349 nChanged 0 SP:Iteration 56F (1532.609992 sec): 3 clusters Score: Raw -2240092.574033 + Penalty 3380.349684 = -2236712.224349 nChanged 0 Trying to split cluster 35 (3076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1532.642797 sec): 2 clusters Score: Raw -208992.946302 + Penalty 1305.100116 = -207687.846186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1532.696789 sec): 3 clusters Score: Raw -207521.574918 + Penalty 2610.200232 = -204911.374686 nChanged 1156 SP:Iteration 1F (1532.746878 sec): 3 clusters Score: Raw -208209.803103 + Penalty 2610.200232 = -205599.602871 nChanged 250 SP:Iteration 2F (1532.794791 sec): 3 clusters Score: Raw -208365.219497 + Penalty 2610.200232 = -205755.019265 nChanged 165 SP:Iteration 3F (1532.844060 sec): 3 clusters Score: Raw -208464.793307 + Penalty 2610.200232 = -205854.593074 nChanged 122 SP:Iteration 4Q (1532.896849 sec): 3 clusters Score: Raw -208529.884492 + Penalty 2610.200232 = -205919.684259 nChanged 106 SP:Iteration 5Q (1532.933912 sec): 3 clusters Score: Raw -208588.737627 + Penalty 2610.200232 = -205978.537395 nChanged 100 SP:Iteration 6Q (1532.985954 sec): 3 clusters Score: Raw -208651.153556 + Penalty 2610.200232 = -206040.953324 nChanged 94 SP:Iteration 7Q (1533.037732 sec): 3 clusters Score: Raw -208713.587995 + Penalty 2610.200232 = -206103.387762 nChanged 92 SP:Iteration 8Q (1533.098075 sec): 3 clusters Score: Raw -208765.774823 + Penalty 2610.200232 = -206155.574591 nChanged 73 SP:Iteration 9Q (1533.146437 sec): 3 clusters Score: Raw -208815.582297 + Penalty 2610.200232 = -206205.382064 nChanged 70 SP:Iteration 10Q (1533.213738 sec): 3 clusters Score: Raw -208853.622159 + Penalty 2610.200232 = -206243.421927 nChanged 56 SP:Iteration 11Q (1533.251757 sec): 3 clusters Score: Raw -208889.844303 + Penalty 2610.200232 = -206279.644071 nChanged 58 SP:Iteration 12Q (1533.305377 sec): 3 clusters Score: Raw -208922.533197 + Penalty 2610.200232 = -206312.332965 nChanged 54 SP:Iteration 13Q (1533.366357 sec): 3 clusters Score: Raw -208953.618948 + Penalty 2610.200232 = -206343.418715 nChanged 50 SP:Iteration 14Q (1533.412681 sec): 3 clusters Score: Raw -208984.748189 + Penalty 2610.200232 = -206374.547956 nChanged 61 SP:Iteration 15Q (1533.457748 sec): 3 clusters Score: Raw -209027.164328 + Penalty 2610.200232 = -206416.964095 nChanged 60 SP:Iteration 16Q (1533.510176 sec): 3 clusters Score: Raw -209061.743746 + Penalty 2610.200232 = -206451.543513 nChanged 66 SP:Iteration 17Q (1533.570741 sec): 3 clusters Score: Raw -209096.399006 + Penalty 2610.200232 = -206486.198774 nChanged 52 SP:Iteration 18Q (1533.626665 sec): 3 clusters Score: Raw -209130.584268 + Penalty 2610.200232 = -206520.384035 nChanged 48 SP:Iteration 19Q (1533.684678 sec): 3 clusters Score: Raw -209156.426638 + Penalty 2610.200232 = -206546.226405 nChanged 38 SP:Iteration 20F (1533.725239 sec): 3 clusters Score: Raw -209174.716228 + Penalty 2610.200232 = -206564.515996 nChanged 34 SP:Iteration 21Q (1533.788798 sec): 3 clusters Score: Raw -209190.820080 + Penalty 2610.200232 = -206580.619848 nChanged 26 SP:Iteration 22Q (1533.843917 sec): 3 clusters Score: Raw -209208.187998 + Penalty 2610.200232 = -206597.987765 nChanged 32 SP:Iteration 23Q (1533.896292 sec): 3 clusters Score: Raw -209228.266559 + Penalty 2610.200232 = -206618.066326 nChanged 35 SP:Iteration 24Q (1533.946754 sec): 3 clusters Score: Raw -209244.426520 + Penalty 2610.200232 = -206634.226287 nChanged 18 SP:Iteration 25Q (1533.985189 sec): 3 clusters Score: Raw -209252.469718 + Penalty 2610.200232 = -206642.269486 nChanged 13 SP:Iteration 26Q (1534.041867 sec): 3 clusters Score: Raw -209258.361824 + Penalty 2610.200232 = -206648.161591 nChanged 12 SP:Iteration 27Q (1534.093068 sec): 3 clusters Score: Raw -209262.520627 + Penalty 2610.200232 = -206652.320394 nChanged 9 SP:Iteration 28Q (1534.137150 sec): 3 clusters Score: Raw -209266.369634 + Penalty 2610.200232 = -206656.169401 nChanged 9 SP:Iteration 29Q (1534.186729 sec): 3 clusters Score: Raw -209270.547797 + Penalty 2610.200232 = -206660.347565 nChanged 3 SP:Iteration 30Q (1534.238963 sec): 3 clusters Score: Raw -209271.607356 + Penalty 2610.200232 = -206661.407124 nChanged 6 SP:Iteration 31Q (1534.292751 sec): 3 clusters Score: Raw -209274.094494 + Penalty 2610.200232 = -206663.894262 nChanged 4 SP:Iteration 32Q (1534.342961 sec): 3 clusters Score: Raw -209275.085157 + Penalty 2610.200232 = -206664.884924 nChanged 4 SP:Iteration 33Q (1534.396304 sec): 3 clusters Score: Raw -209276.147204 + Penalty 2610.200232 = -206665.946972 nChanged 2 SP:Iteration 34Q (1534.436082 sec): 3 clusters Score: Raw -209276.985654 + Penalty 2610.200232 = -206666.785422 nChanged 3 SP:Iteration 35Q (1534.487033 sec): 3 clusters Score: Raw -209278.121826 + Penalty 2610.200232 = -206667.921593 nChanged 7 SP:Iteration 36Q (1534.537795 sec): 3 clusters Score: Raw -209280.953996 + Penalty 2610.200232 = -206670.753764 nChanged 4 SP:Iteration 37Q (1534.587457 sec): 3 clusters Score: Raw -209281.752391 + Penalty 2610.200232 = -206671.552159 nChanged 0 SP:Iteration 38F (1534.650493 sec): 3 clusters Score: Raw -209281.752391 + Penalty 2610.200232 = -206671.552159 nChanged 0 Iteration 179Q (1538.869174 sec): 37 clusters Score: Raw -32159967.474099 + Penalty 76786.113438 = -32083181.360660 nChanged 1781 Iteration 180F (1550.016427 sec): 37 clusters Score: Raw -32160494.285765 + Penalty 76786.113438 = -32083708.172326 nChanged 1208 Iteration 181Q (1554.125958 sec): 37 clusters Score: Raw -32160679.426403 + Penalty 76786.113438 = -32083893.312964 nChanged 709 Iteration 182Q (1558.232223 sec): 37 clusters Score: Raw -32160767.372988 + Penalty 76786.113438 = -32083981.259550 nChanged 542 Iteration 183Q (1562.099877 sec): 37 clusters Score: Raw -32160828.830377 + Penalty 76786.113438 = -32084042.716939 nChanged 474 Iteration 184Q (1566.099377 sec): 37 clusters Score: Raw -32160877.851936 + Penalty 76786.113438 = -32084091.738498 nChanged 458 Iteration 185Q (1570.084976 sec): 37 clusters Score: Raw -32160926.987760 + Penalty 76786.113438 = -32084140.874321 nChanged 444 Iteration 186Q (1574.127170 sec): 37 clusters Score: Raw -32160973.020679 + Penalty 76786.113438 = -32084186.907240 nChanged 411 Iteration 187Q (1577.845146 sec): 37 clusters Score: Raw -32161014.246588 + Penalty 76786.113438 = -32084228.133150 nChanged 410 Iteration 188Q (1581.697648 sec): 37 clusters Score: Raw -32161058.693142 + Penalty 76786.113438 = -32084272.579704 nChanged 441 Iteration 189Q (1585.803142 sec): 37 clusters Score: Raw -32161106.102645 + Penalty 76786.113438 = -32084319.989207 nChanged 401 Iteration 190Q (1589.734254 sec): 37 clusters Score: Raw -32161148.957171 + Penalty 76786.113438 = -32084362.843732 nChanged 406 Iteration 191Q (1593.608188 sec): 37 clusters Score: Raw -32161189.622625 + Penalty 76786.113438 = -32084403.509186 nChanged 383 Iteration 192Q (1597.577611 sec): 37 clusters Score: Raw -32161226.371978 + Penalty 76786.113438 = -32084440.258540 nChanged 376 Iteration 193Q (1601.474902 sec): 37 clusters Score: Raw -32161261.625638 + Penalty 76786.113438 = -32084475.512200 nChanged 388 Iteration 194Q (1605.486414 sec): 37 clusters Score: Raw -32161298.511272 + Penalty 76786.113438 = -32084512.397834 nChanged 379 Iteration 195Q (1609.387931 sec): 37 clusters Score: Raw -32161336.655345 + Penalty 76786.113438 = -32084550.541906 nChanged 402 Iteration 196Q (1613.305912 sec): 37 clusters Score: Raw -32161378.902913 + Penalty 76786.113438 = -32084592.789474 nChanged 383 Iteration 197Q (1617.073295 sec): 37 clusters Score: Raw -32161419.155148 + Penalty 76786.113438 = -32084633.041709 nChanged 392 Iteration 198Q (1620.873469 sec): 37 clusters Score: Raw -32161457.223126 + Penalty 76786.113438 = -32084671.109687 nChanged 363 Iteration 199Q (1624.812622 sec): 37 clusters Score: Raw -32161496.349356 + Penalty 76786.113438 = -32084710.235918 nChanged 386 Iteration 200F (1636.018679 sec): 37 clusters Score: Raw -32161538.160673 + Penalty 76786.113438 = -32084752.047234 nChanged 375 Iteration 201Q (1639.917522 sec): 37 clusters Score: Raw -32161576.361153 + Penalty 76786.113438 = -32084790.247714 nChanged 358 Iteration 202Q (1644.123986 sec): 37 clusters Score: Raw -32161608.054648 + Penalty 76786.113438 = -32084821.941209 nChanged 324 Iteration 203Q (1648.117680 sec): 37 clusters Score: Raw -32161637.456607 + Penalty 76786.113438 = -32084851.343168 nChanged 337 Iteration 204Q (1652.030247 sec): 37 clusters Score: Raw -32161668.201087 + Penalty 76786.113438 = -32084882.087648 nChanged 306 Iteration 205Q (1655.797059 sec): 37 clusters Score: Raw -32161692.928882 + Penalty 76786.113438 = -32084906.815444 nChanged 308 Iteration 206Q (1659.680971 sec): 37 clusters Score: Raw -32161716.843986 + Penalty 76786.113438 = -32084930.730548 nChanged 264 Iteration 207Q (1663.542660 sec): 37 clusters Score: Raw -32161737.895321 + Penalty 76786.113438 = -32084951.781883 nChanged 286 Iteration 208Q (1667.662525 sec): 37 clusters Score: Raw -32161760.213497 + Penalty 76786.113438 = -32084974.100059 nChanged 252 Iteration 209Q (1671.721623 sec): 37 clusters Score: Raw -32161778.074551 + Penalty 76786.113438 = -32084991.961112 nChanged 240 Iteration 210Q (1675.579719 sec): 37 clusters Score: Raw -32161791.765639 + Penalty 76786.113438 = -32085005.652200 nChanged 212 Iteration 211Q (1679.383713 sec): 37 clusters Score: Raw -32161802.778219 + Penalty 76786.113438 = -32085016.664781 nChanged 197 Iteration 212Q (1683.228549 sec): 37 clusters Score: Raw -32161813.387354 + Penalty 76786.113438 = -32085027.273916 nChanged 190 Iteration 213Q (1687.017747 sec): 37 clusters Score: Raw -32161825.693185 + Penalty 76786.113438 = -32085039.579747 nChanged 229 Iteration 214Q (1690.798482 sec): 37 clusters Score: Raw -32161839.989862 + Penalty 76786.113438 = -32085053.876423 nChanged 236 Iteration 215Q (1694.580346 sec): 37 clusters Score: Raw -32161854.699194 + Penalty 76786.113438 = -32085068.585756 nChanged 212 Iteration 216Q (1698.620215 sec): 37 clusters Score: Raw -32161867.197385 + Penalty 76786.113438 = -32085081.083946 nChanged 195 Iteration 217Q (1702.424803 sec): 37 clusters Score: Raw -32161878.845473 + Penalty 76786.113438 = -32085092.732035 nChanged 209 Iteration 218Q (1706.320855 sec): 37 clusters Score: Raw -32161893.153623 + Penalty 76786.113438 = -32085107.040184 nChanged 214 Writing temp clu file Because OldScore, -32085092.732035, is greater than current (better) Score,-32085107.040184 Compute initial score before splitting: Score: Raw -32161893.153623 + Penalty 76786.113438 = -32085107.040184 Trying to split cluster 1 (8781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1706.527902 sec): 2 clusters Score: Raw -606220.884381 + Penalty 1475.556156 = -604745.328225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1706.592413 sec): 3 clusters Score: Raw -601337.011476 + Penalty 2951.112312 = -598385.899164 nChanged 3742 SP:Iteration 1F (1706.652359 sec): 3 clusters Score: Raw -603407.696784 + Penalty 2951.112312 = -600456.584472 nChanged 591 SP:Iteration 2F (1706.713288 sec): 3 clusters Score: Raw -603716.842661 + Penalty 2951.112312 = -600765.730349 nChanged 528 SP:Iteration 3F (1706.770560 sec): 3 clusters Score: Raw -604011.025402 + Penalty 2951.112312 = -601059.913090 nChanged 504 SP:Iteration 4F (1706.835048 sec): 3 clusters Score: Raw -604321.043959 + Penalty 2951.112312 = -601369.931647 nChanged 497 SP:Iteration 5F (1706.886116 sec): 3 clusters Score: Raw -604663.552694 + Penalty 2951.112312 = -601712.440382 nChanged 515 SP:Iteration 6F (1706.947664 sec): 3 clusters Score: Raw -605026.846073 + Penalty 2951.112312 = -602075.733761 nChanged 450 SP:Iteration 7F (1707.009841 sec): 3 clusters Score: Raw -605321.411239 + Penalty 2951.112312 = -602370.298927 nChanged 387 SP:Iteration 8Q (1707.069994 sec): 3 clusters Score: Raw -605556.270158 + Penalty 2951.112312 = -602605.157846 nChanged 336 SP:Iteration 9Q (1707.144560 sec): 3 clusters Score: Raw -605755.552777 + Penalty 2951.112312 = -602804.440465 nChanged 273 SP:Iteration 10Q (1707.206223 sec): 3 clusters Score: Raw -605893.771273 + Penalty 2951.112312 = -602942.658961 nChanged 182 SP:Iteration 11Q (1707.271299 sec): 3 clusters Score: Raw -605973.039894 + Penalty 2951.112312 = -603021.927582 nChanged 156 SP:Iteration 12Q (1707.328365 sec): 3 clusters Score: Raw -606039.986208 + Penalty 2951.112312 = -603088.873896 nChanged 145 SP:Iteration 13Q (1707.387029 sec): 3 clusters Score: Raw -606106.126639 + Penalty 2951.112312 = -603155.014327 nChanged 124 SP:Iteration 14Q (1707.446737 sec): 3 clusters Score: Raw -606160.597799 + Penalty 2951.112312 = -603209.485487 nChanged 99 SP:Iteration 15Q (1707.508569 sec): 3 clusters Score: Raw -606198.597398 + Penalty 2951.112312 = -603247.485086 nChanged 88 SP:Iteration 16Q (1707.563252 sec): 3 clusters Score: Raw -606232.347259 + Penalty 2951.112312 = -603281.234947 nChanged 83 SP:Iteration 17Q (1707.626345 sec): 3 clusters Score: Raw -606261.235652 + Penalty 2951.112312 = -603310.123340 nChanged 73 SP:Iteration 18Q (1707.689087 sec): 3 clusters Score: Raw -606288.148455 + Penalty 2951.112312 = -603337.036143 nChanged 72 SP:Iteration 19Q (1707.742961 sec): 3 clusters Score: Raw -606312.593121 + Penalty 2951.112312 = -603361.480809 nChanged 56 SP:Iteration 20F (1707.796850 sec): 3 clusters Score: Raw -606332.207608 + Penalty 2951.112312 = -603381.095296 nChanged 56 SP:Iteration 21Q (1707.865256 sec): 3 clusters Score: Raw -606348.700745 + Penalty 2951.112312 = -603397.588433 nChanged 39 SP:Iteration 22Q (1707.924711 sec): 3 clusters Score: Raw -606357.447036 + Penalty 2951.112312 = -603406.334724 nChanged 30 SP:Iteration 23Q (1707.974160 sec): 3 clusters Score: Raw -606364.197065 + Penalty 2951.112312 = -603413.084753 nChanged 32 SP:Iteration 24Q (1708.048471 sec): 3 clusters Score: Raw -606372.265560 + Penalty 2951.112312 = -603421.153248 nChanged 32 SP:Iteration 25Q (1708.102628 sec): 3 clusters Score: Raw -606381.681942 + Penalty 2951.112312 = -603430.569630 nChanged 33 SP:Iteration 26Q (1708.165632 sec): 3 clusters Score: Raw -606391.048857 + Penalty 2951.112312 = -603439.936545 nChanged 30 SP:Iteration 27Q (1708.223539 sec): 3 clusters Score: Raw -606398.139947 + Penalty 2951.112312 = -603447.027635 nChanged 26 SP:Iteration 28Q (1708.289571 sec): 3 clusters Score: Raw -606404.379643 + Penalty 2951.112312 = -603453.267332 nChanged 30 SP:Iteration 29Q (1708.357157 sec): 3 clusters Score: Raw -606411.218299 + Penalty 2951.112312 = -603460.105987 nChanged 33 SP:Iteration 30Q (1708.407345 sec): 3 clusters Score: Raw -606420.418347 + Penalty 2951.112312 = -603469.306035 nChanged 35 SP:Iteration 31Q (1708.477709 sec): 3 clusters Score: Raw -606429.918657 + Penalty 2951.112312 = -603478.806345 nChanged 41 SP:Iteration 32Q (1708.544018 sec): 3 clusters Score: Raw -606439.026561 + Penalty 2951.112312 = -603487.914249 nChanged 31 SP:Iteration 33Q (1708.603470 sec): 3 clusters Score: Raw -606447.767057 + Penalty 2951.112312 = -603496.654745 nChanged 27 SP:Iteration 34Q (1708.662216 sec): 3 clusters Score: Raw -606456.596411 + Penalty 2951.112312 = -603505.484099 nChanged 23 SP:Iteration 35Q (1708.717194 sec): 3 clusters Score: Raw -606461.406203 + Penalty 2951.112312 = -603510.293891 nChanged 20 SP:Iteration 36Q (1708.776150 sec): 3 clusters Score: Raw -606465.498085 + Penalty 2951.112312 = -603514.385773 nChanged 18 SP:Iteration 37Q (1708.838127 sec): 3 clusters Score: Raw -606469.287963 + Penalty 2951.112312 = -603518.175651 nChanged 18 SP:Iteration 38Q (1708.905453 sec): 3 clusters Score: Raw -606472.609793 + Penalty 2951.112312 = -603521.497481 nChanged 12 SP:Iteration 39Q (1708.960447 sec): 3 clusters Score: Raw -606474.494859 + Penalty 2951.112312 = -603523.382547 nChanged 6 SP:Iteration 40F (1709.020685 sec): 3 clusters Score: Raw -606475.217017 + Penalty 2951.112312 = -603524.104705 nChanged 4 SP:Iteration 41Q (1709.074019 sec): 3 clusters Score: Raw -606475.866644 + Penalty 2951.112312 = -603524.754332 nChanged 5 SP:Iteration 42Q (1709.140571 sec): 3 clusters Score: Raw -606476.759392 + Penalty 2951.112312 = -603525.647080 nChanged 7 SP:Iteration 43Q (1709.203246 sec): 3 clusters Score: Raw -606478.025492 + Penalty 2951.112312 = -603526.913180 nChanged 6 SP:Iteration 44Q (1709.256664 sec): 3 clusters Score: Raw -606479.511716 + Penalty 2951.112312 = -603528.399404 nChanged 9 SP:Iteration 45Q (1709.328650 sec): 3 clusters Score: Raw -606481.610903 + Penalty 2951.112312 = -603530.498591 nChanged 8 SP:Iteration 46Q (1709.387968 sec): 3 clusters Score: Raw -606483.081278 + Penalty 2951.112312 = -603531.968966 nChanged 6 SP:Iteration 47Q (1709.436158 sec): 3 clusters Score: Raw -606484.416783 + Penalty 2951.112312 = -603533.304471 nChanged 10 SP:Iteration 48Q (1709.495687 sec): 3 clusters Score: Raw -606486.178754 + Penalty 2951.112312 = -603535.066442 nChanged 14 SP:Iteration 49Q (1709.555242 sec): 3 clusters Score: Raw -606489.058710 + Penalty 2951.112312 = -603537.946398 nChanged 12 SP:Iteration 50Q (1709.611720 sec): 3 clusters Score: Raw -606491.733780 + Penalty 2951.112312 = -603540.621468 nChanged 15 SP:Iteration 51Q (1709.680609 sec): 3 clusters Score: Raw -606495.057393 + Penalty 2951.112312 = -603543.945081 nChanged 7 SP:Iteration 52Q (1709.738031 sec): 3 clusters Score: Raw -606496.447001 + Penalty 2951.112312 = -603545.334689 nChanged 5 SP:Iteration 53Q (1709.795951 sec): 3 clusters Score: Raw -606497.147033 + Penalty 2951.112312 = -603546.034721 nChanged 3 SP:Iteration 54Q (1709.857011 sec): 3 clusters Score: Raw -606497.709098 + Penalty 2951.112312 = -603546.596786 nChanged 2 SP:Iteration 55Q (1709.920753 sec): 3 clusters Score: Raw -606498.128934 + Penalty 2951.112312 = -603547.016622 nChanged 3 SP:Iteration 56Q (1709.982852 sec): 3 clusters Score: Raw -606498.698120 + Penalty 2951.112312 = -603547.585808 nChanged 4 SP:Iteration 57Q (1710.030761 sec): 3 clusters Score: Raw -606499.430340 + Penalty 2951.112312 = -603548.318028 nChanged 2 SP:Iteration 58Q (1710.092516 sec): 3 clusters Score: Raw -606499.610962 + Penalty 2951.112312 = -603548.498650 nChanged 1 SP:Iteration 59Q (1710.154492 sec): 3 clusters Score: Raw -606499.656128 + Penalty 2951.112312 = -603548.543816 nChanged 0 SP:Iteration 60F (1710.221817 sec): 3 clusters Score: Raw -606499.656128 + Penalty 2951.112312 = -603548.543816 nChanged 0 Trying to split cluster 2 (10081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1710.261402 sec): 2 clusters Score: Raw -661605.911900 + Penalty 1497.991258 = -660107.920642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1710.330603 sec): 3 clusters Score: Raw -655918.554849 + Penalty 2995.982516 = -652922.572332 nChanged 4342 SP:Iteration 1F (1710.382938 sec): 3 clusters Score: Raw -658369.889227 + Penalty 2995.982516 = -655373.906710 nChanged 715 SP:Iteration 2F (1710.456364 sec): 3 clusters Score: Raw -658786.279209 + Penalty 2995.982516 = -655790.296692 nChanged 669 SP:Iteration 3F (1710.525870 sec): 3 clusters Score: Raw -659156.514884 + Penalty 2995.982516 = -656160.532367 nChanged 592 SP:Iteration 4F (1710.578684 sec): 3 clusters Score: Raw -659493.599296 + Penalty 2995.982516 = -656497.616779 nChanged 508 SP:Iteration 5F (1710.655325 sec): 3 clusters Score: Raw -659803.371113 + Penalty 2995.982516 = -656807.388596 nChanged 482 SP:Iteration 6Q (1710.709645 sec): 3 clusters Score: Raw -660121.921886 + Penalty 2995.982516 = -657125.939370 nChanged 467 SP:Iteration 7Q (1710.774776 sec): 3 clusters Score: Raw -660412.064398 + Penalty 2995.982516 = -657416.081882 nChanged 433 SP:Iteration 8Q (1710.851248 sec): 3 clusters Score: Raw -660663.979610 + Penalty 2995.982516 = -657667.997094 nChanged 391 SP:Iteration 9Q (1710.914514 sec): 3 clusters Score: Raw -660898.467484 + Penalty 2995.982516 = -657902.484968 nChanged 327 SP:Iteration 10Q (1710.965576 sec): 3 clusters Score: Raw -661090.049860 + Penalty 2995.982516 = -658094.067343 nChanged 250 SP:Iteration 11Q (1711.025974 sec): 3 clusters Score: Raw -661211.722999 + Penalty 2995.982516 = -658215.740482 nChanged 183 SP:Iteration 12Q (1711.083994 sec): 3 clusters Score: Raw -661289.133491 + Penalty 2995.982516 = -658293.150975 nChanged 155 SP:Iteration 13Q (1711.159393 sec): 3 clusters Score: Raw -661346.531772 + Penalty 2995.982516 = -658350.549256 nChanged 140 SP:Iteration 14Q (1711.210758 sec): 3 clusters Score: Raw -661393.565078 + Penalty 2995.982516 = -658397.582561 nChanged 106 SP:Iteration 15Q (1711.284550 sec): 3 clusters Score: Raw -661427.465881 + Penalty 2995.982516 = -658431.483364 nChanged 98 SP:Iteration 16Q (1711.345930 sec): 3 clusters Score: Raw -661455.919203 + Penalty 2995.982516 = -658459.936687 nChanged 90 SP:Iteration 17Q (1711.412793 sec): 3 clusters Score: Raw -661476.478877 + Penalty 2995.982516 = -658480.496361 nChanged 63 SP:Iteration 18Q (1711.474036 sec): 3 clusters Score: Raw -661488.111552 + Penalty 2995.982516 = -658492.129036 nChanged 53 SP:Iteration 19Q (1711.534662 sec): 3 clusters Score: Raw -661496.759977 + Penalty 2995.982516 = -658500.777460 nChanged 44 SP:Iteration 20F (1711.596220 sec): 3 clusters Score: Raw -661506.289982 + Penalty 2995.982516 = -658510.307466 nChanged 47 SP:Iteration 21Q (1711.657187 sec): 3 clusters Score: Raw -661516.063214 + Penalty 2995.982516 = -658520.080697 nChanged 49 SP:Iteration 22Q (1711.731378 sec): 3 clusters Score: Raw -661528.246576 + Penalty 2995.982516 = -658532.264060 nChanged 45 SP:Iteration 23Q (1711.794446 sec): 3 clusters Score: Raw -661538.661830 + Penalty 2995.982516 = -658542.679313 nChanged 45 SP:Iteration 24Q (1711.857829 sec): 3 clusters Score: Raw -661545.989676 + Penalty 2995.982516 = -658550.007160 nChanged 36 SP:Iteration 25Q (1711.920534 sec): 3 clusters Score: Raw -661551.310219 + Penalty 2995.982516 = -658555.327703 nChanged 36 SP:Iteration 26Q (1711.989912 sec): 3 clusters Score: Raw -661556.171093 + Penalty 2995.982516 = -658560.188577 nChanged 33 SP:Iteration 27Q (1712.043244 sec): 3 clusters Score: Raw -661560.780939 + Penalty 2995.982516 = -658564.798422 nChanged 28 SP:Iteration 28Q (1712.114178 sec): 3 clusters Score: Raw -661564.379461 + Penalty 2995.982516 = -658568.396945 nChanged 19 SP:Iteration 29Q (1712.168566 sec): 3 clusters Score: Raw -661566.551929 + Penalty 2995.982516 = -658570.569412 nChanged 9 SP:Iteration 30Q (1712.244426 sec): 3 clusters Score: Raw -661567.571059 + Penalty 2995.982516 = -658571.588543 nChanged 8 SP:Iteration 31Q (1712.310911 sec): 3 clusters Score: Raw -661568.208980 + Penalty 2995.982516 = -658572.226463 nChanged 4 SP:Iteration 32Q (1712.375284 sec): 3 clusters Score: Raw -661568.565239 + Penalty 2995.982516 = -658572.582723 nChanged 5 SP:Iteration 33Q (1712.439981 sec): 3 clusters Score: Raw -661569.060752 + Penalty 2995.982516 = -658573.078235 nChanged 9 SP:Iteration 34Q (1712.500868 sec): 3 clusters Score: Raw -661569.861873 + Penalty 2995.982516 = -658573.879357 nChanged 10 SP:Iteration 35Q (1712.564258 sec): 3 clusters Score: Raw -661570.684626 + Penalty 2995.982516 = -658574.702109 nChanged 6 SP:Iteration 36Q (1712.626876 sec): 3 clusters Score: Raw -661571.022236 + Penalty 2995.982516 = -658575.039720 nChanged 4 SP:Iteration 37Q (1712.689586 sec): 3 clusters Score: Raw -661571.464016 + Penalty 2995.982516 = -658575.481499 nChanged 3 SP:Iteration 38Q (1712.748093 sec): 3 clusters Score: Raw -661571.798472 + Penalty 2995.982516 = -658575.815956 nChanged 3 SP:Iteration 39Q (1712.807601 sec): 3 clusters Score: Raw -661572.194478 + Penalty 2995.982516 = -658576.211962 nChanged 5 SP:Iteration 40F (1712.876696 sec): 3 clusters Score: Raw -661572.579158 + Penalty 2995.982516 = -658576.596642 nChanged 4 SP:Iteration 41Q (1712.931992 sec): 3 clusters Score: Raw -661573.001084 + Penalty 2995.982516 = -658577.018568 nChanged 3 SP:Iteration 42Q (1713.003599 sec): 3 clusters Score: Raw -661573.132427 + Penalty 2995.982516 = -658577.149910 nChanged 1 SP:Iteration 43Q (1713.065026 sec): 3 clusters Score: Raw -661573.190484 + Penalty 2995.982516 = -658577.207968 nChanged 0 SP:Iteration 44F (1713.127219 sec): 3 clusters Score: Raw -661573.190484 + Penalty 2995.982516 = -658577.207968 nChanged 0 Trying to split cluster 3 (8258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1713.156268 sec): 2 clusters Score: Raw -563221.863110 + Penalty 1465.577377 = -561756.285733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1713.227890 sec): 3 clusters Score: Raw -558777.917921 + Penalty 2931.154755 = -555846.763166 nChanged 3495 SP:Iteration 1F (1713.291433 sec): 3 clusters Score: Raw -560665.325787 + Penalty 2931.154755 = -557734.171032 nChanged 609 SP:Iteration 2F (1713.350645 sec): 3 clusters Score: Raw -561015.567632 + Penalty 2931.154755 = -558084.412877 nChanged 508 SP:Iteration 3F (1713.415075 sec): 3 clusters Score: Raw -561300.359362 + Penalty 2931.154755 = -558369.204607 nChanged 451 SP:Iteration 4F (1713.477064 sec): 3 clusters Score: Raw -561571.690706 + Penalty 2931.154755 = -558640.535951 nChanged 428 SP:Iteration 5F (1713.528020 sec): 3 clusters Score: Raw -561828.138242 + Penalty 2931.154755 = -558896.983487 nChanged 375 SP:Iteration 6Q (1713.599477 sec): 3 clusters Score: Raw -562032.773659 + Penalty 2931.154755 = -559101.618904 nChanged 348 SP:Iteration 7Q (1713.664042 sec): 3 clusters Score: Raw -562221.009494 + Penalty 2931.154755 = -559289.854739 nChanged 292 SP:Iteration 8Q (1713.722557 sec): 3 clusters Score: Raw -562388.826931 + Penalty 2931.154755 = -559457.672176 nChanged 283 SP:Iteration 9Q (1713.774897 sec): 3 clusters Score: Raw -562564.508747 + Penalty 2931.154755 = -559633.353992 nChanged 279 SP:Iteration 10Q (1713.844493 sec): 3 clusters Score: Raw -562702.384002 + Penalty 2931.154755 = -559771.229247 nChanged 250 SP:Iteration 11Q (1713.907743 sec): 3 clusters Score: Raw -562821.607156 + Penalty 2931.154755 = -559890.452401 nChanged 192 SP:Iteration 12Q (1713.965102 sec): 3 clusters Score: Raw -562915.017625 + Penalty 2931.154755 = -559983.862870 nChanged 186 SP:Iteration 13Q (1714.033797 sec): 3 clusters Score: Raw -563006.619059 + Penalty 2931.154755 = -560075.464304 nChanged 163 SP:Iteration 14Q (1714.091763 sec): 3 clusters Score: Raw -563077.755641 + Penalty 2931.154755 = -560146.600887 nChanged 146 SP:Iteration 15Q (1714.142343 sec): 3 clusters Score: Raw -563129.468555 + Penalty 2931.154755 = -560198.313800 nChanged 115 SP:Iteration 16Q (1714.207398 sec): 3 clusters Score: Raw -563174.760486 + Penalty 2931.154755 = -560243.605731 nChanged 116 SP:Iteration 17Q (1714.273074 sec): 3 clusters Score: Raw -563214.267205 + Penalty 2931.154755 = -560283.112450 nChanged 105 SP:Iteration 18Q (1714.321917 sec): 3 clusters Score: Raw -563250.922635 + Penalty 2931.154755 = -560319.767881 nChanged 85 SP:Iteration 19Q (1714.388101 sec): 3 clusters Score: Raw -563283.178124 + Penalty 2931.154755 = -560352.023370 nChanged 91 SP:Iteration 20F (1714.452467 sec): 3 clusters Score: Raw -563319.106099 + Penalty 2931.154755 = -560387.951345 nChanged 106 SP:Iteration 21Q (1714.513361 sec): 3 clusters Score: Raw -563361.476461 + Penalty 2931.154755 = -560430.321706 nChanged 97 SP:Iteration 22Q (1714.573226 sec): 3 clusters Score: Raw -563399.697956 + Penalty 2931.154755 = -560468.543202 nChanged 91 SP:Iteration 23Q (1714.633040 sec): 3 clusters Score: Raw -563443.461214 + Penalty 2931.154755 = -560512.306460 nChanged 100 SP:Iteration 24Q (1714.693981 sec): 3 clusters Score: Raw -563499.582376 + Penalty 2931.154755 = -560568.427621 nChanged 88 SP:Iteration 25Q (1714.748184 sec): 3 clusters Score: Raw -563554.541262 + Penalty 2931.154755 = -560623.386507 nChanged 81 SP:Iteration 26Q (1714.822609 sec): 3 clusters Score: Raw -563613.454605 + Penalty 2931.154755 = -560682.299850 nChanged 90 SP:Iteration 27Q (1714.870511 sec): 3 clusters Score: Raw -563667.116606 + Penalty 2931.154755 = -560735.961852 nChanged 66 SP:Iteration 28Q (1714.930597 sec): 3 clusters Score: Raw -563693.618748 + Penalty 2931.154755 = -560762.463994 nChanged 49 SP:Iteration 29Q (1714.988582 sec): 3 clusters Score: Raw -563711.743860 + Penalty 2931.154755 = -560780.589105 nChanged 38 SP:Iteration 30Q (1715.060670 sec): 3 clusters Score: Raw -563726.684863 + Penalty 2931.154755 = -560795.530108 nChanged 34 SP:Iteration 31Q (1715.120574 sec): 3 clusters Score: Raw -563738.105543 + Penalty 2931.154755 = -560806.950789 nChanged 28 SP:Iteration 32Q (1715.179650 sec): 3 clusters Score: Raw -563753.810828 + Penalty 2931.154755 = -560822.656073 nChanged 38 SP:Iteration 33Q (1715.230318 sec): 3 clusters Score: Raw -563775.837618 + Penalty 2931.154755 = -560844.682863 nChanged 34 SP:Iteration 34Q (1715.292511 sec): 3 clusters Score: Raw -563799.566467 + Penalty 2931.154755 = -560868.411713 nChanged 34 SP:Iteration 35Q (1715.353095 sec): 3 clusters Score: Raw -563824.300014 + Penalty 2931.154755 = -560893.145260 nChanged 33 SP:Iteration 36Q (1715.410216 sec): 3 clusters Score: Raw -563856.645963 + Penalty 2931.154755 = -560925.491208 nChanged 33 SP:Iteration 37Q (1715.470827 sec): 3 clusters Score: Raw -563894.438283 + Penalty 2931.154755 = -560963.283528 nChanged 34 SP:Iteration 38Q (1715.527928 sec): 3 clusters Score: Raw -563925.040207 + Penalty 2931.154755 = -560993.885452 nChanged 26 SP:Iteration 39Q (1715.585424 sec): 3 clusters Score: Raw -563944.805052 + Penalty 2931.154755 = -561013.650297 nChanged 27 SP:Iteration 40F (1715.645222 sec): 3 clusters Score: Raw -563966.520397 + Penalty 2931.154755 = -561035.365643 nChanged 18 SP:Iteration 41Q (1715.693385 sec): 3 clusters Score: Raw -563977.225209 + Penalty 2931.154755 = -561046.070455 nChanged 15 SP:Iteration 42Q (1715.763624 sec): 3 clusters Score: Raw -563982.407897 + Penalty 2931.154755 = -561051.253142 nChanged 10 SP:Iteration 43Q (1715.810939 sec): 3 clusters Score: Raw -563985.137952 + Penalty 2931.154755 = -561053.983197 nChanged 9 SP:Iteration 44Q (1715.868647 sec): 3 clusters Score: Raw -563988.319562 + Penalty 2931.154755 = -561057.164808 nChanged 5 SP:Iteration 45Q (1715.922972 sec): 3 clusters Score: Raw -563989.894117 + Penalty 2931.154755 = -561058.739362 nChanged 2 SP:Iteration 46Q (1715.985033 sec): 3 clusters Score: Raw -563990.423498 + Penalty 2931.154755 = -561059.268743 nChanged 3 SP:Iteration 47Q (1716.036065 sec): 3 clusters Score: Raw -563991.009980 + Penalty 2931.154755 = -561059.855225 nChanged 2 SP:Iteration 48Q (1716.094047 sec): 3 clusters Score: Raw -563991.468618 + Penalty 2931.154755 = -561060.313863 nChanged 2 SP:Iteration 49Q (1716.160585 sec): 3 clusters Score: Raw -563991.980983 + Penalty 2931.154755 = -561060.826229 nChanged 1 SP:Iteration 50Q (1716.215406 sec): 3 clusters Score: Raw -563992.272582 + Penalty 2931.154755 = -561061.117828 nChanged 1 SP:Iteration 51Q (1716.265164 sec): 3 clusters Score: Raw -563992.397930 + Penalty 2931.154755 = -561061.243175 nChanged 2 SP:Iteration 52Q (1716.327470 sec): 3 clusters Score: Raw -563992.711492 + Penalty 2931.154755 = -561061.556737 nChanged 0 SP:Iteration 53F (1716.380284 sec): 3 clusters Score: Raw -563992.711492 + Penalty 2931.154755 = -561061.556737 nChanged 0 Trying to split cluster 4 (10316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1716.429555 sec): 2 clusters Score: Raw -678467.564741 + Penalty 1501.735847 = -676965.828894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1716.486885 sec): 3 clusters Score: Raw -672641.848254 + Penalty 3003.471694 = -669638.376559 nChanged 4473 SP:Iteration 1F (1716.549235 sec): 3 clusters Score: Raw -675057.790210 + Penalty 3003.471694 = -672054.318516 nChanged 703 SP:Iteration 2F (1716.621079 sec): 3 clusters Score: Raw -675395.042340 + Penalty 3003.471694 = -672391.570646 nChanged 621 SP:Iteration 3F (1716.684467 sec): 3 clusters Score: Raw -675734.666916 + Penalty 3003.471694 = -672731.195222 nChanged 587 SP:Iteration 4F (1716.748094 sec): 3 clusters Score: Raw -676096.217703 + Penalty 3003.471694 = -673092.746008 nChanged 581 SP:Iteration 5F (1716.808935 sec): 3 clusters Score: Raw -676514.741901 + Penalty 3003.471694 = -673511.270206 nChanged 561 SP:Iteration 6F (1716.872720 sec): 3 clusters Score: Raw -676943.645466 + Penalty 3003.471694 = -673940.173772 nChanged 524 SP:Iteration 7F (1716.930509 sec): 3 clusters Score: Raw -677353.434135 + Penalty 3003.471694 = -674349.962441 nChanged 435 SP:Iteration 8Q (1716.985542 sec): 3 clusters Score: Raw -677679.409215 + Penalty 3003.471694 = -674675.937521 nChanged 333 SP:Iteration 9Q (1717.049436 sec): 3 clusters Score: Raw -677955.639038 + Penalty 3003.471694 = -674952.167344 nChanged 281 SP:Iteration 10Q (1717.124538 sec): 3 clusters Score: Raw -678203.034641 + Penalty 3003.471694 = -675199.562947 nChanged 195 SP:Iteration 11Q (1717.187311 sec): 3 clusters Score: Raw -678392.604260 + Penalty 3003.471694 = -675389.132566 nChanged 140 SP:Iteration 12Q (1717.253674 sec): 3 clusters Score: Raw -678507.935565 + Penalty 3003.471694 = -675504.463871 nChanged 88 SP:Iteration 13Q (1717.314048 sec): 3 clusters Score: Raw -678577.458622 + Penalty 3003.471694 = -675573.986927 nChanged 60 SP:Iteration 14Q (1717.371915 sec): 3 clusters Score: Raw -678619.614301 + Penalty 3003.471694 = -675616.142607 nChanged 47 SP:Iteration 15Q (1717.437314 sec): 3 clusters Score: Raw -678646.234658 + Penalty 3003.471694 = -675642.762964 nChanged 24 SP:Iteration 16Q (1717.490026 sec): 3 clusters Score: Raw -678659.366990 + Penalty 3003.471694 = -675655.895296 nChanged 16 SP:Iteration 17Q (1717.550882 sec): 3 clusters Score: Raw -678667.606147 + Penalty 3003.471694 = -675664.134453 nChanged 11 SP:Iteration 18Q (1717.618928 sec): 3 clusters Score: Raw -678671.284334 + Penalty 3003.471694 = -675667.812640 nChanged 4 SP:Iteration 19Q (1717.682083 sec): 3 clusters Score: Raw -678672.228724 + Penalty 3003.471694 = -675668.757029 nChanged 5 SP:Iteration 20F (1717.746628 sec): 3 clusters Score: Raw -678674.219905 + Penalty 3003.471694 = -675670.748211 nChanged 6 SP:Iteration 21Q (1717.806402 sec): 3 clusters Score: Raw -678676.905065 + Penalty 3003.471694 = -675673.433371 nChanged 6 SP:Iteration 22Q (1717.868400 sec): 3 clusters Score: Raw -678678.985713 + Penalty 3003.471694 = -675675.514018 nChanged 4 SP:Iteration 23Q (1717.932119 sec): 3 clusters Score: Raw -678680.207655 + Penalty 3003.471694 = -675676.735960 nChanged 5 SP:Iteration 24Q (1717.981532 sec): 3 clusters Score: Raw -678681.228966 + Penalty 3003.471694 = -675677.757272 nChanged 2 SP:Iteration 25Q (1718.055316 sec): 3 clusters Score: Raw -678682.363467 + Penalty 3003.471694 = -675678.891773 nChanged 1 SP:Iteration 26Q (1718.111834 sec): 3 clusters Score: Raw -678682.604291 + Penalty 3003.471694 = -675679.132597 nChanged 1 SP:Iteration 27Q (1718.173825 sec): 3 clusters Score: Raw -678683.120311 + Penalty 3003.471694 = -675679.648616 nChanged 0 SP:Iteration 28F (1718.242088 sec): 3 clusters Score: Raw -678683.120311 + Penalty 3003.471694 = -675679.648616 nChanged 0 Trying to split cluster 5 (19287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1718.292213 sec): 2 clusters Score: Raw -1338717.604286 + Penalty 1603.417818 = -1337114.186468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1718.369555 sec): 3 clusters Score: Raw -1327204.975290 + Penalty 3206.835636 = -1323998.139654 nChanged 8737 SP:Iteration 1F (1718.448503 sec): 3 clusters Score: Raw -1331997.815690 + Penalty 3206.835636 = -1328790.980054 nChanged 1114 SP:Iteration 2F (1718.529124 sec): 3 clusters Score: Raw -1332626.161374 + Penalty 3206.835636 = -1329419.325738 nChanged 1272 SP:Iteration 3F (1718.611685 sec): 3 clusters Score: Raw -1333538.515804 + Penalty 3206.835636 = -1330331.680168 nChanged 1521 SP:Iteration 4F (1718.688787 sec): 3 clusters Score: Raw -1334787.395149 + Penalty 3206.835636 = -1331580.559513 nChanged 1670 SP:Iteration 5F (1718.765004 sec): 3 clusters Score: Raw -1336180.524500 + Penalty 3206.835636 = -1332973.688864 nChanged 1534 SP:Iteration 6F (1718.836900 sec): 3 clusters Score: Raw -1337270.628253 + Penalty 3206.835636 = -1334063.792617 nChanged 1190 SP:Iteration 7F (1718.923303 sec): 3 clusters Score: Raw -1338001.710139 + Penalty 3206.835636 = -1334794.874503 nChanged 850 SP:Iteration 8Q (1718.990400 sec): 3 clusters Score: Raw -1338481.025267 + Penalty 3206.835636 = -1335274.189631 nChanged 641 SP:Iteration 9Q (1719.082525 sec): 3 clusters Score: Raw -1338791.156144 + Penalty 3206.835636 = -1335584.320508 nChanged 487 SP:Iteration 10Q (1719.153301 sec): 3 clusters Score: Raw -1339000.127028 + Penalty 3206.835636 = -1335793.291392 nChanged 397 SP:Iteration 11Q (1719.238141 sec): 3 clusters Score: Raw -1339175.402107 + Penalty 3206.835636 = -1335968.566471 nChanged 372 SP:Iteration 12Q (1719.318121 sec): 3 clusters Score: Raw -1339329.905073 + Penalty 3206.835636 = -1336123.069437 nChanged 310 SP:Iteration 13Q (1719.400610 sec): 3 clusters Score: Raw -1339445.958959 + Penalty 3206.835636 = -1336239.123323 nChanged 234 SP:Iteration 14Q (1719.485456 sec): 3 clusters Score: Raw -1339529.385965 + Penalty 3206.835636 = -1336322.550329 nChanged 173 SP:Iteration 15Q (1719.567303 sec): 3 clusters Score: Raw -1339577.729516 + Penalty 3206.835636 = -1336370.893879 nChanged 119 SP:Iteration 16Q (1719.643117 sec): 3 clusters Score: Raw -1339607.170037 + Penalty 3206.835636 = -1336400.334401 nChanged 93 SP:Iteration 17Q (1719.715882 sec): 3 clusters Score: Raw -1339634.153248 + Penalty 3206.835636 = -1336427.317612 nChanged 89 SP:Iteration 18Q (1719.805809 sec): 3 clusters Score: Raw -1339657.234323 + Penalty 3206.835636 = -1336450.398687 nChanged 78 SP:Iteration 19Q (1719.885227 sec): 3 clusters Score: Raw -1339675.982639 + Penalty 3206.835636 = -1336469.147003 nChanged 56 SP:Iteration 20F (1719.959011 sec): 3 clusters Score: Raw -1339688.290319 + Penalty 3206.835636 = -1336481.454683 nChanged 32 SP:Iteration 21Q (1720.044580 sec): 3 clusters Score: Raw -1339694.425988 + Penalty 3206.835636 = -1336487.590352 nChanged 31 SP:Iteration 22Q (1720.111439 sec): 3 clusters Score: Raw -1339699.788128 + Penalty 3206.835636 = -1336492.952492 nChanged 28 SP:Iteration 23Q (1720.196365 sec): 3 clusters Score: Raw -1339705.300827 + Penalty 3206.835636 = -1336498.465191 nChanged 28 SP:Iteration 24Q (1720.282587 sec): 3 clusters Score: Raw -1339710.641611 + Penalty 3206.835636 = -1336503.805975 nChanged 19 SP:Iteration 25Q (1720.359223 sec): 3 clusters Score: Raw -1339714.424425 + Penalty 3206.835636 = -1336507.588788 nChanged 22 SP:Iteration 26Q (1720.433554 sec): 3 clusters Score: Raw -1339718.956782 + Penalty 3206.835636 = -1336512.121146 nChanged 20 SP:Iteration 27Q (1720.524909 sec): 3 clusters Score: Raw -1339723.878684 + Penalty 3206.835636 = -1336517.043048 nChanged 23 SP:Iteration 28Q (1720.604059 sec): 3 clusters Score: Raw -1339729.373660 + Penalty 3206.835636 = -1336522.538024 nChanged 18 SP:Iteration 29Q (1720.681421 sec): 3 clusters Score: Raw -1339733.736937 + Penalty 3206.835636 = -1336526.901301 nChanged 21 SP:Iteration 30Q (1720.758472 sec): 3 clusters Score: Raw -1339737.934920 + Penalty 3206.835636 = -1336531.099284 nChanged 13 SP:Iteration 31Q (1720.842498 sec): 3 clusters Score: Raw -1339739.388905 + Penalty 3206.835636 = -1336532.553269 nChanged 5 SP:Iteration 32Q (1720.912751 sec): 3 clusters Score: Raw -1339740.040900 + Penalty 3206.835636 = -1336533.205264 nChanged 2 SP:Iteration 33Q (1720.990835 sec): 3 clusters Score: Raw -1339740.441700 + Penalty 3206.835636 = -1336533.606064 nChanged 4 SP:Iteration 34Q (1721.078440 sec): 3 clusters Score: Raw -1339741.001498 + Penalty 3206.835636 = -1336534.165862 nChanged 2 SP:Iteration 35Q (1721.158879 sec): 3 clusters Score: Raw -1339741.309800 + Penalty 3206.835636 = -1336534.474164 nChanged 4 SP:Iteration 36Q (1721.233845 sec): 3 clusters Score: Raw -1339741.921678 + Penalty 3206.835636 = -1336535.086042 nChanged 3 SP:Iteration 37Q (1721.316326 sec): 3 clusters Score: Raw -1339742.300415 + Penalty 3206.835636 = -1336535.464779 nChanged 1 SP:Iteration 38Q (1721.388549 sec): 3 clusters Score: Raw -1339742.349187 + Penalty 3206.835636 = -1336535.513551 nChanged 1 SP:Iteration 39Q (1721.478417 sec): 3 clusters Score: Raw -1339742.444457 + Penalty 3206.835636 = -1336535.608821 nChanged 2 SP:Iteration 40F (1721.560317 sec): 3 clusters Score: Raw -1339742.759627 + Penalty 3206.835636 = -1336535.923990 nChanged 3 SP:Iteration 41Q (1721.638960 sec): 3 clusters Score: Raw -1339743.093887 + Penalty 3206.835636 = -1336536.258251 nChanged 4 SP:Iteration 42Q (1721.717429 sec): 3 clusters Score: Raw -1339743.522015 + Penalty 3206.835636 = -1336536.686379 nChanged 3 SP:Iteration 43Q (1721.795441 sec): 3 clusters Score: Raw -1339743.991874 + Penalty 3206.835636 = -1336537.156238 nChanged 4 SP:Iteration 44Q (1721.875838 sec): 3 clusters Score: Raw -1339744.441331 + Penalty 3206.835636 = -1336537.605695 nChanged 3 SP:Iteration 45Q (1721.951581 sec): 3 clusters Score: Raw -1339745.017560 + Penalty 3206.835636 = -1336538.181924 nChanged 1 SP:Iteration 46Q (1722.033725 sec): 3 clusters Score: Raw -1339745.193139 + Penalty 3206.835636 = -1336538.357503 nChanged 1 SP:Iteration 47Q (1722.110522 sec): 3 clusters Score: Raw -1339745.288855 + Penalty 3206.835636 = -1336538.453219 nChanged 0 SP:Iteration 48F (1722.189029 sec): 3 clusters Score: Raw -1339745.288855 + Penalty 3206.835636 = -1336538.453219 nChanged 0 Trying to split cluster 6 (16742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1722.232961 sec): 2 clusters Score: Raw -1087266.304738 + Penalty 1580.422319 = -1085685.882419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1722.312376 sec): 3 clusters Score: Raw -1077395.049888 + Penalty 3160.844639 = -1074234.205250 nChanged 7432 SP:Iteration 1F (1722.388124 sec): 3 clusters Score: Raw -1081591.164341 + Penalty 3160.844639 = -1078430.319702 nChanged 960 SP:Iteration 2F (1722.460872 sec): 3 clusters Score: Raw -1082050.634782 + Penalty 3160.844639 = -1078889.790143 nChanged 957 SP:Iteration 3F (1722.540177 sec): 3 clusters Score: Raw -1082587.427028 + Penalty 3160.844639 = -1079426.582390 nChanged 1119 SP:Iteration 4F (1722.610518 sec): 3 clusters Score: Raw -1083365.422575 + Penalty 3160.844639 = -1080204.577937 nChanged 1247 SP:Iteration 5F (1722.686681 sec): 3 clusters Score: Raw -1084330.002603 + Penalty 3160.844639 = -1081169.157964 nChanged 1170 SP:Iteration 6F (1722.765170 sec): 3 clusters Score: Raw -1085239.890857 + Penalty 3160.844639 = -1082079.046218 nChanged 993 SP:Iteration 7F (1722.842899 sec): 3 clusters Score: Raw -1086006.587976 + Penalty 3160.844639 = -1082845.743337 nChanged 719 SP:Iteration 8Q (1722.915677 sec): 3 clusters Score: Raw -1086505.023567 + Penalty 3160.844639 = -1083344.178928 nChanged 524 SP:Iteration 9Q (1722.992968 sec): 3 clusters Score: Raw -1086845.555240 + Penalty 3160.844639 = -1083684.710602 nChanged 388 SP:Iteration 10Q (1723.070394 sec): 3 clusters Score: Raw -1087048.391422 + Penalty 3160.844639 = -1083887.546784 nChanged 284 SP:Iteration 11Q (1723.147683 sec): 3 clusters Score: Raw -1087174.572079 + Penalty 3160.844639 = -1084013.727440 nChanged 215 SP:Iteration 12Q (1723.219178 sec): 3 clusters Score: Raw -1087275.946262 + Penalty 3160.844639 = -1084115.101623 nChanged 193 SP:Iteration 13Q (1723.299707 sec): 3 clusters Score: Raw -1087367.988023 + Penalty 3160.844639 = -1084207.143384 nChanged 149 SP:Iteration 14Q (1723.376478 sec): 3 clusters Score: Raw -1087434.770375 + Penalty 3160.844639 = -1084273.925736 nChanged 130 SP:Iteration 15Q (1723.450437 sec): 3 clusters Score: Raw -1087502.654523 + Penalty 3160.844639 = -1084341.809884 nChanged 119 SP:Iteration 16Q (1723.525754 sec): 3 clusters Score: Raw -1087569.770713 + Penalty 3160.844639 = -1084408.926075 nChanged 111 SP:Iteration 17Q (1723.594378 sec): 3 clusters Score: Raw -1087641.774096 + Penalty 3160.844639 = -1084480.929457 nChanged 108 SP:Iteration 18Q (1723.669634 sec): 3 clusters Score: Raw -1087714.971391 + Penalty 3160.844639 = -1084554.126753 nChanged 100 SP:Iteration 19Q (1723.733446 sec): 3 clusters Score: Raw -1087785.653752 + Penalty 3160.844639 = -1084624.809114 nChanged 105 SP:Iteration 20F (1723.809075 sec): 3 clusters Score: Raw -1087835.882343 + Penalty 3160.844639 = -1084675.037705 nChanged 72 SP:Iteration 21Q (1723.881684 sec): 3 clusters Score: Raw -1087866.647994 + Penalty 3160.844639 = -1084705.803356 nChanged 70 SP:Iteration 22Q (1723.966982 sec): 3 clusters Score: Raw -1087890.699147 + Penalty 3160.844639 = -1084729.854509 nChanged 59 SP:Iteration 23Q (1724.039644 sec): 3 clusters Score: Raw -1087908.875488 + Penalty 3160.844639 = -1084748.030849 nChanged 41 SP:Iteration 24Q (1724.110086 sec): 3 clusters Score: Raw -1087919.538951 + Penalty 3160.844639 = -1084758.694313 nChanged 31 SP:Iteration 25Q (1724.183401 sec): 3 clusters Score: Raw -1087930.659970 + Penalty 3160.844639 = -1084769.815331 nChanged 31 SP:Iteration 26Q (1724.256204 sec): 3 clusters Score: Raw -1087941.516122 + Penalty 3160.844639 = -1084780.671483 nChanged 33 SP:Iteration 27Q (1724.329531 sec): 3 clusters Score: Raw -1087950.987611 + Penalty 3160.844639 = -1084790.142972 nChanged 24 SP:Iteration 28Q (1724.402889 sec): 3 clusters Score: Raw -1087957.004013 + Penalty 3160.844639 = -1084796.159374 nChanged 24 SP:Iteration 29Q (1724.475707 sec): 3 clusters Score: Raw -1087963.453488 + Penalty 3160.844639 = -1084802.608850 nChanged 24 SP:Iteration 30Q (1724.545569 sec): 3 clusters Score: Raw -1087969.927253 + Penalty 3160.844639 = -1084809.082614 nChanged 18 SP:Iteration 31Q (1724.619878 sec): 3 clusters Score: Raw -1087974.483371 + Penalty 3160.844639 = -1084813.638732 nChanged 14 SP:Iteration 32Q (1724.693151 sec): 3 clusters Score: Raw -1087977.520199 + Penalty 3160.844639 = -1084816.675561 nChanged 12 SP:Iteration 33Q (1724.765512 sec): 3 clusters Score: Raw -1087980.002156 + Penalty 3160.844639 = -1084819.157517 nChanged 13 SP:Iteration 34Q (1724.835755 sec): 3 clusters Score: Raw -1087985.075597 + Penalty 3160.844639 = -1084824.230959 nChanged 13 SP:Iteration 35Q (1724.903736 sec): 3 clusters Score: Raw -1087989.921393 + Penalty 3160.844639 = -1084829.076754 nChanged 16 SP:Iteration 36Q (1724.965519 sec): 3 clusters Score: Raw -1087995.624523 + Penalty 3160.844639 = -1084834.779885 nChanged 17 SP:Iteration 37Q (1725.028264 sec): 3 clusters Score: Raw -1088003.993314 + Penalty 3160.844639 = -1084843.148675 nChanged 18 SP:Iteration 38Q (1725.111530 sec): 3 clusters Score: Raw -1088009.140728 + Penalty 3160.844639 = -1084848.296089 nChanged 9 SP:Iteration 39Q (1725.171863 sec): 3 clusters Score: Raw -1088010.764561 + Penalty 3160.844639 = -1084849.919922 nChanged 7 SP:Iteration 40F (1725.247852 sec): 3 clusters Score: Raw -1088012.708566 + Penalty 3160.844639 = -1084851.863927 nChanged 7 SP:Iteration 41Q (1725.323318 sec): 3 clusters Score: Raw -1088014.765795 + Penalty 3160.844639 = -1084853.921156 nChanged 7 SP:Iteration 42Q (1725.391797 sec): 3 clusters Score: Raw -1088015.885405 + Penalty 3160.844639 = -1084855.040766 nChanged 3 SP:Iteration 43Q (1725.459007 sec): 3 clusters Score: Raw -1088016.411797 + Penalty 3160.844639 = -1084855.567158 nChanged 3 SP:Iteration 44Q (1725.532478 sec): 3 clusters Score: Raw -1088016.999990 + Penalty 3160.844639 = -1084856.155351 nChanged 5 SP:Iteration 45Q (1725.603697 sec): 3 clusters Score: Raw -1088018.467851 + Penalty 3160.844639 = -1084857.623213 nChanged 7 SP:Iteration 46Q (1725.672298 sec): 3 clusters Score: Raw -1088019.826141 + Penalty 3160.844639 = -1084858.981503 nChanged 7 SP:Iteration 47Q (1725.742845 sec): 3 clusters Score: Raw -1088020.850847 + Penalty 3160.844639 = -1084860.006209 nChanged 0 SP:Iteration 48F (1725.817511 sec): 3 clusters Score: Raw -1088020.850847 + Penalty 3160.844639 = -1084860.006209 nChanged 0 Trying to split cluster 7 (89345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1725.968405 sec): 2 clusters Score: Raw -6079171.760585 + Penalty 1852.542341 = -6077319.218244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1726.170612 sec): 3 clusters Score: Raw -6021492.503288 + Penalty 3705.084682 = -6017787.418606 nChanged 42507 SP:Iteration 1F (1726.361117 sec): 3 clusters Score: Raw -6046741.174086 + Penalty 3705.084682 = -6043036.089405 nChanged 4495 SP:Iteration 2F (1726.564778 sec): 3 clusters Score: Raw -6048638.058109 + Penalty 3705.084682 = -6044932.973428 nChanged 5239 SP:Iteration 3F (1726.758814 sec): 3 clusters Score: Raw -6051471.706206 + Penalty 3705.084682 = -6047766.621525 nChanged 6191 SP:Iteration 4F (1726.943688 sec): 3 clusters Score: Raw -6055539.923261 + Penalty 3705.084682 = -6051834.838580 nChanged 6691 SP:Iteration 5F (1727.131251 sec): 3 clusters Score: Raw -6060833.139478 + Penalty 3705.084682 = -6057128.054797 nChanged 6226 SP:Iteration 6F (1727.325322 sec): 3 clusters Score: Raw -6066507.069930 + Penalty 3705.084682 = -6062801.985248 nChanged 4708 SP:Iteration 7F (1727.528078 sec): 3 clusters Score: Raw -6070802.727512 + Penalty 3705.084682 = -6067097.642830 nChanged 3272 SP:Iteration 8Q (1727.720892 sec): 3 clusters Score: Raw -6073241.464990 + Penalty 3705.084682 = -6069536.380308 nChanged 2218 SP:Iteration 9Q (1727.913632 sec): 3 clusters Score: Raw -6074565.330924 + Penalty 3705.084682 = -6070860.246242 nChanged 1576 SP:Iteration 10Q (1728.093696 sec): 3 clusters Score: Raw -6075352.216607 + Penalty 3705.084682 = -6071647.131926 nChanged 1228 SP:Iteration 11Q (1728.257931 sec): 3 clusters Score: Raw -6075959.250058 + Penalty 3705.084682 = -6072254.165376 nChanged 1133 SP:Iteration 12Q (1728.434215 sec): 3 clusters Score: Raw -6076524.553882 + Penalty 3705.084682 = -6072819.469200 nChanged 997 SP:Iteration 13Q (1728.616014 sec): 3 clusters Score: Raw -6076992.360159 + Penalty 3705.084682 = -6073287.275477 nChanged 876 SP:Iteration 14Q (1728.792889 sec): 3 clusters Score: Raw -6077349.886571 + Penalty 3705.084682 = -6073644.801889 nChanged 775 SP:Iteration 15Q (1728.963592 sec): 3 clusters Score: Raw -6077664.079483 + Penalty 3705.084682 = -6073958.994801 nChanged 687 SP:Iteration 16Q (1729.129518 sec): 3 clusters Score: Raw -6077928.145511 + Penalty 3705.084682 = -6074223.060829 nChanged 619 SP:Iteration 17Q (1729.310502 sec): 3 clusters Score: Raw -6078154.197806 + Penalty 3705.084682 = -6074449.113124 nChanged 536 SP:Iteration 18Q (1729.474202 sec): 3 clusters Score: Raw -6078342.823905 + Penalty 3705.084682 = -6074637.739224 nChanged 509 SP:Iteration 19Q (1729.648243 sec): 3 clusters Score: Raw -6078527.426520 + Penalty 3705.084682 = -6074822.341838 nChanged 480 SP:Iteration 20F (1729.848090 sec): 3 clusters Score: Raw -6078701.721501 + Penalty 3705.084682 = -6074996.636820 nChanged 445 SP:Iteration 21Q (1730.015432 sec): 3 clusters Score: Raw -6078863.431348 + Penalty 3705.084682 = -6075158.346666 nChanged 376 SP:Iteration 22Q (1730.189680 sec): 3 clusters Score: Raw -6078991.043386 + Penalty 3705.084682 = -6075285.958704 nChanged 315 SP:Iteration 23Q (1730.356541 sec): 3 clusters Score: Raw -6079102.225645 + Penalty 3705.084682 = -6075397.140963 nChanged 295 SP:Iteration 24Q (1730.513552 sec): 3 clusters Score: Raw -6079204.963779 + Penalty 3705.084682 = -6075499.879097 nChanged 261 SP:Iteration 25Q (1730.681398 sec): 3 clusters Score: Raw -6079301.185147 + Penalty 3705.084682 = -6075596.100466 nChanged 210 SP:Iteration 26Q (1730.841272 sec): 3 clusters Score: Raw -6079386.687321 + Penalty 3705.084682 = -6075681.602640 nChanged 189 SP:Iteration 27Q (1730.995128 sec): 3 clusters Score: Raw -6079462.618524 + Penalty 3705.084682 = -6075757.533843 nChanged 170 SP:Iteration 28Q (1731.155489 sec): 3 clusters Score: Raw -6079518.273440 + Penalty 3705.084682 = -6075813.188758 nChanged 134 SP:Iteration 29Q (1731.313366 sec): 3 clusters Score: Raw -6079569.205187 + Penalty 3705.084682 = -6075864.120505 nChanged 105 SP:Iteration 30Q (1731.478409 sec): 3 clusters Score: Raw -6079602.518357 + Penalty 3705.084682 = -6075897.433675 nChanged 89 SP:Iteration 31Q (1731.646097 sec): 3 clusters Score: Raw -6079630.730255 + Penalty 3705.084682 = -6075925.645573 nChanged 88 SP:Iteration 32Q (1731.809106 sec): 3 clusters Score: Raw -6079658.602553 + Penalty 3705.084682 = -6075953.517872 nChanged 72 SP:Iteration 33Q (1731.972470 sec): 3 clusters Score: Raw -6079681.096088 + Penalty 3705.084682 = -6075976.011406 nChanged 72 SP:Iteration 34Q (1732.133815 sec): 3 clusters Score: Raw -6079701.918658 + Penalty 3705.084682 = -6075996.833976 nChanged 65 SP:Iteration 35Q (1732.286529 sec): 3 clusters Score: Raw -6079719.113973 + Penalty 3705.084682 = -6076014.029291 nChanged 49 SP:Iteration 36Q (1732.461080 sec): 3 clusters Score: Raw -6079733.394598 + Penalty 3705.084682 = -6076028.309916 nChanged 55 SP:Iteration 37Q (1732.625341 sec): 3 clusters Score: Raw -6079751.687240 + Penalty 3705.084682 = -6076046.602559 nChanged 58 SP:Iteration 38Q (1732.785731 sec): 3 clusters Score: Raw -6079773.159070 + Penalty 3705.084682 = -6076068.074389 nChanged 52 SP:Iteration 39Q (1732.935685 sec): 3 clusters Score: Raw -6079787.459644 + Penalty 3705.084682 = -6076082.374962 nChanged 43 SP:Iteration 40F (1733.130972 sec): 3 clusters Score: Raw -6079797.396211 + Penalty 3705.084682 = -6076092.311529 nChanged 44 SP:Iteration 41Q (1733.293157 sec): 3 clusters Score: Raw -6079807.063111 + Penalty 3705.084682 = -6076101.978429 nChanged 24 SP:Iteration 42Q (1733.444035 sec): 3 clusters Score: Raw -6079812.258969 + Penalty 3705.084682 = -6076107.174288 nChanged 24 SP:Iteration 43Q (1733.601543 sec): 3 clusters Score: Raw -6079816.588107 + Penalty 3705.084682 = -6076111.503425 nChanged 19 SP:Iteration 44Q (1733.760569 sec): 3 clusters Score: Raw -6079820.867437 + Penalty 3705.084682 = -6076115.782755 nChanged 19 SP:Iteration 45Q (1733.912337 sec): 3 clusters Score: Raw -6079824.881276 + Penalty 3705.084682 = -6076119.796595 nChanged 22 SP:Iteration 46Q (1734.063864 sec): 3 clusters Score: Raw -6079830.121804 + Penalty 3705.084682 = -6076125.037122 nChanged 21 SP:Iteration 47Q (1734.219152 sec): 3 clusters Score: Raw -6079835.203852 + Penalty 3705.084682 = -6076130.119170 nChanged 26 SP:Iteration 48Q (1734.379508 sec): 3 clusters Score: Raw -6079839.858666 + Penalty 3705.084682 = -6076134.773984 nChanged 20 SP:Iteration 49Q (1734.543731 sec): 3 clusters Score: Raw -6079844.731801 + Penalty 3705.084682 = -6076139.647119 nChanged 16 SP:Iteration 50Q (1734.708327 sec): 3 clusters Score: Raw -6079848.492988 + Penalty 3705.084682 = -6076143.408306 nChanged 16 SP:Iteration 51Q (1734.871583 sec): 3 clusters Score: Raw -6079851.981375 + Penalty 3705.084682 = -6076146.896694 nChanged 22 SP:Iteration 52Q (1735.014669 sec): 3 clusters Score: Raw -6079856.738241 + Penalty 3705.084682 = -6076151.653559 nChanged 17 SP:Iteration 53Q (1735.181399 sec): 3 clusters Score: Raw -6079860.063983 + Penalty 3705.084682 = -6076154.979301 nChanged 13 SP:Iteration 54Q (1735.342645 sec): 3 clusters Score: Raw -6079862.045806 + Penalty 3705.084682 = -6076156.961125 nChanged 11 SP:Iteration 55Q (1735.482581 sec): 3 clusters Score: Raw -6079864.408513 + Penalty 3705.084682 = -6076159.323831 nChanged 10 SP:Iteration 56Q (1735.646041 sec): 3 clusters Score: Raw -6079867.644729 + Penalty 3705.084682 = -6076162.560048 nChanged 16 SP:Iteration 57Q (1735.803352 sec): 3 clusters Score: Raw -6079871.305785 + Penalty 3705.084682 = -6076166.221103 nChanged 11 SP:Iteration 58Q (1735.955809 sec): 3 clusters Score: Raw -6079873.553587 + Penalty 3705.084682 = -6076168.468906 nChanged 13 SP:Iteration 59Q (1736.108926 sec): 3 clusters Score: Raw -6079877.750866 + Penalty 3705.084682 = -6076172.666184 nChanged 13 SP:Iteration 60F (1736.307364 sec): 3 clusters Score: Raw -6079880.588561 + Penalty 3705.084682 = -6076175.503879 nChanged 9 SP:Iteration 61Q (1736.465570 sec): 3 clusters Score: Raw -6079882.039491 + Penalty 3705.084682 = -6076176.954809 nChanged 11 SP:Iteration 62Q (1736.615132 sec): 3 clusters Score: Raw -6079884.345594 + Penalty 3705.084682 = -6076179.260913 nChanged 17 SP:Iteration 63Q (1736.778134 sec): 3 clusters Score: Raw -6079887.570921 + Penalty 3705.084682 = -6076182.486239 nChanged 10 SP:Iteration 64Q (1736.936740 sec): 3 clusters Score: Raw -6079889.453945 + Penalty 3705.084682 = -6076184.369264 nChanged 9 SP:Iteration 65Q (1737.093238 sec): 3 clusters Score: Raw -6079891.493598 + Penalty 3705.084682 = -6076186.408916 nChanged 9 SP:Iteration 66Q (1737.249447 sec): 3 clusters Score: Raw -6079893.776796 + Penalty 3705.084682 = -6076188.692115 nChanged 11 SP:Iteration 67Q (1737.405095 sec): 3 clusters Score: Raw -6079895.909884 + Penalty 3705.084682 = -6076190.825202 nChanged 7 SP:Iteration 68Q (1737.557587 sec): 3 clusters Score: Raw -6079897.597767 + Penalty 3705.084682 = -6076192.513085 nChanged 7 SP:Iteration 69Q (1737.729802 sec): 3 clusters Score: Raw -6079898.950315 + Penalty 3705.084682 = -6076193.865633 nChanged 12 SP:Iteration 70Q (1737.883535 sec): 3 clusters Score: Raw -6079901.956886 + Penalty 3705.084682 = -6076196.872204 nChanged 13 SP:Iteration 71Q (1738.054031 sec): 3 clusters Score: Raw -6079904.903185 + Penalty 3705.084682 = -6076199.818503 nChanged 13 SP:Iteration 72Q (1738.211573 sec): 3 clusters Score: Raw -6079907.662988 + Penalty 3705.084682 = -6076202.578307 nChanged 11 SP:Iteration 73Q (1738.383012 sec): 3 clusters Score: Raw -6079909.614369 + Penalty 3705.084682 = -6076204.529687 nChanged 8 SP:Iteration 74Q (1738.542979 sec): 3 clusters Score: Raw -6079910.917967 + Penalty 3705.084682 = -6076205.833285 nChanged 4 SP:Iteration 75Q (1738.689243 sec): 3 clusters Score: Raw -6079912.103627 + Penalty 3705.084682 = -6076207.018945 nChanged 9 SP:Iteration 76Q (1738.832655 sec): 3 clusters Score: Raw -6079913.834714 + Penalty 3705.084682 = -6076208.750032 nChanged 10 SP:Iteration 77Q (1738.998980 sec): 3 clusters Score: Raw -6079916.164630 + Penalty 3705.084682 = -6076211.079949 nChanged 8 SP:Iteration 78Q (1739.146844 sec): 3 clusters Score: Raw -6079918.070495 + Penalty 3705.084682 = -6076212.985813 nChanged 5 SP:Iteration 79Q (1739.322148 sec): 3 clusters Score: Raw -6079918.808382 + Penalty 3705.084682 = -6076213.723700 nChanged 5 SP:Iteration 80F (1739.506973 sec): 3 clusters Score: Raw -6079919.776782 + Penalty 3705.084682 = -6076214.692100 nChanged 7 SP:Iteration 81Q (1739.664593 sec): 3 clusters Score: Raw -6079921.278051 + Penalty 3705.084682 = -6076216.193369 nChanged 4 SP:Iteration 82Q (1739.804983 sec): 3 clusters Score: Raw -6079921.854929 + Penalty 3705.084682 = -6076216.770247 nChanged 5 SP:Iteration 83Q (1739.957153 sec): 3 clusters Score: Raw -6079923.300658 + Penalty 3705.084682 = -6076218.215976 nChanged 4 SP:Iteration 84Q (1740.122510 sec): 3 clusters Score: Raw -6079923.781333 + Penalty 3705.084682 = -6076218.696652 nChanged 3 SP:Iteration 85Q (1740.268436 sec): 3 clusters Score: Raw -6079924.038868 + Penalty 3705.084682 = -6076218.954186 nChanged 0 SP:Iteration 86F (1740.462837 sec): 3 clusters Score: Raw -6079924.038868 + Penalty 3705.084682 = -6076218.954186 nChanged 0 Trying to split cluster 8 (5829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.494458 sec): 2 clusters Score: Raw -373668.558934 + Penalty 1408.972620 = -372259.586314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.559574 sec): 3 clusters Score: Raw -370663.538642 + Penalty 2817.945240 = -367845.593403 nChanged 2438 SP:Iteration 1F (1740.612026 sec): 3 clusters Score: Raw -372238.733167 + Penalty 2817.945240 = -369420.787927 nChanged 531 SP:Iteration 2F (1740.657948 sec): 3 clusters Score: Raw -372785.906181 + Penalty 2817.945240 = -369967.960941 nChanged 518 SP:Iteration 3F (1740.713390 sec): 3 clusters Score: Raw -373286.572958 + Penalty 2817.945240 = -370468.627719 nChanged 459 SP:Iteration 4F (1740.774024 sec): 3 clusters Score: Raw -373692.658419 + Penalty 2817.945240 = -370874.713179 nChanged 322 SP:Iteration 5F (1740.823525 sec): 3 clusters Score: Raw -373893.517229 + Penalty 2817.945240 = -371075.571989 nChanged 234 SP:Iteration 6Q (1740.875567 sec): 3 clusters Score: Raw -374038.878080 + Penalty 2817.945240 = -371220.932840 nChanged 195 SP:Iteration 7Q (1740.928712 sec): 3 clusters Score: Raw -374134.976327 + Penalty 2817.945240 = -371317.031088 nChanged 146 SP:Iteration 8Q (1740.990572 sec): 3 clusters Score: Raw -374208.494583 + Penalty 2817.945240 = -371390.549344 nChanged 126 SP:Iteration 9Q (1741.056463 sec): 3 clusters Score: Raw -374259.523947 + Penalty 2817.945240 = -371441.578707 nChanged 96 SP:Iteration 10Q (1741.098388 sec): 3 clusters Score: Raw -374292.603605 + Penalty 2817.945240 = -371474.658365 nChanged 63 SP:Iteration 11Q (1741.163347 sec): 3 clusters Score: Raw -374316.714915 + Penalty 2817.945240 = -371498.769675 nChanged 58 SP:Iteration 12Q (1741.208160 sec): 3 clusters Score: Raw -374334.594161 + Penalty 2817.945240 = -371516.648921 nChanged 38 SP:Iteration 13Q (1741.264057 sec): 3 clusters Score: Raw -374344.247623 + Penalty 2817.945240 = -371526.302383 nChanged 29 SP:Iteration 14Q (1741.327988 sec): 3 clusters Score: Raw -374351.892260 + Penalty 2817.945240 = -371533.947020 nChanged 21 SP:Iteration 15Q (1741.383257 sec): 3 clusters Score: Raw -374357.212482 + Penalty 2817.945240 = -371539.267242 nChanged 22 SP:Iteration 16Q (1741.440199 sec): 3 clusters Score: Raw -374363.341597 + Penalty 2817.945240 = -371545.396357 nChanged 23 SP:Iteration 17Q (1741.495424 sec): 3 clusters Score: Raw -374370.015818 + Penalty 2817.945240 = -371552.070578 nChanged 18 SP:Iteration 18Q (1741.548841 sec): 3 clusters Score: Raw -374374.423821 + Penalty 2817.945240 = -371556.478582 nChanged 10 SP:Iteration 19Q (1741.600337 sec): 3 clusters Score: Raw -374376.837603 + Penalty 2817.945240 = -371558.892363 nChanged 10 SP:Iteration 20F (1741.661129 sec): 3 clusters Score: Raw -374380.461853 + Penalty 2817.945240 = -371562.516613 nChanged 12 SP:Iteration 21Q (1741.716105 sec): 3 clusters Score: Raw -374383.356361 + Penalty 2817.945240 = -371565.411121 nChanged 10 SP:Iteration 22Q (1741.766399 sec): 3 clusters Score: Raw -374385.961141 + Penalty 2817.945240 = -371568.015901 nChanged 9 SP:Iteration 23Q (1741.826127 sec): 3 clusters Score: Raw -374388.493045 + Penalty 2817.945240 = -371570.547805 nChanged 13 SP:Iteration 24Q (1741.880358 sec): 3 clusters Score: Raw -374392.409313 + Penalty 2817.945240 = -371574.464073 nChanged 11 SP:Iteration 25Q (1741.928860 sec): 3 clusters Score: Raw -374394.850462 + Penalty 2817.945240 = -371576.905222 nChanged 10 SP:Iteration 26Q (1741.985887 sec): 3 clusters Score: Raw -374397.023864 + Penalty 2817.945240 = -371579.078624 nChanged 11 SP:Iteration 27Q (1742.039208 sec): 3 clusters Score: Raw -374399.173845 + Penalty 2817.945240 = -371581.228605 nChanged 9 SP:Iteration 28Q (1742.104913 sec): 3 clusters Score: Raw -374401.431462 + Penalty 2817.945240 = -371583.486223 nChanged 11 SP:Iteration 29Q (1742.157966 sec): 3 clusters Score: Raw -374404.170888 + Penalty 2817.945240 = -371586.225648 nChanged 9 SP:Iteration 30Q (1742.216527 sec): 3 clusters Score: Raw -374406.616068 + Penalty 2817.945240 = -371588.670828 nChanged 14 SP:Iteration 31Q (1742.262465 sec): 3 clusters Score: Raw -374410.098252 + Penalty 2817.945240 = -371592.153012 nChanged 10 SP:Iteration 32Q (1742.317689 sec): 3 clusters Score: Raw -374412.470427 + Penalty 2817.945240 = -371594.525187 nChanged 12 SP:Iteration 33Q (1742.381547 sec): 3 clusters Score: Raw -374415.157698 + Penalty 2817.945240 = -371597.212458 nChanged 12 SP:Iteration 34Q (1742.438154 sec): 3 clusters Score: Raw -374417.573110 + Penalty 2817.945240 = -371599.627870 nChanged 6 SP:Iteration 35Q (1742.497179 sec): 3 clusters Score: Raw -374418.715501 + Penalty 2817.945240 = -371600.770261 nChanged 7 SP:Iteration 36Q (1742.542378 sec): 3 clusters Score: Raw -374420.413123 + Penalty 2817.945240 = -371602.467883 nChanged 7 SP:Iteration 37Q (1742.600299 sec): 3 clusters Score: Raw -374422.199362 + Penalty 2817.945240 = -371604.254122 nChanged 11 SP:Iteration 38Q (1742.656003 sec): 3 clusters Score: Raw -374424.898614 + Penalty 2817.945240 = -371606.953374 nChanged 12 SP:Iteration 39Q (1742.707849 sec): 3 clusters Score: Raw -374428.627776 + Penalty 2817.945240 = -371610.682536 nChanged 8 SP:Iteration 40F (1742.768257 sec): 3 clusters Score: Raw -374430.687266 + Penalty 2817.945240 = -371612.742026 nChanged 5 SP:Iteration 41Q (1742.815623 sec): 3 clusters Score: Raw -374431.508339 + Penalty 2817.945240 = -371613.563099 nChanged 2 SP:Iteration 42Q (1742.870430 sec): 3 clusters Score: Raw -374431.934982 + Penalty 2817.945240 = -371613.989742 nChanged 3 SP:Iteration 43Q (1742.930482 sec): 3 clusters Score: Raw -374432.465934 + Penalty 2817.945240 = -371614.520694 nChanged 3 SP:Iteration 44Q (1742.987415 sec): 3 clusters Score: Raw -374433.138963 + Penalty 2817.945240 = -371615.193724 nChanged 2 SP:Iteration 45Q (1743.047297 sec): 3 clusters Score: Raw -374433.629677 + Penalty 2817.945240 = -371615.684437 nChanged 2 SP:Iteration 46Q (1743.094893 sec): 3 clusters Score: Raw -374434.306715 + Penalty 2817.945240 = -371616.361476 nChanged 1 SP:Iteration 47Q (1743.153209 sec): 3 clusters Score: Raw -374434.852959 + Penalty 2817.945240 = -371616.907719 nChanged 6 SP:Iteration 48Q (1743.209638 sec): 3 clusters Score: Raw -374436.337656 + Penalty 2817.945240 = -371618.392416 nChanged 3 SP:Iteration 49Q (1743.269854 sec): 3 clusters Score: Raw -374437.221217 + Penalty 2817.945240 = -371619.275977 nChanged 5 SP:Iteration 50Q (1743.313972 sec): 3 clusters Score: Raw -374438.151713 + Penalty 2817.945240 = -371620.206473 nChanged 4 SP:Iteration 51Q (1743.368462 sec): 3 clusters Score: Raw -374438.743381 + Penalty 2817.945240 = -371620.798141 nChanged 1 SP:Iteration 52Q (1743.433605 sec): 3 clusters Score: Raw -374438.902321 + Penalty 2817.945240 = -371620.957081 nChanged 1 SP:Iteration 53Q (1743.483826 sec): 3 clusters Score: Raw -374438.978484 + Penalty 2817.945240 = -371621.033244 nChanged 2 SP:Iteration 54Q (1743.548189 sec): 3 clusters Score: Raw -374439.359582 + Penalty 2817.945240 = -371621.414342 nChanged 0 SP:Iteration 55F (1743.590066 sec): 3 clusters Score: Raw -374439.359582 + Penalty 2817.945240 = -371621.414342 nChanged 0 Trying to split cluster 9 (12781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1743.643186 sec): 2 clusters Score: Raw -869695.611850 + Penalty 1536.553683 = -868159.058167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1743.711791 sec): 3 clusters Score: Raw -862291.440858 + Penalty 3073.107366 = -859218.333492 nChanged 5574 SP:Iteration 1F (1743.780092 sec): 3 clusters Score: Raw -865381.937457 + Penalty 3073.107366 = -862308.830091 nChanged 787 SP:Iteration 2F (1743.847022 sec): 3 clusters Score: Raw -865771.185527 + Penalty 3073.107366 = -862698.078161 nChanged 746 SP:Iteration 3F (1743.910585 sec): 3 clusters Score: Raw -866157.561870 + Penalty 3073.107366 = -863084.454504 nChanged 728 SP:Iteration 4F (1743.975120 sec): 3 clusters Score: Raw -866564.324392 + Penalty 3073.107366 = -863491.217026 nChanged 748 SP:Iteration 5F (1744.047983 sec): 3 clusters Score: Raw -866988.996386 + Penalty 3073.107366 = -863915.889020 nChanged 680 SP:Iteration 6F (1744.116197 sec): 3 clusters Score: Raw -867412.702620 + Penalty 3073.107366 = -864339.595254 nChanged 692 SP:Iteration 7F (1744.185464 sec): 3 clusters Score: Raw -867834.677982 + Penalty 3073.107366 = -864761.570616 nChanged 593 SP:Iteration 8Q (1744.253103 sec): 3 clusters Score: Raw -868200.096539 + Penalty 3073.107366 = -865126.989173 nChanged 500 SP:Iteration 9Q (1744.323741 sec): 3 clusters Score: Raw -868524.667093 + Penalty 3073.107366 = -865451.559727 nChanged 438 SP:Iteration 10Q (1744.392196 sec): 3 clusters Score: Raw -868808.420464 + Penalty 3073.107366 = -865735.313098 nChanged 350 SP:Iteration 11Q (1744.462962 sec): 3 clusters Score: Raw -869079.820938 + Penalty 3073.107366 = -866006.713572 nChanged 322 SP:Iteration 12Q (1744.529189 sec): 3 clusters Score: Raw -869347.949543 + Penalty 3073.107366 = -866274.842177 nChanged 288 SP:Iteration 13Q (1744.591987 sec): 3 clusters Score: Raw -869530.682971 + Penalty 3073.107366 = -866457.575605 nChanged 214 SP:Iteration 14Q (1744.659548 sec): 3 clusters Score: Raw -869646.612675 + Penalty 3073.107366 = -866573.505309 nChanged 160 SP:Iteration 15Q (1744.727805 sec): 3 clusters Score: Raw -869719.335329 + Penalty 3073.107366 = -866646.227963 nChanged 108 SP:Iteration 16Q (1744.792185 sec): 3 clusters Score: Raw -869765.533515 + Penalty 3073.107366 = -866692.426149 nChanged 103 SP:Iteration 17Q (1744.849310 sec): 3 clusters Score: Raw -869802.110904 + Penalty 3073.107366 = -866729.003538 nChanged 87 SP:Iteration 18Q (1744.918869 sec): 3 clusters Score: Raw -869833.057130 + Penalty 3073.107366 = -866759.949764 nChanged 72 SP:Iteration 19Q (1744.982781 sec): 3 clusters Score: Raw -869862.182873 + Penalty 3073.107366 = -866789.075507 nChanged 75 SP:Iteration 20F (1745.041868 sec): 3 clusters Score: Raw -869891.716352 + Penalty 3073.107366 = -866818.608986 nChanged 73 SP:Iteration 21Q (1745.104297 sec): 3 clusters Score: Raw -869915.275662 + Penalty 3073.107366 = -866842.168296 nChanged 65 SP:Iteration 22Q (1745.178342 sec): 3 clusters Score: Raw -869944.045686 + Penalty 3073.107366 = -866870.938320 nChanged 75 SP:Iteration 23Q (1745.242999 sec): 3 clusters Score: Raw -869978.898287 + Penalty 3073.107366 = -866905.790921 nChanged 74 SP:Iteration 24Q (1745.312252 sec): 3 clusters Score: Raw -870005.867215 + Penalty 3073.107366 = -866932.759849 nChanged 59 SP:Iteration 25Q (1745.373887 sec): 3 clusters Score: Raw -870022.867361 + Penalty 3073.107366 = -866949.759995 nChanged 46 SP:Iteration 26Q (1745.446180 sec): 3 clusters Score: Raw -870036.582062 + Penalty 3073.107366 = -866963.474696 nChanged 46 SP:Iteration 27Q (1745.501334 sec): 3 clusters Score: Raw -870048.808093 + Penalty 3073.107366 = -866975.700727 nChanged 36 SP:Iteration 28Q (1745.577023 sec): 3 clusters Score: Raw -870059.815989 + Penalty 3073.107366 = -866986.708623 nChanged 37 SP:Iteration 29Q (1745.631162 sec): 3 clusters Score: Raw -870070.489284 + Penalty 3073.107366 = -866997.381918 nChanged 38 SP:Iteration 30Q (1745.694796 sec): 3 clusters Score: Raw -870082.720040 + Penalty 3073.107366 = -867009.612675 nChanged 36 SP:Iteration 31Q (1745.759808 sec): 3 clusters Score: Raw -870093.928771 + Penalty 3073.107366 = -867020.821405 nChanged 35 SP:Iteration 32Q (1745.826979 sec): 3 clusters Score: Raw -870102.883574 + Penalty 3073.107366 = -867029.776208 nChanged 32 SP:Iteration 33Q (1745.899292 sec): 3 clusters Score: Raw -870109.366137 + Penalty 3073.107366 = -867036.258771 nChanged 28 SP:Iteration 34Q (1745.958324 sec): 3 clusters Score: Raw -870115.402084 + Penalty 3073.107366 = -867042.294718 nChanged 21 SP:Iteration 35Q (1746.013227 sec): 3 clusters Score: Raw -870120.363422 + Penalty 3073.107366 = -867047.256056 nChanged 25 SP:Iteration 36Q (1746.078545 sec): 3 clusters Score: Raw -870125.219737 + Penalty 3073.107366 = -867052.112371 nChanged 17 SP:Iteration 37Q (1746.157279 sec): 3 clusters Score: Raw -870128.353957 + Penalty 3073.107366 = -867055.246591 nChanged 26 SP:Iteration 38Q (1746.219952 sec): 3 clusters Score: Raw -870134.182289 + Penalty 3073.107366 = -867061.074923 nChanged 23 SP:Iteration 39Q (1746.281341 sec): 3 clusters Score: Raw -870139.018753 + Penalty 3073.107366 = -867065.911387 nChanged 19 SP:Iteration 40F (1746.363294 sec): 3 clusters Score: Raw -870142.400872 + Penalty 3073.107366 = -867069.293506 nChanged 11 SP:Iteration 41Q (1746.428922 sec): 3 clusters Score: Raw -870144.630143 + Penalty 3073.107366 = -867071.522777 nChanged 16 SP:Iteration 42Q (1746.484560 sec): 3 clusters Score: Raw -870147.914650 + Penalty 3073.107366 = -867074.807284 nChanged 15 SP:Iteration 43Q (1746.563463 sec): 3 clusters Score: Raw -870150.276748 + Penalty 3073.107366 = -867077.169382 nChanged 12 SP:Iteration 44Q (1746.627818 sec): 3 clusters Score: Raw -870153.015172 + Penalty 3073.107366 = -867079.907806 nChanged 13 SP:Iteration 45Q (1746.679819 sec): 3 clusters Score: Raw -870157.409558 + Penalty 3073.107366 = -867084.302192 nChanged 20 SP:Iteration 46Q (1746.748909 sec): 3 clusters Score: Raw -870162.701713 + Penalty 3073.107366 = -867089.594347 nChanged 19 SP:Iteration 47Q (1746.807952 sec): 3 clusters Score: Raw -870168.320396 + Penalty 3073.107366 = -867095.213030 nChanged 23 SP:Iteration 48Q (1746.881254 sec): 3 clusters Score: Raw -870176.780151 + Penalty 3073.107366 = -867103.672785 nChanged 25 SP:Iteration 49Q (1746.939014 sec): 3 clusters Score: Raw -870185.362986 + Penalty 3073.107366 = -867112.255620 nChanged 30 SP:Iteration 50Q (1747.022221 sec): 3 clusters Score: Raw -870194.719716 + Penalty 3073.107366 = -867121.612350 nChanged 27 SP:Iteration 51Q (1747.088299 sec): 3 clusters Score: Raw -870201.946244 + Penalty 3073.107366 = -867128.838878 nChanged 24 SP:Iteration 52Q (1747.151658 sec): 3 clusters Score: Raw -870210.096147 + Penalty 3073.107366 = -867136.988781 nChanged 23 SP:Iteration 53Q (1747.208543 sec): 3 clusters Score: Raw -870214.532092 + Penalty 3073.107366 = -867141.424726 nChanged 12 SP:Iteration 54Q (1747.275850 sec): 3 clusters Score: Raw -870216.909941 + Penalty 3073.107366 = -867143.802575 nChanged 6 SP:Iteration 55Q (1747.333720 sec): 3 clusters Score: Raw -870218.033868 + Penalty 3073.107366 = -867144.926502 nChanged 6 SP:Iteration 56Q (1747.399594 sec): 3 clusters Score: Raw -870219.809070 + Penalty 3073.107366 = -867146.701704 nChanged 8 SP:Iteration 57Q (1747.454143 sec): 3 clusters Score: Raw -870221.494964 + Penalty 3073.107366 = -867148.387598 nChanged 6 SP:Iteration 58Q (1747.519810 sec): 3 clusters Score: Raw -870222.601793 + Penalty 3073.107366 = -867149.494427 nChanged 4 SP:Iteration 59Q (1747.581270 sec): 3 clusters Score: Raw -870223.728508 + Penalty 3073.107366 = -867150.621143 nChanged 6 SP:Iteration 60F (1747.647232 sec): 3 clusters Score: Raw -870224.813856 + Penalty 3073.107366 = -867151.706490 nChanged 4 SP:Iteration 61Q (1747.707328 sec): 3 clusters Score: Raw -870225.627046 + Penalty 3073.107366 = -867152.519680 nChanged 5 SP:Iteration 62Q (1747.768289 sec): 3 clusters Score: Raw -870226.519821 + Penalty 3073.107366 = -867153.412455 nChanged 5 SP:Iteration 63Q (1747.834841 sec): 3 clusters Score: Raw -870226.981961 + Penalty 3073.107366 = -867153.874595 nChanged 1 SP:Iteration 64Q (1747.898863 sec): 3 clusters Score: Raw -870227.135822 + Penalty 3073.107366 = -867154.028456 nChanged 2 SP:Iteration 65Q (1747.960608 sec): 3 clusters Score: Raw -870227.255397 + Penalty 3073.107366 = -867154.148031 nChanged 0 SP:Iteration 66F (1748.031543 sec): 3 clusters Score: Raw -870227.255397 + Penalty 3073.107366 = -867154.148031 nChanged 0 Trying to split cluster 10 (77320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1748.167361 sec): 2 clusters Score: Raw -5312820.097135 + Penalty 1829.052539 = -5310991.044595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1748.343659 sec): 3 clusters Score: Raw -5263044.926709 + Penalty 3658.105078 = -5259386.821631 nChanged 36742 SP:Iteration 1F (1748.512557 sec): 3 clusters Score: Raw -5284491.297932 + Penalty 3658.105078 = -5280833.192854 nChanged 3062 SP:Iteration 2Q (1748.692877 sec): 3 clusters Score: Raw -5285531.240775 + Penalty 3658.105078 = -5281873.135697 nChanged 3282 SP:Iteration 3Q (1748.863500 sec): 3 clusters Score: Raw -5286770.877132 + Penalty 3658.105078 = -5283112.772054 nChanged 3478 SP:Iteration 4Q (1749.046650 sec): 3 clusters Score: Raw -5288307.475069 + Penalty 3658.105078 = -5284649.369991 nChanged 3724 SP:Iteration 5Q (1749.229348 sec): 3 clusters Score: Raw -5290103.786841 + Penalty 3658.105078 = -5286445.681762 nChanged 3963 SP:Iteration 6F (1749.405711 sec): 3 clusters Score: Raw -5292187.991074 + Penalty 3658.105078 = -5288529.885996 nChanged 4094 SP:Iteration 7F (1749.574684 sec): 3 clusters Score: Raw -5294472.019871 + Penalty 3658.105078 = -5290813.914793 nChanged 4196 SP:Iteration 8F (1749.755420 sec): 3 clusters Score: Raw -5297068.374524 + Penalty 3658.105078 = -5293410.269446 nChanged 4148 SP:Iteration 9F (1749.924450 sec): 3 clusters Score: Raw -5299587.806246 + Penalty 3658.105078 = -5295929.701167 nChanged 3595 SP:Iteration 10Q (1750.114945 sec): 3 clusters Score: Raw -5301423.894684 + Penalty 3658.105078 = -5297765.789605 nChanged 2764 SP:Iteration 11Q (1750.297231 sec): 3 clusters Score: Raw -5302517.739578 + Penalty 3658.105078 = -5298859.634500 nChanged 1932 SP:Iteration 12Q (1750.461664 sec): 3 clusters Score: Raw -5303132.149538 + Penalty 3658.105078 = -5299474.044460 nChanged 1428 SP:Iteration 13Q (1750.648112 sec): 3 clusters Score: Raw -5303522.428134 + Penalty 3658.105078 = -5299864.323056 nChanged 1168 SP:Iteration 14Q (1750.830771 sec): 3 clusters Score: Raw -5303825.220025 + Penalty 3658.105078 = -5300167.114947 nChanged 1027 SP:Iteration 15Q (1750.995561 sec): 3 clusters Score: Raw -5304069.819447 + Penalty 3658.105078 = -5300411.714369 nChanged 925 SP:Iteration 16Q (1751.184460 sec): 3 clusters Score: Raw -5304278.476860 + Penalty 3658.105078 = -5300620.371781 nChanged 885 SP:Iteration 17Q (1751.347679 sec): 3 clusters Score: Raw -5304477.449027 + Penalty 3658.105078 = -5300819.343948 nChanged 872 SP:Iteration 18Q (1751.519252 sec): 3 clusters Score: Raw -5304676.804859 + Penalty 3658.105078 = -5301018.699781 nChanged 822 SP:Iteration 19Q (1751.685498 sec): 3 clusters Score: Raw -5304853.121586 + Penalty 3658.105078 = -5301195.016508 nChanged 802 SP:Iteration 20F (1751.863431 sec): 3 clusters Score: Raw -5305015.644111 + Penalty 3658.105078 = -5301357.539032 nChanged 735 SP:Iteration 21Q (1752.040200 sec): 3 clusters Score: Raw -5305159.053379 + Penalty 3658.105078 = -5301500.948300 nChanged 725 SP:Iteration 22Q (1752.218733 sec): 3 clusters Score: Raw -5305300.814018 + Penalty 3658.105078 = -5301642.708940 nChanged 684 SP:Iteration 23Q (1752.390253 sec): 3 clusters Score: Raw -5305422.500041 + Penalty 3658.105078 = -5301764.394963 nChanged 616 SP:Iteration 24Q (1752.565004 sec): 3 clusters Score: Raw -5305520.026774 + Penalty 3658.105078 = -5301861.921696 nChanged 558 SP:Iteration 25Q (1752.745751 sec): 3 clusters Score: Raw -5305597.171590 + Penalty 3658.105078 = -5301939.066512 nChanged 483 SP:Iteration 26Q (1752.915035 sec): 3 clusters Score: Raw -5305659.442809 + Penalty 3658.105078 = -5302001.337731 nChanged 486 SP:Iteration 27Q (1753.094321 sec): 3 clusters Score: Raw -5305722.980173 + Penalty 3658.105078 = -5302064.875095 nChanged 461 SP:Iteration 28Q (1753.267763 sec): 3 clusters Score: Raw -5305786.135588 + Penalty 3658.105078 = -5302128.030509 nChanged 478 SP:Iteration 29Q (1753.448804 sec): 3 clusters Score: Raw -5305852.833905 + Penalty 3658.105078 = -5302194.728827 nChanged 502 SP:Iteration 30Q (1753.621352 sec): 3 clusters Score: Raw -5305921.616085 + Penalty 3658.105078 = -5302263.511007 nChanged 478 SP:Iteration 31Q (1753.790859 sec): 3 clusters Score: Raw -5305979.833183 + Penalty 3658.105078 = -5302321.728104 nChanged 441 SP:Iteration 32Q (1753.949178 sec): 3 clusters Score: Raw -5306036.470882 + Penalty 3658.105078 = -5302378.365804 nChanged 448 SP:Iteration 33Q (1754.112326 sec): 3 clusters Score: Raw -5306095.371561 + Penalty 3658.105078 = -5302437.266483 nChanged 463 SP:Iteration 34Q (1754.306098 sec): 3 clusters Score: Raw -5306163.399574 + Penalty 3658.105078 = -5302505.294496 nChanged 512 SP:Iteration 35Q (1754.465182 sec): 3 clusters Score: Raw -5306238.419536 + Penalty 3658.105078 = -5302580.314457 nChanged 527 SP:Iteration 36Q (1754.645887 sec): 3 clusters Score: Raw -5306315.078894 + Penalty 3658.105078 = -5302656.973816 nChanged 525 SP:Iteration 37Q (1754.804381 sec): 3 clusters Score: Raw -5306391.700632 + Penalty 3658.105078 = -5302733.595554 nChanged 535 SP:Iteration 38Q (1754.983207 sec): 3 clusters Score: Raw -5306473.311655 + Penalty 3658.105078 = -5302815.206577 nChanged 569 SP:Iteration 39Q (1755.158520 sec): 3 clusters Score: Raw -5306563.428723 + Penalty 3658.105078 = -5302905.323645 nChanged 608 SP:Iteration 40F (1755.334037 sec): 3 clusters Score: Raw -5306663.766384 + Penalty 3658.105078 = -5303005.661306 nChanged 616 SP:Iteration 41Q (1755.505771 sec): 3 clusters Score: Raw -5306768.698520 + Penalty 3658.105078 = -5303110.593442 nChanged 683 SP:Iteration 42Q (1755.674303 sec): 3 clusters Score: Raw -5306892.590547 + Penalty 3658.105078 = -5303234.485468 nChanged 709 SP:Iteration 43Q (1755.840656 sec): 3 clusters Score: Raw -5307029.454559 + Penalty 3658.105078 = -5303371.349480 nChanged 765 SP:Iteration 44Q (1756.008954 sec): 3 clusters Score: Raw -5307181.165872 + Penalty 3658.105078 = -5303523.060794 nChanged 757 SP:Iteration 45Q (1756.177404 sec): 3 clusters Score: Raw -5307333.525142 + Penalty 3658.105078 = -5303675.420064 nChanged 797 SP:Iteration 46Q (1756.352881 sec): 3 clusters Score: Raw -5307508.214006 + Penalty 3658.105078 = -5303850.108928 nChanged 863 SP:Iteration 47Q (1756.514172 sec): 3 clusters Score: Raw -5307711.405300 + Penalty 3658.105078 = -5304053.300222 nChanged 863 SP:Iteration 48Q (1756.679210 sec): 3 clusters Score: Raw -5307924.651304 + Penalty 3658.105078 = -5304266.546226 nChanged 917 SP:Iteration 49Q (1756.826816 sec): 3 clusters Score: Raw -5308165.672789 + Penalty 3658.105078 = -5304507.567711 nChanged 958 SP:Iteration 50Q (1756.986939 sec): 3 clusters Score: Raw -5308447.792253 + Penalty 3658.105078 = -5304789.687175 nChanged 999 SP:Iteration 51Q (1757.141051 sec): 3 clusters Score: Raw -5308749.023040 + Penalty 3658.105078 = -5305090.917961 nChanged 1016 SP:Iteration 52Q (1757.297794 sec): 3 clusters Score: Raw -5309075.887479 + Penalty 3658.105078 = -5305417.782401 nChanged 993 SP:Iteration 53Q (1757.452441 sec): 3 clusters Score: Raw -5309411.248274 + Penalty 3658.105078 = -5305753.143195 nChanged 1033 SP:Iteration 54Q (1757.614043 sec): 3 clusters Score: Raw -5309781.629315 + Penalty 3658.105078 = -5306123.524237 nChanged 1000 SP:Iteration 55Q (1757.763764 sec): 3 clusters Score: Raw -5310153.936125 + Penalty 3658.105078 = -5306495.831047 nChanged 966 SP:Iteration 56Q (1757.914042 sec): 3 clusters Score: Raw -5310527.094191 + Penalty 3658.105078 = -5306868.989112 nChanged 948 SP:Iteration 57Q (1758.070666 sec): 3 clusters Score: Raw -5310910.065164 + Penalty 3658.105078 = -5307251.960086 nChanged 826 SP:Iteration 58Q (1758.212331 sec): 3 clusters Score: Raw -5311251.438015 + Penalty 3658.105078 = -5307593.332937 nChanged 773 SP:Iteration 59Q (1758.371569 sec): 3 clusters Score: Raw -5311575.038715 + Penalty 3658.105078 = -5307916.933637 nChanged 669 SP:Iteration 60F (1758.552930 sec): 3 clusters Score: Raw -5311868.703306 + Penalty 3658.105078 = -5308210.598227 nChanged 620 SP:Iteration 61Q (1758.707792 sec): 3 clusters Score: Raw -5312139.998295 + Penalty 3658.105078 = -5308481.893217 nChanged 546 SP:Iteration 62Q (1758.858265 sec): 3 clusters Score: Raw -5312372.031676 + Penalty 3658.105078 = -5308713.926598 nChanged 460 SP:Iteration 63Q (1759.003914 sec): 3 clusters Score: Raw -5312568.314762 + Penalty 3658.105078 = -5308910.209684 nChanged 371 SP:Iteration 64Q (1759.149282 sec): 3 clusters Score: Raw -5312728.400273 + Penalty 3658.105078 = -5309070.295195 nChanged 320 SP:Iteration 65Q (1759.302333 sec): 3 clusters Score: Raw -5312867.448432 + Penalty 3658.105078 = -5309209.343354 nChanged 282 SP:Iteration 66Q (1759.441007 sec): 3 clusters Score: Raw -5312985.496335 + Penalty 3658.105078 = -5309327.391256 nChanged 228 SP:Iteration 67Q (1759.589540 sec): 3 clusters Score: Raw -5313069.442343 + Penalty 3658.105078 = -5309411.337265 nChanged 178 SP:Iteration 68Q (1759.733644 sec): 3 clusters Score: Raw -5313133.587522 + Penalty 3658.105078 = -5309475.482443 nChanged 141 SP:Iteration 69Q (1759.876636 sec): 3 clusters Score: Raw -5313179.435350 + Penalty 3658.105078 = -5309521.330272 nChanged 119 SP:Iteration 70Q (1760.016791 sec): 3 clusters Score: Raw -5313218.438480 + Penalty 3658.105078 = -5309560.333402 nChanged 92 SP:Iteration 71Q (1760.171752 sec): 3 clusters Score: Raw -5313243.982802 + Penalty 3658.105078 = -5309585.877723 nChanged 57 SP:Iteration 72Q (1760.318590 sec): 3 clusters Score: Raw -5313260.669954 + Penalty 3658.105078 = -5309602.564876 nChanged 60 SP:Iteration 73Q (1760.456068 sec): 3 clusters Score: Raw -5313276.747172 + Penalty 3658.105078 = -5309618.642094 nChanged 54 SP:Iteration 74Q (1760.589002 sec): 3 clusters Score: Raw -5313289.576931 + Penalty 3658.105078 = -5309631.471852 nChanged 34 SP:Iteration 75Q (1760.726317 sec): 3 clusters Score: Raw -5313297.413544 + Penalty 3658.105078 = -5309639.308465 nChanged 26 SP:Iteration 76Q (1760.879233 sec): 3 clusters Score: Raw -5313304.072424 + Penalty 3658.105078 = -5309645.967346 nChanged 30 SP:Iteration 77Q (1761.017185 sec): 3 clusters Score: Raw -5313312.403337 + Penalty 3658.105078 = -5309654.298259 nChanged 21 SP:Iteration 78Q (1761.150004 sec): 3 clusters Score: Raw -5313317.444599 + Penalty 3658.105078 = -5309659.339521 nChanged 22 SP:Iteration 79Q (1761.293488 sec): 3 clusters Score: Raw -5313323.429517 + Penalty 3658.105078 = -5309665.324438 nChanged 21 SP:Iteration 80F (1761.455832 sec): 3 clusters Score: Raw -5313328.874460 + Penalty 3658.105078 = -5309670.769381 nChanged 16 SP:Iteration 81Q (1761.603741 sec): 3 clusters Score: Raw -5313333.913617 + Penalty 3658.105078 = -5309675.808539 nChanged 14 SP:Iteration 82Q (1761.755297 sec): 3 clusters Score: Raw -5313336.309783 + Penalty 3658.105078 = -5309678.204705 nChanged 6 SP:Iteration 83Q (1761.903428 sec): 3 clusters Score: Raw -5313337.388758 + Penalty 3658.105078 = -5309679.283680 nChanged 2 SP:Iteration 84Q (1762.049884 sec): 3 clusters Score: Raw -5313337.724610 + Penalty 3658.105078 = -5309679.619531 nChanged 3 SP:Iteration 85Q (1762.194490 sec): 3 clusters Score: Raw -5313338.308838 + Penalty 3658.105078 = -5309680.203760 nChanged 2 SP:Iteration 86Q (1762.330886 sec): 3 clusters Score: Raw -5313338.828246 + Penalty 3658.105078 = -5309680.723167 nChanged 3 SP:Iteration 87Q (1762.480030 sec): 3 clusters Score: Raw -5313339.268842 + Penalty 3658.105078 = -5309681.163763 nChanged 4 SP:Iteration 88Q (1762.627275 sec): 3 clusters Score: Raw -5313340.077366 + Penalty 3658.105078 = -5309681.972287 nChanged 5 SP:Iteration 89Q (1762.776188 sec): 3 clusters Score: Raw -5313341.549353 + Penalty 3658.105078 = -5309683.444275 nChanged 6 SP:Iteration 90Q (1762.915442 sec): 3 clusters Score: Raw -5313342.917846 + Penalty 3658.105078 = -5309684.812767 nChanged 6 SP:Iteration 91Q (1763.051736 sec): 3 clusters Score: Raw -5313343.845160 + Penalty 3658.105078 = -5309685.740082 nChanged 4 SP:Iteration 92Q (1763.200727 sec): 3 clusters Score: Raw -5313345.425867 + Penalty 3658.105078 = -5309687.320789 nChanged 10 SP:Iteration 93Q (1763.346509 sec): 3 clusters Score: Raw -5313347.069820 + Penalty 3658.105078 = -5309688.964741 nChanged 3 SP:Iteration 94Q (1763.487554 sec): 3 clusters Score: Raw -5313347.396363 + Penalty 3658.105078 = -5309689.291285 nChanged 2 SP:Iteration 95Q (1763.633572 sec): 3 clusters Score: Raw -5313347.691843 + Penalty 3658.105078 = -5309689.586764 nChanged 2 SP:Iteration 96Q (1763.778117 sec): 3 clusters Score: Raw -5313347.793324 + Penalty 3658.105078 = -5309689.688246 nChanged 1 SP:Iteration 97Q (1763.925153 sec): 3 clusters Score: Raw -5313347.966409 + Penalty 3658.105078 = -5309689.861331 nChanged 2 SP:Iteration 98Q (1764.067991 sec): 3 clusters Score: Raw -5313348.109461 + Penalty 3658.105078 = -5309690.004383 nChanged 2 SP:Iteration 99Q (1764.200422 sec): 3 clusters Score: Raw -5313348.321858 + Penalty 3658.105078 = -5309690.216780 nChanged 2 SP:Iteration 100F (1764.374247 sec): 3 clusters Score: Raw -5313348.962791 + Penalty 3658.105078 = -5309690.857712 nChanged 5 SP:Iteration 101Q (1764.523603 sec): 3 clusters Score: Raw -5313350.367322 + Penalty 3658.105078 = -5309692.262244 nChanged 4 SP:Iteration 102Q (1764.679783 sec): 3 clusters Score: Raw -5313351.118632 + Penalty 3658.105078 = -5309693.013554 nChanged 3 SP:Iteration 103Q (1764.823106 sec): 3 clusters Score: Raw -5313352.142556 + Penalty 3658.105078 = -5309694.037478 nChanged 2 SP:Iteration 104Q (1764.976099 sec): 3 clusters Score: Raw -5313352.542657 + Penalty 3658.105078 = -5309694.437578 nChanged 2 SP:Iteration 105Q (1765.147521 sec): 3 clusters Score: Raw -5313352.644462 + Penalty 3658.105078 = -5309694.539384 nChanged 0 SP:Iteration 106F (1765.331487 sec): 3 clusters Score: Raw -5313352.644462 + Penalty 3658.105078 = -5309694.539384 nChanged 0 Trying to split cluster 11 (2599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1765.368935 sec): 2 clusters Score: Raw -168489.996748 + Penalty 1277.718331 = -167212.278417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1765.419960 sec): 3 clusters Score: Raw -167313.496855 + Penalty 2555.436661 = -164758.060194 nChanged 1000 SP:Iteration 1F (1765.465750 sec): 3 clusters Score: Raw -167916.655567 + Penalty 2555.436661 = -165361.218906 nChanged 223 SP:Iteration 2F (1765.518860 sec): 3 clusters Score: Raw -168128.619169 + Penalty 2555.436661 = -165573.182507 nChanged 172 SP:Iteration 3F (1765.569733 sec): 3 clusters Score: Raw -168309.962797 + Penalty 2555.436661 = -165754.526136 nChanged 180 SP:Iteration 4F (1765.606585 sec): 3 clusters Score: Raw -168491.367945 + Penalty 2555.436661 = -165935.931284 nChanged 142 SP:Iteration 5F (1765.656595 sec): 3 clusters Score: Raw -168619.068729 + Penalty 2555.436661 = -166063.632068 nChanged 108 SP:Iteration 6Q (1765.708930 sec): 3 clusters Score: Raw -168716.396083 + Penalty 2555.436661 = -166160.959422 nChanged 76 SP:Iteration 7Q (1765.751544 sec): 3 clusters Score: Raw -168781.812378 + Penalty 2555.436661 = -166226.375717 nChanged 53 SP:Iteration 8Q (1765.801608 sec): 3 clusters Score: Raw -168826.240299 + Penalty 2555.436661 = -166270.803638 nChanged 39 SP:Iteration 9Q (1765.864758 sec): 3 clusters Score: Raw -168858.107378 + Penalty 2555.436661 = -166302.670716 nChanged 28 SP:Iteration 10Q (1765.917427 sec): 3 clusters Score: Raw -168883.189311 + Penalty 2555.436661 = -166327.752650 nChanged 14 SP:Iteration 11Q (1765.963160 sec): 3 clusters Score: Raw -168894.158152 + Penalty 2555.436661 = -166338.721491 nChanged 13 SP:Iteration 12Q (1766.013627 sec): 3 clusters Score: Raw -168902.080466 + Penalty 2555.436661 = -166346.643805 nChanged 6 SP:Iteration 13Q (1766.068183 sec): 3 clusters Score: Raw -168906.227466 + Penalty 2555.436661 = -166350.790805 nChanged 3 SP:Iteration 14Q (1766.121131 sec): 3 clusters Score: Raw -168908.107846 + Penalty 2555.436661 = -166352.671185 nChanged 4 SP:Iteration 15Q (1766.180033 sec): 3 clusters Score: Raw -168909.670641 + Penalty 2555.436661 = -166354.233980 nChanged 3 SP:Iteration 16Q (1766.221019 sec): 3 clusters Score: Raw -168911.198341 + Penalty 2555.436661 = -166355.761680 nChanged 1 SP:Iteration 17Q (1766.272294 sec): 3 clusters Score: Raw -168911.902713 + Penalty 2555.436661 = -166356.466052 nChanged 3 SP:Iteration 18Q (1766.330665 sec): 3 clusters Score: Raw -168913.086303 + Penalty 2555.436661 = -166357.649642 nChanged 3 SP:Iteration 19Q (1766.382179 sec): 3 clusters Score: Raw -168915.322224 + Penalty 2555.436661 = -166359.885562 nChanged 0 SP:Iteration 20F (1766.437055 sec): 3 clusters Score: Raw -168915.322224 + Penalty 2555.436661 = -166359.885562 nChanged 0 Trying to split cluster 12 (6388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1766.469228 sec): 2 clusters Score: Raw -425126.415108 + Penalty 1423.853683 = -423702.561425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1766.527845 sec): 3 clusters Score: Raw -421664.516883 + Penalty 2847.707366 = -418816.809517 nChanged 2647 SP:Iteration 1F (1766.588329 sec): 3 clusters Score: Raw -423021.249385 + Penalty 2847.707366 = -420173.542019 nChanged 408 SP:Iteration 2F (1766.646561 sec): 3 clusters Score: Raw -423197.080617 + Penalty 2847.707366 = -420349.373251 nChanged 308 SP:Iteration 3Q (1766.715657 sec): 3 clusters Score: Raw -423349.426247 + Penalty 2847.707366 = -420501.718882 nChanged 287 SP:Iteration 4Q (1766.776778 sec): 3 clusters Score: Raw -423506.713729 + Penalty 2847.707366 = -420659.006363 nChanged 281 SP:Iteration 5Q (1766.824841 sec): 3 clusters Score: Raw -423669.787548 + Penalty 2847.707366 = -420822.080183 nChanged 273 SP:Iteration 6Q (1766.888655 sec): 3 clusters Score: Raw -423810.222854 + Penalty 2847.707366 = -420962.515488 nChanged 289 SP:Iteration 7Q (1766.948269 sec): 3 clusters Score: Raw -423959.460017 + Penalty 2847.707366 = -421111.752651 nChanged 254 SP:Iteration 8Q (1767.006744 sec): 3 clusters Score: Raw -424089.081902 + Penalty 2847.707366 = -421241.374537 nChanged 240 SP:Iteration 9Q (1767.066105 sec): 3 clusters Score: Raw -424227.713322 + Penalty 2847.707366 = -421380.005957 nChanged 260 SP:Iteration 10Q (1767.123382 sec): 3 clusters Score: Raw -424376.991104 + Penalty 2847.707366 = -421529.283739 nChanged 233 SP:Iteration 11Q (1767.172118 sec): 3 clusters Score: Raw -424511.896714 + Penalty 2847.707366 = -421664.189348 nChanged 237 SP:Iteration 12Q (1767.229701 sec): 3 clusters Score: Raw -424624.912360 + Penalty 2847.707366 = -421777.204994 nChanged 182 SP:Iteration 13Q (1767.289420 sec): 3 clusters Score: Raw -424699.584519 + Penalty 2847.707366 = -421851.877154 nChanged 161 SP:Iteration 14Q (1767.350798 sec): 3 clusters Score: Raw -424769.782225 + Penalty 2847.707366 = -421922.074859 nChanged 151 SP:Iteration 15Q (1767.411028 sec): 3 clusters Score: Raw -424831.769213 + Penalty 2847.707366 = -421984.061848 nChanged 109 SP:Iteration 16Q (1767.476678 sec): 3 clusters Score: Raw -424877.746749 + Penalty 2847.707366 = -422030.039383 nChanged 97 SP:Iteration 17Q (1767.538948 sec): 3 clusters Score: Raw -424922.188375 + Penalty 2847.707366 = -422074.481009 nChanged 103 SP:Iteration 18Q (1767.590371 sec): 3 clusters Score: Raw -424973.084183 + Penalty 2847.707366 = -422125.376818 nChanged 102 SP:Iteration 19Q (1767.654034 sec): 3 clusters Score: Raw -425022.854216 + Penalty 2847.707366 = -422175.146851 nChanged 95 SP:Iteration 20F (1767.711506 sec): 3 clusters Score: Raw -425061.649835 + Penalty 2847.707366 = -422213.942470 nChanged 84 SP:Iteration 21Q (1767.758881 sec): 3 clusters Score: Raw -425093.112358 + Penalty 2847.707366 = -422245.404992 nChanged 74 SP:Iteration 22Q (1767.827770 sec): 3 clusters Score: Raw -425115.625774 + Penalty 2847.707366 = -422267.918409 nChanged 64 SP:Iteration 23Q (1767.878953 sec): 3 clusters Score: Raw -425135.874961 + Penalty 2847.707366 = -422288.167595 nChanged 51 SP:Iteration 24Q (1767.935761 sec): 3 clusters Score: Raw -425154.138575 + Penalty 2847.707366 = -422306.431209 nChanged 48 SP:Iteration 25Q (1768.003915 sec): 3 clusters Score: Raw -425172.290364 + Penalty 2847.707366 = -422324.582999 nChanged 50 SP:Iteration 26Q (1768.065813 sec): 3 clusters Score: Raw -425184.704434 + Penalty 2847.707366 = -422336.997069 nChanged 34 SP:Iteration 27Q (1768.120217 sec): 3 clusters Score: Raw -425193.807646 + Penalty 2847.707366 = -422346.100280 nChanged 38 SP:Iteration 28Q (1768.178960 sec): 3 clusters Score: Raw -425202.044240 + Penalty 2847.707366 = -422354.336875 nChanged 31 SP:Iteration 29Q (1768.236029 sec): 3 clusters Score: Raw -425210.563964 + Penalty 2847.707366 = -422362.856598 nChanged 36 SP:Iteration 30Q (1768.293735 sec): 3 clusters Score: Raw -425222.458062 + Penalty 2847.707366 = -422374.750697 nChanged 43 SP:Iteration 31Q (1768.339538 sec): 3 clusters Score: Raw -425235.868442 + Penalty 2847.707366 = -422388.161077 nChanged 43 SP:Iteration 32Q (1768.394259 sec): 3 clusters Score: Raw -425246.403175 + Penalty 2847.707366 = -422398.695809 nChanged 39 SP:Iteration 33Q (1768.449134 sec): 3 clusters Score: Raw -425257.999302 + Penalty 2847.707366 = -422410.291936 nChanged 34 SP:Iteration 34Q (1768.511658 sec): 3 clusters Score: Raw -425266.280802 + Penalty 2847.707366 = -422418.573437 nChanged 26 SP:Iteration 35Q (1768.568543 sec): 3 clusters Score: Raw -425272.787402 + Penalty 2847.707366 = -422425.080036 nChanged 28 SP:Iteration 36Q (1768.617323 sec): 3 clusters Score: Raw -425279.408763 + Penalty 2847.707366 = -422431.701398 nChanged 27 SP:Iteration 37Q (1768.680615 sec): 3 clusters Score: Raw -425285.975251 + Penalty 2847.707366 = -422438.267886 nChanged 27 SP:Iteration 38Q (1768.738088 sec): 3 clusters Score: Raw -425292.820570 + Penalty 2847.707366 = -422445.113204 nChanged 20 SP:Iteration 39Q (1768.786646 sec): 3 clusters Score: Raw -425296.092375 + Penalty 2847.707366 = -422448.385009 nChanged 17 SP:Iteration 40F (1768.854133 sec): 3 clusters Score: Raw -425299.468943 + Penalty 2847.707366 = -422451.761577 nChanged 14 SP:Iteration 41Q (1768.902118 sec): 3 clusters Score: Raw -425302.547560 + Penalty 2847.707366 = -422454.840195 nChanged 17 SP:Iteration 42Q (1768.959167 sec): 3 clusters Score: Raw -425305.945408 + Penalty 2847.707366 = -422458.238042 nChanged 12 SP:Iteration 43Q (1769.005216 sec): 3 clusters Score: Raw -425308.940830 + Penalty 2847.707366 = -422461.233464 nChanged 22 SP:Iteration 44Q (1769.065087 sec): 3 clusters Score: Raw -425314.085558 + Penalty 2847.707366 = -422466.378193 nChanged 13 SP:Iteration 45Q (1769.117999 sec): 3 clusters Score: Raw -425317.233877 + Penalty 2847.707366 = -422469.526512 nChanged 11 SP:Iteration 46Q (1769.169696 sec): 3 clusters Score: Raw -425319.905318 + Penalty 2847.707366 = -422472.197952 nChanged 13 SP:Iteration 47Q (1769.230115 sec): 3 clusters Score: Raw -425322.627581 + Penalty 2847.707366 = -422474.920215 nChanged 14 SP:Iteration 48Q (1769.281101 sec): 3 clusters Score: Raw -425325.826461 + Penalty 2847.707366 = -422478.119095 nChanged 17 SP:Iteration 49Q (1769.339626 sec): 3 clusters Score: Raw -425329.052111 + Penalty 2847.707366 = -422481.344746 nChanged 23 SP:Iteration 50Q (1769.397191 sec): 3 clusters Score: Raw -425332.723330 + Penalty 2847.707366 = -422485.015964 nChanged 16 SP:Iteration 51Q (1769.454989 sec): 3 clusters Score: Raw -425336.808247 + Penalty 2847.707366 = -422489.100881 nChanged 20 SP:Iteration 52Q (1769.511662 sec): 3 clusters Score: Raw -425342.659772 + Penalty 2847.707366 = -422494.952407 nChanged 22 SP:Iteration 53Q (1769.569123 sec): 3 clusters Score: Raw -425348.097890 + Penalty 2847.707366 = -422500.390524 nChanged 24 SP:Iteration 54Q (1769.633449 sec): 3 clusters Score: Raw -425353.217478 + Penalty 2847.707366 = -422505.510112 nChanged 16 SP:Iteration 55Q (1769.687473 sec): 3 clusters Score: Raw -425356.709240 + Penalty 2847.707366 = -422509.001875 nChanged 9 SP:Iteration 56Q (1769.752060 sec): 3 clusters Score: Raw -425358.072997 + Penalty 2847.707366 = -422510.365632 nChanged 6 SP:Iteration 57Q (1769.809247 sec): 3 clusters Score: Raw -425359.015238 + Penalty 2847.707366 = -422511.307873 nChanged 10 SP:Iteration 58Q (1769.862254 sec): 3 clusters Score: Raw -425360.493786 + Penalty 2847.707366 = -422512.786421 nChanged 6 SP:Iteration 59Q (1769.926081 sec): 3 clusters Score: Raw -425361.326091 + Penalty 2847.707366 = -422513.618726 nChanged 3 SP:Iteration 60F (1769.985594 sec): 3 clusters Score: Raw -425361.701966 + Penalty 2847.707366 = -422513.994601 nChanged 2 SP:Iteration 61Q (1770.042701 sec): 3 clusters Score: Raw -425361.889444 + Penalty 2847.707366 = -422514.182079 nChanged 4 SP:Iteration 62Q (1770.098806 sec): 3 clusters Score: Raw -425362.435125 + Penalty 2847.707366 = -422514.727760 nChanged 8 SP:Iteration 63Q (1770.145924 sec): 3 clusters Score: Raw -425363.919032 + Penalty 2847.707366 = -422516.211666 nChanged 7 SP:Iteration 64Q (1770.205572 sec): 3 clusters Score: Raw -425364.945236 + Penalty 2847.707366 = -422517.237871 nChanged 5 SP:Iteration 65Q (1770.276670 sec): 3 clusters Score: Raw -425366.008098 + Penalty 2847.707366 = -422518.300733 nChanged 7 SP:Iteration 66Q (1770.322442 sec): 3 clusters Score: Raw -425367.355156 + Penalty 2847.707366 = -422519.647790 nChanged 6 SP:Iteration 67Q (1770.392748 sec): 3 clusters Score: Raw -425368.502336 + Penalty 2847.707366 = -422520.794970 nChanged 5 SP:Iteration 68Q (1770.449120 sec): 3 clusters Score: Raw -425369.206807 + Penalty 2847.707366 = -422521.499441 nChanged 5 SP:Iteration 69Q (1770.505144 sec): 3 clusters Score: Raw -425370.146750 + Penalty 2847.707366 = -422522.439385 nChanged 5 SP:Iteration 70Q (1770.559239 sec): 3 clusters Score: Raw -425370.697432 + Penalty 2847.707366 = -422522.990067 nChanged 2 SP:Iteration 71Q (1770.610737 sec): 3 clusters Score: Raw -425371.003197 + Penalty 2847.707366 = -422523.295831 nChanged 4 SP:Iteration 72Q (1770.668044 sec): 3 clusters Score: Raw -425371.668228 + Penalty 2847.707366 = -422523.960862 nChanged 5 SP:Iteration 73Q (1770.725625 sec): 3 clusters Score: Raw -425372.265128 + Penalty 2847.707366 = -422524.557762 nChanged 2 SP:Iteration 74Q (1770.791245 sec): 3 clusters Score: Raw -425372.789897 + Penalty 2847.707366 = -422525.082531 nChanged 5 SP:Iteration 75Q (1770.838732 sec): 3 clusters Score: Raw -425373.766554 + Penalty 2847.707366 = -422526.059188 nChanged 5 SP:Iteration 76Q (1770.892674 sec): 3 clusters Score: Raw -425374.566362 + Penalty 2847.707366 = -422526.858997 nChanged 6 SP:Iteration 77Q (1770.950925 sec): 3 clusters Score: Raw -425376.053016 + Penalty 2847.707366 = -422528.345650 nChanged 10 SP:Iteration 78Q (1771.009840 sec): 3 clusters Score: Raw -425377.773848 + Penalty 2847.707366 = -422530.066483 nChanged 9 SP:Iteration 79Q (1771.060919 sec): 3 clusters Score: Raw -425379.003139 + Penalty 2847.707366 = -422531.295774 nChanged 7 SP:Iteration 80F (1771.108342 sec): 3 clusters Score: Raw -425380.671550 + Penalty 2847.707366 = -422532.964184 nChanged 9 SP:Iteration 81Q (1771.167457 sec): 3 clusters Score: Raw -425382.429943 + Penalty 2847.707366 = -422534.722577 nChanged 7 SP:Iteration 82Q (1771.216921 sec): 3 clusters Score: Raw -425384.510968 + Penalty 2847.707366 = -422536.803603 nChanged 14 SP:Iteration 83Q (1771.278882 sec): 3 clusters Score: Raw -425387.502214 + Penalty 2847.707366 = -422539.794849 nChanged 22 SP:Iteration 84Q (1771.331703 sec): 3 clusters Score: Raw -425392.406511 + Penalty 2847.707366 = -422544.699145 nChanged 18 SP:Iteration 85Q (1771.392357 sec): 3 clusters Score: Raw -425397.292753 + Penalty 2847.707366 = -422549.585387 nChanged 19 SP:Iteration 86Q (1771.447021 sec): 3 clusters Score: Raw -425403.466206 + Penalty 2847.707366 = -422555.758841 nChanged 30 SP:Iteration 87Q (1771.508306 sec): 3 clusters Score: Raw -425411.103072 + Penalty 2847.707366 = -422563.395706 nChanged 27 SP:Iteration 88Q (1771.560606 sec): 3 clusters Score: Raw -425416.842696 + Penalty 2847.707366 = -422569.135331 nChanged 28 SP:Iteration 89Q (1771.617703 sec): 3 clusters Score: Raw -425424.915886 + Penalty 2847.707366 = -422577.208520 nChanged 41 SP:Iteration 90Q (1771.679114 sec): 3 clusters Score: Raw -425439.068597 + Penalty 2847.707366 = -422591.361232 nChanged 36 SP:Iteration 91Q (1771.727584 sec): 3 clusters Score: Raw -425449.682424 + Penalty 2847.707366 = -422601.975058 nChanged 37 SP:Iteration 92Q (1771.795997 sec): 3 clusters Score: Raw -425461.079766 + Penalty 2847.707366 = -422613.372400 nChanged 33 SP:Iteration 93Q (1771.854646 sec): 3 clusters Score: Raw -425470.628053 + Penalty 2847.707366 = -422622.920688 nChanged 25 SP:Iteration 94Q (1771.914631 sec): 3 clusters Score: Raw -425479.869470 + Penalty 2847.707366 = -422632.162104 nChanged 31 SP:Iteration 95Q (1771.971119 sec): 3 clusters Score: Raw -425487.963321 + Penalty 2847.707366 = -422640.255955 nChanged 22 SP:Iteration 96Q (1772.030837 sec): 3 clusters Score: Raw -425493.833931 + Penalty 2847.707366 = -422646.126566 nChanged 18 SP:Iteration 97Q (1772.092821 sec): 3 clusters Score: Raw -425497.400259 + Penalty 2847.707366 = -422649.692894 nChanged 13 SP:Iteration 98Q (1772.139781 sec): 3 clusters Score: Raw -425500.439919 + Penalty 2847.707366 = -422652.732553 nChanged 14 SP:Iteration 99Q (1772.203363 sec): 3 clusters Score: Raw -425503.436310 + Penalty 2847.707366 = -422655.728944 nChanged 13 SP:Iteration 100F (1772.266075 sec): 3 clusters Score: Raw -425507.040942 + Penalty 2847.707366 = -422659.333577 nChanged 12 SP:Iteration 101Q (1772.321646 sec): 3 clusters Score: Raw -425509.985654 + Penalty 2847.707366 = -422662.278288 nChanged 10 SP:Iteration 102Q (1772.380583 sec): 3 clusters Score: Raw -425511.767403 + Penalty 2847.707366 = -422664.060037 nChanged 5 SP:Iteration 103Q (1772.441844 sec): 3 clusters Score: Raw -425512.409770 + Penalty 2847.707366 = -422664.702404 nChanged 6 SP:Iteration 104Q (1772.489216 sec): 3 clusters Score: Raw -425513.334170 + Penalty 2847.707366 = -422665.626805 nChanged 4 SP:Iteration 105Q (1772.557563 sec): 3 clusters Score: Raw -425513.752990 + Penalty 2847.707366 = -422666.045624 nChanged 1 SP:Iteration 106Q (1772.618307 sec): 3 clusters Score: Raw -425513.825637 + Penalty 2847.707366 = -422666.118271 nChanged 1 SP:Iteration 107Q (1772.665619 sec): 3 clusters Score: Raw -425513.910632 + Penalty 2847.707366 = -422666.203266 nChanged 0 SP:Iteration 108F (1772.726283 sec): 3 clusters Score: Raw -425513.910632 + Penalty 2847.707366 = -422666.203266 nChanged 0 Trying to split cluster 13 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1772.753105 sec): 2 clusters Score: Raw -17693.187417 + Penalty 980.376511 = -16712.810906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1772.803829 sec): 3 clusters Score: Raw -17701.965132 + Penalty 1960.753022 = -15741.212110 nChanged 108 SP:Iteration 1F (1772.866264 sec): 3 clusters Score: Raw -17947.804939 + Penalty 1960.753022 = -15987.051917 nChanged 28 SP:Iteration 2F (1772.912839 sec): 3 clusters Score: Raw -18036.785710 + Penalty 1960.753022 = -16076.032688 nChanged 15 SP:Iteration 3Q (1772.961840 sec): 3 clusters Score: Raw -18081.392978 + Penalty 1960.753022 = -16120.639956 nChanged 12 SP:Iteration 4Q (1773.004287 sec): 3 clusters Score: Raw -18100.218201 + Penalty 1960.753022 = -16139.465178 nChanged 8 SP:Iteration 5Q (1773.056019 sec): 3 clusters Score: Raw -18117.960615 + Penalty 1960.753022 = -16157.207593 nChanged 6 SP:Iteration 6Q (1773.093485 sec): 3 clusters Score: Raw -18135.050363 + Penalty 1960.753022 = -16174.297340 nChanged 3 SP:Iteration 7Q (1773.142366 sec): 3 clusters Score: Raw -18142.438469 + Penalty 1960.753022 = -16181.685447 nChanged 7 SP:Iteration 8Q (1773.190250 sec): 3 clusters Score: Raw -18155.048787 + Penalty 1960.753022 = -16194.295765 nChanged 5 SP:Iteration 9Q (1773.237924 sec): 3 clusters Score: Raw -18162.714772 + Penalty 1960.753022 = -16201.961750 nChanged 2 SP:Iteration 10Q (1773.286694 sec): 3 clusters Score: Raw -18175.882208 + Penalty 1960.753022 = -16215.129186 nChanged 4 SP:Iteration 11Q (1773.323383 sec): 3 clusters Score: Raw -18187.737868 + Penalty 1960.753022 = -16226.984846 nChanged 4 SP:Iteration 12Q (1773.374238 sec): 3 clusters Score: Raw -18196.161916 + Penalty 1960.753022 = -16235.408894 nChanged 5 SP:Iteration 13Q (1773.413424 sec): 3 clusters Score: Raw -18209.977804 + Penalty 1960.753022 = -16249.224781 nChanged 4 SP:Iteration 14Q (1773.469047 sec): 3 clusters Score: Raw -18219.687502 + Penalty 1960.753022 = -16258.934479 nChanged 1 SP:Iteration 15Q (1773.511252 sec): 3 clusters Score: Raw -18221.101146 + Penalty 1960.753022 = -16260.348124 nChanged 1 SP:Iteration 16Q (1773.544127 sec): 3 clusters Score: Raw -18234.778910 + Penalty 1960.753022 = -16274.025888 nChanged 0 SP:Iteration 17F (1773.590303 sec): 3 clusters Score: Raw -18234.778910 + Penalty 1960.753022 = -16274.025888 nChanged 0 Trying to split cluster 14 (54355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1773.697845 sec): 2 clusters Score: Raw -3487542.298171 + Penalty 1771.784931 = -3485770.513240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1773.838904 sec): 3 clusters Score: Raw -3452999.493394 + Penalty 3543.569863 = -3449455.923532 nChanged 25584 SP:Iteration 1F (1773.972563 sec): 3 clusters Score: Raw -3467777.196721 + Penalty 3543.569863 = -3464233.626858 nChanged 2303 SP:Iteration 2Q (1774.109018 sec): 3 clusters Score: Raw -3468566.795171 + Penalty 3543.569863 = -3465023.225309 nChanged 2447 SP:Iteration 3Q (1774.240397 sec): 3 clusters Score: Raw -3469614.740351 + Penalty 3543.569863 = -3466071.170488 nChanged 2763 SP:Iteration 4F (1774.384106 sec): 3 clusters Score: Raw -3471165.678020 + Penalty 3543.569863 = -3467622.108158 nChanged 3113 SP:Iteration 5F (1774.504231 sec): 3 clusters Score: Raw -3473182.932337 + Penalty 3543.569863 = -3469639.362475 nChanged 3271 SP:Iteration 6F (1774.651039 sec): 3 clusters Score: Raw -3475464.073693 + Penalty 3543.569863 = -3471920.503831 nChanged 3247 SP:Iteration 7F (1774.784910 sec): 3 clusters Score: Raw -3477745.822958 + Penalty 3543.569863 = -3474202.253096 nChanged 3171 SP:Iteration 8F (1774.919861 sec): 3 clusters Score: Raw -3479825.614635 + Penalty 3543.569863 = -3476282.044773 nChanged 2672 SP:Iteration 9Q (1775.060604 sec): 3 clusters Score: Raw -3481390.423955 + Penalty 3543.569863 = -3477846.854093 nChanged 2242 SP:Iteration 10Q (1775.186989 sec): 3 clusters Score: Raw -3482606.261748 + Penalty 3543.569863 = -3479062.691885 nChanged 1807 SP:Iteration 11Q (1775.335861 sec): 3 clusters Score: Raw -3483461.639543 + Penalty 3543.569863 = -3479918.069681 nChanged 1409 SP:Iteration 12Q (1775.475197 sec): 3 clusters Score: Raw -3484094.259704 + Penalty 3543.569863 = -3480550.689841 nChanged 1191 SP:Iteration 13Q (1775.616933 sec): 3 clusters Score: Raw -3484597.735562 + Penalty 3543.569863 = -3481054.165700 nChanged 1017 SP:Iteration 14Q (1775.735971 sec): 3 clusters Score: Raw -3484997.721378 + Penalty 3543.569863 = -3481454.151516 nChanged 835 SP:Iteration 15Q (1775.880365 sec): 3 clusters Score: Raw -3485288.221037 + Penalty 3543.569863 = -3481744.651174 nChanged 691 SP:Iteration 16Q (1776.012797 sec): 3 clusters Score: Raw -3485506.225900 + Penalty 3543.569863 = -3481962.656037 nChanged 602 SP:Iteration 17Q (1776.148114 sec): 3 clusters Score: Raw -3485696.266070 + Penalty 3543.569863 = -3482152.696208 nChanged 574 SP:Iteration 18Q (1776.276285 sec): 3 clusters Score: Raw -3485860.525341 + Penalty 3543.569863 = -3482316.955479 nChanged 487 SP:Iteration 19Q (1776.407933 sec): 3 clusters Score: Raw -3485982.893615 + Penalty 3543.569863 = -3482439.323753 nChanged 440 SP:Iteration 20F (1776.558899 sec): 3 clusters Score: Raw -3486105.407247 + Penalty 3543.569863 = -3482561.837384 nChanged 421 SP:Iteration 21Q (1776.686182 sec): 3 clusters Score: Raw -3486202.545304 + Penalty 3543.569863 = -3482658.975441 nChanged 341 SP:Iteration 22Q (1776.817996 sec): 3 clusters Score: Raw -3486264.320453 + Penalty 3543.569863 = -3482720.750591 nChanged 294 SP:Iteration 23Q (1776.948796 sec): 3 clusters Score: Raw -3486316.389119 + Penalty 3543.569863 = -3482772.819257 nChanged 259 SP:Iteration 24Q (1777.087987 sec): 3 clusters Score: Raw -3486358.861547 + Penalty 3543.569863 = -3482815.291685 nChanged 229 SP:Iteration 25Q (1777.210616 sec): 3 clusters Score: Raw -3486393.944862 + Penalty 3543.569863 = -3482850.374999 nChanged 195 SP:Iteration 26Q (1777.336042 sec): 3 clusters Score: Raw -3486419.277147 + Penalty 3543.569863 = -3482875.707285 nChanged 165 SP:Iteration 27Q (1777.477962 sec): 3 clusters Score: Raw -3486440.510309 + Penalty 3543.569863 = -3482896.940447 nChanged 161 SP:Iteration 28Q (1777.606135 sec): 3 clusters Score: Raw -3486459.097260 + Penalty 3543.569863 = -3482915.527397 nChanged 137 SP:Iteration 29Q (1777.730606 sec): 3 clusters Score: Raw -3486474.866156 + Penalty 3543.569863 = -3482931.296294 nChanged 139 SP:Iteration 30Q (1777.868973 sec): 3 clusters Score: Raw -3486487.000516 + Penalty 3543.569863 = -3482943.430653 nChanged 103 SP:Iteration 31Q (1777.995172 sec): 3 clusters Score: Raw -3486495.096951 + Penalty 3543.569863 = -3482951.527088 nChanged 87 SP:Iteration 32Q (1778.123371 sec): 3 clusters Score: Raw -3486501.247308 + Penalty 3543.569863 = -3482957.677446 nChanged 68 SP:Iteration 33Q (1778.251300 sec): 3 clusters Score: Raw -3486506.257144 + Penalty 3543.569863 = -3482962.687281 nChanged 87 SP:Iteration 34Q (1778.379261 sec): 3 clusters Score: Raw -3486511.942216 + Penalty 3543.569863 = -3482968.372354 nChanged 73 SP:Iteration 35Q (1778.507432 sec): 3 clusters Score: Raw -3486516.382134 + Penalty 3543.569863 = -3482972.812272 nChanged 73 SP:Iteration 36Q (1778.635307 sec): 3 clusters Score: Raw -3486521.224436 + Penalty 3543.569863 = -3482977.654573 nChanged 69 SP:Iteration 37Q (1778.758632 sec): 3 clusters Score: Raw -3486525.735537 + Penalty 3543.569863 = -3482982.165674 nChanged 67 SP:Iteration 38Q (1778.893215 sec): 3 clusters Score: Raw -3486531.581685 + Penalty 3543.569863 = -3482988.011823 nChanged 76 SP:Iteration 39Q (1779.026485 sec): 3 clusters Score: Raw -3486538.649216 + Penalty 3543.569863 = -3482995.079354 nChanged 97 SP:Iteration 40F (1779.166426 sec): 3 clusters Score: Raw -3486547.544398 + Penalty 3543.569863 = -3483003.974536 nChanged 95 SP:Iteration 41Q (1779.289183 sec): 3 clusters Score: Raw -3486555.278668 + Penalty 3543.569863 = -3483011.708806 nChanged 83 SP:Iteration 42Q (1779.426250 sec): 3 clusters Score: Raw -3486562.037664 + Penalty 3543.569863 = -3483018.467802 nChanged 76 SP:Iteration 43Q (1779.550570 sec): 3 clusters Score: Raw -3486567.829461 + Penalty 3543.569863 = -3483024.259598 nChanged 78 SP:Iteration 44Q (1779.683956 sec): 3 clusters Score: Raw -3486573.745104 + Penalty 3543.569863 = -3483030.175242 nChanged 67 SP:Iteration 45Q (1779.818206 sec): 3 clusters Score: Raw -3486579.196003 + Penalty 3543.569863 = -3483035.626140 nChanged 72 SP:Iteration 46Q (1779.951242 sec): 3 clusters Score: Raw -3486585.052621 + Penalty 3543.569863 = -3483041.482759 nChanged 84 SP:Iteration 47Q (1780.075283 sec): 3 clusters Score: Raw -3486592.101623 + Penalty 3543.569863 = -3483048.531760 nChanged 84 SP:Iteration 48Q (1780.194232 sec): 3 clusters Score: Raw -3486598.738115 + Penalty 3543.569863 = -3483055.168253 nChanged 80 SP:Iteration 49Q (1780.321610 sec): 3 clusters Score: Raw -3486605.030646 + Penalty 3543.569863 = -3483061.460784 nChanged 79 SP:Iteration 50Q (1780.447714 sec): 3 clusters Score: Raw -3486610.752275 + Penalty 3543.569863 = -3483067.182412 nChanged 76 SP:Iteration 51Q (1780.581199 sec): 3 clusters Score: Raw -3486615.631251 + Penalty 3543.569863 = -3483072.061388 nChanged 79 SP:Iteration 52Q (1780.707311 sec): 3 clusters Score: Raw -3486620.686966 + Penalty 3543.569863 = -3483077.117103 nChanged 80 SP:Iteration 53Q (1780.843506 sec): 3 clusters Score: Raw -3486626.437185 + Penalty 3543.569863 = -3483082.867323 nChanged 68 SP:Iteration 54Q (1780.966279 sec): 3 clusters Score: Raw -3486631.059392 + Penalty 3543.569863 = -3483087.489530 nChanged 60 SP:Iteration 55Q (1781.099061 sec): 3 clusters Score: Raw -3486635.408659 + Penalty 3543.569863 = -3483091.838796 nChanged 71 SP:Iteration 56Q (1781.227654 sec): 3 clusters Score: Raw -3486640.853705 + Penalty 3543.569863 = -3483097.283842 nChanged 86 SP:Iteration 57Q (1781.355673 sec): 3 clusters Score: Raw -3486648.660027 + Penalty 3543.569863 = -3483105.090165 nChanged 88 SP:Iteration 58Q (1781.478407 sec): 3 clusters Score: Raw -3486657.208139 + Penalty 3543.569863 = -3483113.638277 nChanged 98 SP:Iteration 59Q (1781.614701 sec): 3 clusters Score: Raw -3486666.130631 + Penalty 3543.569863 = -3483122.560768 nChanged 102 SP:Iteration 60F (1781.756782 sec): 3 clusters Score: Raw -3486675.887716 + Penalty 3543.569863 = -3483132.317853 nChanged 98 SP:Iteration 61Q (1781.888859 sec): 3 clusters Score: Raw -3486684.427081 + Penalty 3543.569863 = -3483140.857219 nChanged 90 SP:Iteration 62Q (1782.007785 sec): 3 clusters Score: Raw -3486692.286035 + Penalty 3543.569863 = -3483148.716172 nChanged 114 SP:Iteration 63Q (1782.125945 sec): 3 clusters Score: Raw -3486705.817664 + Penalty 3543.569863 = -3483162.247802 nChanged 138 SP:Iteration 64Q (1782.248601 sec): 3 clusters Score: Raw -3486723.760466 + Penalty 3543.569863 = -3483180.190603 nChanged 153 SP:Iteration 65Q (1782.385975 sec): 3 clusters Score: Raw -3486742.800612 + Penalty 3543.569863 = -3483199.230750 nChanged 160 SP:Iteration 66Q (1782.511173 sec): 3 clusters Score: Raw -3486761.796407 + Penalty 3543.569863 = -3483218.226545 nChanged 140 SP:Iteration 67Q (1782.635092 sec): 3 clusters Score: Raw -3486777.605527 + Penalty 3543.569863 = -3483234.035665 nChanged 134 SP:Iteration 68Q (1782.766971 sec): 3 clusters Score: Raw -3486793.901121 + Penalty 3543.569863 = -3483250.331258 nChanged 133 SP:Iteration 69Q (1782.887070 sec): 3 clusters Score: Raw -3486809.856274 + Penalty 3543.569863 = -3483266.286411 nChanged 132 SP:Iteration 70Q (1783.016871 sec): 3 clusters Score: Raw -3486827.697775 + Penalty 3543.569863 = -3483284.127913 nChanged 145 SP:Iteration 71Q (1783.135927 sec): 3 clusters Score: Raw -3486850.251843 + Penalty 3543.569863 = -3483306.681980 nChanged 169 SP:Iteration 72Q (1783.251559 sec): 3 clusters Score: Raw -3486879.340471 + Penalty 3543.569863 = -3483335.770609 nChanged 174 SP:Iteration 73Q (1783.371665 sec): 3 clusters Score: Raw -3486913.237496 + Penalty 3543.569863 = -3483369.667633 nChanged 197 SP:Iteration 74Q (1783.504134 sec): 3 clusters Score: Raw -3486955.431792 + Penalty 3543.569863 = -3483411.861929 nChanged 207 SP:Iteration 75Q (1783.635695 sec): 3 clusters Score: Raw -3487006.366144 + Penalty 3543.569863 = -3483462.796282 nChanged 205 SP:Iteration 76Q (1783.764545 sec): 3 clusters Score: Raw -3487064.713241 + Penalty 3543.569863 = -3483521.143378 nChanged 224 SP:Iteration 77Q (1783.871512 sec): 3 clusters Score: Raw -3487134.715875 + Penalty 3543.569863 = -3483591.146012 nChanged 261 SP:Iteration 78Q (1784.005236 sec): 3 clusters Score: Raw -3487214.178906 + Penalty 3543.569863 = -3483670.609044 nChanged 256 SP:Iteration 79Q (1784.130977 sec): 3 clusters Score: Raw -3487302.066558 + Penalty 3543.569863 = -3483758.496695 nChanged 286 SP:Iteration 80F (1784.266427 sec): 3 clusters Score: Raw -3487403.587486 + Penalty 3543.569863 = -3483860.017624 nChanged 277 SP:Iteration 81Q (1784.387194 sec): 3 clusters Score: Raw -3487491.845052 + Penalty 3543.569863 = -3483948.275189 nChanged 267 SP:Iteration 82Q (1784.511511 sec): 3 clusters Score: Raw -3487565.406100 + Penalty 3543.569863 = -3484021.836238 nChanged 227 SP:Iteration 83Q (1784.649524 sec): 3 clusters Score: Raw -3487623.779756 + Penalty 3543.569863 = -3484080.209894 nChanged 227 SP:Iteration 84Q (1784.769539 sec): 3 clusters Score: Raw -3487679.412100 + Penalty 3543.569863 = -3484135.842237 nChanged 180 SP:Iteration 85Q (1784.891028 sec): 3 clusters Score: Raw -3487721.189152 + Penalty 3543.569863 = -3484177.619289 nChanged 176 SP:Iteration 86Q (1784.998576 sec): 3 clusters Score: Raw -3487755.614603 + Penalty 3543.569863 = -3484212.044741 nChanged 141 SP:Iteration 87Q (1785.135778 sec): 3 clusters Score: Raw -3487781.541829 + Penalty 3543.569863 = -3484237.971967 nChanged 136 SP:Iteration 88Q (1785.254686 sec): 3 clusters Score: Raw -3487805.227633 + Penalty 3543.569863 = -3484261.657771 nChanged 130 SP:Iteration 89Q (1785.384150 sec): 3 clusters Score: Raw -3487825.621453 + Penalty 3543.569863 = -3484282.051591 nChanged 116 SP:Iteration 90Q (1785.508265 sec): 3 clusters Score: Raw -3487844.418905 + Penalty 3543.569863 = -3484300.849043 nChanged 121 SP:Iteration 91Q (1785.634633 sec): 3 clusters Score: Raw -3487866.524204 + Penalty 3543.569863 = -3484322.954342 nChanged 127 SP:Iteration 92Q (1785.753460 sec): 3 clusters Score: Raw -3487890.327231 + Penalty 3543.569863 = -3484346.757369 nChanged 115 SP:Iteration 93Q (1785.873144 sec): 3 clusters Score: Raw -3487910.279453 + Penalty 3543.569863 = -3484366.709591 nChanged 111 SP:Iteration 94Q (1786.001430 sec): 3 clusters Score: Raw -3487927.666165 + Penalty 3543.569863 = -3484384.096302 nChanged 97 SP:Iteration 95Q (1786.125189 sec): 3 clusters Score: Raw -3487941.257968 + Penalty 3543.569863 = -3484397.688106 nChanged 87 SP:Iteration 96Q (1786.243064 sec): 3 clusters Score: Raw -3487954.232658 + Penalty 3543.569863 = -3484410.662795 nChanged 75 SP:Iteration 97Q (1786.361839 sec): 3 clusters Score: Raw -3487963.231300 + Penalty 3543.569863 = -3484419.661438 nChanged 64 SP:Iteration 98Q (1786.478158 sec): 3 clusters Score: Raw -3487970.662194 + Penalty 3543.569863 = -3484427.092331 nChanged 51 SP:Iteration 99Q (1786.583397 sec): 3 clusters Score: Raw -3487976.092072 + Penalty 3543.569863 = -3484432.522210 nChanged 43 SP:Iteration 100F (1786.721227 sec): 3 clusters Score: Raw -3487981.131905 + Penalty 3543.569863 = -3484437.562042 nChanged 46 SP:Iteration 101Q (1786.847135 sec): 3 clusters Score: Raw -3487987.178039 + Penalty 3543.569863 = -3484443.608177 nChanged 44 SP:Iteration 102Q (1786.959483 sec): 3 clusters Score: Raw -3487992.354440 + Penalty 3543.569863 = -3484448.784578 nChanged 33 SP:Iteration 103Q (1787.079501 sec): 3 clusters Score: Raw -3487996.388638 + Penalty 3543.569863 = -3484452.818775 nChanged 29 SP:Iteration 104Q (1787.204939 sec): 3 clusters Score: Raw -3488000.095617 + Penalty 3543.569863 = -3484456.525754 nChanged 30 SP:Iteration 105Q (1787.329000 sec): 3 clusters Score: Raw -3488003.697594 + Penalty 3543.569863 = -3484460.127731 nChanged 28 SP:Iteration 106Q (1787.453858 sec): 3 clusters Score: Raw -3488006.580986 + Penalty 3543.569863 = -3484463.011124 nChanged 33 SP:Iteration 107Q (1787.585473 sec): 3 clusters Score: Raw -3488009.819563 + Penalty 3543.569863 = -3484466.249701 nChanged 27 SP:Iteration 108Q (1787.711094 sec): 3 clusters Score: Raw -3488012.788117 + Penalty 3543.569863 = -3484469.218255 nChanged 21 SP:Iteration 109Q (1787.822351 sec): 3 clusters Score: Raw -3488015.609697 + Penalty 3543.569863 = -3484472.039835 nChanged 25 SP:Iteration 110Q (1787.938036 sec): 3 clusters Score: Raw -3488019.074913 + Penalty 3543.569863 = -3484475.505050 nChanged 34 SP:Iteration 111Q (1788.059923 sec): 3 clusters Score: Raw -3488022.539169 + Penalty 3543.569863 = -3484478.969306 nChanged 17 SP:Iteration 112Q (1788.189591 sec): 3 clusters Score: Raw -3488024.581624 + Penalty 3543.569863 = -3484481.011761 nChanged 27 SP:Iteration 113Q (1788.307890 sec): 3 clusters Score: Raw -3488027.395787 + Penalty 3543.569863 = -3484483.825924 nChanged 18 SP:Iteration 114Q (1788.420417 sec): 3 clusters Score: Raw -3488029.526744 + Penalty 3543.569863 = -3484485.956882 nChanged 18 SP:Iteration 115Q (1788.542516 sec): 3 clusters Score: Raw -3488031.939357 + Penalty 3543.569863 = -3484488.369495 nChanged 21 SP:Iteration 116Q (1788.676981 sec): 3 clusters Score: Raw -3488034.626312 + Penalty 3543.569863 = -3484491.056449 nChanged 27 SP:Iteration 117Q (1788.789989 sec): 3 clusters Score: Raw -3488037.671040 + Penalty 3543.569863 = -3484494.101177 nChanged 30 SP:Iteration 118Q (1788.918283 sec): 3 clusters Score: Raw -3488040.728783 + Penalty 3543.569863 = -3484497.158920 nChanged 29 SP:Iteration 119Q (1789.037548 sec): 3 clusters Score: Raw -3488043.616425 + Penalty 3543.569863 = -3484500.046562 nChanged 26 SP:Iteration 120F (1789.184572 sec): 3 clusters Score: Raw -3488046.543760 + Penalty 3543.569863 = -3484502.973897 nChanged 26 SP:Iteration 121Q (1789.302118 sec): 3 clusters Score: Raw -3488049.391015 + Penalty 3543.569863 = -3484505.821152 nChanged 20 SP:Iteration 122Q (1789.425618 sec): 3 clusters Score: Raw -3488051.718505 + Penalty 3543.569863 = -3484508.148642 nChanged 22 SP:Iteration 123Q (1789.538526 sec): 3 clusters Score: Raw -3488054.267672 + Penalty 3543.569863 = -3484510.697809 nChanged 23 SP:Iteration 124Q (1789.664560 sec): 3 clusters Score: Raw -3488056.999393 + Penalty 3543.569863 = -3484513.429530 nChanged 25 SP:Iteration 125Q (1789.785915 sec): 3 clusters Score: Raw -3488060.127252 + Penalty 3543.569863 = -3484516.557389 nChanged 26 SP:Iteration 126Q (1789.901467 sec): 3 clusters Score: Raw -3488063.868111 + Penalty 3543.569863 = -3484520.298248 nChanged 33 SP:Iteration 127Q (1790.015277 sec): 3 clusters Score: Raw -3488068.906974 + Penalty 3543.569863 = -3484525.337111 nChanged 35 SP:Iteration 128Q (1790.133451 sec): 3 clusters Score: Raw -3488074.301314 + Penalty 3543.569863 = -3484530.731451 nChanged 36 SP:Iteration 129Q (1790.261180 sec): 3 clusters Score: Raw -3488078.826517 + Penalty 3543.569863 = -3484535.256654 nChanged 32 SP:Iteration 130Q (1790.385101 sec): 3 clusters Score: Raw -3488082.637567 + Penalty 3543.569863 = -3484539.067704 nChanged 22 SP:Iteration 131Q (1790.503994 sec): 3 clusters Score: Raw -3488084.749184 + Penalty 3543.569863 = -3484541.179322 nChanged 20 SP:Iteration 132Q (1790.613109 sec): 3 clusters Score: Raw -3488086.627676 + Penalty 3543.569863 = -3484543.057813 nChanged 10 SP:Iteration 133Q (1790.746390 sec): 3 clusters Score: Raw -3488087.802225 + Penalty 3543.569863 = -3484544.232362 nChanged 12 SP:Iteration 134Q (1790.866680 sec): 3 clusters Score: Raw -3488089.063150 + Penalty 3543.569863 = -3484545.493288 nChanged 13 SP:Iteration 135Q (1790.987532 sec): 3 clusters Score: Raw -3488090.450398 + Penalty 3543.569863 = -3484546.880535 nChanged 12 SP:Iteration 136Q (1791.107514 sec): 3 clusters Score: Raw -3488091.462950 + Penalty 3543.569863 = -3484547.893087 nChanged 16 SP:Iteration 137Q (1791.228814 sec): 3 clusters Score: Raw -3488092.837514 + Penalty 3543.569863 = -3484549.267651 nChanged 12 SP:Iteration 138Q (1791.352891 sec): 3 clusters Score: Raw -3488094.015797 + Penalty 3543.569863 = -3484550.445935 nChanged 12 SP:Iteration 139Q (1791.462742 sec): 3 clusters Score: Raw -3488094.944604 + Penalty 3543.569863 = -3484551.374741 nChanged 7 SP:Iteration 140F (1791.615822 sec): 3 clusters Score: Raw -3488095.665498 + Penalty 3543.569863 = -3484552.095636 nChanged 9 SP:Iteration 141Q (1791.735604 sec): 3 clusters Score: Raw -3488096.583562 + Penalty 3543.569863 = -3484553.013700 nChanged 8 SP:Iteration 142Q (1791.862631 sec): 3 clusters Score: Raw -3488097.333286 + Penalty 3543.569863 = -3484553.763423 nChanged 7 SP:Iteration 143Q (1791.981949 sec): 3 clusters Score: Raw -3488098.116403 + Penalty 3543.569863 = -3484554.546540 nChanged 11 SP:Iteration 144Q (1792.103711 sec): 3 clusters Score: Raw -3488099.542014 + Penalty 3543.569863 = -3484555.972151 nChanged 14 SP:Iteration 145Q (1792.221024 sec): 3 clusters Score: Raw -3488101.121279 + Penalty 3543.569863 = -3484557.551416 nChanged 8 SP:Iteration 146Q (1792.329074 sec): 3 clusters Score: Raw -3488102.119838 + Penalty 3543.569863 = -3484558.549975 nChanged 7 SP:Iteration 147Q (1792.456421 sec): 3 clusters Score: Raw -3488103.431830 + Penalty 3543.569863 = -3484559.861968 nChanged 10 SP:Iteration 148Q (1792.574420 sec): 3 clusters Score: Raw -3488104.500414 + Penalty 3543.569863 = -3484560.930552 nChanged 6 SP:Iteration 149Q (1792.679694 sec): 3 clusters Score: Raw -3488105.077219 + Penalty 3543.569863 = -3484561.507356 nChanged 5 SP:Iteration 150Q (1792.811290 sec): 3 clusters Score: Raw -3488105.634976 + Penalty 3543.569863 = -3484562.065114 nChanged 5 SP:Iteration 151Q (1792.939187 sec): 3 clusters Score: Raw -3488106.438814 + Penalty 3543.569863 = -3484562.868951 nChanged 10 SP:Iteration 152Q (1793.063875 sec): 3 clusters Score: Raw -3488107.423929 + Penalty 3543.569863 = -3484563.854066 nChanged 7 SP:Iteration 153Q (1793.188473 sec): 3 clusters Score: Raw -3488108.140795 + Penalty 3543.569863 = -3484564.570933 nChanged 5 SP:Iteration 154Q (1793.296032 sec): 3 clusters Score: Raw -3488108.855400 + Penalty 3543.569863 = -3484565.285537 nChanged 3 SP:Iteration 155Q (1793.420672 sec): 3 clusters Score: Raw -3488109.585537 + Penalty 3543.569863 = -3484566.015674 nChanged 7 SP:Iteration 156Q (1793.546494 sec): 3 clusters Score: Raw -3488110.462420 + Penalty 3543.569863 = -3484566.892557 nChanged 4 SP:Iteration 157Q (1793.668119 sec): 3 clusters Score: Raw -3488110.980991 + Penalty 3543.569863 = -3484567.411129 nChanged 5 SP:Iteration 158Q (1793.785180 sec): 3 clusters Score: Raw -3488111.428070 + Penalty 3543.569863 = -3484567.858207 nChanged 3 SP:Iteration 159Q (1793.918509 sec): 3 clusters Score: Raw -3488111.544813 + Penalty 3543.569863 = -3484567.974950 nChanged 3 SP:Iteration 160F (1794.049834 sec): 3 clusters Score: Raw -3488111.878182 + Penalty 3543.569863 = -3484568.308319 nChanged 4 SP:Iteration 161Q (1794.170599 sec): 3 clusters Score: Raw -3488112.394508 + Penalty 3543.569863 = -3484568.824646 nChanged 5 SP:Iteration 162Q (1794.281038 sec): 3 clusters Score: Raw -3488112.727566 + Penalty 3543.569863 = -3484569.157703 nChanged 5 SP:Iteration 163Q (1794.408788 sec): 3 clusters Score: Raw -3488113.171259 + Penalty 3543.569863 = -3484569.601396 nChanged 6 SP:Iteration 164Q (1794.527874 sec): 3 clusters Score: Raw -3488113.824863 + Penalty 3543.569863 = -3484570.255000 nChanged 8 SP:Iteration 165Q (1794.647815 sec): 3 clusters Score: Raw -3488114.723453 + Penalty 3543.569863 = -3484571.153590 nChanged 8 SP:Iteration 166Q (1794.767398 sec): 3 clusters Score: Raw -3488115.567026 + Penalty 3543.569863 = -3484571.997163 nChanged 6 SP:Iteration 167Q (1794.882956 sec): 3 clusters Score: Raw -3488116.000074 + Penalty 3543.569863 = -3484572.430211 nChanged 6 SP:Iteration 168Q (1795.008060 sec): 3 clusters Score: Raw -3488116.576727 + Penalty 3543.569863 = -3484573.006864 nChanged 5 SP:Iteration 169Q (1795.126076 sec): 3 clusters Score: Raw -3488117.055131 + Penalty 3543.569863 = -3484573.485269 nChanged 1 SP:Iteration 170Q (1795.245802 sec): 3 clusters Score: Raw -3488117.172471 + Penalty 3543.569863 = -3484573.602609 nChanged 1 SP:Iteration 171Q (1795.365853 sec): 3 clusters Score: Raw -3488117.213153 + Penalty 3543.569863 = -3484573.643290 nChanged 1 SP:Iteration 172Q (1795.476066 sec): 3 clusters Score: Raw -3488117.397960 + Penalty 3543.569863 = -3484573.828097 nChanged 3 SP:Iteration 173Q (1795.600835 sec): 3 clusters Score: Raw -3488117.581743 + Penalty 3543.569863 = -3484574.011880 nChanged 1 SP:Iteration 174Q (1795.725354 sec): 3 clusters Score: Raw -3488117.631519 + Penalty 3543.569863 = -3484574.061657 nChanged 1 SP:Iteration 175Q (1795.851423 sec): 3 clusters Score: Raw -3488117.687381 + Penalty 3543.569863 = -3484574.117518 nChanged 0 SP:Iteration 176F (1795.993591 sec): 3 clusters Score: Raw -3488117.687381 + Penalty 3543.569863 = -3484574.117518 nChanged 0 Trying to split cluster 15 (11515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1796.037464 sec): 2 clusters Score: Raw -774196.694801 + Penalty 1519.603444 = -772677.091356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1796.106690 sec): 3 clusters Score: Raw -767710.118132 + Penalty 3039.206889 = -764670.911243 nChanged 4930 SP:Iteration 1F (1796.172570 sec): 3 clusters Score: Raw -770226.578009 + Penalty 3039.206889 = -767187.371120 nChanged 672 SP:Iteration 2F (1796.241733 sec): 3 clusters Score: Raw -770490.845874 + Penalty 3039.206889 = -767451.638985 nChanged 530 SP:Iteration 3Q (1796.309187 sec): 3 clusters Score: Raw -770696.542808 + Penalty 3039.206889 = -767657.335919 nChanged 504 SP:Iteration 4Q (1796.374228 sec): 3 clusters Score: Raw -770909.865607 + Penalty 3039.206889 = -767870.658718 nChanged 481 SP:Iteration 5Q (1796.433604 sec): 3 clusters Score: Raw -771133.475893 + Penalty 3039.206889 = -768094.269004 nChanged 493 SP:Iteration 6Q (1796.503828 sec): 3 clusters Score: Raw -771344.574993 + Penalty 3039.206889 = -768305.368104 nChanged 480 SP:Iteration 7Q (1796.565208 sec): 3 clusters Score: Raw -771565.457779 + Penalty 3039.206889 = -768526.250890 nChanged 465 SP:Iteration 8Q (1796.633858 sec): 3 clusters Score: Raw -771807.364635 + Penalty 3039.206889 = -768768.157746 nChanged 509 SP:Iteration 9Q (1796.712353 sec): 3 clusters Score: Raw -772102.528672 + Penalty 3039.206889 = -769063.321783 nChanged 562 SP:Iteration 10Q (1796.780856 sec): 3 clusters Score: Raw -772424.923995 + Penalty 3039.206889 = -769385.717106 nChanged 495 SP:Iteration 11Q (1796.839763 sec): 3 clusters Score: Raw -772713.027045 + Penalty 3039.206889 = -769673.820156 nChanged 447 SP:Iteration 12Q (1796.906812 sec): 3 clusters Score: Raw -772964.161185 + Penalty 3039.206889 = -769924.954296 nChanged 371 SP:Iteration 13Q (1796.984493 sec): 3 clusters Score: Raw -773144.970685 + Penalty 3039.206889 = -770105.763796 nChanged 328 SP:Iteration 14Q (1797.052365 sec): 3 clusters Score: Raw -773283.366733 + Penalty 3039.206889 = -770244.159844 nChanged 262 SP:Iteration 15Q (1797.119530 sec): 3 clusters Score: Raw -773389.022744 + Penalty 3039.206889 = -770349.815855 nChanged 221 SP:Iteration 16Q (1797.181342 sec): 3 clusters Score: Raw -773466.995587 + Penalty 3039.206889 = -770427.788698 nChanged 169 SP:Iteration 17Q (1797.246086 sec): 3 clusters Score: Raw -773516.538697 + Penalty 3039.206889 = -770477.331808 nChanged 137 SP:Iteration 18Q (1797.315839 sec): 3 clusters Score: Raw -773551.920338 + Penalty 3039.206889 = -770512.713449 nChanged 111 SP:Iteration 19Q (1797.381930 sec): 3 clusters Score: Raw -773579.408177 + Penalty 3039.206889 = -770540.201288 nChanged 88 SP:Iteration 20F (1797.452289 sec): 3 clusters Score: Raw -773597.485905 + Penalty 3039.206889 = -770558.279016 nChanged 77 SP:Iteration 21Q (1797.507455 sec): 3 clusters Score: Raw -773614.143758 + Penalty 3039.206889 = -770574.936869 nChanged 85 SP:Iteration 22Q (1797.583654 sec): 3 clusters Score: Raw -773631.360323 + Penalty 3039.206889 = -770592.153434 nChanged 81 SP:Iteration 23Q (1797.649150 sec): 3 clusters Score: Raw -773646.723005 + Penalty 3039.206889 = -770607.516116 nChanged 66 SP:Iteration 24Q (1797.716460 sec): 3 clusters Score: Raw -773660.178459 + Penalty 3039.206889 = -770620.971570 nChanged 77 SP:Iteration 25Q (1797.780359 sec): 3 clusters Score: Raw -773673.575616 + Penalty 3039.206889 = -770634.368727 nChanged 52 SP:Iteration 26Q (1797.847246 sec): 3 clusters Score: Raw -773681.371506 + Penalty 3039.206889 = -770642.164617 nChanged 48 SP:Iteration 27Q (1797.917090 sec): 3 clusters Score: Raw -773688.613392 + Penalty 3039.206889 = -770649.406503 nChanged 48 SP:Iteration 28Q (1797.984834 sec): 3 clusters Score: Raw -773695.405688 + Penalty 3039.206889 = -770656.198799 nChanged 48 SP:Iteration 29Q (1798.041050 sec): 3 clusters Score: Raw -773702.457526 + Penalty 3039.206889 = -770663.250637 nChanged 36 SP:Iteration 30Q (1798.120686 sec): 3 clusters Score: Raw -773706.688362 + Penalty 3039.206889 = -770667.481473 nChanged 36 SP:Iteration 31Q (1798.189160 sec): 3 clusters Score: Raw -773711.199051 + Penalty 3039.206889 = -770671.992162 nChanged 23 SP:Iteration 32Q (1798.253795 sec): 3 clusters Score: Raw -773713.498467 + Penalty 3039.206889 = -770674.291578 nChanged 18 SP:Iteration 33Q (1798.322783 sec): 3 clusters Score: Raw -773715.222138 + Penalty 3039.206889 = -770676.015249 nChanged 19 SP:Iteration 34Q (1798.395445 sec): 3 clusters Score: Raw -773717.074479 + Penalty 3039.206889 = -770677.867590 nChanged 16 SP:Iteration 35Q (1798.463849 sec): 3 clusters Score: Raw -773718.569271 + Penalty 3039.206889 = -770679.362382 nChanged 16 SP:Iteration 36Q (1798.529582 sec): 3 clusters Score: Raw -773720.333665 + Penalty 3039.206889 = -770681.126776 nChanged 20 SP:Iteration 37Q (1798.597268 sec): 3 clusters Score: Raw -773722.389563 + Penalty 3039.206889 = -770683.182674 nChanged 17 SP:Iteration 38Q (1798.656617 sec): 3 clusters Score: Raw -773724.165841 + Penalty 3039.206889 = -770684.958952 nChanged 18 SP:Iteration 39Q (1798.717547 sec): 3 clusters Score: Raw -773725.824624 + Penalty 3039.206889 = -770686.617735 nChanged 12 SP:Iteration 40F (1798.790393 sec): 3 clusters Score: Raw -773727.475628 + Penalty 3039.206889 = -770688.268739 nChanged 10 SP:Iteration 41Q (1798.849868 sec): 3 clusters Score: Raw -773728.478771 + Penalty 3039.206889 = -770689.271882 nChanged 9 SP:Iteration 42Q (1798.916884 sec): 3 clusters Score: Raw -773729.188280 + Penalty 3039.206889 = -770689.981391 nChanged 9 SP:Iteration 43Q (1798.990588 sec): 3 clusters Score: Raw -773730.023466 + Penalty 3039.206889 = -770690.816577 nChanged 9 SP:Iteration 44Q (1799.057839 sec): 3 clusters Score: Raw -773731.246752 + Penalty 3039.206889 = -770692.039863 nChanged 8 SP:Iteration 45Q (1799.109289 sec): 3 clusters Score: Raw -773731.848209 + Penalty 3039.206889 = -770692.641320 nChanged 5 SP:Iteration 46Q (1799.181805 sec): 3 clusters Score: Raw -773732.174626 + Penalty 3039.206889 = -770692.967737 nChanged 2 SP:Iteration 47Q (1799.250350 sec): 3 clusters Score: Raw -773732.296874 + Penalty 3039.206889 = -770693.089985 nChanged 2 SP:Iteration 48Q (1799.318945 sec): 3 clusters Score: Raw -773732.427395 + Penalty 3039.206889 = -770693.220506 nChanged 0 SP:Iteration 49F (1799.387845 sec): 3 clusters Score: Raw -773732.427395 + Penalty 3039.206889 = -770693.220506 nChanged 0 Trying to split cluster 16 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1799.414587 sec): 2 clusters Score: Raw -21299.270021 + Penalty 994.905082 = -20304.364939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1799.451446 sec): 3 clusters Score: Raw -21277.301973 + Penalty 1989.810163 = -19287.491810 nChanged 113 SP:Iteration 1F (1799.501029 sec): 3 clusters Score: Raw -21493.025472 + Penalty 1989.810163 = -19503.215309 nChanged 31 SP:Iteration 2F (1799.560863 sec): 3 clusters Score: Raw -21568.133174 + Penalty 1989.810163 = -19578.323011 nChanged 11 SP:Iteration 3Q (1799.607805 sec): 3 clusters Score: Raw -21600.926363 + Penalty 1989.810163 = -19611.116200 nChanged 11 SP:Iteration 4Q (1799.642968 sec): 3 clusters Score: Raw -21626.043604 + Penalty 1989.810163 = -19636.233441 nChanged 11 SP:Iteration 5Q (1799.693722 sec): 3 clusters Score: Raw -21663.862969 + Penalty 1989.810163 = -19674.052806 nChanged 12 SP:Iteration 6Q (1799.740564 sec): 3 clusters Score: Raw -21684.563694 + Penalty 1989.810163 = -19694.753531 nChanged 7 SP:Iteration 7Q (1799.790814 sec): 3 clusters Score: Raw -21695.333297 + Penalty 1989.810163 = -19705.523133 nChanged 3 SP:Iteration 8Q (1799.839626 sec): 3 clusters Score: Raw -21701.680859 + Penalty 1989.810163 = -19711.870696 nChanged 1 SP:Iteration 9Q (1799.886904 sec): 3 clusters Score: Raw -21708.127978 + Penalty 1989.810163 = -19718.317815 nChanged 4 SP:Iteration 10Q (1799.940031 sec): 3 clusters Score: Raw -21744.074798 + Penalty 1989.810163 = -19754.264635 nChanged 6 SP:Iteration 11Q (1799.986590 sec): 3 clusters Score: Raw -21784.527203 + Penalty 1989.810163 = -19794.717040 nChanged 12 SP:Iteration 12Q (1800.029929 sec): 3 clusters Score: Raw -21813.508103 + Penalty 1989.810163 = -19823.697939 nChanged 6 SP:Iteration 13Q (1800.073139 sec): 3 clusters Score: Raw -21845.788472 + Penalty 1989.810163 = -19855.978309 nChanged 7 SP:Iteration 14Q (1800.119432 sec): 3 clusters Score: Raw -21903.834318 + Penalty 1989.810163 = -19914.024155 nChanged 11 SP:Iteration 15Q (1800.165473 sec): 3 clusters Score: Raw -21948.602400 + Penalty 1989.810163 = -19958.792237 nChanged 6 SP:Iteration 16Q (1800.205103 sec): 3 clusters Score: Raw -21962.968663 + Penalty 1989.810163 = -19973.158500 nChanged 4 SP:Iteration 17Q (1800.248986 sec): 3 clusters Score: Raw -21966.680698 + Penalty 1989.810163 = -19976.870535 nChanged 1 SP:Iteration 18Q (1800.285726 sec): 3 clusters Score: Raw -21969.277004 + Penalty 1989.810163 = -19979.466841 nChanged 0 SP:Iteration 19F (1800.328824 sec): 3 clusters Score: Raw -21969.286380 + Penalty 1989.810163 = -19979.476217 nChanged 1 SP:Iteration 20F (1800.375781 sec): 3 clusters Score: Raw -21975.276423 + Penalty 1989.810163 = -19985.466259 nChanged 3 SP:Iteration 21Q (1800.428242 sec): 3 clusters Score: Raw -21981.591607 + Penalty 1989.810163 = -19991.781444 nChanged 2 SP:Iteration 22Q (1800.461426 sec): 3 clusters Score: Raw -21986.065536 + Penalty 1989.810163 = -19996.255373 nChanged 3 SP:Iteration 23Q (1800.505673 sec): 3 clusters Score: Raw -21993.228705 + Penalty 1989.810163 = -20003.418542 nChanged 4 SP:Iteration 24Q (1800.558097 sec): 3 clusters Score: Raw -22016.244769 + Penalty 1989.810163 = -20026.434606 nChanged 8 SP:Iteration 25Q (1800.601286 sec): 3 clusters Score: Raw -22039.828100 + Penalty 1989.810163 = -20050.017937 nChanged 5 SP:Iteration 26Q (1800.637678 sec): 3 clusters Score: Raw -22054.186026 + Penalty 1989.810163 = -20064.375863 nChanged 4 SP:Iteration 27Q (1800.679433 sec): 3 clusters Score: Raw -22062.179915 + Penalty 1989.810163 = -20072.369751 nChanged 2 SP:Iteration 28Q (1800.727250 sec): 3 clusters Score: Raw -22065.213308 + Penalty 1989.810163 = -20075.403145 nChanged 1 SP:Iteration 29Q (1800.775049 sec): 3 clusters Score: Raw -22069.732155 + Penalty 1989.810163 = -20079.921992 nChanged 2 SP:Iteration 30Q (1800.810680 sec): 3 clusters Score: Raw -22072.012694 + Penalty 1989.810163 = -20082.202531 nChanged 0 SP:Iteration 31F (1800.858704 sec): 3 clusters Score: Raw -22072.012694 + Penalty 1989.810163 = -20082.202531 nChanged 0 Trying to split cluster 17 (9833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1800.901732 sec): 2 clusters Score: Raw -590124.459480 + Penalty 1493.943645 = -588630.515835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1800.967364 sec): 3 clusters Score: Raw -584517.330473 + Penalty 2987.887290 = -581529.443183 nChanged 4222 SP:Iteration 1F (1801.021115 sec): 3 clusters Score: Raw -586876.762333 + Penalty 2987.887290 = -583888.875043 nChanged 672 SP:Iteration 2F (1801.097035 sec): 3 clusters Score: Raw -587256.471264 + Penalty 2987.887290 = -584268.583974 nChanged 639 SP:Iteration 3F (1801.150818 sec): 3 clusters Score: Raw -587685.791314 + Penalty 2987.887290 = -584697.904024 nChanged 699 SP:Iteration 4F (1801.215454 sec): 3 clusters Score: Raw -588366.811161 + Penalty 2987.887290 = -585378.923870 nChanged 866 SP:Iteration 5F (1801.279372 sec): 3 clusters Score: Raw -589337.576229 + Penalty 2987.887290 = -586349.688939 nChanged 822 SP:Iteration 6F (1801.354729 sec): 3 clusters Score: Raw -590211.740459 + Penalty 2987.887290 = -587223.853169 nChanged 627 SP:Iteration 7F (1801.410617 sec): 3 clusters Score: Raw -590811.478994 + Penalty 2987.887290 = -587823.591704 nChanged 425 SP:Iteration 8Q (1801.481644 sec): 3 clusters Score: Raw -591126.649349 + Penalty 2987.887290 = -588138.762059 nChanged 259 SP:Iteration 9Q (1801.545229 sec): 3 clusters Score: Raw -591296.591604 + Penalty 2987.887290 = -588308.704314 nChanged 153 SP:Iteration 10Q (1801.596778 sec): 3 clusters Score: Raw -591386.853533 + Penalty 2987.887290 = -588398.966242 nChanged 115 SP:Iteration 11Q (1801.668441 sec): 3 clusters Score: Raw -591442.224977 + Penalty 2987.887290 = -588454.337687 nChanged 67 SP:Iteration 12Q (1801.734965 sec): 3 clusters Score: Raw -591468.713335 + Penalty 2987.887290 = -588480.826045 nChanged 38 SP:Iteration 13Q (1801.804467 sec): 3 clusters Score: Raw -591481.449769 + Penalty 2987.887290 = -588493.562479 nChanged 21 SP:Iteration 14Q (1801.868184 sec): 3 clusters Score: Raw -591489.079477 + Penalty 2987.887290 = -588501.192186 nChanged 17 SP:Iteration 15Q (1801.933962 sec): 3 clusters Score: Raw -591495.910779 + Penalty 2987.887290 = -588508.023489 nChanged 14 SP:Iteration 16Q (1801.991909 sec): 3 clusters Score: Raw -591501.113294 + Penalty 2987.887290 = -588513.226004 nChanged 7 SP:Iteration 17Q (1802.061635 sec): 3 clusters Score: Raw -591502.898639 + Penalty 2987.887290 = -588515.011349 nChanged 7 SP:Iteration 18Q (1802.115131 sec): 3 clusters Score: Raw -591504.864989 + Penalty 2987.887290 = -588516.977698 nChanged 7 SP:Iteration 19Q (1802.177619 sec): 3 clusters Score: Raw -591506.973161 + Penalty 2987.887290 = -588519.085871 nChanged 6 SP:Iteration 20F (1802.238405 sec): 3 clusters Score: Raw -591509.235749 + Penalty 2987.887290 = -588521.348459 nChanged 5 SP:Iteration 21Q (1802.303102 sec): 3 clusters Score: Raw -591511.141547 + Penalty 2987.887290 = -588523.254257 nChanged 6 SP:Iteration 22Q (1802.368044 sec): 3 clusters Score: Raw -591512.456210 + Penalty 2987.887290 = -588524.568920 nChanged 7 SP:Iteration 23Q (1802.437424 sec): 3 clusters Score: Raw -591514.254731 + Penalty 2987.887290 = -588526.367441 nChanged 6 SP:Iteration 24Q (1802.502402 sec): 3 clusters Score: Raw -591515.730707 + Penalty 2987.887290 = -588527.843416 nChanged 5 SP:Iteration 25Q (1802.558527 sec): 3 clusters Score: Raw -591516.668601 + Penalty 2987.887290 = -588528.781311 nChanged 3 SP:Iteration 26Q (1802.620058 sec): 3 clusters Score: Raw -591517.672623 + Penalty 2987.887290 = -588529.785333 nChanged 2 SP:Iteration 27Q (1802.686430 sec): 3 clusters Score: Raw -591518.334322 + Penalty 2987.887290 = -588530.447031 nChanged 3 SP:Iteration 28Q (1802.759756 sec): 3 clusters Score: Raw -591519.416204 + Penalty 2987.887290 = -588531.528914 nChanged 2 SP:Iteration 29Q (1802.825208 sec): 3 clusters Score: Raw -591519.582803 + Penalty 2987.887290 = -588531.695512 nChanged 1 SP:Iteration 30Q (1802.886986 sec): 3 clusters Score: Raw -591519.716672 + Penalty 2987.887290 = -588531.829382 nChanged 0 SP:Iteration 31F (1802.949959 sec): 3 clusters Score: Raw -591519.716672 + Penalty 2987.887290 = -588531.829382 nChanged 0 Trying to split cluster 18 (2909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1802.979470 sec): 2 clusters Score: Raw -172822.904111 + Penalty 1296.029257 = -171526.874854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1803.021024 sec): 3 clusters Score: Raw -171496.025794 + Penalty 2592.058514 = -168903.967280 nChanged 1075 SP:Iteration 1F (1803.073800 sec): 3 clusters Score: Raw -172266.885434 + Penalty 2592.058514 = -169674.826920 nChanged 276 SP:Iteration 2F (1803.130880 sec): 3 clusters Score: Raw -172566.442730 + Penalty 2592.058514 = -169974.384216 nChanged 215 SP:Iteration 3F (1803.183112 sec): 3 clusters Score: Raw -172759.549695 + Penalty 2592.058514 = -170167.491181 nChanged 145 SP:Iteration 4Q (1803.230336 sec): 3 clusters Score: Raw -172880.537975 + Penalty 2592.058514 = -170288.479461 nChanged 111 SP:Iteration 5Q (1803.289537 sec): 3 clusters Score: Raw -172957.733291 + Penalty 2592.058514 = -170365.674777 nChanged 86 SP:Iteration 6Q (1803.344181 sec): 3 clusters Score: Raw -173007.588553 + Penalty 2592.058514 = -170415.530039 nChanged 64 SP:Iteration 7Q (1803.404131 sec): 3 clusters Score: Raw -173050.692736 + Penalty 2592.058514 = -170458.634222 nChanged 63 SP:Iteration 8Q (1803.452501 sec): 3 clusters Score: Raw -173089.219598 + Penalty 2592.058514 = -170497.161084 nChanged 57 SP:Iteration 9Q (1803.499076 sec): 3 clusters Score: Raw -173127.070853 + Penalty 2592.058514 = -170535.012339 nChanged 47 SP:Iteration 10Q (1803.553117 sec): 3 clusters Score: Raw -173155.902100 + Penalty 2592.058514 = -170563.843586 nChanged 49 SP:Iteration 11Q (1803.602343 sec): 3 clusters Score: Raw -173196.180489 + Penalty 2592.058514 = -170604.121975 nChanged 40 SP:Iteration 12Q (1803.643080 sec): 3 clusters Score: Raw -173232.208214 + Penalty 2592.058514 = -170640.149700 nChanged 36 SP:Iteration 13Q (1803.695782 sec): 3 clusters Score: Raw -173260.753613 + Penalty 2592.058514 = -170668.695099 nChanged 23 SP:Iteration 14Q (1803.750929 sec): 3 clusters Score: Raw -173275.965890 + Penalty 2592.058514 = -170683.907376 nChanged 25 SP:Iteration 15Q (1803.805799 sec): 3 clusters Score: Raw -173292.580680 + Penalty 2592.058514 = -170700.522166 nChanged 16 SP:Iteration 16Q (1803.844182 sec): 3 clusters Score: Raw -173305.106856 + Penalty 2592.058514 = -170713.048342 nChanged 15 SP:Iteration 17Q (1803.899496 sec): 3 clusters Score: Raw -173317.412217 + Penalty 2592.058514 = -170725.353703 nChanged 19 SP:Iteration 18Q (1803.950171 sec): 3 clusters Score: Raw -173330.759232 + Penalty 2592.058514 = -170738.700718 nChanged 15 SP:Iteration 19Q (1803.999781 sec): 3 clusters Score: Raw -173343.040326 + Penalty 2592.058514 = -170750.981812 nChanged 17 SP:Iteration 20F (1804.047517 sec): 3 clusters Score: Raw -173354.331581 + Penalty 2592.058514 = -170762.273067 nChanged 11 SP:Iteration 21Q (1804.105811 sec): 3 clusters Score: Raw -173361.625228 + Penalty 2592.058514 = -170769.566714 nChanged 6 SP:Iteration 22Q (1804.157749 sec): 3 clusters Score: Raw -173364.194455 + Penalty 2592.058514 = -170772.135941 nChanged 6 SP:Iteration 23Q (1804.204052 sec): 3 clusters Score: Raw -173366.775695 + Penalty 2592.058514 = -170774.717181 nChanged 5 SP:Iteration 24Q (1804.259086 sec): 3 clusters Score: Raw -173368.381981 + Penalty 2592.058514 = -170776.323467 nChanged 1 SP:Iteration 25Q (1804.311395 sec): 3 clusters Score: Raw -173368.786150 + Penalty 2592.058514 = -170776.727636 nChanged 1 SP:Iteration 26Q (1804.368286 sec): 3 clusters Score: Raw -173369.081694 + Penalty 2592.058514 = -170777.023180 nChanged 0 SP:Iteration 27F (1804.416954 sec): 3 clusters Score: Raw -173369.081694 + Penalty 2592.058514 = -170777.023180 nChanged 0 Trying to split cluster 19 (3446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1804.436348 sec): 2 clusters Score: Raw -190983.302146 + Penalty 1323.557530 = -189659.744615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1804.486038 sec): 3 clusters Score: Raw -189278.130882 + Penalty 2647.115061 = -186631.015822 nChanged 1363 SP:Iteration 1F (1804.532969 sec): 3 clusters Score: Raw -190193.031287 + Penalty 2647.115061 = -187545.916227 nChanged 344 SP:Iteration 2F (1804.588642 sec): 3 clusters Score: Raw -190608.204563 + Penalty 2647.115061 = -187961.089503 nChanged 299 SP:Iteration 3F (1804.640979 sec): 3 clusters Score: Raw -190944.905699 + Penalty 2647.115061 = -188297.790639 nChanged 250 SP:Iteration 4F (1804.691439 sec): 3 clusters Score: Raw -191225.470936 + Penalty 2647.115061 = -188578.355876 nChanged 232 SP:Iteration 5F (1804.734463 sec): 3 clusters Score: Raw -191460.680747 + Penalty 2647.115061 = -188813.565687 nChanged 188 SP:Iteration 6F (1804.781426 sec): 3 clusters Score: Raw -191637.080499 + Penalty 2647.115061 = -188989.965438 nChanged 139 SP:Iteration 7Q (1804.832760 sec): 3 clusters Score: Raw -191759.481512 + Penalty 2647.115061 = -189112.366451 nChanged 103 SP:Iteration 8Q (1804.895511 sec): 3 clusters Score: Raw -191846.544507 + Penalty 2647.115061 = -189199.429447 nChanged 71 SP:Iteration 9Q (1804.937951 sec): 3 clusters Score: Raw -191902.310323 + Penalty 2647.115061 = -189255.195262 nChanged 56 SP:Iteration 10Q (1804.991113 sec): 3 clusters Score: Raw -191948.895932 + Penalty 2647.115061 = -189301.780872 nChanged 49 SP:Iteration 11Q (1805.052091 sec): 3 clusters Score: Raw -191986.176198 + Penalty 2647.115061 = -189339.061137 nChanged 36 SP:Iteration 12Q (1805.094981 sec): 3 clusters Score: Raw -192018.988574 + Penalty 2647.115061 = -189371.873513 nChanged 37 SP:Iteration 13Q (1805.145682 sec): 3 clusters Score: Raw -192054.991133 + Penalty 2647.115061 = -189407.876072 nChanged 32 SP:Iteration 14Q (1805.193682 sec): 3 clusters Score: Raw -192087.584937 + Penalty 2647.115061 = -189440.469876 nChanged 23 SP:Iteration 15Q (1805.243722 sec): 3 clusters Score: Raw -192108.895750 + Penalty 2647.115061 = -189461.780689 nChanged 21 SP:Iteration 16Q (1805.308110 sec): 3 clusters Score: Raw -192127.695387 + Penalty 2647.115061 = -189480.580326 nChanged 13 SP:Iteration 17Q (1805.359018 sec): 3 clusters Score: Raw -192139.895072 + Penalty 2647.115061 = -189492.780011 nChanged 10 SP:Iteration 18Q (1805.406875 sec): 3 clusters Score: Raw -192143.440772 + Penalty 2647.115061 = -189496.325711 nChanged 3 SP:Iteration 19Q (1805.456101 sec): 3 clusters Score: Raw -192144.581550 + Penalty 2647.115061 = -189497.466489 nChanged 1 SP:Iteration 20F (1805.512659 sec): 3 clusters Score: Raw -192145.119246 + Penalty 2647.115061 = -189498.004186 nChanged 0 Trying to split cluster 20 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1805.531874 sec): 2 clusters Score: Raw -25068.994652 + Penalty 969.914978 = -24099.079674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1805.582314 sec): 3 clusters Score: Raw -25046.307597 + Penalty 1939.829957 = -23106.477640 nChanged 83 SP:Iteration 1F (1805.631497 sec): 3 clusters Score: Raw -25175.815321 + Penalty 1939.829957 = -23235.985364 nChanged 10 SP:Iteration 2Q (1805.676013 sec): 3 clusters Score: Raw -25199.208595 + Penalty 1939.829957 = -23259.378638 nChanged 4 SP:Iteration 3Q (1805.719588 sec): 3 clusters Score: Raw -25206.038714 + Penalty 1939.829957 = -23266.208757 nChanged 4 SP:Iteration 4Q (1805.762561 sec): 3 clusters Score: Raw -25212.626772 + Penalty 1939.829957 = -23272.796815 nChanged 0 SP:Iteration 5F (1805.801556 sec): 3 clusters Score: Raw -25212.626772 + Penalty 1939.829957 = -23272.796815 nChanged 0 Trying to split cluster 21 (4425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1805.836108 sec): 2 clusters Score: Raw -292666.517425 + Penalty 1364.191653 = -291302.325772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1805.894074 sec): 3 clusters Score: Raw -290378.344244 + Penalty 2728.383306 = -287649.960938 nChanged 1724 SP:Iteration 1F (1805.946679 sec): 3 clusters Score: Raw -291347.335757 + Penalty 2728.383306 = -288618.952451 nChanged 333 SP:Iteration 2F (1805.994751 sec): 3 clusters Score: Raw -291542.145823 + Penalty 2728.383306 = -288813.762517 nChanged 247 SP:Iteration 3F (1806.045051 sec): 3 clusters Score: Raw -291716.090176 + Penalty 2728.383306 = -288987.706870 nChanged 248 SP:Iteration 4F (1806.096874 sec): 3 clusters Score: Raw -291904.106752 + Penalty 2728.383306 = -289175.723446 nChanged 244 SP:Iteration 5F (1806.157785 sec): 3 clusters Score: Raw -292106.857365 + Penalty 2728.383306 = -289378.474059 nChanged 228 SP:Iteration 6F (1806.210770 sec): 3 clusters Score: Raw -292294.046691 + Penalty 2728.383306 = -289565.663385 nChanged 193 SP:Iteration 7Q (1806.268038 sec): 3 clusters Score: Raw -292456.510319 + Penalty 2728.383306 = -289728.127013 nChanged 145 SP:Iteration 8Q (1806.309070 sec): 3 clusters Score: Raw -292562.221403 + Penalty 2728.383306 = -289833.838097 nChanged 85 SP:Iteration 9Q (1806.372313 sec): 3 clusters Score: Raw -292620.291272 + Penalty 2728.383306 = -289891.907966 nChanged 68 SP:Iteration 10Q (1806.415942 sec): 3 clusters Score: Raw -292667.742161 + Penalty 2728.383306 = -289939.358855 nChanged 58 SP:Iteration 11Q (1806.470146 sec): 3 clusters Score: Raw -292716.102212 + Penalty 2728.383306 = -289987.718906 nChanged 44 SP:Iteration 12Q (1806.530026 sec): 3 clusters Score: Raw -292752.601548 + Penalty 2728.383306 = -290024.218242 nChanged 36 SP:Iteration 13Q (1806.582870 sec): 3 clusters Score: Raw -292786.944514 + Penalty 2728.383306 = -290058.561207 nChanged 23 SP:Iteration 14Q (1806.638504 sec): 3 clusters Score: Raw -292808.283067 + Penalty 2728.383306 = -290079.899760 nChanged 11 SP:Iteration 15Q (1806.691491 sec): 3 clusters Score: Raw -292819.063410 + Penalty 2728.383306 = -290090.680104 nChanged 10 SP:Iteration 16Q (1806.737635 sec): 3 clusters Score: Raw -292833.344819 + Penalty 2728.383306 = -290104.961513 nChanged 8 SP:Iteration 17Q (1806.787056 sec): 3 clusters Score: Raw -292842.914963 + Penalty 2728.383306 = -290114.531656 nChanged 8 SP:Iteration 18Q (1806.849019 sec): 3 clusters Score: Raw -292848.281465 + Penalty 2728.383306 = -290119.898159 nChanged 5 SP:Iteration 19Q (1806.904534 sec): 3 clusters Score: Raw -292851.884613 + Penalty 2728.383306 = -290123.501307 nChanged 4 SP:Iteration 20F (1806.960710 sec): 3 clusters Score: Raw -292855.618926 + Penalty 2728.383306 = -290127.235620 nChanged 1 SP:Iteration 21Q (1807.004016 sec): 3 clusters Score: Raw -292856.658529 + Penalty 2728.383306 = -290128.275223 nChanged 2 SP:Iteration 22Q (1807.068170 sec): 3 clusters Score: Raw -292858.772499 + Penalty 2728.383306 = -290130.389193 nChanged 1 SP:Iteration 23Q (1807.110597 sec): 3 clusters Score: Raw -292860.084009 + Penalty 2728.383306 = -290131.700703 nChanged 1 SP:Iteration 24Q (1807.170500 sec): 3 clusters Score: Raw -292860.728243 + Penalty 2728.383306 = -290132.344937 nChanged 2 SP:Iteration 25Q (1807.225498 sec): 3 clusters Score: Raw -292861.963291 + Penalty 2728.383306 = -290133.579985 nChanged 1 SP:Iteration 26Q (1807.275792 sec): 3 clusters Score: Raw -292863.007581 + Penalty 2728.383306 = -290134.624275 nChanged 3 SP:Iteration 27Q (1807.328285 sec): 3 clusters Score: Raw -292864.523849 + Penalty 2728.383306 = -290136.140542 nChanged 0 SP:Iteration 28F (1807.379082 sec): 3 clusters Score: Raw -292864.523849 + Penalty 2728.383306 = -290136.140542 nChanged 0 Trying to split cluster 22 (5335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1807.416585 sec): 2 clusters Score: Raw -365139.959828 + Penalty 1394.582177 = -363745.377652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1807.463306 sec): 3 clusters Score: Raw -362364.133074 + Penalty 2789.164353 = -359574.968721 nChanged 2206 SP:Iteration 1F (1807.517657 sec): 3 clusters Score: Raw -363529.950594 + Penalty 2789.164353 = -360740.786241 nChanged 390 SP:Iteration 2F (1807.572549 sec): 3 clusters Score: Raw -363746.295153 + Penalty 2789.164353 = -360957.130799 nChanged 323 SP:Iteration 3F (1807.635505 sec): 3 clusters Score: Raw -363934.849501 + Penalty 2789.164353 = -361145.685147 nChanged 296 SP:Iteration 4F (1807.689899 sec): 3 clusters Score: Raw -364181.978620 + Penalty 2789.164353 = -361392.814267 nChanged 337 SP:Iteration 5F (1807.731070 sec): 3 clusters Score: Raw -364474.403762 + Penalty 2789.164353 = -361685.239409 nChanged 371 SP:Iteration 6F (1807.788593 sec): 3 clusters Score: Raw -364841.688160 + Penalty 2789.164353 = -362052.523807 nChanged 351 SP:Iteration 7F (1807.835358 sec): 3 clusters Score: Raw -365209.937164 + Penalty 2789.164353 = -362420.772811 nChanged 290 SP:Iteration 8F (1807.900347 sec): 3 clusters Score: Raw -365462.431189 + Penalty 2789.164353 = -362673.266836 nChanged 204 SP:Iteration 9Q (1807.961598 sec): 3 clusters Score: Raw -365616.908890 + Penalty 2789.164353 = -362827.744537 nChanged 147 SP:Iteration 10Q (1808.010971 sec): 3 clusters Score: Raw -365694.636930 + Penalty 2789.164353 = -362905.472577 nChanged 77 SP:Iteration 11Q (1808.070023 sec): 3 clusters Score: Raw -365737.505833 + Penalty 2789.164353 = -362948.341479 nChanged 65 SP:Iteration 12Q (1808.116658 sec): 3 clusters Score: Raw -365766.600509 + Penalty 2789.164353 = -362977.436156 nChanged 39 SP:Iteration 13Q (1808.172618 sec): 3 clusters Score: Raw -365782.740139 + Penalty 2789.164353 = -362993.575786 nChanged 28 SP:Iteration 14Q (1808.234060 sec): 3 clusters Score: Raw -365793.456625 + Penalty 2789.164353 = -363004.292272 nChanged 18 SP:Iteration 15Q (1808.284568 sec): 3 clusters Score: Raw -365800.161539 + Penalty 2789.164353 = -363010.997186 nChanged 14 SP:Iteration 16Q (1808.337179 sec): 3 clusters Score: Raw -365806.022833 + Penalty 2789.164353 = -363016.858480 nChanged 11 SP:Iteration 17Q (1808.391865 sec): 3 clusters Score: Raw -365810.372460 + Penalty 2789.164353 = -363021.208107 nChanged 12 SP:Iteration 18Q (1808.444514 sec): 3 clusters Score: Raw -365815.269072 + Penalty 2789.164353 = -363026.104719 nChanged 13 SP:Iteration 19Q (1808.508057 sec): 3 clusters Score: Raw -365819.041098 + Penalty 2789.164353 = -363029.876745 nChanged 11 SP:Iteration 20F (1808.558152 sec): 3 clusters Score: Raw -365822.052865 + Penalty 2789.164353 = -363032.888511 nChanged 7 SP:Iteration 21Q (1808.617318 sec): 3 clusters Score: Raw -365824.109282 + Penalty 2789.164353 = -363034.944929 nChanged 10 SP:Iteration 22Q (1808.677379 sec): 3 clusters Score: Raw -365826.877326 + Penalty 2789.164353 = -363037.712973 nChanged 5 SP:Iteration 23Q (1808.718988 sec): 3 clusters Score: Raw -365827.840604 + Penalty 2789.164353 = -363038.676251 nChanged 3 SP:Iteration 24Q (1808.783555 sec): 3 clusters Score: Raw -365829.050080 + Penalty 2789.164353 = -363039.885727 nChanged 3 SP:Iteration 25Q (1808.832699 sec): 3 clusters Score: Raw -365830.040470 + Penalty 2789.164353 = -363040.876117 nChanged 0 SP:Iteration 26F (1808.889756 sec): 3 clusters Score: Raw -365830.040470 + Penalty 2789.164353 = -363040.876117 nChanged 0 Trying to split cluster 23 (42458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1808.979897 sec): 2 clusters Score: Raw -2906994.039854 + Penalty 1731.643978 = -2905262.395876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1809.092461 sec): 3 clusters Score: Raw -2880410.763327 + Penalty 3463.287955 = -2876947.475372 nChanged 19855 SP:Iteration 1F (1809.205448 sec): 3 clusters Score: Raw -2891771.244482 + Penalty 3463.287955 = -2888307.956527 nChanged 1835 SP:Iteration 2Q (1809.333071 sec): 3 clusters Score: Raw -2892402.942914 + Penalty 3463.287955 = -2888939.654959 nChanged 1840 SP:Iteration 3Q (1809.440345 sec): 3 clusters Score: Raw -2893081.971048 + Penalty 3463.287955 = -2889618.683093 nChanged 1923 SP:Iteration 4Q (1809.562646 sec): 3 clusters Score: Raw -2893861.233079 + Penalty 3463.287955 = -2890397.945124 nChanged 1995 SP:Iteration 5Q (1809.685781 sec): 3 clusters Score: Raw -2894830.108577 + Penalty 3463.287955 = -2891366.820622 nChanged 2211 SP:Iteration 6F (1809.797167 sec): 3 clusters Score: Raw -2896065.013887 + Penalty 3463.287955 = -2892601.725932 nChanged 2273 SP:Iteration 7F (1809.914680 sec): 3 clusters Score: Raw -2897558.636609 + Penalty 3463.287955 = -2894095.348654 nChanged 2334 SP:Iteration 8F (1810.034951 sec): 3 clusters Score: Raw -2899217.414851 + Penalty 3463.287955 = -2895754.126896 nChanged 2199 SP:Iteration 9F (1810.153954 sec): 3 clusters Score: Raw -2900672.277485 + Penalty 3463.287955 = -2897208.989530 nChanged 1794 SP:Iteration 10Q (1810.268139 sec): 3 clusters Score: Raw -2901642.165851 + Penalty 3463.287955 = -2898178.877896 nChanged 1329 SP:Iteration 11Q (1810.381068 sec): 3 clusters Score: Raw -2902194.892395 + Penalty 3463.287955 = -2898731.604440 nChanged 1022 SP:Iteration 12Q (1810.492289 sec): 3 clusters Score: Raw -2902610.110576 + Penalty 3463.287955 = -2899146.822621 nChanged 854 SP:Iteration 13Q (1810.606337 sec): 3 clusters Score: Raw -2902948.803740 + Penalty 3463.287955 = -2899485.515785 nChanged 756 SP:Iteration 14Q (1810.729419 sec): 3 clusters Score: Raw -2903267.486959 + Penalty 3463.287955 = -2899804.199004 nChanged 721 SP:Iteration 15Q (1810.842576 sec): 3 clusters Score: Raw -2903591.774756 + Penalty 3463.287955 = -2900128.486801 nChanged 698 SP:Iteration 16Q (1810.962233 sec): 3 clusters Score: Raw -2903897.110086 + Penalty 3463.287955 = -2900433.822131 nChanged 662 SP:Iteration 17Q (1811.071287 sec): 3 clusters Score: Raw -2904226.158033 + Penalty 3463.287955 = -2900762.870078 nChanged 641 SP:Iteration 18Q (1811.185251 sec): 3 clusters Score: Raw -2904526.855929 + Penalty 3463.287955 = -2901063.567974 nChanged 613 SP:Iteration 19Q (1811.284300 sec): 3 clusters Score: Raw -2904818.039412 + Penalty 3463.287955 = -2901354.751457 nChanged 570 SP:Iteration 20F (1811.399799 sec): 3 clusters Score: Raw -2905085.487475 + Penalty 3463.287955 = -2901622.199520 nChanged 505 SP:Iteration 21Q (1811.517892 sec): 3 clusters Score: Raw -2905330.567416 + Penalty 3463.287955 = -2901867.279461 nChanged 457 SP:Iteration 22Q (1811.624286 sec): 3 clusters Score: Raw -2905550.369584 + Penalty 3463.287955 = -2902087.081629 nChanged 426 SP:Iteration 23Q (1811.722362 sec): 3 clusters Score: Raw -2905751.879036 + Penalty 3463.287955 = -2902288.591081 nChanged 386 SP:Iteration 24Q (1811.831222 sec): 3 clusters Score: Raw -2905929.088424 + Penalty 3463.287955 = -2902465.800469 nChanged 335 SP:Iteration 25Q (1811.948440 sec): 3 clusters Score: Raw -2906082.863830 + Penalty 3463.287955 = -2902619.575875 nChanged 320 SP:Iteration 26Q (1812.059968 sec): 3 clusters Score: Raw -2906218.801528 + Penalty 3463.287955 = -2902755.513573 nChanged 277 SP:Iteration 27Q (1812.156787 sec): 3 clusters Score: Raw -2906326.487862 + Penalty 3463.287955 = -2902863.199907 nChanged 254 SP:Iteration 28Q (1812.271290 sec): 3 clusters Score: Raw -2906437.881507 + Penalty 3463.287955 = -2902974.593552 nChanged 236 SP:Iteration 29Q (1812.376471 sec): 3 clusters Score: Raw -2906544.366138 + Penalty 3463.287955 = -2903081.078183 nChanged 219 SP:Iteration 30Q (1812.485904 sec): 3 clusters Score: Raw -2906637.204382 + Penalty 3463.287955 = -2903173.916427 nChanged 183 SP:Iteration 31Q (1812.588085 sec): 3 clusters Score: Raw -2906709.097876 + Penalty 3463.287955 = -2903245.809921 nChanged 165 SP:Iteration 32Q (1812.695752 sec): 3 clusters Score: Raw -2906771.572205 + Penalty 3463.287955 = -2903308.284250 nChanged 154 SP:Iteration 33Q (1812.805209 sec): 3 clusters Score: Raw -2906826.261281 + Penalty 3463.287955 = -2903362.973326 nChanged 138 SP:Iteration 34Q (1812.918144 sec): 3 clusters Score: Raw -2906872.486897 + Penalty 3463.287955 = -2903409.198941 nChanged 128 SP:Iteration 35Q (1813.025121 sec): 3 clusters Score: Raw -2906911.427722 + Penalty 3463.287955 = -2903448.139766 nChanged 117 SP:Iteration 36Q (1813.134166 sec): 3 clusters Score: Raw -2906946.793396 + Penalty 3463.287955 = -2903483.505441 nChanged 102 SP:Iteration 37Q (1813.226603 sec): 3 clusters Score: Raw -2906978.832370 + Penalty 3463.287955 = -2903515.544415 nChanged 86 SP:Iteration 38Q (1813.341418 sec): 3 clusters Score: Raw -2907000.940366 + Penalty 3463.287955 = -2903537.652411 nChanged 74 SP:Iteration 39Q (1813.444951 sec): 3 clusters Score: Raw -2907020.226024 + Penalty 3463.287955 = -2903556.938068 nChanged 64 SP:Iteration 40F (1813.555644 sec): 3 clusters Score: Raw -2907036.542802 + Penalty 3463.287955 = -2903573.254847 nChanged 63 SP:Iteration 41Q (1813.673205 sec): 3 clusters Score: Raw -2907053.092743 + Penalty 3463.287955 = -2903589.804788 nChanged 61 SP:Iteration 42Q (1813.784951 sec): 3 clusters Score: Raw -2907067.954050 + Penalty 3463.287955 = -2903604.666095 nChanged 51 SP:Iteration 43Q (1813.880700 sec): 3 clusters Score: Raw -2907080.080887 + Penalty 3463.287955 = -2903616.792932 nChanged 50 SP:Iteration 44Q (1813.983029 sec): 3 clusters Score: Raw -2907091.325820 + Penalty 3463.287955 = -2903628.037865 nChanged 51 SP:Iteration 45Q (1814.087166 sec): 3 clusters Score: Raw -2907102.350321 + Penalty 3463.287955 = -2903639.062366 nChanged 47 SP:Iteration 46Q (1814.190229 sec): 3 clusters Score: Raw -2907111.651161 + Penalty 3463.287955 = -2903648.363206 nChanged 40 SP:Iteration 47Q (1814.295021 sec): 3 clusters Score: Raw -2907121.491845 + Penalty 3463.287955 = -2903658.203890 nChanged 35 SP:Iteration 48Q (1814.398201 sec): 3 clusters Score: Raw -2907129.248740 + Penalty 3463.287955 = -2903665.960785 nChanged 39 SP:Iteration 49Q (1814.506358 sec): 3 clusters Score: Raw -2907137.306194 + Penalty 3463.287955 = -2903674.018239 nChanged 32 SP:Iteration 50Q (1814.608968 sec): 3 clusters Score: Raw -2907144.992763 + Penalty 3463.287955 = -2903681.704808 nChanged 24 SP:Iteration 51Q (1814.715192 sec): 3 clusters Score: Raw -2907149.844439 + Penalty 3463.287955 = -2903686.556484 nChanged 27 SP:Iteration 52Q (1814.820151 sec): 3 clusters Score: Raw -2907153.957162 + Penalty 3463.287955 = -2903690.669207 nChanged 16 SP:Iteration 53Q (1814.921369 sec): 3 clusters Score: Raw -2907155.939750 + Penalty 3463.287955 = -2903692.651795 nChanged 8 SP:Iteration 54Q (1815.014330 sec): 3 clusters Score: Raw -2907157.056896 + Penalty 3463.287955 = -2903693.768941 nChanged 6 SP:Iteration 55Q (1815.123803 sec): 3 clusters Score: Raw -2907157.849408 + Penalty 3463.287955 = -2903694.561452 nChanged 8 SP:Iteration 56Q (1815.228176 sec): 3 clusters Score: Raw -2907159.373098 + Penalty 3463.287955 = -2903696.085143 nChanged 5 SP:Iteration 57Q (1815.318590 sec): 3 clusters Score: Raw -2907160.481493 + Penalty 3463.287955 = -2903697.193538 nChanged 9 SP:Iteration 58Q (1815.425368 sec): 3 clusters Score: Raw -2907162.548565 + Penalty 3463.287955 = -2903699.260610 nChanged 13 SP:Iteration 59Q (1815.525108 sec): 3 clusters Score: Raw -2907164.937199 + Penalty 3463.287955 = -2903701.649244 nChanged 7 SP:Iteration 60F (1815.640902 sec): 3 clusters Score: Raw -2907165.930294 + Penalty 3463.287955 = -2903702.642338 nChanged 3 SP:Iteration 61Q (1815.747594 sec): 3 clusters Score: Raw -2907166.476680 + Penalty 3463.287955 = -2903703.188725 nChanged 7 SP:Iteration 62Q (1815.836545 sec): 3 clusters Score: Raw -2907167.515926 + Penalty 3463.287955 = -2903704.227971 nChanged 9 SP:Iteration 63Q (1815.942407 sec): 3 clusters Score: Raw -2907169.693056 + Penalty 3463.287955 = -2903706.405101 nChanged 10 SP:Iteration 64Q (1816.036460 sec): 3 clusters Score: Raw -2907171.149497 + Penalty 3463.287955 = -2903707.861542 nChanged 11 SP:Iteration 65Q (1816.134594 sec): 3 clusters Score: Raw -2907173.684733 + Penalty 3463.287955 = -2903710.396778 nChanged 9 SP:Iteration 66Q (1816.248701 sec): 3 clusters Score: Raw -2907175.305773 + Penalty 3463.287955 = -2903712.017818 nChanged 9 SP:Iteration 67Q (1816.349597 sec): 3 clusters Score: Raw -2907177.591788 + Penalty 3463.287955 = -2903714.303833 nChanged 14 SP:Iteration 68Q (1816.455580 sec): 3 clusters Score: Raw -2907180.035351 + Penalty 3463.287955 = -2903716.747396 nChanged 15 SP:Iteration 69Q (1816.550446 sec): 3 clusters Score: Raw -2907182.509337 + Penalty 3463.287955 = -2903719.221382 nChanged 16 SP:Iteration 70Q (1816.641498 sec): 3 clusters Score: Raw -2907185.922573 + Penalty 3463.287955 = -2903722.634618 nChanged 13 SP:Iteration 71Q (1816.753169 sec): 3 clusters Score: Raw -2907188.024826 + Penalty 3463.287955 = -2903724.736871 nChanged 9 SP:Iteration 72Q (1816.861080 sec): 3 clusters Score: Raw -2907189.260550 + Penalty 3463.287955 = -2903725.972595 nChanged 14 SP:Iteration 73Q (1816.963067 sec): 3 clusters Score: Raw -2907191.275477 + Penalty 3463.287955 = -2903727.987522 nChanged 9 SP:Iteration 74Q (1817.071119 sec): 3 clusters Score: Raw -2907192.718297 + Penalty 3463.287955 = -2903729.430342 nChanged 5 SP:Iteration 75Q (1817.170070 sec): 3 clusters Score: Raw -2907193.792486 + Penalty 3463.287955 = -2903730.504531 nChanged 5 SP:Iteration 76Q (1817.271992 sec): 3 clusters Score: Raw -2907194.784954 + Penalty 3463.287955 = -2903731.496999 nChanged 8 SP:Iteration 77Q (1817.372982 sec): 3 clusters Score: Raw -2907196.316994 + Penalty 3463.287955 = -2903733.029039 nChanged 11 SP:Iteration 78Q (1817.473893 sec): 3 clusters Score: Raw -2907197.590586 + Penalty 3463.287955 = -2903734.302631 nChanged 2 SP:Iteration 79Q (1817.574872 sec): 3 clusters Score: Raw -2907197.988183 + Penalty 3463.287955 = -2903734.700228 nChanged 5 SP:Iteration 80F (1817.704650 sec): 3 clusters Score: Raw -2907198.922002 + Penalty 3463.287955 = -2903735.634047 nChanged 3 SP:Iteration 81Q (1817.805349 sec): 3 clusters Score: Raw -2907199.236623 + Penalty 3463.287955 = -2903735.948668 nChanged 2 SP:Iteration 82Q (1817.909163 sec): 3 clusters Score: Raw -2907199.583955 + Penalty 3463.287955 = -2903736.296000 nChanged 3 SP:Iteration 83Q (1818.010479 sec): 3 clusters Score: Raw -2907199.852026 + Penalty 3463.287955 = -2903736.564071 nChanged 3 SP:Iteration 84Q (1818.109878 sec): 3 clusters Score: Raw -2907200.371855 + Penalty 3463.287955 = -2903737.083900 nChanged 4 SP:Iteration 85Q (1818.208998 sec): 3 clusters Score: Raw -2907200.800292 + Penalty 3463.287955 = -2903737.512337 nChanged 3 SP:Iteration 86Q (1818.309183 sec): 3 clusters Score: Raw -2907201.100395 + Penalty 3463.287955 = -2903737.812440 nChanged 0 SP:Iteration 87F (1818.420547 sec): 3 clusters Score: Raw -2907201.100395 + Penalty 3463.287955 = -2903737.812440 nChanged 0 Trying to split cluster 24 (19141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1818.475738 sec): 2 clusters Score: Raw -1311650.198942 + Penalty 1602.183035 = -1310048.015907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1818.547335 sec): 3 clusters Score: Raw -1300143.275259 + Penalty 3204.366071 = -1296938.909188 nChanged 8615 SP:Iteration 1F (1818.637909 sec): 3 clusters Score: Raw -1304911.421114 + Penalty 3204.366071 = -1301707.055043 nChanged 1086 SP:Iteration 2F (1818.714480 sec): 3 clusters Score: Raw -1305335.578997 + Penalty 3204.366071 = -1302131.212926 nChanged 955 SP:Iteration 3Q (1818.785086 sec): 3 clusters Score: Raw -1305747.523582 + Penalty 3204.366071 = -1302543.157511 nChanged 930 SP:Iteration 4Q (1818.875626 sec): 3 clusters Score: Raw -1306179.283698 + Penalty 3204.366071 = -1302974.917627 nChanged 889 SP:Iteration 5Q (1818.948191 sec): 3 clusters Score: Raw -1306609.548792 + Penalty 3204.366071 = -1303405.182722 nChanged 872 SP:Iteration 6Q (1819.035638 sec): 3 clusters Score: Raw -1307057.827578 + Penalty 3204.366071 = -1303853.461507 nChanged 957 SP:Iteration 7Q (1819.119394 sec): 3 clusters Score: Raw -1307631.677123 + Penalty 3204.366071 = -1304427.311052 nChanged 976 SP:Iteration 8F (1819.188248 sec): 3 clusters Score: Raw -1308270.233832 + Penalty 3204.366071 = -1305065.867762 nChanged 966 SP:Iteration 9F (1819.274470 sec): 3 clusters Score: Raw -1308908.617065 + Penalty 3204.366071 = -1305704.250995 nChanged 910 SP:Iteration 10Q (1819.358679 sec): 3 clusters Score: Raw -1309436.921779 + Penalty 3204.366071 = -1306232.555708 nChanged 715 SP:Iteration 11Q (1819.428153 sec): 3 clusters Score: Raw -1309761.830724 + Penalty 3204.366071 = -1306557.464653 nChanged 519 SP:Iteration 12Q (1819.511276 sec): 3 clusters Score: Raw -1309933.630492 + Penalty 3204.366071 = -1306729.264421 nChanged 375 SP:Iteration 13Q (1819.590989 sec): 3 clusters Score: Raw -1310028.679951 + Penalty 3204.366071 = -1306824.313880 nChanged 253 SP:Iteration 14Q (1819.669534 sec): 3 clusters Score: Raw -1310075.661927 + Penalty 3204.366071 = -1306871.295857 nChanged 179 SP:Iteration 15Q (1819.746597 sec): 3 clusters Score: Raw -1310102.820171 + Penalty 3204.366071 = -1306898.454100 nChanged 132 SP:Iteration 16Q (1819.815575 sec): 3 clusters Score: Raw -1310119.195274 + Penalty 3204.366071 = -1306914.829203 nChanged 123 SP:Iteration 17Q (1819.893542 sec): 3 clusters Score: Raw -1310138.017502 + Penalty 3204.366071 = -1306933.651431 nChanged 105 SP:Iteration 18Q (1819.980410 sec): 3 clusters Score: Raw -1310153.086518 + Penalty 3204.366071 = -1306948.720447 nChanged 96 SP:Iteration 19Q (1820.052238 sec): 3 clusters Score: Raw -1310163.192640 + Penalty 3204.366071 = -1306958.826569 nChanged 74 SP:Iteration 20F (1820.140846 sec): 3 clusters Score: Raw -1310171.015984 + Penalty 3204.366071 = -1306966.649913 nChanged 63 SP:Iteration 21Q (1820.218347 sec): 3 clusters Score: Raw -1310177.931151 + Penalty 3204.366071 = -1306973.565080 nChanged 59 SP:Iteration 22Q (1820.300561 sec): 3 clusters Score: Raw -1310184.193544 + Penalty 3204.366071 = -1306979.827473 nChanged 60 SP:Iteration 23Q (1820.379111 sec): 3 clusters Score: Raw -1310189.327905 + Penalty 3204.366071 = -1306984.961834 nChanged 49 SP:Iteration 24Q (1820.457374 sec): 3 clusters Score: Raw -1310193.958549 + Penalty 3204.366071 = -1306989.592478 nChanged 51 SP:Iteration 25Q (1820.526669 sec): 3 clusters Score: Raw -1310199.508807 + Penalty 3204.366071 = -1306995.142736 nChanged 55 SP:Iteration 26Q (1820.611016 sec): 3 clusters Score: Raw -1310205.636392 + Penalty 3204.366071 = -1307001.270322 nChanged 49 SP:Iteration 27Q (1820.693139 sec): 3 clusters Score: Raw -1310211.522289 + Penalty 3204.366071 = -1307007.156218 nChanged 49 SP:Iteration 28Q (1820.774508 sec): 3 clusters Score: Raw -1310217.476391 + Penalty 3204.366071 = -1307013.110320 nChanged 57 SP:Iteration 29Q (1820.855909 sec): 3 clusters Score: Raw -1310224.381963 + Penalty 3204.366071 = -1307020.015892 nChanged 55 SP:Iteration 30Q (1820.932016 sec): 3 clusters Score: Raw -1310230.613652 + Penalty 3204.366071 = -1307026.247581 nChanged 58 SP:Iteration 31Q (1821.012992 sec): 3 clusters Score: Raw -1310236.075794 + Penalty 3204.366071 = -1307031.709723 nChanged 52 SP:Iteration 32Q (1821.090570 sec): 3 clusters Score: Raw -1310241.078136 + Penalty 3204.366071 = -1307036.712065 nChanged 44 SP:Iteration 33Q (1821.172366 sec): 3 clusters Score: Raw -1310245.846376 + Penalty 3204.366071 = -1307041.480305 nChanged 46 SP:Iteration 34Q (1821.242774 sec): 3 clusters Score: Raw -1310250.432168 + Penalty 3204.366071 = -1307046.066097 nChanged 42 SP:Iteration 35Q (1821.318282 sec): 3 clusters Score: Raw -1310253.669903 + Penalty 3204.366071 = -1307049.303833 nChanged 36 SP:Iteration 36Q (1821.404446 sec): 3 clusters Score: Raw -1310256.112721 + Penalty 3204.366071 = -1307051.746650 nChanged 30 SP:Iteration 37Q (1821.481341 sec): 3 clusters Score: Raw -1310258.431626 + Penalty 3204.366071 = -1307054.065555 nChanged 29 SP:Iteration 38Q (1821.559405 sec): 3 clusters Score: Raw -1310261.254447 + Penalty 3204.366071 = -1307056.888376 nChanged 30 SP:Iteration 39Q (1821.637231 sec): 3 clusters Score: Raw -1310264.134427 + Penalty 3204.366071 = -1307059.768356 nChanged 36 SP:Iteration 40F (1821.715904 sec): 3 clusters Score: Raw -1310266.974673 + Penalty 3204.366071 = -1307062.608602 nChanged 36 SP:Iteration 41Q (1821.795015 sec): 3 clusters Score: Raw -1310269.537356 + Penalty 3204.366071 = -1307065.171285 nChanged 31 SP:Iteration 42Q (1821.874841 sec): 3 clusters Score: Raw -1310272.352378 + Penalty 3204.366071 = -1307067.986307 nChanged 33 SP:Iteration 43Q (1821.942257 sec): 3 clusters Score: Raw -1310275.516974 + Penalty 3204.366071 = -1307071.150903 nChanged 42 SP:Iteration 44Q (1822.020272 sec): 3 clusters Score: Raw -1310280.744862 + Penalty 3204.366071 = -1307076.378791 nChanged 51 SP:Iteration 45Q (1822.097312 sec): 3 clusters Score: Raw -1310287.561597 + Penalty 3204.366071 = -1307083.195526 nChanged 64 SP:Iteration 46Q (1822.187010 sec): 3 clusters Score: Raw -1310295.594752 + Penalty 3204.366071 = -1307091.228681 nChanged 63 SP:Iteration 47Q (1822.261267 sec): 3 clusters Score: Raw -1310301.961661 + Penalty 3204.366071 = -1307097.595590 nChanged 53 SP:Iteration 48Q (1822.333909 sec): 3 clusters Score: Raw -1310307.093155 + Penalty 3204.366071 = -1307102.727084 nChanged 52 SP:Iteration 49Q (1822.416417 sec): 3 clusters Score: Raw -1310313.009699 + Penalty 3204.366071 = -1307108.643629 nChanged 59 SP:Iteration 50Q (1822.491782 sec): 3 clusters Score: Raw -1310320.205609 + Penalty 3204.366071 = -1307115.839538 nChanged 61 SP:Iteration 51Q (1822.568287 sec): 3 clusters Score: Raw -1310326.738555 + Penalty 3204.366071 = -1307122.372485 nChanged 62 SP:Iteration 52Q (1822.642274 sec): 3 clusters Score: Raw -1310333.416587 + Penalty 3204.366071 = -1307129.050516 nChanged 76 SP:Iteration 53Q (1822.726179 sec): 3 clusters Score: Raw -1310343.290856 + Penalty 3204.366071 = -1307138.924785 nChanged 75 SP:Iteration 54Q (1822.800239 sec): 3 clusters Score: Raw -1310353.245794 + Penalty 3204.366071 = -1307148.879724 nChanged 74 SP:Iteration 55Q (1822.884433 sec): 3 clusters Score: Raw -1310364.033323 + Penalty 3204.366071 = -1307159.667252 nChanged 94 SP:Iteration 56Q (1822.966334 sec): 3 clusters Score: Raw -1310380.706076 + Penalty 3204.366071 = -1307176.340005 nChanged 106 SP:Iteration 57Q (1823.034333 sec): 3 clusters Score: Raw -1310400.392170 + Penalty 3204.366071 = -1307196.026099 nChanged 121 SP:Iteration 58Q (1823.119576 sec): 3 clusters Score: Raw -1310423.296885 + Penalty 3204.366071 = -1307218.930814 nChanged 142 SP:Iteration 59Q (1823.195877 sec): 3 clusters Score: Raw -1310452.700105 + Penalty 3204.366071 = -1307248.334035 nChanged 150 SP:Iteration 60F (1823.268070 sec): 3 clusters Score: Raw -1310483.265444 + Penalty 3204.366071 = -1307278.899374 nChanged 155 SP:Iteration 61Q (1823.357037 sec): 3 clusters Score: Raw -1310518.615058 + Penalty 3204.366071 = -1307314.248987 nChanged 181 SP:Iteration 62Q (1823.435546 sec): 3 clusters Score: Raw -1310568.193671 + Penalty 3204.366071 = -1307363.827601 nChanged 219 SP:Iteration 63Q (1823.510166 sec): 3 clusters Score: Raw -1310642.119829 + Penalty 3204.366071 = -1307437.753759 nChanged 261 SP:Iteration 64Q (1823.583595 sec): 3 clusters Score: Raw -1310742.058724 + Penalty 3204.366071 = -1307537.692653 nChanged 291 SP:Iteration 65Q (1823.662995 sec): 3 clusters Score: Raw -1310860.238442 + Penalty 3204.366071 = -1307655.872371 nChanged 288 SP:Iteration 66Q (1823.738307 sec): 3 clusters Score: Raw -1310980.504647 + Penalty 3204.366071 = -1307776.138576 nChanged 295 SP:Iteration 67Q (1823.818050 sec): 3 clusters Score: Raw -1311105.527495 + Penalty 3204.366071 = -1307901.161424 nChanged 301 SP:Iteration 68Q (1823.901058 sec): 3 clusters Score: Raw -1311245.909065 + Penalty 3204.366071 = -1308041.542995 nChanged 289 SP:Iteration 69Q (1823.977389 sec): 3 clusters Score: Raw -1311389.567437 + Penalty 3204.366071 = -1308185.201366 nChanged 287 SP:Iteration 70Q (1824.057982 sec): 3 clusters Score: Raw -1311524.094002 + Penalty 3204.366071 = -1308319.727931 nChanged 273 SP:Iteration 71Q (1824.136959 sec): 3 clusters Score: Raw -1311633.703862 + Penalty 3204.366071 = -1308429.337791 nChanged 234 SP:Iteration 72Q (1824.216363 sec): 3 clusters Score: Raw -1311731.037073 + Penalty 3204.366071 = -1308526.671002 nChanged 209 SP:Iteration 73Q (1824.296472 sec): 3 clusters Score: Raw -1311811.003104 + Penalty 3204.366071 = -1308606.637033 nChanged 186 SP:Iteration 74Q (1824.370083 sec): 3 clusters Score: Raw -1311874.315279 + Penalty 3204.366071 = -1308669.949208 nChanged 165 SP:Iteration 75Q (1824.446583 sec): 3 clusters Score: Raw -1311930.603493 + Penalty 3204.366071 = -1308726.237422 nChanged 146 SP:Iteration 76Q (1824.527844 sec): 3 clusters Score: Raw -1311974.491107 + Penalty 3204.366071 = -1308770.125036 nChanged 118 SP:Iteration 77Q (1824.603546 sec): 3 clusters Score: Raw -1312005.583232 + Penalty 3204.366071 = -1308801.217161 nChanged 113 SP:Iteration 78Q (1824.679517 sec): 3 clusters Score: Raw -1312039.126449 + Penalty 3204.366071 = -1308834.760378 nChanged 127 SP:Iteration 79Q (1824.760910 sec): 3 clusters Score: Raw -1312080.027198 + Penalty 3204.366071 = -1308875.661128 nChanged 125 SP:Iteration 80F (1824.841687 sec): 3 clusters Score: Raw -1312121.141507 + Penalty 3204.366071 = -1308916.775436 nChanged 116 SP:Iteration 81Q (1824.903945 sec): 3 clusters Score: Raw -1312160.267790 + Penalty 3204.366071 = -1308955.901720 nChanged 123 SP:Iteration 82Q (1824.987563 sec): 3 clusters Score: Raw -1312197.191544 + Penalty 3204.366071 = -1308992.825473 nChanged 102 SP:Iteration 83Q (1825.061001 sec): 3 clusters Score: Raw -1312228.683071 + Penalty 3204.366071 = -1309024.317001 nChanged 91 SP:Iteration 84Q (1825.137043 sec): 3 clusters Score: Raw -1312254.953849 + Penalty 3204.366071 = -1309050.587778 nChanged 82 SP:Iteration 85Q (1825.213789 sec): 3 clusters Score: Raw -1312278.820028 + Penalty 3204.366071 = -1309074.453957 nChanged 80 SP:Iteration 86Q (1825.284646 sec): 3 clusters Score: Raw -1312302.069556 + Penalty 3204.366071 = -1309097.703486 nChanged 74 SP:Iteration 87Q (1825.361561 sec): 3 clusters Score: Raw -1312324.386849 + Penalty 3204.366071 = -1309120.020778 nChanged 72 SP:Iteration 88Q (1825.442876 sec): 3 clusters Score: Raw -1312347.100242 + Penalty 3204.366071 = -1309142.734171 nChanged 65 SP:Iteration 89Q (1825.503434 sec): 3 clusters Score: Raw -1312366.773266 + Penalty 3204.366071 = -1309162.407195 nChanged 57 SP:Iteration 90Q (1825.587358 sec): 3 clusters Score: Raw -1312383.150451 + Penalty 3204.366071 = -1309178.784380 nChanged 44 SP:Iteration 91Q (1825.652274 sec): 3 clusters Score: Raw -1312393.629047 + Penalty 3204.366071 = -1309189.262976 nChanged 24 SP:Iteration 92Q (1825.724345 sec): 3 clusters Score: Raw -1312399.130142 + Penalty 3204.366071 = -1309194.764071 nChanged 21 SP:Iteration 93Q (1825.796516 sec): 3 clusters Score: Raw -1312403.012316 + Penalty 3204.366071 = -1309198.646245 nChanged 15 SP:Iteration 94Q (1825.877738 sec): 3 clusters Score: Raw -1312405.735690 + Penalty 3204.366071 = -1309201.369619 nChanged 11 SP:Iteration 95Q (1825.952033 sec): 3 clusters Score: Raw -1312407.361705 + Penalty 3204.366071 = -1309202.995634 nChanged 9 SP:Iteration 96Q (1826.021276 sec): 3 clusters Score: Raw -1312409.083822 + Penalty 3204.366071 = -1309204.717751 nChanged 7 SP:Iteration 97Q (1826.098506 sec): 3 clusters Score: Raw -1312410.185060 + Penalty 3204.366071 = -1309205.818989 nChanged 1 SP:Iteration 98Q (1826.172196 sec): 3 clusters Score: Raw -1312410.259972 + Penalty 3204.366071 = -1309205.893901 nChanged 2 SP:Iteration 99Q (1826.243319 sec): 3 clusters Score: Raw -1312410.780895 + Penalty 3204.366071 = -1309206.414824 nChanged 4 SP:Iteration 100F (1826.322663 sec): 3 clusters Score: Raw -1312411.575842 + Penalty 3204.366071 = -1309207.209771 nChanged 4 SP:Iteration 101Q (1826.381886 sec): 3 clusters Score: Raw -1312411.958937 + Penalty 3204.366071 = -1309207.592866 nChanged 1 SP:Iteration 102Q (1826.465448 sec): 3 clusters Score: Raw -1312412.074970 + Penalty 3204.366071 = -1309207.708899 nChanged 0 SP:Iteration 103F (1826.532414 sec): 3 clusters Score: Raw -1312412.074970 + Penalty 3204.366071 = -1309207.708899 nChanged 0 Trying to split cluster 25 (1213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1826.562949 sec): 2 clusters Score: Raw -80703.346776 + Penalty 1153.888435 = -79549.458341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1826.618120 sec): 3 clusters Score: Raw -80297.024907 + Penalty 2307.776870 = -77989.248036 nChanged 375 SP:Iteration 1F (1826.660249 sec): 3 clusters Score: Raw -80622.488184 + Penalty 2307.776870 = -78314.711313 nChanged 96 SP:Iteration 2F (1826.711188 sec): 3 clusters Score: Raw -80726.702669 + Penalty 2307.776870 = -78418.925798 nChanged 46 SP:Iteration 3Q (1826.758303 sec): 3 clusters Score: Raw -80766.928301 + Penalty 2307.776870 = -78459.151431 nChanged 29 SP:Iteration 4Q (1826.808373 sec): 3 clusters Score: Raw -80792.801589 + Penalty 2307.776870 = -78485.024719 nChanged 22 SP:Iteration 5Q (1826.848982 sec): 3 clusters Score: Raw -80812.375518 + Penalty 2307.776870 = -78504.598648 nChanged 20 SP:Iteration 6Q (1826.896101 sec): 3 clusters Score: Raw -80828.706907 + Penalty 2307.776870 = -78520.930036 nChanged 15 SP:Iteration 7Q (1826.936655 sec): 3 clusters Score: Raw -80841.106070 + Penalty 2307.776870 = -78533.329200 nChanged 16 SP:Iteration 8Q (1826.996938 sec): 3 clusters Score: Raw -80852.555233 + Penalty 2307.776870 = -78544.778362 nChanged 10 SP:Iteration 9Q (1827.031977 sec): 3 clusters Score: Raw -80860.958158 + Penalty 2307.776870 = -78553.181288 nChanged 5 SP:Iteration 10Q (1827.077189 sec): 3 clusters Score: Raw -80864.255405 + Penalty 2307.776870 = -78556.478534 nChanged 4 SP:Iteration 11Q (1827.132696 sec): 3 clusters Score: Raw -80867.679556 + Penalty 2307.776870 = -78559.902685 nChanged 8 SP:Iteration 12Q (1827.177967 sec): 3 clusters Score: Raw -80874.738820 + Penalty 2307.776870 = -78566.961949 nChanged 9 SP:Iteration 13Q (1827.224311 sec): 3 clusters Score: Raw -80881.176303 + Penalty 2307.776870 = -78573.399433 nChanged 5 SP:Iteration 14Q (1827.267739 sec): 3 clusters Score: Raw -80887.611750 + Penalty 2307.776870 = -78579.834879 nChanged 6 SP:Iteration 15Q (1827.306027 sec): 3 clusters Score: Raw -80893.379164 + Penalty 2307.776870 = -78585.602293 nChanged 10 SP:Iteration 16Q (1827.358093 sec): 3 clusters Score: Raw -80901.469161 + Penalty 2307.776870 = -78593.692290 nChanged 6 SP:Iteration 17Q (1827.399801 sec): 3 clusters Score: Raw -80906.232054 + Penalty 2307.776870 = -78598.455183 nChanged 3 SP:Iteration 18Q (1827.445178 sec): 3 clusters Score: Raw -80911.944831 + Penalty 2307.776870 = -78604.167961 nChanged 0 SP:Iteration 19F (1827.483234 sec): 3 clusters Score: Raw -80911.944831 + Penalty 2307.776870 = -78604.167961 nChanged 0 Trying to split cluster 26 (4660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1827.521301 sec): 2 clusters Score: Raw -321899.555509 + Penalty 1372.600243 = -320526.955265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1827.562542 sec): 3 clusters Score: Raw -319535.614110 + Penalty 2745.200486 = -316790.413624 nChanged 1898 SP:Iteration 1F (1827.617791 sec): 3 clusters Score: Raw -320546.155492 + Penalty 2745.200486 = -317800.955006 nChanged 305 SP:Iteration 2F (1827.673876 sec): 3 clusters Score: Raw -320693.596612 + Penalty 2745.200486 = -317948.396126 nChanged 214 SP:Iteration 3Q (1827.726380 sec): 3 clusters Score: Raw -320781.876387 + Penalty 2745.200486 = -318036.675901 nChanged 170 SP:Iteration 4Q (1827.782127 sec): 3 clusters Score: Raw -320855.218983 + Penalty 2745.200486 = -318110.018496 nChanged 133 SP:Iteration 5Q (1827.842727 sec): 3 clusters Score: Raw -320918.514636 + Penalty 2745.200486 = -318173.314149 nChanged 124 SP:Iteration 6Q (1827.897653 sec): 3 clusters Score: Raw -320972.463277 + Penalty 2745.200486 = -318227.262790 nChanged 133 SP:Iteration 7Q (1827.949271 sec): 3 clusters Score: Raw -321033.821483 + Penalty 2745.200486 = -318288.620997 nChanged 144 SP:Iteration 8Q (1828.005639 sec): 3 clusters Score: Raw -321108.590559 + Penalty 2745.200486 = -318363.390072 nChanged 136 SP:Iteration 9Q (1828.047578 sec): 3 clusters Score: Raw -321183.349450 + Penalty 2745.200486 = -318438.148964 nChanged 152 SP:Iteration 10Q (1828.106702 sec): 3 clusters Score: Raw -321272.271517 + Penalty 2745.200486 = -318527.071030 nChanged 172 SP:Iteration 11Q (1828.160335 sec): 3 clusters Score: Raw -321404.493576 + Penalty 2745.200486 = -318659.293090 nChanged 190 SP:Iteration 12Q (1828.219420 sec): 3 clusters Score: Raw -321552.986097 + Penalty 2745.200486 = -318807.785610 nChanged 206 SP:Iteration 13Q (1828.274909 sec): 3 clusters Score: Raw -321712.501035 + Penalty 2745.200486 = -318967.300548 nChanged 183 SP:Iteration 14Q (1828.331748 sec): 3 clusters Score: Raw -321852.083334 + Penalty 2745.200486 = -319106.882848 nChanged 158 SP:Iteration 15Q (1828.387673 sec): 3 clusters Score: Raw -321967.437969 + Penalty 2745.200486 = -319222.237482 nChanged 122 SP:Iteration 16Q (1828.439351 sec): 3 clusters Score: Raw -322047.997242 + Penalty 2745.200486 = -319302.796756 nChanged 98 SP:Iteration 17Q (1828.488368 sec): 3 clusters Score: Raw -322109.081706 + Penalty 2745.200486 = -319363.881220 nChanged 75 SP:Iteration 18Q (1828.547118 sec): 3 clusters Score: Raw -322151.638911 + Penalty 2745.200486 = -319406.438425 nChanged 55 SP:Iteration 19Q (1828.592021 sec): 3 clusters Score: Raw -322179.205128 + Penalty 2745.200486 = -319434.004642 nChanged 37 SP:Iteration 20F (1828.643094 sec): 3 clusters Score: Raw -322199.368795 + Penalty 2745.200486 = -319454.168309 nChanged 28 SP:Iteration 21Q (1828.700313 sec): 3 clusters Score: Raw -322211.608959 + Penalty 2745.200486 = -319466.408473 nChanged 20 SP:Iteration 22Q (1828.753546 sec): 3 clusters Score: Raw -322220.633480 + Penalty 2745.200486 = -319475.432993 nChanged 16 SP:Iteration 23Q (1828.810926 sec): 3 clusters Score: Raw -322228.246821 + Penalty 2745.200486 = -319483.046335 nChanged 12 SP:Iteration 24Q (1828.866088 sec): 3 clusters Score: Raw -322234.321701 + Penalty 2745.200486 = -319489.121214 nChanged 16 SP:Iteration 25Q (1828.907879 sec): 3 clusters Score: Raw -322243.033249 + Penalty 2745.200486 = -319497.832763 nChanged 11 SP:Iteration 26Q (1828.966730 sec): 3 clusters Score: Raw -322249.235608 + Penalty 2745.200486 = -319504.035122 nChanged 10 SP:Iteration 27Q (1829.023583 sec): 3 clusters Score: Raw -322253.787017 + Penalty 2745.200486 = -319508.586530 nChanged 9 SP:Iteration 28Q (1829.076950 sec): 3 clusters Score: Raw -322259.484455 + Penalty 2745.200486 = -319514.283968 nChanged 14 SP:Iteration 29Q (1829.137053 sec): 3 clusters Score: Raw -322265.893729 + Penalty 2745.200486 = -319520.693242 nChanged 9 SP:Iteration 30Q (1829.189536 sec): 3 clusters Score: Raw -322269.145863 + Penalty 2745.200486 = -319523.945376 nChanged 9 SP:Iteration 31Q (1829.234155 sec): 3 clusters Score: Raw -322273.501164 + Penalty 2745.200486 = -319528.300678 nChanged 5 SP:Iteration 32Q (1829.292082 sec): 3 clusters Score: Raw -322275.587404 + Penalty 2745.200486 = -319530.386918 nChanged 4 SP:Iteration 33Q (1829.351081 sec): 3 clusters Score: Raw -322276.888133 + Penalty 2745.200486 = -319531.687647 nChanged 1 SP:Iteration 34Q (1829.399321 sec): 3 clusters Score: Raw -322277.262615 + Penalty 2745.200486 = -319532.062129 nChanged 0 SP:Iteration 35F (1829.454655 sec): 3 clusters Score: Raw -322277.262615 + Penalty 2745.200486 = -319532.062129 nChanged 0 Trying to split cluster 27 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1829.483008 sec): 2 clusters Score: Raw -13517.263075 + Penalty 904.855982 = -12612.407093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1829.534435 sec): 3 clusters Score: Raw -13640.317009 + Penalty 1809.711964 = -11830.605045 nChanged 45 SP:Iteration 1F (1829.582825 sec): 3 clusters Score: Raw -13755.175500 + Penalty 1809.711964 = -11945.463537 nChanged 10 SP:Iteration 2Q (1829.631051 sec): 3 clusters Score: Raw -13771.275469 + Penalty 1809.711964 = -11961.563506 nChanged 2 SP:Iteration 3Q (1829.664515 sec): 3 clusters Score: Raw -13777.905275 + Penalty 1809.711964 = -11968.193311 nChanged 2 SP:Iteration 4Q (1829.705194 sec): 3 clusters Score: Raw -13781.162503 + Penalty 1809.711964 = -11971.450539 nChanged 0 SP:Iteration 5F (1829.753084 sec): 3 clusters Score: Raw -13781.162503 + Penalty 1809.711964 = -11971.450539 nChanged 0 Trying to split cluster 28 (2037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1829.784470 sec): 2 clusters Score: Raw -131973.402497 + Penalty 1238.125430 = -130735.277067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1829.825033 sec): 3 clusters Score: Raw -131085.944045 + Penalty 2476.250860 = -128609.693185 nChanged 706 SP:Iteration 1F (1829.876635 sec): 3 clusters Score: Raw -131562.978113 + Penalty 2476.250860 = -129086.727253 nChanged 174 SP:Iteration 2F (1829.919604 sec): 3 clusters Score: Raw -131669.095808 + Penalty 2476.250860 = -129192.844947 nChanged 91 SP:Iteration 3Q (1829.968040 sec): 3 clusters Score: Raw -131726.649523 + Penalty 2476.250860 = -129250.398662 nChanged 65 SP:Iteration 4Q (1830.027024 sec): 3 clusters Score: Raw -131768.989796 + Penalty 2476.250860 = -129292.738936 nChanged 51 SP:Iteration 5Q (1830.064632 sec): 3 clusters Score: Raw -131802.498175 + Penalty 2476.250860 = -129326.247314 nChanged 41 SP:Iteration 6Q (1830.111297 sec): 3 clusters Score: Raw -131823.995562 + Penalty 2476.250860 = -129347.744702 nChanged 27 SP:Iteration 7Q (1830.165716 sec): 3 clusters Score: Raw -131841.123582 + Penalty 2476.250860 = -129364.872721 nChanged 24 SP:Iteration 8Q (1830.208436 sec): 3 clusters Score: Raw -131860.201432 + Penalty 2476.250860 = -129383.950572 nChanged 24 SP:Iteration 9Q (1830.254082 sec): 3 clusters Score: Raw -131877.302539 + Penalty 2476.250860 = -129401.051679 nChanged 25 SP:Iteration 10Q (1830.311610 sec): 3 clusters Score: Raw -131893.040071 + Penalty 2476.250860 = -129416.789211 nChanged 18 SP:Iteration 11Q (1830.358960 sec): 3 clusters Score: Raw -131903.563621 + Penalty 2476.250860 = -129427.312761 nChanged 19 SP:Iteration 12Q (1830.403502 sec): 3 clusters Score: Raw -131915.898987 + Penalty 2476.250860 = -129439.648126 nChanged 21 SP:Iteration 13Q (1830.440863 sec): 3 clusters Score: Raw -131925.560448 + Penalty 2476.250860 = -129449.309587 nChanged 14 SP:Iteration 14Q (1830.500912 sec): 3 clusters Score: Raw -131932.430574 + Penalty 2476.250860 = -129456.179714 nChanged 10 SP:Iteration 15Q (1830.546053 sec): 3 clusters Score: Raw -131937.332991 + Penalty 2476.250860 = -129461.082131 nChanged 7 SP:Iteration 16Q (1830.593675 sec): 3 clusters Score: Raw -131942.067309 + Penalty 2476.250860 = -129465.816449 nChanged 7 SP:Iteration 17Q (1830.633719 sec): 3 clusters Score: Raw -131946.619055 + Penalty 2476.250860 = -129470.368195 nChanged 8 SP:Iteration 18Q (1830.685808 sec): 3 clusters Score: Raw -131950.420359 + Penalty 2476.250860 = -129474.169498 nChanged 5 SP:Iteration 19Q (1830.733296 sec): 3 clusters Score: Raw -131953.883714 + Penalty 2476.250860 = -129477.632854 nChanged 7 SP:Iteration 20F (1830.787550 sec): 3 clusters Score: Raw -131956.335022 + Penalty 2476.250860 = -129480.084162 nChanged 9 SP:Iteration 21Q (1830.833039 sec): 3 clusters Score: Raw -131961.160581 + Penalty 2476.250860 = -129484.909720 nChanged 5 SP:Iteration 22Q (1830.881115 sec): 3 clusters Score: Raw -131966.242132 + Penalty 2476.250860 = -129489.991271 nChanged 13 SP:Iteration 23Q (1830.928844 sec): 3 clusters Score: Raw -131972.845481 + Penalty 2476.250860 = -129496.594621 nChanged 9 SP:Iteration 24Q (1830.976289 sec): 3 clusters Score: Raw -131976.871893 + Penalty 2476.250860 = -129500.621033 nChanged 9 SP:Iteration 25Q (1831.025488 sec): 3 clusters Score: Raw -131982.730422 + Penalty 2476.250860 = -129506.479562 nChanged 10 SP:Iteration 26Q (1831.079301 sec): 3 clusters Score: Raw -131988.933576 + Penalty 2476.250860 = -129512.682716 nChanged 9 SP:Iteration 27Q (1831.115231 sec): 3 clusters Score: Raw -131994.171035 + Penalty 2476.250860 = -129517.920175 nChanged 14 SP:Iteration 28Q (1831.161214 sec): 3 clusters Score: Raw -132003.386247 + Penalty 2476.250860 = -129527.135387 nChanged 13 SP:Iteration 29Q (1831.209265 sec): 3 clusters Score: Raw -132013.447300 + Penalty 2476.250860 = -129537.196440 nChanged 13 SP:Iteration 30Q (1831.259000 sec): 3 clusters Score: Raw -132020.404520 + Penalty 2476.250860 = -129544.153660 nChanged 5 SP:Iteration 31Q (1831.316376 sec): 3 clusters Score: Raw -132022.726802 + Penalty 2476.250860 = -129546.475942 nChanged 2 SP:Iteration 32Q (1831.354089 sec): 3 clusters Score: Raw -132023.300059 + Penalty 2476.250860 = -129547.049199 nChanged 2 SP:Iteration 33Q (1831.410913 sec): 3 clusters Score: Raw -132024.445719 + Penalty 2476.250860 = -129548.194859 nChanged 1 SP:Iteration 34Q (1831.450549 sec): 3 clusters Score: Raw -132024.850948 + Penalty 2476.250860 = -129548.600087 nChanged 1 SP:Iteration 35Q (1831.495376 sec): 3 clusters Score: Raw -132025.319292 + Penalty 2476.250860 = -129549.068431 nChanged 0 SP:Iteration 36F (1831.545588 sec): 3 clusters Score: Raw -132025.319292 + Penalty 2476.250860 = -129549.068431 nChanged 0 Trying to split cluster 29 (1878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1831.585751 sec): 2 clusters Score: Raw -112980.132584 + Penalty 1224.918932 = -111755.213652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1831.633013 sec): 3 clusters Score: Raw -112226.632670 + Penalty 2449.837864 = -109776.794806 nChanged 647 SP:Iteration 1F (1831.686524 sec): 3 clusters Score: Raw -112679.344681 + Penalty 2449.837864 = -110229.506817 nChanged 173 SP:Iteration 2F (1831.732873 sec): 3 clusters Score: Raw -112806.161537 + Penalty 2449.837864 = -110356.323672 nChanged 87 SP:Iteration 3Q (1831.784088 sec): 3 clusters Score: Raw -112874.965362 + Penalty 2449.837864 = -110425.127497 nChanged 69 SP:Iteration 4Q (1831.840071 sec): 3 clusters Score: Raw -112922.399121 + Penalty 2449.837864 = -110472.561257 nChanged 49 SP:Iteration 5Q (1831.892002 sec): 3 clusters Score: Raw -112958.736375 + Penalty 2449.837864 = -110508.898510 nChanged 52 SP:Iteration 6Q (1831.935771 sec): 3 clusters Score: Raw -112998.648925 + Penalty 2449.837864 = -110548.811060 nChanged 56 SP:Iteration 7Q (1831.992507 sec): 3 clusters Score: Raw -113046.815149 + Penalty 2449.837864 = -110596.977284 nChanged 56 SP:Iteration 8Q (1832.042436 sec): 3 clusters Score: Raw -113111.317018 + Penalty 2449.837864 = -110661.479154 nChanged 74 SP:Iteration 9Q (1832.087221 sec): 3 clusters Score: Raw -113201.167894 + Penalty 2449.837864 = -110751.330029 nChanged 66 SP:Iteration 10Q (1832.136908 sec): 3 clusters Score: Raw -113259.165015 + Penalty 2449.837864 = -110809.327150 nChanged 52 SP:Iteration 11Q (1832.181195 sec): 3 clusters Score: Raw -113302.000124 + Penalty 2449.837864 = -110852.162259 nChanged 49 SP:Iteration 12Q (1832.236177 sec): 3 clusters Score: Raw -113345.794038 + Penalty 2449.837864 = -110895.956173 nChanged 37 SP:Iteration 13Q (1832.280559 sec): 3 clusters Score: Raw -113383.983129 + Penalty 2449.837864 = -110934.145264 nChanged 41 SP:Iteration 14Q (1832.327310 sec): 3 clusters Score: Raw -113432.989173 + Penalty 2449.837864 = -110983.151309 nChanged 32 SP:Iteration 15Q (1832.376857 sec): 3 clusters Score: Raw -113466.658686 + Penalty 2449.837864 = -111016.820822 nChanged 33 SP:Iteration 16Q (1832.427248 sec): 3 clusters Score: Raw -113491.120986 + Penalty 2449.837864 = -111041.283122 nChanged 31 SP:Iteration 17Q (1832.470640 sec): 3 clusters Score: Raw -113516.908255 + Penalty 2449.837864 = -111067.070390 nChanged 23 SP:Iteration 18Q (1832.522907 sec): 3 clusters Score: Raw -113537.275676 + Penalty 2449.837864 = -111087.437812 nChanged 20 SP:Iteration 19Q (1832.577137 sec): 3 clusters Score: Raw -113551.803334 + Penalty 2449.837864 = -111101.965470 nChanged 17 SP:Iteration 20F (1832.627150 sec): 3 clusters Score: Raw -113569.291391 + Penalty 2449.837864 = -111119.453526 nChanged 18 SP:Iteration 21Q (1832.683733 sec): 3 clusters Score: Raw -113583.458536 + Penalty 2449.837864 = -111133.620672 nChanged 18 SP:Iteration 22Q (1832.732764 sec): 3 clusters Score: Raw -113600.872510 + Penalty 2449.837864 = -111151.034645 nChanged 20 SP:Iteration 23Q (1832.782184 sec): 3 clusters Score: Raw -113620.377510 + Penalty 2449.837864 = -111170.539646 nChanged 26 SP:Iteration 24Q (1832.828678 sec): 3 clusters Score: Raw -113644.387656 + Penalty 2449.837864 = -111194.549792 nChanged 21 SP:Iteration 25Q (1832.873582 sec): 3 clusters Score: Raw -113668.205189 + Penalty 2449.837864 = -111218.367324 nChanged 28 SP:Iteration 26Q (1832.918714 sec): 3 clusters Score: Raw -113694.552392 + Penalty 2449.837864 = -111244.714528 nChanged 31 SP:Iteration 27Q (1832.970239 sec): 3 clusters Score: Raw -113734.685023 + Penalty 2449.837864 = -111284.847159 nChanged 34 SP:Iteration 28Q (1833.011663 sec): 3 clusters Score: Raw -113774.264936 + Penalty 2449.837864 = -111324.427071 nChanged 28 SP:Iteration 29Q (1833.069207 sec): 3 clusters Score: Raw -113811.688526 + Penalty 2449.837864 = -111361.850661 nChanged 28 SP:Iteration 30Q (1833.118216 sec): 3 clusters Score: Raw -113850.092856 + Penalty 2449.837864 = -111400.254992 nChanged 28 SP:Iteration 31Q (1833.164328 sec): 3 clusters Score: Raw -113884.370113 + Penalty 2449.837864 = -111434.532248 nChanged 29 SP:Iteration 32Q (1833.206761 sec): 3 clusters Score: Raw -113918.178081 + Penalty 2449.837864 = -111468.340217 nChanged 18 SP:Iteration 33Q (1833.246955 sec): 3 clusters Score: Raw -113943.869339 + Penalty 2449.837864 = -111494.031475 nChanged 21 SP:Iteration 34Q (1833.294226 sec): 3 clusters Score: Raw -113969.456559 + Penalty 2449.837864 = -111519.618695 nChanged 18 SP:Iteration 35Q (1833.332963 sec): 3 clusters Score: Raw -113994.567868 + Penalty 2449.837864 = -111544.730003 nChanged 20 SP:Iteration 36Q (1833.379204 sec): 3 clusters Score: Raw -114013.434792 + Penalty 2449.837864 = -111563.596928 nChanged 13 SP:Iteration 37Q (1833.431870 sec): 3 clusters Score: Raw -114024.014991 + Penalty 2449.837864 = -111574.177126 nChanged 7 SP:Iteration 38Q (1833.478606 sec): 3 clusters Score: Raw -114030.763543 + Penalty 2449.837864 = -111580.925679 nChanged 11 SP:Iteration 39Q (1833.532069 sec): 3 clusters Score: Raw -114041.130948 + Penalty 2449.837864 = -111591.293083 nChanged 8 SP:Iteration 40F (1833.579908 sec): 3 clusters Score: Raw -114046.895739 + Penalty 2449.837864 = -111597.057874 nChanged 8 SP:Iteration 41Q (1833.636708 sec): 3 clusters Score: Raw -114053.111225 + Penalty 2449.837864 = -111603.273360 nChanged 9 SP:Iteration 42Q (1833.686172 sec): 3 clusters Score: Raw -114059.462976 + Penalty 2449.837864 = -111609.625111 nChanged 5 SP:Iteration 43Q (1833.725783 sec): 3 clusters Score: Raw -114062.489818 + Penalty 2449.837864 = -111612.651953 nChanged 6 SP:Iteration 44Q (1833.783418 sec): 3 clusters Score: Raw -114068.369905 + Penalty 2449.837864 = -111618.532041 nChanged 8 SP:Iteration 45Q (1833.828324 sec): 3 clusters Score: Raw -114076.610972 + Penalty 2449.837864 = -111626.773108 nChanged 6 SP:Iteration 46Q (1833.880317 sec): 3 clusters Score: Raw -114082.846603 + Penalty 2449.837864 = -111633.008738 nChanged 5 SP:Iteration 47Q (1833.932292 sec): 3 clusters Score: Raw -114087.517610 + Penalty 2449.837864 = -111637.679745 nChanged 6 SP:Iteration 48Q (1833.989742 sec): 3 clusters Score: Raw -114093.480971 + Penalty 2449.837864 = -111643.643107 nChanged 7 SP:Iteration 49Q (1834.034902 sec): 3 clusters Score: Raw -114099.887437 + Penalty 2449.837864 = -111650.049573 nChanged 7 SP:Iteration 50Q (1834.090918 sec): 3 clusters Score: Raw -114107.568684 + Penalty 2449.837864 = -111657.730819 nChanged 8 SP:Iteration 51Q (1834.145472 sec): 3 clusters Score: Raw -114115.946437 + Penalty 2449.837864 = -111666.108573 nChanged 6 SP:Iteration 52Q (1834.188538 sec): 3 clusters Score: Raw -114121.597734 + Penalty 2449.837864 = -111671.759869 nChanged 9 SP:Iteration 53Q (1834.244347 sec): 3 clusters Score: Raw -114129.867253 + Penalty 2449.837864 = -111680.029389 nChanged 7 SP:Iteration 54Q (1834.296141 sec): 3 clusters Score: Raw -114136.930654 + Penalty 2449.837864 = -111687.092790 nChanged 4 SP:Iteration 55Q (1834.338825 sec): 3 clusters Score: Raw -114141.182063 + Penalty 2449.837864 = -111691.344199 nChanged 4 SP:Iteration 56Q (1834.392447 sec): 3 clusters Score: Raw -114145.028864 + Penalty 2449.837864 = -111695.191000 nChanged 7 SP:Iteration 57Q (1834.427026 sec): 3 clusters Score: Raw -114150.902784 + Penalty 2449.837864 = -111701.064920 nChanged 3 SP:Iteration 58Q (1834.477808 sec): 3 clusters Score: Raw -114153.699107 + Penalty 2449.837864 = -111703.861243 nChanged 4 SP:Iteration 59Q (1834.527708 sec): 3 clusters Score: Raw -114157.092929 + Penalty 2449.837864 = -111707.255065 nChanged 3 SP:Iteration 60F (1834.579759 sec): 3 clusters Score: Raw -114159.272883 + Penalty 2449.837864 = -111709.435019 nChanged 2 SP:Iteration 61Q (1834.626322 sec): 3 clusters Score: Raw -114160.364394 + Penalty 2449.837864 = -111710.526529 nChanged 4 SP:Iteration 62Q (1834.679895 sec): 3 clusters Score: Raw -114162.564349 + Penalty 2449.837864 = -111712.726484 nChanged 2 SP:Iteration 63Q (1834.719756 sec): 3 clusters Score: Raw -114163.961888 + Penalty 2449.837864 = -111714.124024 nChanged 2 SP:Iteration 64Q (1834.771116 sec): 3 clusters Score: Raw -114165.367325 + Penalty 2449.837864 = -111715.529460 nChanged 1 SP:Iteration 65Q (1834.830367 sec): 3 clusters Score: Raw -114166.048092 + Penalty 2449.837864 = -111716.210228 nChanged 2 SP:Iteration 66Q (1834.884773 sec): 3 clusters Score: Raw -114166.987627 + Penalty 2449.837864 = -111717.149763 nChanged 1 SP:Iteration 67Q (1834.935930 sec): 3 clusters Score: Raw -114167.840746 + Penalty 2449.837864 = -111718.002881 nChanged 1 SP:Iteration 68Q (1834.979316 sec): 3 clusters Score: Raw -114168.349265 + Penalty 2449.837864 = -111718.511401 nChanged 2 SP:Iteration 69Q (1835.030755 sec): 3 clusters Score: Raw -114169.363946 + Penalty 2449.837864 = -111719.526082 nChanged 2 SP:Iteration 70Q (1835.082894 sec): 3 clusters Score: Raw -114171.719311 + Penalty 2449.837864 = -111721.881446 nChanged 1 SP:Iteration 71Q (1835.126804 sec): 3 clusters Score: Raw -114172.186921 + Penalty 2449.837864 = -111722.349057 nChanged 1 SP:Iteration 72Q (1835.177391 sec): 3 clusters Score: Raw -114172.558681 + Penalty 2449.837864 = -111722.720817 nChanged 1 SP:Iteration 73Q (1835.226983 sec): 3 clusters Score: Raw -114172.993571 + Penalty 2449.837864 = -111723.155706 nChanged 1 SP:Iteration 74Q (1835.289579 sec): 3 clusters Score: Raw -114174.074763 + Penalty 2449.837864 = -111724.236899 nChanged 1 SP:Iteration 75Q (1835.337225 sec): 3 clusters Score: Raw -114174.573993 + Penalty 2449.837864 = -111724.736128 nChanged 2 SP:Iteration 76Q (1835.382105 sec): 3 clusters Score: Raw -114175.531580 + Penalty 2449.837864 = -111725.693716 nChanged 1 SP:Iteration 77Q (1835.435973 sec): 3 clusters Score: Raw -114175.995669 + Penalty 2449.837864 = -111726.157805 nChanged 1 SP:Iteration 78Q (1835.483074 sec): 3 clusters Score: Raw -114176.700223 + Penalty 2449.837864 = -111726.862358 nChanged 1 SP:Iteration 79Q (1835.537118 sec): 3 clusters Score: Raw -114177.762787 + Penalty 2449.837864 = -111727.924923 nChanged 1 SP:Iteration 80F (1835.583413 sec): 3 clusters Score: Raw -114178.408426 + Penalty 2449.837864 = -111728.570562 nChanged 0 Trying to split cluster 30 (2803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1835.617299 sec): 2 clusters Score: Raw -163993.959648 + Penalty 1289.997402 = -162703.962246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1835.669736 sec): 3 clusters Score: Raw -162739.089018 + Penalty 2579.994804 = -160159.094214 nChanged 1019 SP:Iteration 1F (1835.710624 sec): 3 clusters Score: Raw -163408.458471 + Penalty 2579.994804 = -160828.463667 nChanged 264 SP:Iteration 2F (1835.763250 sec): 3 clusters Score: Raw -163687.702691 + Penalty 2579.994804 = -161107.707887 nChanged 225 SP:Iteration 3F (1835.817608 sec): 3 clusters Score: Raw -163960.025683 + Penalty 2579.994804 = -161380.030879 nChanged 209 SP:Iteration 4F (1835.873476 sec): 3 clusters Score: Raw -164207.879147 + Penalty 2579.994804 = -161627.884343 nChanged 178 SP:Iteration 5F (1835.929483 sec): 3 clusters Score: Raw -164396.577469 + Penalty 2579.994804 = -161816.582665 nChanged 139 SP:Iteration 6Q (1835.978898 sec): 3 clusters Score: Raw -164490.863502 + Penalty 2579.994804 = -161910.868698 nChanged 77 SP:Iteration 7Q (1836.033062 sec): 3 clusters Score: Raw -164542.342782 + Penalty 2579.994804 = -161962.347977 nChanged 49 SP:Iteration 8Q (1836.086645 sec): 3 clusters Score: Raw -164575.932490 + Penalty 2579.994804 = -161995.937686 nChanged 45 SP:Iteration 9Q (1836.135985 sec): 3 clusters Score: Raw -164602.165049 + Penalty 2579.994804 = -162022.170245 nChanged 24 SP:Iteration 10Q (1836.179516 sec): 3 clusters Score: Raw -164613.578381 + Penalty 2579.994804 = -162033.583576 nChanged 17 SP:Iteration 11Q (1836.230899 sec): 3 clusters Score: Raw -164625.332390 + Penalty 2579.994804 = -162045.337586 nChanged 24 SP:Iteration 12Q (1836.283969 sec): 3 clusters Score: Raw -164642.072670 + Penalty 2579.994804 = -162062.077866 nChanged 20 SP:Iteration 13Q (1836.340856 sec): 3 clusters Score: Raw -164649.905474 + Penalty 2579.994804 = -162069.910670 nChanged 7 SP:Iteration 14Q (1836.383223 sec): 3 clusters Score: Raw -164653.901852 + Penalty 2579.994804 = -162073.907048 nChanged 7 SP:Iteration 15Q (1836.438321 sec): 3 clusters Score: Raw -164658.134028 + Penalty 2579.994804 = -162078.139224 nChanged 4 SP:Iteration 16Q (1836.488496 sec): 3 clusters Score: Raw -164659.754343 + Penalty 2579.994804 = -162079.759539 nChanged 2 SP:Iteration 17Q (1836.544138 sec): 3 clusters Score: Raw -164660.736589 + Penalty 2579.994804 = -162080.741785 nChanged 1 SP:Iteration 18Q (1836.592692 sec): 3 clusters Score: Raw -164661.625221 + Penalty 2579.994804 = -162081.630417 nChanged 1 SP:Iteration 19Q (1836.643333 sec): 3 clusters Score: Raw -164662.194599 + Penalty 2579.994804 = -162082.199795 nChanged 2 SP:Iteration 20F (1836.690612 sec): 3 clusters Score: Raw -164662.732881 + Penalty 2579.994804 = -162082.738076 nChanged 0 Trying to split cluster 31 (1725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1836.713226 sec): 2 clusters Score: Raw -118000.561043 + Penalty 1211.109629 = -116789.451414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1836.765377 sec): 3 clusters Score: Raw -117273.421586 + Penalty 2422.219257 = -114851.202329 nChanged 599 SP:Iteration 1F (1836.809738 sec): 3 clusters Score: Raw -117686.162458 + Penalty 2422.219257 = -115263.943201 nChanged 144 SP:Iteration 2F (1836.860329 sec): 3 clusters Score: Raw -117820.231569 + Penalty 2422.219257 = -115398.012312 nChanged 96 SP:Iteration 3F (1836.907685 sec): 3 clusters Score: Raw -117889.857958 + Penalty 2422.219257 = -115467.638701 nChanged 66 SP:Iteration 4Q (1836.957481 sec): 3 clusters Score: Raw -117941.422227 + Penalty 2422.219257 = -115519.202970 nChanged 49 SP:Iteration 5Q (1837.009849 sec): 3 clusters Score: Raw -117975.741731 + Penalty 2422.219257 = -115553.522474 nChanged 51 SP:Iteration 6Q (1837.060172 sec): 3 clusters Score: Raw -118010.049954 + Penalty 2422.219257 = -115587.830697 nChanged 33 SP:Iteration 7Q (1837.105943 sec): 3 clusters Score: Raw -118031.993474 + Penalty 2422.219257 = -115609.774217 nChanged 29 SP:Iteration 8Q (1837.153502 sec): 3 clusters Score: Raw -118061.040101 + Penalty 2422.219257 = -115638.820844 nChanged 36 SP:Iteration 9Q (1837.199465 sec): 3 clusters Score: Raw -118094.664736 + Penalty 2422.219257 = -115672.445479 nChanged 39 SP:Iteration 10Q (1837.243634 sec): 3 clusters Score: Raw -118134.067341 + Penalty 2422.219257 = -115711.848084 nChanged 40 SP:Iteration 11Q (1837.290876 sec): 3 clusters Score: Raw -118177.691432 + Penalty 2422.219257 = -115755.472175 nChanged 46 SP:Iteration 12Q (1837.340476 sec): 3 clusters Score: Raw -118216.558970 + Penalty 2422.219257 = -115794.339713 nChanged 30 SP:Iteration 13Q (1837.378301 sec): 3 clusters Score: Raw -118235.061504 + Penalty 2422.219257 = -115812.842247 nChanged 16 SP:Iteration 14Q (1837.427252 sec): 3 clusters Score: Raw -118248.094415 + Penalty 2422.219257 = -115825.875158 nChanged 12 SP:Iteration 15Q (1837.480803 sec): 3 clusters Score: Raw -118257.209156 + Penalty 2422.219257 = -115834.989899 nChanged 5 SP:Iteration 16Q (1837.530735 sec): 3 clusters Score: Raw -118259.576160 + Penalty 2422.219257 = -115837.356903 nChanged 0 SP:Iteration 17F (1837.578683 sec): 3 clusters Score: Raw -118259.576160 + Penalty 2422.219257 = -115837.356903 nChanged 0 Trying to split cluster 32 (21174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1837.634370 sec): 2 clusters Score: Raw -1378418.661435 + Penalty 1618.586010 = -1376800.075425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1837.724160 sec): 3 clusters Score: Raw -1365714.829322 + Penalty 3237.172020 = -1362477.657302 nChanged 9496 SP:Iteration 1F (1837.808708 sec): 3 clusters Score: Raw -1370958.681180 + Penalty 3237.172020 = -1367721.509160 nChanged 1099 SP:Iteration 2F (1837.888268 sec): 3 clusters Score: Raw -1371382.087801 + Penalty 3237.172020 = -1368144.915780 nChanged 1057 SP:Iteration 3Q (1837.963615 sec): 3 clusters Score: Raw -1371825.902098 + Penalty 3237.172020 = -1368588.730077 nChanged 1092 SP:Iteration 4F (1838.055306 sec): 3 clusters Score: Raw -1372387.709693 + Penalty 3237.172020 = -1369150.537672 nChanged 1169 SP:Iteration 5F (1838.141881 sec): 3 clusters Score: Raw -1373097.189044 + Penalty 3237.172020 = -1369860.017024 nChanged 1354 SP:Iteration 6F (1838.209921 sec): 3 clusters Score: Raw -1374099.392710 + Penalty 3237.172020 = -1370862.220689 nChanged 1505 SP:Iteration 7F (1838.293615 sec): 3 clusters Score: Raw -1375401.198496 + Penalty 3237.172020 = -1372164.026476 nChanged 1422 SP:Iteration 8F (1838.379373 sec): 3 clusters Score: Raw -1376690.716635 + Penalty 3237.172020 = -1373453.544615 nChanged 1064 SP:Iteration 9F (1838.457757 sec): 3 clusters Score: Raw -1377653.918175 + Penalty 3237.172020 = -1374416.746155 nChanged 599 SP:Iteration 10Q (1838.538605 sec): 3 clusters Score: Raw -1378153.872407 + Penalty 3237.172020 = -1374916.700386 nChanged 330 SP:Iteration 11Q (1838.621498 sec): 3 clusters Score: Raw -1378414.479621 + Penalty 3237.172020 = -1375177.307601 nChanged 166 SP:Iteration 12Q (1838.687717 sec): 3 clusters Score: Raw -1378532.761118 + Penalty 3237.172020 = -1375295.589097 nChanged 101 SP:Iteration 13Q (1838.770959 sec): 3 clusters Score: Raw -1378607.233372 + Penalty 3237.172020 = -1375370.061352 nChanged 58 SP:Iteration 14Q (1838.837838 sec): 3 clusters Score: Raw -1378645.175740 + Penalty 3237.172020 = -1375408.003719 nChanged 32 SP:Iteration 15Q (1838.922652 sec): 3 clusters Score: Raw -1378677.591639 + Penalty 3237.172020 = -1375440.419619 nChanged 26 SP:Iteration 16Q (1838.996031 sec): 3 clusters Score: Raw -1378701.405849 + Penalty 3237.172020 = -1375464.233828 nChanged 20 SP:Iteration 17Q (1839.061284 sec): 3 clusters Score: Raw -1378717.950358 + Penalty 3237.172020 = -1375480.778338 nChanged 12 SP:Iteration 18Q (1839.133394 sec): 3 clusters Score: Raw -1378728.308228 + Penalty 3237.172020 = -1375491.136207 nChanged 9 SP:Iteration 19Q (1839.218623 sec): 3 clusters Score: Raw -1378736.205491 + Penalty 3237.172020 = -1375499.033471 nChanged 6 SP:Iteration 20F (1839.288582 sec): 3 clusters Score: Raw -1378739.854592 + Penalty 3237.172020 = -1375502.682571 nChanged 2 SP:Iteration 21Q (1839.379998 sec): 3 clusters Score: Raw -1378740.544867 + Penalty 3237.172020 = -1375503.372847 nChanged 0 SP:Iteration 22F (1839.454093 sec): 3 clusters Score: Raw -1378740.544867 + Penalty 3237.172020 = -1375503.372847 nChanged 0 Trying to split cluster 33 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.493991 sec): 2 clusters Score: Raw -113558.746350 + Penalty 1233.595520 = -112325.150830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.529888 sec): 3 clusters Score: Raw -112773.417074 + Penalty 2467.191040 = -110306.226034 nChanged 714 SP:Iteration 1F (1839.585767 sec): 3 clusters Score: Raw -113250.047791 + Penalty 2467.191040 = -110782.856750 nChanged 143 SP:Iteration 2F (1839.636588 sec): 3 clusters Score: Raw -113351.008084 + Penalty 2467.191040 = -110883.817044 nChanged 91 SP:Iteration 3Q (1839.682580 sec): 3 clusters Score: Raw -113410.738797 + Penalty 2467.191040 = -110943.547757 nChanged 56 SP:Iteration 4Q (1839.731435 sec): 3 clusters Score: Raw -113458.880715 + Penalty 2467.191040 = -110991.689675 nChanged 58 SP:Iteration 5Q (1839.776585 sec): 3 clusters Score: Raw -113506.246233 + Penalty 2467.191040 = -111039.055193 nChanged 57 SP:Iteration 6Q (1839.824575 sec): 3 clusters Score: Raw -113547.594542 + Penalty 2467.191040 = -111080.403502 nChanged 49 SP:Iteration 7Q (1839.863448 sec): 3 clusters Score: Raw -113581.048011 + Penalty 2467.191040 = -111113.856971 nChanged 41 SP:Iteration 8Q (1839.914691 sec): 3 clusters Score: Raw -113604.428759 + Penalty 2467.191040 = -111137.237719 nChanged 30 SP:Iteration 9Q (1839.956108 sec): 3 clusters Score: Raw -113620.192478 + Penalty 2467.191040 = -111153.001438 nChanged 17 SP:Iteration 10Q (1840.012728 sec): 3 clusters Score: Raw -113631.252717 + Penalty 2467.191040 = -111164.061677 nChanged 17 SP:Iteration 11Q (1840.060150 sec): 3 clusters Score: Raw -113643.972273 + Penalty 2467.191040 = -111176.781233 nChanged 19 SP:Iteration 12Q (1840.112763 sec): 3 clusters Score: Raw -113655.573998 + Penalty 2467.191040 = -111188.382958 nChanged 19 SP:Iteration 13Q (1840.163039 sec): 3 clusters Score: Raw -113664.949638 + Penalty 2467.191040 = -111197.758597 nChanged 16 SP:Iteration 14Q (1840.203252 sec): 3 clusters Score: Raw -113672.712858 + Penalty 2467.191040 = -111205.521818 nChanged 16 SP:Iteration 15Q (1840.261478 sec): 3 clusters Score: Raw -113681.239401 + Penalty 2467.191040 = -111214.048361 nChanged 13 SP:Iteration 16Q (1840.307572 sec): 3 clusters Score: Raw -113694.030911 + Penalty 2467.191040 = -111226.839871 nChanged 19 SP:Iteration 17Q (1840.351307 sec): 3 clusters Score: Raw -113710.229643 + Penalty 2467.191040 = -111243.038603 nChanged 23 SP:Iteration 18Q (1840.399747 sec): 3 clusters Score: Raw -113726.468097 + Penalty 2467.191040 = -111259.277056 nChanged 20 SP:Iteration 19Q (1840.447994 sec): 3 clusters Score: Raw -113739.243431 + Penalty 2467.191040 = -111272.052391 nChanged 23 SP:Iteration 20F (1840.504561 sec): 3 clusters Score: Raw -113753.412016 + Penalty 2467.191040 = -111286.220976 nChanged 14 SP:Iteration 21Q (1840.554725 sec): 3 clusters Score: Raw -113765.968842 + Penalty 2467.191040 = -111298.777802 nChanged 17 SP:Iteration 22Q (1840.596778 sec): 3 clusters Score: Raw -113775.309681 + Penalty 2467.191040 = -111308.118641 nChanged 16 SP:Iteration 23Q (1840.642072 sec): 3 clusters Score: Raw -113787.114640 + Penalty 2467.191040 = -111319.923600 nChanged 19 SP:Iteration 24Q (1840.691188 sec): 3 clusters Score: Raw -113799.531845 + Penalty 2467.191040 = -111332.340805 nChanged 18 SP:Iteration 25Q (1840.729297 sec): 3 clusters Score: Raw -113813.651337 + Penalty 2467.191040 = -111346.460297 nChanged 17 SP:Iteration 26Q (1840.783438 sec): 3 clusters Score: Raw -113826.223816 + Penalty 2467.191040 = -111359.032776 nChanged 13 SP:Iteration 27Q (1840.833948 sec): 3 clusters Score: Raw -113836.353709 + Penalty 2467.191040 = -111369.162669 nChanged 15 SP:Iteration 28Q (1840.876086 sec): 3 clusters Score: Raw -113847.810814 + Penalty 2467.191040 = -111380.619774 nChanged 8 SP:Iteration 29Q (1840.915797 sec): 3 clusters Score: Raw -113852.226943 + Penalty 2467.191040 = -111385.035903 nChanged 6 SP:Iteration 30Q (1840.968762 sec): 3 clusters Score: Raw -113858.363139 + Penalty 2467.191040 = -111391.172099 nChanged 13 SP:Iteration 31Q (1841.007119 sec): 3 clusters Score: Raw -113868.352589 + Penalty 2467.191040 = -111401.161548 nChanged 12 SP:Iteration 32Q (1841.061268 sec): 3 clusters Score: Raw -113875.336396 + Penalty 2467.191040 = -111408.145355 nChanged 11 SP:Iteration 33Q (1841.107831 sec): 3 clusters Score: Raw -113883.605447 + Penalty 2467.191040 = -111416.414407 nChanged 11 SP:Iteration 34Q (1841.150300 sec): 3 clusters Score: Raw -113892.818499 + Penalty 2467.191040 = -111425.627459 nChanged 18 SP:Iteration 35Q (1841.191030 sec): 3 clusters Score: Raw -113908.591514 + Penalty 2467.191040 = -111441.400474 nChanged 18 SP:Iteration 36Q (1841.240054 sec): 3 clusters Score: Raw -113921.702286 + Penalty 2467.191040 = -111454.511246 nChanged 14 SP:Iteration 37Q (1841.282613 sec): 3 clusters Score: Raw -113936.317179 + Penalty 2467.191040 = -111469.126138 nChanged 15 SP:Iteration 38Q (1841.330335 sec): 3 clusters Score: Raw -113948.642165 + Penalty 2467.191040 = -111481.451125 nChanged 22 SP:Iteration 39Q (1841.388480 sec): 3 clusters Score: Raw -113964.776696 + Penalty 2467.191040 = -111497.585656 nChanged 21 SP:Iteration 40F (1841.428136 sec): 3 clusters Score: Raw -113978.785453 + Penalty 2467.191040 = -111511.594413 nChanged 21 SP:Iteration 41Q (1841.483582 sec): 3 clusters Score: Raw -113991.990645 + Penalty 2467.191040 = -111524.799604 nChanged 16 SP:Iteration 42Q (1841.536433 sec): 3 clusters Score: Raw -114003.929586 + Penalty 2467.191040 = -111536.738546 nChanged 17 SP:Iteration 43Q (1841.582409 sec): 3 clusters Score: Raw -114019.653708 + Penalty 2467.191040 = -111552.462668 nChanged 10 SP:Iteration 44Q (1841.629861 sec): 3 clusters Score: Raw -114031.046130 + Penalty 2467.191040 = -111563.855090 nChanged 15 SP:Iteration 45Q (1841.681540 sec): 3 clusters Score: Raw -114044.607756 + Penalty 2467.191040 = -111577.416716 nChanged 16 SP:Iteration 46Q (1841.730706 sec): 3 clusters Score: Raw -114053.984208 + Penalty 2467.191040 = -111586.793168 nChanged 8 SP:Iteration 47Q (1841.774286 sec): 3 clusters Score: Raw -114061.330689 + Penalty 2467.191040 = -111594.139649 nChanged 8 SP:Iteration 48Q (1841.823916 sec): 3 clusters Score: Raw -114067.625910 + Penalty 2467.191040 = -111600.434870 nChanged 9 SP:Iteration 49Q (1841.874724 sec): 3 clusters Score: Raw -114070.927272 + Penalty 2467.191040 = -111603.736232 nChanged 5 SP:Iteration 50Q (1841.928564 sec): 3 clusters Score: Raw -114073.125752 + Penalty 2467.191040 = -111605.934712 nChanged 4 SP:Iteration 51Q (1841.977104 sec): 3 clusters Score: Raw -114077.259787 + Penalty 2467.191040 = -111610.068747 nChanged 6 SP:Iteration 52Q (1842.027568 sec): 3 clusters Score: Raw -114079.826979 + Penalty 2467.191040 = -111612.635939 nChanged 2 SP:Iteration 53Q (1842.072940 sec): 3 clusters Score: Raw -114080.310106 + Penalty 2467.191040 = -111613.119065 nChanged 0 SP:Iteration 54F (1842.113284 sec): 3 clusters Score: Raw -114080.310106 + Penalty 2467.191040 = -111613.119065 nChanged 0 Trying to split cluster 34 (32462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1842.198516 sec): 2 clusters Score: Raw -2210202.203406 + Penalty 1688.021636 = -2208514.181770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1842.305767 sec): 3 clusters Score: Raw -2190075.119478 + Penalty 3376.043272 = -2186699.076206 nChanged 14956 SP:Iteration 1F (1842.396747 sec): 3 clusters Score: Raw -2198486.524085 + Penalty 3376.043272 = -2195110.480812 nChanged 1642 SP:Iteration 2F (1842.508766 sec): 3 clusters Score: Raw -2199131.026494 + Penalty 3376.043272 = -2195754.983222 nChanged 1683 SP:Iteration 3F (1842.610454 sec): 3 clusters Score: Raw -2199867.434765 + Penalty 3376.043272 = -2196491.391493 nChanged 1722 SP:Iteration 4F (1842.707674 sec): 3 clusters Score: Raw -2200769.783681 + Penalty 3376.043272 = -2197393.740409 nChanged 1890 SP:Iteration 5F (1842.803073 sec): 3 clusters Score: Raw -2201825.692997 + Penalty 3376.043272 = -2198449.649724 nChanged 1976 SP:Iteration 6F (1842.910871 sec): 3 clusters Score: Raw -2203050.758085 + Penalty 3376.043272 = -2199674.714812 nChanged 1960 SP:Iteration 7F (1843.012872 sec): 3 clusters Score: Raw -2204400.869033 + Penalty 3376.043272 = -2201024.825760 nChanged 1777 SP:Iteration 8F (1843.105400 sec): 3 clusters Score: Raw -2205630.501198 + Penalty 3376.043272 = -2202254.457926 nChanged 1551 SP:Iteration 9Q (1843.211703 sec): 3 clusters Score: Raw -2206643.426825 + Penalty 3376.043272 = -2203267.383553 nChanged 1209 SP:Iteration 10Q (1843.320368 sec): 3 clusters Score: Raw -2207277.916624 + Penalty 3376.043272 = -2203901.873352 nChanged 951 SP:Iteration 11Q (1843.418218 sec): 3 clusters Score: Raw -2207699.925450 + Penalty 3376.043272 = -2204323.882178 nChanged 733 SP:Iteration 12Q (1843.518152 sec): 3 clusters Score: Raw -2207979.457348 + Penalty 3376.043272 = -2204603.414075 nChanged 577 SP:Iteration 13Q (1843.617174 sec): 3 clusters Score: Raw -2208196.656958 + Penalty 3376.043272 = -2204820.613686 nChanged 573 SP:Iteration 14Q (1843.717035 sec): 3 clusters Score: Raw -2208412.215180 + Penalty 3376.043272 = -2205036.171907 nChanged 540 SP:Iteration 15Q (1843.819768 sec): 3 clusters Score: Raw -2208608.137429 + Penalty 3376.043272 = -2205232.094156 nChanged 501 SP:Iteration 16Q (1843.921601 sec): 3 clusters Score: Raw -2208801.327087 + Penalty 3376.043272 = -2205425.283815 nChanged 470 SP:Iteration 17Q (1844.022632 sec): 3 clusters Score: Raw -2208979.049929 + Penalty 3376.043272 = -2205603.006657 nChanged 422 SP:Iteration 18Q (1844.118802 sec): 3 clusters Score: Raw -2209135.932600 + Penalty 3376.043272 = -2205759.889327 nChanged 418 SP:Iteration 19Q (1844.205899 sec): 3 clusters Score: Raw -2209281.001131 + Penalty 3376.043272 = -2205904.957859 nChanged 382 SP:Iteration 20F (1844.320148 sec): 3 clusters Score: Raw -2209411.691081 + Penalty 3376.043272 = -2206035.647809 nChanged 332 SP:Iteration 21Q (1844.405358 sec): 3 clusters Score: Raw -2209507.216670 + Penalty 3376.043272 = -2206131.173397 nChanged 279 SP:Iteration 22Q (1844.507546 sec): 3 clusters Score: Raw -2209591.332304 + Penalty 3376.043272 = -2206215.289032 nChanged 287 SP:Iteration 23Q (1844.606160 sec): 3 clusters Score: Raw -2209683.268142 + Penalty 3376.043272 = -2206307.224870 nChanged 264 SP:Iteration 24Q (1844.701412 sec): 3 clusters Score: Raw -2209769.040187 + Penalty 3376.043272 = -2206392.996915 nChanged 235 SP:Iteration 25Q (1844.797840 sec): 3 clusters Score: Raw -2209845.709104 + Penalty 3376.043272 = -2206469.665832 nChanged 251 SP:Iteration 26Q (1844.896448 sec): 3 clusters Score: Raw -2209928.899451 + Penalty 3376.043272 = -2206552.856178 nChanged 230 SP:Iteration 27Q (1844.991982 sec): 3 clusters Score: Raw -2210002.951906 + Penalty 3376.043272 = -2206626.908633 nChanged 192 SP:Iteration 28Q (1845.087922 sec): 3 clusters Score: Raw -2210058.220232 + Penalty 3376.043272 = -2206682.176960 nChanged 142 SP:Iteration 29Q (1845.178845 sec): 3 clusters Score: Raw -2210098.606141 + Penalty 3376.043272 = -2206722.562869 nChanged 129 SP:Iteration 30Q (1845.288127 sec): 3 clusters Score: Raw -2210140.007385 + Penalty 3376.043272 = -2206763.964113 nChanged 124 SP:Iteration 31Q (1845.370012 sec): 3 clusters Score: Raw -2210178.194331 + Penalty 3376.043272 = -2206802.151059 nChanged 117 SP:Iteration 32Q (1845.471111 sec): 3 clusters Score: Raw -2210217.124359 + Penalty 3376.043272 = -2206841.081087 nChanged 97 SP:Iteration 33Q (1845.560208 sec): 3 clusters Score: Raw -2210244.678425 + Penalty 3376.043272 = -2206868.635153 nChanged 81 SP:Iteration 34Q (1845.653674 sec): 3 clusters Score: Raw -2210272.019393 + Penalty 3376.043272 = -2206895.976120 nChanged 85 SP:Iteration 35Q (1845.744798 sec): 3 clusters Score: Raw -2210301.841720 + Penalty 3376.043272 = -2206925.798448 nChanged 92 SP:Iteration 36Q (1845.842715 sec): 3 clusters Score: Raw -2210334.062169 + Penalty 3376.043272 = -2206958.018897 nChanged 92 SP:Iteration 37Q (1845.936893 sec): 3 clusters Score: Raw -2210360.683108 + Penalty 3376.043272 = -2206984.639835 nChanged 79 SP:Iteration 38Q (1846.027514 sec): 3 clusters Score: Raw -2210382.504356 + Penalty 3376.043272 = -2207006.461083 nChanged 65 SP:Iteration 39Q (1846.120280 sec): 3 clusters Score: Raw -2210403.751766 + Penalty 3376.043272 = -2207027.708494 nChanged 67 SP:Iteration 40F (1846.217468 sec): 3 clusters Score: Raw -2210422.497641 + Penalty 3376.043272 = -2207046.454368 nChanged 52 SP:Iteration 41Q (1846.314207 sec): 3 clusters Score: Raw -2210435.084658 + Penalty 3376.043272 = -2207059.041385 nChanged 45 SP:Iteration 42Q (1846.406561 sec): 3 clusters Score: Raw -2210445.254255 + Penalty 3376.043272 = -2207069.210983 nChanged 45 SP:Iteration 43Q (1846.485386 sec): 3 clusters Score: Raw -2210456.192323 + Penalty 3376.043272 = -2207080.149050 nChanged 42 SP:Iteration 44Q (1846.582567 sec): 3 clusters Score: Raw -2210468.545291 + Penalty 3376.043272 = -2207092.502019 nChanged 41 SP:Iteration 45Q (1846.666316 sec): 3 clusters Score: Raw -2210479.357653 + Penalty 3376.043272 = -2207103.314380 nChanged 41 SP:Iteration 46Q (1846.767540 sec): 3 clusters Score: Raw -2210489.575003 + Penalty 3376.043272 = -2207113.531730 nChanged 37 SP:Iteration 47Q (1846.843874 sec): 3 clusters Score: Raw -2210499.081941 + Penalty 3376.043272 = -2207123.038669 nChanged 34 SP:Iteration 48Q (1846.944083 sec): 3 clusters Score: Raw -2210506.427407 + Penalty 3376.043272 = -2207130.384135 nChanged 27 SP:Iteration 49Q (1847.030984 sec): 3 clusters Score: Raw -2210512.584638 + Penalty 3376.043272 = -2207136.541366 nChanged 32 SP:Iteration 50Q (1847.121102 sec): 3 clusters Score: Raw -2210520.082574 + Penalty 3376.043272 = -2207144.039301 nChanged 23 SP:Iteration 51Q (1847.221912 sec): 3 clusters Score: Raw -2210526.048256 + Penalty 3376.043272 = -2207150.004984 nChanged 22 SP:Iteration 52Q (1847.311218 sec): 3 clusters Score: Raw -2210531.418411 + Penalty 3376.043272 = -2207155.375139 nChanged 19 SP:Iteration 53Q (1847.405703 sec): 3 clusters Score: Raw -2210534.959360 + Penalty 3376.043272 = -2207158.916088 nChanged 18 SP:Iteration 54Q (1847.493469 sec): 3 clusters Score: Raw -2210539.307714 + Penalty 3376.043272 = -2207163.264441 nChanged 21 SP:Iteration 55Q (1847.595803 sec): 3 clusters Score: Raw -2210543.899005 + Penalty 3376.043272 = -2207167.855733 nChanged 16 SP:Iteration 56Q (1847.682387 sec): 3 clusters Score: Raw -2210548.005910 + Penalty 3376.043272 = -2207171.962637 nChanged 11 SP:Iteration 57Q (1847.770167 sec): 3 clusters Score: Raw -2210550.863098 + Penalty 3376.043272 = -2207174.819826 nChanged 19 SP:Iteration 58Q (1847.868617 sec): 3 clusters Score: Raw -2210554.407663 + Penalty 3376.043272 = -2207178.364391 nChanged 13 SP:Iteration 59Q (1847.955906 sec): 3 clusters Score: Raw -2210557.018119 + Penalty 3376.043272 = -2207180.974847 nChanged 16 SP:Iteration 60F (1848.050645 sec): 3 clusters Score: Raw -2210559.717696 + Penalty 3376.043272 = -2207183.674424 nChanged 9 SP:Iteration 61Q (1848.139055 sec): 3 clusters Score: Raw -2210561.035529 + Penalty 3376.043272 = -2207184.992257 nChanged 8 SP:Iteration 62Q (1848.236080 sec): 3 clusters Score: Raw -2210562.674530 + Penalty 3376.043272 = -2207186.631258 nChanged 8 SP:Iteration 63Q (1848.324757 sec): 3 clusters Score: Raw -2210564.446336 + Penalty 3376.043272 = -2207188.403064 nChanged 9 SP:Iteration 64Q (1848.419314 sec): 3 clusters Score: Raw -2210566.601985 + Penalty 3376.043272 = -2207190.558713 nChanged 9 SP:Iteration 65Q (1848.505932 sec): 3 clusters Score: Raw -2210569.375237 + Penalty 3376.043272 = -2207193.331965 nChanged 12 SP:Iteration 66Q (1848.599853 sec): 3 clusters Score: Raw -2210571.611708 + Penalty 3376.043272 = -2207195.568435 nChanged 7 SP:Iteration 67Q (1848.697034 sec): 3 clusters Score: Raw -2210572.972111 + Penalty 3376.043272 = -2207196.928838 nChanged 6 SP:Iteration 68Q (1848.787466 sec): 3 clusters Score: Raw -2210573.997098 + Penalty 3376.043272 = -2207197.953826 nChanged 7 SP:Iteration 69Q (1848.881241 sec): 3 clusters Score: Raw -2210575.221704 + Penalty 3376.043272 = -2207199.178431 nChanged 8 SP:Iteration 70Q (1848.964268 sec): 3 clusters Score: Raw -2210576.641776 + Penalty 3376.043272 = -2207200.598504 nChanged 7 SP:Iteration 71Q (1849.053540 sec): 3 clusters Score: Raw -2210578.141551 + Penalty 3376.043272 = -2207202.098279 nChanged 6 SP:Iteration 72Q (1849.154134 sec): 3 clusters Score: Raw -2210579.804191 + Penalty 3376.043272 = -2207203.760918 nChanged 9 SP:Iteration 73Q (1849.253941 sec): 3 clusters Score: Raw -2210581.796130 + Penalty 3376.043272 = -2207205.752857 nChanged 11 SP:Iteration 74Q (1849.343961 sec): 3 clusters Score: Raw -2210584.827680 + Penalty 3376.043272 = -2207208.784408 nChanged 10 SP:Iteration 75Q (1849.433814 sec): 3 clusters Score: Raw -2210588.874808 + Penalty 3376.043272 = -2207212.831536 nChanged 21 SP:Iteration 76Q (1849.521321 sec): 3 clusters Score: Raw -2210596.483576 + Penalty 3376.043272 = -2207220.440303 nChanged 19 SP:Iteration 77Q (1849.610548 sec): 3 clusters Score: Raw -2210601.525159 + Penalty 3376.043272 = -2207225.481886 nChanged 18 SP:Iteration 78Q (1849.694767 sec): 3 clusters Score: Raw -2210607.240020 + Penalty 3376.043272 = -2207231.196748 nChanged 23 SP:Iteration 79Q (1849.794096 sec): 3 clusters Score: Raw -2210611.925112 + Penalty 3376.043272 = -2207235.881840 nChanged 14 SP:Iteration 80F (1849.883801 sec): 3 clusters Score: Raw -2210615.200478 + Penalty 3376.043272 = -2207239.157206 nChanged 19 SP:Iteration 81Q (1849.983240 sec): 3 clusters Score: Raw -2210619.154600 + Penalty 3376.043272 = -2207243.111328 nChanged 17 SP:Iteration 82Q (1850.069998 sec): 3 clusters Score: Raw -2210622.208647 + Penalty 3376.043272 = -2207246.165375 nChanged 9 SP:Iteration 83Q (1850.159969 sec): 3 clusters Score: Raw -2210624.247398 + Penalty 3376.043272 = -2207248.204126 nChanged 10 SP:Iteration 84Q (1850.257954 sec): 3 clusters Score: Raw -2210627.784995 + Penalty 3376.043272 = -2207251.741722 nChanged 14 SP:Iteration 85Q (1850.350363 sec): 3 clusters Score: Raw -2210632.478536 + Penalty 3376.043272 = -2207256.435263 nChanged 15 SP:Iteration 86Q (1850.440949 sec): 3 clusters Score: Raw -2210637.449058 + Penalty 3376.043272 = -2207261.405786 nChanged 14 SP:Iteration 87Q (1850.531650 sec): 3 clusters Score: Raw -2210640.990122 + Penalty 3376.043272 = -2207264.946850 nChanged 12 SP:Iteration 88Q (1850.619732 sec): 3 clusters Score: Raw -2210645.904221 + Penalty 3376.043272 = -2207269.860949 nChanged 20 SP:Iteration 89Q (1850.706208 sec): 3 clusters Score: Raw -2210652.213549 + Penalty 3376.043272 = -2207276.170276 nChanged 20 SP:Iteration 90Q (1850.795294 sec): 3 clusters Score: Raw -2210658.843297 + Penalty 3376.043272 = -2207282.800024 nChanged 14 SP:Iteration 91Q (1850.885065 sec): 3 clusters Score: Raw -2210663.785621 + Penalty 3376.043272 = -2207287.742348 nChanged 16 SP:Iteration 92Q (1850.980677 sec): 3 clusters Score: Raw -2210668.999490 + Penalty 3376.043272 = -2207292.956218 nChanged 18 SP:Iteration 93Q (1851.074788 sec): 3 clusters Score: Raw -2210673.624557 + Penalty 3376.043272 = -2207297.581285 nChanged 15 SP:Iteration 94Q (1851.168837 sec): 3 clusters Score: Raw -2210677.284879 + Penalty 3376.043272 = -2207301.241606 nChanged 17 SP:Iteration 95Q (1851.257765 sec): 3 clusters Score: Raw -2210681.106992 + Penalty 3376.043272 = -2207305.063720 nChanged 12 SP:Iteration 96Q (1851.337183 sec): 3 clusters Score: Raw -2210684.703678 + Penalty 3376.043272 = -2207308.660405 nChanged 9 SP:Iteration 97Q (1851.430939 sec): 3 clusters Score: Raw -2210686.003070 + Penalty 3376.043272 = -2207309.959797 nChanged 5 SP:Iteration 98Q (1851.530799 sec): 3 clusters Score: Raw -2210687.185343 + Penalty 3376.043272 = -2207311.142071 nChanged 2 SP:Iteration 99Q (1851.614932 sec): 3 clusters Score: Raw -2210687.759306 + Penalty 3376.043272 = -2207311.716034 nChanged 2 SP:Iteration 100F (1851.713286 sec): 3 clusters Score: Raw -2210688.059362 + Penalty 3376.043272 = -2207312.016090 nChanged 2 SP:Iteration 101Q (1851.815925 sec): 3 clusters Score: Raw -2210688.437717 + Penalty 3376.043272 = -2207312.394445 nChanged 1 SP:Iteration 102Q (1851.896924 sec): 3 clusters Score: Raw -2210688.597263 + Penalty 3376.043272 = -2207312.553991 nChanged 4 SP:Iteration 103Q (1851.986836 sec): 3 clusters Score: Raw -2210689.307811 + Penalty 3376.043272 = -2207313.264538 nChanged 5 SP:Iteration 104Q (1852.079241 sec): 3 clusters Score: Raw -2210689.826960 + Penalty 3376.043272 = -2207313.783687 nChanged 3 SP:Iteration 105Q (1852.161617 sec): 3 clusters Score: Raw -2210690.536085 + Penalty 3376.043272 = -2207314.492812 nChanged 5 SP:Iteration 106Q (1852.260542 sec): 3 clusters Score: Raw -2210691.776409 + Penalty 3376.043272 = -2207315.733137 nChanged 6 SP:Iteration 107Q (1852.348877 sec): 3 clusters Score: Raw -2210693.516194 + Penalty 3376.043272 = -2207317.472921 nChanged 6 SP:Iteration 108Q (1852.439669 sec): 3 clusters Score: Raw -2210694.955514 + Penalty 3376.043272 = -2207318.912242 nChanged 5 SP:Iteration 109Q (1852.527954 sec): 3 clusters Score: Raw -2210696.423179 + Penalty 3376.043272 = -2207320.379906 nChanged 4 SP:Iteration 110Q (1852.620583 sec): 3 clusters Score: Raw -2210697.313655 + Penalty 3376.043272 = -2207321.270383 nChanged 4 SP:Iteration 111Q (1852.702447 sec): 3 clusters Score: Raw -2210698.396532 + Penalty 3376.043272 = -2207322.353259 nChanged 6 SP:Iteration 112Q (1852.801440 sec): 3 clusters Score: Raw -2210700.158465 + Penalty 3376.043272 = -2207324.115193 nChanged 5 SP:Iteration 113Q (1852.889924 sec): 3 clusters Score: Raw -2210701.530617 + Penalty 3376.043272 = -2207325.487345 nChanged 4 SP:Iteration 114Q (1852.972743 sec): 3 clusters Score: Raw -2210702.161784 + Penalty 3376.043272 = -2207326.118512 nChanged 3 SP:Iteration 115Q (1853.064826 sec): 3 clusters Score: Raw -2210703.062178 + Penalty 3376.043272 = -2207327.018906 nChanged 5 SP:Iteration 116Q (1853.158970 sec): 3 clusters Score: Raw -2210703.767909 + Penalty 3376.043272 = -2207327.724637 nChanged 4 SP:Iteration 117Q (1853.244713 sec): 3 clusters Score: Raw -2210704.626145 + Penalty 3376.043272 = -2207328.582873 nChanged 4 SP:Iteration 118Q (1853.338716 sec): 3 clusters Score: Raw -2210705.438395 + Penalty 3376.043272 = -2207329.395122 nChanged 5 SP:Iteration 119Q (1853.434103 sec): 3 clusters Score: Raw -2210706.718971 + Penalty 3376.043272 = -2207330.675699 nChanged 6 SP:Iteration 120F (1853.534838 sec): 3 clusters Score: Raw -2210709.016884 + Penalty 3376.043272 = -2207332.973612 nChanged 5 SP:Iteration 121Q (1853.623121 sec): 3 clusters Score: Raw -2210709.849052 + Penalty 3376.043272 = -2207333.805780 nChanged 0 SP:Iteration 122F (1853.725013 sec): 3 clusters Score: Raw -2210709.849052 + Penalty 3376.043272 = -2207333.805780 nChanged 0 Trying to split cluster 35 (3076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1853.747199 sec): 2 clusters Score: Raw -208992.946302 + Penalty 1305.100116 = -207687.846186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1853.808140 sec): 3 clusters Score: Raw -207549.216833 + Penalty 2610.200232 = -204939.016600 nChanged 1135 SP:Iteration 1F (1853.848284 sec): 3 clusters Score: Raw -208216.064587 + Penalty 2610.200232 = -205605.864355 nChanged 214 SP:Iteration 2F (1853.899263 sec): 3 clusters Score: Raw -208348.280745 + Penalty 2610.200232 = -205738.080512 nChanged 143 SP:Iteration 3Q (1853.955732 sec): 3 clusters Score: Raw -208442.983647 + Penalty 2610.200232 = -205832.783415 nChanged 137 SP:Iteration 4Q (1854.004066 sec): 3 clusters Score: Raw -208524.393916 + Penalty 2610.200232 = -205914.193684 nChanged 109 SP:Iteration 5Q (1854.050613 sec): 3 clusters Score: Raw -208578.040424 + Penalty 2610.200232 = -205967.840191 nChanged 74 SP:Iteration 6Q (1854.106383 sec): 3 clusters Score: Raw -208610.769808 + Penalty 2610.200232 = -206000.569575 nChanged 64 SP:Iteration 7Q (1854.161400 sec): 3 clusters Score: Raw -208641.768184 + Penalty 2610.200232 = -206031.567952 nChanged 57 SP:Iteration 8Q (1854.202237 sec): 3 clusters Score: Raw -208666.107671 + Penalty 2610.200232 = -206055.907439 nChanged 38 SP:Iteration 9Q (1854.254354 sec): 3 clusters Score: Raw -208686.330376 + Penalty 2610.200232 = -206076.130143 nChanged 46 SP:Iteration 10Q (1854.303776 sec): 3 clusters Score: Raw -208706.511403 + Penalty 2610.200232 = -206096.311170 nChanged 41 SP:Iteration 11Q (1854.352539 sec): 3 clusters Score: Raw -208723.007633 + Penalty 2610.200232 = -206112.807401 nChanged 41 SP:Iteration 12Q (1854.407104 sec): 3 clusters Score: Raw -208741.536914 + Penalty 2610.200232 = -206131.336682 nChanged 41 SP:Iteration 13Q (1854.457189 sec): 3 clusters Score: Raw -208755.586813 + Penalty 2610.200232 = -206145.386581 nChanged 36 SP:Iteration 14Q (1854.510135 sec): 3 clusters Score: Raw -208773.874915 + Penalty 2610.200232 = -206163.674683 nChanged 39 SP:Iteration 15Q (1854.563413 sec): 3 clusters Score: Raw -208796.225229 + Penalty 2610.200232 = -206186.024996 nChanged 39 SP:Iteration 16Q (1854.602271 sec): 3 clusters Score: Raw -208819.300896 + Penalty 2610.200232 = -206209.100663 nChanged 38 SP:Iteration 17Q (1854.664196 sec): 3 clusters Score: Raw -208839.798108 + Penalty 2610.200232 = -206229.597875 nChanged 35 SP:Iteration 18Q (1854.705103 sec): 3 clusters Score: Raw -208861.255200 + Penalty 2610.200232 = -206251.054968 nChanged 37 SP:Iteration 19Q (1854.763032 sec): 3 clusters Score: Raw -208878.001577 + Penalty 2610.200232 = -206267.801345 nChanged 36 SP:Iteration 20F (1854.808159 sec): 3 clusters Score: Raw -208894.581534 + Penalty 2610.200232 = -206284.381301 nChanged 24 SP:Iteration 21Q (1854.868120 sec): 3 clusters Score: Raw -208905.781419 + Penalty 2610.200232 = -206295.581187 nChanged 20 SP:Iteration 22Q (1854.908726 sec): 3 clusters Score: Raw -208914.078746 + Penalty 2610.200232 = -206303.878514 nChanged 20 SP:Iteration 23Q (1854.969032 sec): 3 clusters Score: Raw -208924.179267 + Penalty 2610.200232 = -206313.979034 nChanged 32 SP:Iteration 24Q (1855.008520 sec): 3 clusters Score: Raw -208939.074305 + Penalty 2610.200232 = -206328.874072 nChanged 32 SP:Iteration 25Q (1855.057921 sec): 3 clusters Score: Raw -208955.298077 + Penalty 2610.200232 = -206345.097845 nChanged 26 SP:Iteration 26Q (1855.113754 sec): 3 clusters Score: Raw -208967.347364 + Penalty 2610.200232 = -206357.147132 nChanged 22 SP:Iteration 27Q (1855.155341 sec): 3 clusters Score: Raw -208979.670369 + Penalty 2610.200232 = -206369.470136 nChanged 25 SP:Iteration 28Q (1855.207142 sec): 3 clusters Score: Raw -208994.524604 + Penalty 2610.200232 = -206384.324372 nChanged 31 SP:Iteration 29Q (1855.264974 sec): 3 clusters Score: Raw -209014.849335 + Penalty 2610.200232 = -206404.649103 nChanged 34 SP:Iteration 30Q (1855.312151 sec): 3 clusters Score: Raw -209039.407650 + Penalty 2610.200232 = -206429.207418 nChanged 39 SP:Iteration 31Q (1855.357807 sec): 3 clusters Score: Raw -209072.512241 + Penalty 2610.200232 = -206462.312009 nChanged 41 SP:Iteration 32Q (1855.417682 sec): 3 clusters Score: Raw -209108.468552 + Penalty 2610.200232 = -206498.268319 nChanged 33 SP:Iteration 33Q (1855.460346 sec): 3 clusters Score: Raw -209138.744914 + Penalty 2610.200232 = -206528.544682 nChanged 39 SP:Iteration 34Q (1855.502084 sec): 3 clusters Score: Raw -209171.923994 + Penalty 2610.200232 = -206561.723761 nChanged 45 SP:Iteration 35Q (1855.547573 sec): 3 clusters Score: Raw -209211.964172 + Penalty 2610.200232 = -206601.763939 nChanged 54 SP:Iteration 36Q (1855.594381 sec): 3 clusters Score: Raw -209255.224213 + Penalty 2610.200232 = -206645.023981 nChanged 43 SP:Iteration 37Q (1855.641142 sec): 3 clusters Score: Raw -209290.915080 + Penalty 2610.200232 = -206680.714848 nChanged 34 SP:Iteration 38Q (1855.699505 sec): 3 clusters Score: Raw -209314.682957 + Penalty 2610.200232 = -206704.482725 nChanged 29 SP:Iteration 39Q (1855.744758 sec): 3 clusters Score: Raw -209343.622862 + Penalty 2610.200232 = -206733.422630 nChanged 30 SP:Iteration 40F (1855.784200 sec): 3 clusters Score: Raw -209366.008174 + Penalty 2610.200232 = -206755.807941 nChanged 27 SP:Iteration 41Q (1855.833302 sec): 3 clusters Score: Raw -209381.117801 + Penalty 2610.200232 = -206770.917568 nChanged 27 SP:Iteration 42Q (1855.892821 sec): 3 clusters Score: Raw -209396.698496 + Penalty 2610.200232 = -206786.498263 nChanged 22 SP:Iteration 43Q (1855.930702 sec): 3 clusters Score: Raw -209411.037453 + Penalty 2610.200232 = -206800.837220 nChanged 23 SP:Iteration 44Q (1855.984462 sec): 3 clusters Score: Raw -209426.805251 + Penalty 2610.200232 = -206816.605019 nChanged 19 SP:Iteration 45Q (1856.028251 sec): 3 clusters Score: Raw -209440.565977 + Penalty 2610.200232 = -206830.365744 nChanged 17 SP:Iteration 46Q (1856.084893 sec): 3 clusters Score: Raw -209449.780751 + Penalty 2610.200232 = -206839.580518 nChanged 18 SP:Iteration 47Q (1856.137963 sec): 3 clusters Score: Raw -209460.352424 + Penalty 2610.200232 = -206850.152192 nChanged 18 SP:Iteration 48Q (1856.186182 sec): 3 clusters Score: Raw -209469.739737 + Penalty 2610.200232 = -206859.539505 nChanged 17 SP:Iteration 49Q (1856.235302 sec): 3 clusters Score: Raw -209482.663929 + Penalty 2610.200232 = -206872.463697 nChanged 14 SP:Iteration 50Q (1856.274617 sec): 3 clusters Score: Raw -209489.217255 + Penalty 2610.200232 = -206879.017022 nChanged 7 SP:Iteration 51Q (1856.321606 sec): 3 clusters Score: Raw -209492.577552 + Penalty 2610.200232 = -206882.377320 nChanged 11 SP:Iteration 52Q (1856.368259 sec): 3 clusters Score: Raw -209497.639611 + Penalty 2610.200232 = -206887.439378 nChanged 7 SP:Iteration 53Q (1856.416546 sec): 3 clusters Score: Raw -209499.757266 + Penalty 2610.200232 = -206889.557034 nChanged 3 SP:Iteration 54Q (1856.477340 sec): 3 clusters Score: Raw -209500.735817 + Penalty 2610.200232 = -206890.535585 nChanged 6 SP:Iteration 55Q (1856.514411 sec): 3 clusters Score: Raw -209503.064419 + Penalty 2610.200232 = -206892.864186 nChanged 8 SP:Iteration 56Q (1856.564667 sec): 3 clusters Score: Raw -209506.457129 + Penalty 2610.200232 = -206896.256897 nChanged 4 SP:Iteration 57Q (1856.609709 sec): 3 clusters Score: Raw -209507.529417 + Penalty 2610.200232 = -206897.329184 nChanged 3 SP:Iteration 58Q (1856.672909 sec): 3 clusters Score: Raw -209508.837555 + Penalty 2610.200232 = -206898.637322 nChanged 3 SP:Iteration 59Q (1856.719533 sec): 3 clusters Score: Raw -209510.735936 + Penalty 2610.200232 = -206900.535703 nChanged 6 SP:Iteration 60F (1856.767542 sec): 3 clusters Score: Raw -209514.121371 + Penalty 2610.200232 = -206903.921139 nChanged 9 SP:Iteration 61Q (1856.821098 sec): 3 clusters Score: Raw -209519.071830 + Penalty 2610.200232 = -206908.871597 nChanged 8 SP:Iteration 62Q (1856.875694 sec): 3 clusters Score: Raw -209522.058383 + Penalty 2610.200232 = -206911.858151 nChanged 6 SP:Iteration 63Q (1856.918585 sec): 3 clusters Score: Raw -209524.256733 + Penalty 2610.200232 = -206914.056500 nChanged 9 SP:Iteration 64Q (1856.973156 sec): 3 clusters Score: Raw -209527.805725 + Penalty 2610.200232 = -206917.605492 nChanged 6 SP:Iteration 65Q (1857.017189 sec): 3 clusters Score: Raw -209531.184527 + Penalty 2610.200232 = -206920.984294 nChanged 4 SP:Iteration 66Q (1857.068039 sec): 3 clusters Score: Raw -209532.488807 + Penalty 2610.200232 = -206922.288575 nChanged 2 SP:Iteration 67Q (1857.128279 sec): 3 clusters Score: Raw -209533.726273 + Penalty 2610.200232 = -206923.526041 nChanged 2 SP:Iteration 68Q (1857.179497 sec): 3 clusters Score: Raw -209534.600133 + Penalty 2610.200232 = -206924.399901 nChanged 3 SP:Iteration 69Q (1857.216993 sec): 3 clusters Score: Raw -209536.069886 + Penalty 2610.200232 = -206925.869654 nChanged 3 SP:Iteration 70Q (1857.265110 sec): 3 clusters Score: Raw -209537.242048 + Penalty 2610.200232 = -206927.041815 nChanged 2 SP:Iteration 71Q (1857.318306 sec): 3 clusters Score: Raw -209537.667044 + Penalty 2610.200232 = -206927.466812 nChanged 1 SP:Iteration 72Q (1857.365108 sec): 3 clusters Score: Raw -209537.791149 + Penalty 2610.200232 = -206927.590916 nChanged 1 SP:Iteration 73Q (1857.416978 sec): 3 clusters Score: Raw -209538.144918 + Penalty 2610.200232 = -206927.944685 nChanged 2 SP:Iteration 74Q (1857.473463 sec): 3 clusters Score: Raw -209538.858188 + Penalty 2610.200232 = -206928.657956 nChanged 2 SP:Iteration 75Q (1857.515596 sec): 3 clusters Score: Raw -209539.663196 + Penalty 2610.200232 = -206929.462963 nChanged 1 SP:Iteration 76Q (1857.566587 sec): 3 clusters Score: Raw -209539.906947 + Penalty 2610.200232 = -206929.706715 nChanged 2 SP:Iteration 77Q (1857.612620 sec): 3 clusters Score: Raw -209540.601809 + Penalty 2610.200232 = -206930.401576 nChanged 2 SP:Iteration 78Q (1857.665611 sec): 3 clusters Score: Raw -209541.875670 + Penalty 2610.200232 = -206931.675437 nChanged 1 SP:Iteration 79Q (1857.716935 sec): 3 clusters Score: Raw -209542.292673 + Penalty 2610.200232 = -206932.092440 nChanged 0 SP:Iteration 80F (1857.767230 sec): 3 clusters Score: Raw -209542.292673 + Penalty 2610.200232 = -206932.092440 nChanged 0 Trying to split cluster 36 (6044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1857.800206 sec): 2 clusters Score: Raw -411945.167953 + Penalty 1414.858465 = -410530.309488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1857.854342 sec): 3 clusters Score: Raw -408709.819962 + Penalty 2829.716930 = -405880.103032 nChanged 2520 SP:Iteration 1F (1857.911983 sec): 3 clusters Score: Raw -410098.213090 + Penalty 2829.716930 = -407268.496160 nChanged 430 SP:Iteration 2F (1857.966482 sec): 3 clusters Score: Raw -410329.457889 + Penalty 2829.716930 = -407499.740959 nChanged 349 SP:Iteration 3F (1858.015019 sec): 3 clusters Score: Raw -410534.710358 + Penalty 2829.716930 = -407704.993428 nChanged 331 SP:Iteration 4F (1858.078099 sec): 3 clusters Score: Raw -410730.747157 + Penalty 2829.716930 = -407901.030226 nChanged 319 SP:Iteration 5F (1858.128142 sec): 3 clusters Score: Raw -410941.878805 + Penalty 2829.716930 = -408112.161875 nChanged 318 SP:Iteration 6F (1858.179779 sec): 3 clusters Score: Raw -411148.676104 + Penalty 2829.716930 = -408318.959174 nChanged 320 SP:Iteration 7F (1858.246856 sec): 3 clusters Score: Raw -411363.737425 + Penalty 2829.716930 = -408534.020495 nChanged 265 SP:Iteration 8Q (1858.301260 sec): 3 clusters Score: Raw -411526.550877 + Penalty 2829.716930 = -408696.833947 nChanged 239 SP:Iteration 9Q (1858.355458 sec): 3 clusters Score: Raw -411666.254084 + Penalty 2829.716930 = -408836.537154 nChanged 201 SP:Iteration 10Q (1858.416797 sec): 3 clusters Score: Raw -411785.457386 + Penalty 2829.716930 = -408955.740456 nChanged 159 SP:Iteration 11Q (1858.462175 sec): 3 clusters Score: Raw -411882.571286 + Penalty 2829.716930 = -409052.854356 nChanged 152 SP:Iteration 12Q (1858.517675 sec): 3 clusters Score: Raw -411969.642956 + Penalty 2829.716930 = -409139.926026 nChanged 101 SP:Iteration 13Q (1858.571120 sec): 3 clusters Score: Raw -412020.183147 + Penalty 2829.716930 = -409190.466217 nChanged 96 SP:Iteration 14Q (1858.624020 sec): 3 clusters Score: Raw -412070.966879 + Penalty 2829.716930 = -409241.249948 nChanged 80 SP:Iteration 15Q (1858.679006 sec): 3 clusters Score: Raw -412120.808825 + Penalty 2829.716930 = -409291.091895 nChanged 70 SP:Iteration 16Q (1858.743084 sec): 3 clusters Score: Raw -412160.148676 + Penalty 2829.716930 = -409330.431746 nChanged 71 SP:Iteration 17Q (1858.790071 sec): 3 clusters Score: Raw -412212.315479 + Penalty 2829.716930 = -409382.598549 nChanged 47 SP:Iteration 18Q (1858.847650 sec): 3 clusters Score: Raw -412237.099494 + Penalty 2829.716930 = -409407.382564 nChanged 28 SP:Iteration 19Q (1858.895986 sec): 3 clusters Score: Raw -412252.229731 + Penalty 2829.716930 = -409422.512801 nChanged 25 SP:Iteration 20F (1858.955435 sec): 3 clusters Score: Raw -412264.582287 + Penalty 2829.716930 = -409434.865357 nChanged 17 SP:Iteration 21Q (1859.017393 sec): 3 clusters Score: Raw -412273.120591 + Penalty 2829.716930 = -409443.403661 nChanged 13 SP:Iteration 22Q (1859.080898 sec): 3 clusters Score: Raw -412279.000305 + Penalty 2829.716930 = -409449.283375 nChanged 10 SP:Iteration 23Q (1859.143018 sec): 3 clusters Score: Raw -412285.002344 + Penalty 2829.716930 = -409455.285414 nChanged 11 SP:Iteration 24Q (1859.201143 sec): 3 clusters Score: Raw -412291.153330 + Penalty 2829.716930 = -409461.436399 nChanged 10 SP:Iteration 25Q (1859.246702 sec): 3 clusters Score: Raw -412294.824441 + Penalty 2829.716930 = -409465.107511 nChanged 4 SP:Iteration 26Q (1859.311711 sec): 3 clusters Score: Raw -412296.383415 + Penalty 2829.716930 = -409466.666485 nChanged 1 SP:Iteration 27Q (1859.375100 sec): 3 clusters Score: Raw -412296.934769 + Penalty 2829.716930 = -409467.217839 nChanged 0 SP:Iteration 28F (1859.430599 sec): 3 clusters Score: Raw -412296.934769 + Penalty 2829.716930 = -409467.217839 nChanged 0 Iteration 219Q (1863.231195 sec): 37 clusters Score: Raw -32161905.515975 + Penalty 76786.113438 = -32085119.402536 nChanged 227 Iteration 220F (1874.525848 sec): 37 clusters Score: Raw -32161919.841016 + Penalty 76786.113438 = -32085133.727578 nChanged 220 Iteration 221Q (1878.459717 sec): 37 clusters Score: Raw -32161932.141189 + Penalty 76786.113438 = -32085146.027750 nChanged 222 Iteration 222Q (1882.493899 sec): 37 clusters Score: Raw -32161944.578205 + Penalty 76786.113438 = -32085158.464766 nChanged 225 Iteration 223Q (1886.576174 sec): 37 clusters Score: Raw -32161957.195258 + Penalty 76786.113438 = -32085171.081820 nChanged 206 Iteration 224Q (1890.625539 sec): 37 clusters Score: Raw -32161966.987543 + Penalty 76786.113438 = -32085180.874104 nChanged 203 Iteration 225Q (1895.041826 sec): 37 clusters Score: Raw -32161978.217921 + Penalty 76786.113438 = -32085192.104483 nChanged 195 Iteration 226Q (1899.332229 sec): 37 clusters Score: Raw -32161993.498536 + Penalty 76786.113438 = -32085207.385098 nChanged 192 Iteration 227Q (1903.353666 sec): 37 clusters Score: Raw -32162004.705684 + Penalty 76786.113438 = -32085218.592245 nChanged 178 Iteration 228Q (1907.268999 sec): 37 clusters Score: Raw -32162014.219851 + Penalty 76786.113438 = -32085228.106413 nChanged 175 Iteration 229Q (1911.239734 sec): 37 clusters Score: Raw -32162023.113263 + Penalty 76786.113438 = -32085236.999825 nChanged 162 Iteration 230Q (1915.367160 sec): 37 clusters Score: Raw -32162032.006373 + Penalty 76786.113438 = -32085245.892935 nChanged 163 Iteration 231Q (1919.459601 sec): 37 clusters Score: Raw -32162041.169883 + Penalty 76786.113438 = -32085255.056445 nChanged 183 Iteration 232Q (1923.367781 sec): 37 clusters Score: Raw -32162049.672240 + Penalty 76786.113438 = -32085263.558802 nChanged 184 Iteration 233Q (1927.282307 sec): 37 clusters Score: Raw -32162058.510036 + Penalty 76786.113438 = -32085272.396598 nChanged 195 Iteration 234Q (1931.746547 sec): 37 clusters Score: Raw -32162068.081704 + Penalty 76786.113438 = -32085281.968265 nChanged 218 Iteration 235Q (1935.820355 sec): 37 clusters Score: Raw -32162077.876449 + Penalty 76786.113438 = -32085291.763010 nChanged 219 Iteration 236Q (1940.165404 sec): 37 clusters Score: Raw -32162088.317545 + Penalty 76786.113438 = -32085302.204107 nChanged 209 Iteration 237Q (1944.237226 sec): 37 clusters Score: Raw -32162098.100851 + Penalty 76786.113438 = -32085311.987412 nChanged 199 Iteration 238Q (1948.278359 sec): 37 clusters Score: Raw -32162107.130733 + Penalty 76786.113438 = -32085321.017295 nChanged 187 Iteration 239Q (1952.255991 sec): 37 clusters Score: Raw -32162114.156302 + Penalty 76786.113438 = -32085328.042863 nChanged 175 Iteration 240F (1963.612126 sec): 37 clusters Score: Raw -32162121.293276 + Penalty 76786.113438 = -32085335.179837 nChanged 145 Iteration 241Q (1967.838376 sec): 37 clusters Score: Raw -32162127.611761 + Penalty 76786.113438 = -32085341.498323 nChanged 136 Iteration 242Q (1972.203269 sec): 37 clusters Score: Raw -32162133.093216 + Penalty 76786.113438 = -32085346.979778 nChanged 149 Iteration 243Q (1976.274871 sec): 37 clusters Score: Raw -32162139.447155 + Penalty 76786.113438 = -32085353.333716 nChanged 146 Iteration 244Q (1980.498707 sec): 37 clusters Score: Raw -32162145.747591 + Penalty 76786.113438 = -32085359.634152 nChanged 155 Iteration 245Q (1984.635451 sec): 37 clusters Score: Raw -32162151.932236 + Penalty 76786.113438 = -32085365.818797 nChanged 132 Iteration 246Q (1989.016405 sec): 37 clusters Score: Raw -32162158.125200 + Penalty 76786.113438 = -32085372.011761 nChanged 139 Iteration 247Q (1993.118877 sec): 37 clusters Score: Raw -32162164.493591 + Penalty 76786.113438 = -32085378.380152 nChanged 137 Iteration 248Q (1997.616583 sec): 37 clusters Score: Raw -32162170.826362 + Penalty 76786.113438 = -32085384.712923 nChanged 141 Iteration 249Q (2001.542959 sec): 37 clusters Score: Raw -32162177.547351 + Penalty 76786.113438 = -32085391.433912 nChanged 159 Iteration 250Q (2005.922524 sec): 37 clusters Score: Raw -32162185.351923 + Penalty 76786.113438 = -32085399.238484 nChanged 166 Iteration 251Q (2010.123602 sec): 37 clusters Score: Raw -32162194.089811 + Penalty 76786.113438 = -32085407.976373 nChanged 169 Iteration 252Q (2014.357977 sec): 37 clusters Score: Raw -32162202.354049 + Penalty 76786.113438 = -32085416.240610 nChanged 160 Iteration 253Q (2018.202390 sec): 37 clusters Score: Raw -32162209.973554 + Penalty 76786.113438 = -32085423.860116 nChanged 153 Iteration 254Q (2022.336670 sec): 37 clusters Score: Raw -32162217.267606 + Penalty 76786.113438 = -32085431.154168 nChanged 168 Iteration 255Q (2026.363004 sec): 37 clusters Score: Raw -32162225.929573 + Penalty 76786.113438 = -32085439.816134 nChanged 183 Iteration 256Q (2030.275758 sec): 37 clusters Score: Raw -32162236.019948 + Penalty 76786.113438 = -32085449.906509 nChanged 167 Iteration 257Q (2034.283911 sec): 37 clusters Score: Raw -32162244.328841 + Penalty 76786.113438 = -32085458.215403 nChanged 151 Iteration 258Q (2038.233369 sec): 37 clusters Score: Raw -32162250.718498 + Penalty 76786.113438 = -32085464.605060 nChanged 138 Writing temp clu file Because OldScore, -32085458.215403, is greater than current (better) Score,-32085464.605060 Compute initial score before splitting: Score: Raw -32162250.718498 + Penalty 76786.113438 = -32085464.605060 Trying to split cluster 1 (8765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2038.451552 sec): 2 clusters Score: Raw -605084.494081 + Penalty 1475.259792 = -603609.234289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2038.516078 sec): 3 clusters Score: Raw -600255.659413 + Penalty 2950.519584 = -597305.139829 nChanged 3739 SP:Iteration 1F (2038.580070 sec): 3 clusters Score: Raw -602389.807166 + Penalty 2950.519584 = -599439.287582 nChanged 585 SP:Iteration 2F (2038.632557 sec): 3 clusters Score: Raw -602711.047328 + Penalty 2950.519584 = -599760.527744 nChanged 478 SP:Iteration 3F (2038.694459 sec): 3 clusters Score: Raw -603019.964068 + Penalty 2950.519584 = -600069.444483 nChanged 479 SP:Iteration 4F (2038.762484 sec): 3 clusters Score: Raw -603341.868332 + Penalty 2950.519584 = -600391.348748 nChanged 446 SP:Iteration 5F (2038.817077 sec): 3 clusters Score: Raw -603581.178274 + Penalty 2950.519584 = -600630.658690 nChanged 384 SP:Iteration 6Q (2038.878312 sec): 3 clusters Score: Raw -603750.598438 + Penalty 2950.519584 = -600800.078854 nChanged 330 SP:Iteration 7Q (2038.936927 sec): 3 clusters Score: Raw -603894.712061 + Penalty 2950.519584 = -600944.192477 nChanged 292 SP:Iteration 8Q (2038.996921 sec): 3 clusters Score: Raw -604034.043693 + Penalty 2950.519584 = -601083.524109 nChanged 283 SP:Iteration 9Q (2039.049101 sec): 3 clusters Score: Raw -604173.767113 + Penalty 2950.519584 = -601223.247529 nChanged 265 SP:Iteration 10Q (2039.120658 sec): 3 clusters Score: Raw -604305.208288 + Penalty 2950.519584 = -601354.688704 nChanged 232 SP:Iteration 11Q (2039.173768 sec): 3 clusters Score: Raw -604415.518083 + Penalty 2950.519584 = -601464.998499 nChanged 209 SP:Iteration 12Q (2039.235210 sec): 3 clusters Score: Raw -604519.226529 + Penalty 2950.519584 = -601568.706945 nChanged 196 SP:Iteration 13Q (2039.289097 sec): 3 clusters Score: Raw -604628.831674 + Penalty 2950.519584 = -601678.312090 nChanged 200 SP:Iteration 14Q (2039.343269 sec): 3 clusters Score: Raw -604738.125604 + Penalty 2950.519584 = -601787.606019 nChanged 197 SP:Iteration 15Q (2039.401474 sec): 3 clusters Score: Raw -604827.611949 + Penalty 2950.519584 = -601877.092365 nChanged 164 SP:Iteration 16Q (2039.465998 sec): 3 clusters Score: Raw -604909.073399 + Penalty 2950.519584 = -601958.553814 nChanged 180 SP:Iteration 17Q (2039.532600 sec): 3 clusters Score: Raw -605010.337571 + Penalty 2950.519584 = -602059.817987 nChanged 157 SP:Iteration 18Q (2039.592250 sec): 3 clusters Score: Raw -605086.309344 + Penalty 2950.519584 = -602135.789759 nChanged 140 SP:Iteration 19Q (2039.641915 sec): 3 clusters Score: Raw -605155.127481 + Penalty 2950.519584 = -602204.607896 nChanged 125 SP:Iteration 20F (2039.701439 sec): 3 clusters Score: Raw -605225.909990 + Penalty 2950.519584 = -602275.390406 nChanged 110 SP:Iteration 21Q (2039.763265 sec): 3 clusters Score: Raw -605278.495544 + Penalty 2950.519584 = -602327.975959 nChanged 108 SP:Iteration 22Q (2039.833830 sec): 3 clusters Score: Raw -605321.976525 + Penalty 2950.519584 = -602371.456941 nChanged 100 SP:Iteration 23Q (2039.895362 sec): 3 clusters Score: Raw -605361.562371 + Penalty 2950.519584 = -602411.042787 nChanged 92 SP:Iteration 24Q (2039.942993 sec): 3 clusters Score: Raw -605395.928182 + Penalty 2950.519584 = -602445.408598 nChanged 74 SP:Iteration 25Q (2040.006112 sec): 3 clusters Score: Raw -605426.305680 + Penalty 2950.519584 = -602475.786096 nChanged 74 SP:Iteration 26Q (2040.060227 sec): 3 clusters Score: Raw -605455.370562 + Penalty 2950.519584 = -602504.850978 nChanged 75 SP:Iteration 27Q (2040.130588 sec): 3 clusters Score: Raw -605489.128919 + Penalty 2950.519584 = -602538.609335 nChanged 87 SP:Iteration 28Q (2040.177489 sec): 3 clusters Score: Raw -605538.582315 + Penalty 2950.519584 = -602588.062731 nChanged 100 SP:Iteration 29Q (2040.243475 sec): 3 clusters Score: Raw -605596.897330 + Penalty 2950.519584 = -602646.377746 nChanged 93 SP:Iteration 30Q (2040.291712 sec): 3 clusters Score: Raw -605649.155241 + Penalty 2950.519584 = -602698.635657 nChanged 78 SP:Iteration 31Q (2040.364430 sec): 3 clusters Score: Raw -605686.946093 + Penalty 2950.519584 = -602736.426509 nChanged 56 SP:Iteration 32Q (2040.416082 sec): 3 clusters Score: Raw -605710.770749 + Penalty 2950.519584 = -602760.251165 nChanged 47 SP:Iteration 33Q (2040.482704 sec): 3 clusters Score: Raw -605730.057103 + Penalty 2950.519584 = -602779.537519 nChanged 36 SP:Iteration 34Q (2040.545625 sec): 3 clusters Score: Raw -605748.097228 + Penalty 2950.519584 = -602797.577643 nChanged 28 SP:Iteration 35Q (2040.603858 sec): 3 clusters Score: Raw -605759.036177 + Penalty 2950.519584 = -602808.516593 nChanged 25 SP:Iteration 36Q (2040.650951 sec): 3 clusters Score: Raw -605767.871559 + Penalty 2950.519584 = -602817.351975 nChanged 21 SP:Iteration 37Q (2040.720621 sec): 3 clusters Score: Raw -605777.300742 + Penalty 2950.519584 = -602826.781158 nChanged 16 SP:Iteration 38Q (2040.783915 sec): 3 clusters Score: Raw -605783.139096 + Penalty 2950.519584 = -602832.619512 nChanged 13 SP:Iteration 39Q (2040.837466 sec): 3 clusters Score: Raw -605786.990510 + Penalty 2950.519584 = -602836.470926 nChanged 10 SP:Iteration 40F (2040.896568 sec): 3 clusters Score: Raw -605790.444657 + Penalty 2950.519584 = -602839.925073 nChanged 13 SP:Iteration 41Q (2040.953739 sec): 3 clusters Score: Raw -605794.254153 + Penalty 2950.519584 = -602843.734569 nChanged 10 SP:Iteration 42Q (2041.018694 sec): 3 clusters Score: Raw -605796.663530 + Penalty 2950.519584 = -602846.143946 nChanged 6 SP:Iteration 43Q (2041.070926 sec): 3 clusters Score: Raw -605798.446206 + Penalty 2950.519584 = -602847.926622 nChanged 2 SP:Iteration 44Q (2041.128403 sec): 3 clusters Score: Raw -605799.014438 + Penalty 2950.519584 = -602848.494854 nChanged 2 SP:Iteration 45Q (2041.191196 sec): 3 clusters Score: Raw -605799.310025 + Penalty 2950.519584 = -602848.790441 nChanged 1 SP:Iteration 46Q (2041.246185 sec): 3 clusters Score: Raw -605799.354126 + Penalty 2950.519584 = -602848.834541 nChanged 1 SP:Iteration 47Q (2041.301236 sec): 3 clusters Score: Raw -605799.553438 + Penalty 2950.519584 = -602849.033854 nChanged 1 SP:Iteration 48Q (2041.358483 sec): 3 clusters Score: Raw -605799.736660 + Penalty 2950.519584 = -602849.217076 nChanged 0 SP:Iteration 49F (2041.429417 sec): 3 clusters Score: Raw -605799.736660 + Penalty 2950.519584 = -602849.217076 nChanged 0 Trying to split cluster 2 (10094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2041.470418 sec): 2 clusters Score: Raw -662449.042897 + Penalty 1498.200676 = -660950.842221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2041.533599 sec): 3 clusters Score: Raw -656747.004465 + Penalty 2996.401352 = -653750.603113 nChanged 4351 SP:Iteration 1F (2041.587189 sec): 3 clusters Score: Raw -659251.820889 + Penalty 2996.401352 = -656255.419537 nChanged 643 SP:Iteration 2F (2041.653438 sec): 3 clusters Score: Raw -659606.261207 + Penalty 2996.401352 = -656609.859856 nChanged 558 SP:Iteration 3F (2041.725194 sec): 3 clusters Score: Raw -659955.630941 + Penalty 2996.401352 = -656959.229589 nChanged 539 SP:Iteration 4F (2041.778494 sec): 3 clusters Score: Raw -660325.169718 + Penalty 2996.401352 = -657328.768366 nChanged 537 SP:Iteration 5F (2041.852893 sec): 3 clusters Score: Raw -660679.566422 + Penalty 2996.401352 = -657683.165071 nChanged 485 SP:Iteration 6Q (2041.905612 sec): 3 clusters Score: Raw -661006.175319 + Penalty 2996.401352 = -658009.773967 nChanged 465 SP:Iteration 7Q (2041.980504 sec): 3 clusters Score: Raw -661288.816726 + Penalty 2996.401352 = -658292.415375 nChanged 390 SP:Iteration 8Q (2042.045224 sec): 3 clusters Score: Raw -661508.480106 + Penalty 2996.401352 = -658512.078754 nChanged 329 SP:Iteration 9Q (2042.110152 sec): 3 clusters Score: Raw -661689.839361 + Penalty 2996.401352 = -658693.438010 nChanged 304 SP:Iteration 10Q (2042.176837 sec): 3 clusters Score: Raw -661838.657864 + Penalty 2996.401352 = -658842.256512 nChanged 243 SP:Iteration 11Q (2042.241947 sec): 3 clusters Score: Raw -661954.344709 + Penalty 2996.401352 = -658957.943357 nChanged 204 SP:Iteration 12Q (2042.293909 sec): 3 clusters Score: Raw -662048.624103 + Penalty 2996.401352 = -659052.222751 nChanged 185 SP:Iteration 13Q (2042.371497 sec): 3 clusters Score: Raw -662130.036926 + Penalty 2996.401352 = -659133.635574 nChanged 166 SP:Iteration 14Q (2042.423728 sec): 3 clusters Score: Raw -662193.712957 + Penalty 2996.401352 = -659197.311605 nChanged 137 SP:Iteration 15Q (2042.487629 sec): 3 clusters Score: Raw -662239.462974 + Penalty 2996.401352 = -659243.061622 nChanged 109 SP:Iteration 16Q (2042.550237 sec): 3 clusters Score: Raw -662270.821166 + Penalty 2996.401352 = -659274.419814 nChanged 96 SP:Iteration 17Q (2042.612641 sec): 3 clusters Score: Raw -662294.602907 + Penalty 2996.401352 = -659298.201556 nChanged 82 SP:Iteration 18Q (2042.671308 sec): 3 clusters Score: Raw -662314.581527 + Penalty 2996.401352 = -659318.180175 nChanged 53 SP:Iteration 19Q (2042.743840 sec): 3 clusters Score: Raw -662326.126990 + Penalty 2996.401352 = -659329.725638 nChanged 46 SP:Iteration 20F (2042.809286 sec): 3 clusters Score: Raw -662335.146044 + Penalty 2996.401352 = -659338.744692 nChanged 36 SP:Iteration 21Q (2042.872857 sec): 3 clusters Score: Raw -662340.878030 + Penalty 2996.401352 = -659344.476678 nChanged 31 SP:Iteration 22Q (2042.939250 sec): 3 clusters Score: Raw -662346.812729 + Penalty 2996.401352 = -659350.411377 nChanged 32 SP:Iteration 23Q (2042.997878 sec): 3 clusters Score: Raw -662353.278965 + Penalty 2996.401352 = -659356.877613 nChanged 37 SP:Iteration 24Q (2043.064804 sec): 3 clusters Score: Raw -662360.834357 + Penalty 2996.401352 = -659364.433005 nChanged 32 SP:Iteration 25Q (2043.126740 sec): 3 clusters Score: Raw -662367.481329 + Penalty 2996.401352 = -659371.079977 nChanged 37 SP:Iteration 26Q (2043.193122 sec): 3 clusters Score: Raw -662374.588385 + Penalty 2996.401352 = -659378.187034 nChanged 28 SP:Iteration 27Q (2043.251174 sec): 3 clusters Score: Raw -662379.595395 + Penalty 2996.401352 = -659383.194043 nChanged 30 SP:Iteration 28Q (2043.317522 sec): 3 clusters Score: Raw -662384.420841 + Penalty 2996.401352 = -659388.019489 nChanged 23 SP:Iteration 29Q (2043.380940 sec): 3 clusters Score: Raw -662387.543102 + Penalty 2996.401352 = -659391.141750 nChanged 16 SP:Iteration 30Q (2043.436155 sec): 3 clusters Score: Raw -662389.344832 + Penalty 2996.401352 = -659392.943480 nChanged 14 SP:Iteration 31Q (2043.503545 sec): 3 clusters Score: Raw -662391.368792 + Penalty 2996.401352 = -659394.967440 nChanged 13 SP:Iteration 32Q (2043.563555 sec): 3 clusters Score: Raw -662393.036224 + Penalty 2996.401352 = -659396.634872 nChanged 12 SP:Iteration 33Q (2043.638189 sec): 3 clusters Score: Raw -662394.612749 + Penalty 2996.401352 = -659398.211398 nChanged 16 SP:Iteration 34Q (2043.702140 sec): 3 clusters Score: Raw -662396.236085 + Penalty 2996.401352 = -659399.834733 nChanged 13 SP:Iteration 35Q (2043.751022 sec): 3 clusters Score: Raw -662397.657596 + Penalty 2996.401352 = -659401.256244 nChanged 8 SP:Iteration 36Q (2043.823407 sec): 3 clusters Score: Raw -662398.597131 + Penalty 2996.401352 = -659402.195779 nChanged 9 SP:Iteration 37Q (2043.876407 sec): 3 clusters Score: Raw -662399.814009 + Penalty 2996.401352 = -659403.412658 nChanged 8 SP:Iteration 38Q (2043.949482 sec): 3 clusters Score: Raw -662400.727785 + Penalty 2996.401352 = -659404.326433 nChanged 5 SP:Iteration 39Q (2044.013030 sec): 3 clusters Score: Raw -662401.046018 + Penalty 2996.401352 = -659404.644666 nChanged 5 SP:Iteration 40F (2044.066147 sec): 3 clusters Score: Raw -662401.846348 + Penalty 2996.401352 = -659405.444996 nChanged 8 SP:Iteration 41Q (2044.135756 sec): 3 clusters Score: Raw -662403.171473 + Penalty 2996.401352 = -659406.770121 nChanged 10 SP:Iteration 42Q (2044.187561 sec): 3 clusters Score: Raw -662404.343522 + Penalty 2996.401352 = -659407.942171 nChanged 9 SP:Iteration 43Q (2044.249811 sec): 3 clusters Score: Raw -662405.721280 + Penalty 2996.401352 = -659409.319928 nChanged 12 SP:Iteration 44Q (2044.321271 sec): 3 clusters Score: Raw -662407.366365 + Penalty 2996.401352 = -659410.965013 nChanged 11 SP:Iteration 45Q (2044.383291 sec): 3 clusters Score: Raw -662408.996845 + Penalty 2996.401352 = -659412.595493 nChanged 16 SP:Iteration 46Q (2044.434451 sec): 3 clusters Score: Raw -662411.470355 + Penalty 2996.401352 = -659415.069003 nChanged 10 SP:Iteration 47Q (2044.494211 sec): 3 clusters Score: Raw -662412.875371 + Penalty 2996.401352 = -659416.474019 nChanged 8 SP:Iteration 48Q (2044.560570 sec): 3 clusters Score: Raw -662413.574420 + Penalty 2996.401352 = -659417.173068 nChanged 1 SP:Iteration 49Q (2044.615189 sec): 3 clusters Score: Raw -662413.593433 + Penalty 2996.401352 = -659417.192081 nChanged 0 SP:Iteration 50F (2044.688813 sec): 3 clusters Score: Raw -662413.593433 + Penalty 2996.401352 = -659417.192081 nChanged 0 Trying to split cluster 3 (8211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2044.727087 sec): 2 clusters Score: Raw -560158.995080 + Penalty 1464.649875 = -558694.345205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2044.790569 sec): 3 clusters Score: Raw -555606.636523 + Penalty 2929.299749 = -552677.336774 nChanged 3464 SP:Iteration 1F (2044.848741 sec): 3 clusters Score: Raw -557648.800239 + Penalty 2929.299749 = -554719.500490 nChanged 646 SP:Iteration 2F (2044.908456 sec): 3 clusters Score: Raw -558112.209781 + Penalty 2929.299749 = -555182.910032 nChanged 630 SP:Iteration 3F (2044.971840 sec): 3 clusters Score: Raw -558546.555942 + Penalty 2929.299749 = -555617.256192 nChanged 556 SP:Iteration 4F (2045.031282 sec): 3 clusters Score: Raw -558960.109277 + Penalty 2929.299749 = -556030.809528 nChanged 510 SP:Iteration 5F (2045.090286 sec): 3 clusters Score: Raw -559330.203979 + Penalty 2929.299749 = -556400.904230 nChanged 455 SP:Iteration 6F (2045.149466 sec): 3 clusters Score: Raw -559641.637437 + Penalty 2929.299749 = -556712.337688 nChanged 375 SP:Iteration 7Q (2045.218392 sec): 3 clusters Score: Raw -559873.825180 + Penalty 2929.299749 = -556944.525431 nChanged 254 SP:Iteration 8Q (2045.280382 sec): 3 clusters Score: Raw -560013.261543 + Penalty 2929.299749 = -557083.961794 nChanged 185 SP:Iteration 9Q (2045.341762 sec): 3 clusters Score: Raw -560118.191570 + Penalty 2929.299749 = -557188.891821 nChanged 145 SP:Iteration 10Q (2045.394264 sec): 3 clusters Score: Raw -560191.129078 + Penalty 2929.299749 = -557261.829329 nChanged 127 SP:Iteration 11Q (2045.451897 sec): 3 clusters Score: Raw -560253.608172 + Penalty 2929.299749 = -557324.308423 nChanged 107 SP:Iteration 12Q (2045.515732 sec): 3 clusters Score: Raw -560311.103257 + Penalty 2929.299749 = -557381.803508 nChanged 101 SP:Iteration 13Q (2045.573350 sec): 3 clusters Score: Raw -560361.878788 + Penalty 2929.299749 = -557432.579039 nChanged 94 SP:Iteration 14Q (2045.630268 sec): 3 clusters Score: Raw -560414.238092 + Penalty 2929.299749 = -557484.938343 nChanged 79 SP:Iteration 15Q (2045.692306 sec): 3 clusters Score: Raw -560455.249019 + Penalty 2929.299749 = -557525.949270 nChanged 74 SP:Iteration 16Q (2045.757266 sec): 3 clusters Score: Raw -560494.123465 + Penalty 2929.299749 = -557564.823716 nChanged 64 SP:Iteration 17Q (2045.806601 sec): 3 clusters Score: Raw -560525.394622 + Penalty 2929.299749 = -557596.094873 nChanged 52 SP:Iteration 18Q (2045.876033 sec): 3 clusters Score: Raw -560549.643877 + Penalty 2929.299749 = -557620.344127 nChanged 43 SP:Iteration 19Q (2045.936937 sec): 3 clusters Score: Raw -560567.254098 + Penalty 2929.299749 = -557637.954349 nChanged 29 SP:Iteration 20F (2045.995787 sec): 3 clusters Score: Raw -560579.376971 + Penalty 2929.299749 = -557650.077222 nChanged 26 SP:Iteration 21Q (2046.058646 sec): 3 clusters Score: Raw -560589.556872 + Penalty 2929.299749 = -557660.257123 nChanged 32 SP:Iteration 22Q (2046.118144 sec): 3 clusters Score: Raw -560600.954722 + Penalty 2929.299749 = -557671.654973 nChanged 21 SP:Iteration 23Q (2046.173626 sec): 3 clusters Score: Raw -560610.167811 + Penalty 2929.299749 = -557680.868062 nChanged 19 SP:Iteration 24Q (2046.225008 sec): 3 clusters Score: Raw -560619.602199 + Penalty 2929.299749 = -557690.302449 nChanged 12 SP:Iteration 25Q (2046.292411 sec): 3 clusters Score: Raw -560623.103130 + Penalty 2929.299749 = -557693.803380 nChanged 14 SP:Iteration 26Q (2046.355335 sec): 3 clusters Score: Raw -560627.858207 + Penalty 2929.299749 = -557698.558457 nChanged 8 SP:Iteration 27Q (2046.405376 sec): 3 clusters Score: Raw -560630.028505 + Penalty 2929.299749 = -557700.728755 nChanged 8 SP:Iteration 28Q (2046.461699 sec): 3 clusters Score: Raw -560632.442690 + Penalty 2929.299749 = -557703.142941 nChanged 10 SP:Iteration 29Q (2046.515439 sec): 3 clusters Score: Raw -560636.198773 + Penalty 2929.299749 = -557706.899024 nChanged 11 SP:Iteration 30Q (2046.574395 sec): 3 clusters Score: Raw -560638.849781 + Penalty 2929.299749 = -557709.550032 nChanged 6 SP:Iteration 31Q (2046.635007 sec): 3 clusters Score: Raw -560639.994769 + Penalty 2929.299749 = -557710.695020 nChanged 2 SP:Iteration 32Q (2046.694750 sec): 3 clusters Score: Raw -560640.433178 + Penalty 2929.299749 = -557711.133429 nChanged 2 SP:Iteration 33Q (2046.757947 sec): 3 clusters Score: Raw -560640.920329 + Penalty 2929.299749 = -557711.620580 nChanged 0 SP:Iteration 34F (2046.806802 sec): 3 clusters Score: Raw -560640.920329 + Penalty 2929.299749 = -557711.620580 nChanged 0 Trying to split cluster 4 (10317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2046.848901 sec): 2 clusters Score: Raw -678519.290253 + Penalty 1501.751599 = -677017.538654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2046.926315 sec): 3 clusters Score: Raw -672733.372711 + Penalty 3003.503197 = -669729.869514 nChanged 4399 SP:Iteration 1F (2046.978027 sec): 3 clusters Score: Raw -675065.775007 + Penalty 3003.503197 = -672062.271810 nChanged 574 SP:Iteration 2F (2047.049110 sec): 3 clusters Score: Raw -675301.835350 + Penalty 3003.503197 = -672298.332153 nChanged 504 SP:Iteration 3Q (2047.120926 sec): 3 clusters Score: Raw -675507.494345 + Penalty 3003.503197 = -672503.991148 nChanged 448 SP:Iteration 4Q (2047.180524 sec): 3 clusters Score: Raw -675695.793835 + Penalty 3003.503197 = -672692.290638 nChanged 465 SP:Iteration 5Q (2047.245283 sec): 3 clusters Score: Raw -675932.198683 + Penalty 3003.503197 = -672928.695486 nChanged 510 SP:Iteration 6Q (2047.303009 sec): 3 clusters Score: Raw -676235.584866 + Penalty 3003.503197 = -673232.081669 nChanged 571 SP:Iteration 7F (2047.371134 sec): 3 clusters Score: Raw -676614.154526 + Penalty 3003.503197 = -673610.651329 nChanged 602 SP:Iteration 8F (2047.438062 sec): 3 clusters Score: Raw -677047.507245 + Penalty 3003.503197 = -674044.004047 nChanged 559 SP:Iteration 9F (2047.501669 sec): 3 clusters Score: Raw -677528.649828 + Penalty 3003.503197 = -674525.146630 nChanged 499 SP:Iteration 10Q (2047.556255 sec): 3 clusters Score: Raw -677948.354812 + Penalty 3003.503197 = -674944.851615 nChanged 371 SP:Iteration 11Q (2047.633259 sec): 3 clusters Score: Raw -678244.887213 + Penalty 3003.503197 = -675241.384015 nChanged 251 SP:Iteration 12Q (2047.685078 sec): 3 clusters Score: Raw -678439.138874 + Penalty 3003.503197 = -675435.635677 nChanged 171 SP:Iteration 13Q (2047.761471 sec): 3 clusters Score: Raw -678558.796512 + Penalty 3003.503197 = -675555.293315 nChanged 99 SP:Iteration 14Q (2047.815570 sec): 3 clusters Score: Raw -678628.427216 + Penalty 3003.503197 = -675624.924019 nChanged 79 SP:Iteration 15Q (2047.882633 sec): 3 clusters Score: Raw -678682.633683 + Penalty 3003.503197 = -675679.130486 nChanged 52 SP:Iteration 16Q (2047.939998 sec): 3 clusters Score: Raw -678713.982512 + Penalty 3003.503197 = -675710.479314 nChanged 50 SP:Iteration 17Q (2048.010772 sec): 3 clusters Score: Raw -678748.932590 + Penalty 3003.503197 = -675745.429392 nChanged 41 SP:Iteration 18Q (2048.073449 sec): 3 clusters Score: Raw -678778.732418 + Penalty 3003.503197 = -675775.229220 nChanged 37 SP:Iteration 19Q (2048.123659 sec): 3 clusters Score: Raw -678801.530523 + Penalty 3003.503197 = -675798.027325 nChanged 26 SP:Iteration 20F (2048.187151 sec): 3 clusters Score: Raw -678821.807398 + Penalty 3003.503197 = -675818.304201 nChanged 22 SP:Iteration 21Q (2048.246954 sec): 3 clusters Score: Raw -678844.406523 + Penalty 3003.503197 = -675840.903326 nChanged 23 SP:Iteration 22Q (2048.307217 sec): 3 clusters Score: Raw -678868.192352 + Penalty 3003.503197 = -675864.689155 nChanged 17 SP:Iteration 23Q (2048.367832 sec): 3 clusters Score: Raw -678880.419661 + Penalty 3003.503197 = -675876.916463 nChanged 13 SP:Iteration 24Q (2048.435392 sec): 3 clusters Score: Raw -678890.729965 + Penalty 3003.503197 = -675887.226767 nChanged 10 SP:Iteration 25Q (2048.502737 sec): 3 clusters Score: Raw -678896.435107 + Penalty 3003.503197 = -675892.931909 nChanged 10 SP:Iteration 26Q (2048.564649 sec): 3 clusters Score: Raw -678903.122179 + Penalty 3003.503197 = -675899.618982 nChanged 9 SP:Iteration 27Q (2048.625512 sec): 3 clusters Score: Raw -678909.973185 + Penalty 3003.503197 = -675906.469988 nChanged 9 SP:Iteration 28Q (2048.686551 sec): 3 clusters Score: Raw -678916.798065 + Penalty 3003.503197 = -675913.294867 nChanged 12 SP:Iteration 29Q (2048.740165 sec): 3 clusters Score: Raw -678929.555202 + Penalty 3003.503197 = -675926.052005 nChanged 17 SP:Iteration 30Q (2048.802974 sec): 3 clusters Score: Raw -678947.605528 + Penalty 3003.503197 = -675944.102331 nChanged 15 SP:Iteration 31Q (2048.866314 sec): 3 clusters Score: Raw -678964.737878 + Penalty 3003.503197 = -675961.234681 nChanged 10 SP:Iteration 32Q (2048.929133 sec): 3 clusters Score: Raw -678976.292245 + Penalty 3003.503197 = -675972.789048 nChanged 9 SP:Iteration 33Q (2048.999842 sec): 3 clusters Score: Raw -678984.511565 + Penalty 3003.503197 = -675981.008368 nChanged 6 SP:Iteration 34Q (2049.055058 sec): 3 clusters Score: Raw -678990.506864 + Penalty 3003.503197 = -675987.003667 nChanged 5 SP:Iteration 35Q (2049.121052 sec): 3 clusters Score: Raw -678995.182361 + Penalty 3003.503197 = -675991.679164 nChanged 5 SP:Iteration 36Q (2049.184380 sec): 3 clusters Score: Raw -679002.121769 + Penalty 3003.503197 = -675998.618572 nChanged 5 SP:Iteration 37Q (2049.246483 sec): 3 clusters Score: Raw -679008.227838 + Penalty 3003.503197 = -676004.724641 nChanged 3 SP:Iteration 38Q (2049.305675 sec): 3 clusters Score: Raw -679011.011692 + Penalty 3003.503197 = -676007.508495 nChanged 3 SP:Iteration 39Q (2049.355538 sec): 3 clusters Score: Raw -679017.359988 + Penalty 3003.503197 = -676013.856791 nChanged 2 SP:Iteration 40F (2049.423650 sec): 3 clusters Score: Raw -679018.936728 + Penalty 3003.503197 = -676015.433531 nChanged 2 SP:Iteration 41Q (2049.479402 sec): 3 clusters Score: Raw -679019.740183 + Penalty 3003.503197 = -676016.236986 nChanged 2 SP:Iteration 42Q (2049.539714 sec): 3 clusters Score: Raw -679020.722411 + Penalty 3003.503197 = -676017.219214 nChanged 0 SP:Iteration 43F (2049.611881 sec): 3 clusters Score: Raw -679020.722411 + Penalty 3003.503197 = -676017.219214 nChanged 0 Trying to split cluster 5 (19288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2049.660326 sec): 2 clusters Score: Raw -1338779.946681 + Penalty 1603.426243 = -1337176.520438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2049.743742 sec): 3 clusters Score: Raw -1327107.214203 + Penalty 3206.852486 = -1323900.361717 nChanged 8781 SP:Iteration 1F (2049.829952 sec): 3 clusters Score: Raw -1332164.680811 + Penalty 3206.852486 = -1328957.828325 nChanged 1137 SP:Iteration 2F (2049.906294 sec): 3 clusters Score: Raw -1332667.079747 + Penalty 3206.852486 = -1329460.227260 nChanged 994 SP:Iteration 3F (2049.976342 sec): 3 clusters Score: Raw -1333085.003832 + Penalty 3206.852486 = -1329878.151346 nChanged 957 SP:Iteration 4Q (2050.065519 sec): 3 clusters Score: Raw -1333504.486009 + Penalty 3206.852486 = -1330297.633522 nChanged 919 SP:Iteration 5Q (2050.142055 sec): 3 clusters Score: Raw -1333918.083066 + Penalty 3206.852486 = -1330711.230580 nChanged 955 SP:Iteration 6Q (2050.222199 sec): 3 clusters Score: Raw -1334386.381729 + Penalty 3206.852486 = -1331179.529242 nChanged 933 SP:Iteration 7Q (2050.290045 sec): 3 clusters Score: Raw -1334883.444579 + Penalty 3206.852486 = -1331676.592093 nChanged 939 SP:Iteration 8Q (2050.375238 sec): 3 clusters Score: Raw -1335421.219359 + Penalty 3206.852486 = -1332214.366873 nChanged 910 SP:Iteration 9Q (2050.449154 sec): 3 clusters Score: Raw -1335974.073882 + Penalty 3206.852486 = -1332767.221396 nChanged 876 SP:Iteration 10Q (2050.531585 sec): 3 clusters Score: Raw -1336551.525288 + Penalty 3206.852486 = -1333344.672802 nChanged 837 SP:Iteration 11Q (2050.618462 sec): 3 clusters Score: Raw -1337004.140638 + Penalty 3206.852486 = -1333797.288152 nChanged 692 SP:Iteration 12Q (2050.697207 sec): 3 clusters Score: Raw -1337273.412372 + Penalty 3206.852486 = -1334066.559886 nChanged 520 SP:Iteration 13Q (2050.782774 sec): 3 clusters Score: Raw -1337442.400737 + Penalty 3206.852486 = -1334235.548251 nChanged 440 SP:Iteration 14Q (2050.861285 sec): 3 clusters Score: Raw -1337575.721526 + Penalty 3206.852486 = -1334368.869039 nChanged 372 SP:Iteration 15Q (2050.936700 sec): 3 clusters Score: Raw -1337675.248621 + Penalty 3206.852486 = -1334468.396134 nChanged 347 SP:Iteration 16Q (2051.012132 sec): 3 clusters Score: Raw -1337771.217834 + Penalty 3206.852486 = -1334564.365348 nChanged 325 SP:Iteration 17Q (2051.105500 sec): 3 clusters Score: Raw -1337861.040580 + Penalty 3206.852486 = -1334654.188094 nChanged 304 SP:Iteration 18Q (2051.178555 sec): 3 clusters Score: Raw -1337944.205703 + Penalty 3206.852486 = -1334737.353216 nChanged 283 SP:Iteration 19Q (2051.265051 sec): 3 clusters Score: Raw -1338018.217882 + Penalty 3206.852486 = -1334811.365396 nChanged 304 SP:Iteration 20F (2051.343634 sec): 3 clusters Score: Raw -1338101.365719 + Penalty 3206.852486 = -1334894.513232 nChanged 329 SP:Iteration 21Q (2051.417798 sec): 3 clusters Score: Raw -1338200.544786 + Penalty 3206.852486 = -1334993.692300 nChanged 327 SP:Iteration 22Q (2051.508827 sec): 3 clusters Score: Raw -1338295.310763 + Penalty 3206.852486 = -1335088.458276 nChanged 322 SP:Iteration 23Q (2051.588551 sec): 3 clusters Score: Raw -1338395.876023 + Penalty 3206.852486 = -1335189.023536 nChanged 340 SP:Iteration 24Q (2051.670994 sec): 3 clusters Score: Raw -1338503.948714 + Penalty 3206.852486 = -1335297.096228 nChanged 344 SP:Iteration 25Q (2051.757015 sec): 3 clusters Score: Raw -1338622.974261 + Penalty 3206.852486 = -1335416.121775 nChanged 367 SP:Iteration 26Q (2051.833445 sec): 3 clusters Score: Raw -1338748.346373 + Penalty 3206.852486 = -1335541.493887 nChanged 344 SP:Iteration 27Q (2051.919998 sec): 3 clusters Score: Raw -1338873.539904 + Penalty 3206.852486 = -1335666.687417 nChanged 358 SP:Iteration 28Q (2051.996356 sec): 3 clusters Score: Raw -1339011.488021 + Penalty 3206.852486 = -1335804.635535 nChanged 358 SP:Iteration 29Q (2052.077655 sec): 3 clusters Score: Raw -1339147.898706 + Penalty 3206.852486 = -1335941.046219 nChanged 319 SP:Iteration 30Q (2052.156417 sec): 3 clusters Score: Raw -1339265.986288 + Penalty 3206.852486 = -1336059.133802 nChanged 294 SP:Iteration 31Q (2052.224843 sec): 3 clusters Score: Raw -1339373.598066 + Penalty 3206.852486 = -1336166.745580 nChanged 264 SP:Iteration 32Q (2052.313481 sec): 3 clusters Score: Raw -1339477.302993 + Penalty 3206.852486 = -1336270.450506 nChanged 240 SP:Iteration 33Q (2052.386076 sec): 3 clusters Score: Raw -1339560.272972 + Penalty 3206.852486 = -1336353.420486 nChanged 182 SP:Iteration 34Q (2052.460901 sec): 3 clusters Score: Raw -1339617.400490 + Penalty 3206.852486 = -1336410.548003 nChanged 150 SP:Iteration 35Q (2052.551825 sec): 3 clusters Score: Raw -1339654.976944 + Penalty 3206.852486 = -1336448.124457 nChanged 100 SP:Iteration 36Q (2052.626742 sec): 3 clusters Score: Raw -1339681.621397 + Penalty 3206.852486 = -1336474.768911 nChanged 97 SP:Iteration 37Q (2052.707012 sec): 3 clusters Score: Raw -1339707.214322 + Penalty 3206.852486 = -1336500.361835 nChanged 73 SP:Iteration 38Q (2052.784748 sec): 3 clusters Score: Raw -1339723.814309 + Penalty 3206.852486 = -1336516.961823 nChanged 45 SP:Iteration 39Q (2052.871465 sec): 3 clusters Score: Raw -1339733.705546 + Penalty 3206.852486 = -1336526.853060 nChanged 41 SP:Iteration 40F (2052.947775 sec): 3 clusters Score: Raw -1339746.181521 + Penalty 3206.852486 = -1336539.329035 nChanged 41 SP:Iteration 41Q (2053.018949 sec): 3 clusters Score: Raw -1339757.367241 + Penalty 3206.852486 = -1336550.514755 nChanged 35 SP:Iteration 42Q (2053.100685 sec): 3 clusters Score: Raw -1339765.746250 + Penalty 3206.852486 = -1336558.893764 nChanged 36 SP:Iteration 43Q (2053.183831 sec): 3 clusters Score: Raw -1339773.379595 + Penalty 3206.852486 = -1336566.527108 nChanged 29 SP:Iteration 44Q (2053.262753 sec): 3 clusters Score: Raw -1339779.751663 + Penalty 3206.852486 = -1336572.899177 nChanged 26 SP:Iteration 45Q (2053.338879 sec): 3 clusters Score: Raw -1339786.298520 + Penalty 3206.852486 = -1336579.446034 nChanged 24 SP:Iteration 46Q (2053.417536 sec): 3 clusters Score: Raw -1339790.959917 + Penalty 3206.852486 = -1336584.107431 nChanged 17 SP:Iteration 47Q (2053.490149 sec): 3 clusters Score: Raw -1339794.503879 + Penalty 3206.852486 = -1336587.651393 nChanged 16 SP:Iteration 48Q (2053.562403 sec): 3 clusters Score: Raw -1339796.644763 + Penalty 3206.852486 = -1336589.792277 nChanged 4 SP:Iteration 49Q (2053.635313 sec): 3 clusters Score: Raw -1339797.194157 + Penalty 3206.852486 = -1336590.341671 nChanged 4 SP:Iteration 50Q (2053.724149 sec): 3 clusters Score: Raw -1339797.661303 + Penalty 3206.852486 = -1336590.808817 nChanged 5 SP:Iteration 51Q (2053.792914 sec): 3 clusters Score: Raw -1339798.379419 + Penalty 3206.852486 = -1336591.526933 nChanged 7 SP:Iteration 52Q (2053.877198 sec): 3 clusters Score: Raw -1339799.208178 + Penalty 3206.852486 = -1336592.355692 nChanged 4 SP:Iteration 53Q (2053.948452 sec): 3 clusters Score: Raw -1339800.068849 + Penalty 3206.852486 = -1336593.216362 nChanged 3 SP:Iteration 54Q (2054.028211 sec): 3 clusters Score: Raw -1339800.704091 + Penalty 3206.852486 = -1336593.851604 nChanged 9 SP:Iteration 55Q (2054.119367 sec): 3 clusters Score: Raw -1339802.127224 + Penalty 3206.852486 = -1336595.274737 nChanged 7 SP:Iteration 56Q (2054.195863 sec): 3 clusters Score: Raw -1339803.066395 + Penalty 3206.852486 = -1336596.213909 nChanged 7 SP:Iteration 57Q (2054.264515 sec): 3 clusters Score: Raw -1339804.316063 + Penalty 3206.852486 = -1336597.463577 nChanged 5 SP:Iteration 58Q (2054.352255 sec): 3 clusters Score: Raw -1339805.063294 + Penalty 3206.852486 = -1336598.210807 nChanged 5 SP:Iteration 59Q (2054.418372 sec): 3 clusters Score: Raw -1339805.960467 + Penalty 3206.852486 = -1336599.107981 nChanged 6 SP:Iteration 60F (2054.503391 sec): 3 clusters Score: Raw -1339807.111408 + Penalty 3206.852486 = -1336600.258921 nChanged 4 SP:Iteration 61Q (2054.579724 sec): 3 clusters Score: Raw -1339807.779002 + Penalty 3206.852486 = -1336600.926516 nChanged 6 SP:Iteration 62Q (2054.659672 sec): 3 clusters Score: Raw -1339808.984419 + Penalty 3206.852486 = -1336602.131932 nChanged 4 SP:Iteration 63Q (2054.737739 sec): 3 clusters Score: Raw -1339809.808686 + Penalty 3206.852486 = -1336602.956199 nChanged 4 SP:Iteration 64Q (2054.810395 sec): 3 clusters Score: Raw -1339810.983485 + Penalty 3206.852486 = -1336604.130998 nChanged 8 SP:Iteration 65Q (2054.886156 sec): 3 clusters Score: Raw -1339812.483319 + Penalty 3206.852486 = -1336605.630832 nChanged 4 SP:Iteration 66Q (2054.978260 sec): 3 clusters Score: Raw -1339812.926470 + Penalty 3206.852486 = -1336606.073984 nChanged 3 SP:Iteration 67Q (2055.059578 sec): 3 clusters Score: Raw -1339813.317211 + Penalty 3206.852486 = -1336606.464725 nChanged 1 SP:Iteration 68Q (2055.137619 sec): 3 clusters Score: Raw -1339813.446363 + Penalty 3206.852486 = -1336606.593877 nChanged 1 SP:Iteration 69Q (2055.216766 sec): 3 clusters Score: Raw -1339813.561782 + Penalty 3206.852486 = -1336606.709296 nChanged 0 SP:Iteration 70F (2055.297464 sec): 3 clusters Score: Raw -1339813.561782 + Penalty 3206.852486 = -1336606.709296 nChanged 0 Trying to split cluster 6 (15658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2055.344121 sec): 2 clusters Score: Raw -1014643.495847 + Penalty 1569.544803 = -1013073.951044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2055.415104 sec): 3 clusters Score: Raw -1005480.975360 + Penalty 3139.089605 = -1002341.885755 nChanged 6901 SP:Iteration 1F (2055.476764 sec): 3 clusters Score: Raw -1009517.403474 + Penalty 3139.089605 = -1006378.313868 nChanged 1032 SP:Iteration 2F (2055.560535 sec): 3 clusters Score: Raw -1010089.941027 + Penalty 3139.089605 = -1006950.851422 nChanged 917 SP:Iteration 3F (2055.633501 sec): 3 clusters Score: Raw -1010604.232445 + Penalty 3139.089605 = -1007465.142839 nChanged 876 SP:Iteration 4F (2055.697826 sec): 3 clusters Score: Raw -1011146.513633 + Penalty 3139.089605 = -1008007.424028 nChanged 850 SP:Iteration 5F (2055.776368 sec): 3 clusters Score: Raw -1011698.274051 + Penalty 3139.089605 = -1008559.184446 nChanged 844 SP:Iteration 6F (2055.847900 sec): 3 clusters Score: Raw -1012219.224960 + Penalty 3139.089605 = -1009080.135354 nChanged 756 SP:Iteration 7Q (2055.919909 sec): 3 clusters Score: Raw -1012711.546204 + Penalty 3139.089605 = -1009572.456598 nChanged 711 SP:Iteration 8Q (2055.988035 sec): 3 clusters Score: Raw -1013167.329883 + Penalty 3139.089605 = -1010028.240278 nChanged 607 SP:Iteration 9Q (2056.071281 sec): 3 clusters Score: Raw -1013560.238565 + Penalty 3139.089605 = -1010421.148960 nChanged 542 SP:Iteration 10Q (2056.144338 sec): 3 clusters Score: Raw -1013890.564998 + Penalty 3139.089605 = -1010751.475393 nChanged 492 SP:Iteration 11Q (2056.212041 sec): 3 clusters Score: Raw -1014164.115237 + Penalty 3139.089605 = -1011025.025632 nChanged 421 SP:Iteration 12Q (2056.278273 sec): 3 clusters Score: Raw -1014373.438304 + Penalty 3139.089605 = -1011234.348698 nChanged 360 SP:Iteration 13Q (2056.346727 sec): 3 clusters Score: Raw -1014534.974158 + Penalty 3139.089605 = -1011395.884553 nChanged 275 SP:Iteration 14Q (2056.426484 sec): 3 clusters Score: Raw -1014632.348271 + Penalty 3139.089605 = -1011493.258665 nChanged 222 SP:Iteration 15Q (2056.495833 sec): 3 clusters Score: Raw -1014706.208861 + Penalty 3139.089605 = -1011567.119255 nChanged 202 SP:Iteration 16Q (2056.559208 sec): 3 clusters Score: Raw -1014764.708956 + Penalty 3139.089605 = -1011625.619351 nChanged 179 SP:Iteration 17Q (2056.631739 sec): 3 clusters Score: Raw -1014815.363292 + Penalty 3139.089605 = -1011676.273686 nChanged 150 SP:Iteration 18Q (2056.703957 sec): 3 clusters Score: Raw -1014852.861237 + Penalty 3139.089605 = -1011713.771632 nChanged 130 SP:Iteration 19Q (2056.766126 sec): 3 clusters Score: Raw -1014886.165673 + Penalty 3139.089605 = -1011747.076067 nChanged 134 SP:Iteration 20F (2056.833995 sec): 3 clusters Score: Raw -1014923.523768 + Penalty 3139.089605 = -1011784.434162 nChanged 121 SP:Iteration 21Q (2056.907937 sec): 3 clusters Score: Raw -1014956.960266 + Penalty 3139.089605 = -1011817.870661 nChanged 119 SP:Iteration 22Q (2056.986401 sec): 3 clusters Score: Raw -1014985.380802 + Penalty 3139.089605 = -1011846.291196 nChanged 94 SP:Iteration 23Q (2057.045908 sec): 3 clusters Score: Raw -1015007.707740 + Penalty 3139.089605 = -1011868.618135 nChanged 82 SP:Iteration 24Q (2057.123484 sec): 3 clusters Score: Raw -1015021.381631 + Penalty 3139.089605 = -1011882.292026 nChanged 66 SP:Iteration 25Q (2057.197334 sec): 3 clusters Score: Raw -1015031.427686 + Penalty 3139.089605 = -1011892.338081 nChanged 55 SP:Iteration 26Q (2057.269431 sec): 3 clusters Score: Raw -1015037.629349 + Penalty 3139.089605 = -1011898.539743 nChanged 40 SP:Iteration 27Q (2057.330336 sec): 3 clusters Score: Raw -1015043.634325 + Penalty 3139.089605 = -1011904.544720 nChanged 43 SP:Iteration 28Q (2057.410933 sec): 3 clusters Score: Raw -1015049.263075 + Penalty 3139.089605 = -1011910.173470 nChanged 38 SP:Iteration 29Q (2057.481889 sec): 3 clusters Score: Raw -1015053.317627 + Penalty 3139.089605 = -1011914.228021 nChanged 32 SP:Iteration 30Q (2057.549368 sec): 3 clusters Score: Raw -1015056.534052 + Penalty 3139.089605 = -1011917.444446 nChanged 34 SP:Iteration 31Q (2057.617547 sec): 3 clusters Score: Raw -1015059.841080 + Penalty 3139.089605 = -1011920.751475 nChanged 27 SP:Iteration 32Q (2057.683514 sec): 3 clusters Score: Raw -1015062.114705 + Penalty 3139.089605 = -1011923.025099 nChanged 23 SP:Iteration 33Q (2057.765862 sec): 3 clusters Score: Raw -1015063.891059 + Penalty 3139.089605 = -1011924.801453 nChanged 24 SP:Iteration 34Q (2057.837922 sec): 3 clusters Score: Raw -1015065.602313 + Penalty 3139.089605 = -1011926.512708 nChanged 15 SP:Iteration 35Q (2057.898734 sec): 3 clusters Score: Raw -1015067.106366 + Penalty 3139.089605 = -1011928.016761 nChanged 15 SP:Iteration 36Q (2057.982976 sec): 3 clusters Score: Raw -1015068.318379 + Penalty 3139.089605 = -1011929.228774 nChanged 14 SP:Iteration 37Q (2058.057090 sec): 3 clusters Score: Raw -1015069.692955 + Penalty 3139.089605 = -1011930.603349 nChanged 16 SP:Iteration 38Q (2058.128711 sec): 3 clusters Score: Raw -1015070.988580 + Penalty 3139.089605 = -1011931.898975 nChanged 15 SP:Iteration 39Q (2058.200139 sec): 3 clusters Score: Raw -1015072.207578 + Penalty 3139.089605 = -1011933.117972 nChanged 12 SP:Iteration 40F (2058.270428 sec): 3 clusters Score: Raw -1015073.255882 + Penalty 3139.089605 = -1011934.166276 nChanged 12 SP:Iteration 41Q (2058.335002 sec): 3 clusters Score: Raw -1015074.561500 + Penalty 3139.089605 = -1011935.471894 nChanged 14 SP:Iteration 42Q (2058.409156 sec): 3 clusters Score: Raw -1015075.646110 + Penalty 3139.089605 = -1011936.556505 nChanged 10 SP:Iteration 43Q (2058.490782 sec): 3 clusters Score: Raw -1015076.533654 + Penalty 3139.089605 = -1011937.444049 nChanged 5 SP:Iteration 44Q (2058.563336 sec): 3 clusters Score: Raw -1015076.879387 + Penalty 3139.089605 = -1011937.789782 nChanged 9 SP:Iteration 45Q (2058.636735 sec): 3 clusters Score: Raw -1015077.686184 + Penalty 3139.089605 = -1011938.596578 nChanged 2 SP:Iteration 46Q (2058.708511 sec): 3 clusters Score: Raw -1015077.781486 + Penalty 3139.089605 = -1011938.691880 nChanged 1 SP:Iteration 47Q (2058.780715 sec): 3 clusters Score: Raw -1015077.850727 + Penalty 3139.089605 = -1011938.761122 nChanged 0 SP:Iteration 48F (2058.853445 sec): 3 clusters Score: Raw -1015077.850727 + Penalty 3139.089605 = -1011938.761122 nChanged 0 Trying to split cluster 7 (88885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2058.999670 sec): 2 clusters Score: Raw -6049739.055848 + Penalty 1851.703535 = -6047887.352313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2059.202672 sec): 3 clusters Score: Raw -5992157.869253 + Penalty 3703.407070 = -5988454.462182 nChanged 42424 SP:Iteration 1F (2059.403487 sec): 3 clusters Score: Raw -6018466.121576 + Penalty 3703.407070 = -6014762.714505 nChanged 4287 SP:Iteration 2Q (2059.625648 sec): 3 clusters Score: Raw -6020354.891352 + Penalty 3703.407070 = -6016651.484282 nChanged 4631 SP:Iteration 3F (2059.823896 sec): 3 clusters Score: Raw -6022597.351231 + Penalty 3703.407070 = -6018893.944161 nChanged 4982 SP:Iteration 4F (2060.017861 sec): 3 clusters Score: Raw -6025318.122605 + Penalty 3703.407070 = -6021614.715534 nChanged 5305 SP:Iteration 5F (2060.206172 sec): 3 clusters Score: Raw -6028536.833832 + Penalty 3703.407070 = -6024833.426762 nChanged 5285 SP:Iteration 6F (2060.390290 sec): 3 clusters Score: Raw -6032072.830636 + Penalty 3703.407070 = -6028369.423565 nChanged 5089 SP:Iteration 7F (2060.594302 sec): 3 clusters Score: Raw -6035663.847290 + Penalty 3703.407070 = -6031960.440220 nChanged 4512 SP:Iteration 8F (2060.789779 sec): 3 clusters Score: Raw -6038653.731176 + Penalty 3703.407070 = -6034950.324106 nChanged 3777 SP:Iteration 9Q (2060.987646 sec): 3 clusters Score: Raw -6040975.240663 + Penalty 3703.407070 = -6037271.833593 nChanged 2980 SP:Iteration 10Q (2061.181731 sec): 3 clusters Score: Raw -6042609.298194 + Penalty 3703.407070 = -6038905.891123 nChanged 2343 SP:Iteration 11Q (2061.373702 sec): 3 clusters Score: Raw -6043767.413975 + Penalty 3703.407070 = -6040064.006904 nChanged 1896 SP:Iteration 12Q (2061.560737 sec): 3 clusters Score: Raw -6044656.965261 + Penalty 3703.407070 = -6040953.558191 nChanged 1649 SP:Iteration 13Q (2061.731875 sec): 3 clusters Score: Raw -6045389.800589 + Penalty 3703.407070 = -6041686.393519 nChanged 1527 SP:Iteration 14Q (2061.917609 sec): 3 clusters Score: Raw -6046057.946419 + Penalty 3703.407070 = -6042354.539349 nChanged 1356 SP:Iteration 15Q (2062.100757 sec): 3 clusters Score: Raw -6046635.834912 + Penalty 3703.407070 = -6042932.427841 nChanged 1225 SP:Iteration 16Q (2062.281929 sec): 3 clusters Score: Raw -6047167.232606 + Penalty 3703.407070 = -6043463.825536 nChanged 1143 SP:Iteration 17Q (2062.450561 sec): 3 clusters Score: Raw -6047663.827610 + Penalty 3703.407070 = -6043960.420540 nChanged 1089 SP:Iteration 18Q (2062.634298 sec): 3 clusters Score: Raw -6048140.562849 + Penalty 3703.407070 = -6044437.155779 nChanged 954 SP:Iteration 19Q (2062.814822 sec): 3 clusters Score: Raw -6048549.297231 + Penalty 3703.407070 = -6044845.890161 nChanged 851 SP:Iteration 20F (2062.999887 sec): 3 clusters Score: Raw -6048904.026281 + Penalty 3703.407070 = -6045200.619211 nChanged 772 SP:Iteration 21Q (2063.168059 sec): 3 clusters Score: Raw -6049228.308744 + Penalty 3703.407070 = -6045524.901674 nChanged 686 SP:Iteration 22Q (2063.335520 sec): 3 clusters Score: Raw -6049517.176705 + Penalty 3703.407070 = -6045813.769634 nChanged 570 SP:Iteration 23Q (2063.497562 sec): 3 clusters Score: Raw -6049733.480588 + Penalty 3703.407070 = -6046030.073518 nChanged 458 SP:Iteration 24Q (2063.661082 sec): 3 clusters Score: Raw -6049896.210804 + Penalty 3703.407070 = -6046192.803734 nChanged 355 SP:Iteration 25Q (2063.819392 sec): 3 clusters Score: Raw -6050016.774559 + Penalty 3703.407070 = -6046313.367488 nChanged 313 SP:Iteration 26Q (2063.989389 sec): 3 clusters Score: Raw -6050123.851729 + Penalty 3703.407070 = -6046420.444658 nChanged 246 SP:Iteration 27Q (2064.155507 sec): 3 clusters Score: Raw -6050205.470676 + Penalty 3703.407070 = -6046502.063605 nChanged 220 SP:Iteration 28Q (2064.309205 sec): 3 clusters Score: Raw -6050266.291291 + Penalty 3703.407070 = -6046562.884220 nChanged 151 SP:Iteration 29Q (2064.477715 sec): 3 clusters Score: Raw -6050308.104621 + Penalty 3703.407070 = -6046604.697550 nChanged 127 SP:Iteration 30Q (2064.653436 sec): 3 clusters Score: Raw -6050341.002983 + Penalty 3703.407070 = -6046637.595912 nChanged 110 SP:Iteration 31Q (2064.817239 sec): 3 clusters Score: Raw -6050369.463858 + Penalty 3703.407070 = -6046666.056787 nChanged 98 SP:Iteration 32Q (2064.981107 sec): 3 clusters Score: Raw -6050396.377220 + Penalty 3703.407070 = -6046692.970150 nChanged 96 SP:Iteration 33Q (2065.152647 sec): 3 clusters Score: Raw -6050417.093493 + Penalty 3703.407070 = -6046713.686422 nChanged 70 SP:Iteration 34Q (2065.321145 sec): 3 clusters Score: Raw -6050430.396902 + Penalty 3703.407070 = -6046726.989832 nChanged 58 SP:Iteration 35Q (2065.480237 sec): 3 clusters Score: Raw -6050441.545474 + Penalty 3703.407070 = -6046738.138404 nChanged 47 SP:Iteration 36Q (2065.660907 sec): 3 clusters Score: Raw -6050450.098509 + Penalty 3703.407070 = -6046746.691439 nChanged 44 SP:Iteration 37Q (2065.819435 sec): 3 clusters Score: Raw -6050458.681714 + Penalty 3703.407070 = -6046755.274644 nChanged 48 SP:Iteration 38Q (2065.969285 sec): 3 clusters Score: Raw -6050468.117336 + Penalty 3703.407070 = -6046764.710266 nChanged 44 SP:Iteration 39Q (2066.148708 sec): 3 clusters Score: Raw -6050477.208013 + Penalty 3703.407070 = -6046773.800942 nChanged 42 SP:Iteration 40F (2066.344660 sec): 3 clusters Score: Raw -6050485.916421 + Penalty 3703.407070 = -6046782.509351 nChanged 39 SP:Iteration 41Q (2066.508202 sec): 3 clusters Score: Raw -6050494.992016 + Penalty 3703.407070 = -6046791.584945 nChanged 41 SP:Iteration 42Q (2066.672976 sec): 3 clusters Score: Raw -6050504.502559 + Penalty 3703.407070 = -6046801.095489 nChanged 33 SP:Iteration 43Q (2066.827922 sec): 3 clusters Score: Raw -6050513.025246 + Penalty 3703.407070 = -6046809.618175 nChanged 31 SP:Iteration 44Q (2066.990673 sec): 3 clusters Score: Raw -6050522.661771 + Penalty 3703.407070 = -6046819.254700 nChanged 34 SP:Iteration 45Q (2067.153093 sec): 3 clusters Score: Raw -6050531.625983 + Penalty 3703.407070 = -6046828.218913 nChanged 19 SP:Iteration 46Q (2067.313656 sec): 3 clusters Score: Raw -6050536.241712 + Penalty 3703.407070 = -6046832.834641 nChanged 16 SP:Iteration 47Q (2067.476011 sec): 3 clusters Score: Raw -6050538.930535 + Penalty 3703.407070 = -6046835.523465 nChanged 12 SP:Iteration 48Q (2067.629936 sec): 3 clusters Score: Raw -6050541.104872 + Penalty 3703.407070 = -6046837.697802 nChanged 10 SP:Iteration 49Q (2067.812693 sec): 3 clusters Score: Raw -6050542.802300 + Penalty 3703.407070 = -6046839.395230 nChanged 9 SP:Iteration 50Q (2067.964257 sec): 3 clusters Score: Raw -6050543.976370 + Penalty 3703.407070 = -6046840.569299 nChanged 9 SP:Iteration 51Q (2068.125553 sec): 3 clusters Score: Raw -6050545.547597 + Penalty 3703.407070 = -6046842.140527 nChanged 7 SP:Iteration 52Q (2068.282054 sec): 3 clusters Score: Raw -6050546.413758 + Penalty 3703.407070 = -6046843.006688 nChanged 6 SP:Iteration 53Q (2068.432518 sec): 3 clusters Score: Raw -6050548.076984 + Penalty 3703.407070 = -6046844.669913 nChanged 7 SP:Iteration 54Q (2068.584860 sec): 3 clusters Score: Raw -6050549.628649 + Penalty 3703.407070 = -6046846.221578 nChanged 6 SP:Iteration 55Q (2068.748008 sec): 3 clusters Score: Raw -6050550.781104 + Penalty 3703.407070 = -6046847.374034 nChanged 8 SP:Iteration 56Q (2068.905900 sec): 3 clusters Score: Raw -6050552.011747 + Penalty 3703.407070 = -6046848.604676 nChanged 6 SP:Iteration 57Q (2069.065895 sec): 3 clusters Score: Raw -6050552.936900 + Penalty 3703.407070 = -6046849.529830 nChanged 7 SP:Iteration 58Q (2069.228686 sec): 3 clusters Score: Raw -6050555.078455 + Penalty 3703.407070 = -6046851.671385 nChanged 8 SP:Iteration 59Q (2069.384259 sec): 3 clusters Score: Raw -6050556.823009 + Penalty 3703.407070 = -6046853.415939 nChanged 3 SP:Iteration 60F (2069.581898 sec): 3 clusters Score: Raw -6050557.219364 + Penalty 3703.407070 = -6046853.812293 nChanged 1 SP:Iteration 61Q (2069.743450 sec): 3 clusters Score: Raw -6050557.313018 + Penalty 3703.407070 = -6046853.905948 nChanged 3 SP:Iteration 62Q (2069.897073 sec): 3 clusters Score: Raw -6050557.671397 + Penalty 3703.407070 = -6046854.264326 nChanged 3 SP:Iteration 63Q (2070.067473 sec): 3 clusters Score: Raw -6050558.280684 + Penalty 3703.407070 = -6046854.873614 nChanged 1 SP:Iteration 64Q (2070.227948 sec): 3 clusters Score: Raw -6050558.458374 + Penalty 3703.407070 = -6046855.051303 nChanged 1 SP:Iteration 65Q (2070.411496 sec): 3 clusters Score: Raw -6050558.536199 + Penalty 3703.407070 = -6046855.129128 nChanged 1 SP:Iteration 66Q (2070.559898 sec): 3 clusters Score: Raw -6050558.731132 + Penalty 3703.407070 = -6046855.324062 nChanged 2 SP:Iteration 67Q (2070.723888 sec): 3 clusters Score: Raw -6050559.026116 + Penalty 3703.407070 = -6046855.619046 nChanged 1 SP:Iteration 68Q (2070.888603 sec): 3 clusters Score: Raw -6050559.216010 + Penalty 3703.407070 = -6046855.808940 nChanged 0 SP:Iteration 69F (2071.076701 sec): 3 clusters Score: Raw -6050559.216010 + Penalty 3703.407070 = -6046855.808940 nChanged 0 Trying to split cluster 8 (5829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2071.116244 sec): 2 clusters Score: Raw -373668.558934 + Penalty 1408.972620 = -372259.586314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2071.172698 sec): 3 clusters Score: Raw -370568.236824 + Penalty 2817.945240 = -367750.291584 nChanged 2409 SP:Iteration 1F (2071.228987 sec): 3 clusters Score: Raw -371919.273129 + Penalty 2817.945240 = -369101.327889 nChanged 411 SP:Iteration 2F (2071.271218 sec): 3 clusters Score: Raw -372138.013106 + Penalty 2817.945240 = -369320.067867 nChanged 329 SP:Iteration 3F (2071.338629 sec): 3 clusters Score: Raw -372344.404020 + Penalty 2817.945240 = -369526.458781 nChanged 298 SP:Iteration 4F (2071.382397 sec): 3 clusters Score: Raw -372571.247625 + Penalty 2817.945240 = -369753.302385 nChanged 362 SP:Iteration 5F (2071.436779 sec): 3 clusters Score: Raw -372894.965107 + Penalty 2817.945240 = -370077.019868 nChanged 404 SP:Iteration 6F (2071.496469 sec): 3 clusters Score: Raw -373252.421290 + Penalty 2817.945240 = -370434.476050 nChanged 357 SP:Iteration 7F (2071.550550 sec): 3 clusters Score: Raw -373528.816892 + Penalty 2817.945240 = -370710.871652 nChanged 320 SP:Iteration 8F (2071.606455 sec): 3 clusters Score: Raw -373762.809696 + Penalty 2817.945240 = -370944.864456 nChanged 279 SP:Iteration 9Q (2071.668045 sec): 3 clusters Score: Raw -373946.457438 + Penalty 2817.945240 = -371128.512199 nChanged 223 SP:Iteration 10Q (2071.711891 sec): 3 clusters Score: Raw -374066.462448 + Penalty 2817.945240 = -371248.517208 nChanged 162 SP:Iteration 11Q (2071.777624 sec): 3 clusters Score: Raw -374147.347744 + Penalty 2817.945240 = -371329.402504 nChanged 120 SP:Iteration 12Q (2071.834732 sec): 3 clusters Score: Raw -374206.842738 + Penalty 2817.945240 = -371388.897499 nChanged 117 SP:Iteration 13Q (2071.877789 sec): 3 clusters Score: Raw -374259.811654 + Penalty 2817.945240 = -371441.866414 nChanged 90 SP:Iteration 14Q (2071.929601 sec): 3 clusters Score: Raw -374297.092528 + Penalty 2817.945240 = -371479.147288 nChanged 64 SP:Iteration 15Q (2071.989318 sec): 3 clusters Score: Raw -374320.048624 + Penalty 2817.945240 = -371502.103384 nChanged 53 SP:Iteration 16Q (2072.038228 sec): 3 clusters Score: Raw -374336.965627 + Penalty 2817.945240 = -371519.020387 nChanged 39 SP:Iteration 17Q (2072.098429 sec): 3 clusters Score: Raw -374349.007456 + Penalty 2817.945240 = -371531.062216 nChanged 34 SP:Iteration 18Q (2072.156375 sec): 3 clusters Score: Raw -374359.287067 + Penalty 2817.945240 = -371541.341827 nChanged 27 SP:Iteration 19Q (2072.213113 sec): 3 clusters Score: Raw -374366.214657 + Penalty 2817.945240 = -371548.269417 nChanged 26 SP:Iteration 20F (2072.269915 sec): 3 clusters Score: Raw -374372.983406 + Penalty 2817.945240 = -371555.038166 nChanged 25 SP:Iteration 21Q (2072.331143 sec): 3 clusters Score: Raw -374378.974300 + Penalty 2817.945240 = -371561.029060 nChanged 16 SP:Iteration 22Q (2072.377329 sec): 3 clusters Score: Raw -374383.205917 + Penalty 2817.945240 = -371565.260677 nChanged 14 SP:Iteration 23Q (2072.443543 sec): 3 clusters Score: Raw -374386.914828 + Penalty 2817.945240 = -371568.969588 nChanged 8 SP:Iteration 24Q (2072.492611 sec): 3 clusters Score: Raw -374389.266023 + Penalty 2817.945240 = -371571.320784 nChanged 5 SP:Iteration 25Q (2072.557100 sec): 3 clusters Score: Raw -374390.147491 + Penalty 2817.945240 = -371572.202251 nChanged 5 SP:Iteration 26Q (2072.611620 sec): 3 clusters Score: Raw -374390.899828 + Penalty 2817.945240 = -371572.954588 nChanged 5 SP:Iteration 27Q (2072.677815 sec): 3 clusters Score: Raw -374391.997711 + Penalty 2817.945240 = -371574.052471 nChanged 6 SP:Iteration 28Q (2072.727308 sec): 3 clusters Score: Raw -374393.176926 + Penalty 2817.945240 = -371575.231686 nChanged 1 SP:Iteration 29Q (2072.783314 sec): 3 clusters Score: Raw -374393.463640 + Penalty 2817.945240 = -371575.518400 nChanged 1 SP:Iteration 30Q (2072.840969 sec): 3 clusters Score: Raw -374393.826151 + Penalty 2817.945240 = -371575.880911 nChanged 1 SP:Iteration 31Q (2072.890057 sec): 3 clusters Score: Raw -374394.055783 + Penalty 2817.945240 = -371576.110543 nChanged 2 SP:Iteration 32Q (2072.946544 sec): 3 clusters Score: Raw -374394.302702 + Penalty 2817.945240 = -371576.357462 nChanged 0 SP:Iteration 33F (2073.003435 sec): 3 clusters Score: Raw -374394.302702 + Penalty 2817.945240 = -371576.357462 nChanged 0 Trying to split cluster 9 (12819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2073.051867 sec): 2 clusters Score: Raw -872240.015320 + Penalty 1537.036105 = -870702.979215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2073.121165 sec): 3 clusters Score: Raw -864812.116202 + Penalty 3074.072210 = -861738.043991 nChanged 5663 SP:Iteration 1F (2073.180857 sec): 3 clusters Score: Raw -867884.988272 + Penalty 3074.072210 = -864810.916062 nChanged 760 SP:Iteration 2F (2073.260764 sec): 3 clusters Score: Raw -868236.355469 + Penalty 3074.072210 = -865162.283259 nChanged 621 SP:Iteration 3Q (2073.329566 sec): 3 clusters Score: Raw -868510.765597 + Penalty 3074.072210 = -865436.693386 nChanged 557 SP:Iteration 4Q (2073.398841 sec): 3 clusters Score: Raw -868773.430793 + Penalty 3074.072210 = -865699.358583 nChanged 541 SP:Iteration 5Q (2073.456754 sec): 3 clusters Score: Raw -869028.825994 + Penalty 3074.072210 = -865954.753784 nChanged 528 SP:Iteration 6Q (2073.536910 sec): 3 clusters Score: Raw -869288.883866 + Penalty 3074.072210 = -866214.811656 nChanged 519 SP:Iteration 7Q (2073.606527 sec): 3 clusters Score: Raw -869585.792200 + Penalty 3074.072210 = -866511.719990 nChanged 535 SP:Iteration 8Q (2073.681302 sec): 3 clusters Score: Raw -869888.948228 + Penalty 3074.072210 = -866814.876018 nChanged 537 SP:Iteration 9Q (2073.743968 sec): 3 clusters Score: Raw -870204.531766 + Penalty 3074.072210 = -867130.459555 nChanged 534 SP:Iteration 10Q (2073.818803 sec): 3 clusters Score: Raw -870552.676388 + Penalty 3074.072210 = -867478.604178 nChanged 520 SP:Iteration 11Q (2073.891388 sec): 3 clusters Score: Raw -870907.241516 + Penalty 3074.072210 = -867833.169305 nChanged 510 SP:Iteration 12Q (2073.948013 sec): 3 clusters Score: Raw -871254.743259 + Penalty 3074.072210 = -868180.671049 nChanged 456 SP:Iteration 13Q (2074.026842 sec): 3 clusters Score: Raw -871572.285619 + Penalty 3074.072210 = -868498.213409 nChanged 340 SP:Iteration 14Q (2074.092536 sec): 3 clusters Score: Raw -871782.031203 + Penalty 3074.072210 = -868707.958992 nChanged 295 SP:Iteration 15Q (2074.158837 sec): 3 clusters Score: Raw -871945.467458 + Penalty 3074.072210 = -868871.395248 nChanged 234 SP:Iteration 16Q (2074.214458 sec): 3 clusters Score: Raw -872059.791264 + Penalty 3074.072210 = -868985.719053 nChanged 198 SP:Iteration 17Q (2074.289472 sec): 3 clusters Score: Raw -872160.160249 + Penalty 3074.072210 = -869086.088039 nChanged 179 SP:Iteration 18Q (2074.352761 sec): 3 clusters Score: Raw -872246.781158 + Penalty 3074.072210 = -869172.708947 nChanged 149 SP:Iteration 19Q (2074.416212 sec): 3 clusters Score: Raw -872318.919666 + Penalty 3074.072210 = -869244.847455 nChanged 120 SP:Iteration 20F (2074.490410 sec): 3 clusters Score: Raw -872375.093919 + Penalty 3074.072210 = -869301.021709 nChanged 99 SP:Iteration 21Q (2074.547211 sec): 3 clusters Score: Raw -872423.958302 + Penalty 3074.072210 = -869349.886092 nChanged 90 SP:Iteration 22Q (2074.623105 sec): 3 clusters Score: Raw -872466.575462 + Penalty 3074.072210 = -869392.503252 nChanged 73 SP:Iteration 23Q (2074.684617 sec): 3 clusters Score: Raw -872495.485798 + Penalty 3074.072210 = -869421.413587 nChanged 50 SP:Iteration 24Q (2074.755314 sec): 3 clusters Score: Raw -872511.879049 + Penalty 3074.072210 = -869437.806838 nChanged 34 SP:Iteration 25Q (2074.822468 sec): 3 clusters Score: Raw -872523.108610 + Penalty 3074.072210 = -869449.036399 nChanged 28 SP:Iteration 26Q (2074.886177 sec): 3 clusters Score: Raw -872531.574523 + Penalty 3074.072210 = -869457.502313 nChanged 30 SP:Iteration 27Q (2074.951730 sec): 3 clusters Score: Raw -872541.646401 + Penalty 3074.072210 = -869467.574191 nChanged 21 SP:Iteration 28Q (2075.016635 sec): 3 clusters Score: Raw -872549.550568 + Penalty 3074.072210 = -869475.478357 nChanged 21 SP:Iteration 29Q (2075.072096 sec): 3 clusters Score: Raw -872556.241294 + Penalty 3074.072210 = -869482.169083 nChanged 19 SP:Iteration 30Q (2075.145420 sec): 3 clusters Score: Raw -872563.460132 + Penalty 3074.072210 = -869489.387921 nChanged 20 SP:Iteration 31Q (2075.210777 sec): 3 clusters Score: Raw -872569.962253 + Penalty 3074.072210 = -869495.890042 nChanged 18 SP:Iteration 32Q (2075.262752 sec): 3 clusters Score: Raw -872576.211849 + Penalty 3074.072210 = -869502.139639 nChanged 15 SP:Iteration 33Q (2075.335786 sec): 3 clusters Score: Raw -872580.798929 + Penalty 3074.072210 = -869506.726718 nChanged 13 SP:Iteration 34Q (2075.396702 sec): 3 clusters Score: Raw -872584.114323 + Penalty 3074.072210 = -869510.042113 nChanged 8 SP:Iteration 35Q (2075.465176 sec): 3 clusters Score: Raw -872586.254904 + Penalty 3074.072210 = -869512.182693 nChanged 8 SP:Iteration 36Q (2075.525124 sec): 3 clusters Score: Raw -872588.437720 + Penalty 3074.072210 = -869514.365509 nChanged 2 SP:Iteration 37Q (2075.592796 sec): 3 clusters Score: Raw -872589.310431 + Penalty 3074.072210 = -869515.238221 nChanged 5 SP:Iteration 38Q (2075.656696 sec): 3 clusters Score: Raw -872590.656520 + Penalty 3074.072210 = -869516.584309 nChanged 2 SP:Iteration 39Q (2075.719505 sec): 3 clusters Score: Raw -872591.006547 + Penalty 3074.072210 = -869516.934337 nChanged 1 SP:Iteration 40F (2075.787384 sec): 3 clusters Score: Raw -872591.164555 + Penalty 3074.072210 = -869517.092345 nChanged 1 SP:Iteration 41Q (2075.846033 sec): 3 clusters Score: Raw -872591.315036 + Penalty 3074.072210 = -869517.242826 nChanged 2 SP:Iteration 42Q (2075.903563 sec): 3 clusters Score: Raw -872591.849416 + Penalty 3074.072210 = -869517.777206 nChanged 2 SP:Iteration 43Q (2075.973711 sec): 3 clusters Score: Raw -872592.618883 + Penalty 3074.072210 = -869518.546673 nChanged 1 SP:Iteration 44Q (2076.042915 sec): 3 clusters Score: Raw -872593.133208 + Penalty 3074.072210 = -869519.060997 nChanged 1 SP:Iteration 45Q (2076.110935 sec): 3 clusters Score: Raw -872593.292251 + Penalty 3074.072210 = -869519.220040 nChanged 0 SP:Iteration 46F (2076.181173 sec): 3 clusters Score: Raw -872593.292251 + Penalty 3074.072210 = -869519.220040 nChanged 0 Trying to split cluster 10 (77213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2076.309367 sec): 2 clusters Score: Raw -5305551.572963 + Penalty 1828.827506 = -5303722.745456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2076.492566 sec): 3 clusters Score: Raw -5255910.139494 + Penalty 3657.655013 = -5252252.484481 nChanged 36687 SP:Iteration 1F (2076.665154 sec): 3 clusters Score: Raw -5277806.734396 + Penalty 3657.655013 = -5274149.079384 nChanged 3894 SP:Iteration 2F (2076.839366 sec): 3 clusters Score: Raw -5279697.505295 + Penalty 3657.655013 = -5276039.850283 nChanged 4712 SP:Iteration 3F (2077.020561 sec): 3 clusters Score: Raw -5282504.459391 + Penalty 3657.655013 = -5278846.804379 nChanged 5403 SP:Iteration 4F (2077.198954 sec): 3 clusters Score: Raw -5286183.947407 + Penalty 3657.655013 = -5282526.292394 nChanged 5683 SP:Iteration 5F (2077.370906 sec): 3 clusters Score: Raw -5289762.117855 + Penalty 3657.655013 = -5286104.462843 nChanged 5165 SP:Iteration 6F (2077.547750 sec): 3 clusters Score: Raw -5292547.634528 + Penalty 3657.655013 = -5288889.979515 nChanged 4144 SP:Iteration 7F (2077.723403 sec): 3 clusters Score: Raw -5294626.388888 + Penalty 3657.655013 = -5290968.733876 nChanged 3325 SP:Iteration 8Q (2077.912533 sec): 3 clusters Score: Raw -5296362.119301 + Penalty 3657.655013 = -5292704.464288 nChanged 2781 SP:Iteration 9Q (2078.086380 sec): 3 clusters Score: Raw -5297964.572616 + Penalty 3657.655013 = -5294306.917603 nChanged 2385 SP:Iteration 10Q (2078.284508 sec): 3 clusters Score: Raw -5299518.284439 + Penalty 3657.655013 = -5295860.629426 nChanged 2156 SP:Iteration 11Q (2078.480644 sec): 3 clusters Score: Raw -5301083.377112 + Penalty 3657.655013 = -5297425.722099 nChanged 1849 SP:Iteration 12Q (2078.662620 sec): 3 clusters Score: Raw -5302434.661988 + Penalty 3657.655013 = -5298777.006976 nChanged 1487 SP:Iteration 13Q (2078.841665 sec): 3 clusters Score: Raw -5303383.559650 + Penalty 3657.655013 = -5299725.904637 nChanged 1179 SP:Iteration 14Q (2079.017578 sec): 3 clusters Score: Raw -5303964.794829 + Penalty 3657.655013 = -5300307.139816 nChanged 983 SP:Iteration 15Q (2079.187621 sec): 3 clusters Score: Raw -5304342.715423 + Penalty 3657.655013 = -5300685.060411 nChanged 890 SP:Iteration 16Q (2079.354212 sec): 3 clusters Score: Raw -5304638.226861 + Penalty 3657.655013 = -5300980.571849 nChanged 770 SP:Iteration 17Q (2079.510960 sec): 3 clusters Score: Raw -5304873.851675 + Penalty 3657.655013 = -5301216.196662 nChanged 735 SP:Iteration 18Q (2079.665788 sec): 3 clusters Score: Raw -5305097.602684 + Penalty 3657.655013 = -5301439.947672 nChanged 665 SP:Iteration 19Q (2079.838748 sec): 3 clusters Score: Raw -5305296.395726 + Penalty 3657.655013 = -5301638.740713 nChanged 615 SP:Iteration 20F (2080.015882 sec): 3 clusters Score: Raw -5305484.417818 + Penalty 3657.655013 = -5301826.762805 nChanged 571 SP:Iteration 21Q (2080.183045 sec): 3 clusters Score: Raw -5305649.910542 + Penalty 3657.655013 = -5301992.255529 nChanged 498 SP:Iteration 22Q (2080.334850 sec): 3 clusters Score: Raw -5305788.496133 + Penalty 3657.655013 = -5302130.841120 nChanged 471 SP:Iteration 23Q (2080.516028 sec): 3 clusters Score: Raw -5305913.061136 + Penalty 3657.655013 = -5302255.406123 nChanged 412 SP:Iteration 24Q (2080.678097 sec): 3 clusters Score: Raw -5306017.429570 + Penalty 3657.655013 = -5302359.774557 nChanged 381 SP:Iteration 25Q (2080.841075 sec): 3 clusters Score: Raw -5306117.025191 + Penalty 3657.655013 = -5302459.370179 nChanged 360 SP:Iteration 26Q (2081.000855 sec): 3 clusters Score: Raw -5306209.376307 + Penalty 3657.655013 = -5302551.721294 nChanged 323 SP:Iteration 27Q (2081.153484 sec): 3 clusters Score: Raw -5306286.661147 + Penalty 3657.655013 = -5302629.006135 nChanged 266 SP:Iteration 28Q (2081.309700 sec): 3 clusters Score: Raw -5306347.248948 + Penalty 3657.655013 = -5302689.593935 nChanged 224 SP:Iteration 29Q (2081.477991 sec): 3 clusters Score: Raw -5306398.756136 + Penalty 3657.655013 = -5302741.101124 nChanged 210 SP:Iteration 30Q (2081.635085 sec): 3 clusters Score: Raw -5306443.853287 + Penalty 3657.655013 = -5302786.198274 nChanged 206 SP:Iteration 31Q (2081.782650 sec): 3 clusters Score: Raw -5306489.317755 + Penalty 3657.655013 = -5302831.662742 nChanged 178 SP:Iteration 32Q (2081.937307 sec): 3 clusters Score: Raw -5306529.050766 + Penalty 3657.655013 = -5302871.395753 nChanged 151 SP:Iteration 33Q (2082.092843 sec): 3 clusters Score: Raw -5306558.637401 + Penalty 3657.655013 = -5302900.982388 nChanged 126 SP:Iteration 34Q (2082.242191 sec): 3 clusters Score: Raw -5306580.379369 + Penalty 3657.655013 = -5302922.724356 nChanged 96 SP:Iteration 35Q (2082.402717 sec): 3 clusters Score: Raw -5306594.763175 + Penalty 3657.655013 = -5302937.108163 nChanged 77 SP:Iteration 36Q (2082.558749 sec): 3 clusters Score: Raw -5306606.442125 + Penalty 3657.655013 = -5302948.787112 nChanged 68 SP:Iteration 37Q (2082.699169 sec): 3 clusters Score: Raw -5306617.643082 + Penalty 3657.655013 = -5302959.988069 nChanged 59 SP:Iteration 38Q (2082.849850 sec): 3 clusters Score: Raw -5306626.065518 + Penalty 3657.655013 = -5302968.410505 nChanged 49 SP:Iteration 39Q (2083.000294 sec): 3 clusters Score: Raw -5306631.138169 + Penalty 3657.655013 = -5302973.483157 nChanged 33 SP:Iteration 40F (2083.181193 sec): 3 clusters Score: Raw -5306635.028687 + Penalty 3657.655013 = -5302977.373675 nChanged 26 SP:Iteration 41Q (2083.329229 sec): 3 clusters Score: Raw -5306637.550404 + Penalty 3657.655013 = -5302979.895391 nChanged 24 SP:Iteration 42Q (2083.485683 sec): 3 clusters Score: Raw -5306640.041069 + Penalty 3657.655013 = -5302982.386057 nChanged 17 SP:Iteration 43Q (2083.629001 sec): 3 clusters Score: Raw -5306642.121911 + Penalty 3657.655013 = -5302984.466899 nChanged 28 SP:Iteration 44Q (2083.786971 sec): 3 clusters Score: Raw -5306645.082860 + Penalty 3657.655013 = -5302987.427847 nChanged 30 SP:Iteration 45Q (2083.944200 sec): 3 clusters Score: Raw -5306648.026541 + Penalty 3657.655013 = -5302990.371528 nChanged 27 SP:Iteration 46Q (2084.104702 sec): 3 clusters Score: Raw -5306651.190117 + Penalty 3657.655013 = -5302993.535104 nChanged 25 SP:Iteration 47Q (2084.253817 sec): 3 clusters Score: Raw -5306653.659222 + Penalty 3657.655013 = -5302996.004209 nChanged 23 SP:Iteration 48Q (2084.412820 sec): 3 clusters Score: Raw -5306655.605093 + Penalty 3657.655013 = -5302997.950080 nChanged 25 SP:Iteration 49Q (2084.563054 sec): 3 clusters Score: Raw -5306658.125567 + Penalty 3657.655013 = -5303000.470554 nChanged 28 SP:Iteration 50Q (2084.712586 sec): 3 clusters Score: Raw -5306661.474703 + Penalty 3657.655013 = -5303003.819691 nChanged 23 SP:Iteration 51Q (2084.873304 sec): 3 clusters Score: Raw -5306663.502157 + Penalty 3657.655013 = -5303005.847145 nChanged 22 SP:Iteration 52Q (2085.030877 sec): 3 clusters Score: Raw -5306665.948399 + Penalty 3657.655013 = -5303008.293386 nChanged 19 SP:Iteration 53Q (2085.196498 sec): 3 clusters Score: Raw -5306668.036953 + Penalty 3657.655013 = -5303010.381940 nChanged 15 SP:Iteration 54Q (2085.356495 sec): 3 clusters Score: Raw -5306669.830915 + Penalty 3657.655013 = -5303012.175902 nChanged 16 SP:Iteration 55Q (2085.519544 sec): 3 clusters Score: Raw -5306671.457409 + Penalty 3657.655013 = -5303013.802397 nChanged 10 SP:Iteration 56Q (2085.670887 sec): 3 clusters Score: Raw -5306672.322540 + Penalty 3657.655013 = -5303014.667528 nChanged 9 SP:Iteration 57Q (2085.825047 sec): 3 clusters Score: Raw -5306672.958321 + Penalty 3657.655013 = -5303015.303309 nChanged 3 SP:Iteration 58Q (2085.965856 sec): 3 clusters Score: Raw -5306673.075798 + Penalty 3657.655013 = -5303015.420785 nChanged 2 SP:Iteration 59Q (2086.115369 sec): 3 clusters Score: Raw -5306673.268378 + Penalty 3657.655013 = -5303015.613366 nChanged 4 SP:Iteration 60F (2086.289165 sec): 3 clusters Score: Raw -5306673.563410 + Penalty 3657.655013 = -5303015.908397 nChanged 2 SP:Iteration 61Q (2086.443426 sec): 3 clusters Score: Raw -5306673.686625 + Penalty 3657.655013 = -5303016.031613 nChanged 2 SP:Iteration 62Q (2086.597380 sec): 3 clusters Score: Raw -5306673.908565 + Penalty 3657.655013 = -5303016.253552 nChanged 1 SP:Iteration 63Q (2086.750229 sec): 3 clusters Score: Raw -5306674.039213 + Penalty 3657.655013 = -5303016.384200 nChanged 2 SP:Iteration 64Q (2086.903946 sec): 3 clusters Score: Raw -5306674.207336 + Penalty 3657.655013 = -5303016.552324 nChanged 2 SP:Iteration 65Q (2087.058253 sec): 3 clusters Score: Raw -5306674.336177 + Penalty 3657.655013 = -5303016.681164 nChanged 3 SP:Iteration 66Q (2087.211557 sec): 3 clusters Score: Raw -5306674.728462 + Penalty 3657.655013 = -5303017.073450 nChanged 3 SP:Iteration 67Q (2087.359409 sec): 3 clusters Score: Raw -5306674.910902 + Penalty 3657.655013 = -5303017.255889 nChanged 3 SP:Iteration 68Q (2087.517554 sec): 3 clusters Score: Raw -5306675.200475 + Penalty 3657.655013 = -5303017.545463 nChanged 4 SP:Iteration 69Q (2087.655435 sec): 3 clusters Score: Raw -5306675.721296 + Penalty 3657.655013 = -5303018.066284 nChanged 6 SP:Iteration 70Q (2087.812058 sec): 3 clusters Score: Raw -5306676.314507 + Penalty 3657.655013 = -5303018.659495 nChanged 4 SP:Iteration 71Q (2087.968759 sec): 3 clusters Score: Raw -5306676.607803 + Penalty 3657.655013 = -5303018.952791 nChanged 1 SP:Iteration 72Q (2088.131345 sec): 3 clusters Score: Raw -5306676.637228 + Penalty 3657.655013 = -5303018.982215 nChanged 1 SP:Iteration 73Q (2088.282257 sec): 3 clusters Score: Raw -5306676.687918 + Penalty 3657.655013 = -5303019.032905 nChanged 0 SP:Iteration 74F (2088.452204 sec): 3 clusters Score: Raw -5306676.687918 + Penalty 3657.655013 = -5303019.032905 nChanged 0 Trying to split cluster 11 (2596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2088.491178 sec): 2 clusters Score: Raw -168296.675367 + Penalty 1277.530650 = -167019.144717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2088.543523 sec): 3 clusters Score: Raw -167158.961494 + Penalty 2555.061300 = -164603.900193 nChanged 902 SP:Iteration 1F (2088.589978 sec): 3 clusters Score: Raw -167663.086659 + Penalty 2555.061300 = -165108.025359 nChanged 206 SP:Iteration 2F (2088.630218 sec): 3 clusters Score: Raw -167799.496330 + Penalty 2555.061300 = -165244.435030 nChanged 140 SP:Iteration 3F (2088.678416 sec): 3 clusters Score: Raw -167891.514243 + Penalty 2555.061300 = -165336.452943 nChanged 105 SP:Iteration 4Q (2088.738387 sec): 3 clusters Score: Raw -167947.137518 + Penalty 2555.061300 = -165392.076218 nChanged 66 SP:Iteration 5Q (2088.785016 sec): 3 clusters Score: Raw -167988.632264 + Penalty 2555.061300 = -165433.570963 nChanged 61 SP:Iteration 6Q (2088.831251 sec): 3 clusters Score: Raw -168020.485547 + Penalty 2555.061300 = -165465.424246 nChanged 55 SP:Iteration 7Q (2088.890920 sec): 3 clusters Score: Raw -168046.526662 + Penalty 2555.061300 = -165491.465362 nChanged 42 SP:Iteration 8Q (2088.942327 sec): 3 clusters Score: Raw -168066.774081 + Penalty 2555.061300 = -165511.712781 nChanged 33 SP:Iteration 9Q (2088.987015 sec): 3 clusters Score: Raw -168081.828871 + Penalty 2555.061300 = -165526.767570 nChanged 27 SP:Iteration 10Q (2089.045214 sec): 3 clusters Score: Raw -168094.939670 + Penalty 2555.061300 = -165539.878370 nChanged 34 SP:Iteration 11Q (2089.084915 sec): 3 clusters Score: Raw -168109.371857 + Penalty 2555.061300 = -165554.310557 nChanged 31 SP:Iteration 12Q (2089.147790 sec): 3 clusters Score: Raw -168124.229164 + Penalty 2555.061300 = -165569.167863 nChanged 31 SP:Iteration 13Q (2089.199081 sec): 3 clusters Score: Raw -168138.203033 + Penalty 2555.061300 = -165583.141732 nChanged 25 SP:Iteration 14Q (2089.246104 sec): 3 clusters Score: Raw -168148.925928 + Penalty 2555.061300 = -165593.864628 nChanged 30 SP:Iteration 15Q (2089.296327 sec): 3 clusters Score: Raw -168165.421123 + Penalty 2555.061300 = -165610.359823 nChanged 25 SP:Iteration 16Q (2089.335764 sec): 3 clusters Score: Raw -168177.955076 + Penalty 2555.061300 = -165622.893776 nChanged 20 SP:Iteration 17Q (2089.394798 sec): 3 clusters Score: Raw -168189.331946 + Penalty 2555.061300 = -165634.270646 nChanged 24 SP:Iteration 18Q (2089.449792 sec): 3 clusters Score: Raw -168200.437439 + Penalty 2555.061300 = -165645.376139 nChanged 28 SP:Iteration 19Q (2089.501007 sec): 3 clusters Score: Raw -168209.764790 + Penalty 2555.061300 = -165654.703490 nChanged 24 SP:Iteration 20F (2089.539833 sec): 3 clusters Score: Raw -168219.608412 + Penalty 2555.061300 = -165664.547111 nChanged 19 SP:Iteration 21Q (2089.600242 sec): 3 clusters Score: Raw -168225.855546 + Penalty 2555.061300 = -165670.794245 nChanged 6 SP:Iteration 22Q (2089.643399 sec): 3 clusters Score: Raw -168229.359911 + Penalty 2555.061300 = -165674.298610 nChanged 10 SP:Iteration 23Q (2089.691606 sec): 3 clusters Score: Raw -168234.286933 + Penalty 2555.061300 = -165679.225633 nChanged 14 SP:Iteration 24Q (2089.744764 sec): 3 clusters Score: Raw -168241.696312 + Penalty 2555.061300 = -165686.635012 nChanged 17 SP:Iteration 25Q (2089.785787 sec): 3 clusters Score: Raw -168248.216932 + Penalty 2555.061300 = -165693.155631 nChanged 12 SP:Iteration 26Q (2089.841563 sec): 3 clusters Score: Raw -168252.686761 + Penalty 2555.061300 = -165697.625461 nChanged 8 SP:Iteration 27Q (2089.893048 sec): 3 clusters Score: Raw -168257.465193 + Penalty 2555.061300 = -165702.403893 nChanged 20 SP:Iteration 28Q (2089.931000 sec): 3 clusters Score: Raw -168267.139157 + Penalty 2555.061300 = -165712.077857 nChanged 19 SP:Iteration 29Q (2089.979382 sec): 3 clusters Score: Raw -168274.240314 + Penalty 2555.061300 = -165719.179014 nChanged 11 SP:Iteration 30Q (2090.030036 sec): 3 clusters Score: Raw -168278.948497 + Penalty 2555.061300 = -165723.887196 nChanged 10 SP:Iteration 31Q (2090.080030 sec): 3 clusters Score: Raw -168283.313287 + Penalty 2555.061300 = -165728.251987 nChanged 10 SP:Iteration 32Q (2090.132493 sec): 3 clusters Score: Raw -168286.913762 + Penalty 2555.061300 = -165731.852462 nChanged 11 SP:Iteration 33Q (2090.182774 sec): 3 clusters Score: Raw -168290.821588 + Penalty 2555.061300 = -165735.760288 nChanged 15 SP:Iteration 34Q (2090.227053 sec): 3 clusters Score: Raw -168295.355122 + Penalty 2555.061300 = -165740.293821 nChanged 14 SP:Iteration 35Q (2090.280058 sec): 3 clusters Score: Raw -168300.426325 + Penalty 2555.061300 = -165745.365025 nChanged 13 SP:Iteration 36Q (2090.333740 sec): 3 clusters Score: Raw -168308.599278 + Penalty 2555.061300 = -165753.537978 nChanged 13 SP:Iteration 37Q (2090.375629 sec): 3 clusters Score: Raw -168317.970368 + Penalty 2555.061300 = -165762.909068 nChanged 16 SP:Iteration 38Q (2090.427157 sec): 3 clusters Score: Raw -168325.371822 + Penalty 2555.061300 = -165770.310522 nChanged 13 SP:Iteration 39Q (2090.469845 sec): 3 clusters Score: Raw -168331.006742 + Penalty 2555.061300 = -165775.945442 nChanged 19 SP:Iteration 40F (2090.524475 sec): 3 clusters Score: Raw -168344.976621 + Penalty 2555.061300 = -165789.915320 nChanged 22 SP:Iteration 41Q (2090.564986 sec): 3 clusters Score: Raw -168358.586726 + Penalty 2555.061300 = -165803.525425 nChanged 24 SP:Iteration 42Q (2090.618968 sec): 3 clusters Score: Raw -168373.238482 + Penalty 2555.061300 = -165818.177182 nChanged 31 SP:Iteration 43Q (2090.660124 sec): 3 clusters Score: Raw -168389.542417 + Penalty 2555.061300 = -165834.481116 nChanged 27 SP:Iteration 44Q (2090.710280 sec): 3 clusters Score: Raw -168408.306004 + Penalty 2555.061300 = -165853.244703 nChanged 31 SP:Iteration 45Q (2090.770175 sec): 3 clusters Score: Raw -168429.680979 + Penalty 2555.061300 = -165874.619679 nChanged 37 SP:Iteration 46Q (2090.810723 sec): 3 clusters Score: Raw -168456.819615 + Penalty 2555.061300 = -165901.758314 nChanged 43 SP:Iteration 47Q (2090.871542 sec): 3 clusters Score: Raw -168487.102886 + Penalty 2555.061300 = -165932.041586 nChanged 39 SP:Iteration 48Q (2090.921489 sec): 3 clusters Score: Raw -168522.874866 + Penalty 2555.061300 = -165967.813566 nChanged 47 SP:Iteration 49Q (2090.972050 sec): 3 clusters Score: Raw -168558.723518 + Penalty 2555.061300 = -166003.662218 nChanged 42 SP:Iteration 50Q (2091.018401 sec): 3 clusters Score: Raw -168596.740439 + Penalty 2555.061300 = -166041.679139 nChanged 56 SP:Iteration 51Q (2091.076015 sec): 3 clusters Score: Raw -168657.866667 + Penalty 2555.061300 = -166102.805367 nChanged 55 SP:Iteration 52Q (2091.132662 sec): 3 clusters Score: Raw -168699.883674 + Penalty 2555.061300 = -166144.822374 nChanged 50 SP:Iteration 53Q (2091.181193 sec): 3 clusters Score: Raw -168730.920533 + Penalty 2555.061300 = -166175.859233 nChanged 38 SP:Iteration 54Q (2091.235248 sec): 3 clusters Score: Raw -168757.362894 + Penalty 2555.061300 = -166202.301594 nChanged 39 SP:Iteration 55Q (2091.291567 sec): 3 clusters Score: Raw -168787.611995 + Penalty 2555.061300 = -166232.550695 nChanged 33 SP:Iteration 56Q (2091.334837 sec): 3 clusters Score: Raw -168808.658751 + Penalty 2555.061300 = -166253.597451 nChanged 21 SP:Iteration 57Q (2091.386498 sec): 3 clusters Score: Raw -168820.507833 + Penalty 2555.061300 = -166265.446532 nChanged 17 SP:Iteration 58Q (2091.438521 sec): 3 clusters Score: Raw -168828.076093 + Penalty 2555.061300 = -166273.014793 nChanged 12 SP:Iteration 59Q (2091.499430 sec): 3 clusters Score: Raw -168831.874338 + Penalty 2555.061300 = -166276.813037 nChanged 10 SP:Iteration 60F (2091.549287 sec): 3 clusters Score: Raw -168835.174148 + Penalty 2555.061300 = -166280.112848 nChanged 8 SP:Iteration 61Q (2091.606837 sec): 3 clusters Score: Raw -168838.228425 + Penalty 2555.061300 = -166283.167125 nChanged 8 SP:Iteration 62Q (2091.659872 sec): 3 clusters Score: Raw -168840.735435 + Penalty 2555.061300 = -166285.674134 nChanged 8 SP:Iteration 63Q (2091.708931 sec): 3 clusters Score: Raw -168844.078472 + Penalty 2555.061300 = -166289.017172 nChanged 8 SP:Iteration 64Q (2091.755647 sec): 3 clusters Score: Raw -168847.009940 + Penalty 2555.061300 = -166291.948640 nChanged 7 SP:Iteration 65Q (2091.811268 sec): 3 clusters Score: Raw -168849.177547 + Penalty 2555.061300 = -166294.116246 nChanged 2 SP:Iteration 66Q (2091.866455 sec): 3 clusters Score: Raw -168849.913084 + Penalty 2555.061300 = -166294.851783 nChanged 1 SP:Iteration 67Q (2091.919421 sec): 3 clusters Score: Raw -168850.127179 + Penalty 2555.061300 = -166295.065878 nChanged 2 SP:Iteration 68Q (2091.975000 sec): 3 clusters Score: Raw -168851.151850 + Penalty 2555.061300 = -166296.090549 nChanged 2 SP:Iteration 69Q (2092.032504 sec): 3 clusters Score: Raw -168852.244343 + Penalty 2555.061300 = -166297.183042 nChanged 1 SP:Iteration 70Q (2092.068384 sec): 3 clusters Score: Raw -168852.321481 + Penalty 2555.061300 = -166297.260181 nChanged 0 SP:Iteration 71F (2092.118978 sec): 3 clusters Score: Raw -168852.321481 + Penalty 2555.061300 = -166297.260181 nChanged 0 Trying to split cluster 12 (6388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2092.151916 sec): 2 clusters Score: Raw -425126.415108 + Penalty 1423.853683 = -423702.561425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2092.223674 sec): 3 clusters Score: Raw -421716.026620 + Penalty 2847.707366 = -418868.319254 nChanged 2678 SP:Iteration 1F (2092.273604 sec): 3 clusters Score: Raw -423143.923065 + Penalty 2847.707366 = -420296.215700 nChanged 428 SP:Iteration 2F (2092.322257 sec): 3 clusters Score: Raw -423327.787823 + Penalty 2847.707366 = -420480.080457 nChanged 288 SP:Iteration 3Q (2092.383252 sec): 3 clusters Score: Raw -423442.269951 + Penalty 2847.707366 = -420594.562586 nChanged 216 SP:Iteration 4Q (2092.438629 sec): 3 clusters Score: Raw -423516.965959 + Penalty 2847.707366 = -420669.258593 nChanged 195 SP:Iteration 5Q (2092.500472 sec): 3 clusters Score: Raw -423582.063340 + Penalty 2847.707366 = -420734.355974 nChanged 173 SP:Iteration 6Q (2092.552933 sec): 3 clusters Score: Raw -423645.168418 + Penalty 2847.707366 = -420797.461052 nChanged 162 SP:Iteration 7Q (2092.615357 sec): 3 clusters Score: Raw -423703.519214 + Penalty 2847.707366 = -420855.811848 nChanged 159 SP:Iteration 8Q (2092.667626 sec): 3 clusters Score: Raw -423763.866660 + Penalty 2847.707366 = -420916.159295 nChanged 176 SP:Iteration 9Q (2092.727759 sec): 3 clusters Score: Raw -423836.663784 + Penalty 2847.707366 = -420988.956419 nChanged 187 SP:Iteration 10Q (2092.784178 sec): 3 clusters Score: Raw -423924.284498 + Penalty 2847.707366 = -421076.577132 nChanged 214 SP:Iteration 11Q (2092.840598 sec): 3 clusters Score: Raw -424048.936231 + Penalty 2847.707366 = -421201.228865 nChanged 265 SP:Iteration 12Q (2092.904122 sec): 3 clusters Score: Raw -424218.170068 + Penalty 2847.707366 = -421370.462702 nChanged 267 SP:Iteration 13Q (2092.957832 sec): 3 clusters Score: Raw -424404.902556 + Penalty 2847.707366 = -421557.195190 nChanged 265 SP:Iteration 14Q (2093.009647 sec): 3 clusters Score: Raw -424625.039973 + Penalty 2847.707366 = -421777.332607 nChanged 247 SP:Iteration 15Q (2093.063499 sec): 3 clusters Score: Raw -424848.142215 + Penalty 2847.707366 = -422000.434850 nChanged 224 SP:Iteration 16Q (2093.116740 sec): 3 clusters Score: Raw -425048.687333 + Penalty 2847.707366 = -422200.979968 nChanged 158 SP:Iteration 17Q (2093.176527 sec): 3 clusters Score: Raw -425193.519565 + Penalty 2847.707366 = -422345.812199 nChanged 102 SP:Iteration 18Q (2093.228610 sec): 3 clusters Score: Raw -425298.287904 + Penalty 2847.707366 = -422450.580539 nChanged 83 SP:Iteration 19Q (2093.281538 sec): 3 clusters Score: Raw -425386.874318 + Penalty 2847.707366 = -422539.166952 nChanged 65 SP:Iteration 20F (2093.341386 sec): 3 clusters Score: Raw -425453.603503 + Penalty 2847.707366 = -422605.896137 nChanged 53 SP:Iteration 21Q (2093.396677 sec): 3 clusters Score: Raw -425509.832382 + Penalty 2847.707366 = -422662.125017 nChanged 45 SP:Iteration 22Q (2093.454702 sec): 3 clusters Score: Raw -425554.304740 + Penalty 2847.707366 = -422706.597374 nChanged 33 SP:Iteration 23Q (2093.507439 sec): 3 clusters Score: Raw -425588.719204 + Penalty 2847.707366 = -422741.011839 nChanged 23 SP:Iteration 24Q (2093.565797 sec): 3 clusters Score: Raw -425611.705825 + Penalty 2847.707366 = -422763.998460 nChanged 20 SP:Iteration 25Q (2093.631215 sec): 3 clusters Score: Raw -425625.145597 + Penalty 2847.707366 = -422777.438231 nChanged 17 SP:Iteration 26Q (2093.676590 sec): 3 clusters Score: Raw -425636.203813 + Penalty 2847.707366 = -422788.496447 nChanged 12 SP:Iteration 27Q (2093.737821 sec): 3 clusters Score: Raw -425645.717921 + Penalty 2847.707366 = -422798.010555 nChanged 5 SP:Iteration 28Q (2093.795347 sec): 3 clusters Score: Raw -425649.148951 + Penalty 2847.707366 = -422801.441586 nChanged 6 SP:Iteration 29Q (2093.852775 sec): 3 clusters Score: Raw -425652.353913 + Penalty 2847.707366 = -422804.646547 nChanged 5 SP:Iteration 30Q (2093.908790 sec): 3 clusters Score: Raw -425656.046781 + Penalty 2847.707366 = -422808.339416 nChanged 4 SP:Iteration 31Q (2093.958935 sec): 3 clusters Score: Raw -425659.127155 + Penalty 2847.707366 = -422811.419789 nChanged 2 SP:Iteration 32Q (2094.020382 sec): 3 clusters Score: Raw -425660.378942 + Penalty 2847.707366 = -422812.671577 nChanged 3 SP:Iteration 33Q (2094.069576 sec): 3 clusters Score: Raw -425662.330839 + Penalty 2847.707366 = -422814.623474 nChanged 4 SP:Iteration 34Q (2094.125881 sec): 3 clusters Score: Raw -425664.706939 + Penalty 2847.707366 = -422816.999573 nChanged 4 SP:Iteration 35Q (2094.180181 sec): 3 clusters Score: Raw -425667.730054 + Penalty 2847.707366 = -422820.022688 nChanged 3 SP:Iteration 36Q (2094.244676 sec): 3 clusters Score: Raw -425670.459658 + Penalty 2847.707366 = -422822.752293 nChanged 2 SP:Iteration 37Q (2094.302443 sec): 3 clusters Score: Raw -425671.337162 + Penalty 2847.707366 = -422823.629797 nChanged 0 SP:Iteration 38F (2094.352089 sec): 3 clusters Score: Raw -425671.337162 + Penalty 2847.707366 = -422823.629797 nChanged 0 Trying to split cluster 13 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2094.376449 sec): 2 clusters Score: Raw -17693.187417 + Penalty 980.376511 = -16712.810906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2094.433889 sec): 3 clusters Score: Raw -17732.439724 + Penalty 1960.753022 = -15771.686702 nChanged 93 SP:Iteration 1F (2094.475364 sec): 3 clusters Score: Raw -17930.558420 + Penalty 1960.753022 = -15969.805398 nChanged 27 SP:Iteration 2F (2094.532145 sec): 3 clusters Score: Raw -17994.345553 + Penalty 1960.753022 = -16033.592531 nChanged 14 SP:Iteration 3Q (2094.581397 sec): 3 clusters Score: Raw -18052.148968 + Penalty 1960.753022 = -16091.395946 nChanged 14 SP:Iteration 4Q (2094.631475 sec): 3 clusters Score: Raw -18092.822952 + Penalty 1960.753022 = -16132.069930 nChanged 10 SP:Iteration 5Q (2094.676214 sec): 3 clusters Score: Raw -18116.314768 + Penalty 1960.753022 = -16155.561746 nChanged 9 SP:Iteration 6Q (2094.715123 sec): 3 clusters Score: Raw -18150.427610 + Penalty 1960.753022 = -16189.674588 nChanged 7 SP:Iteration 7Q (2094.762396 sec): 3 clusters Score: Raw -18160.912230 + Penalty 1960.753022 = -16200.159208 nChanged 2 SP:Iteration 8Q (2094.819747 sec): 3 clusters Score: Raw -18163.592654 + Penalty 1960.753022 = -16202.839632 nChanged 1 SP:Iteration 9Q (2094.858899 sec): 3 clusters Score: Raw -18165.909575 + Penalty 1960.753022 = -16205.156553 nChanged 0 SP:Iteration 10F (2094.901962 sec): 3 clusters Score: Raw -18165.909575 + Penalty 1960.753022 = -16205.156553 nChanged 0 Trying to split cluster 14 (54507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2095.012875 sec): 2 clusters Score: Raw -3498267.497415 + Penalty 1772.238717 = -3496495.258698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2095.144894 sec): 3 clusters Score: Raw -3463759.001399 + Penalty 3544.477434 = -3460214.523965 nChanged 25626 SP:Iteration 1F (2095.287681 sec): 3 clusters Score: Raw -3478087.872603 + Penalty 3544.477434 = -3474543.395169 nChanged 2167 SP:Iteration 2Q (2095.426427 sec): 3 clusters Score: Raw -3478690.245102 + Penalty 3544.477434 = -3475145.767667 nChanged 2193 SP:Iteration 3Q (2095.589119 sec): 3 clusters Score: Raw -3479323.155422 + Penalty 3544.477434 = -3475778.677988 nChanged 2242 SP:Iteration 4Q (2095.740363 sec): 3 clusters Score: Raw -3480110.350397 + Penalty 3544.477434 = -3476565.872963 nChanged 2593 SP:Iteration 5Q (2095.885826 sec): 3 clusters Score: Raw -3481173.812561 + Penalty 3544.477434 = -3477629.335127 nChanged 2876 SP:Iteration 6F (2096.026581 sec): 3 clusters Score: Raw -3482467.722607 + Penalty 3544.477434 = -3478923.245173 nChanged 2974 SP:Iteration 7F (2096.165373 sec): 3 clusters Score: Raw -3483894.035025 + Penalty 3544.477434 = -3480349.557591 nChanged 3127 SP:Iteration 8F (2096.306452 sec): 3 clusters Score: Raw -3485517.977269 + Penalty 3544.477434 = -3481973.499835 nChanged 3000 SP:Iteration 9F (2096.443349 sec): 3 clusters Score: Raw -3487075.118288 + Penalty 3544.477434 = -3483530.640854 nChanged 2649 SP:Iteration 10Q (2096.589991 sec): 3 clusters Score: Raw -3488458.372171 + Penalty 3544.477434 = -3484913.894737 nChanged 2332 SP:Iteration 11Q (2096.738771 sec): 3 clusters Score: Raw -3489868.407706 + Penalty 3544.477434 = -3486323.930272 nChanged 2144 SP:Iteration 12Q (2096.885581 sec): 3 clusters Score: Raw -3491592.265557 + Penalty 3544.477434 = -3488047.788123 nChanged 1913 SP:Iteration 13Q (2097.027264 sec): 3 clusters Score: Raw -3493532.263804 + Penalty 3544.477434 = -3489987.786370 nChanged 1546 SP:Iteration 14Q (2097.162289 sec): 3 clusters Score: Raw -3495231.269341 + Penalty 3544.477434 = -3491686.791907 nChanged 1310 SP:Iteration 15Q (2097.292436 sec): 3 clusters Score: Raw -3496400.398477 + Penalty 3544.477434 = -3492855.921043 nChanged 889 SP:Iteration 16Q (2097.416662 sec): 3 clusters Score: Raw -3497043.655640 + Penalty 3544.477434 = -3493499.178206 nChanged 632 SP:Iteration 17Q (2097.547362 sec): 3 clusters Score: Raw -3497511.568255 + Penalty 3544.477434 = -3493967.090820 nChanged 519 SP:Iteration 18Q (2097.675882 sec): 3 clusters Score: Raw -3497845.406602 + Penalty 3544.477434 = -3494300.929168 nChanged 422 SP:Iteration 19Q (2097.793361 sec): 3 clusters Score: Raw -3498062.383290 + Penalty 3544.477434 = -3494517.905856 nChanged 346 SP:Iteration 20F (2097.941260 sec): 3 clusters Score: Raw -3498245.329228 + Penalty 3544.477434 = -3494700.851794 nChanged 310 SP:Iteration 21Q (2098.070930 sec): 3 clusters Score: Raw -3498372.543458 + Penalty 3544.477434 = -3494828.066024 nChanged 265 SP:Iteration 22Q (2098.196703 sec): 3 clusters Score: Raw -3498464.344578 + Penalty 3544.477434 = -3494919.867144 nChanged 209 SP:Iteration 23Q (2098.308381 sec): 3 clusters Score: Raw -3498526.305196 + Penalty 3544.477434 = -3494981.827762 nChanged 168 SP:Iteration 24Q (2098.446970 sec): 3 clusters Score: Raw -3498568.931858 + Penalty 3544.477434 = -3495024.454424 nChanged 145 SP:Iteration 25Q (2098.575209 sec): 3 clusters Score: Raw -3498602.414186 + Penalty 3544.477434 = -3495057.936752 nChanged 117 SP:Iteration 26Q (2098.712180 sec): 3 clusters Score: Raw -3498626.441361 + Penalty 3544.477434 = -3495081.963927 nChanged 105 SP:Iteration 27Q (2098.838745 sec): 3 clusters Score: Raw -3498646.998801 + Penalty 3544.477434 = -3495102.521367 nChanged 117 SP:Iteration 28Q (2098.959831 sec): 3 clusters Score: Raw -3498672.637297 + Penalty 3544.477434 = -3495128.159863 nChanged 109 SP:Iteration 29Q (2099.084101 sec): 3 clusters Score: Raw -3498696.775372 + Penalty 3544.477434 = -3495152.297938 nChanged 104 SP:Iteration 30Q (2099.206460 sec): 3 clusters Score: Raw -3498714.364425 + Penalty 3544.477434 = -3495169.886991 nChanged 79 SP:Iteration 31Q (2099.330478 sec): 3 clusters Score: Raw -3498726.462060 + Penalty 3544.477434 = -3495181.984626 nChanged 67 SP:Iteration 32Q (2099.455195 sec): 3 clusters Score: Raw -3498736.808911 + Penalty 3544.477434 = -3495192.331477 nChanged 63 SP:Iteration 33Q (2099.570339 sec): 3 clusters Score: Raw -3498746.634208 + Penalty 3544.477434 = -3495202.156774 nChanged 43 SP:Iteration 34Q (2099.703671 sec): 3 clusters Score: Raw -3498753.431557 + Penalty 3544.477434 = -3495208.954123 nChanged 38 SP:Iteration 35Q (2099.825381 sec): 3 clusters Score: Raw -3498758.686609 + Penalty 3544.477434 = -3495214.209175 nChanged 32 SP:Iteration 36Q (2099.955622 sec): 3 clusters Score: Raw -3498762.755528 + Penalty 3544.477434 = -3495218.278094 nChanged 22 SP:Iteration 37Q (2100.082545 sec): 3 clusters Score: Raw -3498765.276198 + Penalty 3544.477434 = -3495220.798764 nChanged 27 SP:Iteration 38Q (2100.202834 sec): 3 clusters Score: Raw -3498768.897043 + Penalty 3544.477434 = -3495224.419609 nChanged 24 SP:Iteration 39Q (2100.317675 sec): 3 clusters Score: Raw -3498772.381476 + Penalty 3544.477434 = -3495227.904042 nChanged 29 SP:Iteration 40F (2100.458290 sec): 3 clusters Score: Raw -3498776.227252 + Penalty 3544.477434 = -3495231.749818 nChanged 29 SP:Iteration 41Q (2100.575907 sec): 3 clusters Score: Raw -3498779.659910 + Penalty 3544.477434 = -3495235.182476 nChanged 30 SP:Iteration 42Q (2100.691964 sec): 3 clusters Score: Raw -3498783.352703 + Penalty 3544.477434 = -3495238.875268 nChanged 29 SP:Iteration 43Q (2100.814078 sec): 3 clusters Score: Raw -3498786.608773 + Penalty 3544.477434 = -3495242.131338 nChanged 24 SP:Iteration 44Q (2100.933849 sec): 3 clusters Score: Raw -3498789.623377 + Penalty 3544.477434 = -3495245.145943 nChanged 28 SP:Iteration 45Q (2101.050683 sec): 3 clusters Score: Raw -3498792.970217 + Penalty 3544.477434 = -3495248.492783 nChanged 25 SP:Iteration 46Q (2101.170724 sec): 3 clusters Score: Raw -3498795.658243 + Penalty 3544.477434 = -3495251.180809 nChanged 29 SP:Iteration 47Q (2101.279306 sec): 3 clusters Score: Raw -3498799.812866 + Penalty 3544.477434 = -3495255.335431 nChanged 35 SP:Iteration 48Q (2101.411682 sec): 3 clusters Score: Raw -3498805.000246 + Penalty 3544.477434 = -3495260.522811 nChanged 41 SP:Iteration 49Q (2101.536333 sec): 3 clusters Score: Raw -3498810.136287 + Penalty 3544.477434 = -3495265.658853 nChanged 28 SP:Iteration 50Q (2101.658879 sec): 3 clusters Score: Raw -3498813.594113 + Penalty 3544.477434 = -3495269.116679 nChanged 32 SP:Iteration 51Q (2101.777702 sec): 3 clusters Score: Raw -3498818.029165 + Penalty 3544.477434 = -3495273.551731 nChanged 29 SP:Iteration 52Q (2101.902692 sec): 3 clusters Score: Raw -3498820.924571 + Penalty 3544.477434 = -3495276.447137 nChanged 21 SP:Iteration 53Q (2102.028135 sec): 3 clusters Score: Raw -3498822.929536 + Penalty 3544.477434 = -3495278.452102 nChanged 18 SP:Iteration 54Q (2102.145564 sec): 3 clusters Score: Raw -3498824.848643 + Penalty 3544.477434 = -3495280.371208 nChanged 17 SP:Iteration 55Q (2102.273646 sec): 3 clusters Score: Raw -3498826.643928 + Penalty 3544.477434 = -3495282.166494 nChanged 10 SP:Iteration 56Q (2102.383454 sec): 3 clusters Score: Raw -3498827.693202 + Penalty 3544.477434 = -3495283.215768 nChanged 13 SP:Iteration 57Q (2102.493094 sec): 3 clusters Score: Raw -3498829.499205 + Penalty 3544.477434 = -3495285.021771 nChanged 17 SP:Iteration 58Q (2102.617414 sec): 3 clusters Score: Raw -3498831.550427 + Penalty 3544.477434 = -3495287.072993 nChanged 19 SP:Iteration 59Q (2102.732135 sec): 3 clusters Score: Raw -3498833.756161 + Penalty 3544.477434 = -3495289.278727 nChanged 18 SP:Iteration 60F (2102.872515 sec): 3 clusters Score: Raw -3498835.993704 + Penalty 3544.477434 = -3495291.516270 nChanged 20 SP:Iteration 61Q (2102.992251 sec): 3 clusters Score: Raw -3498838.543857 + Penalty 3544.477434 = -3495294.066423 nChanged 20 SP:Iteration 62Q (2103.116535 sec): 3 clusters Score: Raw -3498840.697999 + Penalty 3544.477434 = -3495296.220565 nChanged 18 SP:Iteration 63Q (2103.240404 sec): 3 clusters Score: Raw -3498842.713476 + Penalty 3544.477434 = -3495298.236042 nChanged 17 SP:Iteration 64Q (2103.364045 sec): 3 clusters Score: Raw -3498845.230817 + Penalty 3544.477434 = -3495300.753383 nChanged 21 SP:Iteration 65Q (2103.487261 sec): 3 clusters Score: Raw -3498848.148057 + Penalty 3544.477434 = -3495303.670623 nChanged 21 SP:Iteration 66Q (2103.606615 sec): 3 clusters Score: Raw -3498850.670784 + Penalty 3544.477434 = -3495306.193350 nChanged 16 SP:Iteration 67Q (2103.731134 sec): 3 clusters Score: Raw -3498852.597904 + Penalty 3544.477434 = -3495308.120469 nChanged 16 SP:Iteration 68Q (2103.858172 sec): 3 clusters Score: Raw -3498854.047525 + Penalty 3544.477434 = -3495309.570091 nChanged 12 SP:Iteration 69Q (2103.981302 sec): 3 clusters Score: Raw -3498855.176210 + Penalty 3544.477434 = -3495310.698776 nChanged 10 SP:Iteration 70Q (2104.102702 sec): 3 clusters Score: Raw -3498856.114774 + Penalty 3544.477434 = -3495311.637340 nChanged 10 SP:Iteration 71Q (2104.223333 sec): 3 clusters Score: Raw -3498856.864204 + Penalty 3544.477434 = -3495312.386770 nChanged 10 SP:Iteration 72Q (2104.331565 sec): 3 clusters Score: Raw -3498857.872417 + Penalty 3544.477434 = -3495313.394983 nChanged 10 SP:Iteration 73Q (2104.457691 sec): 3 clusters Score: Raw -3498859.017418 + Penalty 3544.477434 = -3495314.539983 nChanged 10 SP:Iteration 74Q (2104.574250 sec): 3 clusters Score: Raw -3498860.123727 + Penalty 3544.477434 = -3495315.646292 nChanged 9 SP:Iteration 75Q (2104.682577 sec): 3 clusters Score: Raw -3498861.360493 + Penalty 3544.477434 = -3495316.883059 nChanged 15 SP:Iteration 76Q (2104.803473 sec): 3 clusters Score: Raw -3498862.873295 + Penalty 3544.477434 = -3495318.395861 nChanged 18 SP:Iteration 77Q (2104.929392 sec): 3 clusters Score: Raw -3498865.066954 + Penalty 3544.477434 = -3495320.589520 nChanged 26 SP:Iteration 78Q (2105.047107 sec): 3 clusters Score: Raw -3498868.615577 + Penalty 3544.477434 = -3495324.138143 nChanged 28 SP:Iteration 79Q (2105.187903 sec): 3 clusters Score: Raw -3498872.175167 + Penalty 3544.477434 = -3495327.697733 nChanged 18 SP:Iteration 80F (2105.325842 sec): 3 clusters Score: Raw -3498874.101584 + Penalty 3544.477434 = -3495329.624150 nChanged 15 SP:Iteration 81Q (2105.442261 sec): 3 clusters Score: Raw -3498876.181937 + Penalty 3544.477434 = -3495331.704503 nChanged 13 SP:Iteration 82Q (2105.552367 sec): 3 clusters Score: Raw -3498878.127364 + Penalty 3544.477434 = -3495333.649930 nChanged 16 SP:Iteration 83Q (2105.675466 sec): 3 clusters Score: Raw -3498880.555959 + Penalty 3544.477434 = -3495336.078524 nChanged 18 SP:Iteration 84Q (2105.805986 sec): 3 clusters Score: Raw -3498882.771093 + Penalty 3544.477434 = -3495338.293659 nChanged 19 SP:Iteration 85Q (2105.927107 sec): 3 clusters Score: Raw -3498885.050788 + Penalty 3544.477434 = -3495340.573354 nChanged 23 SP:Iteration 86Q (2106.044543 sec): 3 clusters Score: Raw -3498888.062543 + Penalty 3544.477434 = -3495343.585109 nChanged 24 SP:Iteration 87Q (2106.162407 sec): 3 clusters Score: Raw -3498891.299479 + Penalty 3544.477434 = -3495346.822045 nChanged 19 SP:Iteration 88Q (2106.285855 sec): 3 clusters Score: Raw -3498893.825982 + Penalty 3544.477434 = -3495349.348548 nChanged 18 SP:Iteration 89Q (2106.409474 sec): 3 clusters Score: Raw -3498896.405683 + Penalty 3544.477434 = -3495351.928248 nChanged 20 SP:Iteration 90Q (2106.532591 sec): 3 clusters Score: Raw -3498898.734550 + Penalty 3544.477434 = -3495354.257116 nChanged 11 SP:Iteration 91Q (2106.644438 sec): 3 clusters Score: Raw -3498900.034417 + Penalty 3544.477434 = -3495355.556983 nChanged 8 SP:Iteration 92Q (2106.754268 sec): 3 clusters Score: Raw -3498901.076717 + Penalty 3544.477434 = -3495356.599282 nChanged 10 SP:Iteration 93Q (2106.875157 sec): 3 clusters Score: Raw -3498902.326975 + Penalty 3544.477434 = -3495357.849540 nChanged 10 SP:Iteration 94Q (2106.991116 sec): 3 clusters Score: Raw -3498903.641489 + Penalty 3544.477434 = -3495359.164055 nChanged 11 SP:Iteration 95Q (2107.107662 sec): 3 clusters Score: Raw -3498905.486882 + Penalty 3544.477434 = -3495361.009448 nChanged 14 SP:Iteration 96Q (2107.240735 sec): 3 clusters Score: Raw -3498907.450257 + Penalty 3544.477434 = -3495362.972823 nChanged 12 SP:Iteration 97Q (2107.371909 sec): 3 clusters Score: Raw -3498909.300017 + Penalty 3544.477434 = -3495364.822583 nChanged 13 SP:Iteration 98Q (2107.493504 sec): 3 clusters Score: Raw -3498911.437798 + Penalty 3544.477434 = -3495366.960364 nChanged 19 SP:Iteration 99Q (2107.603706 sec): 3 clusters Score: Raw -3498913.723491 + Penalty 3544.477434 = -3495369.246057 nChanged 14 SP:Iteration 100F (2107.742526 sec): 3 clusters Score: Raw -3498915.449212 + Penalty 3544.477434 = -3495370.971778 nChanged 7 SP:Iteration 101Q (2107.870096 sec): 3 clusters Score: Raw -3498916.102659 + Penalty 3544.477434 = -3495371.625225 nChanged 5 SP:Iteration 102Q (2107.979897 sec): 3 clusters Score: Raw -3498916.682004 + Penalty 3544.477434 = -3495372.204570 nChanged 7 SP:Iteration 103Q (2108.111022 sec): 3 clusters Score: Raw -3498917.235034 + Penalty 3544.477434 = -3495372.757600 nChanged 2 SP:Iteration 104Q (2108.226096 sec): 3 clusters Score: Raw -3498917.507017 + Penalty 3544.477434 = -3495373.029583 nChanged 4 SP:Iteration 105Q (2108.350492 sec): 3 clusters Score: Raw -3498917.897348 + Penalty 3544.477434 = -3495373.419914 nChanged 3 SP:Iteration 106Q (2108.466569 sec): 3 clusters Score: Raw -3498918.187894 + Penalty 3544.477434 = -3495373.710460 nChanged 3 SP:Iteration 107Q (2108.586801 sec): 3 clusters Score: Raw -3498918.426112 + Penalty 3544.477434 = -3495373.948678 nChanged 4 SP:Iteration 108Q (2108.694739 sec): 3 clusters Score: Raw -3498918.812381 + Penalty 3544.477434 = -3495374.334947 nChanged 2 SP:Iteration 109Q (2108.830630 sec): 3 clusters Score: Raw -3498919.078538 + Penalty 3544.477434 = -3495374.601104 nChanged 3 SP:Iteration 110Q (2108.945507 sec): 3 clusters Score: Raw -3498919.415568 + Penalty 3544.477434 = -3495374.938133 nChanged 3 SP:Iteration 111Q (2109.064133 sec): 3 clusters Score: Raw -3498919.615497 + Penalty 3544.477434 = -3495375.138063 nChanged 3 SP:Iteration 112Q (2109.171893 sec): 3 clusters Score: Raw -3498919.956570 + Penalty 3544.477434 = -3495375.479135 nChanged 3 SP:Iteration 113Q (2109.295700 sec): 3 clusters Score: Raw -3498920.232006 + Penalty 3544.477434 = -3495375.754572 nChanged 1 SP:Iteration 114Q (2109.405341 sec): 3 clusters Score: Raw -3498920.282899 + Penalty 3544.477434 = -3495375.805465 nChanged 1 SP:Iteration 115Q (2109.521829 sec): 3 clusters Score: Raw -3498920.413829 + Penalty 3544.477434 = -3495375.936394 nChanged 1 SP:Iteration 116Q (2109.653069 sec): 3 clusters Score: Raw -3498920.505728 + Penalty 3544.477434 = -3495376.028294 nChanged 1 SP:Iteration 117Q (2109.777482 sec): 3 clusters Score: Raw -3498920.552982 + Penalty 3544.477434 = -3495376.075548 nChanged 0 SP:Iteration 118F (2109.915107 sec): 3 clusters Score: Raw -3498920.552982 + Penalty 3544.477434 = -3495376.075548 nChanged 0 Trying to split cluster 15 (11515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2109.961727 sec): 2 clusters Score: Raw -774196.694801 + Penalty 1519.603444 = -772677.091356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2110.020389 sec): 3 clusters Score: Raw -767526.982115 + Penalty 3039.206889 = -764487.775226 nChanged 5028 SP:Iteration 1F (2110.090086 sec): 3 clusters Score: Raw -770240.282135 + Penalty 3039.206889 = -767201.075246 nChanged 690 SP:Iteration 2F (2110.162094 sec): 3 clusters Score: Raw -770535.157787 + Penalty 3039.206889 = -767495.950898 nChanged 596 SP:Iteration 3F (2110.232842 sec): 3 clusters Score: Raw -770802.976011 + Penalty 3039.206889 = -767763.769122 nChanged 546 SP:Iteration 4Q (2110.300781 sec): 3 clusters Score: Raw -771070.185111 + Penalty 3039.206889 = -768030.978222 nChanged 564 SP:Iteration 5Q (2110.369922 sec): 3 clusters Score: Raw -771365.448513 + Penalty 3039.206889 = -768326.241624 nChanged 571 SP:Iteration 6Q (2110.428930 sec): 3 clusters Score: Raw -771702.614772 + Penalty 3039.206889 = -768663.407883 nChanged 600 SP:Iteration 7F (2110.506917 sec): 3 clusters Score: Raw -772096.374341 + Penalty 3039.206889 = -769057.167452 nChanged 570 SP:Iteration 8Q (2110.575254 sec): 3 clusters Score: Raw -772487.055293 + Penalty 3039.206889 = -769447.848404 nChanged 522 SP:Iteration 9Q (2110.631725 sec): 3 clusters Score: Raw -772855.631532 + Penalty 3039.206889 = -769816.424643 nChanged 455 SP:Iteration 10Q (2110.706991 sec): 3 clusters Score: Raw -773197.139733 + Penalty 3039.206889 = -770157.932844 nChanged 390 SP:Iteration 11Q (2110.777463 sec): 3 clusters Score: Raw -773464.545141 + Penalty 3039.206889 = -770425.338252 nChanged 322 SP:Iteration 12Q (2110.844620 sec): 3 clusters Score: Raw -773678.061825 + Penalty 3039.206889 = -770638.854936 nChanged 245 SP:Iteration 13Q (2110.912321 sec): 3 clusters Score: Raw -773856.437735 + Penalty 3039.206889 = -770817.230846 nChanged 242 SP:Iteration 14Q (2110.978566 sec): 3 clusters Score: Raw -773990.335656 + Penalty 3039.206889 = -770951.128767 nChanged 172 SP:Iteration 15Q (2111.041728 sec): 3 clusters Score: Raw -774088.940876 + Penalty 3039.206889 = -771049.733987 nChanged 162 SP:Iteration 16Q (2111.108020 sec): 3 clusters Score: Raw -774183.810149 + Penalty 3039.206889 = -771144.603260 nChanged 162 SP:Iteration 17Q (2111.175102 sec): 3 clusters Score: Raw -774276.651298 + Penalty 3039.206889 = -771237.444409 nChanged 130 SP:Iteration 18Q (2111.234402 sec): 3 clusters Score: Raw -774345.705036 + Penalty 3039.206889 = -771306.498147 nChanged 111 SP:Iteration 19Q (2111.298714 sec): 3 clusters Score: Raw -774398.814735 + Penalty 3039.206889 = -771359.607846 nChanged 86 SP:Iteration 20F (2111.366148 sec): 3 clusters Score: Raw -774442.880695 + Penalty 3039.206889 = -771403.673806 nChanged 75 SP:Iteration 21Q (2111.424414 sec): 3 clusters Score: Raw -774472.776467 + Penalty 3039.206889 = -771433.569578 nChanged 63 SP:Iteration 22Q (2111.493778 sec): 3 clusters Score: Raw -774489.078055 + Penalty 3039.206889 = -771449.871166 nChanged 51 SP:Iteration 23Q (2111.565457 sec): 3 clusters Score: Raw -774503.652871 + Penalty 3039.206889 = -771464.445982 nChanged 45 SP:Iteration 24Q (2111.633006 sec): 3 clusters Score: Raw -774515.683798 + Penalty 3039.206889 = -771476.476909 nChanged 31 SP:Iteration 25Q (2111.696886 sec): 3 clusters Score: Raw -774525.704602 + Penalty 3039.206889 = -771486.497713 nChanged 29 SP:Iteration 26Q (2111.758985 sec): 3 clusters Score: Raw -774532.194111 + Penalty 3039.206889 = -771492.987222 nChanged 20 SP:Iteration 27Q (2111.825826 sec): 3 clusters Score: Raw -774537.999572 + Penalty 3039.206889 = -771498.792683 nChanged 22 SP:Iteration 28Q (2111.889906 sec): 3 clusters Score: Raw -774542.722171 + Penalty 3039.206889 = -771503.515282 nChanged 18 SP:Iteration 29Q (2111.958648 sec): 3 clusters Score: Raw -774546.533834 + Penalty 3039.206889 = -771507.326945 nChanged 18 SP:Iteration 30Q (2112.017059 sec): 3 clusters Score: Raw -774549.580807 + Penalty 3039.206889 = -771510.373918 nChanged 6 SP:Iteration 31Q (2112.093257 sec): 3 clusters Score: Raw -774550.689161 + Penalty 3039.206889 = -771511.482272 nChanged 12 SP:Iteration 32Q (2112.155670 sec): 3 clusters Score: Raw -774553.353444 + Penalty 3039.206889 = -771514.146555 nChanged 10 SP:Iteration 33Q (2112.225609 sec): 3 clusters Score: Raw -774554.961963 + Penalty 3039.206889 = -771515.755074 nChanged 8 SP:Iteration 34Q (2112.281299 sec): 3 clusters Score: Raw -774556.449781 + Penalty 3039.206889 = -771517.242892 nChanged 11 SP:Iteration 35Q (2112.358628 sec): 3 clusters Score: Raw -774558.794350 + Penalty 3039.206889 = -771519.587461 nChanged 13 SP:Iteration 36Q (2112.422379 sec): 3 clusters Score: Raw -774561.389001 + Penalty 3039.206889 = -771522.182112 nChanged 12 SP:Iteration 37Q (2112.475502 sec): 3 clusters Score: Raw -774563.780807 + Penalty 3039.206889 = -771524.573918 nChanged 11 SP:Iteration 38Q (2112.550095 sec): 3 clusters Score: Raw -774566.183442 + Penalty 3039.206889 = -771526.976553 nChanged 10 SP:Iteration 39Q (2112.616338 sec): 3 clusters Score: Raw -774568.270960 + Penalty 3039.206889 = -771529.064071 nChanged 12 SP:Iteration 40F (2112.681987 sec): 3 clusters Score: Raw -774570.711601 + Penalty 3039.206889 = -771531.504712 nChanged 7 SP:Iteration 41Q (2112.737389 sec): 3 clusters Score: Raw -774571.647277 + Penalty 3039.206889 = -771532.440388 nChanged 4 SP:Iteration 42Q (2112.814761 sec): 3 clusters Score: Raw -774572.335197 + Penalty 3039.206889 = -771533.128308 nChanged 5 SP:Iteration 43Q (2112.878137 sec): 3 clusters Score: Raw -774572.816476 + Penalty 3039.206889 = -771533.609587 nChanged 1 SP:Iteration 44Q (2112.934646 sec): 3 clusters Score: Raw -774572.935564 + Penalty 3039.206889 = -771533.728675 nChanged 1 SP:Iteration 45Q (2113.015111 sec): 3 clusters Score: Raw -774572.977312 + Penalty 3039.206889 = -771533.770423 nChanged 1 SP:Iteration 46Q (2113.068599 sec): 3 clusters Score: Raw -774573.111687 + Penalty 3039.206889 = -771533.904798 nChanged 2 SP:Iteration 47Q (2113.144466 sec): 3 clusters Score: Raw -774573.478872 + Penalty 3039.206889 = -771534.271983 nChanged 1 SP:Iteration 48Q (2113.209328 sec): 3 clusters Score: Raw -774573.705350 + Penalty 3039.206889 = -771534.498461 nChanged 2 SP:Iteration 49Q (2113.266221 sec): 3 clusters Score: Raw -774573.932819 + Penalty 3039.206889 = -771534.725930 nChanged 0 SP:Iteration 50F (2113.345707 sec): 3 clusters Score: Raw -774573.932819 + Penalty 3039.206889 = -771534.725930 nChanged 0 Trying to split cluster 16 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2113.361029 sec): 2 clusters Score: Raw -21378.955868 + Penalty 995.616242 = -20383.339626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2113.418186 sec): 3 clusters Score: Raw -21362.597597 + Penalty 1991.232485 = -19371.365112 nChanged 101 SP:Iteration 1F (2113.460631 sec): 3 clusters Score: Raw -21561.936840 + Penalty 1991.232485 = -19570.704355 nChanged 27 SP:Iteration 2F (2113.516572 sec): 3 clusters Score: Raw -21641.130935 + Penalty 1991.232485 = -19649.898450 nChanged 24 SP:Iteration 3F (2113.562288 sec): 3 clusters Score: Raw -21741.289738 + Penalty 1991.232485 = -19750.057253 nChanged 24 SP:Iteration 4F (2113.609927 sec): 3 clusters Score: Raw -21812.627096 + Penalty 1991.232485 = -19821.394611 nChanged 18 SP:Iteration 5Q (2113.645263 sec): 3 clusters Score: Raw -21884.209843 + Penalty 1991.232485 = -19892.977359 nChanged 14 SP:Iteration 6Q (2113.692499 sec): 3 clusters Score: Raw -21939.804052 + Penalty 1991.232485 = -19948.571568 nChanged 11 SP:Iteration 7Q (2113.740310 sec): 3 clusters Score: Raw -21986.443928 + Penalty 1991.232485 = -19995.211443 nChanged 6 SP:Iteration 8Q (2113.796568 sec): 3 clusters Score: Raw -21999.390827 + Penalty 1991.232485 = -20008.158342 nChanged 3 SP:Iteration 9Q (2113.846070 sec): 3 clusters Score: Raw -22012.435973 + Penalty 1991.232485 = -20021.203488 nChanged 7 SP:Iteration 10Q (2113.893664 sec): 3 clusters Score: Raw -22036.054845 + Penalty 1991.232485 = -20044.822360 nChanged 2 SP:Iteration 11Q (2113.937525 sec): 3 clusters Score: Raw -22041.507024 + Penalty 1991.232485 = -20050.274539 nChanged 2 SP:Iteration 12Q (2113.995077 sec): 3 clusters Score: Raw -22045.766370 + Penalty 1991.232485 = -20054.533885 nChanged 1 SP:Iteration 13Q (2114.038852 sec): 3 clusters Score: Raw -22049.880795 + Penalty 1991.232485 = -20058.648310 nChanged 2 SP:Iteration 14Q (2114.084931 sec): 3 clusters Score: Raw -22055.710114 + Penalty 1991.232485 = -20064.477629 nChanged 2 SP:Iteration 15Q (2114.138560 sec): 3 clusters Score: Raw -22062.806617 + Penalty 1991.232485 = -20071.574132 nChanged 0 SP:Iteration 16F (2114.175837 sec): 3 clusters Score: Raw -22062.806617 + Penalty 1991.232485 = -20071.574132 nChanged 0 Trying to split cluster 17 (10254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2114.226840 sec): 2 clusters Score: Raw -616652.967192 + Penalty 1500.756262 = -615152.210930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2114.286334 sec): 3 clusters Score: Raw -610856.885845 + Penalty 3001.512525 = -607855.373320 nChanged 4467 SP:Iteration 1F (2114.345207 sec): 3 clusters Score: Raw -613562.376610 + Penalty 3001.512525 = -610560.864086 nChanged 768 SP:Iteration 2F (2114.399668 sec): 3 clusters Score: Raw -614111.315613 + Penalty 3001.512525 = -611109.803089 nChanged 767 SP:Iteration 3F (2114.460713 sec): 3 clusters Score: Raw -614828.339233 + Penalty 3001.512525 = -611826.826709 nChanged 868 SP:Iteration 4F (2114.530300 sec): 3 clusters Score: Raw -615593.693197 + Penalty 3001.512525 = -612592.180673 nChanged 818 SP:Iteration 5F (2114.582763 sec): 3 clusters Score: Raw -616279.007584 + Penalty 3001.512525 = -613277.495060 nChanged 698 SP:Iteration 6F (2114.653869 sec): 3 clusters Score: Raw -616818.608467 + Penalty 3001.512525 = -613817.095942 nChanged 511 SP:Iteration 7Q (2114.715440 sec): 3 clusters Score: Raw -617161.687961 + Penalty 3001.512525 = -614160.175436 nChanged 360 SP:Iteration 8Q (2114.773715 sec): 3 clusters Score: Raw -617375.094188 + Penalty 3001.512525 = -614373.581663 nChanged 278 SP:Iteration 9Q (2114.846145 sec): 3 clusters Score: Raw -617506.175489 + Penalty 3001.512525 = -614504.662964 nChanged 190 SP:Iteration 10Q (2114.911872 sec): 3 clusters Score: Raw -617585.147381 + Penalty 3001.512525 = -614583.634856 nChanged 151 SP:Iteration 11Q (2114.978199 sec): 3 clusters Score: Raw -617649.601274 + Penalty 3001.512525 = -614648.088750 nChanged 130 SP:Iteration 12Q (2115.041033 sec): 3 clusters Score: Raw -617701.110943 + Penalty 3001.512525 = -614699.598419 nChanged 113 SP:Iteration 13Q (2115.105283 sec): 3 clusters Score: Raw -617745.789466 + Penalty 3001.512525 = -614744.276942 nChanged 99 SP:Iteration 14Q (2115.166985 sec): 3 clusters Score: Raw -617785.473533 + Penalty 3001.512525 = -614783.961008 nChanged 83 SP:Iteration 15Q (2115.220791 sec): 3 clusters Score: Raw -617817.030008 + Penalty 3001.512525 = -614815.517483 nChanged 71 SP:Iteration 16Q (2115.287891 sec): 3 clusters Score: Raw -617844.075740 + Penalty 3001.512525 = -614842.563216 nChanged 79 SP:Iteration 17Q (2115.352838 sec): 3 clusters Score: Raw -617872.265614 + Penalty 3001.512525 = -614870.753090 nChanged 66 SP:Iteration 18Q (2115.423789 sec): 3 clusters Score: Raw -617892.385849 + Penalty 3001.512525 = -614890.873324 nChanged 56 SP:Iteration 19Q (2115.478484 sec): 3 clusters Score: Raw -617911.157604 + Penalty 3001.512525 = -614909.645079 nChanged 55 SP:Iteration 20F (2115.543376 sec): 3 clusters Score: Raw -617926.120792 + Penalty 3001.512525 = -614924.608267 nChanged 34 SP:Iteration 21Q (2115.621200 sec): 3 clusters Score: Raw -617934.599545 + Penalty 3001.512525 = -614933.087020 nChanged 21 SP:Iteration 22Q (2115.684554 sec): 3 clusters Score: Raw -617939.554754 + Penalty 3001.512525 = -614938.042230 nChanged 24 SP:Iteration 23Q (2115.746841 sec): 3 clusters Score: Raw -617945.229221 + Penalty 3001.512525 = -614943.716697 nChanged 20 SP:Iteration 24Q (2115.804569 sec): 3 clusters Score: Raw -617949.165399 + Penalty 3001.512525 = -614947.652875 nChanged 13 SP:Iteration 25Q (2115.865849 sec): 3 clusters Score: Raw -617951.711192 + Penalty 3001.512525 = -614950.198668 nChanged 7 SP:Iteration 26Q (2115.936366 sec): 3 clusters Score: Raw -617952.903019 + Penalty 3001.512525 = -614951.390495 nChanged 7 SP:Iteration 27Q (2116.003106 sec): 3 clusters Score: Raw -617954.151749 + Penalty 3001.512525 = -614952.639224 nChanged 7 SP:Iteration 28Q (2116.058855 sec): 3 clusters Score: Raw -617955.729327 + Penalty 3001.512525 = -614954.216803 nChanged 4 SP:Iteration 29Q (2116.125603 sec): 3 clusters Score: Raw -617956.386135 + Penalty 3001.512525 = -614954.873611 nChanged 3 SP:Iteration 30Q (2116.193664 sec): 3 clusters Score: Raw -617956.900040 + Penalty 3001.512525 = -614955.387515 nChanged 4 SP:Iteration 31Q (2116.253038 sec): 3 clusters Score: Raw -617957.286532 + Penalty 3001.512525 = -614955.774007 nChanged 1 SP:Iteration 32Q (2116.313933 sec): 3 clusters Score: Raw -617957.366786 + Penalty 3001.512525 = -614955.854262 nChanged 0 SP:Iteration 33F (2116.383885 sec): 3 clusters Score: Raw -617957.366786 + Penalty 3001.512525 = -614955.854262 nChanged 0 Trying to split cluster 18 (2912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2116.407184 sec): 2 clusters Score: Raw -172969.842596 + Penalty 1296.196754 = -171673.645842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2116.459072 sec): 3 clusters Score: Raw -171605.134971 + Penalty 2592.393508 = -169012.741463 nChanged 1097 SP:Iteration 1F (2116.509682 sec): 3 clusters Score: Raw -172314.225446 + Penalty 2592.393508 = -169721.831938 nChanged 238 SP:Iteration 2F (2116.566341 sec): 3 clusters Score: Raw -172485.099297 + Penalty 2592.393508 = -169892.705789 nChanged 160 SP:Iteration 3F (2116.623447 sec): 3 clusters Score: Raw -172616.731740 + Penalty 2592.393508 = -170024.338231 nChanged 142 SP:Iteration 4Q (2116.667474 sec): 3 clusters Score: Raw -172749.670029 + Penalty 2592.393508 = -170157.276521 nChanged 115 SP:Iteration 5Q (2116.723587 sec): 3 clusters Score: Raw -172840.352126 + Penalty 2592.393508 = -170247.958618 nChanged 105 SP:Iteration 6Q (2116.768826 sec): 3 clusters Score: Raw -172933.410650 + Penalty 2592.393508 = -170341.017142 nChanged 113 SP:Iteration 7Q (2116.810674 sec): 3 clusters Score: Raw -173019.871811 + Penalty 2592.393508 = -170427.478303 nChanged 93 SP:Iteration 8Q (2116.857915 sec): 3 clusters Score: Raw -173094.462748 + Penalty 2592.393508 = -170502.069240 nChanged 94 SP:Iteration 9Q (2116.904473 sec): 3 clusters Score: Raw -173181.962224 + Penalty 2592.393508 = -170589.568716 nChanged 95 SP:Iteration 10Q (2116.959258 sec): 3 clusters Score: Raw -173255.618482 + Penalty 2592.393508 = -170663.224974 nChanged 69 SP:Iteration 11Q (2117.007320 sec): 3 clusters Score: Raw -173298.402916 + Penalty 2592.393508 = -170706.009408 nChanged 54 SP:Iteration 12Q (2117.053860 sec): 3 clusters Score: Raw -173326.791038 + Penalty 2592.393508 = -170734.397530 nChanged 40 SP:Iteration 13Q (2117.104742 sec): 3 clusters Score: Raw -173347.650771 + Penalty 2592.393508 = -170755.257263 nChanged 51 SP:Iteration 14Q (2117.150167 sec): 3 clusters Score: Raw -173375.893282 + Penalty 2592.393508 = -170783.499774 nChanged 45 SP:Iteration 15Q (2117.206716 sec): 3 clusters Score: Raw -173397.822169 + Penalty 2592.393508 = -170805.428661 nChanged 36 SP:Iteration 16Q (2117.249394 sec): 3 clusters Score: Raw -173414.243943 + Penalty 2592.393508 = -170821.850435 nChanged 30 SP:Iteration 17Q (2117.305649 sec): 3 clusters Score: Raw -173428.578726 + Penalty 2592.393508 = -170836.185218 nChanged 24 SP:Iteration 18Q (2117.351189 sec): 3 clusters Score: Raw -173443.154898 + Penalty 2592.393508 = -170850.761390 nChanged 26 SP:Iteration 19Q (2117.409573 sec): 3 clusters Score: Raw -173459.476412 + Penalty 2592.393508 = -170867.082904 nChanged 26 SP:Iteration 20F (2117.456309 sec): 3 clusters Score: Raw -173474.312150 + Penalty 2592.393508 = -170881.918642 nChanged 26 SP:Iteration 21Q (2117.510828 sec): 3 clusters Score: Raw -173488.362214 + Penalty 2592.393508 = -170895.968706 nChanged 24 SP:Iteration 22Q (2117.552826 sec): 3 clusters Score: Raw -173507.387880 + Penalty 2592.393508 = -170914.994372 nChanged 24 SP:Iteration 23Q (2117.603825 sec): 3 clusters Score: Raw -173523.179147 + Penalty 2592.393508 = -170930.785639 nChanged 20 SP:Iteration 24Q (2117.666101 sec): 3 clusters Score: Raw -173532.468005 + Penalty 2592.393508 = -170940.074497 nChanged 8 SP:Iteration 25Q (2117.714635 sec): 3 clusters Score: Raw -173535.722207 + Penalty 2592.393508 = -170943.328699 nChanged 6 SP:Iteration 26Q (2117.767482 sec): 3 clusters Score: Raw -173538.067765 + Penalty 2592.393508 = -170945.674257 nChanged 3 SP:Iteration 27Q (2117.815433 sec): 3 clusters Score: Raw -173539.960305 + Penalty 2592.393508 = -170947.566797 nChanged 1 SP:Iteration 28Q (2117.863933 sec): 3 clusters Score: Raw -173540.181216 + Penalty 2592.393508 = -170947.787708 nChanged 0 SP:Iteration 29F (2117.905807 sec): 3 clusters Score: Raw -173540.181216 + Penalty 2592.393508 = -170947.787708 nChanged 0 Trying to split cluster 19 (3436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2117.937994 sec): 2 clusters Score: Raw -190429.122964 + Penalty 1323.085284 = -189106.037680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2117.988620 sec): 3 clusters Score: Raw -188795.643643 + Penalty 2646.170567 = -186149.473076 nChanged 1329 SP:Iteration 1F (2118.040091 sec): 3 clusters Score: Raw -189787.023669 + Penalty 2646.170567 = -187140.853102 nChanged 371 SP:Iteration 2F (2118.092862 sec): 3 clusters Score: Raw -190233.317966 + Penalty 2646.170567 = -187587.147399 nChanged 313 SP:Iteration 3F (2118.154689 sec): 3 clusters Score: Raw -190594.472406 + Penalty 2646.170567 = -187948.301839 nChanged 232 SP:Iteration 4F (2118.198089 sec): 3 clusters Score: Raw -190875.402399 + Penalty 2646.170567 = -188229.231832 nChanged 177 SP:Iteration 5F (2118.250844 sec): 3 clusters Score: Raw -191048.224799 + Penalty 2646.170567 = -188402.054232 nChanged 117 SP:Iteration 6Q (2118.305863 sec): 3 clusters Score: Raw -191152.509942 + Penalty 2646.170567 = -188506.339375 nChanged 87 SP:Iteration 7Q (2118.355836 sec): 3 clusters Score: Raw -191224.951543 + Penalty 2646.170567 = -188578.780976 nChanged 70 SP:Iteration 8Q (2118.415937 sec): 3 clusters Score: Raw -191295.413229 + Penalty 2646.170567 = -188649.242662 nChanged 65 SP:Iteration 9Q (2118.466517 sec): 3 clusters Score: Raw -191357.089343 + Penalty 2646.170567 = -188710.918776 nChanged 58 SP:Iteration 10Q (2118.515023 sec): 3 clusters Score: Raw -191413.957974 + Penalty 2646.170567 = -188767.787407 nChanged 40 SP:Iteration 11Q (2118.571995 sec): 3 clusters Score: Raw -191439.064401 + Penalty 2646.170567 = -188792.893834 nChanged 25 SP:Iteration 12Q (2118.626114 sec): 3 clusters Score: Raw -191457.677746 + Penalty 2646.170567 = -188811.507179 nChanged 24 SP:Iteration 13Q (2118.680845 sec): 3 clusters Score: Raw -191473.432965 + Penalty 2646.170567 = -188827.262398 nChanged 15 SP:Iteration 14Q (2118.731311 sec): 3 clusters Score: Raw -191485.056340 + Penalty 2646.170567 = -188838.885773 nChanged 19 SP:Iteration 15Q (2118.789662 sec): 3 clusters Score: Raw -191501.545820 + Penalty 2646.170567 = -188855.375253 nChanged 18 SP:Iteration 16Q (2118.838856 sec): 3 clusters Score: Raw -191517.930191 + Penalty 2646.170567 = -188871.759624 nChanged 21 SP:Iteration 17Q (2118.898726 sec): 3 clusters Score: Raw -191533.485760 + Penalty 2646.170567 = -188887.315193 nChanged 13 SP:Iteration 18Q (2118.938284 sec): 3 clusters Score: Raw -191548.998643 + Penalty 2646.170567 = -188902.828076 nChanged 19 SP:Iteration 19Q (2118.998571 sec): 3 clusters Score: Raw -191564.100200 + Penalty 2646.170567 = -188917.929633 nChanged 18 SP:Iteration 20F (2119.052641 sec): 3 clusters Score: Raw -191583.084146 + Penalty 2646.170567 = -188936.913579 nChanged 15 SP:Iteration 21Q (2119.103589 sec): 3 clusters Score: Raw -191594.075413 + Penalty 2646.170567 = -188947.904846 nChanged 12 SP:Iteration 22Q (2119.153113 sec): 3 clusters Score: Raw -191599.986328 + Penalty 2646.170567 = -188953.815761 nChanged 8 SP:Iteration 23Q (2119.209379 sec): 3 clusters Score: Raw -191607.531242 + Penalty 2646.170567 = -188961.360675 nChanged 9 SP:Iteration 24Q (2119.258731 sec): 3 clusters Score: Raw -191613.971135 + Penalty 2646.170567 = -188967.800568 nChanged 6 SP:Iteration 25Q (2119.315076 sec): 3 clusters Score: Raw -191621.120312 + Penalty 2646.170567 = -188974.949745 nChanged 5 SP:Iteration 26Q (2119.368585 sec): 3 clusters Score: Raw -191626.998250 + Penalty 2646.170567 = -188980.827683 nChanged 2 SP:Iteration 27Q (2119.418389 sec): 3 clusters Score: Raw -191627.771621 + Penalty 2646.170567 = -188981.601054 nChanged 0 SP:Iteration 28F (2119.463522 sec): 3 clusters Score: Raw -191627.771621 + Penalty 2646.170567 = -188981.601054 nChanged 0 Trying to split cluster 20 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2119.487332 sec): 2 clusters Score: Raw -25068.994652 + Penalty 969.914978 = -24099.079674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2119.530268 sec): 3 clusters Score: Raw -25048.921977 + Penalty 1939.829957 = -23109.092020 nChanged 72 SP:Iteration 1F (2119.582933 sec): 3 clusters Score: Raw -25168.402663 + Penalty 1939.829957 = -23228.572706 nChanged 18 SP:Iteration 2Q (2119.621711 sec): 3 clusters Score: Raw -25203.570445 + Penalty 1939.829957 = -23263.740488 nChanged 10 SP:Iteration 3Q (2119.673856 sec): 3 clusters Score: Raw -25230.087138 + Penalty 1939.829957 = -23290.257181 nChanged 8 SP:Iteration 4Q (2119.718531 sec): 3 clusters Score: Raw -25245.877938 + Penalty 1939.829957 = -23306.047981 nChanged 1 SP:Iteration 5Q (2119.768712 sec): 3 clusters Score: Raw -25247.545238 + Penalty 1939.829957 = -23307.715281 nChanged 0 SP:Iteration 6F (2119.811901 sec): 3 clusters Score: Raw -25247.545238 + Penalty 1939.829957 = -23307.715281 nChanged 0 Trying to split cluster 21 (4428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2119.851728 sec): 2 clusters Score: Raw -292868.636081 + Penalty 1364.301785 = -291504.334296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2119.899504 sec): 3 clusters Score: Raw -290622.519482 + Penalty 2728.603570 = -287893.915911 nChanged 1740 SP:Iteration 1F (2119.960598 sec): 3 clusters Score: Raw -291563.069380 + Penalty 2728.603570 = -288834.465809 nChanged 290 SP:Iteration 2F (2120.015420 sec): 3 clusters Score: Raw -291698.062559 + Penalty 2728.603570 = -288969.458988 nChanged 186 SP:Iteration 3Q (2120.073814 sec): 3 clusters Score: Raw -291784.044411 + Penalty 2728.603570 = -289055.440841 nChanged 142 SP:Iteration 4Q (2120.137734 sec): 3 clusters Score: Raw -291855.698278 + Penalty 2728.603570 = -289127.094708 nChanged 139 SP:Iteration 5Q (2120.180217 sec): 3 clusters Score: Raw -291926.078208 + Penalty 2728.603570 = -289197.474638 nChanged 137 SP:Iteration 6Q (2120.235623 sec): 3 clusters Score: Raw -291989.092454 + Penalty 2728.603570 = -289260.488883 nChanged 130 SP:Iteration 7Q (2120.279905 sec): 3 clusters Score: Raw -292043.129388 + Penalty 2728.603570 = -289314.525818 nChanged 110 SP:Iteration 8Q (2120.339940 sec): 3 clusters Score: Raw -292095.673573 + Penalty 2728.603570 = -289367.070003 nChanged 108 SP:Iteration 9Q (2120.393322 sec): 3 clusters Score: Raw -292154.135076 + Penalty 2728.603570 = -289425.531506 nChanged 124 SP:Iteration 10Q (2120.453772 sec): 3 clusters Score: Raw -292218.188286 + Penalty 2728.603570 = -289489.584716 nChanged 122 SP:Iteration 11Q (2120.507831 sec): 3 clusters Score: Raw -292282.573094 + Penalty 2728.603570 = -289553.969524 nChanged 135 SP:Iteration 12Q (2120.560142 sec): 3 clusters Score: Raw -292360.515332 + Penalty 2728.603570 = -289631.911761 nChanged 123 SP:Iteration 13Q (2120.615091 sec): 3 clusters Score: Raw -292436.222501 + Penalty 2728.603570 = -289707.618930 nChanged 129 SP:Iteration 14Q (2120.668657 sec): 3 clusters Score: Raw -292514.604739 + Penalty 2728.603570 = -289786.001169 nChanged 118 SP:Iteration 15Q (2120.717869 sec): 3 clusters Score: Raw -292573.983137 + Penalty 2728.603570 = -289845.379566 nChanged 99 SP:Iteration 16Q (2120.775316 sec): 3 clusters Score: Raw -292635.987582 + Penalty 2728.603570 = -289907.384011 nChanged 94 SP:Iteration 17Q (2120.825987 sec): 3 clusters Score: Raw -292695.878558 + Penalty 2728.603570 = -289967.274988 nChanged 84 SP:Iteration 18Q (2120.882429 sec): 3 clusters Score: Raw -292748.749183 + Penalty 2728.603570 = -290020.145613 nChanged 62 SP:Iteration 19Q (2120.944343 sec): 3 clusters Score: Raw -292788.676387 + Penalty 2728.603570 = -290060.072817 nChanged 57 SP:Iteration 20F (2120.992296 sec): 3 clusters Score: Raw -292834.200189 + Penalty 2728.603570 = -290105.596618 nChanged 55 SP:Iteration 21Q (2121.054564 sec): 3 clusters Score: Raw -292873.801595 + Penalty 2728.603570 = -290145.198024 nChanged 45 SP:Iteration 22Q (2121.100638 sec): 3 clusters Score: Raw -292905.381720 + Penalty 2728.603570 = -290176.778149 nChanged 30 SP:Iteration 23Q (2121.155213 sec): 3 clusters Score: Raw -292932.608713 + Penalty 2728.603570 = -290204.005142 nChanged 32 SP:Iteration 24Q (2121.210621 sec): 3 clusters Score: Raw -292962.441156 + Penalty 2728.603570 = -290233.837585 nChanged 24 SP:Iteration 25Q (2121.260204 sec): 3 clusters Score: Raw -292982.565867 + Penalty 2728.603570 = -290253.962296 nChanged 26 SP:Iteration 26Q (2121.321011 sec): 3 clusters Score: Raw -293001.831254 + Penalty 2728.603570 = -290273.227684 nChanged 15 SP:Iteration 27Q (2121.367776 sec): 3 clusters Score: Raw -293018.786200 + Penalty 2728.603570 = -290290.182630 nChanged 16 SP:Iteration 28Q (2121.426476 sec): 3 clusters Score: Raw -293030.633869 + Penalty 2728.603570 = -290302.030298 nChanged 9 SP:Iteration 29Q (2121.479756 sec): 3 clusters Score: Raw -293040.218792 + Penalty 2728.603570 = -290311.615221 nChanged 15 SP:Iteration 30Q (2121.531475 sec): 3 clusters Score: Raw -293051.122482 + Penalty 2728.603570 = -290322.518912 nChanged 6 SP:Iteration 31Q (2121.576423 sec): 3 clusters Score: Raw -293057.443975 + Penalty 2728.603570 = -290328.840404 nChanged 6 SP:Iteration 32Q (2121.636866 sec): 3 clusters Score: Raw -293067.348058 + Penalty 2728.603570 = -290338.744488 nChanged 10 SP:Iteration 33Q (2121.692725 sec): 3 clusters Score: Raw -293078.122229 + Penalty 2728.603570 = -290349.518659 nChanged 9 SP:Iteration 34Q (2121.734492 sec): 3 clusters Score: Raw -293089.110325 + Penalty 2728.603570 = -290360.506754 nChanged 13 SP:Iteration 35Q (2121.787067 sec): 3 clusters Score: Raw -293106.815614 + Penalty 2728.603570 = -290378.212044 nChanged 8 SP:Iteration 36Q (2121.842980 sec): 3 clusters Score: Raw -293117.813052 + Penalty 2728.603570 = -290389.209482 nChanged 4 SP:Iteration 37Q (2121.897573 sec): 3 clusters Score: Raw -293119.837604 + Penalty 2728.603570 = -290391.234033 nChanged 2 SP:Iteration 38Q (2121.951843 sec): 3 clusters Score: Raw -293122.305547 + Penalty 2728.603570 = -290393.701977 nChanged 2 SP:Iteration 39Q (2121.998595 sec): 3 clusters Score: Raw -293124.705695 + Penalty 2728.603570 = -290396.102124 nChanged 2 SP:Iteration 40F (2122.052182 sec): 3 clusters Score: Raw -293126.656989 + Penalty 2728.603570 = -290398.053418 nChanged 2 SP:Iteration 41Q (2122.112631 sec): 3 clusters Score: Raw -293127.416295 + Penalty 2728.603570 = -290398.812725 nChanged 1 SP:Iteration 42Q (2122.153805 sec): 3 clusters Score: Raw -293127.884575 + Penalty 2728.603570 = -290399.281004 nChanged 0 SP:Iteration 43F (2122.211204 sec): 3 clusters Score: Raw -293127.884575 + Penalty 2728.603570 = -290399.281004 nChanged 0 Trying to split cluster 22 (5337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2122.249696 sec): 2 clusters Score: Raw -365255.954831 + Penalty 1394.643084 = -363861.311747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2122.291769 sec): 3 clusters Score: Raw -362463.854008 + Penalty 2789.286167 = -359674.567841 nChanged 2199 SP:Iteration 1F (2122.355839 sec): 3 clusters Score: Raw -363744.186842 + Penalty 2789.286167 = -360954.900675 nChanged 376 SP:Iteration 2F (2122.411445 sec): 3 clusters Score: Raw -364007.726701 + Penalty 2789.286167 = -361218.440534 nChanged 344 SP:Iteration 3F (2122.470422 sec): 3 clusters Score: Raw -364268.870793 + Penalty 2789.286167 = -361479.584626 nChanged 362 SP:Iteration 4F (2122.530128 sec): 3 clusters Score: Raw -364581.583871 + Penalty 2789.286167 = -361792.297704 nChanged 379 SP:Iteration 5F (2122.585729 sec): 3 clusters Score: Raw -364935.786149 + Penalty 2789.286167 = -362146.499981 nChanged 330 SP:Iteration 6F (2122.630608 sec): 3 clusters Score: Raw -365272.948380 + Penalty 2789.286167 = -362483.662212 nChanged 294 SP:Iteration 7F (2122.694427 sec): 3 clusters Score: Raw -365555.532381 + Penalty 2789.286167 = -362766.246214 nChanged 195 SP:Iteration 8Q (2122.753325 sec): 3 clusters Score: Raw -365730.953471 + Penalty 2789.286167 = -362941.667304 nChanged 156 SP:Iteration 9Q (2122.799492 sec): 3 clusters Score: Raw -365840.536495 + Penalty 2789.286167 = -363051.250327 nChanged 102 SP:Iteration 10Q (2122.856913 sec): 3 clusters Score: Raw -365890.025692 + Penalty 2789.286167 = -363100.739525 nChanged 52 SP:Iteration 11Q (2122.924858 sec): 3 clusters Score: Raw -365914.559456 + Penalty 2789.286167 = -363125.273289 nChanged 28 SP:Iteration 12Q (2122.982627 sec): 3 clusters Score: Raw -365923.531146 + Penalty 2789.286167 = -363134.244979 nChanged 20 SP:Iteration 13Q (2123.033989 sec): 3 clusters Score: Raw -365931.494901 + Penalty 2789.286167 = -363142.208734 nChanged 17 SP:Iteration 14Q (2123.088297 sec): 3 clusters Score: Raw -365937.011559 + Penalty 2789.286167 = -363147.725392 nChanged 10 SP:Iteration 15Q (2123.150532 sec): 3 clusters Score: Raw -365940.064852 + Penalty 2789.286167 = -363150.778684 nChanged 7 SP:Iteration 16Q (2123.202552 sec): 3 clusters Score: Raw -365942.330429 + Penalty 2789.286167 = -363153.044262 nChanged 5 SP:Iteration 17Q (2123.251626 sec): 3 clusters Score: Raw -365943.868341 + Penalty 2789.286167 = -363154.582174 nChanged 3 SP:Iteration 18Q (2123.317404 sec): 3 clusters Score: Raw -365944.587803 + Penalty 2789.286167 = -363155.301636 nChanged 3 SP:Iteration 19Q (2123.371000 sec): 3 clusters Score: Raw -365945.064894 + Penalty 2789.286167 = -363155.778727 nChanged 2 SP:Iteration 20F (2123.428880 sec): 3 clusters Score: Raw -365945.624390 + Penalty 2789.286167 = -363156.338222 nChanged 0 Trying to split cluster 23 (43992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2123.517451 sec): 2 clusters Score: Raw -3006685.860520 + Penalty 1737.411500 = -3004948.449020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2123.641046 sec): 3 clusters Score: Raw -2978917.940094 + Penalty 3474.823000 = -2975443.117094 nChanged 20520 SP:Iteration 1F (2123.759831 sec): 3 clusters Score: Raw -2990787.483838 + Penalty 3474.823000 = -2987312.660837 nChanged 1962 SP:Iteration 2Q (2123.876283 sec): 3 clusters Score: Raw -2991471.652969 + Penalty 3474.823000 = -2987996.829969 nChanged 2018 SP:Iteration 3Q (2124.003714 sec): 3 clusters Score: Raw -2992315.740310 + Penalty 3474.823000 = -2988840.917310 nChanged 2188 SP:Iteration 4Q (2124.137074 sec): 3 clusters Score: Raw -2993360.925164 + Penalty 3474.823000 = -2989886.102163 nChanged 2383 SP:Iteration 5F (2124.256236 sec): 3 clusters Score: Raw -2994658.283436 + Penalty 3474.823000 = -2991183.460435 nChanged 2485 SP:Iteration 6F (2124.368912 sec): 3 clusters Score: Raw -2996196.849334 + Penalty 3474.823000 = -2992722.026334 nChanged 2555 SP:Iteration 7F (2124.493818 sec): 3 clusters Score: Raw -2997933.930510 + Penalty 3474.823000 = -2994459.107510 nChanged 2486 SP:Iteration 8F (2124.615008 sec): 3 clusters Score: Raw -2999614.233350 + Penalty 3474.823000 = -2996139.410350 nChanged 2189 SP:Iteration 9Q (2124.729742 sec): 3 clusters Score: Raw -3000874.903368 + Penalty 3474.823000 = -2997400.080367 nChanged 1622 SP:Iteration 10Q (2124.857602 sec): 3 clusters Score: Raw -3001578.664856 + Penalty 3474.823000 = -2998103.841855 nChanged 1137 SP:Iteration 11Q (2124.991483 sec): 3 clusters Score: Raw -3001955.702389 + Penalty 3474.823000 = -2998480.879388 nChanged 839 SP:Iteration 12Q (2125.101325 sec): 3 clusters Score: Raw -3002198.844501 + Penalty 3474.823000 = -2998724.021500 nChanged 736 SP:Iteration 13Q (2125.235084 sec): 3 clusters Score: Raw -3002415.183583 + Penalty 3474.823000 = -2998940.360583 nChanged 695 SP:Iteration 14Q (2125.353686 sec): 3 clusters Score: Raw -3002643.455731 + Penalty 3474.823000 = -2999168.632731 nChanged 695 SP:Iteration 15Q (2125.468532 sec): 3 clusters Score: Raw -3002868.666312 + Penalty 3474.823000 = -2999393.843311 nChanged 693 SP:Iteration 16Q (2125.597402 sec): 3 clusters Score: Raw -3003095.697874 + Penalty 3474.823000 = -2999620.874873 nChanged 736 SP:Iteration 17Q (2125.716513 sec): 3 clusters Score: Raw -3003342.326505 + Penalty 3474.823000 = -2999867.503505 nChanged 733 SP:Iteration 18Q (2125.834990 sec): 3 clusters Score: Raw -3003595.114171 + Penalty 3474.823000 = -3000120.291171 nChanged 680 SP:Iteration 19Q (2125.950157 sec): 3 clusters Score: Raw -3003830.266122 + Penalty 3474.823000 = -3000355.443121 nChanged 663 SP:Iteration 20F (2126.070992 sec): 3 clusters Score: Raw -3004062.139488 + Penalty 3474.823000 = -3000587.316488 nChanged 654 SP:Iteration 21Q (2126.187705 sec): 3 clusters Score: Raw -3004311.085317 + Penalty 3474.823000 = -3000836.262317 nChanged 677 SP:Iteration 22Q (2126.304102 sec): 3 clusters Score: Raw -3004590.723805 + Penalty 3474.823000 = -3001115.900805 nChanged 660 SP:Iteration 23Q (2126.429803 sec): 3 clusters Score: Raw -3004856.101284 + Penalty 3474.823000 = -3001381.278284 nChanged 598 SP:Iteration 24Q (2126.546224 sec): 3 clusters Score: Raw -3005108.459899 + Penalty 3474.823000 = -3001633.636898 nChanged 572 SP:Iteration 25Q (2126.664385 sec): 3 clusters Score: Raw -3005358.515753 + Penalty 3474.823000 = -3001883.692753 nChanged 514 SP:Iteration 26Q (2126.775861 sec): 3 clusters Score: Raw -3005579.186244 + Penalty 3474.823000 = -3002104.363244 nChanged 496 SP:Iteration 27Q (2126.889335 sec): 3 clusters Score: Raw -3005803.314416 + Penalty 3474.823000 = -3002328.491415 nChanged 487 SP:Iteration 28Q (2127.002855 sec): 3 clusters Score: Raw -3006028.929537 + Penalty 3474.823000 = -3002554.106537 nChanged 423 SP:Iteration 29Q (2127.113082 sec): 3 clusters Score: Raw -3006227.108120 + Penalty 3474.823000 = -3002752.285119 nChanged 388 SP:Iteration 30Q (2127.221010 sec): 3 clusters Score: Raw -3006422.512099 + Penalty 3474.823000 = -3002947.689098 nChanged 313 SP:Iteration 31Q (2127.332452 sec): 3 clusters Score: Raw -3006569.036328 + Penalty 3474.823000 = -3003094.213328 nChanged 269 SP:Iteration 32Q (2127.440056 sec): 3 clusters Score: Raw -3006703.702075 + Penalty 3474.823000 = -3003228.879075 nChanged 232 SP:Iteration 33Q (2127.547773 sec): 3 clusters Score: Raw -3006823.350191 + Penalty 3474.823000 = -3003348.527191 nChanged 167 SP:Iteration 34Q (2127.655135 sec): 3 clusters Score: Raw -3006901.750775 + Penalty 3474.823000 = -3003426.927775 nChanged 127 SP:Iteration 35Q (2127.759046 sec): 3 clusters Score: Raw -3006959.611659 + Penalty 3474.823000 = -3003484.788658 nChanged 105 SP:Iteration 36Q (2127.869275 sec): 3 clusters Score: Raw -3007000.731194 + Penalty 3474.823000 = -3003525.908194 nChanged 77 SP:Iteration 37Q (2127.971376 sec): 3 clusters Score: Raw -3007028.070517 + Penalty 3474.823000 = -3003553.247516 nChanged 47 SP:Iteration 38Q (2128.064735 sec): 3 clusters Score: Raw -3007044.455683 + Penalty 3474.823000 = -3003569.632682 nChanged 45 SP:Iteration 39Q (2128.176089 sec): 3 clusters Score: Raw -3007061.821958 + Penalty 3474.823000 = -3003586.998958 nChanged 37 SP:Iteration 40F (2128.293993 sec): 3 clusters Score: Raw -3007076.003943 + Penalty 3474.823000 = -3003601.180942 nChanged 24 SP:Iteration 41Q (2128.410530 sec): 3 clusters Score: Raw -3007084.134452 + Penalty 3474.823000 = -3003609.311451 nChanged 26 SP:Iteration 42Q (2128.513218 sec): 3 clusters Score: Raw -3007092.142172 + Penalty 3474.823000 = -3003617.319172 nChanged 20 SP:Iteration 43Q (2128.615429 sec): 3 clusters Score: Raw -3007099.184082 + Penalty 3474.823000 = -3003624.361081 nChanged 15 SP:Iteration 44Q (2128.720661 sec): 3 clusters Score: Raw -3007105.643697 + Penalty 3474.823000 = -3003630.820697 nChanged 13 SP:Iteration 45Q (2128.821168 sec): 3 clusters Score: Raw -3007113.142566 + Penalty 3474.823000 = -3003638.319565 nChanged 18 SP:Iteration 46Q (2128.926325 sec): 3 clusters Score: Raw -3007120.834884 + Penalty 3474.823000 = -3003646.011884 nChanged 11 SP:Iteration 47Q (2129.026822 sec): 3 clusters Score: Raw -3007124.112977 + Penalty 3474.823000 = -3003649.289976 nChanged 7 SP:Iteration 48Q (2129.132693 sec): 3 clusters Score: Raw -3007126.857843 + Penalty 3474.823000 = -3003652.034842 nChanged 12 SP:Iteration 49Q (2129.238336 sec): 3 clusters Score: Raw -3007129.849441 + Penalty 3474.823000 = -3003655.026441 nChanged 4 SP:Iteration 50Q (2129.339488 sec): 3 clusters Score: Raw -3007131.382603 + Penalty 3474.823000 = -3003656.559602 nChanged 7 SP:Iteration 51Q (2129.441917 sec): 3 clusters Score: Raw -3007133.402685 + Penalty 3474.823000 = -3003658.579685 nChanged 3 SP:Iteration 52Q (2129.532704 sec): 3 clusters Score: Raw -3007134.160916 + Penalty 3474.823000 = -3003659.337915 nChanged 3 SP:Iteration 53Q (2129.635920 sec): 3 clusters Score: Raw -3007134.785142 + Penalty 3474.823000 = -3003659.962141 nChanged 2 SP:Iteration 54Q (2129.747969 sec): 3 clusters Score: Raw -3007136.092719 + Penalty 3474.823000 = -3003661.269718 nChanged 4 SP:Iteration 55Q (2129.857547 sec): 3 clusters Score: Raw -3007138.177754 + Penalty 3474.823000 = -3003663.354754 nChanged 7 SP:Iteration 56Q (2129.958034 sec): 3 clusters Score: Raw -3007141.191151 + Penalty 3474.823000 = -3003666.368150 nChanged 5 SP:Iteration 57Q (2130.071048 sec): 3 clusters Score: Raw -3007142.688197 + Penalty 3474.823000 = -3003667.865196 nChanged 4 SP:Iteration 58Q (2130.167993 sec): 3 clusters Score: Raw -3007144.493893 + Penalty 3474.823000 = -3003669.670892 nChanged 3 SP:Iteration 59Q (2130.275869 sec): 3 clusters Score: Raw -3007145.929065 + Penalty 3474.823000 = -3003671.106064 nChanged 3 SP:Iteration 60F (2130.395476 sec): 3 clusters Score: Raw -3007146.817867 + Penalty 3474.823000 = -3003671.994867 nChanged 2 SP:Iteration 61Q (2130.506825 sec): 3 clusters Score: Raw -3007147.238577 + Penalty 3474.823000 = -3003672.415576 nChanged 1 SP:Iteration 62Q (2130.600651 sec): 3 clusters Score: Raw -3007147.693165 + Penalty 3474.823000 = -3003672.870165 nChanged 1 SP:Iteration 63Q (2130.711185 sec): 3 clusters Score: Raw -3007147.858140 + Penalty 3474.823000 = -3003673.035140 nChanged 0 SP:Iteration 64F (2130.825245 sec): 3 clusters Score: Raw -3007147.858140 + Penalty 3474.823000 = -3003673.035140 nChanged 0 Trying to split cluster 24 (22059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2130.887500 sec): 2 clusters Score: Raw -1510524.860235 + Penalty 1625.239844 = -1508899.620391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2130.968769 sec): 3 clusters Score: Raw -1497210.271511 + Penalty 3250.479687 = -1493959.791824 nChanged 9991 SP:Iteration 1F (2131.059699 sec): 3 clusters Score: Raw -1502952.875579 + Penalty 3250.479687 = -1499702.395892 nChanged 1307 SP:Iteration 2F (2131.135928 sec): 3 clusters Score: Raw -1503587.988135 + Penalty 3250.479687 = -1500337.508447 nChanged 1300 SP:Iteration 3F (2131.223139 sec): 3 clusters Score: Raw -1504303.176923 + Penalty 3250.479687 = -1501052.697236 nChanged 1354 SP:Iteration 4F (2131.300646 sec): 3 clusters Score: Raw -1505103.483612 + Penalty 3250.479687 = -1501853.003925 nChanged 1338 SP:Iteration 5F (2131.387447 sec): 3 clusters Score: Raw -1505995.268226 + Penalty 3250.479687 = -1502744.788539 nChanged 1290 SP:Iteration 6F (2131.481814 sec): 3 clusters Score: Raw -1506929.483209 + Penalty 3250.479687 = -1503679.003522 nChanged 1163 SP:Iteration 7F (2131.552156 sec): 3 clusters Score: Raw -1507758.730488 + Penalty 3250.479687 = -1504508.250800 nChanged 970 SP:Iteration 8Q (2131.644165 sec): 3 clusters Score: Raw -1508346.691791 + Penalty 3250.479687 = -1505096.212104 nChanged 772 SP:Iteration 9Q (2131.731233 sec): 3 clusters Score: Raw -1508717.725853 + Penalty 3250.479687 = -1505467.246165 nChanged 564 SP:Iteration 10Q (2131.803232 sec): 3 clusters Score: Raw -1508941.579287 + Penalty 3250.479687 = -1505691.099599 nChanged 427 SP:Iteration 11Q (2131.894301 sec): 3 clusters Score: Raw -1509110.922697 + Penalty 3250.479687 = -1505860.443010 nChanged 396 SP:Iteration 12Q (2131.985526 sec): 3 clusters Score: Raw -1509280.233860 + Penalty 3250.479687 = -1506029.754172 nChanged 360 SP:Iteration 13Q (2132.067239 sec): 3 clusters Score: Raw -1509427.795832 + Penalty 3250.479687 = -1506177.316145 nChanged 326 SP:Iteration 14Q (2132.149385 sec): 3 clusters Score: Raw -1509575.543477 + Penalty 3250.479687 = -1506325.063790 nChanged 343 SP:Iteration 15Q (2132.236534 sec): 3 clusters Score: Raw -1509750.738662 + Penalty 3250.479687 = -1506500.258975 nChanged 326 SP:Iteration 16Q (2132.315381 sec): 3 clusters Score: Raw -1509926.591795 + Penalty 3250.479687 = -1506676.112108 nChanged 326 SP:Iteration 17Q (2132.401218 sec): 3 clusters Score: Raw -1510147.490913 + Penalty 3250.479687 = -1506897.011225 nChanged 337 SP:Iteration 18Q (2132.481976 sec): 3 clusters Score: Raw -1510417.241794 + Penalty 3250.479687 = -1507166.762106 nChanged 307 SP:Iteration 19Q (2132.565778 sec): 3 clusters Score: Raw -1510652.025305 + Penalty 3250.479687 = -1507401.545618 nChanged 259 SP:Iteration 20F (2132.651352 sec): 3 clusters Score: Raw -1510820.610128 + Penalty 3250.479687 = -1507570.130440 nChanged 215 SP:Iteration 21Q (2132.731954 sec): 3 clusters Score: Raw -1510938.767141 + Penalty 3250.479687 = -1507688.287454 nChanged 169 SP:Iteration 22Q (2132.815071 sec): 3 clusters Score: Raw -1511013.547539 + Penalty 3250.479687 = -1507763.067852 nChanged 130 SP:Iteration 23Q (2132.889285 sec): 3 clusters Score: Raw -1511070.544635 + Penalty 3250.479687 = -1507820.064947 nChanged 133 SP:Iteration 24Q (2132.970534 sec): 3 clusters Score: Raw -1511130.078171 + Penalty 3250.479687 = -1507879.598484 nChanged 114 SP:Iteration 25Q (2133.040229 sec): 3 clusters Score: Raw -1511170.053698 + Penalty 3250.479687 = -1507919.574011 nChanged 79 SP:Iteration 26Q (2133.128190 sec): 3 clusters Score: Raw -1511193.146918 + Penalty 3250.479687 = -1507942.667231 nChanged 56 SP:Iteration 27Q (2133.206426 sec): 3 clusters Score: Raw -1511208.224712 + Penalty 3250.479687 = -1507957.745025 nChanged 36 SP:Iteration 28Q (2133.274352 sec): 3 clusters Score: Raw -1511215.746110 + Penalty 3250.479687 = -1507965.266422 nChanged 32 SP:Iteration 29Q (2133.359888 sec): 3 clusters Score: Raw -1511223.837874 + Penalty 3250.479687 = -1507973.358187 nChanged 28 SP:Iteration 30Q (2133.438691 sec): 3 clusters Score: Raw -1511230.476869 + Penalty 3250.479687 = -1507979.997182 nChanged 23 SP:Iteration 31Q (2133.518418 sec): 3 clusters Score: Raw -1511234.335539 + Penalty 3250.479687 = -1507983.855852 nChanged 17 SP:Iteration 32Q (2133.596209 sec): 3 clusters Score: Raw -1511237.176098 + Penalty 3250.479687 = -1507986.696410 nChanged 18 SP:Iteration 33Q (2133.672426 sec): 3 clusters Score: Raw -1511240.218053 + Penalty 3250.479687 = -1507989.738366 nChanged 17 SP:Iteration 34Q (2133.750583 sec): 3 clusters Score: Raw -1511243.862343 + Penalty 3250.479687 = -1507993.382656 nChanged 21 SP:Iteration 35Q (2133.814364 sec): 3 clusters Score: Raw -1511247.243572 + Penalty 3250.479687 = -1507996.763885 nChanged 15 SP:Iteration 36Q (2133.889927 sec): 3 clusters Score: Raw -1511250.393744 + Penalty 3250.479687 = -1507999.914057 nChanged 14 SP:Iteration 37Q (2133.966986 sec): 3 clusters Score: Raw -1511253.325709 + Penalty 3250.479687 = -1508002.846022 nChanged 10 SP:Iteration 38Q (2134.055411 sec): 3 clusters Score: Raw -1511254.622100 + Penalty 3250.479687 = -1508004.142413 nChanged 9 SP:Iteration 39Q (2134.134600 sec): 3 clusters Score: Raw -1511256.509979 + Penalty 3250.479687 = -1508006.030291 nChanged 11 SP:Iteration 40F (2134.214633 sec): 3 clusters Score: Raw -1511258.493678 + Penalty 3250.479687 = -1508008.013990 nChanged 12 SP:Iteration 41Q (2134.307470 sec): 3 clusters Score: Raw -1511260.677342 + Penalty 3250.479687 = -1508010.197655 nChanged 11 SP:Iteration 42Q (2134.387290 sec): 3 clusters Score: Raw -1511262.276817 + Penalty 3250.479687 = -1508011.797129 nChanged 7 SP:Iteration 43Q (2134.468227 sec): 3 clusters Score: Raw -1511263.002652 + Penalty 3250.479687 = -1508012.522965 nChanged 5 SP:Iteration 44Q (2134.537474 sec): 3 clusters Score: Raw -1511263.702811 + Penalty 3250.479687 = -1508013.223124 nChanged 1 SP:Iteration 45Q (2134.624534 sec): 3 clusters Score: Raw -1511263.786592 + Penalty 3250.479687 = -1508013.306904 nChanged 2 SP:Iteration 46Q (2134.701447 sec): 3 clusters Score: Raw -1511264.020840 + Penalty 3250.479687 = -1508013.541153 nChanged 2 SP:Iteration 47Q (2134.770142 sec): 3 clusters Score: Raw -1511264.325027 + Penalty 3250.479687 = -1508013.845340 nChanged 2 SP:Iteration 48Q (2134.845649 sec): 3 clusters Score: Raw -1511264.674198 + Penalty 3250.479687 = -1508014.194511 nChanged 2 SP:Iteration 49Q (2134.934023 sec): 3 clusters Score: Raw -1511264.889571 + Penalty 3250.479687 = -1508014.409884 nChanged 4 SP:Iteration 50Q (2135.010453 sec): 3 clusters Score: Raw -1511265.544047 + Penalty 3250.479687 = -1508015.064360 nChanged 5 SP:Iteration 51Q (2135.088296 sec): 3 clusters Score: Raw -1511266.355638 + Penalty 3250.479687 = -1508015.875951 nChanged 4 SP:Iteration 52Q (2135.164710 sec): 3 clusters Score: Raw -1511266.838349 + Penalty 3250.479687 = -1508016.358661 nChanged 1 SP:Iteration 53Q (2135.242923 sec): 3 clusters Score: Raw -1511266.913445 + Penalty 3250.479687 = -1508016.433758 nChanged 0 SP:Iteration 54F (2135.326793 sec): 3 clusters Score: Raw -1511266.913445 + Penalty 3250.479687 = -1508016.433758 nChanged 0 Trying to split cluster 25 (1213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2135.357266 sec): 2 clusters Score: Raw -80703.346776 + Penalty 1153.888435 = -79549.458341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2135.401680 sec): 3 clusters Score: Raw -80319.114020 + Penalty 2307.776870 = -78011.337150 nChanged 371 SP:Iteration 1F (2135.453280 sec): 3 clusters Score: Raw -80674.268425 + Penalty 2307.776870 = -78366.491554 nChanged 75 SP:Iteration 2F (2135.504347 sec): 3 clusters Score: Raw -80761.540810 + Penalty 2307.776870 = -78453.763940 nChanged 44 SP:Iteration 3Q (2135.557152 sec): 3 clusters Score: Raw -80805.776352 + Penalty 2307.776870 = -78497.999481 nChanged 34 SP:Iteration 4Q (2135.597079 sec): 3 clusters Score: Raw -80840.972006 + Penalty 2307.776870 = -78533.195135 nChanged 34 SP:Iteration 5Q (2135.654749 sec): 3 clusters Score: Raw -80877.952832 + Penalty 2307.776870 = -78570.175961 nChanged 26 SP:Iteration 6Q (2135.704903 sec): 3 clusters Score: Raw -80902.184561 + Penalty 2307.776870 = -78594.407691 nChanged 20 SP:Iteration 7Q (2135.755402 sec): 3 clusters Score: Raw -80918.435213 + Penalty 2307.776870 = -78610.658343 nChanged 19 SP:Iteration 8Q (2135.793728 sec): 3 clusters Score: Raw -80938.454597 + Penalty 2307.776870 = -78630.677726 nChanged 18 SP:Iteration 9Q (2135.843212 sec): 3 clusters Score: Raw -80953.106349 + Penalty 2307.776870 = -78645.329478 nChanged 11 SP:Iteration 10Q (2135.896071 sec): 3 clusters Score: Raw -80962.979993 + Penalty 2307.776870 = -78655.203122 nChanged 7 SP:Iteration 11Q (2135.945255 sec): 3 clusters Score: Raw -80968.866111 + Penalty 2307.776870 = -78661.089241 nChanged 5 SP:Iteration 12Q (2135.995119 sec): 3 clusters Score: Raw -80975.301446 + Penalty 2307.776870 = -78667.524576 nChanged 6 SP:Iteration 13Q (2136.037483 sec): 3 clusters Score: Raw -80980.167736 + Penalty 2307.776870 = -78672.390866 nChanged 6 SP:Iteration 14Q (2136.096392 sec): 3 clusters Score: Raw -80986.098590 + Penalty 2307.776870 = -78678.321720 nChanged 7 SP:Iteration 15Q (2136.138897 sec): 3 clusters Score: Raw -80991.281632 + Penalty 2307.776870 = -78683.504762 nChanged 4 SP:Iteration 16Q (2136.188732 sec): 3 clusters Score: Raw -80993.278111 + Penalty 2307.776870 = -78685.501241 nChanged 2 SP:Iteration 17Q (2136.233976 sec): 3 clusters Score: Raw -80994.638127 + Penalty 2307.776870 = -78686.861256 nChanged 3 SP:Iteration 18Q (2136.285112 sec): 3 clusters Score: Raw -80996.314016 + Penalty 2307.776870 = -78688.537146 nChanged 1 SP:Iteration 19Q (2136.334431 sec): 3 clusters Score: Raw -80996.849029 + Penalty 2307.776870 = -78689.072158 nChanged 0 SP:Iteration 20F (2136.381754 sec): 3 clusters Score: Raw -80996.849029 + Penalty 2307.776870 = -78689.072158 nChanged 0 Trying to split cluster 26 (4661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2136.422878 sec): 2 clusters Score: Raw -321959.835026 + Penalty 1372.635111 = -320587.199915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2136.480713 sec): 3 clusters Score: Raw -319565.359922 + Penalty 2745.270221 = -316820.089700 nChanged 1835 SP:Iteration 1F (2136.534604 sec): 3 clusters Score: Raw -320614.137726 + Penalty 2745.270221 = -317868.867505 nChanged 331 SP:Iteration 2F (2136.589249 sec): 3 clusters Score: Raw -320805.641514 + Penalty 2745.270221 = -318060.371293 nChanged 256 SP:Iteration 3F (2136.643011 sec): 3 clusters Score: Raw -320949.410447 + Penalty 2745.270221 = -318204.140226 nChanged 204 SP:Iteration 4Q (2136.686357 sec): 3 clusters Score: Raw -321051.063340 + Penalty 2745.270221 = -318305.793118 nChanged 187 SP:Iteration 5Q (2136.742332 sec): 3 clusters Score: Raw -321150.932584 + Penalty 2745.270221 = -318405.662363 nChanged 180 SP:Iteration 6Q (2136.804390 sec): 3 clusters Score: Raw -321259.122958 + Penalty 2745.270221 = -318513.852737 nChanged 168 SP:Iteration 7Q (2136.861090 sec): 3 clusters Score: Raw -321350.066941 + Penalty 2745.270221 = -318604.796720 nChanged 140 SP:Iteration 8Q (2136.901964 sec): 3 clusters Score: Raw -321423.860076 + Penalty 2745.270221 = -318678.589854 nChanged 137 SP:Iteration 9Q (2136.964666 sec): 3 clusters Score: Raw -321511.390666 + Penalty 2745.270221 = -318766.120444 nChanged 133 SP:Iteration 10Q (2137.015184 sec): 3 clusters Score: Raw -321600.959295 + Penalty 2745.270221 = -318855.689074 nChanged 145 SP:Iteration 11Q (2137.071303 sec): 3 clusters Score: Raw -321687.279465 + Penalty 2745.270221 = -318942.009244 nChanged 131 SP:Iteration 12Q (2137.114706 sec): 3 clusters Score: Raw -321766.802479 + Penalty 2745.270221 = -319021.532258 nChanged 129 SP:Iteration 13Q (2137.176461 sec): 3 clusters Score: Raw -321845.336871 + Penalty 2745.270221 = -319100.066650 nChanged 130 SP:Iteration 14Q (2137.226472 sec): 3 clusters Score: Raw -321918.890715 + Penalty 2745.270221 = -319173.620494 nChanged 125 SP:Iteration 15Q (2137.280746 sec): 3 clusters Score: Raw -321990.339487 + Penalty 2745.270221 = -319245.069266 nChanged 90 SP:Iteration 16Q (2137.325353 sec): 3 clusters Score: Raw -322033.548339 + Penalty 2745.270221 = -319288.278118 nChanged 78 SP:Iteration 17Q (2137.385590 sec): 3 clusters Score: Raw -322070.358192 + Penalty 2745.270221 = -319325.087970 nChanged 55 SP:Iteration 18Q (2137.428374 sec): 3 clusters Score: Raw -322092.152886 + Penalty 2745.270221 = -319346.882665 nChanged 44 SP:Iteration 19Q (2137.483151 sec): 3 clusters Score: Raw -322110.176020 + Penalty 2745.270221 = -319364.905799 nChanged 40 SP:Iteration 20F (2137.533623 sec): 3 clusters Score: Raw -322129.183969 + Penalty 2745.270221 = -319383.913748 nChanged 47 SP:Iteration 21Q (2137.593675 sec): 3 clusters Score: Raw -322147.907856 + Penalty 2745.270221 = -319402.637635 nChanged 37 SP:Iteration 22Q (2137.643427 sec): 3 clusters Score: Raw -322160.558062 + Penalty 2745.270221 = -319415.287840 nChanged 35 SP:Iteration 23Q (2137.693079 sec): 3 clusters Score: Raw -322173.397927 + Penalty 2745.270221 = -319428.127706 nChanged 32 SP:Iteration 24Q (2137.747725 sec): 3 clusters Score: Raw -322183.036962 + Penalty 2745.270221 = -319437.766741 nChanged 23 SP:Iteration 25Q (2137.802033 sec): 3 clusters Score: Raw -322192.792627 + Penalty 2745.270221 = -319447.522406 nChanged 24 SP:Iteration 26Q (2137.865900 sec): 3 clusters Score: Raw -322201.347762 + Penalty 2745.270221 = -319456.077541 nChanged 22 SP:Iteration 27Q (2137.916071 sec): 3 clusters Score: Raw -322209.258448 + Penalty 2745.270221 = -319463.988227 nChanged 20 SP:Iteration 28Q (2137.973898 sec): 3 clusters Score: Raw -322217.736238 + Penalty 2745.270221 = -319472.466017 nChanged 26 SP:Iteration 29Q (2138.020476 sec): 3 clusters Score: Raw -322229.516294 + Penalty 2745.270221 = -319484.246073 nChanged 29 SP:Iteration 30Q (2138.065792 sec): 3 clusters Score: Raw -322240.576255 + Penalty 2745.270221 = -319495.306034 nChanged 16 SP:Iteration 31Q (2138.118005 sec): 3 clusters Score: Raw -322248.213365 + Penalty 2745.270221 = -319502.943144 nChanged 15 SP:Iteration 32Q (2138.182208 sec): 3 clusters Score: Raw -322253.744847 + Penalty 2745.270221 = -319508.474626 nChanged 8 SP:Iteration 33Q (2138.233834 sec): 3 clusters Score: Raw -322255.254889 + Penalty 2745.270221 = -319509.984668 nChanged 4 SP:Iteration 34Q (2138.281802 sec): 3 clusters Score: Raw -322255.961316 + Penalty 2745.270221 = -319510.691094 nChanged 4 SP:Iteration 35Q (2138.330527 sec): 3 clusters Score: Raw -322256.915622 + Penalty 2745.270221 = -319511.645401 nChanged 10 SP:Iteration 36Q (2138.393948 sec): 3 clusters Score: Raw -322261.102437 + Penalty 2745.270221 = -319515.832216 nChanged 11 SP:Iteration 37Q (2138.437141 sec): 3 clusters Score: Raw -322265.491896 + Penalty 2745.270221 = -319520.221675 nChanged 11 SP:Iteration 38Q (2138.493891 sec): 3 clusters Score: Raw -322268.816928 + Penalty 2745.270221 = -319523.546707 nChanged 7 SP:Iteration 39Q (2138.547128 sec): 3 clusters Score: Raw -322271.830367 + Penalty 2745.270221 = -319526.560146 nChanged 6 SP:Iteration 40F (2138.602961 sec): 3 clusters Score: Raw -322274.236002 + Penalty 2745.270221 = -319528.965781 nChanged 4 SP:Iteration 41Q (2138.649537 sec): 3 clusters Score: Raw -322276.028067 + Penalty 2745.270221 = -319530.757845 nChanged 4 SP:Iteration 42Q (2138.704193 sec): 3 clusters Score: Raw -322276.866141 + Penalty 2745.270221 = -319531.595920 nChanged 4 SP:Iteration 43Q (2138.748317 sec): 3 clusters Score: Raw -322278.221215 + Penalty 2745.270221 = -319532.950993 nChanged 3 SP:Iteration 44Q (2138.807949 sec): 3 clusters Score: Raw -322279.091616 + Penalty 2745.270221 = -319533.821395 nChanged 4 SP:Iteration 45Q (2138.859110 sec): 3 clusters Score: Raw -322280.498016 + Penalty 2745.270221 = -319535.227795 nChanged 3 SP:Iteration 46Q (2138.905416 sec): 3 clusters Score: Raw -322281.334981 + Penalty 2745.270221 = -319536.064760 nChanged 2 SP:Iteration 47Q (2138.969352 sec): 3 clusters Score: Raw -322281.939559 + Penalty 2745.270221 = -319536.669338 nChanged 2 SP:Iteration 48Q (2139.024276 sec): 3 clusters Score: Raw -322282.421961 + Penalty 2745.270221 = -319537.151740 nChanged 2 SP:Iteration 49Q (2139.077703 sec): 3 clusters Score: Raw -322282.978258 + Penalty 2745.270221 = -319537.708036 nChanged 2 SP:Iteration 50Q (2139.133032 sec): 3 clusters Score: Raw -322283.444272 + Penalty 2745.270221 = -319538.174051 nChanged 2 SP:Iteration 51Q (2139.174587 sec): 3 clusters Score: Raw -322284.177310 + Penalty 2745.270221 = -319538.907089 nChanged 4 SP:Iteration 52Q (2139.242549 sec): 3 clusters Score: Raw -322284.851401 + Penalty 2745.270221 = -319539.581179 nChanged 0 SP:Iteration 53F (2139.286315 sec): 3 clusters Score: Raw -322284.851401 + Penalty 2745.270221 = -319539.581179 nChanged 0 Trying to split cluster 27 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2139.312492 sec): 2 clusters Score: Raw -13517.263075 + Penalty 904.855982 = -12612.407093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2139.367310 sec): 3 clusters Score: Raw -13645.997627 + Penalty 1809.711964 = -11836.285663 nChanged 50 SP:Iteration 1F (2139.401864 sec): 3 clusters Score: Raw -13747.054491 + Penalty 1809.711964 = -11937.342527 nChanged 8 SP:Iteration 2Q (2139.447942 sec): 3 clusters Score: Raw -13770.023532 + Penalty 1809.711964 = -11960.311568 nChanged 4 SP:Iteration 3Q (2139.498522 sec): 3 clusters Score: Raw -13781.840169 + Penalty 1809.711964 = -11972.128206 nChanged 3 SP:Iteration 4Q (2139.540074 sec): 3 clusters Score: Raw -13795.617585 + Penalty 1809.711964 = -11985.905622 nChanged 4 SP:Iteration 5Q (2139.578104 sec): 3 clusters Score: Raw -13807.078789 + Penalty 1809.711964 = -11997.366825 nChanged 0 SP:Iteration 6F (2139.629221 sec): 3 clusters Score: Raw -13807.078789 + Penalty 1809.711964 = -11997.366825 nChanged 0 Trying to split cluster 28 (2037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2139.658656 sec): 2 clusters Score: Raw -131973.402497 + Penalty 1238.125430 = -130735.277067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2139.714413 sec): 3 clusters Score: Raw -131093.348576 + Penalty 2476.250860 = -128617.097715 nChanged 707 SP:Iteration 1F (2139.760232 sec): 3 clusters Score: Raw -131580.500567 + Penalty 2476.250860 = -129104.249707 nChanged 175 SP:Iteration 2F (2139.800113 sec): 3 clusters Score: Raw -131723.710830 + Penalty 2476.250860 = -129247.459970 nChanged 98 SP:Iteration 3Q (2139.861951 sec): 3 clusters Score: Raw -131805.792675 + Penalty 2476.250860 = -129329.541815 nChanged 78 SP:Iteration 4Q (2139.912534 sec): 3 clusters Score: Raw -131864.368262 + Penalty 2476.250860 = -129388.117402 nChanged 64 SP:Iteration 5Q (2139.956474 sec): 3 clusters Score: Raw -131911.770001 + Penalty 2476.250860 = -129435.519141 nChanged 49 SP:Iteration 6Q (2139.998290 sec): 3 clusters Score: Raw -131948.286523 + Penalty 2476.250860 = -129472.035663 nChanged 44 SP:Iteration 7Q (2140.056060 sec): 3 clusters Score: Raw -131986.484987 + Penalty 2476.250860 = -129510.234127 nChanged 53 SP:Iteration 8Q (2140.098518 sec): 3 clusters Score: Raw -132033.257762 + Penalty 2476.250860 = -129557.006902 nChanged 50 SP:Iteration 9Q (2140.157827 sec): 3 clusters Score: Raw -132072.483862 + Penalty 2476.250860 = -129596.233002 nChanged 33 SP:Iteration 10Q (2140.201377 sec): 3 clusters Score: Raw -132098.827562 + Penalty 2476.250860 = -129622.576702 nChanged 22 SP:Iteration 11Q (2140.256546 sec): 3 clusters Score: Raw -132113.760922 + Penalty 2476.250860 = -129637.510061 nChanged 19 SP:Iteration 12Q (2140.302397 sec): 3 clusters Score: Raw -132128.623000 + Penalty 2476.250860 = -129652.372140 nChanged 16 SP:Iteration 13Q (2140.355681 sec): 3 clusters Score: Raw -132140.001191 + Penalty 2476.250860 = -129663.750331 nChanged 12 SP:Iteration 14Q (2140.407085 sec): 3 clusters Score: Raw -132151.237693 + Penalty 2476.250860 = -129674.986833 nChanged 11 SP:Iteration 15Q (2140.448509 sec): 3 clusters Score: Raw -132161.185754 + Penalty 2476.250860 = -129684.934894 nChanged 12 SP:Iteration 16Q (2140.502562 sec): 3 clusters Score: Raw -132169.036829 + Penalty 2476.250860 = -129692.785969 nChanged 12 SP:Iteration 17Q (2140.552465 sec): 3 clusters Score: Raw -132178.537144 + Penalty 2476.250860 = -129702.286284 nChanged 11 SP:Iteration 18Q (2140.599060 sec): 3 clusters Score: Raw -132186.768379 + Penalty 2476.250860 = -129710.517519 nChanged 15 SP:Iteration 19Q (2140.651834 sec): 3 clusters Score: Raw -132195.644074 + Penalty 2476.250860 = -129719.393214 nChanged 8 SP:Iteration 20F (2140.706847 sec): 3 clusters Score: Raw -132199.562839 + Penalty 2476.250860 = -129723.311979 nChanged 5 SP:Iteration 21Q (2140.756810 sec): 3 clusters Score: Raw -132203.439977 + Penalty 2476.250860 = -129727.189117 nChanged 5 SP:Iteration 22Q (2140.800478 sec): 3 clusters Score: Raw -132205.547161 + Penalty 2476.250860 = -129729.296301 nChanged 5 SP:Iteration 23Q (2140.836254 sec): 3 clusters Score: Raw -132209.645169 + Penalty 2476.250860 = -129733.394309 nChanged 4 SP:Iteration 24Q (2140.891352 sec): 3 clusters Score: Raw -132212.149829 + Penalty 2476.250860 = -129735.898969 nChanged 2 SP:Iteration 25Q (2140.937888 sec): 3 clusters Score: Raw -132213.399283 + Penalty 2476.250860 = -129737.148423 nChanged 2 SP:Iteration 26Q (2140.980659 sec): 3 clusters Score: Raw -132215.219009 + Penalty 2476.250860 = -129738.968149 nChanged 3 SP:Iteration 27Q (2141.020386 sec): 3 clusters Score: Raw -132217.818868 + Penalty 2476.250860 = -129741.568007 nChanged 3 SP:Iteration 28Q (2141.081147 sec): 3 clusters Score: Raw -132221.134977 + Penalty 2476.250860 = -129744.884116 nChanged 8 SP:Iteration 29Q (2141.117295 sec): 3 clusters Score: Raw -132228.015105 + Penalty 2476.250860 = -129751.764244 nChanged 6 SP:Iteration 30Q (2141.165552 sec): 3 clusters Score: Raw -132232.695606 + Penalty 2476.250860 = -129756.444746 nChanged 5 SP:Iteration 31Q (2141.208358 sec): 3 clusters Score: Raw -132235.952308 + Penalty 2476.250860 = -129759.701448 nChanged 6 SP:Iteration 32Q (2141.263396 sec): 3 clusters Score: Raw -132239.366970 + Penalty 2476.250860 = -129763.116109 nChanged 1 SP:Iteration 33Q (2141.302426 sec): 3 clusters Score: Raw -132240.513199 + Penalty 2476.250860 = -129764.262339 nChanged 1 SP:Iteration 34Q (2141.348946 sec): 3 clusters Score: Raw -132241.491571 + Penalty 2476.250860 = -129765.240711 nChanged 1 SP:Iteration 35Q (2141.390329 sec): 3 clusters Score: Raw -132241.946014 + Penalty 2476.250860 = -129765.695153 nChanged 1 SP:Iteration 36Q (2141.431713 sec): 3 clusters Score: Raw -132242.479049 + Penalty 2476.250860 = -129766.228188 nChanged 2 SP:Iteration 37Q (2141.486566 sec): 3 clusters Score: Raw -132243.906146 + Penalty 2476.250860 = -129767.655286 nChanged 4 SP:Iteration 38Q (2141.532294 sec): 3 clusters Score: Raw -132247.390183 + Penalty 2476.250860 = -129771.139323 nChanged 9 SP:Iteration 39Q (2141.574667 sec): 3 clusters Score: Raw -132255.817946 + Penalty 2476.250860 = -129779.567086 nChanged 8 SP:Iteration 40F (2141.622428 sec): 3 clusters Score: Raw -132261.716572 + Penalty 2476.250860 = -129785.465711 nChanged 7 SP:Iteration 41Q (2141.669288 sec): 3 clusters Score: Raw -132265.638976 + Penalty 2476.250860 = -129789.388116 nChanged 5 SP:Iteration 42Q (2141.716083 sec): 3 clusters Score: Raw -132269.884128 + Penalty 2476.250860 = -129793.633267 nChanged 7 SP:Iteration 43Q (2141.770023 sec): 3 clusters Score: Raw -132275.142528 + Penalty 2476.250860 = -129798.891668 nChanged 4 SP:Iteration 44Q (2141.806872 sec): 3 clusters Score: Raw -132278.260930 + Penalty 2476.250860 = -129802.010069 nChanged 2 SP:Iteration 45Q (2141.854087 sec): 3 clusters Score: Raw -132280.195135 + Penalty 2476.250860 = -129803.944275 nChanged 3 SP:Iteration 46Q (2141.901391 sec): 3 clusters Score: Raw -132284.411332 + Penalty 2476.250860 = -129808.160472 nChanged 5 SP:Iteration 47Q (2141.949182 sec): 3 clusters Score: Raw -132287.825961 + Penalty 2476.250860 = -129811.575101 nChanged 2 SP:Iteration 48Q (2142.002418 sec): 3 clusters Score: Raw -132288.858158 + Penalty 2476.250860 = -129812.607298 nChanged 4 SP:Iteration 49Q (2142.058457 sec): 3 clusters Score: Raw -132290.844997 + Penalty 2476.250860 = -129814.594137 nChanged 0 SP:Iteration 50F (2142.106742 sec): 3 clusters Score: Raw -132290.844997 + Penalty 2476.250860 = -129814.594137 nChanged 0 Trying to split cluster 29 (1879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2142.124401 sec): 2 clusters Score: Raw -113044.428798 + Penalty 1225.005437 = -111819.423361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2142.168809 sec): 3 clusters Score: Raw -112268.130416 + Penalty 2450.010875 = -109818.119541 nChanged 667 SP:Iteration 1F (2142.218146 sec): 3 clusters Score: Raw -112745.707185 + Penalty 2450.010875 = -110295.696310 nChanged 154 SP:Iteration 2F (2142.276976 sec): 3 clusters Score: Raw -112876.998580 + Penalty 2450.010875 = -110426.987705 nChanged 82 SP:Iteration 3Q (2142.321554 sec): 3 clusters Score: Raw -112942.479935 + Penalty 2450.010875 = -110492.469060 nChanged 68 SP:Iteration 4Q (2142.374442 sec): 3 clusters Score: Raw -112996.889720 + Penalty 2450.010875 = -110546.878845 nChanged 44 SP:Iteration 5Q (2142.420822 sec): 3 clusters Score: Raw -113028.477530 + Penalty 2450.010875 = -110578.466655 nChanged 27 SP:Iteration 6Q (2142.465159 sec): 3 clusters Score: Raw -113048.505354 + Penalty 2450.010875 = -110598.494479 nChanged 27 SP:Iteration 7Q (2142.511054 sec): 3 clusters Score: Raw -113068.142210 + Penalty 2450.010875 = -110618.131336 nChanged 26 SP:Iteration 8Q (2142.561747 sec): 3 clusters Score: Raw -113086.874279 + Penalty 2450.010875 = -110636.863404 nChanged 23 SP:Iteration 9Q (2142.614801 sec): 3 clusters Score: Raw -113099.179697 + Penalty 2450.010875 = -110649.168822 nChanged 16 SP:Iteration 10Q (2142.663550 sec): 3 clusters Score: Raw -113108.774324 + Penalty 2450.010875 = -110658.763449 nChanged 13 SP:Iteration 11Q (2142.709967 sec): 3 clusters Score: Raw -113115.698456 + Penalty 2450.010875 = -110665.687582 nChanged 10 SP:Iteration 12Q (2142.760912 sec): 3 clusters Score: Raw -113125.573383 + Penalty 2450.010875 = -110675.562508 nChanged 11 SP:Iteration 13Q (2142.807660 sec): 3 clusters Score: Raw -113132.399545 + Penalty 2450.010875 = -110682.388670 nChanged 10 SP:Iteration 14Q (2142.855391 sec): 3 clusters Score: Raw -113137.837868 + Penalty 2450.010875 = -110687.826993 nChanged 4 SP:Iteration 15Q (2142.914061 sec): 3 clusters Score: Raw -113140.025138 + Penalty 2450.010875 = -110690.014263 nChanged 5 SP:Iteration 16Q (2142.958614 sec): 3 clusters Score: Raw -113141.550420 + Penalty 2450.010875 = -110691.539545 nChanged 6 SP:Iteration 17Q (2143.009977 sec): 3 clusters Score: Raw -113143.491673 + Penalty 2450.010875 = -110693.480798 nChanged 3 SP:Iteration 18Q (2143.058654 sec): 3 clusters Score: Raw -113144.824933 + Penalty 2450.010875 = -110694.814059 nChanged 2 SP:Iteration 19Q (2143.110620 sec): 3 clusters Score: Raw -113145.708113 + Penalty 2450.010875 = -110695.697238 nChanged 2 SP:Iteration 20F (2143.150650 sec): 3 clusters Score: Raw -113146.212081 + Penalty 2450.010875 = -110696.201206 nChanged 4 SP:Iteration 21Q (2143.203014 sec): 3 clusters Score: Raw -113146.803812 + Penalty 2450.010875 = -110696.792937 nChanged 4 SP:Iteration 22Q (2143.250158 sec): 3 clusters Score: Raw -113147.761251 + Penalty 2450.010875 = -110697.750376 nChanged 4 SP:Iteration 23Q (2143.297134 sec): 3 clusters Score: Raw -113148.677080 + Penalty 2450.010875 = -110698.666205 nChanged 2 SP:Iteration 24Q (2143.343082 sec): 3 clusters Score: Raw -113149.228042 + Penalty 2450.010875 = -110699.217168 nChanged 1 SP:Iteration 25Q (2143.395611 sec): 3 clusters Score: Raw -113149.364954 + Penalty 2450.010875 = -110699.354079 nChanged 0 SP:Iteration 26F (2143.443375 sec): 3 clusters Score: Raw -113149.364954 + Penalty 2450.010875 = -110699.354079 nChanged 0 Trying to split cluster 30 (2446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2143.468877 sec): 2 clusters Score: Raw -141889.057882 + Penalty 1267.859014 = -140621.198868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2143.523129 sec): 3 clusters Score: Raw -140795.854600 + Penalty 2535.718028 = -138260.136572 nChanged 893 SP:Iteration 1F (2143.571855 sec): 3 clusters Score: Raw -141339.912924 + Penalty 2535.718028 = -138804.194896 nChanged 177 SP:Iteration 2F (2143.613366 sec): 3 clusters Score: Raw -141481.567843 + Penalty 2535.718028 = -138945.849815 nChanged 146 SP:Iteration 3F (2143.677124 sec): 3 clusters Score: Raw -141604.623716 + Penalty 2535.718028 = -139068.905688 nChanged 127 SP:Iteration 4F (2143.725551 sec): 3 clusters Score: Raw -141738.382070 + Penalty 2535.718028 = -139202.664042 nChanged 145 SP:Iteration 5F (2143.780058 sec): 3 clusters Score: Raw -141930.145374 + Penalty 2535.718028 = -139394.427346 nChanged 145 SP:Iteration 6F (2143.833911 sec): 3 clusters Score: Raw -142112.488887 + Penalty 2535.718028 = -139576.770859 nChanged 138 SP:Iteration 7F (2143.883857 sec): 3 clusters Score: Raw -142257.444431 + Penalty 2535.718028 = -139721.726403 nChanged 106 SP:Iteration 8Q (2143.930321 sec): 3 clusters Score: Raw -142362.863206 + Penalty 2535.718028 = -139827.145179 nChanged 78 SP:Iteration 9Q (2143.981557 sec): 3 clusters Score: Raw -142428.740522 + Penalty 2535.718028 = -139893.022494 nChanged 54 SP:Iteration 10Q (2144.031690 sec): 3 clusters Score: Raw -142471.897124 + Penalty 2535.718028 = -139936.179096 nChanged 35 SP:Iteration 11Q (2144.076154 sec): 3 clusters Score: Raw -142499.792186 + Penalty 2535.718028 = -139964.074158 nChanged 26 SP:Iteration 12Q (2144.132884 sec): 3 clusters Score: Raw -142515.540022 + Penalty 2535.718028 = -139979.821994 nChanged 20 SP:Iteration 13Q (2144.178863 sec): 3 clusters Score: Raw -142526.650605 + Penalty 2535.718028 = -139990.932578 nChanged 10 SP:Iteration 14Q (2144.231473 sec): 3 clusters Score: Raw -142530.179078 + Penalty 2535.718028 = -139994.461050 nChanged 9 SP:Iteration 15Q (2144.276367 sec): 3 clusters Score: Raw -142535.184083 + Penalty 2535.718028 = -139999.466055 nChanged 4 SP:Iteration 16Q (2144.324342 sec): 3 clusters Score: Raw -142537.409387 + Penalty 2535.718028 = -140001.691359 nChanged 6 SP:Iteration 17Q (2144.379570 sec): 3 clusters Score: Raw -142542.852261 + Penalty 2535.718028 = -140007.134233 nChanged 6 SP:Iteration 18Q (2144.427231 sec): 3 clusters Score: Raw -142547.088022 + Penalty 2535.718028 = -140011.369995 nChanged 7 SP:Iteration 19Q (2144.474459 sec): 3 clusters Score: Raw -142553.139345 + Penalty 2535.718028 = -140017.421317 nChanged 10 SP:Iteration 20F (2144.522299 sec): 3 clusters Score: Raw -142558.508665 + Penalty 2535.718028 = -140022.790637 nChanged 4 SP:Iteration 21Q (2144.570648 sec): 3 clusters Score: Raw -142560.386718 + Penalty 2535.718028 = -140024.668690 nChanged 3 SP:Iteration 22Q (2144.619163 sec): 3 clusters Score: Raw -142561.119392 + Penalty 2535.718028 = -140025.401364 nChanged 0 SP:Iteration 23F (2144.656649 sec): 3 clusters Score: Raw -142561.119392 + Penalty 2535.718028 = -140025.401364 nChanged 0 Trying to split cluster 31 (1729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2144.681084 sec): 2 clusters Score: Raw -118271.295411 + Penalty 1211.486004 = -117059.809407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2144.735643 sec): 3 clusters Score: Raw -117535.252034 + Penalty 2422.972008 = -115112.280027 nChanged 616 SP:Iteration 1F (2144.775634 sec): 3 clusters Score: Raw -117982.757658 + Penalty 2422.972008 = -115559.785650 nChanged 158 SP:Iteration 2F (2144.833239 sec): 3 clusters Score: Raw -118146.326517 + Penalty 2422.972008 = -115723.354509 nChanged 89 SP:Iteration 3F (2144.879725 sec): 3 clusters Score: Raw -118230.341904 + Penalty 2422.972008 = -115807.369896 nChanged 60 SP:Iteration 4Q (2144.930360 sec): 3 clusters Score: Raw -118282.989331 + Penalty 2422.972008 = -115860.017323 nChanged 58 SP:Iteration 5Q (2144.984843 sec): 3 clusters Score: Raw -118334.791083 + Penalty 2422.972008 = -115911.819075 nChanged 49 SP:Iteration 6Q (2145.025873 sec): 3 clusters Score: Raw -118372.246214 + Penalty 2422.972008 = -115949.274206 nChanged 37 SP:Iteration 7Q (2145.081825 sec): 3 clusters Score: Raw -118404.027011 + Penalty 2422.972008 = -115981.055004 nChanged 29 SP:Iteration 8Q (2145.129198 sec): 3 clusters Score: Raw -118430.796461 + Penalty 2422.972008 = -116007.824453 nChanged 30 SP:Iteration 9Q (2145.168775 sec): 3 clusters Score: Raw -118457.851407 + Penalty 2422.972008 = -116034.879399 nChanged 24 SP:Iteration 10Q (2145.214306 sec): 3 clusters Score: Raw -118477.174275 + Penalty 2422.972008 = -116054.202267 nChanged 32 SP:Iteration 11Q (2145.269502 sec): 3 clusters Score: Raw -118502.611715 + Penalty 2422.972008 = -116079.639707 nChanged 24 SP:Iteration 12Q (2145.307329 sec): 3 clusters Score: Raw -118519.129265 + Penalty 2422.972008 = -116096.157257 nChanged 22 SP:Iteration 13Q (2145.355168 sec): 3 clusters Score: Raw -118532.528348 + Penalty 2422.972008 = -116109.556340 nChanged 16 SP:Iteration 14Q (2145.404660 sec): 3 clusters Score: Raw -118545.065510 + Penalty 2422.972008 = -116122.093502 nChanged 13 SP:Iteration 15Q (2145.449373 sec): 3 clusters Score: Raw -118551.763680 + Penalty 2422.972008 = -116128.791672 nChanged 7 SP:Iteration 16Q (2145.506028 sec): 3 clusters Score: Raw -118555.016890 + Penalty 2422.972008 = -116132.044882 nChanged 8 SP:Iteration 17Q (2145.549273 sec): 3 clusters Score: Raw -118558.285736 + Penalty 2422.972008 = -116135.313728 nChanged 7 SP:Iteration 18Q (2145.591917 sec): 3 clusters Score: Raw -118562.691125 + Penalty 2422.972008 = -116139.719117 nChanged 9 SP:Iteration 19Q (2145.647789 sec): 3 clusters Score: Raw -118568.552855 + Penalty 2422.972008 = -116145.580847 nChanged 9 SP:Iteration 20F (2145.686840 sec): 3 clusters Score: Raw -118572.948474 + Penalty 2422.972008 = -116149.976466 nChanged 4 SP:Iteration 21Q (2145.738612 sec): 3 clusters Score: Raw -118574.004631 + Penalty 2422.972008 = -116151.032624 nChanged 0 SP:Iteration 22F (2145.785890 sec): 3 clusters Score: Raw -118574.004631 + Penalty 2422.972008 = -116151.032624 nChanged 0 Trying to split cluster 32 (21174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2145.850202 sec): 2 clusters Score: Raw -1378418.661435 + Penalty 1618.586010 = -1376800.075425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2145.934687 sec): 3 clusters Score: Raw -1365679.256382 + Penalty 3237.172020 = -1362442.084361 nChanged 9616 SP:Iteration 1F (2146.015624 sec): 3 clusters Score: Raw -1370806.062158 + Penalty 3237.172020 = -1367568.890138 nChanged 1081 SP:Iteration 2F (2146.099647 sec): 3 clusters Score: Raw -1371262.647644 + Penalty 3237.172020 = -1368025.475624 nChanged 1143 SP:Iteration 3F (2146.181014 sec): 3 clusters Score: Raw -1371779.440731 + Penalty 3237.172020 = -1368542.268711 nChanged 1169 SP:Iteration 4F (2146.263806 sec): 3 clusters Score: Raw -1372378.523095 + Penalty 3237.172020 = -1369141.351074 nChanged 1266 SP:Iteration 5F (2146.344667 sec): 3 clusters Score: Raw -1373062.185318 + Penalty 3237.172020 = -1369825.013298 nChanged 1277 SP:Iteration 6F (2146.420327 sec): 3 clusters Score: Raw -1373758.483900 + Penalty 3237.172020 = -1370521.311880 nChanged 1215 SP:Iteration 7F (2146.511609 sec): 3 clusters Score: Raw -1374383.492047 + Penalty 3237.172020 = -1371146.320027 nChanged 1062 SP:Iteration 8F (2146.592292 sec): 3 clusters Score: Raw -1374899.175453 + Penalty 3237.172020 = -1371662.003433 nChanged 872 SP:Iteration 9Q (2146.676290 sec): 3 clusters Score: Raw -1375301.341274 + Penalty 3237.172020 = -1372064.169254 nChanged 709 SP:Iteration 10Q (2146.759872 sec): 3 clusters Score: Raw -1375629.930589 + Penalty 3237.172020 = -1372392.758568 nChanged 639 SP:Iteration 11Q (2146.845671 sec): 3 clusters Score: Raw -1375949.701200 + Penalty 3237.172020 = -1372712.529180 nChanged 598 SP:Iteration 12Q (2146.927864 sec): 3 clusters Score: Raw -1376280.980126 + Penalty 3237.172020 = -1373043.808106 nChanged 608 SP:Iteration 13Q (2147.006012 sec): 3 clusters Score: Raw -1376646.811408 + Penalty 3237.172020 = -1373409.639388 nChanged 546 SP:Iteration 14Q (2147.092971 sec): 3 clusters Score: Raw -1377020.478308 + Penalty 3237.172020 = -1373783.306288 nChanged 503 SP:Iteration 15Q (2147.180584 sec): 3 clusters Score: Raw -1377400.291403 + Penalty 3237.172020 = -1374163.119382 nChanged 451 SP:Iteration 16Q (2147.265024 sec): 3 clusters Score: Raw -1377720.544152 + Penalty 3237.172020 = -1374483.372132 nChanged 377 SP:Iteration 17Q (2147.348658 sec): 3 clusters Score: Raw -1377996.367219 + Penalty 3237.172020 = -1374759.195198 nChanged 304 SP:Iteration 18Q (2147.430114 sec): 3 clusters Score: Raw -1378197.506155 + Penalty 3237.172020 = -1374960.334135 nChanged 245 SP:Iteration 19Q (2147.511915 sec): 3 clusters Score: Raw -1378324.803389 + Penalty 3237.172020 = -1375087.631369 nChanged 211 SP:Iteration 20F (2147.593812 sec): 3 clusters Score: Raw -1378405.425771 + Penalty 3237.172020 = -1375168.253750 nChanged 160 SP:Iteration 21Q (2147.673641 sec): 3 clusters Score: Raw -1378456.201976 + Penalty 3237.172020 = -1375219.029956 nChanged 117 SP:Iteration 22Q (2147.750630 sec): 3 clusters Score: Raw -1378492.105099 + Penalty 3237.172020 = -1375254.933078 nChanged 123 SP:Iteration 23Q (2147.824409 sec): 3 clusters Score: Raw -1378529.716625 + Penalty 3237.172020 = -1375292.544604 nChanged 117 SP:Iteration 24Q (2147.907764 sec): 3 clusters Score: Raw -1378565.512989 + Penalty 3237.172020 = -1375328.340969 nChanged 111 SP:Iteration 25Q (2147.982486 sec): 3 clusters Score: Raw -1378598.543848 + Penalty 3237.172020 = -1375361.371828 nChanged 96 SP:Iteration 26Q (2148.058954 sec): 3 clusters Score: Raw -1378625.752565 + Penalty 3237.172020 = -1375388.580545 nChanged 93 SP:Iteration 27Q (2148.140134 sec): 3 clusters Score: Raw -1378650.784485 + Penalty 3237.172020 = -1375413.612465 nChanged 83 SP:Iteration 28Q (2148.216313 sec): 3 clusters Score: Raw -1378675.252028 + Penalty 3237.172020 = -1375438.080008 nChanged 82 SP:Iteration 29Q (2148.283132 sec): 3 clusters Score: Raw -1378696.782093 + Penalty 3237.172020 = -1375459.610073 nChanged 80 SP:Iteration 30Q (2148.361893 sec): 3 clusters Score: Raw -1378717.732114 + Penalty 3237.172020 = -1375480.560093 nChanged 70 SP:Iteration 31Q (2148.452280 sec): 3 clusters Score: Raw -1378734.661847 + Penalty 3237.172020 = -1375497.489827 nChanged 67 SP:Iteration 32Q (2148.529367 sec): 3 clusters Score: Raw -1378752.499031 + Penalty 3237.172020 = -1375515.327011 nChanged 70 SP:Iteration 33Q (2148.610084 sec): 3 clusters Score: Raw -1378772.957034 + Penalty 3237.172020 = -1375535.785014 nChanged 64 SP:Iteration 34Q (2148.692855 sec): 3 clusters Score: Raw -1378790.233561 + Penalty 3237.172020 = -1375553.061541 nChanged 44 SP:Iteration 35Q (2148.769727 sec): 3 clusters Score: Raw -1378801.866206 + Penalty 3237.172020 = -1375564.694186 nChanged 41 SP:Iteration 36Q (2148.841572 sec): 3 clusters Score: Raw -1378814.997600 + Penalty 3237.172020 = -1375577.825580 nChanged 52 SP:Iteration 37Q (2148.920618 sec): 3 clusters Score: Raw -1378830.846335 + Penalty 3237.172020 = -1375593.674315 nChanged 46 SP:Iteration 38Q (2148.998051 sec): 3 clusters Score: Raw -1378845.003502 + Penalty 3237.172020 = -1375607.831481 nChanged 48 SP:Iteration 39Q (2149.075263 sec): 3 clusters Score: Raw -1378860.165854 + Penalty 3237.172020 = -1375622.993833 nChanged 52 SP:Iteration 40F (2149.153507 sec): 3 clusters Score: Raw -1378876.332873 + Penalty 3237.172020 = -1375639.160853 nChanged 33 SP:Iteration 41Q (2149.224641 sec): 3 clusters Score: Raw -1378887.868663 + Penalty 3237.172020 = -1375650.696643 nChanged 38 SP:Iteration 42Q (2149.296650 sec): 3 clusters Score: Raw -1378897.610152 + Penalty 3237.172020 = -1375660.438132 nChanged 31 SP:Iteration 43Q (2149.377908 sec): 3 clusters Score: Raw -1378905.535804 + Penalty 3237.172020 = -1375668.363784 nChanged 28 SP:Iteration 44Q (2149.460459 sec): 3 clusters Score: Raw -1378912.044470 + Penalty 3237.172020 = -1375674.872450 nChanged 21 SP:Iteration 45Q (2149.530924 sec): 3 clusters Score: Raw -1378917.345616 + Penalty 3237.172020 = -1375680.173595 nChanged 27 SP:Iteration 46Q (2149.614747 sec): 3 clusters Score: Raw -1378923.902672 + Penalty 3237.172020 = -1375686.730652 nChanged 21 SP:Iteration 47Q (2149.679140 sec): 3 clusters Score: Raw -1378930.182481 + Penalty 3237.172020 = -1375693.010461 nChanged 21 SP:Iteration 48Q (2149.768476 sec): 3 clusters Score: Raw -1378935.895499 + Penalty 3237.172020 = -1375698.723479 nChanged 13 SP:Iteration 49Q (2149.846653 sec): 3 clusters Score: Raw -1378938.711747 + Penalty 3237.172020 = -1375701.539727 nChanged 10 SP:Iteration 50Q (2149.923387 sec): 3 clusters Score: Raw -1378940.761683 + Penalty 3237.172020 = -1375703.589663 nChanged 5 SP:Iteration 51Q (2149.992798 sec): 3 clusters Score: Raw -1378941.600262 + Penalty 3237.172020 = -1375704.428242 nChanged 6 SP:Iteration 52Q (2150.069316 sec): 3 clusters Score: Raw -1378942.605158 + Penalty 3237.172020 = -1375705.433138 nChanged 3 SP:Iteration 53Q (2150.145706 sec): 3 clusters Score: Raw -1378943.370349 + Penalty 3237.172020 = -1375706.198329 nChanged 6 SP:Iteration 54Q (2150.225935 sec): 3 clusters Score: Raw -1378944.410892 + Penalty 3237.172020 = -1375707.238872 nChanged 3 SP:Iteration 55Q (2150.299733 sec): 3 clusters Score: Raw -1378944.943638 + Penalty 3237.172020 = -1375707.771618 nChanged 2 SP:Iteration 56Q (2150.364071 sec): 3 clusters Score: Raw -1378945.309230 + Penalty 3237.172020 = -1375708.137210 nChanged 4 SP:Iteration 57Q (2150.445779 sec): 3 clusters Score: Raw -1378946.781458 + Penalty 3237.172020 = -1375709.609437 nChanged 5 SP:Iteration 58Q (2150.518922 sec): 3 clusters Score: Raw -1378948.108737 + Penalty 3237.172020 = -1375710.936717 nChanged 6 SP:Iteration 59Q (2150.592675 sec): 3 clusters Score: Raw -1378949.547050 + Penalty 3237.172020 = -1375712.375030 nChanged 5 SP:Iteration 60F (2150.669371 sec): 3 clusters Score: Raw -1378952.032966 + Penalty 3237.172020 = -1375714.860946 nChanged 8 SP:Iteration 61Q (2150.747859 sec): 3 clusters Score: Raw -1378954.911337 + Penalty 3237.172020 = -1375717.739317 nChanged 11 SP:Iteration 62Q (2150.828272 sec): 3 clusters Score: Raw -1378959.515755 + Penalty 3237.172020 = -1375722.343734 nChanged 15 SP:Iteration 63Q (2150.909412 sec): 3 clusters Score: Raw -1378963.868081 + Penalty 3237.172020 = -1375726.696060 nChanged 17 SP:Iteration 64Q (2150.977102 sec): 3 clusters Score: Raw -1378969.245325 + Penalty 3237.172020 = -1375732.073304 nChanged 15 SP:Iteration 65Q (2151.057082 sec): 3 clusters Score: Raw -1378972.944456 + Penalty 3237.172020 = -1375735.772436 nChanged 9 SP:Iteration 66Q (2151.127119 sec): 3 clusters Score: Raw -1378975.207844 + Penalty 3237.172020 = -1375738.035824 nChanged 6 SP:Iteration 67Q (2151.212636 sec): 3 clusters Score: Raw -1378976.194774 + Penalty 3237.172020 = -1375739.022754 nChanged 3 SP:Iteration 68Q (2151.286094 sec): 3 clusters Score: Raw -1378976.859754 + Penalty 3237.172020 = -1375739.687734 nChanged 4 SP:Iteration 69Q (2151.356510 sec): 3 clusters Score: Raw -1378977.819530 + Penalty 3237.172020 = -1375740.647510 nChanged 8 SP:Iteration 70Q (2151.435682 sec): 3 clusters Score: Raw -1378979.178731 + Penalty 3237.172020 = -1375742.006711 nChanged 6 SP:Iteration 71Q (2151.514506 sec): 3 clusters Score: Raw -1378981.207707 + Penalty 3237.172020 = -1375744.035687 nChanged 4 SP:Iteration 72Q (2151.589690 sec): 3 clusters Score: Raw -1378982.252928 + Penalty 3237.172020 = -1375745.080908 nChanged 9 SP:Iteration 73Q (2151.665910 sec): 3 clusters Score: Raw -1378984.471204 + Penalty 3237.172020 = -1375747.299184 nChanged 8 SP:Iteration 74Q (2151.742699 sec): 3 clusters Score: Raw -1378988.517444 + Penalty 3237.172020 = -1375751.345424 nChanged 15 SP:Iteration 75Q (2151.809865 sec): 3 clusters Score: Raw -1378993.227292 + Penalty 3237.172020 = -1375756.055272 nChanged 6 SP:Iteration 76Q (2151.888831 sec): 3 clusters Score: Raw -1378994.313036 + Penalty 3237.172020 = -1375757.141016 nChanged 3 SP:Iteration 77Q (2151.968844 sec): 3 clusters Score: Raw -1378995.359650 + Penalty 3237.172020 = -1375758.187630 nChanged 4 SP:Iteration 78Q (2152.047067 sec): 3 clusters Score: Raw -1378996.941498 + Penalty 3237.172020 = -1375759.769478 nChanged 2 SP:Iteration 79Q (2152.129100 sec): 3 clusters Score: Raw -1378997.521628 + Penalty 3237.172020 = -1375760.349608 nChanged 4 SP:Iteration 80F (2152.213962 sec): 3 clusters Score: Raw -1378998.067540 + Penalty 3237.172020 = -1375760.895520 nChanged 0 Trying to split cluster 33 (1991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2152.245546 sec): 2 clusters Score: Raw -114148.951439 + Penalty 1234.413749 = -112914.537689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2152.294836 sec): 3 clusters Score: Raw -113294.803880 + Penalty 2468.827499 = -110825.976381 nChanged 721 SP:Iteration 1F (2152.338992 sec): 3 clusters Score: Raw -113818.604953 + Penalty 2468.827499 = -111349.777454 nChanged 173 SP:Iteration 2F (2152.389559 sec): 3 clusters Score: Raw -114008.828568 + Penalty 2468.827499 = -111540.001069 nChanged 122 SP:Iteration 3F (2152.429280 sec): 3 clusters Score: Raw -114143.467335 + Penalty 2468.827499 = -111674.639836 nChanged 103 SP:Iteration 4F (2152.479040 sec): 3 clusters Score: Raw -114244.953091 + Penalty 2468.827499 = -111776.125592 nChanged 81 SP:Iteration 5Q (2152.533612 sec): 3 clusters Score: Raw -114326.318425 + Penalty 2468.827499 = -111857.490926 nChanged 68 SP:Iteration 6Q (2152.580373 sec): 3 clusters Score: Raw -114390.301777 + Penalty 2468.827499 = -111921.474278 nChanged 50 SP:Iteration 7Q (2152.632152 sec): 3 clusters Score: Raw -114434.929211 + Penalty 2468.827499 = -111966.101712 nChanged 43 SP:Iteration 8Q (2152.681498 sec): 3 clusters Score: Raw -114495.903808 + Penalty 2468.827499 = -112027.076309 nChanged 48 SP:Iteration 9Q (2152.726888 sec): 3 clusters Score: Raw -114570.054501 + Penalty 2468.827499 = -112101.227002 nChanged 49 SP:Iteration 10Q (2152.779152 sec): 3 clusters Score: Raw -114647.233080 + Penalty 2468.827499 = -112178.405581 nChanged 47 SP:Iteration 11Q (2152.822900 sec): 3 clusters Score: Raw -114697.533402 + Penalty 2468.827499 = -112228.705903 nChanged 38 SP:Iteration 12Q (2152.877512 sec): 3 clusters Score: Raw -114727.362658 + Penalty 2468.827499 = -112258.535159 nChanged 22 SP:Iteration 13Q (2152.921465 sec): 3 clusters Score: Raw -114740.456120 + Penalty 2468.827499 = -112271.628622 nChanged 12 SP:Iteration 14Q (2152.966678 sec): 3 clusters Score: Raw -114748.156683 + Penalty 2468.827499 = -112279.329184 nChanged 11 SP:Iteration 15Q (2153.014352 sec): 3 clusters Score: Raw -114754.075257 + Penalty 2468.827499 = -112285.247759 nChanged 8 SP:Iteration 16Q (2153.072078 sec): 3 clusters Score: Raw -114757.487944 + Penalty 2468.827499 = -112288.660445 nChanged 5 SP:Iteration 17Q (2153.122162 sec): 3 clusters Score: Raw -114760.626430 + Penalty 2468.827499 = -112291.798931 nChanged 4 SP:Iteration 18Q (2153.168506 sec): 3 clusters Score: Raw -114762.379480 + Penalty 2468.827499 = -112293.551981 nChanged 1 SP:Iteration 19Q (2153.214803 sec): 3 clusters Score: Raw -114763.387008 + Penalty 2468.827499 = -112294.559509 nChanged 4 SP:Iteration 20F (2153.261672 sec): 3 clusters Score: Raw -114764.772341 + Penalty 2468.827499 = -112295.944842 nChanged 1 SP:Iteration 21Q (2153.308249 sec): 3 clusters Score: Raw -114765.661115 + Penalty 2468.827499 = -112296.833616 nChanged 1 SP:Iteration 22Q (2153.356117 sec): 3 clusters Score: Raw -114766.914234 + Penalty 2468.827499 = -112298.086735 nChanged 2 SP:Iteration 23Q (2153.406637 sec): 3 clusters Score: Raw -114768.733442 + Penalty 2468.827499 = -112299.905943 nChanged 4 SP:Iteration 24Q (2153.441427 sec): 3 clusters Score: Raw -114771.172169 + Penalty 2468.827499 = -112302.344670 nChanged 3 SP:Iteration 25Q (2153.488705 sec): 3 clusters Score: Raw -114772.643737 + Penalty 2468.827499 = -112303.816238 nChanged 3 SP:Iteration 26Q (2153.535607 sec): 3 clusters Score: Raw -114773.545372 + Penalty 2468.827499 = -112304.717873 nChanged 0 SP:Iteration 27F (2153.585274 sec): 3 clusters Score: Raw -114773.545372 + Penalty 2468.827499 = -112304.717873 nChanged 0 Trying to split cluster 34 (29661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.665184 sec): 2 clusters Score: Raw -2020753.005168 + Penalty 1673.358104 = -2019079.647065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.764123 sec): 3 clusters Score: Raw -2002533.084245 + Penalty 3346.716207 = -1999186.368038 nChanged 13617 SP:Iteration 1F (2153.862744 sec): 3 clusters Score: Raw -2010300.838165 + Penalty 3346.716207 = -2006954.121957 nChanged 1504 SP:Iteration 2F (2153.959260 sec): 3 clusters Score: Raw -2010868.080801 + Penalty 3346.716207 = -2007521.364593 nChanged 1428 SP:Iteration 3Q (2154.058251 sec): 3 clusters Score: Raw -2011446.334885 + Penalty 3346.716207 = -2008099.618678 nChanged 1426 SP:Iteration 4Q (2154.150972 sec): 3 clusters Score: Raw -2012110.737671 + Penalty 3346.716207 = -2008764.021463 nChanged 1536 SP:Iteration 5F (2154.243223 sec): 3 clusters Score: Raw -2012944.912575 + Penalty 3346.716207 = -2009598.196368 nChanged 1589 SP:Iteration 6F (2154.340679 sec): 3 clusters Score: Raw -2013848.198640 + Penalty 3346.716207 = -2010501.482432 nChanged 1566 SP:Iteration 7F (2154.439612 sec): 3 clusters Score: Raw -2014825.871231 + Penalty 3346.716207 = -2011479.155023 nChanged 1565 SP:Iteration 8F (2154.537205 sec): 3 clusters Score: Raw -2015780.147419 + Penalty 3346.716207 = -2012433.431211 nChanged 1385 SP:Iteration 9Q (2154.626974 sec): 3 clusters Score: Raw -2016514.449521 + Penalty 3346.716207 = -2013167.733313 nChanged 1130 SP:Iteration 10Q (2154.733408 sec): 3 clusters Score: Raw -2016994.673770 + Penalty 3346.716207 = -2013647.957563 nChanged 786 SP:Iteration 11Q (2154.831486 sec): 3 clusters Score: Raw -2017273.417584 + Penalty 3346.716207 = -2013926.701376 nChanged 594 SP:Iteration 12Q (2154.935792 sec): 3 clusters Score: Raw -2017450.518474 + Penalty 3346.716207 = -2014103.802266 nChanged 473 SP:Iteration 13Q (2155.033362 sec): 3 clusters Score: Raw -2017584.979287 + Penalty 3346.716207 = -2014238.263080 nChanged 429 SP:Iteration 14Q (2155.137072 sec): 3 clusters Score: Raw -2017705.142626 + Penalty 3346.716207 = -2014358.426418 nChanged 420 SP:Iteration 15Q (2155.229364 sec): 3 clusters Score: Raw -2017816.011303 + Penalty 3346.716207 = -2014469.295095 nChanged 402 SP:Iteration 16Q (2155.342313 sec): 3 clusters Score: Raw -2017909.622504 + Penalty 3346.716207 = -2014562.906297 nChanged 354 SP:Iteration 17Q (2155.438897 sec): 3 clusters Score: Raw -2017994.768648 + Penalty 3346.716207 = -2014648.052440 nChanged 370 SP:Iteration 18Q (2155.537733 sec): 3 clusters Score: Raw -2018088.172596 + Penalty 3346.716207 = -2014741.456389 nChanged 373 SP:Iteration 19Q (2155.626109 sec): 3 clusters Score: Raw -2018186.749477 + Penalty 3346.716207 = -2014840.033269 nChanged 405 SP:Iteration 20F (2155.734162 sec): 3 clusters Score: Raw -2018302.701950 + Penalty 3346.716207 = -2014955.985743 nChanged 443 SP:Iteration 21Q (2155.827146 sec): 3 clusters Score: Raw -2018427.988249 + Penalty 3346.716207 = -2015081.272042 nChanged 453 SP:Iteration 22Q (2155.929605 sec): 3 clusters Score: Raw -2018564.375057 + Penalty 3346.716207 = -2015217.658850 nChanged 447 SP:Iteration 23Q (2156.019228 sec): 3 clusters Score: Raw -2018705.515445 + Penalty 3346.716207 = -2015358.799237 nChanged 433 SP:Iteration 24Q (2156.114419 sec): 3 clusters Score: Raw -2018842.258208 + Penalty 3346.716207 = -2015495.542001 nChanged 435 SP:Iteration 25Q (2156.227282 sec): 3 clusters Score: Raw -2018979.461142 + Penalty 3346.716207 = -2015632.744935 nChanged 419 SP:Iteration 26Q (2156.322718 sec): 3 clusters Score: Raw -2019119.068197 + Penalty 3346.716207 = -2015772.351989 nChanged 445 SP:Iteration 27Q (2156.421599 sec): 3 clusters Score: Raw -2019280.999244 + Penalty 3346.716207 = -2015934.283036 nChanged 432 SP:Iteration 28Q (2156.510547 sec): 3 clusters Score: Raw -2019434.095707 + Penalty 3346.716207 = -2016087.379500 nChanged 389 SP:Iteration 29Q (2156.610492 sec): 3 clusters Score: Raw -2019569.727253 + Penalty 3346.716207 = -2016223.011046 nChanged 361 SP:Iteration 30Q (2156.714090 sec): 3 clusters Score: Raw -2019700.754866 + Penalty 3346.716207 = -2016354.038658 nChanged 364 SP:Iteration 31Q (2156.808102 sec): 3 clusters Score: Raw -2019835.875015 + Penalty 3346.716207 = -2016489.158808 nChanged 325 SP:Iteration 32Q (2156.894762 sec): 3 clusters Score: Raw -2019954.164567 + Penalty 3346.716207 = -2016607.448359 nChanged 295 SP:Iteration 33Q (2156.995466 sec): 3 clusters Score: Raw -2020067.867505 + Penalty 3346.716207 = -2016721.151298 nChanged 280 SP:Iteration 34Q (2157.074759 sec): 3 clusters Score: Raw -2020162.653810 + Penalty 3346.716207 = -2016815.937602 nChanged 235 SP:Iteration 35Q (2157.175094 sec): 3 clusters Score: Raw -2020234.442497 + Penalty 3346.716207 = -2016887.726290 nChanged 228 SP:Iteration 36Q (2157.265816 sec): 3 clusters Score: Raw -2020302.776018 + Penalty 3346.716207 = -2016956.059810 nChanged 225 SP:Iteration 37Q (2157.354883 sec): 3 clusters Score: Raw -2020377.239666 + Penalty 3346.716207 = -2017030.523459 nChanged 218 SP:Iteration 38Q (2157.454996 sec): 3 clusters Score: Raw -2020447.044191 + Penalty 3346.716207 = -2017100.327984 nChanged 207 SP:Iteration 39Q (2157.547100 sec): 3 clusters Score: Raw -2020511.360894 + Penalty 3346.716207 = -2017164.644687 nChanged 193 SP:Iteration 40F (2157.645789 sec): 3 clusters Score: Raw -2020568.212426 + Penalty 3346.716207 = -2017221.496218 nChanged 194 SP:Iteration 41Q (2157.737846 sec): 3 clusters Score: Raw -2020630.609977 + Penalty 3346.716207 = -2017283.893770 nChanged 187 SP:Iteration 42Q (2157.817308 sec): 3 clusters Score: Raw -2020694.072482 + Penalty 3346.716207 = -2017347.356275 nChanged 179 SP:Iteration 43Q (2157.917701 sec): 3 clusters Score: Raw -2020754.827664 + Penalty 3346.716207 = -2017408.111457 nChanged 145 SP:Iteration 44Q (2158.013467 sec): 3 clusters Score: Raw -2020798.012409 + Penalty 3346.716207 = -2017451.296201 nChanged 136 SP:Iteration 45Q (2158.095634 sec): 3 clusters Score: Raw -2020836.963790 + Penalty 3346.716207 = -2017490.247582 nChanged 121 SP:Iteration 46Q (2158.196591 sec): 3 clusters Score: Raw -2020870.343709 + Penalty 3346.716207 = -2017523.627502 nChanged 99 SP:Iteration 47Q (2158.289597 sec): 3 clusters Score: Raw -2020894.399715 + Penalty 3346.716207 = -2017547.683508 nChanged 79 SP:Iteration 48Q (2158.378243 sec): 3 clusters Score: Raw -2020911.655704 + Penalty 3346.716207 = -2017564.939496 nChanged 74 SP:Iteration 49Q (2158.466525 sec): 3 clusters Score: Raw -2020927.804216 + Penalty 3346.716207 = -2017581.088008 nChanged 70 SP:Iteration 50Q (2158.560323 sec): 3 clusters Score: Raw -2020941.757614 + Penalty 3346.716207 = -2017595.041407 nChanged 53 SP:Iteration 51Q (2158.651226 sec): 3 clusters Score: Raw -2020952.357811 + Penalty 3346.716207 = -2017605.641604 nChanged 46 SP:Iteration 52Q (2158.738532 sec): 3 clusters Score: Raw -2020959.929949 + Penalty 3346.716207 = -2017613.213742 nChanged 38 SP:Iteration 53Q (2158.828934 sec): 3 clusters Score: Raw -2020967.463422 + Penalty 3346.716207 = -2017620.747215 nChanged 44 SP:Iteration 54Q (2158.917493 sec): 3 clusters Score: Raw -2020977.190752 + Penalty 3346.716207 = -2017630.474545 nChanged 48 SP:Iteration 55Q (2159.002110 sec): 3 clusters Score: Raw -2020985.979674 + Penalty 3346.716207 = -2017639.263466 nChanged 42 SP:Iteration 56Q (2159.095346 sec): 3 clusters Score: Raw -2020993.649202 + Penalty 3346.716207 = -2017646.932995 nChanged 48 SP:Iteration 57Q (2159.183395 sec): 3 clusters Score: Raw -2021004.718336 + Penalty 3346.716207 = -2017658.002129 nChanged 54 SP:Iteration 58Q (2159.278140 sec): 3 clusters Score: Raw -2021017.215721 + Penalty 3346.716207 = -2017670.499514 nChanged 49 SP:Iteration 59Q (2159.360464 sec): 3 clusters Score: Raw -2021026.591132 + Penalty 3346.716207 = -2017679.874924 nChanged 44 SP:Iteration 60F (2159.460676 sec): 3 clusters Score: Raw -2021035.621768 + Penalty 3346.716207 = -2017688.905561 nChanged 44 SP:Iteration 61Q (2159.538985 sec): 3 clusters Score: Raw -2021045.089076 + Penalty 3346.716207 = -2017698.372869 nChanged 41 SP:Iteration 62Q (2159.627977 sec): 3 clusters Score: Raw -2021054.894401 + Penalty 3346.716207 = -2017708.178193 nChanged 43 SP:Iteration 63Q (2159.721776 sec): 3 clusters Score: Raw -2021062.680847 + Penalty 3346.716207 = -2017715.964640 nChanged 39 SP:Iteration 64Q (2159.808526 sec): 3 clusters Score: Raw -2021070.761404 + Penalty 3346.716207 = -2017724.045196 nChanged 29 SP:Iteration 65Q (2159.896065 sec): 3 clusters Score: Raw -2021076.765601 + Penalty 3346.716207 = -2017730.049393 nChanged 33 SP:Iteration 66Q (2159.978798 sec): 3 clusters Score: Raw -2021082.735699 + Penalty 3346.716207 = -2017736.019492 nChanged 28 SP:Iteration 67Q (2160.063631 sec): 3 clusters Score: Raw -2021089.195730 + Penalty 3346.716207 = -2017742.479523 nChanged 32 SP:Iteration 68Q (2160.147536 sec): 3 clusters Score: Raw -2021096.781539 + Penalty 3346.716207 = -2017750.065331 nChanged 30 SP:Iteration 69Q (2160.245919 sec): 3 clusters Score: Raw -2021103.154324 + Penalty 3346.716207 = -2017756.438117 nChanged 25 SP:Iteration 70Q (2160.333856 sec): 3 clusters Score: Raw -2021108.465431 + Penalty 3346.716207 = -2017761.749223 nChanged 23 SP:Iteration 71Q (2160.418777 sec): 3 clusters Score: Raw -2021113.989478 + Penalty 3346.716207 = -2017767.273270 nChanged 24 SP:Iteration 72Q (2160.495358 sec): 3 clusters Score: Raw -2021119.266036 + Penalty 3346.716207 = -2017772.549829 nChanged 20 SP:Iteration 73Q (2160.587488 sec): 3 clusters Score: Raw -2021124.966950 + Penalty 3346.716207 = -2017778.250742 nChanged 17 SP:Iteration 74Q (2160.671659 sec): 3 clusters Score: Raw -2021128.654462 + Penalty 3346.716207 = -2017781.938255 nChanged 15 SP:Iteration 75Q (2160.762271 sec): 3 clusters Score: Raw -2021131.898471 + Penalty 3346.716207 = -2017785.182263 nChanged 14 SP:Iteration 76Q (2160.839231 sec): 3 clusters Score: Raw -2021135.194923 + Penalty 3346.716207 = -2017788.478716 nChanged 10 SP:Iteration 77Q (2160.935093 sec): 3 clusters Score: Raw -2021137.274437 + Penalty 3346.716207 = -2017790.558230 nChanged 7 SP:Iteration 78Q (2161.022433 sec): 3 clusters Score: Raw -2021138.512948 + Penalty 3346.716207 = -2017791.796740 nChanged 5 SP:Iteration 79Q (2161.123143 sec): 3 clusters Score: Raw -2021139.132988 + Penalty 3346.716207 = -2017792.416780 nChanged 3 SP:Iteration 80F (2161.225301 sec): 3 clusters Score: Raw -2021139.903910 + Penalty 3346.716207 = -2017793.187702 nChanged 8 SP:Iteration 81Q (2161.311382 sec): 3 clusters Score: Raw -2021141.031157 + Penalty 3346.716207 = -2017794.314949 nChanged 10 SP:Iteration 82Q (2161.402251 sec): 3 clusters Score: Raw -2021142.538345 + Penalty 3346.716207 = -2017795.822137 nChanged 11 SP:Iteration 83Q (2161.491414 sec): 3 clusters Score: Raw -2021144.508493 + Penalty 3346.716207 = -2017797.792286 nChanged 10 SP:Iteration 84Q (2161.579899 sec): 3 clusters Score: Raw -2021145.948536 + Penalty 3346.716207 = -2017799.232328 nChanged 8 SP:Iteration 85Q (2161.669159 sec): 3 clusters Score: Raw -2021147.194264 + Penalty 3346.716207 = -2017800.478056 nChanged 9 SP:Iteration 86Q (2161.755280 sec): 3 clusters Score: Raw -2021149.266048 + Penalty 3346.716207 = -2017802.549841 nChanged 14 SP:Iteration 87Q (2161.842912 sec): 3 clusters Score: Raw -2021151.647388 + Penalty 3346.716207 = -2017804.931181 nChanged 11 SP:Iteration 88Q (2161.925602 sec): 3 clusters Score: Raw -2021153.458667 + Penalty 3346.716207 = -2017806.742459 nChanged 9 SP:Iteration 89Q (2162.016209 sec): 3 clusters Score: Raw -2021154.937368 + Penalty 3346.716207 = -2017808.221161 nChanged 9 SP:Iteration 90Q (2162.104736 sec): 3 clusters Score: Raw -2021155.867643 + Penalty 3346.716207 = -2017809.151436 nChanged 7 SP:Iteration 91Q (2162.192425 sec): 3 clusters Score: Raw -2021156.773273 + Penalty 3346.716207 = -2017810.057065 nChanged 4 SP:Iteration 92Q (2162.277144 sec): 3 clusters Score: Raw -2021157.143774 + Penalty 3346.716207 = -2017810.427567 nChanged 1 SP:Iteration 93Q (2162.361513 sec): 3 clusters Score: Raw -2021157.469257 + Penalty 3346.716207 = -2017810.753049 nChanged 4 SP:Iteration 94Q (2162.452140 sec): 3 clusters Score: Raw -2021158.037806 + Penalty 3346.716207 = -2017811.321598 nChanged 4 SP:Iteration 95Q (2162.540085 sec): 3 clusters Score: Raw -2021158.495122 + Penalty 3346.716207 = -2017811.778914 nChanged 3 SP:Iteration 96Q (2162.628240 sec): 3 clusters Score: Raw -2021158.947102 + Penalty 3346.716207 = -2017812.230894 nChanged 2 SP:Iteration 97Q (2162.717860 sec): 3 clusters Score: Raw -2021159.092789 + Penalty 3346.716207 = -2017812.376581 nChanged 3 SP:Iteration 98Q (2162.808345 sec): 3 clusters Score: Raw -2021159.297758 + Penalty 3346.716207 = -2017812.581550 nChanged 1 SP:Iteration 99Q (2162.893930 sec): 3 clusters Score: Raw -2021159.348943 + Penalty 3346.716207 = -2017812.632736 nChanged 3 SP:Iteration 100F (2162.980272 sec): 3 clusters Score: Raw -2021159.609799 + Penalty 3346.716207 = -2017812.893592 nChanged 3 SP:Iteration 101Q (2163.070630 sec): 3 clusters Score: Raw -2021160.435481 + Penalty 3346.716207 = -2017813.719274 nChanged 4 SP:Iteration 102Q (2163.159750 sec): 3 clusters Score: Raw -2021161.010939 + Penalty 3346.716207 = -2017814.294732 nChanged 3 SP:Iteration 103Q (2163.258924 sec): 3 clusters Score: Raw -2021161.306417 + Penalty 3346.716207 = -2017814.590209 nChanged 5 SP:Iteration 104Q (2163.338053 sec): 3 clusters Score: Raw -2021162.285415 + Penalty 3346.716207 = -2017815.569207 nChanged 4 SP:Iteration 105Q (2163.436751 sec): 3 clusters Score: Raw -2021162.629508 + Penalty 3346.716207 = -2017815.913301 nChanged 2 SP:Iteration 106Q (2163.522574 sec): 3 clusters Score: Raw -2021162.799955 + Penalty 3346.716207 = -2017816.083748 nChanged 2 SP:Iteration 107Q (2163.606323 sec): 3 clusters Score: Raw -2021163.019131 + Penalty 3346.716207 = -2017816.302924 nChanged 2 SP:Iteration 108Q (2163.695076 sec): 3 clusters Score: Raw -2021163.346302 + Penalty 3346.716207 = -2017816.630095 nChanged 2 SP:Iteration 109Q (2163.780052 sec): 3 clusters Score: Raw -2021163.852319 + Penalty 3346.716207 = -2017817.136112 nChanged 3 SP:Iteration 110Q (2163.866732 sec): 3 clusters Score: Raw -2021164.440654 + Penalty 3346.716207 = -2017817.724447 nChanged 9 SP:Iteration 111Q (2163.957163 sec): 3 clusters Score: Raw -2021165.643147 + Penalty 3346.716207 = -2017818.926940 nChanged 8 SP:Iteration 112Q (2164.046819 sec): 3 clusters Score: Raw -2021166.388209 + Penalty 3346.716207 = -2017819.672001 nChanged 7 SP:Iteration 113Q (2164.138149 sec): 3 clusters Score: Raw -2021167.481479 + Penalty 3346.716207 = -2017820.765272 nChanged 5 SP:Iteration 114Q (2164.226641 sec): 3 clusters Score: Raw -2021168.427200 + Penalty 3346.716207 = -2017821.710993 nChanged 4 SP:Iteration 115Q (2164.319927 sec): 3 clusters Score: Raw -2021169.559217 + Penalty 3346.716207 = -2017822.843009 nChanged 5 SP:Iteration 116Q (2164.408107 sec): 3 clusters Score: Raw -2021170.492860 + Penalty 3346.716207 = -2017823.776653 nChanged 2 SP:Iteration 117Q (2164.490642 sec): 3 clusters Score: Raw -2021170.616104 + Penalty 3346.716207 = -2017823.899896 nChanged 1 SP:Iteration 118Q (2164.579351 sec): 3 clusters Score: Raw -2021170.755412 + Penalty 3346.716207 = -2017824.039204 nChanged 1 SP:Iteration 119Q (2164.663216 sec): 3 clusters Score: Raw -2021171.068599 + Penalty 3346.716207 = -2017824.352391 nChanged 2 SP:Iteration 120F (2164.754844 sec): 3 clusters Score: Raw -2021171.366600 + Penalty 3346.716207 = -2017824.650392 nChanged 0 Trying to split cluster 35 (3077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2164.797484 sec): 2 clusters Score: Raw -209034.383343 + Penalty 1305.152936 = -207729.230407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2164.847201 sec): 3 clusters Score: Raw -207587.784362 + Penalty 2610.305872 = -204977.478490 nChanged 1193 SP:Iteration 1F (2164.896241 sec): 3 clusters Score: Raw -208366.339288 + Penalty 2610.305872 = -205756.033416 nChanged 264 SP:Iteration 2F (2164.933842 sec): 3 clusters Score: Raw -208582.559454 + Penalty 2610.305872 = -205972.253582 nChanged 216 SP:Iteration 3F (2164.981257 sec): 3 clusters Score: Raw -208752.612586 + Penalty 2610.305872 = -206142.306714 nChanged 148 SP:Iteration 4Q (2165.041098 sec): 3 clusters Score: Raw -208865.805611 + Penalty 2610.305872 = -206255.499739 nChanged 134 SP:Iteration 5Q (2165.079729 sec): 3 clusters Score: Raw -208963.766413 + Penalty 2610.305872 = -206353.460541 nChanged 109 SP:Iteration 6Q (2165.138238 sec): 3 clusters Score: Raw -209041.260786 + Penalty 2610.305872 = -206430.954914 nChanged 106 SP:Iteration 7Q (2165.180600 sec): 3 clusters Score: Raw -209112.031674 + Penalty 2610.305872 = -206501.725802 nChanged 75 SP:Iteration 8Q (2165.231123 sec): 3 clusters Score: Raw -209164.008085 + Penalty 2610.305872 = -206553.702213 nChanged 71 SP:Iteration 9Q (2165.273542 sec): 3 clusters Score: Raw -209203.146823 + Penalty 2610.305872 = -206592.840951 nChanged 47 SP:Iteration 10Q (2165.336885 sec): 3 clusters Score: Raw -209233.428330 + Penalty 2610.305872 = -206623.122458 nChanged 51 SP:Iteration 11Q (2165.387859 sec): 3 clusters Score: Raw -209264.741858 + Penalty 2610.305872 = -206654.435986 nChanged 48 SP:Iteration 12Q (2165.432658 sec): 3 clusters Score: Raw -209295.050435 + Penalty 2610.305872 = -206684.744563 nChanged 44 SP:Iteration 13Q (2165.484158 sec): 3 clusters Score: Raw -209320.422262 + Penalty 2610.305872 = -206710.116390 nChanged 41 SP:Iteration 14Q (2165.540674 sec): 3 clusters Score: Raw -209340.691841 + Penalty 2610.305872 = -206730.385969 nChanged 23 SP:Iteration 15Q (2165.591219 sec): 3 clusters Score: Raw -209348.730362 + Penalty 2610.305872 = -206738.424490 nChanged 10 SP:Iteration 16Q (2165.638912 sec): 3 clusters Score: Raw -209354.502346 + Penalty 2610.305872 = -206744.196474 nChanged 10 SP:Iteration 17Q (2165.688333 sec): 3 clusters Score: Raw -209359.388766 + Penalty 2610.305872 = -206749.082894 nChanged 8 SP:Iteration 18Q (2165.740550 sec): 3 clusters Score: Raw -209362.168465 + Penalty 2610.305872 = -206751.862593 nChanged 7 SP:Iteration 19Q (2165.789616 sec): 3 clusters Score: Raw -209364.729052 + Penalty 2610.305872 = -206754.423180 nChanged 7 SP:Iteration 20F (2165.839781 sec): 3 clusters Score: Raw -209367.455958 + Penalty 2610.305872 = -206757.150086 nChanged 5 SP:Iteration 21Q (2165.894046 sec): 3 clusters Score: Raw -209369.252781 + Penalty 2610.305872 = -206758.946909 nChanged 8 SP:Iteration 22Q (2165.943320 sec): 3 clusters Score: Raw -209372.497073 + Penalty 2610.305872 = -206762.191201 nChanged 4 SP:Iteration 23Q (2165.998904 sec): 3 clusters Score: Raw -209374.305213 + Penalty 2610.305872 = -206763.999341 nChanged 2 SP:Iteration 24Q (2166.046098 sec): 3 clusters Score: Raw -209374.915070 + Penalty 2610.305872 = -206764.609198 nChanged 0 SP:Iteration 25F (2166.093172 sec): 3 clusters Score: Raw -209374.915070 + Penalty 2610.305872 = -206764.609198 nChanged 0 Trying to split cluster 36 (5824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2166.135352 sec): 2 clusters Score: Raw -396951.876201 + Penalty 1408.833171 = -395543.043030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2166.180201 sec): 3 clusters Score: Raw -393899.756585 + Penalty 2817.666342 = -391082.090244 nChanged 2399 SP:Iteration 1F (2166.247513 sec): 3 clusters Score: Raw -395295.308591 + Penalty 2817.666342 = -392477.642249 nChanged 466 SP:Iteration 2F (2166.300081 sec): 3 clusters Score: Raw -395591.841046 + Penalty 2817.666342 = -392774.174704 nChanged 403 SP:Iteration 3F (2166.356219 sec): 3 clusters Score: Raw -395896.577792 + Penalty 2817.666342 = -393078.911450 nChanged 370 SP:Iteration 4F (2166.402365 sec): 3 clusters Score: Raw -396197.136915 + Penalty 2817.666342 = -393379.470573 nChanged 364 SP:Iteration 5F (2166.459140 sec): 3 clusters Score: Raw -396518.082820 + Penalty 2817.666342 = -393700.416479 nChanged 326 SP:Iteration 6F (2166.515684 sec): 3 clusters Score: Raw -396799.417217 + Penalty 2817.666342 = -393981.750875 nChanged 259 SP:Iteration 7Q (2166.563530 sec): 3 clusters Score: Raw -396989.307296 + Penalty 2817.666342 = -394171.640955 nChanged 178 SP:Iteration 8Q (2166.621537 sec): 3 clusters Score: Raw -397114.459672 + Penalty 2817.666342 = -394296.793330 nChanged 134 SP:Iteration 9Q (2166.682405 sec): 3 clusters Score: Raw -397198.948548 + Penalty 2817.666342 = -394381.282206 nChanged 98 SP:Iteration 10Q (2166.743168 sec): 3 clusters Score: Raw -397254.332008 + Penalty 2817.666342 = -394436.665667 nChanged 71 SP:Iteration 11Q (2166.789740 sec): 3 clusters Score: Raw -397288.017173 + Penalty 2817.666342 = -394470.350832 nChanged 56 SP:Iteration 12Q (2166.845717 sec): 3 clusters Score: Raw -397309.616277 + Penalty 2817.666342 = -394491.949935 nChanged 34 SP:Iteration 13Q (2166.893059 sec): 3 clusters Score: Raw -397320.535977 + Penalty 2817.666342 = -394502.869636 nChanged 23 SP:Iteration 14Q (2166.950011 sec): 3 clusters Score: Raw -397326.905771 + Penalty 2817.666342 = -394509.239430 nChanged 13 SP:Iteration 15Q (2167.011993 sec): 3 clusters Score: Raw -397330.645582 + Penalty 2817.666342 = -394512.979240 nChanged 13 SP:Iteration 16Q (2167.064567 sec): 3 clusters Score: Raw -397334.752326 + Penalty 2817.666342 = -394517.085984 nChanged 10 SP:Iteration 17Q (2167.125281 sec): 3 clusters Score: Raw -397337.363053 + Penalty 2817.666342 = -394519.696711 nChanged 6 SP:Iteration 18Q (2167.172594 sec): 3 clusters Score: Raw -397338.838421 + Penalty 2817.666342 = -394521.172080 nChanged 4 SP:Iteration 19Q (2167.232559 sec): 3 clusters Score: Raw -397339.650966 + Penalty 2817.666342 = -394521.984624 nChanged 1 SP:Iteration 20F (2167.294452 sec): 3 clusters Score: Raw -397339.835031 + Penalty 2817.666342 = -394522.168690 nChanged 1 SP:Iteration 21Q (2167.345846 sec): 3 clusters Score: Raw -397339.987702 + Penalty 2817.666342 = -394522.321360 nChanged 1 SP:Iteration 22Q (2167.397204 sec): 3 clusters Score: Raw -397340.067589 + Penalty 2817.666342 = -394522.401248 nChanged 0 SP:Iteration 23F (2167.453073 sec): 3 clusters Score: Raw -397340.067589 + Penalty 2817.666342 = -394522.401248 nChanged 0 Iteration 259Q (2171.722392 sec): 37 clusters Score: Raw -32162256.809178 + Penalty 76786.113438 = -32085470.695739 nChanged 142 Iteration 260F (2183.082880 sec): 37 clusters Score: Raw -32162263.772290 + Penalty 76786.113438 = -32085477.658852 nChanged 134 Iteration 261Q (2187.094683 sec): 37 clusters Score: Raw -32162270.738925 + Penalty 76786.113438 = -32085484.625487 nChanged 129 Iteration 262Q (2191.229916 sec): 37 clusters Score: Raw -32162277.774888 + Penalty 76786.113438 = -32085491.661450 nChanged 125 Iteration 263Q (2195.151682 sec): 37 clusters Score: Raw -32162282.906517 + Penalty 76786.113438 = -32085496.793078 nChanged 109 Iteration 264Q (2199.369405 sec): 37 clusters Score: Raw -32162287.348443 + Penalty 76786.113438 = -32085501.235005 nChanged 114 Iteration 265Q (2203.728621 sec): 37 clusters Score: Raw -32162291.980961 + Penalty 76786.113438 = -32085505.867522 nChanged 109 Iteration 266Q (2207.672225 sec): 37 clusters Score: Raw -32162296.560481 + Penalty 76786.113438 = -32085510.447043 nChanged 113 Iteration 267Q (2211.909519 sec): 37 clusters Score: Raw -32162301.724813 + Penalty 76786.113438 = -32085515.611375 nChanged 139 Iteration 268Q (2215.811790 sec): 37 clusters Score: Raw -32162308.374499 + Penalty 76786.113438 = -32085522.261061 nChanged 152 Iteration 269Q (2220.159021 sec): 37 clusters Score: Raw -32162315.438013 + Penalty 76786.113438 = -32085529.324574 nChanged 144 Iteration 270Q (2224.371744 sec): 37 clusters Score: Raw -32162322.096909 + Penalty 76786.113438 = -32085535.983470 nChanged 123 Iteration 271Q (2228.819584 sec): 37 clusters Score: Raw -32162327.105028 + Penalty 76786.113438 = -32085540.991590 nChanged 144 Iteration 272Q (2233.067208 sec): 37 clusters Score: Raw -32162334.020183 + Penalty 76786.113438 = -32085547.906744 nChanged 133 Iteration 273Q (2237.509697 sec): 37 clusters Score: Raw -32162339.720276 + Penalty 76786.113438 = -32085553.606838 nChanged 133 Iteration 274Q (2241.539060 sec): 37 clusters Score: Raw -32162345.400167 + Penalty 76786.113438 = -32085559.286729 nChanged 102 Iteration 275Q (2245.769490 sec): 37 clusters Score: Raw -32162348.685894 + Penalty 76786.113438 = -32085562.572455 nChanged 94 Iteration 276Q (2249.773904 sec): 37 clusters Score: Raw -32162352.391798 + Penalty 76786.113438 = -32085566.278359 nChanged 104 Iteration 277Q (2254.033285 sec): 37 clusters Score: Raw -32162356.861934 + Penalty 76786.113438 = -32085570.748495 nChanged 112 Iteration 278Q (2258.337496 sec): 37 clusters Score: Raw -32162361.462648 + Penalty 76786.113438 = -32085575.349210 nChanged 128 Iteration 279Q (2262.592918 sec): 37 clusters Score: Raw -32162367.298257 + Penalty 76786.113438 = -32085581.184819 nChanged 128 Iteration 280F (2273.951340 sec): 37 clusters Score: Raw -32162372.916344 + Penalty 76786.113438 = -32085586.802905 nChanged 134 Iteration 281Q (2277.891117 sec): 37 clusters Score: Raw -32162378.424203 + Penalty 76786.113438 = -32085592.310764 nChanged 131 Iteration 282Q (2282.050342 sec): 37 clusters Score: Raw -32162383.986905 + Penalty 76786.113438 = -32085597.873467 nChanged 140 Iteration 283Q (2286.308184 sec): 37 clusters Score: Raw -32162389.657949 + Penalty 76786.113438 = -32085603.544510 nChanged 138 Iteration 284Q (2290.352992 sec): 37 clusters Score: Raw -32162394.159647 + Penalty 76786.113438 = -32085608.046208 nChanged 109 Iteration 285Q (2294.313350 sec): 37 clusters Score: Raw -32162397.370837 + Penalty 76786.113438 = -32085611.257399 nChanged 105 Iteration 286Q (2298.316154 sec): 37 clusters Score: Raw -32162401.262335 + Penalty 76786.113438 = -32085615.148897 nChanged 106 Iteration 287Q (2302.334962 sec): 37 clusters Score: Raw -32162405.198360 + Penalty 76786.113438 = -32085619.084922 nChanged 96 Iteration 288Q (2306.849107 sec): 37 clusters Score: Raw -32162408.914982 + Penalty 76786.113438 = -32085622.801543 nChanged 113 Iteration 289Q (2311.026303 sec): 37 clusters Score: Raw -32162412.849265 + Penalty 76786.113438 = -32085626.735826 nChanged 106 Iteration 290Q (2315.418560 sec): 37 clusters Score: Raw -32162417.020015 + Penalty 76786.113438 = -32085630.906577 nChanged 92 Iteration 291Q (2319.540841 sec): 37 clusters Score: Raw -32162420.682108 + Penalty 76786.113438 = -32085634.568670 nChanged 96 Iteration 292Q (2323.837491 sec): 37 clusters Score: Raw -32162423.879235 + Penalty 76786.113438 = -32085637.765796 nChanged 94 Iteration 293Q (2327.967059 sec): 37 clusters Score: Raw -32162426.615956 + Penalty 76786.113438 = -32085640.502518 nChanged 68 Iteration 294Q (2331.907413 sec): 37 clusters Score: Raw -32162428.377378 + Penalty 76786.113438 = -32085642.263939 nChanged 71 Iteration 295Q (2336.089528 sec): 37 clusters Score: Raw -32162430.073406 + Penalty 76786.113438 = -32085643.959968 nChanged 62 Iteration 296Q (2339.864655 sec): 37 clusters Score: Raw -32162431.761055 + Penalty 76786.113438 = -32085645.647616 nChanged 75 Iteration 297Q (2344.056175 sec): 37 clusters Score: Raw -32162433.879703 + Penalty 76786.113438 = -32085647.766265 nChanged 71 Iteration 298Q (2347.815930 sec): 37 clusters Score: Raw -32162436.266139 + Penalty 76786.113438 = -32085650.152700 nChanged 78 Writing temp clu file Because OldScore, -32085647.766265, is greater than current (better) Score,-32085650.152700 Compute initial score before splitting: Score: Raw -32162436.266139 + Penalty 76786.113438 = -32085650.152700 Trying to split cluster 1 (8761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2348.012679 sec): 2 clusters Score: Raw -604821.196194 + Penalty 1475.185617 = -603346.010577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2348.073867 sec): 3 clusters Score: Raw -599929.722590 + Penalty 2950.371233 = -596979.351357 nChanged 3736 SP:Iteration 1F (2348.123886 sec): 3 clusters Score: Raw -602189.546817 + Penalty 2950.371233 = -599239.175584 nChanged 713 SP:Iteration 2F (2348.196120 sec): 3 clusters Score: Raw -602705.270580 + Penalty 2950.371233 = -599754.899347 nChanged 642 SP:Iteration 3F (2348.258666 sec): 3 clusters Score: Raw -603145.367172 + Penalty 2950.371233 = -600194.995939 nChanged 623 SP:Iteration 4F (2348.308262 sec): 3 clusters Score: Raw -603573.141562 + Penalty 2950.371233 = -600622.770329 nChanged 552 SP:Iteration 5F (2348.370921 sec): 3 clusters Score: Raw -603954.523175 + Penalty 2950.371233 = -601004.151942 nChanged 472 SP:Iteration 6F (2348.442863 sec): 3 clusters Score: Raw -604322.998162 + Penalty 2950.371233 = -601372.626929 nChanged 392 SP:Iteration 7Q (2348.504662 sec): 3 clusters Score: Raw -604625.658660 + Penalty 2950.371233 = -601675.287427 nChanged 328 SP:Iteration 8Q (2348.566430 sec): 3 clusters Score: Raw -604888.181842 + Penalty 2950.371233 = -601937.810609 nChanged 264 SP:Iteration 9Q (2348.629553 sec): 3 clusters Score: Raw -605085.509039 + Penalty 2950.371233 = -602135.137806 nChanged 197 SP:Iteration 10Q (2348.679655 sec): 3 clusters Score: Raw -605224.873089 + Penalty 2950.371233 = -602274.501856 nChanged 147 SP:Iteration 11Q (2348.741647 sec): 3 clusters Score: Raw -605314.370056 + Penalty 2950.371233 = -602363.998823 nChanged 98 SP:Iteration 12Q (2348.802854 sec): 3 clusters Score: Raw -605364.818526 + Penalty 2950.371233 = -602414.447293 nChanged 75 SP:Iteration 13Q (2348.875160 sec): 3 clusters Score: Raw -605404.922557 + Penalty 2950.371233 = -602454.551323 nChanged 54 SP:Iteration 14Q (2348.924898 sec): 3 clusters Score: Raw -605430.453370 + Penalty 2950.371233 = -602480.082136 nChanged 46 SP:Iteration 15Q (2348.982539 sec): 3 clusters Score: Raw -605452.579727 + Penalty 2950.371233 = -602502.208494 nChanged 50 SP:Iteration 16Q (2349.054543 sec): 3 clusters Score: Raw -605478.948480 + Penalty 2950.371233 = -602528.577247 nChanged 40 SP:Iteration 17Q (2349.112344 sec): 3 clusters Score: Raw -605504.143099 + Penalty 2950.371233 = -602553.771866 nChanged 50 SP:Iteration 18Q (2349.165492 sec): 3 clusters Score: Raw -605538.954604 + Penalty 2950.371233 = -602588.583371 nChanged 37 SP:Iteration 19Q (2349.237608 sec): 3 clusters Score: Raw -605572.149850 + Penalty 2950.371233 = -602621.778617 nChanged 30 SP:Iteration 20F (2349.296652 sec): 3 clusters Score: Raw -605593.388109 + Penalty 2950.371233 = -602643.016876 nChanged 25 SP:Iteration 21Q (2349.353018 sec): 3 clusters Score: Raw -605606.085416 + Penalty 2950.371233 = -602655.714182 nChanged 20 SP:Iteration 22Q (2349.415850 sec): 3 clusters Score: Raw -605617.688795 + Penalty 2950.371233 = -602667.317562 nChanged 14 SP:Iteration 23Q (2349.474907 sec): 3 clusters Score: Raw -605625.181202 + Penalty 2950.371233 = -602674.809969 nChanged 9 SP:Iteration 24Q (2349.535160 sec): 3 clusters Score: Raw -605629.687440 + Penalty 2950.371233 = -602679.316207 nChanged 5 SP:Iteration 25Q (2349.596409 sec): 3 clusters Score: Raw -605631.150767 + Penalty 2950.371233 = -602680.779534 nChanged 4 SP:Iteration 26Q (2349.654194 sec): 3 clusters Score: Raw -605633.034648 + Penalty 2950.371233 = -602682.663415 nChanged 3 SP:Iteration 27Q (2349.710172 sec): 3 clusters Score: Raw -605633.947967 + Penalty 2950.371233 = -602683.576734 nChanged 2 SP:Iteration 28Q (2349.766311 sec): 3 clusters Score: Raw -605634.484572 + Penalty 2950.371233 = -602684.113339 nChanged 1 SP:Iteration 29Q (2349.813162 sec): 3 clusters Score: Raw -605634.689638 + Penalty 2950.371233 = -602684.318405 nChanged 0 SP:Iteration 30F (2349.883970 sec): 3 clusters Score: Raw -605634.689638 + Penalty 2950.371233 = -602684.318405 nChanged 0 Trying to split cluster 2 (10110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2349.917335 sec): 2 clusters Score: Raw -663521.495998 + Penalty 1498.458051 = -662023.037947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2349.981600 sec): 3 clusters Score: Raw -657789.534390 + Penalty 2996.916101 = -654792.618288 nChanged 4379 SP:Iteration 1F (2350.043014 sec): 3 clusters Score: Raw -660187.678075 + Penalty 2996.916101 = -657190.761973 nChanged 622 SP:Iteration 2F (2350.102125 sec): 3 clusters Score: Raw -660461.225095 + Penalty 2996.916101 = -657464.308994 nChanged 519 SP:Iteration 3F (2350.159619 sec): 3 clusters Score: Raw -660718.768595 + Penalty 2996.916101 = -657721.852494 nChanged 534 SP:Iteration 4F (2350.226911 sec): 3 clusters Score: Raw -661002.818270 + Penalty 2996.916101 = -658005.902168 nChanged 548 SP:Iteration 5F (2350.280755 sec): 3 clusters Score: Raw -661331.216449 + Penalty 2996.916101 = -658334.300348 nChanged 622 SP:Iteration 6F (2350.347541 sec): 3 clusters Score: Raw -661770.781524 + Penalty 2996.916101 = -658773.865423 nChanged 636 SP:Iteration 7F (2350.413303 sec): 3 clusters Score: Raw -662259.350710 + Penalty 2996.916101 = -659262.434609 nChanged 591 SP:Iteration 8F (2350.472521 sec): 3 clusters Score: Raw -662741.458717 + Penalty 2996.916101 = -659744.542615 nChanged 478 SP:Iteration 9Q (2350.535614 sec): 3 clusters Score: Raw -663130.839980 + Penalty 2996.916101 = -660133.923879 nChanged 319 SP:Iteration 10Q (2350.593225 sec): 3 clusters Score: Raw -663380.999099 + Penalty 2996.916101 = -660384.082997 nChanged 204 SP:Iteration 11Q (2350.653488 sec): 3 clusters Score: Raw -663529.476530 + Penalty 2996.916101 = -660532.560429 nChanged 114 SP:Iteration 12Q (2350.716581 sec): 3 clusters Score: Raw -663615.723639 + Penalty 2996.916101 = -660618.807537 nChanged 73 SP:Iteration 13Q (2350.768697 sec): 3 clusters Score: Raw -663664.104759 + Penalty 2996.916101 = -660667.188658 nChanged 35 SP:Iteration 14Q (2350.827199 sec): 3 clusters Score: Raw -663692.120570 + Penalty 2996.916101 = -660695.204469 nChanged 22 SP:Iteration 15Q (2350.883397 sec): 3 clusters Score: Raw -663714.636626 + Penalty 2996.916101 = -660717.720524 nChanged 17 SP:Iteration 16Q (2350.941454 sec): 3 clusters Score: Raw -663728.180990 + Penalty 2996.916101 = -660731.264889 nChanged 7 SP:Iteration 17Q (2351.002194 sec): 3 clusters Score: Raw -663732.161433 + Penalty 2996.916101 = -660735.245331 nChanged 5 SP:Iteration 18Q (2351.060203 sec): 3 clusters Score: Raw -663734.184552 + Penalty 2996.916101 = -660737.268451 nChanged 4 SP:Iteration 19Q (2351.117622 sec): 3 clusters Score: Raw -663737.043462 + Penalty 2996.916101 = -660740.127360 nChanged 3 SP:Iteration 20F (2351.178135 sec): 3 clusters Score: Raw -663739.346016 + Penalty 2996.916101 = -660742.429915 nChanged 3 SP:Iteration 21Q (2351.254994 sec): 3 clusters Score: Raw -663740.914669 + Penalty 2996.916101 = -660743.998567 nChanged 1 SP:Iteration 22Q (2351.313479 sec): 3 clusters Score: Raw -663741.488565 + Penalty 2996.916101 = -660744.572464 nChanged 0 SP:Iteration 23F (2351.380922 sec): 3 clusters Score: Raw -663741.488565 + Penalty 2996.916101 = -660744.572464 nChanged 0 Trying to split cluster 3 (8206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2351.407761 sec): 2 clusters Score: Raw -559835.996951 + Penalty 1464.550892 = -558371.446059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2351.469302 sec): 3 clusters Score: Raw -555296.511496 + Penalty 2929.101784 = -552367.409712 nChanged 3532 SP:Iteration 1F (2351.537506 sec): 3 clusters Score: Raw -557439.035863 + Penalty 2929.101784 = -554509.934079 nChanged 619 SP:Iteration 2F (2351.600725 sec): 3 clusters Score: Raw -557835.660837 + Penalty 2929.101784 = -554906.559053 nChanged 512 SP:Iteration 3F (2351.651928 sec): 3 clusters Score: Raw -558148.117451 + Penalty 2929.101784 = -555219.015667 nChanged 431 SP:Iteration 4F (2351.714657 sec): 3 clusters Score: Raw -558419.469349 + Penalty 2929.101784 = -555490.367565 nChanged 397 SP:Iteration 5Q (2351.774785 sec): 3 clusters Score: Raw -558679.413059 + Penalty 2929.101784 = -555750.311275 nChanged 391 SP:Iteration 6Q (2351.837439 sec): 3 clusters Score: Raw -558944.913314 + Penalty 2929.101784 = -556015.811530 nChanged 318 SP:Iteration 7Q (2351.896866 sec): 3 clusters Score: Raw -559116.663632 + Penalty 2929.101784 = -556187.561848 nChanged 244 SP:Iteration 8Q (2351.959605 sec): 3 clusters Score: Raw -559238.516207 + Penalty 2929.101784 = -556309.414423 nChanged 215 SP:Iteration 9Q (2352.016126 sec): 3 clusters Score: Raw -559345.011689 + Penalty 2929.101784 = -556415.909905 nChanged 168 SP:Iteration 10Q (2352.083943 sec): 3 clusters Score: Raw -559427.406734 + Penalty 2929.101784 = -556498.304950 nChanged 163 SP:Iteration 11Q (2352.145794 sec): 3 clusters Score: Raw -559491.830427 + Penalty 2929.101784 = -556562.728643 nChanged 131 SP:Iteration 12Q (2352.203602 sec): 3 clusters Score: Raw -559534.765590 + Penalty 2929.101784 = -556605.663807 nChanged 96 SP:Iteration 13Q (2352.262317 sec): 3 clusters Score: Raw -559561.019831 + Penalty 2929.101784 = -556631.918048 nChanged 82 SP:Iteration 14Q (2352.328167 sec): 3 clusters Score: Raw -559583.203777 + Penalty 2929.101784 = -556654.101993 nChanged 67 SP:Iteration 15Q (2352.379251 sec): 3 clusters Score: Raw -559597.419102 + Penalty 2929.101784 = -556668.317318 nChanged 46 SP:Iteration 16Q (2352.443751 sec): 3 clusters Score: Raw -559605.840136 + Penalty 2929.101784 = -556676.738352 nChanged 30 SP:Iteration 17Q (2352.503417 sec): 3 clusters Score: Raw -559612.348980 + Penalty 2929.101784 = -556683.247196 nChanged 33 SP:Iteration 18Q (2352.566327 sec): 3 clusters Score: Raw -559619.121811 + Penalty 2929.101784 = -556690.020028 nChanged 31 SP:Iteration 19Q (2352.625087 sec): 3 clusters Score: Raw -559627.011628 + Penalty 2929.101784 = -556697.909845 nChanged 38 SP:Iteration 20F (2352.681311 sec): 3 clusters Score: Raw -559636.952096 + Penalty 2929.101784 = -556707.850312 nChanged 44 SP:Iteration 21Q (2352.731911 sec): 3 clusters Score: Raw -559652.014061 + Penalty 2929.101784 = -556722.912278 nChanged 53 SP:Iteration 22Q (2352.786554 sec): 3 clusters Score: Raw -559667.831803 + Penalty 2929.101784 = -556738.730020 nChanged 48 SP:Iteration 23Q (2352.853845 sec): 3 clusters Score: Raw -559683.341653 + Penalty 2929.101784 = -556754.239869 nChanged 62 SP:Iteration 24Q (2352.903544 sec): 3 clusters Score: Raw -559702.413292 + Penalty 2929.101784 = -556773.311508 nChanged 61 SP:Iteration 25Q (2352.969627 sec): 3 clusters Score: Raw -559724.215270 + Penalty 2929.101784 = -556795.113486 nChanged 64 SP:Iteration 26Q (2353.018069 sec): 3 clusters Score: Raw -559744.638612 + Penalty 2929.101784 = -556815.536828 nChanged 75 SP:Iteration 27Q (2353.074392 sec): 3 clusters Score: Raw -559768.641541 + Penalty 2929.101784 = -556839.539757 nChanged 84 SP:Iteration 28Q (2353.143005 sec): 3 clusters Score: Raw -559793.946256 + Penalty 2929.101784 = -556864.844472 nChanged 72 SP:Iteration 29Q (2353.196737 sec): 3 clusters Score: Raw -559814.988351 + Penalty 2929.101784 = -556885.886568 nChanged 55 SP:Iteration 30Q (2353.248031 sec): 3 clusters Score: Raw -559831.041867 + Penalty 2929.101784 = -556901.940083 nChanged 54 SP:Iteration 31Q (2353.313231 sec): 3 clusters Score: Raw -559845.297481 + Penalty 2929.101784 = -556916.195697 nChanged 53 SP:Iteration 32Q (2353.358606 sec): 3 clusters Score: Raw -559862.892578 + Penalty 2929.101784 = -556933.790795 nChanged 73 SP:Iteration 33Q (2353.413659 sec): 3 clusters Score: Raw -559890.649283 + Penalty 2929.101784 = -556961.547499 nChanged 78 SP:Iteration 34Q (2353.478368 sec): 3 clusters Score: Raw -559922.006803 + Penalty 2929.101784 = -556992.905019 nChanged 78 SP:Iteration 35Q (2353.536639 sec): 3 clusters Score: Raw -559955.211298 + Penalty 2929.101784 = -557026.109514 nChanged 73 SP:Iteration 36Q (2353.587004 sec): 3 clusters Score: Raw -559988.732903 + Penalty 2929.101784 = -557059.631119 nChanged 78 SP:Iteration 37Q (2353.649552 sec): 3 clusters Score: Raw -560023.402490 + Penalty 2929.101784 = -557094.300707 nChanged 75 SP:Iteration 38Q (2353.698934 sec): 3 clusters Score: Raw -560063.540734 + Penalty 2929.101784 = -557134.438951 nChanged 80 SP:Iteration 39Q (2353.752464 sec): 3 clusters Score: Raw -560104.050050 + Penalty 2929.101784 = -557174.948266 nChanged 75 SP:Iteration 40F (2353.820421 sec): 3 clusters Score: Raw -560137.675305 + Penalty 2929.101784 = -557208.573522 nChanged 70 SP:Iteration 41Q (2353.864258 sec): 3 clusters Score: Raw -560170.092129 + Penalty 2929.101784 = -557240.990345 nChanged 65 SP:Iteration 42Q (2353.933780 sec): 3 clusters Score: Raw -560206.101525 + Penalty 2929.101784 = -557276.999741 nChanged 72 SP:Iteration 43Q (2353.989746 sec): 3 clusters Score: Raw -560249.677176 + Penalty 2929.101784 = -557320.575393 nChanged 82 SP:Iteration 44Q (2354.043780 sec): 3 clusters Score: Raw -560311.473173 + Penalty 2929.101784 = -557382.371389 nChanged 92 SP:Iteration 45Q (2354.092428 sec): 3 clusters Score: Raw -560393.196872 + Penalty 2929.101784 = -557464.095088 nChanged 82 SP:Iteration 46Q (2354.153156 sec): 3 clusters Score: Raw -560472.601211 + Penalty 2929.101784 = -557543.499427 nChanged 70 SP:Iteration 47Q (2354.218394 sec): 3 clusters Score: Raw -560524.583801 + Penalty 2929.101784 = -557595.482017 nChanged 57 SP:Iteration 48Q (2354.273090 sec): 3 clusters Score: Raw -560554.116137 + Penalty 2929.101784 = -557625.014354 nChanged 35 SP:Iteration 49Q (2354.325199 sec): 3 clusters Score: Raw -560568.665922 + Penalty 2929.101784 = -557639.564138 nChanged 28 SP:Iteration 50Q (2354.393534 sec): 3 clusters Score: Raw -560578.792600 + Penalty 2929.101784 = -557649.690817 nChanged 22 SP:Iteration 51Q (2354.441725 sec): 3 clusters Score: Raw -560585.988544 + Penalty 2929.101784 = -557656.886760 nChanged 13 SP:Iteration 52Q (2354.500336 sec): 3 clusters Score: Raw -560590.254277 + Penalty 2929.101784 = -557661.152494 nChanged 9 SP:Iteration 53Q (2354.561269 sec): 3 clusters Score: Raw -560592.168657 + Penalty 2929.101784 = -557663.066873 nChanged 4 SP:Iteration 54Q (2354.622587 sec): 3 clusters Score: Raw -560593.464632 + Penalty 2929.101784 = -557664.362848 nChanged 7 SP:Iteration 55Q (2354.672750 sec): 3 clusters Score: Raw -560595.313856 + Penalty 2929.101784 = -557666.212072 nChanged 3 SP:Iteration 56Q (2354.736910 sec): 3 clusters Score: Raw -560595.768533 + Penalty 2929.101784 = -557666.666750 nChanged 2 SP:Iteration 57Q (2354.779965 sec): 3 clusters Score: Raw -560596.179011 + Penalty 2929.101784 = -557667.077227 nChanged 2 SP:Iteration 58Q (2354.840623 sec): 3 clusters Score: Raw -560597.141834 + Penalty 2929.101784 = -557668.040050 nChanged 1 SP:Iteration 59Q (2354.905120 sec): 3 clusters Score: Raw -560597.736359 + Penalty 2929.101784 = -557668.634575 nChanged 4 SP:Iteration 60F (2354.951292 sec): 3 clusters Score: Raw -560598.803886 + Penalty 2929.101784 = -557669.702102 nChanged 1 SP:Iteration 61Q (2355.007664 sec): 3 clusters Score: Raw -560599.122674 + Penalty 2929.101784 = -557670.020890 nChanged 2 SP:Iteration 62Q (2355.062699 sec): 3 clusters Score: Raw -560599.996635 + Penalty 2929.101784 = -557670.894851 nChanged 2 SP:Iteration 63Q (2355.115457 sec): 3 clusters Score: Raw -560600.519987 + Penalty 2929.101784 = -557671.418204 nChanged 1 SP:Iteration 64Q (2355.168907 sec): 3 clusters Score: Raw -560600.619132 + Penalty 2929.101784 = -557671.517348 nChanged 0 SP:Iteration 65F (2355.236099 sec): 3 clusters Score: Raw -560600.619132 + Penalty 2929.101784 = -557671.517348 nChanged 0 Trying to split cluster 4 (10328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2355.274543 sec): 2 clusters Score: Raw -679217.201064 + Penalty 1501.924764 = -677715.276300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2355.333089 sec): 3 clusters Score: Raw -673287.839249 + Penalty 3003.849528 = -670283.989721 nChanged 4554 SP:Iteration 1F (2355.392383 sec): 3 clusters Score: Raw -675713.932946 + Penalty 3003.849528 = -672710.083417 nChanged 609 SP:Iteration 2F (2355.447900 sec): 3 clusters Score: Raw -675955.623526 + Penalty 3003.849528 = -672951.773998 nChanged 477 SP:Iteration 3Q (2355.507525 sec): 3 clusters Score: Raw -676138.264445 + Penalty 3003.849528 = -673134.414917 nChanged 403 SP:Iteration 4Q (2355.571468 sec): 3 clusters Score: Raw -676298.177388 + Penalty 3003.849528 = -673294.327860 nChanged 369 SP:Iteration 5Q (2355.634487 sec): 3 clusters Score: Raw -676468.498786 + Penalty 3003.849528 = -673464.649258 nChanged 403 SP:Iteration 6Q (2355.695568 sec): 3 clusters Score: Raw -676695.291783 + Penalty 3003.849528 = -673691.442255 nChanged 477 SP:Iteration 7Q (2355.768407 sec): 3 clusters Score: Raw -676988.951428 + Penalty 3003.849528 = -673985.101900 nChanged 521 SP:Iteration 8F (2355.821165 sec): 3 clusters Score: Raw -677345.650542 + Penalty 3003.849528 = -674341.801014 nChanged 581 SP:Iteration 9F (2355.881153 sec): 3 clusters Score: Raw -677799.963998 + Penalty 3003.849528 = -674796.114470 nChanged 572 SP:Iteration 10F (2355.948228 sec): 3 clusters Score: Raw -678272.178294 + Penalty 3003.849528 = -675268.328765 nChanged 496 SP:Iteration 11Q (2356.002848 sec): 3 clusters Score: Raw -678700.600848 + Penalty 3003.849528 = -675696.751320 nChanged 381 SP:Iteration 12Q (2356.071704 sec): 3 clusters Score: Raw -679040.273117 + Penalty 3003.849528 = -676036.423589 nChanged 293 SP:Iteration 13Q (2356.128062 sec): 3 clusters Score: Raw -679302.330818 + Penalty 3003.849528 = -676298.481290 nChanged 203 SP:Iteration 14Q (2356.179059 sec): 3 clusters Score: Raw -679493.167424 + Penalty 3003.849528 = -676489.317896 nChanged 130 SP:Iteration 15Q (2356.240035 sec): 3 clusters Score: Raw -679607.585729 + Penalty 3003.849528 = -676603.736201 nChanged 72 SP:Iteration 16Q (2356.299043 sec): 3 clusters Score: Raw -679667.204355 + Penalty 3003.849528 = -676663.354826 nChanged 43 SP:Iteration 17Q (2356.365564 sec): 3 clusters Score: Raw -679700.159221 + Penalty 3003.849528 = -676696.309693 nChanged 27 SP:Iteration 18Q (2356.427569 sec): 3 clusters Score: Raw -679721.559673 + Penalty 3003.849528 = -676717.710145 nChanged 22 SP:Iteration 19Q (2356.496906 sec): 3 clusters Score: Raw -679734.776590 + Penalty 3003.849528 = -676730.927061 nChanged 7 SP:Iteration 20F (2356.552293 sec): 3 clusters Score: Raw -679740.528734 + Penalty 3003.849528 = -676736.679206 nChanged 6 SP:Iteration 21Q (2356.615940 sec): 3 clusters Score: Raw -679747.939427 + Penalty 3003.849528 = -676744.089898 nChanged 5 SP:Iteration 22Q (2356.663714 sec): 3 clusters Score: Raw -679751.999613 + Penalty 3003.849528 = -676748.150085 nChanged 3 SP:Iteration 23Q (2356.735227 sec): 3 clusters Score: Raw -679753.412953 + Penalty 3003.849528 = -676749.563425 nChanged 0 SP:Iteration 24F (2356.795226 sec): 3 clusters Score: Raw -679753.412953 + Penalty 3003.849528 = -676749.563425 nChanged 0 Trying to split cluster 5 (19288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2356.848010 sec): 2 clusters Score: Raw -1338779.946681 + Penalty 1603.426243 = -1337176.520438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2356.930097 sec): 3 clusters Score: Raw -1327135.480055 + Penalty 3206.852486 = -1323928.627569 nChanged 8809 SP:Iteration 1F (2357.007854 sec): 3 clusters Score: Raw -1332267.964400 + Penalty 3206.852486 = -1329061.111914 nChanged 1113 SP:Iteration 2F (2357.087731 sec): 3 clusters Score: Raw -1332817.336337 + Penalty 3206.852486 = -1329610.483851 nChanged 1092 SP:Iteration 3F (2357.168960 sec): 3 clusters Score: Raw -1333355.483282 + Penalty 3206.852486 = -1330148.630795 nChanged 1064 SP:Iteration 4F (2357.250337 sec): 3 clusters Score: Raw -1333861.422846 + Penalty 3206.852486 = -1330654.570359 nChanged 1000 SP:Iteration 5F (2357.328461 sec): 3 clusters Score: Raw -1334332.877180 + Penalty 3206.852486 = -1331126.024693 nChanged 929 SP:Iteration 6Q (2357.413077 sec): 3 clusters Score: Raw -1334803.926538 + Penalty 3206.852486 = -1331597.074052 nChanged 987 SP:Iteration 7F (2357.485290 sec): 3 clusters Score: Raw -1335293.647709 + Penalty 3206.852486 = -1332086.795222 nChanged 946 SP:Iteration 8Q (2357.561238 sec): 3 clusters Score: Raw -1335779.465352 + Penalty 3206.852486 = -1332572.612865 nChanged 907 SP:Iteration 9Q (2357.643371 sec): 3 clusters Score: Raw -1336269.837219 + Penalty 3206.852486 = -1333062.984733 nChanged 860 SP:Iteration 10Q (2357.728685 sec): 3 clusters Score: Raw -1336734.637100 + Penalty 3206.852486 = -1333527.784614 nChanged 823 SP:Iteration 11Q (2357.806107 sec): 3 clusters Score: Raw -1337221.488635 + Penalty 3206.852486 = -1334014.636148 nChanged 809 SP:Iteration 12Q (2357.882604 sec): 3 clusters Score: Raw -1337743.180458 + Penalty 3206.852486 = -1334536.327972 nChanged 764 SP:Iteration 13Q (2357.962543 sec): 3 clusters Score: Raw -1338251.088496 + Penalty 3206.852486 = -1335044.236010 nChanged 691 SP:Iteration 14Q (2358.041947 sec): 3 clusters Score: Raw -1338717.006373 + Penalty 3206.852486 = -1335510.153886 nChanged 588 SP:Iteration 15Q (2358.122391 sec): 3 clusters Score: Raw -1339120.332636 + Penalty 3206.852486 = -1335913.480150 nChanged 445 SP:Iteration 16Q (2358.193844 sec): 3 clusters Score: Raw -1339378.906167 + Penalty 3206.852486 = -1336172.053680 nChanged 326 SP:Iteration 17Q (2358.276537 sec): 3 clusters Score: Raw -1339552.763692 + Penalty 3206.852486 = -1336345.911206 nChanged 243 SP:Iteration 18Q (2358.357186 sec): 3 clusters Score: Raw -1339660.613054 + Penalty 3206.852486 = -1336453.760568 nChanged 158 SP:Iteration 19Q (2358.434161 sec): 3 clusters Score: Raw -1339716.448235 + Penalty 3206.852486 = -1336509.595748 nChanged 93 SP:Iteration 20F (2358.507785 sec): 3 clusters Score: Raw -1339743.769815 + Penalty 3206.852486 = -1336536.917328 nChanged 64 SP:Iteration 21Q (2358.597179 sec): 3 clusters Score: Raw -1339758.228914 + Penalty 3206.852486 = -1336551.376427 nChanged 38 SP:Iteration 22Q (2358.669011 sec): 3 clusters Score: Raw -1339767.758746 + Penalty 3206.852486 = -1336560.906259 nChanged 37 SP:Iteration 23Q (2358.747993 sec): 3 clusters Score: Raw -1339775.954912 + Penalty 3206.852486 = -1336569.102426 nChanged 27 SP:Iteration 24Q (2358.840889 sec): 3 clusters Score: Raw -1339782.041251 + Penalty 3206.852486 = -1336575.188765 nChanged 25 SP:Iteration 25Q (2358.917479 sec): 3 clusters Score: Raw -1339787.224572 + Penalty 3206.852486 = -1336580.372085 nChanged 21 SP:Iteration 26Q (2358.999829 sec): 3 clusters Score: Raw -1339791.294072 + Penalty 3206.852486 = -1336584.441585 nChanged 12 SP:Iteration 27Q (2359.077567 sec): 3 clusters Score: Raw -1339793.315316 + Penalty 3206.852486 = -1336586.462829 nChanged 11 SP:Iteration 28Q (2359.160356 sec): 3 clusters Score: Raw -1339795.484773 + Penalty 3206.852486 = -1336588.632286 nChanged 12 SP:Iteration 29Q (2359.239184 sec): 3 clusters Score: Raw -1339797.785196 + Penalty 3206.852486 = -1336590.932709 nChanged 11 SP:Iteration 30Q (2359.318767 sec): 3 clusters Score: Raw -1339800.959888 + Penalty 3206.852486 = -1336594.107401 nChanged 10 SP:Iteration 31Q (2359.403273 sec): 3 clusters Score: Raw -1339803.807032 + Penalty 3206.852486 = -1336596.954545 nChanged 11 SP:Iteration 32Q (2359.480457 sec): 3 clusters Score: Raw -1339806.691165 + Penalty 3206.852486 = -1336599.838679 nChanged 6 SP:Iteration 33Q (2359.562170 sec): 3 clusters Score: Raw -1339807.897717 + Penalty 3206.852486 = -1336601.045231 nChanged 3 SP:Iteration 34Q (2359.643116 sec): 3 clusters Score: Raw -1339808.486722 + Penalty 3206.852486 = -1336601.634236 nChanged 6 SP:Iteration 35Q (2359.723935 sec): 3 clusters Score: Raw -1339810.404315 + Penalty 3206.852486 = -1336603.551828 nChanged 7 SP:Iteration 36Q (2359.803274 sec): 3 clusters Score: Raw -1339812.759530 + Penalty 3206.852486 = -1336605.907044 nChanged 7 SP:Iteration 37Q (2359.881912 sec): 3 clusters Score: Raw -1339814.559155 + Penalty 3206.852486 = -1336607.706668 nChanged 6 SP:Iteration 38Q (2359.964506 sec): 3 clusters Score: Raw -1339815.959164 + Penalty 3206.852486 = -1336609.106677 nChanged 4 SP:Iteration 39Q (2360.045972 sec): 3 clusters Score: Raw -1339817.871509 + Penalty 3206.852486 = -1336611.019022 nChanged 6 SP:Iteration 40F (2360.129186 sec): 3 clusters Score: Raw -1339819.377154 + Penalty 3206.852486 = -1336612.524667 nChanged 4 SP:Iteration 41Q (2360.209643 sec): 3 clusters Score: Raw -1339820.391361 + Penalty 3206.852486 = -1336613.538875 nChanged 4 SP:Iteration 42Q (2360.289748 sec): 3 clusters Score: Raw -1339821.327112 + Penalty 3206.852486 = -1336614.474626 nChanged 2 SP:Iteration 43Q (2360.371552 sec): 3 clusters Score: Raw -1339822.821754 + Penalty 3206.852486 = -1336615.969267 nChanged 3 SP:Iteration 44Q (2360.451140 sec): 3 clusters Score: Raw -1339823.377566 + Penalty 3206.852486 = -1336616.525080 nChanged 1 SP:Iteration 45Q (2360.531277 sec): 3 clusters Score: Raw -1339823.611107 + Penalty 3206.852486 = -1336616.758621 nChanged 1 SP:Iteration 46Q (2360.604610 sec): 3 clusters Score: Raw -1339823.862503 + Penalty 3206.852486 = -1336617.010017 nChanged 1 SP:Iteration 47Q (2360.695382 sec): 3 clusters Score: Raw -1339823.983282 + Penalty 3206.852486 = -1336617.130796 nChanged 0 SP:Iteration 48F (2360.774110 sec): 3 clusters Score: Raw -1339823.983282 + Penalty 3206.852486 = -1336617.130796 nChanged 0 Trying to split cluster 6 (15581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2360.824806 sec): 2 clusters Score: Raw -1009447.181816 + Penalty 1568.743719 = -1007878.438097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2360.901464 sec): 3 clusters Score: Raw -1000145.927794 + Penalty 3137.487438 = -997008.440356 nChanged 7023 SP:Iteration 1F (2360.963469 sec): 3 clusters Score: Raw -1004083.645589 + Penalty 3137.487438 = -1000946.158151 nChanged 1027 SP:Iteration 2F (2361.037440 sec): 3 clusters Score: Raw -1004669.757588 + Penalty 3137.487438 = -1001532.270150 nChanged 1082 SP:Iteration 3F (2361.111572 sec): 3 clusters Score: Raw -1005431.562834 + Penalty 3137.487438 = -1002294.075395 nChanged 1196 SP:Iteration 4F (2361.185211 sec): 3 clusters Score: Raw -1006405.314526 + Penalty 3137.487438 = -1003267.827088 nChanged 1152 SP:Iteration 5F (2361.265535 sec): 3 clusters Score: Raw -1007423.384783 + Penalty 3137.487438 = -1004285.897345 nChanged 1063 SP:Iteration 6F (2361.343716 sec): 3 clusters Score: Raw -1008256.957472 + Penalty 3137.487438 = -1005119.470034 nChanged 800 SP:Iteration 7F (2361.411173 sec): 3 clusters Score: Raw -1008809.111378 + Penalty 3137.487438 = -1005671.623940 nChanged 579 SP:Iteration 8Q (2361.482782 sec): 3 clusters Score: Raw -1009139.029291 + Penalty 3137.487438 = -1006001.541853 nChanged 427 SP:Iteration 9Q (2361.555306 sec): 3 clusters Score: Raw -1009326.041559 + Penalty 3137.487438 = -1006188.554121 nChanged 312 SP:Iteration 10Q (2361.634452 sec): 3 clusters Score: Raw -1009429.055754 + Penalty 3137.487438 = -1006291.568315 nChanged 224 SP:Iteration 11Q (2361.709277 sec): 3 clusters Score: Raw -1009492.709419 + Penalty 3137.487438 = -1006355.221981 nChanged 182 SP:Iteration 12Q (2361.784362 sec): 3 clusters Score: Raw -1009539.921183 + Penalty 3137.487438 = -1006402.433744 nChanged 146 SP:Iteration 13Q (2361.853337 sec): 3 clusters Score: Raw -1009567.437685 + Penalty 3137.487438 = -1006429.950246 nChanged 122 SP:Iteration 14Q (2361.933366 sec): 3 clusters Score: Raw -1009589.572783 + Penalty 3137.487438 = -1006452.085345 nChanged 98 SP:Iteration 15Q (2361.993888 sec): 3 clusters Score: Raw -1009605.268997 + Penalty 3137.487438 = -1006467.781559 nChanged 85 SP:Iteration 16Q (2362.067885 sec): 3 clusters Score: Raw -1009620.116017 + Penalty 3137.487438 = -1006482.628579 nChanged 76 SP:Iteration 17Q (2362.142430 sec): 3 clusters Score: Raw -1009631.541771 + Penalty 3137.487438 = -1006494.054332 nChanged 80 SP:Iteration 18Q (2362.216061 sec): 3 clusters Score: Raw -1009642.724641 + Penalty 3137.487438 = -1006505.237203 nChanged 72 SP:Iteration 19Q (2362.295847 sec): 3 clusters Score: Raw -1009653.533828 + Penalty 3137.487438 = -1006516.046390 nChanged 64 SP:Iteration 20F (2362.372931 sec): 3 clusters Score: Raw -1009661.867621 + Penalty 3137.487438 = -1006524.380183 nChanged 46 SP:Iteration 21Q (2362.448775 sec): 3 clusters Score: Raw -1009666.305180 + Penalty 3137.487438 = -1006528.817742 nChanged 33 SP:Iteration 22Q (2362.522494 sec): 3 clusters Score: Raw -1009669.393690 + Penalty 3137.487438 = -1006531.906251 nChanged 22 SP:Iteration 23Q (2362.583950 sec): 3 clusters Score: Raw -1009671.454839 + Penalty 3137.487438 = -1006533.967401 nChanged 17 SP:Iteration 24Q (2362.657248 sec): 3 clusters Score: Raw -1009673.026607 + Penalty 3137.487438 = -1006535.539169 nChanged 19 SP:Iteration 25Q (2362.726566 sec): 3 clusters Score: Raw -1009674.619886 + Penalty 3137.487438 = -1006537.132447 nChanged 22 SP:Iteration 26Q (2362.811833 sec): 3 clusters Score: Raw -1009676.148996 + Penalty 3137.487438 = -1006538.661557 nChanged 13 SP:Iteration 27Q (2362.884235 sec): 3 clusters Score: Raw -1009676.925525 + Penalty 3137.487438 = -1006539.438087 nChanged 8 SP:Iteration 28Q (2362.962303 sec): 3 clusters Score: Raw -1009677.402187 + Penalty 3137.487438 = -1006539.914749 nChanged 5 SP:Iteration 29Q (2363.041157 sec): 3 clusters Score: Raw -1009677.665687 + Penalty 3137.487438 = -1006540.178249 nChanged 4 SP:Iteration 30Q (2363.117016 sec): 3 clusters Score: Raw -1009677.874930 + Penalty 3137.487438 = -1006540.387492 nChanged 2 SP:Iteration 31Q (2363.192180 sec): 3 clusters Score: Raw -1009677.935522 + Penalty 3137.487438 = -1006540.448084 nChanged 2 SP:Iteration 32Q (2363.264049 sec): 3 clusters Score: Raw -1009677.994641 + Penalty 3137.487438 = -1006540.507203 nChanged 3 SP:Iteration 33Q (2363.335221 sec): 3 clusters Score: Raw -1009678.213600 + Penalty 3137.487438 = -1006540.726162 nChanged 7 SP:Iteration 34Q (2363.403325 sec): 3 clusters Score: Raw -1009678.653133 + Penalty 3137.487438 = -1006541.165695 nChanged 8 SP:Iteration 35Q (2363.476258 sec): 3 clusters Score: Raw -1009679.272352 + Penalty 3137.487438 = -1006541.784914 nChanged 11 SP:Iteration 36Q (2363.551141 sec): 3 clusters Score: Raw -1009679.864100 + Penalty 3137.487438 = -1006542.376662 nChanged 10 SP:Iteration 37Q (2363.627494 sec): 3 clusters Score: Raw -1009680.403287 + Penalty 3137.487438 = -1006542.915848 nChanged 7 SP:Iteration 38Q (2363.698015 sec): 3 clusters Score: Raw -1009680.802948 + Penalty 3137.487438 = -1006543.315510 nChanged 9 SP:Iteration 39Q (2363.757919 sec): 3 clusters Score: Raw -1009681.309683 + Penalty 3137.487438 = -1006543.822245 nChanged 7 SP:Iteration 40F (2363.831296 sec): 3 clusters Score: Raw -1009681.729115 + Penalty 3137.487438 = -1006544.241677 nChanged 6 SP:Iteration 41Q (2363.913814 sec): 3 clusters Score: Raw -1009682.284764 + Penalty 3137.487438 = -1006544.797326 nChanged 6 SP:Iteration 42Q (2363.974867 sec): 3 clusters Score: Raw -1009682.749556 + Penalty 3137.487438 = -1006545.262118 nChanged 5 SP:Iteration 43Q (2364.059847 sec): 3 clusters Score: Raw -1009682.975170 + Penalty 3137.487438 = -1006545.487732 nChanged 2 SP:Iteration 44Q (2364.131140 sec): 3 clusters Score: Raw -1009683.160250 + Penalty 3137.487438 = -1006545.672812 nChanged 5 SP:Iteration 45Q (2364.202294 sec): 3 clusters Score: Raw -1009683.488551 + Penalty 3137.487438 = -1006546.001113 nChanged 4 SP:Iteration 46Q (2364.263835 sec): 3 clusters Score: Raw -1009683.700248 + Penalty 3137.487438 = -1006546.212810 nChanged 2 SP:Iteration 47Q (2364.348904 sec): 3 clusters Score: Raw -1009683.762715 + Penalty 3137.487438 = -1006546.275277 nChanged 1 SP:Iteration 48Q (2364.409546 sec): 3 clusters Score: Raw -1009683.793903 + Penalty 3137.487438 = -1006546.306465 nChanged 0 SP:Iteration 49F (2364.494693 sec): 3 clusters Score: Raw -1009683.793903 + Penalty 3137.487438 = -1006546.306465 nChanged 0 Trying to split cluster 7 (88659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2364.645754 sec): 2 clusters Score: Raw -6035376.790312 + Penalty 1851.289835 = -6033525.500477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2364.842835 sec): 3 clusters Score: Raw -5978013.578960 + Penalty 3702.579669 = -5974310.999291 nChanged 42369 SP:Iteration 1F (2365.031852 sec): 3 clusters Score: Raw -6002365.479583 + Penalty 3702.579669 = -5998662.899914 nChanged 3185 SP:Iteration 2Q (2365.233596 sec): 3 clusters Score: Raw -6003360.011626 + Penalty 3702.579669 = -5999657.431956 nChanged 3783 SP:Iteration 3Q (2365.422158 sec): 3 clusters Score: Raw -6004867.393815 + Penalty 3702.579669 = -6001164.814146 nChanged 4596 SP:Iteration 4F (2365.596498 sec): 3 clusters Score: Raw -6007248.700143 + Penalty 3702.579669 = -6003546.120473 nChanged 5485 SP:Iteration 5F (2365.797499 sec): 3 clusters Score: Raw -6010906.833268 + Penalty 3702.579669 = -6007204.253598 nChanged 6069 SP:Iteration 6F (2365.989388 sec): 3 clusters Score: Raw -6015552.585388 + Penalty 3702.579669 = -6011850.005719 nChanged 6042 SP:Iteration 7F (2366.187634 sec): 3 clusters Score: Raw -6020602.416640 + Penalty 3702.579669 = -6016899.836971 nChanged 5339 SP:Iteration 8F (2366.387453 sec): 3 clusters Score: Raw -6024580.572002 + Penalty 3702.579669 = -6020877.992333 nChanged 4000 SP:Iteration 9Q (2366.588551 sec): 3 clusters Score: Raw -6026773.622670 + Penalty 3702.579669 = -6023071.043001 nChanged 2634 SP:Iteration 10Q (2366.782198 sec): 3 clusters Score: Raw -6027799.893065 + Penalty 3702.579669 = -6024097.313395 nChanged 1726 SP:Iteration 11Q (2366.959535 sec): 3 clusters Score: Raw -6028318.495013 + Penalty 3702.579669 = -6024615.915344 nChanged 1280 SP:Iteration 12Q (2367.137421 sec): 3 clusters Score: Raw -6028686.698591 + Penalty 3702.579669 = -6024984.118921 nChanged 1143 SP:Iteration 13Q (2367.330236 sec): 3 clusters Score: Raw -6029002.928340 + Penalty 3702.579669 = -6025300.348671 nChanged 1046 SP:Iteration 14Q (2367.506855 sec): 3 clusters Score: Raw -6029288.195324 + Penalty 3702.579669 = -6025585.615655 nChanged 1022 SP:Iteration 15Q (2367.698451 sec): 3 clusters Score: Raw -6029586.168794 + Penalty 3702.579669 = -6025883.589125 nChanged 1022 SP:Iteration 16Q (2367.884667 sec): 3 clusters Score: Raw -6029887.416277 + Penalty 3702.579669 = -6026184.836608 nChanged 1001 SP:Iteration 17Q (2368.056341 sec): 3 clusters Score: Raw -6030170.551723 + Penalty 3702.579669 = -6026467.972054 nChanged 1019 SP:Iteration 18Q (2368.253897 sec): 3 clusters Score: Raw -6030454.388435 + Penalty 3702.579669 = -6026751.808766 nChanged 975 SP:Iteration 19Q (2368.442662 sec): 3 clusters Score: Raw -6030717.795762 + Penalty 3702.579669 = -6027015.216092 nChanged 897 SP:Iteration 20F (2368.637466 sec): 3 clusters Score: Raw -6030966.153462 + Penalty 3702.579669 = -6027263.573792 nChanged 938 SP:Iteration 21Q (2368.817933 sec): 3 clusters Score: Raw -6031233.494531 + Penalty 3702.579669 = -6027530.914861 nChanged 957 SP:Iteration 22Q (2369.000847 sec): 3 clusters Score: Raw -6031508.032724 + Penalty 3702.579669 = -6027805.453054 nChanged 930 SP:Iteration 23Q (2369.168655 sec): 3 clusters Score: Raw -6031782.417152 + Penalty 3702.579669 = -6028079.837483 nChanged 877 SP:Iteration 24Q (2369.355894 sec): 3 clusters Score: Raw -6032040.209585 + Penalty 3702.579669 = -6028337.629916 nChanged 915 SP:Iteration 25Q (2369.533754 sec): 3 clusters Score: Raw -6032316.639953 + Penalty 3702.579669 = -6028614.060283 nChanged 923 SP:Iteration 26Q (2369.713763 sec): 3 clusters Score: Raw -6032606.514465 + Penalty 3702.579669 = -6028903.934795 nChanged 847 SP:Iteration 27Q (2369.877902 sec): 3 clusters Score: Raw -6032863.326072 + Penalty 3702.579669 = -6029160.746403 nChanged 842 SP:Iteration 28Q (2370.057300 sec): 3 clusters Score: Raw -6033135.556907 + Penalty 3702.579669 = -6029432.977237 nChanged 857 SP:Iteration 29Q (2370.226929 sec): 3 clusters Score: Raw -6033420.307805 + Penalty 3702.579669 = -6029717.728135 nChanged 791 SP:Iteration 30Q (2370.391397 sec): 3 clusters Score: Raw -6033678.585232 + Penalty 3702.579669 = -6029976.005563 nChanged 725 SP:Iteration 31Q (2370.563565 sec): 3 clusters Score: Raw -6033905.324688 + Penalty 3702.579669 = -6030202.745019 nChanged 659 SP:Iteration 32Q (2370.721627 sec): 3 clusters Score: Raw -6034124.519697 + Penalty 3702.579669 = -6030421.940027 nChanged 621 SP:Iteration 33Q (2370.879441 sec): 3 clusters Score: Raw -6034327.395286 + Penalty 3702.579669 = -6030624.815616 nChanged 608 SP:Iteration 34Q (2371.053731 sec): 3 clusters Score: Raw -6034526.625703 + Penalty 3702.579669 = -6030824.046033 nChanged 560 SP:Iteration 35Q (2371.207356 sec): 3 clusters Score: Raw -6034714.174634 + Penalty 3702.579669 = -6031011.594965 nChanged 493 SP:Iteration 36Q (2371.374791 sec): 3 clusters Score: Raw -6034881.780146 + Penalty 3702.579669 = -6031179.200476 nChanged 445 SP:Iteration 37Q (2371.538748 sec): 3 clusters Score: Raw -6035041.292878 + Penalty 3702.579669 = -6031338.713209 nChanged 387 SP:Iteration 38Q (2371.712348 sec): 3 clusters Score: Raw -6035181.977029 + Penalty 3702.579669 = -6031479.397360 nChanged 376 SP:Iteration 39Q (2371.879719 sec): 3 clusters Score: Raw -6035308.306918 + Penalty 3702.579669 = -6031605.727248 nChanged 310 SP:Iteration 40F (2372.077610 sec): 3 clusters Score: Raw -6035419.856297 + Penalty 3702.579669 = -6031717.276628 nChanged 270 SP:Iteration 41Q (2372.248099 sec): 3 clusters Score: Raw -6035530.188377 + Penalty 3702.579669 = -6031827.608708 nChanged 260 SP:Iteration 42Q (2372.401096 sec): 3 clusters Score: Raw -6035637.395902 + Penalty 3702.579669 = -6031934.816232 nChanged 236 SP:Iteration 43Q (2372.561345 sec): 3 clusters Score: Raw -6035727.140858 + Penalty 3702.579669 = -6032024.561188 nChanged 190 SP:Iteration 44Q (2372.714211 sec): 3 clusters Score: Raw -6035797.811211 + Penalty 3702.579669 = -6032095.231541 nChanged 148 SP:Iteration 45Q (2372.871003 sec): 3 clusters Score: Raw -6035847.403670 + Penalty 3702.579669 = -6032144.824000 nChanged 116 SP:Iteration 46Q (2373.035128 sec): 3 clusters Score: Raw -6035886.835084 + Penalty 3702.579669 = -6032184.255414 nChanged 84 SP:Iteration 47Q (2373.193959 sec): 3 clusters Score: Raw -6035915.753789 + Penalty 3702.579669 = -6032213.174119 nChanged 82 SP:Iteration 48Q (2373.359340 sec): 3 clusters Score: Raw -6035941.944728 + Penalty 3702.579669 = -6032239.365059 nChanged 80 SP:Iteration 49Q (2373.513337 sec): 3 clusters Score: Raw -6035963.095509 + Penalty 3702.579669 = -6032260.515839 nChanged 73 SP:Iteration 50Q (2373.677819 sec): 3 clusters Score: Raw -6035985.411287 + Penalty 3702.579669 = -6032282.831617 nChanged 60 SP:Iteration 51Q (2373.843699 sec): 3 clusters Score: Raw -6036003.098317 + Penalty 3702.579669 = -6032300.518647 nChanged 50 SP:Iteration 52Q (2373.999659 sec): 3 clusters Score: Raw -6036014.998338 + Penalty 3702.579669 = -6032312.418668 nChanged 36 SP:Iteration 53Q (2374.166192 sec): 3 clusters Score: Raw -6036022.169876 + Penalty 3702.579669 = -6032319.590206 nChanged 35 SP:Iteration 54Q (2374.323869 sec): 3 clusters Score: Raw -6036028.000669 + Penalty 3702.579669 = -6032325.421000 nChanged 35 SP:Iteration 55Q (2374.477623 sec): 3 clusters Score: Raw -6036036.147875 + Penalty 3702.579669 = -6032333.568205 nChanged 38 SP:Iteration 56Q (2374.618935 sec): 3 clusters Score: Raw -6036045.328840 + Penalty 3702.579669 = -6032342.749171 nChanged 38 SP:Iteration 57Q (2374.795135 sec): 3 clusters Score: Raw -6036054.056918 + Penalty 3702.579669 = -6032351.477248 nChanged 36 SP:Iteration 58Q (2374.952862 sec): 3 clusters Score: Raw -6036061.047928 + Penalty 3702.579669 = -6032358.468259 nChanged 28 SP:Iteration 59Q (2375.113736 sec): 3 clusters Score: Raw -6036067.133240 + Penalty 3702.579669 = -6032364.553571 nChanged 18 SP:Iteration 60F (2375.303421 sec): 3 clusters Score: Raw -6036070.610014 + Penalty 3702.579669 = -6032368.030345 nChanged 22 SP:Iteration 61Q (2375.472340 sec): 3 clusters Score: Raw -6036076.288881 + Penalty 3702.579669 = -6032373.709212 nChanged 21 SP:Iteration 62Q (2375.642808 sec): 3 clusters Score: Raw -6036082.204177 + Penalty 3702.579669 = -6032379.624508 nChanged 20 SP:Iteration 63Q (2375.803337 sec): 3 clusters Score: Raw -6036084.964407 + Penalty 3702.579669 = -6032382.384738 nChanged 15 SP:Iteration 64Q (2375.966470 sec): 3 clusters Score: Raw -6036087.237959 + Penalty 3702.579669 = -6032384.658290 nChanged 9 SP:Iteration 65Q (2376.122579 sec): 3 clusters Score: Raw -6036088.282007 + Penalty 3702.579669 = -6032385.702337 nChanged 6 SP:Iteration 66Q (2376.266405 sec): 3 clusters Score: Raw -6036089.364405 + Penalty 3702.579669 = -6032386.784735 nChanged 5 SP:Iteration 67Q (2376.426878 sec): 3 clusters Score: Raw -6036090.901296 + Penalty 3702.579669 = -6032388.321626 nChanged 12 SP:Iteration 68Q (2376.573931 sec): 3 clusters Score: Raw -6036093.679105 + Penalty 3702.579669 = -6032391.099436 nChanged 11 SP:Iteration 69Q (2376.711120 sec): 3 clusters Score: Raw -6036096.206362 + Penalty 3702.579669 = -6032393.626693 nChanged 8 SP:Iteration 70Q (2376.871999 sec): 3 clusters Score: Raw -6036097.858524 + Penalty 3702.579669 = -6032395.278854 nChanged 8 SP:Iteration 71Q (2377.032391 sec): 3 clusters Score: Raw -6036099.469132 + Penalty 3702.579669 = -6032396.889462 nChanged 14 SP:Iteration 72Q (2377.187125 sec): 3 clusters Score: Raw -6036101.266524 + Penalty 3702.579669 = -6032398.686854 nChanged 4 SP:Iteration 73Q (2377.357842 sec): 3 clusters Score: Raw -6036101.711661 + Penalty 3702.579669 = -6032399.131992 nChanged 2 SP:Iteration 74Q (2377.514686 sec): 3 clusters Score: Raw -6036101.935687 + Penalty 3702.579669 = -6032399.356018 nChanged 3 SP:Iteration 75Q (2377.671609 sec): 3 clusters Score: Raw -6036102.268223 + Penalty 3702.579669 = -6032399.688554 nChanged 1 SP:Iteration 76Q (2377.828859 sec): 3 clusters Score: Raw -6036102.424753 + Penalty 3702.579669 = -6032399.845083 nChanged 1 SP:Iteration 77Q (2377.982535 sec): 3 clusters Score: Raw -6036102.491514 + Penalty 3702.579669 = -6032399.911844 nChanged 3 SP:Iteration 78Q (2378.147692 sec): 3 clusters Score: Raw -6036102.863885 + Penalty 3702.579669 = -6032400.284215 nChanged 3 SP:Iteration 79Q (2378.314449 sec): 3 clusters Score: Raw -6036103.430633 + Penalty 3702.579669 = -6032400.850963 nChanged 5 SP:Iteration 80F (2378.500117 sec): 3 clusters Score: Raw -6036104.823072 + Penalty 3702.579669 = -6032402.243402 nChanged 10 SP:Iteration 81Q (2378.669801 sec): 3 clusters Score: Raw -6036107.020704 + Penalty 3702.579669 = -6032404.441034 nChanged 11 SP:Iteration 82Q (2378.831921 sec): 3 clusters Score: Raw -6036109.068626 + Penalty 3702.579669 = -6032406.488956 nChanged 7 SP:Iteration 83Q (2379.004289 sec): 3 clusters Score: Raw -6036110.427623 + Penalty 3702.579669 = -6032407.847954 nChanged 6 SP:Iteration 84Q (2379.155362 sec): 3 clusters Score: Raw -6036111.591190 + Penalty 3702.579669 = -6032409.011521 nChanged 5 SP:Iteration 85Q (2379.315337 sec): 3 clusters Score: Raw -6036112.178807 + Penalty 3702.579669 = -6032409.599137 nChanged 4 SP:Iteration 86Q (2379.456273 sec): 3 clusters Score: Raw -6036112.999232 + Penalty 3702.579669 = -6032410.419562 nChanged 5 SP:Iteration 87Q (2379.605832 sec): 3 clusters Score: Raw -6036113.663395 + Penalty 3702.579669 = -6032411.083725 nChanged 6 SP:Iteration 88Q (2379.763620 sec): 3 clusters Score: Raw -6036114.565319 + Penalty 3702.579669 = -6032411.985649 nChanged 2 SP:Iteration 89Q (2379.910756 sec): 3 clusters Score: Raw -6036115.030780 + Penalty 3702.579669 = -6032412.451111 nChanged 4 SP:Iteration 90Q (2380.064327 sec): 3 clusters Score: Raw -6036115.673565 + Penalty 3702.579669 = -6032413.093895 nChanged 4 SP:Iteration 91Q (2380.223721 sec): 3 clusters Score: Raw -6036116.113446 + Penalty 3702.579669 = -6032413.533776 nChanged 2 SP:Iteration 92Q (2380.378849 sec): 3 clusters Score: Raw -6036116.440314 + Penalty 3702.579669 = -6032413.860645 nChanged 0 SP:Iteration 93F (2380.565978 sec): 3 clusters Score: Raw -6036116.440314 + Penalty 3702.579669 = -6032413.860645 nChanged 0 Trying to split cluster 8 (5829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2380.603840 sec): 2 clusters Score: Raw -373668.558934 + Penalty 1408.972620 = -372259.586314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2380.659926 sec): 3 clusters Score: Raw -370563.725469 + Penalty 2817.945240 = -367745.780229 nChanged 2371 SP:Iteration 1F (2380.723018 sec): 3 clusters Score: Raw -371955.414863 + Penalty 2817.945240 = -369137.469623 nChanged 434 SP:Iteration 2F (2380.781336 sec): 3 clusters Score: Raw -372271.699039 + Penalty 2817.945240 = -369453.753800 nChanged 393 SP:Iteration 3F (2380.827770 sec): 3 clusters Score: Raw -372580.490238 + Penalty 2817.945240 = -369762.544998 nChanged 360 SP:Iteration 4F (2380.888261 sec): 3 clusters Score: Raw -372872.802433 + Penalty 2817.945240 = -370054.857193 nChanged 354 SP:Iteration 5F (2380.942424 sec): 3 clusters Score: Raw -373159.640177 + Penalty 2817.945240 = -370341.694937 nChanged 318 SP:Iteration 6F (2381.007210 sec): 3 clusters Score: Raw -373387.927942 + Penalty 2817.945240 = -370569.982702 nChanged 274 SP:Iteration 7Q (2381.060134 sec): 3 clusters Score: Raw -373569.853755 + Penalty 2817.945240 = -370751.908515 nChanged 243 SP:Iteration 8Q (2381.113441 sec): 3 clusters Score: Raw -373719.853757 + Penalty 2817.945240 = -370901.908518 nChanged 213 SP:Iteration 9Q (2381.173463 sec): 3 clusters Score: Raw -373838.041614 + Penalty 2817.945240 = -371020.096375 nChanged 180 SP:Iteration 10Q (2381.228876 sec): 3 clusters Score: Raw -373940.228788 + Penalty 2817.945240 = -371122.283548 nChanged 151 SP:Iteration 11Q (2381.289748 sec): 3 clusters Score: Raw -374004.381855 + Penalty 2817.945240 = -371186.436615 nChanged 115 SP:Iteration 12Q (2381.346549 sec): 3 clusters Score: Raw -374057.039140 + Penalty 2817.945240 = -371239.093900 nChanged 104 SP:Iteration 13Q (2381.407465 sec): 3 clusters Score: Raw -374109.190867 + Penalty 2817.945240 = -371291.245627 nChanged 103 SP:Iteration 14Q (2381.466085 sec): 3 clusters Score: Raw -374161.329384 + Penalty 2817.945240 = -371343.384144 nChanged 95 SP:Iteration 15Q (2381.528412 sec): 3 clusters Score: Raw -374204.531814 + Penalty 2817.945240 = -371386.586574 nChanged 89 SP:Iteration 16Q (2381.582288 sec): 3 clusters Score: Raw -374252.248347 + Penalty 2817.945240 = -371434.303108 nChanged 84 SP:Iteration 17Q (2381.641656 sec): 3 clusters Score: Raw -374293.506974 + Penalty 2817.945240 = -371475.561734 nChanged 77 SP:Iteration 18Q (2381.691549 sec): 3 clusters Score: Raw -374340.941027 + Penalty 2817.945240 = -371522.995787 nChanged 97 SP:Iteration 19Q (2381.743975 sec): 3 clusters Score: Raw -374407.461108 + Penalty 2817.945240 = -371589.515868 nChanged 116 SP:Iteration 20F (2381.803125 sec): 3 clusters Score: Raw -374493.496395 + Penalty 2817.945240 = -371675.551155 nChanged 120 SP:Iteration 21Q (2381.846360 sec): 3 clusters Score: Raw -374584.488809 + Penalty 2817.945240 = -371766.543569 nChanged 111 SP:Iteration 22Q (2381.916058 sec): 3 clusters Score: Raw -374654.141667 + Penalty 2817.945240 = -371836.196428 nChanged 76 SP:Iteration 23Q (2381.957284 sec): 3 clusters Score: Raw -374697.559795 + Penalty 2817.945240 = -371879.614555 nChanged 62 SP:Iteration 24Q (2382.008264 sec): 3 clusters Score: Raw -374725.347785 + Penalty 2817.945240 = -371907.402545 nChanged 50 SP:Iteration 25Q (2382.070641 sec): 3 clusters Score: Raw -374743.294550 + Penalty 2817.945240 = -371925.349310 nChanged 38 SP:Iteration 26Q (2382.120393 sec): 3 clusters Score: Raw -374755.537465 + Penalty 2817.945240 = -371937.592225 nChanged 31 SP:Iteration 27Q (2382.175875 sec): 3 clusters Score: Raw -374763.092548 + Penalty 2817.945240 = -371945.147308 nChanged 16 SP:Iteration 28Q (2382.226486 sec): 3 clusters Score: Raw -374766.438343 + Penalty 2817.945240 = -371948.493103 nChanged 11 SP:Iteration 29Q (2382.283873 sec): 3 clusters Score: Raw -374768.708718 + Penalty 2817.945240 = -371950.763478 nChanged 10 SP:Iteration 30Q (2382.344797 sec): 3 clusters Score: Raw -374770.869578 + Penalty 2817.945240 = -371952.924339 nChanged 10 SP:Iteration 31Q (2382.392660 sec): 3 clusters Score: Raw -374772.377993 + Penalty 2817.945240 = -371954.432753 nChanged 6 SP:Iteration 32Q (2382.447499 sec): 3 clusters Score: Raw -374773.587666 + Penalty 2817.945240 = -371955.642426 nChanged 6 SP:Iteration 33Q (2382.499965 sec): 3 clusters Score: Raw -374774.679625 + Penalty 2817.945240 = -371956.734385 nChanged 8 SP:Iteration 34Q (2382.555890 sec): 3 clusters Score: Raw -374776.257940 + Penalty 2817.945240 = -371958.312700 nChanged 8 SP:Iteration 35Q (2382.610742 sec): 3 clusters Score: Raw -374778.075328 + Penalty 2817.945240 = -371960.130089 nChanged 6 SP:Iteration 36Q (2382.674495 sec): 3 clusters Score: Raw -374781.088318 + Penalty 2817.945240 = -371963.143079 nChanged 10 SP:Iteration 37Q (2382.729149 sec): 3 clusters Score: Raw -374784.521387 + Penalty 2817.945240 = -371966.576147 nChanged 9 SP:Iteration 38Q (2382.781979 sec): 3 clusters Score: Raw -374786.920524 + Penalty 2817.945240 = -371968.975284 nChanged 8 SP:Iteration 39Q (2382.838686 sec): 3 clusters Score: Raw -374787.940276 + Penalty 2817.945240 = -371969.995037 nChanged 4 SP:Iteration 40F (2382.896129 sec): 3 clusters Score: Raw -374788.720694 + Penalty 2817.945240 = -371970.775454 nChanged 3 SP:Iteration 41Q (2382.942123 sec): 3 clusters Score: Raw -374788.979116 + Penalty 2817.945240 = -371971.033876 nChanged 1 SP:Iteration 42Q (2382.999772 sec): 3 clusters Score: Raw -374789.240752 + Penalty 2817.945240 = -371971.295512 nChanged 1 SP:Iteration 43Q (2383.049365 sec): 3 clusters Score: Raw -374789.304786 + Penalty 2817.945240 = -371971.359546 nChanged 0 SP:Iteration 44F (2383.104524 sec): 3 clusters Score: Raw -374789.304786 + Penalty 2817.945240 = -371971.359546 nChanged 0 Trying to split cluster 9 (12861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2383.154208 sec): 2 clusters Score: Raw -875003.372453 + Penalty 1537.567648 = -873465.804805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2383.225901 sec): 3 clusters Score: Raw -867553.902209 + Penalty 3075.135295 = -864478.766913 nChanged 5661 SP:Iteration 1F (2383.297295 sec): 3 clusters Score: Raw -870650.971089 + Penalty 3075.135295 = -867575.835793 nChanged 778 SP:Iteration 2F (2383.353827 sec): 3 clusters Score: Raw -870994.962103 + Penalty 3075.135295 = -867919.826807 nChanged 702 SP:Iteration 3F (2383.420484 sec): 3 clusters Score: Raw -871322.052648 + Penalty 3075.135295 = -868246.917352 nChanged 699 SP:Iteration 4F (2383.494773 sec): 3 clusters Score: Raw -871689.414186 + Penalty 3075.135295 = -868614.278891 nChanged 705 SP:Iteration 5F (2383.562955 sec): 3 clusters Score: Raw -872079.505129 + Penalty 3075.135295 = -869004.369833 nChanged 704 SP:Iteration 6F (2383.633675 sec): 3 clusters Score: Raw -872543.835426 + Penalty 3075.135295 = -869468.700131 nChanged 707 SP:Iteration 7F (2383.704644 sec): 3 clusters Score: Raw -872979.719943 + Penalty 3075.135295 = -869904.584647 nChanged 639 SP:Iteration 8Q (2383.766178 sec): 3 clusters Score: Raw -873357.103913 + Penalty 3075.135295 = -870281.968617 nChanged 549 SP:Iteration 9Q (2383.840923 sec): 3 clusters Score: Raw -873675.273669 + Penalty 3075.135295 = -870600.138374 nChanged 453 SP:Iteration 10Q (2383.905822 sec): 3 clusters Score: Raw -873911.825268 + Penalty 3075.135295 = -870836.689972 nChanged 358 SP:Iteration 11Q (2383.976837 sec): 3 clusters Score: Raw -874089.667552 + Penalty 3075.135295 = -871014.532257 nChanged 332 SP:Iteration 12Q (2384.037165 sec): 3 clusters Score: Raw -874205.499543 + Penalty 3075.135295 = -871130.364248 nChanged 230 SP:Iteration 13Q (2384.113564 sec): 3 clusters Score: Raw -874274.308792 + Penalty 3075.135295 = -871199.173496 nChanged 167 SP:Iteration 14Q (2384.185269 sec): 3 clusters Score: Raw -874315.153195 + Penalty 3075.135295 = -871240.017899 nChanged 121 SP:Iteration 15Q (2384.256128 sec): 3 clusters Score: Raw -874341.933716 + Penalty 3075.135295 = -871266.798420 nChanged 92 SP:Iteration 16Q (2384.329009 sec): 3 clusters Score: Raw -874362.226440 + Penalty 3075.135295 = -871287.091145 nChanged 74 SP:Iteration 17Q (2384.388279 sec): 3 clusters Score: Raw -874377.251399 + Penalty 3075.135295 = -871302.116103 nChanged 63 SP:Iteration 18Q (2384.458587 sec): 3 clusters Score: Raw -874388.512327 + Penalty 3075.135295 = -871313.377032 nChanged 52 SP:Iteration 19Q (2384.536452 sec): 3 clusters Score: Raw -874398.730070 + Penalty 3075.135295 = -871323.594775 nChanged 52 SP:Iteration 20F (2384.607411 sec): 3 clusters Score: Raw -874406.523064 + Penalty 3075.135295 = -871331.387768 nChanged 51 SP:Iteration 21Q (2384.675932 sec): 3 clusters Score: Raw -874414.653242 + Penalty 3075.135295 = -871339.517946 nChanged 57 SP:Iteration 22Q (2384.743972 sec): 3 clusters Score: Raw -874425.744876 + Penalty 3075.135295 = -871350.609580 nChanged 60 SP:Iteration 23Q (2384.807663 sec): 3 clusters Score: Raw -874434.907039 + Penalty 3075.135295 = -871359.771744 nChanged 45 SP:Iteration 24Q (2384.879717 sec): 3 clusters Score: Raw -874441.745552 + Penalty 3075.135295 = -871366.610256 nChanged 40 SP:Iteration 25Q (2384.951178 sec): 3 clusters Score: Raw -874447.746385 + Penalty 3075.135295 = -871372.611090 nChanged 39 SP:Iteration 26Q (2385.009897 sec): 3 clusters Score: Raw -874454.125094 + Penalty 3075.135295 = -871378.989799 nChanged 46 SP:Iteration 27Q (2385.080962 sec): 3 clusters Score: Raw -874461.541379 + Penalty 3075.135295 = -871386.406084 nChanged 41 SP:Iteration 28Q (2385.153053 sec): 3 clusters Score: Raw -874468.663988 + Penalty 3075.135295 = -871393.528692 nChanged 50 SP:Iteration 29Q (2385.208576 sec): 3 clusters Score: Raw -874476.677368 + Penalty 3075.135295 = -871401.542072 nChanged 48 SP:Iteration 30Q (2385.283408 sec): 3 clusters Score: Raw -874484.479543 + Penalty 3075.135295 = -871409.344248 nChanged 44 SP:Iteration 31Q (2385.351601 sec): 3 clusters Score: Raw -874492.270384 + Penalty 3075.135295 = -871417.135089 nChanged 48 SP:Iteration 32Q (2385.416626 sec): 3 clusters Score: Raw -874498.528160 + Penalty 3075.135295 = -871423.392864 nChanged 47 SP:Iteration 33Q (2385.489795 sec): 3 clusters Score: Raw -874505.569896 + Penalty 3075.135295 = -871430.434600 nChanged 50 SP:Iteration 34Q (2385.555821 sec): 3 clusters Score: Raw -874514.274633 + Penalty 3075.135295 = -871439.139338 nChanged 63 SP:Iteration 35Q (2385.630052 sec): 3 clusters Score: Raw -874526.774231 + Penalty 3075.135295 = -871451.638935 nChanged 64 SP:Iteration 36Q (2385.692717 sec): 3 clusters Score: Raw -874539.329147 + Penalty 3075.135295 = -871464.193851 nChanged 70 SP:Iteration 37Q (2385.760778 sec): 3 clusters Score: Raw -874553.485244 + Penalty 3075.135295 = -871478.349948 nChanged 79 SP:Iteration 38Q (2385.845473 sec): 3 clusters Score: Raw -874568.697836 + Penalty 3075.135295 = -871493.562540 nChanged 60 SP:Iteration 39Q (2385.905328 sec): 3 clusters Score: Raw -874581.037581 + Penalty 3075.135295 = -871505.902285 nChanged 64 SP:Iteration 40F (2385.985018 sec): 3 clusters Score: Raw -874592.621417 + Penalty 3075.135295 = -871517.486121 nChanged 63 SP:Iteration 41Q (2386.044866 sec): 3 clusters Score: Raw -874604.752647 + Penalty 3075.135295 = -871529.617352 nChanged 54 SP:Iteration 42Q (2386.120305 sec): 3 clusters Score: Raw -874613.803331 + Penalty 3075.135295 = -871538.668035 nChanged 55 SP:Iteration 43Q (2386.183602 sec): 3 clusters Score: Raw -874622.950247 + Penalty 3075.135295 = -871547.814951 nChanged 57 SP:Iteration 44Q (2386.254675 sec): 3 clusters Score: Raw -874632.880294 + Penalty 3075.135295 = -871557.744999 nChanged 62 SP:Iteration 45Q (2386.324519 sec): 3 clusters Score: Raw -874644.797105 + Penalty 3075.135295 = -871569.661810 nChanged 65 SP:Iteration 46Q (2386.400888 sec): 3 clusters Score: Raw -874657.705282 + Penalty 3075.135295 = -871582.569987 nChanged 60 SP:Iteration 47Q (2386.467340 sec): 3 clusters Score: Raw -874667.384994 + Penalty 3075.135295 = -871592.249698 nChanged 51 SP:Iteration 48Q (2386.530660 sec): 3 clusters Score: Raw -874676.838830 + Penalty 3075.135295 = -871601.703534 nChanged 63 SP:Iteration 49Q (2386.598746 sec): 3 clusters Score: Raw -874692.141760 + Penalty 3075.135295 = -871617.006464 nChanged 72 SP:Iteration 50Q (2386.665907 sec): 3 clusters Score: Raw -874713.281882 + Penalty 3075.135295 = -871638.146586 nChanged 104 SP:Iteration 51Q (2386.721224 sec): 3 clusters Score: Raw -874744.450848 + Penalty 3075.135295 = -871669.315553 nChanged 96 SP:Iteration 52Q (2386.796798 sec): 3 clusters Score: Raw -874769.836499 + Penalty 3075.135295 = -871694.701203 nChanged 79 SP:Iteration 53Q (2386.851510 sec): 3 clusters Score: Raw -874788.266706 + Penalty 3075.135295 = -871713.131410 nChanged 66 SP:Iteration 54Q (2386.918613 sec): 3 clusters Score: Raw -874803.832450 + Penalty 3075.135295 = -871728.697154 nChanged 82 SP:Iteration 55Q (2386.992565 sec): 3 clusters Score: Raw -874823.500901 + Penalty 3075.135295 = -871748.365605 nChanged 87 SP:Iteration 56Q (2387.066904 sec): 3 clusters Score: Raw -874843.707664 + Penalty 3075.135295 = -871768.572369 nChanged 86 SP:Iteration 57Q (2387.137698 sec): 3 clusters Score: Raw -874864.447619 + Penalty 3075.135295 = -871789.312324 nChanged 86 SP:Iteration 58Q (2387.205036 sec): 3 clusters Score: Raw -874886.210413 + Penalty 3075.135295 = -871811.075118 nChanged 78 SP:Iteration 59Q (2387.263470 sec): 3 clusters Score: Raw -874912.208433 + Penalty 3075.135295 = -871837.073138 nChanged 90 SP:Iteration 60F (2387.340120 sec): 3 clusters Score: Raw -874940.720571 + Penalty 3075.135295 = -871865.585276 nChanged 82 SP:Iteration 61Q (2387.411463 sec): 3 clusters Score: Raw -874962.698091 + Penalty 3075.135295 = -871887.562795 nChanged 82 SP:Iteration 62Q (2387.475656 sec): 3 clusters Score: Raw -874990.287939 + Penalty 3075.135295 = -871915.152644 nChanged 81 SP:Iteration 63Q (2387.544430 sec): 3 clusters Score: Raw -875015.898645 + Penalty 3075.135295 = -871940.763350 nChanged 67 SP:Iteration 64Q (2387.613035 sec): 3 clusters Score: Raw -875032.969352 + Penalty 3075.135295 = -871957.834057 nChanged 52 SP:Iteration 65Q (2387.675496 sec): 3 clusters Score: Raw -875047.113463 + Penalty 3075.135295 = -871971.978168 nChanged 59 SP:Iteration 66Q (2387.743296 sec): 3 clusters Score: Raw -875064.058541 + Penalty 3075.135295 = -871988.923246 nChanged 60 SP:Iteration 67Q (2387.806582 sec): 3 clusters Score: Raw -875080.547537 + Penalty 3075.135295 = -872005.412242 nChanged 56 SP:Iteration 68Q (2387.861493 sec): 3 clusters Score: Raw -875095.040584 + Penalty 3075.135295 = -872019.905288 nChanged 47 SP:Iteration 69Q (2387.939767 sec): 3 clusters Score: Raw -875106.173381 + Penalty 3075.135295 = -872031.038086 nChanged 42 SP:Iteration 70Q (2388.002560 sec): 3 clusters Score: Raw -875116.371943 + Penalty 3075.135295 = -872041.236648 nChanged 39 SP:Iteration 71Q (2388.065185 sec): 3 clusters Score: Raw -875126.148279 + Penalty 3075.135295 = -872051.012984 nChanged 42 SP:Iteration 72Q (2388.114761 sec): 3 clusters Score: Raw -875138.835070 + Penalty 3075.135295 = -872063.699774 nChanged 38 SP:Iteration 73Q (2388.185857 sec): 3 clusters Score: Raw -875150.521488 + Penalty 3075.135295 = -872075.386193 nChanged 37 SP:Iteration 74Q (2388.239380 sec): 3 clusters Score: Raw -875161.219532 + Penalty 3075.135295 = -872086.084236 nChanged 35 SP:Iteration 75Q (2388.306564 sec): 3 clusters Score: Raw -875170.704587 + Penalty 3075.135295 = -872095.569291 nChanged 32 SP:Iteration 76Q (2388.366372 sec): 3 clusters Score: Raw -875182.017490 + Penalty 3075.135295 = -872106.882194 nChanged 31 SP:Iteration 77Q (2388.425744 sec): 3 clusters Score: Raw -875196.533307 + Penalty 3075.135295 = -872121.398012 nChanged 33 SP:Iteration 78Q (2388.479477 sec): 3 clusters Score: Raw -875209.660317 + Penalty 3075.135295 = -872134.525021 nChanged 36 SP:Iteration 79Q (2388.536974 sec): 3 clusters Score: Raw -875222.716546 + Penalty 3075.135295 = -872147.581251 nChanged 31 SP:Iteration 80F (2388.611366 sec): 3 clusters Score: Raw -875233.955014 + Penalty 3075.135295 = -872158.819719 nChanged 35 SP:Iteration 81Q (2388.671491 sec): 3 clusters Score: Raw -875249.275020 + Penalty 3075.135295 = -872174.139724 nChanged 49 SP:Iteration 82Q (2388.723658 sec): 3 clusters Score: Raw -875272.187915 + Penalty 3075.135295 = -872197.052619 nChanged 47 SP:Iteration 83Q (2388.792037 sec): 3 clusters Score: Raw -875290.717712 + Penalty 3075.135295 = -872215.582416 nChanged 38 SP:Iteration 84Q (2388.840965 sec): 3 clusters Score: Raw -875304.843507 + Penalty 3075.135295 = -872229.708212 nChanged 28 SP:Iteration 85Q (2388.912924 sec): 3 clusters Score: Raw -875315.945698 + Penalty 3075.135295 = -872240.810403 nChanged 25 SP:Iteration 86Q (2388.960915 sec): 3 clusters Score: Raw -875324.441661 + Penalty 3075.135295 = -872249.306366 nChanged 22 SP:Iteration 87Q (2389.020425 sec): 3 clusters Score: Raw -875331.010029 + Penalty 3075.135295 = -872255.874734 nChanged 19 SP:Iteration 88Q (2389.082005 sec): 3 clusters Score: Raw -875335.584097 + Penalty 3075.135295 = -872260.448802 nChanged 10 SP:Iteration 89Q (2389.154984 sec): 3 clusters Score: Raw -875338.358593 + Penalty 3075.135295 = -872263.223298 nChanged 9 SP:Iteration 90Q (2389.215446 sec): 3 clusters Score: Raw -875340.788686 + Penalty 3075.135295 = -872265.653391 nChanged 8 SP:Iteration 91Q (2389.265507 sec): 3 clusters Score: Raw -875342.387104 + Penalty 3075.135295 = -872267.251808 nChanged 4 SP:Iteration 92Q (2389.328319 sec): 3 clusters Score: Raw -875343.458984 + Penalty 3075.135295 = -872268.323689 nChanged 4 SP:Iteration 93Q (2389.404303 sec): 3 clusters Score: Raw -875344.915833 + Penalty 3075.135295 = -872269.780537 nChanged 7 SP:Iteration 94Q (2389.455987 sec): 3 clusters Score: Raw -875346.538786 + Penalty 3075.135295 = -872271.403491 nChanged 4 SP:Iteration 95Q (2389.522633 sec): 3 clusters Score: Raw -875346.955470 + Penalty 3075.135295 = -872271.820175 nChanged 2 SP:Iteration 96Q (2389.585818 sec): 3 clusters Score: Raw -875347.290186 + Penalty 3075.135295 = -872272.154890 nChanged 1 SP:Iteration 97Q (2389.646035 sec): 3 clusters Score: Raw -875347.816535 + Penalty 3075.135295 = -872272.681239 nChanged 3 SP:Iteration 98Q (2389.710407 sec): 3 clusters Score: Raw -875348.329366 + Penalty 3075.135295 = -872273.194070 nChanged 2 SP:Iteration 99Q (2389.770445 sec): 3 clusters Score: Raw -875348.673829 + Penalty 3075.135295 = -872273.538533 nChanged 1 SP:Iteration 100F (2389.841114 sec): 3 clusters Score: Raw -875348.766825 + Penalty 3075.135295 = -872273.631530 nChanged 0 Trying to split cluster 10 (77203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2389.980319 sec): 2 clusters Score: Raw -5304805.217861 + Penalty 1828.806459 = -5302976.411402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2390.154113 sec): 3 clusters Score: Raw -5255066.857456 + Penalty 3657.612918 = -5251409.244538 nChanged 36753 SP:Iteration 1F (2390.328089 sec): 3 clusters Score: Raw -5276085.105906 + Penalty 3657.612918 = -5272427.492988 nChanged 2666 SP:Iteration 2Q (2390.511968 sec): 3 clusters Score: Raw -5276816.441417 + Penalty 3657.612918 = -5273158.828498 nChanged 2833 SP:Iteration 3Q (2390.695412 sec): 3 clusters Score: Raw -5277748.842525 + Penalty 3657.612918 = -5274091.229606 nChanged 3120 SP:Iteration 4Q (2390.883957 sec): 3 clusters Score: Raw -5279008.133054 + Penalty 3657.612918 = -5275350.520135 nChanged 3528 SP:Iteration 5Q (2391.074200 sec): 3 clusters Score: Raw -5280741.913259 + Penalty 3657.612918 = -5277084.300340 nChanged 4076 SP:Iteration 6F (2391.256811 sec): 3 clusters Score: Raw -5283028.727582 + Penalty 3657.612918 = -5279371.114663 nChanged 4449 SP:Iteration 7F (2391.426728 sec): 3 clusters Score: Raw -5285664.699846 + Penalty 3657.612918 = -5282007.086927 nChanged 4460 SP:Iteration 8F (2391.616081 sec): 3 clusters Score: Raw -5288271.002727 + Penalty 3657.612918 = -5284613.389808 nChanged 4161 SP:Iteration 9F (2391.794455 sec): 3 clusters Score: Raw -5290485.213736 + Penalty 3657.612918 = -5286827.600818 nChanged 3614 SP:Iteration 10Q (2391.970470 sec): 3 clusters Score: Raw -5292203.125679 + Penalty 3657.612918 = -5288545.512760 nChanged 3181 SP:Iteration 11Q (2392.143540 sec): 3 clusters Score: Raw -5293580.275276 + Penalty 3657.612918 = -5289922.662357 nChanged 2665 SP:Iteration 12Q (2392.312457 sec): 3 clusters Score: Raw -5294616.632681 + Penalty 3657.612918 = -5290959.019763 nChanged 2267 SP:Iteration 13Q (2392.495354 sec): 3 clusters Score: Raw -5295450.455286 + Penalty 3657.612918 = -5291792.842368 nChanged 1988 SP:Iteration 14Q (2392.660618 sec): 3 clusters Score: Raw -5296103.088013 + Penalty 3657.612918 = -5292445.475095 nChanged 1716 SP:Iteration 15Q (2392.847135 sec): 3 clusters Score: Raw -5296620.772159 + Penalty 3657.612918 = -5292963.159241 nChanged 1526 SP:Iteration 16Q (2393.013999 sec): 3 clusters Score: Raw -5297061.013861 + Penalty 3657.612918 = -5293403.400942 nChanged 1356 SP:Iteration 17Q (2393.192123 sec): 3 clusters Score: Raw -5297455.719371 + Penalty 3657.612918 = -5293798.106453 nChanged 1264 SP:Iteration 18Q (2393.368850 sec): 3 clusters Score: Raw -5297827.103027 + Penalty 3657.612918 = -5294169.490108 nChanged 1204 SP:Iteration 19Q (2393.544240 sec): 3 clusters Score: Raw -5298169.296272 + Penalty 3657.612918 = -5294511.683354 nChanged 1156 SP:Iteration 20F (2393.725784 sec): 3 clusters Score: Raw -5298516.469085 + Penalty 3657.612918 = -5294858.856166 nChanged 1167 SP:Iteration 21Q (2393.892657 sec): 3 clusters Score: Raw -5298897.471893 + Penalty 3657.612918 = -5295239.858974 nChanged 1173 SP:Iteration 22Q (2394.059629 sec): 3 clusters Score: Raw -5299315.457263 + Penalty 3657.612918 = -5295657.844344 nChanged 1210 SP:Iteration 23Q (2394.223734 sec): 3 clusters Score: Raw -5299757.683866 + Penalty 3657.612918 = -5296100.070947 nChanged 1176 SP:Iteration 24Q (2394.393581 sec): 3 clusters Score: Raw -5300193.239057 + Penalty 3657.612918 = -5296535.626139 nChanged 1094 SP:Iteration 25Q (2394.560010 sec): 3 clusters Score: Raw -5300622.290473 + Penalty 3657.612918 = -5296964.677555 nChanged 1051 SP:Iteration 26Q (2394.727061 sec): 3 clusters Score: Raw -5301051.106286 + Penalty 3657.612918 = -5297393.493368 nChanged 1005 SP:Iteration 27Q (2394.888092 sec): 3 clusters Score: Raw -5301441.315805 + Penalty 3657.612918 = -5297783.702886 nChanged 970 SP:Iteration 28Q (2395.044169 sec): 3 clusters Score: Raw -5301825.419830 + Penalty 3657.612918 = -5298167.806911 nChanged 944 SP:Iteration 29Q (2395.216141 sec): 3 clusters Score: Raw -5302194.837515 + Penalty 3657.612918 = -5298537.224597 nChanged 902 SP:Iteration 30Q (2395.368845 sec): 3 clusters Score: Raw -5302552.780277 + Penalty 3657.612918 = -5298895.167359 nChanged 857 SP:Iteration 31Q (2395.535070 sec): 3 clusters Score: Raw -5302907.569438 + Penalty 3657.612918 = -5299249.956519 nChanged 822 SP:Iteration 32Q (2395.692201 sec): 3 clusters Score: Raw -5303243.167654 + Penalty 3657.612918 = -5299585.554736 nChanged 764 SP:Iteration 33Q (2395.855118 sec): 3 clusters Score: Raw -5303529.218350 + Penalty 3657.612918 = -5299871.605431 nChanged 659 SP:Iteration 34Q (2396.013014 sec): 3 clusters Score: Raw -5303761.280498 + Penalty 3657.612918 = -5300103.667579 nChanged 611 SP:Iteration 35Q (2396.171601 sec): 3 clusters Score: Raw -5303968.855936 + Penalty 3657.612918 = -5300311.243017 nChanged 541 SP:Iteration 36Q (2396.322207 sec): 3 clusters Score: Raw -5304138.392781 + Penalty 3657.612918 = -5300480.779863 nChanged 478 SP:Iteration 37Q (2396.481108 sec): 3 clusters Score: Raw -5304279.491701 + Penalty 3657.612918 = -5300621.878782 nChanged 426 SP:Iteration 38Q (2396.634300 sec): 3 clusters Score: Raw -5304401.757014 + Penalty 3657.612918 = -5300744.144095 nChanged 381 SP:Iteration 39Q (2396.773586 sec): 3 clusters Score: Raw -5304504.151786 + Penalty 3657.612918 = -5300846.538868 nChanged 359 SP:Iteration 40F (2396.959046 sec): 3 clusters Score: Raw -5304603.806218 + Penalty 3657.612918 = -5300946.193300 nChanged 338 SP:Iteration 41Q (2397.113876 sec): 3 clusters Score: Raw -5304691.345766 + Penalty 3657.612918 = -5301033.732847 nChanged 297 SP:Iteration 42Q (2397.271790 sec): 3 clusters Score: Raw -5304769.546137 + Penalty 3657.612918 = -5301111.933219 nChanged 300 SP:Iteration 43Q (2397.426678 sec): 3 clusters Score: Raw -5304845.799198 + Penalty 3657.612918 = -5301188.186279 nChanged 268 SP:Iteration 44Q (2397.570538 sec): 3 clusters Score: Raw -5304910.129674 + Penalty 3657.612918 = -5301252.516755 nChanged 255 SP:Iteration 45Q (2397.723445 sec): 3 clusters Score: Raw -5304968.142415 + Penalty 3657.612918 = -5301310.529496 nChanged 224 SP:Iteration 46Q (2397.860295 sec): 3 clusters Score: Raw -5305017.011259 + Penalty 3657.612918 = -5301359.398340 nChanged 200 SP:Iteration 47Q (2398.012979 sec): 3 clusters Score: Raw -5305061.637516 + Penalty 3657.612918 = -5301404.024598 nChanged 180 SP:Iteration 48Q (2398.153282 sec): 3 clusters Score: Raw -5305101.372374 + Penalty 3657.612918 = -5301443.759455 nChanged 180 SP:Iteration 49Q (2398.300249 sec): 3 clusters Score: Raw -5305138.704721 + Penalty 3657.612918 = -5301481.091802 nChanged 185 SP:Iteration 50Q (2398.445893 sec): 3 clusters Score: Raw -5305179.377630 + Penalty 3657.612918 = -5301521.764712 nChanged 173 SP:Iteration 51Q (2398.598328 sec): 3 clusters Score: Raw -5305214.715030 + Penalty 3657.612918 = -5301557.102112 nChanged 136 SP:Iteration 52Q (2398.752512 sec): 3 clusters Score: Raw -5305239.280376 + Penalty 3657.612918 = -5301581.667458 nChanged 107 SP:Iteration 53Q (2398.899936 sec): 3 clusters Score: Raw -5305259.077878 + Penalty 3657.612918 = -5301601.464959 nChanged 101 SP:Iteration 54Q (2399.048478 sec): 3 clusters Score: Raw -5305279.471060 + Penalty 3657.612918 = -5301621.858142 nChanged 98 SP:Iteration 55Q (2399.211712 sec): 3 clusters Score: Raw -5305299.639458 + Penalty 3657.612918 = -5301642.026540 nChanged 91 SP:Iteration 56Q (2399.363407 sec): 3 clusters Score: Raw -5305317.025418 + Penalty 3657.612918 = -5301659.412499 nChanged 96 SP:Iteration 57Q (2399.518368 sec): 3 clusters Score: Raw -5305335.181645 + Penalty 3657.612918 = -5301677.568726 nChanged 97 SP:Iteration 58Q (2399.675691 sec): 3 clusters Score: Raw -5305356.087875 + Penalty 3657.612918 = -5301698.474956 nChanged 107 SP:Iteration 59Q (2399.825617 sec): 3 clusters Score: Raw -5305379.877313 + Penalty 3657.612918 = -5301722.264395 nChanged 92 SP:Iteration 60F (2399.994983 sec): 3 clusters Score: Raw -5305397.437115 + Penalty 3657.612918 = -5301739.824197 nChanged 79 SP:Iteration 61Q (2400.148759 sec): 3 clusters Score: Raw -5305412.669511 + Penalty 3657.612918 = -5301755.056592 nChanged 70 SP:Iteration 62Q (2400.293253 sec): 3 clusters Score: Raw -5305427.580347 + Penalty 3657.612918 = -5301769.967428 nChanged 61 SP:Iteration 63Q (2400.445883 sec): 3 clusters Score: Raw -5305440.097613 + Penalty 3657.612918 = -5301782.484695 nChanged 57 SP:Iteration 64Q (2400.579265 sec): 3 clusters Score: Raw -5305452.162365 + Penalty 3657.612918 = -5301794.549447 nChanged 52 SP:Iteration 65Q (2400.739787 sec): 3 clusters Score: Raw -5305464.658708 + Penalty 3657.612918 = -5301807.045790 nChanged 52 SP:Iteration 66Q (2400.888609 sec): 3 clusters Score: Raw -5305476.562911 + Penalty 3657.612918 = -5301818.949993 nChanged 41 SP:Iteration 67Q (2401.042733 sec): 3 clusters Score: Raw -5305484.136105 + Penalty 3657.612918 = -5301826.523187 nChanged 32 SP:Iteration 68Q (2401.193016 sec): 3 clusters Score: Raw -5305489.792806 + Penalty 3657.612918 = -5301832.179888 nChanged 34 SP:Iteration 69Q (2401.342648 sec): 3 clusters Score: Raw -5305495.766003 + Penalty 3657.612918 = -5301838.153085 nChanged 32 SP:Iteration 70Q (2401.482599 sec): 3 clusters Score: Raw -5305501.839277 + Penalty 3657.612918 = -5301844.226359 nChanged 30 SP:Iteration 71Q (2401.640809 sec): 3 clusters Score: Raw -5305507.438751 + Penalty 3657.612918 = -5301849.825833 nChanged 31 SP:Iteration 72Q (2401.793321 sec): 3 clusters Score: Raw -5305513.559859 + Penalty 3657.612918 = -5301855.946940 nChanged 29 SP:Iteration 73Q (2401.938573 sec): 3 clusters Score: Raw -5305518.355199 + Penalty 3657.612918 = -5301860.742280 nChanged 25 SP:Iteration 74Q (2402.069291 sec): 3 clusters Score: Raw -5305522.475633 + Penalty 3657.612918 = -5301864.862714 nChanged 19 SP:Iteration 75Q (2402.222863 sec): 3 clusters Score: Raw -5305524.961445 + Penalty 3657.612918 = -5301867.348526 nChanged 20 SP:Iteration 76Q (2402.368590 sec): 3 clusters Score: Raw -5305528.234596 + Penalty 3657.612918 = -5301870.621677 nChanged 18 SP:Iteration 77Q (2402.513341 sec): 3 clusters Score: Raw -5305530.975712 + Penalty 3657.612918 = -5301873.362794 nChanged 22 SP:Iteration 78Q (2402.649924 sec): 3 clusters Score: Raw -5305534.826178 + Penalty 3657.612918 = -5301877.213259 nChanged 20 SP:Iteration 79Q (2402.789160 sec): 3 clusters Score: Raw -5305537.497781 + Penalty 3657.612918 = -5301879.884862 nChanged 17 SP:Iteration 80F (2402.950550 sec): 3 clusters Score: Raw -5305540.616317 + Penalty 3657.612918 = -5301883.003398 nChanged 20 SP:Iteration 81Q (2403.101618 sec): 3 clusters Score: Raw -5305544.691545 + Penalty 3657.612918 = -5301887.078626 nChanged 18 SP:Iteration 82Q (2403.244590 sec): 3 clusters Score: Raw -5305547.766787 + Penalty 3657.612918 = -5301890.153868 nChanged 15 SP:Iteration 83Q (2403.386200 sec): 3 clusters Score: Raw -5305550.494544 + Penalty 3657.612918 = -5301892.881626 nChanged 14 SP:Iteration 84Q (2403.517044 sec): 3 clusters Score: Raw -5305552.055346 + Penalty 3657.612918 = -5301894.442427 nChanged 10 SP:Iteration 85Q (2403.650551 sec): 3 clusters Score: Raw -5305553.454326 + Penalty 3657.612918 = -5301895.841408 nChanged 8 SP:Iteration 86Q (2403.790669 sec): 3 clusters Score: Raw -5305554.548865 + Penalty 3657.612918 = -5301896.935947 nChanged 5 SP:Iteration 87Q (2403.931719 sec): 3 clusters Score: Raw -5305555.138346 + Penalty 3657.612918 = -5301897.525428 nChanged 4 SP:Iteration 88Q (2404.078150 sec): 3 clusters Score: Raw -5305556.005696 + Penalty 3657.612918 = -5301898.392777 nChanged 3 SP:Iteration 89Q (2404.216353 sec): 3 clusters Score: Raw -5305556.358700 + Penalty 3657.612918 = -5301898.745782 nChanged 5 SP:Iteration 90Q (2404.355100 sec): 3 clusters Score: Raw -5305557.148922 + Penalty 3657.612918 = -5301899.536004 nChanged 5 SP:Iteration 91Q (2404.498923 sec): 3 clusters Score: Raw -5305557.856503 + Penalty 3657.612918 = -5301900.243585 nChanged 7 SP:Iteration 92Q (2404.652622 sec): 3 clusters Score: Raw -5305558.736516 + Penalty 3657.612918 = -5301901.123598 nChanged 10 SP:Iteration 93Q (2404.796022 sec): 3 clusters Score: Raw -5305560.106267 + Penalty 3657.612918 = -5301902.493349 nChanged 10 SP:Iteration 94Q (2404.930108 sec): 3 clusters Score: Raw -5305561.183993 + Penalty 3657.612918 = -5301903.571075 nChanged 4 SP:Iteration 95Q (2405.074020 sec): 3 clusters Score: Raw -5305561.914926 + Penalty 3657.612918 = -5301904.302008 nChanged 6 SP:Iteration 96Q (2405.209686 sec): 3 clusters Score: Raw -5305562.913859 + Penalty 3657.612918 = -5301905.300941 nChanged 6 SP:Iteration 97Q (2405.359625 sec): 3 clusters Score: Raw -5305563.848697 + Penalty 3657.612918 = -5301906.235779 nChanged 7 SP:Iteration 98Q (2405.511315 sec): 3 clusters Score: Raw -5305564.589399 + Penalty 3657.612918 = -5301906.976480 nChanged 5 SP:Iteration 99Q (2405.672292 sec): 3 clusters Score: Raw -5305565.170046 + Penalty 3657.612918 = -5301907.557128 nChanged 3 SP:Iteration 100F (2405.836048 sec): 3 clusters Score: Raw -5305565.527748 + Penalty 3657.612918 = -5301907.914830 nChanged 2 SP:Iteration 101Q (2405.975997 sec): 3 clusters Score: Raw -5305565.676247 + Penalty 3657.612918 = -5301908.063329 nChanged 2 SP:Iteration 102Q (2406.113468 sec): 3 clusters Score: Raw -5305565.760690 + Penalty 3657.612918 = -5301908.147771 nChanged 0 SP:Iteration 103F (2406.292010 sec): 3 clusters Score: Raw -5305565.760690 + Penalty 3657.612918 = -5301908.147771 nChanged 0 Trying to split cluster 11 (2570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2406.326621 sec): 2 clusters Score: Raw -166690.819772 + Penalty 1275.894941 = -165414.924830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2406.381069 sec): 3 clusters Score: Raw -165499.921693 + Penalty 2551.789883 = -162948.131810 nChanged 951 SP:Iteration 1F (2406.433862 sec): 3 clusters Score: Raw -166033.574753 + Penalty 2551.789883 = -163481.784870 nChanged 206 SP:Iteration 2F (2406.480941 sec): 3 clusters Score: Raw -166169.759674 + Penalty 2551.789883 = -163617.969791 nChanged 133 SP:Iteration 3F (2406.537847 sec): 3 clusters Score: Raw -166252.012433 + Penalty 2551.789883 = -163700.222551 nChanged 93 SP:Iteration 4Q (2406.576733 sec): 3 clusters Score: Raw -166299.403265 + Penalty 2551.789883 = -163747.613382 nChanged 71 SP:Iteration 5Q (2406.635180 sec): 3 clusters Score: Raw -166345.094963 + Penalty 2551.789883 = -163793.305080 nChanged 74 SP:Iteration 6Q (2406.683746 sec): 3 clusters Score: Raw -166397.720909 + Penalty 2551.789883 = -163845.931026 nChanged 83 SP:Iteration 7Q (2406.736607 sec): 3 clusters Score: Raw -166455.174795 + Penalty 2551.789883 = -163903.384912 nChanged 73 SP:Iteration 8Q (2406.791359 sec): 3 clusters Score: Raw -166505.437071 + Penalty 2551.789883 = -163953.647188 nChanged 69 SP:Iteration 9Q (2406.836190 sec): 3 clusters Score: Raw -166550.916988 + Penalty 2551.789883 = -163999.127105 nChanged 69 SP:Iteration 10Q (2406.895293 sec): 3 clusters Score: Raw -166597.736387 + Penalty 2551.789883 = -164045.946504 nChanged 83 SP:Iteration 11Q (2406.937064 sec): 3 clusters Score: Raw -166655.554938 + Penalty 2551.789883 = -164103.765055 nChanged 83 SP:Iteration 12Q (2406.998255 sec): 3 clusters Score: Raw -166727.723428 + Penalty 2551.789883 = -164175.933545 nChanged 93 SP:Iteration 13Q (2407.035740 sec): 3 clusters Score: Raw -166822.807129 + Penalty 2551.789883 = -164271.017246 nChanged 88 SP:Iteration 14Q (2407.087960 sec): 3 clusters Score: Raw -166911.568883 + Penalty 2551.789883 = -164359.779000 nChanged 87 SP:Iteration 15Q (2407.142677 sec): 3 clusters Score: Raw -166997.091273 + Penalty 2551.789883 = -164445.301390 nChanged 68 SP:Iteration 16Q (2407.193886 sec): 3 clusters Score: Raw -167062.592771 + Penalty 2551.789883 = -164510.802888 nChanged 55 SP:Iteration 17Q (2407.243562 sec): 3 clusters Score: Raw -167111.378383 + Penalty 2551.789883 = -164559.588500 nChanged 55 SP:Iteration 18Q (2407.293818 sec): 3 clusters Score: Raw -167156.007598 + Penalty 2551.789883 = -164604.217715 nChanged 31 SP:Iteration 19Q (2407.343280 sec): 3 clusters Score: Raw -167176.356571 + Penalty 2551.789883 = -164624.566688 nChanged 25 SP:Iteration 20F (2407.392629 sec): 3 clusters Score: Raw -167189.787605 + Penalty 2551.789883 = -164637.997722 nChanged 15 SP:Iteration 21Q (2407.445515 sec): 3 clusters Score: Raw -167197.308694 + Penalty 2551.789883 = -164645.518812 nChanged 13 SP:Iteration 22Q (2407.496768 sec): 3 clusters Score: Raw -167205.894119 + Penalty 2551.789883 = -164654.104236 nChanged 11 SP:Iteration 23Q (2407.553879 sec): 3 clusters Score: Raw -167213.898879 + Penalty 2551.789883 = -164662.108996 nChanged 13 SP:Iteration 24Q (2407.596275 sec): 3 clusters Score: Raw -167220.211692 + Penalty 2551.789883 = -164668.421809 nChanged 11 SP:Iteration 25Q (2407.659371 sec): 3 clusters Score: Raw -167225.228382 + Penalty 2551.789883 = -164673.438499 nChanged 6 SP:Iteration 26Q (2407.709701 sec): 3 clusters Score: Raw -167227.596715 + Penalty 2551.789883 = -164675.806833 nChanged 6 SP:Iteration 27Q (2407.754432 sec): 3 clusters Score: Raw -167231.573523 + Penalty 2551.789883 = -164679.783640 nChanged 5 SP:Iteration 28Q (2407.801723 sec): 3 clusters Score: Raw -167235.550772 + Penalty 2551.789883 = -164683.760889 nChanged 7 SP:Iteration 29Q (2407.857927 sec): 3 clusters Score: Raw -167238.472697 + Penalty 2551.789883 = -164686.682814 nChanged 2 SP:Iteration 30Q (2407.910682 sec): 3 clusters Score: Raw -167239.123269 + Penalty 2551.789883 = -164687.333386 nChanged 1 SP:Iteration 31Q (2407.964434 sec): 3 clusters Score: Raw -167239.566303 + Penalty 2551.789883 = -164687.776420 nChanged 1 SP:Iteration 32Q (2408.007977 sec): 3 clusters Score: Raw -167239.750911 + Penalty 2551.789883 = -164687.961028 nChanged 1 SP:Iteration 33Q (2408.069528 sec): 3 clusters Score: Raw -167240.049344 + Penalty 2551.789883 = -164688.259461 nChanged 2 SP:Iteration 34Q (2408.114497 sec): 3 clusters Score: Raw -167240.641637 + Penalty 2551.789883 = -164688.851754 nChanged 1 SP:Iteration 35Q (2408.171456 sec): 3 clusters Score: Raw -167240.819343 + Penalty 2551.789883 = -164689.029460 nChanged 0 SP:Iteration 36F (2408.221462 sec): 3 clusters Score: Raw -167240.819343 + Penalty 2551.789883 = -164689.029460 nChanged 0 Trying to split cluster 12 (6388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2408.252327 sec): 2 clusters Score: Raw -425126.415108 + Penalty 1423.853683 = -423702.561425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2408.298765 sec): 3 clusters Score: Raw -421716.015409 + Penalty 2847.707366 = -418868.308044 nChanged 2660 SP:Iteration 1F (2408.361889 sec): 3 clusters Score: Raw -423163.601047 + Penalty 2847.707366 = -420315.893682 nChanged 460 SP:Iteration 2F (2408.422800 sec): 3 clusters Score: Raw -423402.319951 + Penalty 2847.707366 = -420554.612585 nChanged 332 SP:Iteration 3F (2408.477664 sec): 3 clusters Score: Raw -423554.905203 + Penalty 2847.707366 = -420707.197837 nChanged 272 SP:Iteration 4Q (2408.534437 sec): 3 clusters Score: Raw -423676.580511 + Penalty 2847.707366 = -420828.873146 nChanged 223 SP:Iteration 5Q (2408.591127 sec): 3 clusters Score: Raw -423769.558233 + Penalty 2847.707366 = -420921.850867 nChanged 200 SP:Iteration 6Q (2408.658036 sec): 3 clusters Score: Raw -423848.409658 + Penalty 2847.707366 = -421000.702292 nChanged 155 SP:Iteration 7Q (2408.717803 sec): 3 clusters Score: Raw -423920.336900 + Penalty 2847.707366 = -421072.629534 nChanged 156 SP:Iteration 8Q (2408.780074 sec): 3 clusters Score: Raw -423986.917424 + Penalty 2847.707366 = -421139.210059 nChanged 134 SP:Iteration 9Q (2408.842623 sec): 3 clusters Score: Raw -424038.136472 + Penalty 2847.707366 = -421190.429107 nChanged 136 SP:Iteration 10Q (2408.904011 sec): 3 clusters Score: Raw -424089.000592 + Penalty 2847.707366 = -421241.293227 nChanged 118 SP:Iteration 11Q (2408.950780 sec): 3 clusters Score: Raw -424141.733988 + Penalty 2847.707366 = -421294.026623 nChanged 130 SP:Iteration 12Q (2409.024451 sec): 3 clusters Score: Raw -424207.462987 + Penalty 2847.707366 = -421359.755622 nChanged 138 SP:Iteration 13Q (2409.083761 sec): 3 clusters Score: Raw -424279.377615 + Penalty 2847.707366 = -421431.670249 nChanged 129 SP:Iteration 14Q (2409.129426 sec): 3 clusters Score: Raw -424337.599470 + Penalty 2847.707366 = -421489.892105 nChanged 129 SP:Iteration 15Q (2409.193823 sec): 3 clusters Score: Raw -424400.372347 + Penalty 2847.707366 = -421552.664982 nChanged 151 SP:Iteration 16Q (2409.255776 sec): 3 clusters Score: Raw -424474.684460 + Penalty 2847.707366 = -421626.977095 nChanged 139 SP:Iteration 17Q (2409.308760 sec): 3 clusters Score: Raw -424534.123638 + Penalty 2847.707366 = -421686.416272 nChanged 129 SP:Iteration 18Q (2409.374823 sec): 3 clusters Score: Raw -424594.552649 + Penalty 2847.707366 = -421746.845283 nChanged 122 SP:Iteration 19Q (2409.426862 sec): 3 clusters Score: Raw -424642.663748 + Penalty 2847.707366 = -421794.956383 nChanged 121 SP:Iteration 20F (2409.486988 sec): 3 clusters Score: Raw -424683.607744 + Penalty 2847.707366 = -421835.900378 nChanged 85 SP:Iteration 21Q (2409.543481 sec): 3 clusters Score: Raw -424712.345414 + Penalty 2847.707366 = -421864.638048 nChanged 79 SP:Iteration 22Q (2409.603136 sec): 3 clusters Score: Raw -424739.580774 + Penalty 2847.707366 = -421891.873409 nChanged 71 SP:Iteration 23Q (2409.663862 sec): 3 clusters Score: Raw -424763.781678 + Penalty 2847.707366 = -421916.074313 nChanged 59 SP:Iteration 24Q (2409.731893 sec): 3 clusters Score: Raw -424787.417182 + Penalty 2847.707366 = -421939.709816 nChanged 61 SP:Iteration 25Q (2409.784410 sec): 3 clusters Score: Raw -424806.784314 + Penalty 2847.707366 = -421959.076949 nChanged 51 SP:Iteration 26Q (2409.849145 sec): 3 clusters Score: Raw -424821.948345 + Penalty 2847.707366 = -421974.240980 nChanged 44 SP:Iteration 27Q (2409.904862 sec): 3 clusters Score: Raw -424837.280118 + Penalty 2847.707366 = -421989.572752 nChanged 54 SP:Iteration 28Q (2409.957568 sec): 3 clusters Score: Raw -424858.241923 + Penalty 2847.707366 = -422010.534558 nChanged 59 SP:Iteration 29Q (2410.029957 sec): 3 clusters Score: Raw -424880.562517 + Penalty 2847.707366 = -422032.855151 nChanged 64 SP:Iteration 30Q (2410.087082 sec): 3 clusters Score: Raw -424904.983448 + Penalty 2847.707366 = -422057.276083 nChanged 62 SP:Iteration 31Q (2410.142552 sec): 3 clusters Score: Raw -424937.006288 + Penalty 2847.707366 = -422089.298922 nChanged 66 SP:Iteration 32Q (2410.204750 sec): 3 clusters Score: Raw -424962.966552 + Penalty 2847.707366 = -422115.259187 nChanged 45 SP:Iteration 33Q (2410.253280 sec): 3 clusters Score: Raw -424979.775544 + Penalty 2847.707366 = -422132.068179 nChanged 49 SP:Iteration 34Q (2410.321052 sec): 3 clusters Score: Raw -424997.328023 + Penalty 2847.707366 = -422149.620657 nChanged 55 SP:Iteration 35Q (2410.373689 sec): 3 clusters Score: Raw -425015.308839 + Penalty 2847.707366 = -422167.601474 nChanged 41 SP:Iteration 36Q (2410.428576 sec): 3 clusters Score: Raw -425028.453608 + Penalty 2847.707366 = -422180.746242 nChanged 33 SP:Iteration 37Q (2410.492247 sec): 3 clusters Score: Raw -425035.871692 + Penalty 2847.707366 = -422188.164326 nChanged 22 SP:Iteration 38Q (2410.546316 sec): 3 clusters Score: Raw -425040.803694 + Penalty 2847.707366 = -422193.096328 nChanged 18 SP:Iteration 39Q (2410.593110 sec): 3 clusters Score: Raw -425044.982509 + Penalty 2847.707366 = -422197.275144 nChanged 15 SP:Iteration 40F (2410.654485 sec): 3 clusters Score: Raw -425049.224783 + Penalty 2847.707366 = -422201.517417 nChanged 17 SP:Iteration 41Q (2410.714900 sec): 3 clusters Score: Raw -425052.988256 + Penalty 2847.707366 = -422205.280890 nChanged 14 SP:Iteration 42Q (2410.770223 sec): 3 clusters Score: Raw -425055.951596 + Penalty 2847.707366 = -422208.244230 nChanged 10 SP:Iteration 43Q (2410.821758 sec): 3 clusters Score: Raw -425058.041577 + Penalty 2847.707366 = -422210.334212 nChanged 5 SP:Iteration 44Q (2410.886170 sec): 3 clusters Score: Raw -425059.118645 + Penalty 2847.707366 = -422211.411279 nChanged 5 SP:Iteration 45Q (2410.941956 sec): 3 clusters Score: Raw -425059.808828 + Penalty 2847.707366 = -422212.101463 nChanged 3 SP:Iteration 46Q (2410.999326 sec): 3 clusters Score: Raw -425060.282347 + Penalty 2847.707366 = -422212.574982 nChanged 3 SP:Iteration 47Q (2411.055969 sec): 3 clusters Score: Raw -425060.651257 + Penalty 2847.707366 = -422212.943892 nChanged 4 SP:Iteration 48Q (2411.100316 sec): 3 clusters Score: Raw -425061.023614 + Penalty 2847.707366 = -422213.316248 nChanged 2 SP:Iteration 49Q (2411.157988 sec): 3 clusters Score: Raw -425061.108068 + Penalty 2847.707366 = -422213.400702 nChanged 2 SP:Iteration 50Q (2411.221005 sec): 3 clusters Score: Raw -425061.524338 + Penalty 2847.707366 = -422213.816972 nChanged 4 SP:Iteration 51Q (2411.271733 sec): 3 clusters Score: Raw -425062.150384 + Penalty 2847.707366 = -422214.443018 nChanged 3 SP:Iteration 52Q (2411.337519 sec): 3 clusters Score: Raw -425062.946822 + Penalty 2847.707366 = -422215.239456 nChanged 3 SP:Iteration 53Q (2411.390315 sec): 3 clusters Score: Raw -425063.288957 + Penalty 2847.707366 = -422215.581591 nChanged 3 SP:Iteration 54Q (2411.460070 sec): 3 clusters Score: Raw -425063.725807 + Penalty 2847.707366 = -422216.018441 nChanged 4 SP:Iteration 55Q (2411.508810 sec): 3 clusters Score: Raw -425064.773473 + Penalty 2847.707366 = -422217.066107 nChanged 6 SP:Iteration 56Q (2411.579440 sec): 3 clusters Score: Raw -425066.414061 + Penalty 2847.707366 = -422218.706696 nChanged 4 SP:Iteration 57Q (2411.629688 sec): 3 clusters Score: Raw -425067.224764 + Penalty 2847.707366 = -422219.517398 nChanged 2 SP:Iteration 58Q (2411.688122 sec): 3 clusters Score: Raw -425067.676072 + Penalty 2847.707366 = -422219.968706 nChanged 2 SP:Iteration 59Q (2411.745682 sec): 3 clusters Score: Raw -425068.097933 + Penalty 2847.707366 = -422220.390567 nChanged 1 SP:Iteration 60F (2411.803880 sec): 3 clusters Score: Raw -425068.419222 + Penalty 2847.707366 = -422220.711856 nChanged 2 SP:Iteration 61Q (2411.870990 sec): 3 clusters Score: Raw -425069.285790 + Penalty 2847.707366 = -422221.578424 nChanged 8 SP:Iteration 62Q (2411.926012 sec): 3 clusters Score: Raw -425070.998608 + Penalty 2847.707366 = -422223.291242 nChanged 5 SP:Iteration 63Q (2411.980374 sec): 3 clusters Score: Raw -425072.354785 + Penalty 2847.707366 = -422224.647420 nChanged 6 SP:Iteration 64Q (2412.028486 sec): 3 clusters Score: Raw -425073.497689 + Penalty 2847.707366 = -422225.790324 nChanged 5 SP:Iteration 65Q (2412.086872 sec): 3 clusters Score: Raw -425074.272516 + Penalty 2847.707366 = -422226.565150 nChanged 5 SP:Iteration 66Q (2412.130249 sec): 3 clusters Score: Raw -425075.236264 + Penalty 2847.707366 = -422227.528899 nChanged 2 SP:Iteration 67Q (2412.182793 sec): 3 clusters Score: Raw -425075.475210 + Penalty 2847.707366 = -422227.767845 nChanged 1 SP:Iteration 68Q (2412.238933 sec): 3 clusters Score: Raw -425075.699865 + Penalty 2847.707366 = -422227.992500 nChanged 3 SP:Iteration 69Q (2412.286943 sec): 3 clusters Score: Raw -425076.412632 + Penalty 2847.707366 = -422228.705267 nChanged 2 SP:Iteration 70Q (2412.350983 sec): 3 clusters Score: Raw -425076.933353 + Penalty 2847.707366 = -422229.225987 nChanged 6 SP:Iteration 71Q (2412.407358 sec): 3 clusters Score: Raw -425077.888527 + Penalty 2847.707366 = -422230.181162 nChanged 2 SP:Iteration 72Q (2412.465282 sec): 3 clusters Score: Raw -425078.189429 + Penalty 2847.707366 = -422230.482063 nChanged 1 SP:Iteration 73Q (2412.511624 sec): 3 clusters Score: Raw -425078.276842 + Penalty 2847.707366 = -422230.569476 nChanged 1 SP:Iteration 74Q (2412.583023 sec): 3 clusters Score: Raw -425078.660178 + Penalty 2847.707366 = -422230.952813 nChanged 1 SP:Iteration 75Q (2412.636921 sec): 3 clusters Score: Raw -425078.739270 + Penalty 2847.707366 = -422231.031905 nChanged 0 SP:Iteration 76F (2412.694138 sec): 3 clusters Score: Raw -425078.739270 + Penalty 2847.707366 = -422231.031905 nChanged 0 Trying to split cluster 13 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2412.711407 sec): 2 clusters Score: Raw -17693.187417 + Penalty 980.376511 = -16712.810906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2412.766070 sec): 3 clusters Score: Raw -17730.174375 + Penalty 1960.753022 = -15769.421353 nChanged 84 SP:Iteration 1F (2412.809113 sec): 3 clusters Score: Raw -17980.960196 + Penalty 1960.753022 = -16020.207174 nChanged 33 SP:Iteration 2F (2412.848465 sec): 3 clusters Score: Raw -18071.256341 + Penalty 1960.753022 = -16110.503319 nChanged 18 SP:Iteration 3Q (2412.892040 sec): 3 clusters Score: Raw -18120.273627 + Penalty 1960.753022 = -16159.520605 nChanged 7 SP:Iteration 4Q (2412.944246 sec): 3 clusters Score: Raw -18136.097310 + Penalty 1960.753022 = -16175.344288 nChanged 3 SP:Iteration 5Q (2412.985055 sec): 3 clusters Score: Raw -18140.080677 + Penalty 1960.753022 = -16179.327655 nChanged 1 SP:Iteration 6Q (2413.036018 sec): 3 clusters Score: Raw -18141.656194 + Penalty 1960.753022 = -16180.903172 nChanged 2 SP:Iteration 7Q (2413.074472 sec): 3 clusters Score: Raw -18148.656888 + Penalty 1960.753022 = -16187.903866 nChanged 1 SP:Iteration 8Q (2413.123000 sec): 3 clusters Score: Raw -18149.412110 + Penalty 1960.753022 = -16188.659087 nChanged 0 SP:Iteration 9F (2413.175335 sec): 3 clusters Score: Raw -18149.412110 + Penalty 1960.753022 = -16188.659087 nChanged 0 Trying to split cluster 14 (54680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2413.280638 sec): 2 clusters Score: Raw -3509687.629769 + Penalty 1772.753660 = -3507914.876110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2413.417979 sec): 3 clusters Score: Raw -3474976.741411 + Penalty 3545.507320 = -3471431.234091 nChanged 25679 SP:Iteration 1F (2413.552701 sec): 3 clusters Score: Raw -3489566.009397 + Penalty 3545.507320 = -3486020.502077 nChanged 2561 SP:Iteration 2Q (2413.688324 sec): 3 clusters Score: Raw -3490532.962609 + Penalty 3545.507320 = -3486987.455289 nChanged 2736 SP:Iteration 3F (2413.815475 sec): 3 clusters Score: Raw -3491748.851127 + Penalty 3545.507320 = -3488203.343807 nChanged 2881 SP:Iteration 4F (2413.957762 sec): 3 clusters Score: Raw -3493381.139250 + Penalty 3545.507320 = -3489835.631931 nChanged 3266 SP:Iteration 5F (2414.083117 sec): 3 clusters Score: Raw -3495432.887912 + Penalty 3545.507320 = -3491887.380593 nChanged 3495 SP:Iteration 6F (2414.215533 sec): 3 clusters Score: Raw -3497802.234325 + Penalty 3545.507320 = -3494256.727006 nChanged 3380 SP:Iteration 7F (2414.346356 sec): 3 clusters Score: Raw -3500027.411467 + Penalty 3545.507320 = -3496481.904148 nChanged 3070 SP:Iteration 8F (2414.477071 sec): 3 clusters Score: Raw -3501905.549902 + Penalty 3545.507320 = -3498360.042583 nChanged 2552 SP:Iteration 9Q (2414.618203 sec): 3 clusters Score: Raw -3503142.225014 + Penalty 3545.507320 = -3499596.717695 nChanged 1832 SP:Iteration 10Q (2414.756077 sec): 3 clusters Score: Raw -3503807.655042 + Penalty 3545.507320 = -3500262.147722 nChanged 1291 SP:Iteration 11Q (2414.900054 sec): 3 clusters Score: Raw -3504199.139131 + Penalty 3545.507320 = -3500653.631811 nChanged 1027 SP:Iteration 12Q (2415.037543 sec): 3 clusters Score: Raw -3504478.250292 + Penalty 3545.507320 = -3500932.742972 nChanged 845 SP:Iteration 13Q (2415.182938 sec): 3 clusters Score: Raw -3504703.079788 + Penalty 3545.507320 = -3501157.572468 nChanged 691 SP:Iteration 14Q (2415.331069 sec): 3 clusters Score: Raw -3504884.852590 + Penalty 3545.507320 = -3501339.345270 nChanged 684 SP:Iteration 15Q (2415.469525 sec): 3 clusters Score: Raw -3505055.971662 + Penalty 3545.507320 = -3501510.464342 nChanged 659 SP:Iteration 16Q (2415.596336 sec): 3 clusters Score: Raw -3505229.963499 + Penalty 3545.507320 = -3501684.456179 nChanged 681 SP:Iteration 17Q (2415.726756 sec): 3 clusters Score: Raw -3505398.309375 + Penalty 3545.507320 = -3501852.802055 nChanged 636 SP:Iteration 18Q (2415.866642 sec): 3 clusters Score: Raw -3505549.014541 + Penalty 3545.507320 = -3502003.507221 nChanged 642 SP:Iteration 19Q (2415.999225 sec): 3 clusters Score: Raw -3505700.999553 + Penalty 3545.507320 = -3502155.492234 nChanged 633 SP:Iteration 20F (2416.127050 sec): 3 clusters Score: Raw -3505851.221117 + Penalty 3545.507320 = -3502305.713797 nChanged 651 SP:Iteration 21Q (2416.261405 sec): 3 clusters Score: Raw -3506007.725113 + Penalty 3545.507320 = -3502462.217794 nChanged 683 SP:Iteration 22Q (2416.381520 sec): 3 clusters Score: Raw -3506173.455696 + Penalty 3545.507320 = -3502627.948377 nChanged 654 SP:Iteration 23Q (2416.523932 sec): 3 clusters Score: Raw -3506332.659614 + Penalty 3545.507320 = -3502787.152294 nChanged 683 SP:Iteration 24Q (2416.658282 sec): 3 clusters Score: Raw -3506502.416407 + Penalty 3545.507320 = -3502956.909088 nChanged 696 SP:Iteration 25Q (2416.789177 sec): 3 clusters Score: Raw -3506683.269704 + Penalty 3545.507320 = -3503137.762384 nChanged 655 SP:Iteration 26Q (2416.917387 sec): 3 clusters Score: Raw -3506848.315640 + Penalty 3545.507320 = -3503302.808320 nChanged 675 SP:Iteration 27Q (2417.042812 sec): 3 clusters Score: Raw -3507027.187608 + Penalty 3545.507320 = -3503481.680289 nChanged 724 SP:Iteration 28Q (2417.182742 sec): 3 clusters Score: Raw -3507226.381578 + Penalty 3545.507320 = -3503680.874259 nChanged 728 SP:Iteration 29Q (2417.305016 sec): 3 clusters Score: Raw -3507436.912551 + Penalty 3545.507320 = -3503891.405231 nChanged 713 SP:Iteration 30Q (2417.430226 sec): 3 clusters Score: Raw -3507649.661997 + Penalty 3545.507320 = -3504104.154677 nChanged 682 SP:Iteration 31Q (2417.554283 sec): 3 clusters Score: Raw -3507843.825178 + Penalty 3545.507320 = -3504298.317859 nChanged 606 SP:Iteration 32Q (2417.678940 sec): 3 clusters Score: Raw -3508013.944600 + Penalty 3545.507320 = -3504468.437280 nChanged 590 SP:Iteration 33Q (2417.794171 sec): 3 clusters Score: Raw -3508182.596828 + Penalty 3545.507320 = -3504637.089509 nChanged 576 SP:Iteration 34Q (2417.919358 sec): 3 clusters Score: Raw -3508356.583053 + Penalty 3545.507320 = -3504811.075734 nChanged 553 SP:Iteration 35Q (2418.055099 sec): 3 clusters Score: Raw -3508535.525390 + Penalty 3545.507320 = -3504990.018070 nChanged 534 SP:Iteration 36Q (2418.168784 sec): 3 clusters Score: Raw -3508702.194133 + Penalty 3545.507320 = -3505156.686813 nChanged 479 SP:Iteration 37Q (2418.309493 sec): 3 clusters Score: Raw -3508859.940866 + Penalty 3545.507320 = -3505314.433546 nChanged 457 SP:Iteration 38Q (2418.434133 sec): 3 clusters Score: Raw -3509018.533681 + Penalty 3545.507320 = -3505473.026362 nChanged 436 SP:Iteration 39Q (2418.558854 sec): 3 clusters Score: Raw -3509169.496355 + Penalty 3545.507320 = -3505623.989036 nChanged 381 SP:Iteration 40F (2418.696534 sec): 3 clusters Score: Raw -3509298.689853 + Penalty 3545.507320 = -3505753.182534 nChanged 337 SP:Iteration 41Q (2418.820651 sec): 3 clusters Score: Raw -3509405.969731 + Penalty 3545.507320 = -3505860.462412 nChanged 296 SP:Iteration 42Q (2418.926850 sec): 3 clusters Score: Raw -3509516.319401 + Penalty 3545.507320 = -3505970.812081 nChanged 259 SP:Iteration 43Q (2419.046386 sec): 3 clusters Score: Raw -3509616.143702 + Penalty 3545.507320 = -3506070.636382 nChanged 219 SP:Iteration 44Q (2419.158364 sec): 3 clusters Score: Raw -3509706.094982 + Penalty 3545.507320 = -3506160.587663 nChanged 200 SP:Iteration 45Q (2419.277788 sec): 3 clusters Score: Raw -3509793.028903 + Penalty 3545.507320 = -3506247.521584 nChanged 189 SP:Iteration 46Q (2419.380943 sec): 3 clusters Score: Raw -3509873.245652 + Penalty 3545.507320 = -3506327.738332 nChanged 176 SP:Iteration 47Q (2419.497667 sec): 3 clusters Score: Raw -3509958.097440 + Penalty 3545.507320 = -3506412.590120 nChanged 140 SP:Iteration 48Q (2419.604884 sec): 3 clusters Score: Raw -3510024.906371 + Penalty 3545.507320 = -3506479.399052 nChanged 120 SP:Iteration 49Q (2419.724853 sec): 3 clusters Score: Raw -3510082.492237 + Penalty 3545.507320 = -3506536.984918 nChanged 102 SP:Iteration 50Q (2419.824915 sec): 3 clusters Score: Raw -3510124.260290 + Penalty 3545.507320 = -3506578.752971 nChanged 78 SP:Iteration 51Q (2419.945285 sec): 3 clusters Score: Raw -3510151.259089 + Penalty 3545.507320 = -3506605.751769 nChanged 66 SP:Iteration 52Q (2420.056373 sec): 3 clusters Score: Raw -3510174.096670 + Penalty 3545.507320 = -3506628.589350 nChanged 60 SP:Iteration 53Q (2420.165745 sec): 3 clusters Score: Raw -3510190.729173 + Penalty 3545.507320 = -3506645.221853 nChanged 50 SP:Iteration 54Q (2420.281429 sec): 3 clusters Score: Raw -3510206.018123 + Penalty 3545.507320 = -3506660.510804 nChanged 33 SP:Iteration 55Q (2420.410332 sec): 3 clusters Score: Raw -3510217.407645 + Penalty 3545.507320 = -3506671.900325 nChanged 33 SP:Iteration 56Q (2420.517010 sec): 3 clusters Score: Raw -3510229.809074 + Penalty 3545.507320 = -3506684.301754 nChanged 34 SP:Iteration 57Q (2420.639067 sec): 3 clusters Score: Raw -3510239.083142 + Penalty 3545.507320 = -3506693.575822 nChanged 42 SP:Iteration 58Q (2420.759752 sec): 3 clusters Score: Raw -3510249.312292 + Penalty 3545.507320 = -3506703.804972 nChanged 33 SP:Iteration 59Q (2420.884828 sec): 3 clusters Score: Raw -3510256.171094 + Penalty 3545.507320 = -3506710.663775 nChanged 25 SP:Iteration 60F (2421.007921 sec): 3 clusters Score: Raw -3510260.946822 + Penalty 3545.507320 = -3506715.439502 nChanged 10 SP:Iteration 61Q (2421.133397 sec): 3 clusters Score: Raw -3510263.215963 + Penalty 3545.507320 = -3506717.708644 nChanged 10 SP:Iteration 62Q (2421.233724 sec): 3 clusters Score: Raw -3510264.763578 + Penalty 3545.507320 = -3506719.256259 nChanged 6 SP:Iteration 63Q (2421.343938 sec): 3 clusters Score: Raw -3510265.913896 + Penalty 3545.507320 = -3506720.406576 nChanged 9 SP:Iteration 64Q (2421.457697 sec): 3 clusters Score: Raw -3510267.499629 + Penalty 3545.507320 = -3506721.992309 nChanged 6 SP:Iteration 65Q (2421.575655 sec): 3 clusters Score: Raw -3510268.923438 + Penalty 3545.507320 = -3506723.416118 nChanged 3 SP:Iteration 66Q (2421.690398 sec): 3 clusters Score: Raw -3510269.595000 + Penalty 3545.507320 = -3506724.087681 nChanged 4 SP:Iteration 67Q (2421.809858 sec): 3 clusters Score: Raw -3510271.163896 + Penalty 3545.507320 = -3506725.656576 nChanged 4 SP:Iteration 68Q (2421.928983 sec): 3 clusters Score: Raw -3510272.855204 + Penalty 3545.507320 = -3506727.347884 nChanged 10 SP:Iteration 69Q (2422.029512 sec): 3 clusters Score: Raw -3510275.071854 + Penalty 3545.507320 = -3506729.564535 nChanged 5 SP:Iteration 70Q (2422.150273 sec): 3 clusters Score: Raw -3510276.004296 + Penalty 3545.507320 = -3506730.496976 nChanged 3 SP:Iteration 71Q (2422.268669 sec): 3 clusters Score: Raw -3510276.464838 + Penalty 3545.507320 = -3506730.957519 nChanged 3 SP:Iteration 72Q (2422.381709 sec): 3 clusters Score: Raw -3510277.461517 + Penalty 3545.507320 = -3506731.954198 nChanged 7 SP:Iteration 73Q (2422.494862 sec): 3 clusters Score: Raw -3510278.929030 + Penalty 3545.507320 = -3506733.421710 nChanged 3 SP:Iteration 74Q (2422.609822 sec): 3 clusters Score: Raw -3510279.390833 + Penalty 3545.507320 = -3506733.883513 nChanged 3 SP:Iteration 75Q (2422.724579 sec): 3 clusters Score: Raw -3510280.014799 + Penalty 3545.507320 = -3506734.507479 nChanged 5 SP:Iteration 76Q (2422.834807 sec): 3 clusters Score: Raw -3510281.079368 + Penalty 3545.507320 = -3506735.572049 nChanged 6 SP:Iteration 77Q (2422.947700 sec): 3 clusters Score: Raw -3510282.236228 + Penalty 3545.507320 = -3506736.728909 nChanged 6 SP:Iteration 78Q (2423.058864 sec): 3 clusters Score: Raw -3510283.318926 + Penalty 3545.507320 = -3506737.811607 nChanged 2 SP:Iteration 79Q (2423.170596 sec): 3 clusters Score: Raw -3510283.765695 + Penalty 3545.507320 = -3506738.258375 nChanged 4 SP:Iteration 80F (2423.299813 sec): 3 clusters Score: Raw -3510284.431628 + Penalty 3545.507320 = -3506738.924308 nChanged 7 SP:Iteration 81Q (2423.423621 sec): 3 clusters Score: Raw -3510285.997079 + Penalty 3545.507320 = -3506740.489760 nChanged 6 SP:Iteration 82Q (2423.526613 sec): 3 clusters Score: Raw -3510287.107195 + Penalty 3545.507320 = -3506741.599876 nChanged 4 SP:Iteration 83Q (2423.653815 sec): 3 clusters Score: Raw -3510288.207101 + Penalty 3545.507320 = -3506742.699782 nChanged 8 SP:Iteration 84Q (2423.769102 sec): 3 clusters Score: Raw -3510289.610487 + Penalty 3545.507320 = -3506744.103167 nChanged 10 SP:Iteration 85Q (2423.878951 sec): 3 clusters Score: Raw -3510291.842692 + Penalty 3545.507320 = -3506746.335373 nChanged 7 SP:Iteration 86Q (2423.988864 sec): 3 clusters Score: Raw -3510293.576328 + Penalty 3545.507320 = -3506748.069009 nChanged 6 SP:Iteration 87Q (2424.111100 sec): 3 clusters Score: Raw -3510294.973967 + Penalty 3545.507320 = -3506749.466648 nChanged 6 SP:Iteration 88Q (2424.233348 sec): 3 clusters Score: Raw -3510296.265770 + Penalty 3545.507320 = -3506750.758451 nChanged 7 SP:Iteration 89Q (2424.345935 sec): 3 clusters Score: Raw -3510297.587124 + Penalty 3545.507320 = -3506752.079805 nChanged 4 SP:Iteration 90Q (2424.477927 sec): 3 clusters Score: Raw -3510298.367818 + Penalty 3545.507320 = -3506752.860499 nChanged 3 SP:Iteration 91Q (2424.591425 sec): 3 clusters Score: Raw -3510298.835552 + Penalty 3545.507320 = -3506753.328232 nChanged 1 SP:Iteration 92Q (2424.705079 sec): 3 clusters Score: Raw -3510299.041540 + Penalty 3545.507320 = -3506753.534220 nChanged 0 SP:Iteration 93F (2424.851835 sec): 3 clusters Score: Raw -3510299.041540 + Penalty 3545.507320 = -3506753.534220 nChanged 0 Trying to split cluster 15 (11514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2424.896962 sec): 2 clusters Score: Raw -774132.442614 + Penalty 1519.589332 = -772612.853282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2424.967343 sec): 3 clusters Score: Raw -767496.456454 + Penalty 3039.178664 = -764457.277790 nChanged 4998 SP:Iteration 1F (2425.037463 sec): 3 clusters Score: Raw -770142.857907 + Penalty 3039.178664 = -767103.679244 nChanged 651 SP:Iteration 2F (2425.102995 sec): 3 clusters Score: Raw -770440.670307 + Penalty 3039.178664 = -767401.491643 nChanged 594 SP:Iteration 3F (2425.167851 sec): 3 clusters Score: Raw -770699.195512 + Penalty 3039.178664 = -767660.016848 nChanged 537 SP:Iteration 4Q (2425.237340 sec): 3 clusters Score: Raw -770939.673704 + Penalty 3039.178664 = -767900.495040 nChanged 510 SP:Iteration 5Q (2425.297641 sec): 3 clusters Score: Raw -771165.519145 + Penalty 3039.178664 = -768126.340481 nChanged 501 SP:Iteration 6Q (2425.370005 sec): 3 clusters Score: Raw -771384.635400 + Penalty 3039.178664 = -768345.456736 nChanged 459 SP:Iteration 7Q (2425.430702 sec): 3 clusters Score: Raw -771587.088628 + Penalty 3039.178664 = -768547.909965 nChanged 450 SP:Iteration 8Q (2425.508192 sec): 3 clusters Score: Raw -771788.820318 + Penalty 3039.178664 = -768749.641654 nChanged 426 SP:Iteration 9Q (2425.570854 sec): 3 clusters Score: Raw -771986.241765 + Penalty 3039.178664 = -768947.063101 nChanged 449 SP:Iteration 10Q (2425.629384 sec): 3 clusters Score: Raw -772199.294900 + Penalty 3039.178664 = -769160.116236 nChanged 395 SP:Iteration 11Q (2425.704599 sec): 3 clusters Score: Raw -772369.075431 + Penalty 3039.178664 = -769329.896768 nChanged 366 SP:Iteration 12Q (2425.772603 sec): 3 clusters Score: Raw -772523.901388 + Penalty 3039.178664 = -769484.722725 nChanged 338 SP:Iteration 13Q (2425.842502 sec): 3 clusters Score: Raw -772658.174246 + Penalty 3039.178664 = -769618.995582 nChanged 308 SP:Iteration 14Q (2425.909939 sec): 3 clusters Score: Raw -772797.169865 + Penalty 3039.178664 = -769757.991201 nChanged 304 SP:Iteration 15Q (2425.962282 sec): 3 clusters Score: Raw -772927.363636 + Penalty 3039.178664 = -769888.184973 nChanged 270 SP:Iteration 16Q (2426.035735 sec): 3 clusters Score: Raw -773033.569786 + Penalty 3039.178664 = -769994.391122 nChanged 255 SP:Iteration 17Q (2426.095242 sec): 3 clusters Score: Raw -773132.078284 + Penalty 3039.178664 = -770092.899621 nChanged 191 SP:Iteration 18Q (2426.173875 sec): 3 clusters Score: Raw -773198.623596 + Penalty 3039.178664 = -770159.444932 nChanged 161 SP:Iteration 19Q (2426.225445 sec): 3 clusters Score: Raw -773255.061029 + Penalty 3039.178664 = -770215.882365 nChanged 156 SP:Iteration 20F (2426.296652 sec): 3 clusters Score: Raw -773314.044110 + Penalty 3039.178664 = -770274.865446 nChanged 153 SP:Iteration 21Q (2426.365806 sec): 3 clusters Score: Raw -773361.631301 + Penalty 3039.178664 = -770322.452638 nChanged 153 SP:Iteration 22Q (2426.433259 sec): 3 clusters Score: Raw -773404.509118 + Penalty 3039.178664 = -770365.330454 nChanged 128 SP:Iteration 23Q (2426.497566 sec): 3 clusters Score: Raw -773437.418718 + Penalty 3039.178664 = -770398.240055 nChanged 110 SP:Iteration 24Q (2426.563873 sec): 3 clusters Score: Raw -773469.945012 + Penalty 3039.178664 = -770430.766348 nChanged 100 SP:Iteration 25Q (2426.638836 sec): 3 clusters Score: Raw -773499.079300 + Penalty 3039.178664 = -770459.900636 nChanged 97 SP:Iteration 26Q (2426.696045 sec): 3 clusters Score: Raw -773522.340698 + Penalty 3039.178664 = -770483.162034 nChanged 75 SP:Iteration 27Q (2426.771016 sec): 3 clusters Score: Raw -773540.302147 + Penalty 3039.178664 = -770501.123483 nChanged 70 SP:Iteration 28Q (2426.836077 sec): 3 clusters Score: Raw -773554.971124 + Penalty 3039.178664 = -770515.792460 nChanged 65 SP:Iteration 29Q (2426.907269 sec): 3 clusters Score: Raw -773567.432508 + Penalty 3039.178664 = -770528.253844 nChanged 53 SP:Iteration 30Q (2426.976835 sec): 3 clusters Score: Raw -773580.367229 + Penalty 3039.178664 = -770541.188566 nChanged 58 SP:Iteration 31Q (2427.035403 sec): 3 clusters Score: Raw -773592.652194 + Penalty 3039.178664 = -770553.473530 nChanged 64 SP:Iteration 32Q (2427.099109 sec): 3 clusters Score: Raw -773605.659851 + Penalty 3039.178664 = -770566.481188 nChanged 57 SP:Iteration 33Q (2427.174693 sec): 3 clusters Score: Raw -773618.259664 + Penalty 3039.178664 = -770579.081000 nChanged 65 SP:Iteration 34Q (2427.224336 sec): 3 clusters Score: Raw -773630.187023 + Penalty 3039.178664 = -770591.008360 nChanged 42 SP:Iteration 35Q (2427.294084 sec): 3 clusters Score: Raw -773636.407637 + Penalty 3039.178664 = -770597.228973 nChanged 34 SP:Iteration 36Q (2427.360273 sec): 3 clusters Score: Raw -773641.248898 + Penalty 3039.178664 = -770602.070234 nChanged 38 SP:Iteration 37Q (2427.421653 sec): 3 clusters Score: Raw -773647.815721 + Penalty 3039.178664 = -770608.637057 nChanged 30 SP:Iteration 38Q (2427.483094 sec): 3 clusters Score: Raw -773653.012421 + Penalty 3039.178664 = -770613.833758 nChanged 30 SP:Iteration 39Q (2427.537147 sec): 3 clusters Score: Raw -773657.209375 + Penalty 3039.178664 = -770618.030711 nChanged 24 SP:Iteration 40F (2427.618360 sec): 3 clusters Score: Raw -773660.532804 + Penalty 3039.178664 = -770621.354140 nChanged 24 SP:Iteration 41Q (2427.674042 sec): 3 clusters Score: Raw -773663.628530 + Penalty 3039.178664 = -770624.449867 nChanged 24 SP:Iteration 42Q (2427.751798 sec): 3 clusters Score: Raw -773667.307369 + Penalty 3039.178664 = -770628.128705 nChanged 26 SP:Iteration 43Q (2427.821567 sec): 3 clusters Score: Raw -773671.247799 + Penalty 3039.178664 = -770632.069136 nChanged 27 SP:Iteration 44Q (2427.889223 sec): 3 clusters Score: Raw -773674.825607 + Penalty 3039.178664 = -770635.646943 nChanged 24 SP:Iteration 45Q (2427.956013 sec): 3 clusters Score: Raw -773678.866587 + Penalty 3039.178664 = -770639.687923 nChanged 26 SP:Iteration 46Q (2428.024112 sec): 3 clusters Score: Raw -773682.301942 + Penalty 3039.178664 = -770643.123279 nChanged 26 SP:Iteration 47Q (2428.090153 sec): 3 clusters Score: Raw -773686.537878 + Penalty 3039.178664 = -770647.359214 nChanged 25 SP:Iteration 48Q (2428.157076 sec): 3 clusters Score: Raw -773690.356360 + Penalty 3039.178664 = -770651.177696 nChanged 27 SP:Iteration 49Q (2428.215316 sec): 3 clusters Score: Raw -773695.108392 + Penalty 3039.178664 = -770655.929728 nChanged 34 SP:Iteration 50Q (2428.286474 sec): 3 clusters Score: Raw -773701.719323 + Penalty 3039.178664 = -770662.540660 nChanged 35 SP:Iteration 51Q (2428.360142 sec): 3 clusters Score: Raw -773708.020596 + Penalty 3039.178664 = -770668.841933 nChanged 41 SP:Iteration 52Q (2428.423036 sec): 3 clusters Score: Raw -773715.984740 + Penalty 3039.178664 = -770676.806076 nChanged 35 SP:Iteration 53Q (2428.485490 sec): 3 clusters Score: Raw -773722.112198 + Penalty 3039.178664 = -770682.933534 nChanged 42 SP:Iteration 54Q (2428.550643 sec): 3 clusters Score: Raw -773728.470273 + Penalty 3039.178664 = -770689.291610 nChanged 35 SP:Iteration 55Q (2428.609065 sec): 3 clusters Score: Raw -773733.935855 + Penalty 3039.178664 = -770694.757191 nChanged 40 SP:Iteration 56Q (2428.681991 sec): 3 clusters Score: Raw -773741.092524 + Penalty 3039.178664 = -770701.913861 nChanged 31 SP:Iteration 57Q (2428.751085 sec): 3 clusters Score: Raw -773745.773235 + Penalty 3039.178664 = -770706.594572 nChanged 24 SP:Iteration 58Q (2428.815261 sec): 3 clusters Score: Raw -773749.706371 + Penalty 3039.178664 = -770710.527707 nChanged 26 SP:Iteration 59Q (2428.889069 sec): 3 clusters Score: Raw -773754.168762 + Penalty 3039.178664 = -770714.990098 nChanged 38 SP:Iteration 60F (2428.954791 sec): 3 clusters Score: Raw -773761.117279 + Penalty 3039.178664 = -770721.938615 nChanged 42 SP:Iteration 61Q (2429.022526 sec): 3 clusters Score: Raw -773769.637278 + Penalty 3039.178664 = -770730.458614 nChanged 38 SP:Iteration 62Q (2429.088858 sec): 3 clusters Score: Raw -773776.319086 + Penalty 3039.178664 = -770737.140422 nChanged 27 SP:Iteration 63Q (2429.137717 sec): 3 clusters Score: Raw -773780.838042 + Penalty 3039.178664 = -770741.659379 nChanged 31 SP:Iteration 64Q (2429.208480 sec): 3 clusters Score: Raw -773785.443225 + Penalty 3039.178664 = -770746.264562 nChanged 31 SP:Iteration 65Q (2429.261580 sec): 3 clusters Score: Raw -773790.751813 + Penalty 3039.178664 = -770751.573149 nChanged 35 SP:Iteration 66Q (2429.325120 sec): 3 clusters Score: Raw -773795.964889 + Penalty 3039.178664 = -770756.786225 nChanged 36 SP:Iteration 67Q (2429.401543 sec): 3 clusters Score: Raw -773802.014387 + Penalty 3039.178664 = -770762.835723 nChanged 36 SP:Iteration 68Q (2429.467711 sec): 3 clusters Score: Raw -773808.096088 + Penalty 3039.178664 = -770768.917424 nChanged 34 SP:Iteration 69Q (2429.532682 sec): 3 clusters Score: Raw -773814.941026 + Penalty 3039.178664 = -770775.762363 nChanged 32 SP:Iteration 70Q (2429.590464 sec): 3 clusters Score: Raw -773820.587064 + Penalty 3039.178664 = -770781.408400 nChanged 34 SP:Iteration 71Q (2429.655001 sec): 3 clusters Score: Raw -773826.268271 + Penalty 3039.178664 = -770787.089608 nChanged 35 SP:Iteration 72Q (2429.720098 sec): 3 clusters Score: Raw -773832.685689 + Penalty 3039.178664 = -770793.507026 nChanged 33 SP:Iteration 73Q (2429.777905 sec): 3 clusters Score: Raw -773839.137573 + Penalty 3039.178664 = -770799.958910 nChanged 39 SP:Iteration 74Q (2429.847439 sec): 3 clusters Score: Raw -773846.359350 + Penalty 3039.178664 = -770807.180686 nChanged 45 SP:Iteration 75Q (2429.913280 sec): 3 clusters Score: Raw -773855.211120 + Penalty 3039.178664 = -770816.032456 nChanged 43 SP:Iteration 76Q (2429.966534 sec): 3 clusters Score: Raw -773864.284247 + Penalty 3039.178664 = -770825.105583 nChanged 39 SP:Iteration 77Q (2430.033264 sec): 3 clusters Score: Raw -773870.777905 + Penalty 3039.178664 = -770831.599241 nChanged 36 SP:Iteration 78Q (2430.112553 sec): 3 clusters Score: Raw -773876.701344 + Penalty 3039.178664 = -770837.522680 nChanged 38 SP:Iteration 79Q (2430.175697 sec): 3 clusters Score: Raw -773883.371635 + Penalty 3039.178664 = -770844.192971 nChanged 37 SP:Iteration 80F (2430.246834 sec): 3 clusters Score: Raw -773888.713226 + Penalty 3039.178664 = -770849.534563 nChanged 29 SP:Iteration 81Q (2430.308899 sec): 3 clusters Score: Raw -773892.965744 + Penalty 3039.178664 = -770853.787080 nChanged 22 SP:Iteration 82Q (2430.378298 sec): 3 clusters Score: Raw -773896.532642 + Penalty 3039.178664 = -770857.353978 nChanged 26 SP:Iteration 83Q (2430.444052 sec): 3 clusters Score: Raw -773900.812032 + Penalty 3039.178664 = -770861.633369 nChanged 37 SP:Iteration 84Q (2430.513552 sec): 3 clusters Score: Raw -773907.522060 + Penalty 3039.178664 = -770868.343397 nChanged 33 SP:Iteration 85Q (2430.580484 sec): 3 clusters Score: Raw -773914.938436 + Penalty 3039.178664 = -770875.759773 nChanged 37 SP:Iteration 86Q (2430.642622 sec): 3 clusters Score: Raw -773924.089461 + Penalty 3039.178664 = -770884.910797 nChanged 38 SP:Iteration 87Q (2430.705930 sec): 3 clusters Score: Raw -773931.742873 + Penalty 3039.178664 = -770892.564209 nChanged 31 SP:Iteration 88Q (2430.766027 sec): 3 clusters Score: Raw -773936.803793 + Penalty 3039.178664 = -770897.625129 nChanged 27 SP:Iteration 89Q (2430.831176 sec): 3 clusters Score: Raw -773942.006507 + Penalty 3039.178664 = -770902.827844 nChanged 27 SP:Iteration 90Q (2430.896273 sec): 3 clusters Score: Raw -773947.420986 + Penalty 3039.178664 = -770908.242322 nChanged 24 SP:Iteration 91Q (2430.974796 sec): 3 clusters Score: Raw -773952.594782 + Penalty 3039.178664 = -770913.416118 nChanged 23 SP:Iteration 92Q (2431.029209 sec): 3 clusters Score: Raw -773957.113840 + Penalty 3039.178664 = -770917.935176 nChanged 23 SP:Iteration 93Q (2431.103893 sec): 3 clusters Score: Raw -773960.734379 + Penalty 3039.178664 = -770921.555715 nChanged 11 SP:Iteration 94Q (2431.164729 sec): 3 clusters Score: Raw -773962.865709 + Penalty 3039.178664 = -770923.687045 nChanged 8 SP:Iteration 95Q (2431.221786 sec): 3 clusters Score: Raw -773963.937070 + Penalty 3039.178664 = -770924.758406 nChanged 9 SP:Iteration 96Q (2431.294279 sec): 3 clusters Score: Raw -773964.763157 + Penalty 3039.178664 = -770925.584493 nChanged 7 SP:Iteration 97Q (2431.365578 sec): 3 clusters Score: Raw -773965.591327 + Penalty 3039.178664 = -770926.412663 nChanged 7 SP:Iteration 98Q (2431.432225 sec): 3 clusters Score: Raw -773966.588014 + Penalty 3039.178664 = -770927.409350 nChanged 3 SP:Iteration 99Q (2431.497787 sec): 3 clusters Score: Raw -773967.024384 + Penalty 3039.178664 = -770927.845720 nChanged 5 SP:Iteration 100F (2431.550603 sec): 3 clusters Score: Raw -773967.327581 + Penalty 3039.178664 = -770928.148918 nChanged 1 SP:Iteration 101Q (2431.629142 sec): 3 clusters Score: Raw -773967.341712 + Penalty 3039.178664 = -770928.163049 nChanged 0 SP:Iteration 102F (2431.685412 sec): 3 clusters Score: Raw -773967.341712 + Penalty 3039.178664 = -770928.163049 nChanged 0 Trying to split cluster 16 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2431.712723 sec): 2 clusters Score: Raw -21378.955868 + Penalty 995.616242 = -20383.339626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2431.774730 sec): 3 clusters Score: Raw -21368.060666 + Penalty 1991.232485 = -19376.828181 nChanged 101 SP:Iteration 1F (2431.817243 sec): 3 clusters Score: Raw -21585.960609 + Penalty 1991.232485 = -19594.728124 nChanged 37 SP:Iteration 2F (2431.874180 sec): 3 clusters Score: Raw -21664.798328 + Penalty 1991.232485 = -19673.565843 nChanged 20 SP:Iteration 3Q (2431.922788 sec): 3 clusters Score: Raw -21715.497789 + Penalty 1991.232485 = -19724.265304 nChanged 12 SP:Iteration 4Q (2431.966086 sec): 3 clusters Score: Raw -21751.497602 + Penalty 1991.232485 = -19760.265117 nChanged 10 SP:Iteration 5Q (2432.015194 sec): 3 clusters Score: Raw -21830.857194 + Penalty 1991.232485 = -19839.624710 nChanged 18 SP:Iteration 6Q (2432.068748 sec): 3 clusters Score: Raw -21888.682544 + Penalty 1991.232485 = -19897.450059 nChanged 6 SP:Iteration 7Q (2432.116228 sec): 3 clusters Score: Raw -21922.022118 + Penalty 1991.232485 = -19930.789633 nChanged 11 SP:Iteration 8Q (2432.171054 sec): 3 clusters Score: Raw -21962.107532 + Penalty 1991.232485 = -19970.875047 nChanged 9 SP:Iteration 9Q (2432.219684 sec): 3 clusters Score: Raw -21984.658930 + Penalty 1991.232485 = -19993.426445 nChanged 4 SP:Iteration 10Q (2432.266001 sec): 3 clusters Score: Raw -21988.865470 + Penalty 1991.232485 = -19997.632985 nChanged 1 SP:Iteration 11Q (2432.304821 sec): 3 clusters Score: Raw -21993.169320 + Penalty 1991.232485 = -20001.936835 nChanged 2 SP:Iteration 12Q (2432.345843 sec): 3 clusters Score: Raw -21998.236024 + Penalty 1991.232485 = -20007.003539 nChanged 2 SP:Iteration 13Q (2432.387865 sec): 3 clusters Score: Raw -22002.302778 + Penalty 1991.232485 = -20011.070294 nChanged 2 SP:Iteration 14Q (2432.434533 sec): 3 clusters Score: Raw -22006.120386 + Penalty 1991.232485 = -20014.887901 nChanged 0 SP:Iteration 15F (2432.478991 sec): 3 clusters Score: Raw -22006.120386 + Penalty 1991.232485 = -20014.887901 nChanged 0 Trying to split cluster 17 (10359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2432.522764 sec): 2 clusters Score: Raw -623163.605345 + Penalty 1502.411785 = -621661.193559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2432.584085 sec): 3 clusters Score: Raw -617207.636086 + Penalty 3004.823570 = -614202.812516 nChanged 4527 SP:Iteration 1F (2432.639529 sec): 3 clusters Score: Raw -619662.078618 + Penalty 3004.823570 = -616657.255047 nChanged 677 SP:Iteration 2F (2432.708099 sec): 3 clusters Score: Raw -620000.409574 + Penalty 3004.823570 = -616995.586004 nChanged 627 SP:Iteration 3F (2432.769782 sec): 3 clusters Score: Raw -620346.408197 + Penalty 3004.823570 = -617341.584626 nChanged 620 SP:Iteration 4F (2432.845889 sec): 3 clusters Score: Raw -620740.653303 + Penalty 3004.823570 = -617735.829732 nChanged 646 SP:Iteration 5F (2432.909798 sec): 3 clusters Score: Raw -621224.059146 + Penalty 3004.823570 = -618219.235576 nChanged 695 SP:Iteration 6F (2432.967924 sec): 3 clusters Score: Raw -621851.661765 + Penalty 3004.823570 = -618846.838195 nChanged 701 SP:Iteration 7F (2433.032909 sec): 3 clusters Score: Raw -622575.607159 + Penalty 3004.823570 = -619570.783589 nChanged 578 SP:Iteration 8F (2433.102341 sec): 3 clusters Score: Raw -623241.706863 + Penalty 3004.823570 = -620236.883293 nChanged 418 SP:Iteration 9Q (2433.166949 sec): 3 clusters Score: Raw -623684.672415 + Penalty 3004.823570 = -620679.848845 nChanged 286 SP:Iteration 10Q (2433.234424 sec): 3 clusters Score: Raw -623950.621948 + Penalty 3004.823570 = -620945.798378 nChanged 182 SP:Iteration 11Q (2433.300947 sec): 3 clusters Score: Raw -624077.958988 + Penalty 3004.823570 = -621073.135418 nChanged 114 SP:Iteration 12Q (2433.366831 sec): 3 clusters Score: Raw -624152.501699 + Penalty 3004.823570 = -621147.678129 nChanged 81 SP:Iteration 13Q (2433.436260 sec): 3 clusters Score: Raw -624208.288835 + Penalty 3004.823570 = -621203.465264 nChanged 73 SP:Iteration 14Q (2433.488750 sec): 3 clusters Score: Raw -624254.937996 + Penalty 3004.823570 = -621250.114426 nChanged 65 SP:Iteration 15Q (2433.555429 sec): 3 clusters Score: Raw -624301.016376 + Penalty 3004.823570 = -621296.192805 nChanged 49 SP:Iteration 16Q (2433.627897 sec): 3 clusters Score: Raw -624336.782949 + Penalty 3004.823570 = -621331.959379 nChanged 36 SP:Iteration 17Q (2433.698693 sec): 3 clusters Score: Raw -624355.703234 + Penalty 3004.823570 = -621350.879664 nChanged 33 SP:Iteration 18Q (2433.765764 sec): 3 clusters Score: Raw -624372.710172 + Penalty 3004.823570 = -621367.886602 nChanged 29 SP:Iteration 19Q (2433.824245 sec): 3 clusters Score: Raw -624388.625933 + Penalty 3004.823570 = -621383.802362 nChanged 28 SP:Iteration 20F (2433.881754 sec): 3 clusters Score: Raw -624442.609158 + Penalty 3004.823570 = -621437.785588 nChanged 34 SP:Iteration 21Q (2433.942958 sec): 3 clusters Score: Raw -624469.009039 + Penalty 3004.823570 = -621464.185468 nChanged 28 SP:Iteration 22Q (2434.004037 sec): 3 clusters Score: Raw -624487.984034 + Penalty 3004.823570 = -621483.160463 nChanged 23 SP:Iteration 23Q (2434.062802 sec): 3 clusters Score: Raw -624499.186115 + Penalty 3004.823570 = -621494.362544 nChanged 19 SP:Iteration 24Q (2434.130173 sec): 3 clusters Score: Raw -624506.429116 + Penalty 3004.823570 = -621501.605545 nChanged 14 SP:Iteration 25Q (2434.196977 sec): 3 clusters Score: Raw -624511.323726 + Penalty 3004.823570 = -621506.500156 nChanged 11 SP:Iteration 26Q (2434.252046 sec): 3 clusters Score: Raw -624517.214067 + Penalty 3004.823570 = -621512.390497 nChanged 7 SP:Iteration 27Q (2434.311408 sec): 3 clusters Score: Raw -624518.689806 + Penalty 3004.823570 = -621513.866236 nChanged 4 SP:Iteration 28Q (2434.372010 sec): 3 clusters Score: Raw -624520.664608 + Penalty 3004.823570 = -621515.841037 nChanged 6 SP:Iteration 29Q (2434.442800 sec): 3 clusters Score: Raw -624524.230075 + Penalty 3004.823570 = -621519.406504 nChanged 7 SP:Iteration 30Q (2434.494542 sec): 3 clusters Score: Raw -624528.081723 + Penalty 3004.823570 = -621523.258153 nChanged 8 SP:Iteration 31Q (2434.567188 sec): 3 clusters Score: Raw -624531.284174 + Penalty 3004.823570 = -621526.460604 nChanged 4 SP:Iteration 32Q (2434.623176 sec): 3 clusters Score: Raw -624532.002319 + Penalty 3004.823570 = -621527.178749 nChanged 3 SP:Iteration 33Q (2434.677293 sec): 3 clusters Score: Raw -624532.638187 + Penalty 3004.823570 = -621527.814616 nChanged 3 SP:Iteration 34Q (2434.744349 sec): 3 clusters Score: Raw -624533.408542 + Penalty 3004.823570 = -621528.584972 nChanged 1 SP:Iteration 35Q (2434.804000 sec): 3 clusters Score: Raw -624534.303022 + Penalty 3004.823570 = -621529.479451 nChanged 2 SP:Iteration 36Q (2434.860032 sec): 3 clusters Score: Raw -624534.877595 + Penalty 3004.823570 = -621530.054024 nChanged 1 SP:Iteration 37Q (2434.927954 sec): 3 clusters Score: Raw -624535.563163 + Penalty 3004.823570 = -621530.739592 nChanged 2 SP:Iteration 38Q (2434.977521 sec): 3 clusters Score: Raw -624536.803003 + Penalty 3004.823570 = -621531.979433 nChanged 3 SP:Iteration 39Q (2435.037419 sec): 3 clusters Score: Raw -624537.229319 + Penalty 3004.823570 = -621532.405749 nChanged 3 SP:Iteration 40F (2435.104759 sec): 3 clusters Score: Raw -624538.138791 + Penalty 3004.823570 = -621533.315220 nChanged 2 SP:Iteration 41Q (2435.164321 sec): 3 clusters Score: Raw -624538.934661 + Penalty 3004.823570 = -621534.111090 nChanged 1 SP:Iteration 42Q (2435.226426 sec): 3 clusters Score: Raw -624539.159499 + Penalty 3004.823570 = -621534.335928 nChanged 0 SP:Iteration 43F (2435.289903 sec): 3 clusters Score: Raw -624539.159499 + Penalty 3004.823570 = -621534.335928 nChanged 0 Trying to split cluster 18 (2914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2435.319435 sec): 2 clusters Score: Raw -173087.327694 + Penalty 1296.308323 = -171791.019372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2435.358902 sec): 3 clusters Score: Raw -171694.790965 + Penalty 2592.616646 = -169102.174319 nChanged 1132 SP:Iteration 1F (2435.414898 sec): 3 clusters Score: Raw -172460.442898 + Penalty 2592.616646 = -169867.826252 nChanged 262 SP:Iteration 2F (2435.461355 sec): 3 clusters Score: Raw -172672.503424 + Penalty 2592.616646 = -170079.886779 nChanged 174 SP:Iteration 3F (2435.520719 sec): 3 clusters Score: Raw -172805.139292 + Penalty 2592.616646 = -170212.522647 nChanged 134 SP:Iteration 4Q (2435.564697 sec): 3 clusters Score: Raw -172905.872660 + Penalty 2592.616646 = -170313.256014 nChanged 121 SP:Iteration 5Q (2435.623105 sec): 3 clusters Score: Raw -173017.224834 + Penalty 2592.616646 = -170424.608189 nChanged 124 SP:Iteration 6Q (2435.682272 sec): 3 clusters Score: Raw -173128.873815 + Penalty 2592.616646 = -170536.257169 nChanged 104 SP:Iteration 7Q (2435.731361 sec): 3 clusters Score: Raw -173224.806679 + Penalty 2592.616646 = -170632.190034 nChanged 103 SP:Iteration 8Q (2435.776854 sec): 3 clusters Score: Raw -173319.283091 + Penalty 2592.616646 = -170726.666445 nChanged 87 SP:Iteration 9Q (2435.832432 sec): 3 clusters Score: Raw -173415.446059 + Penalty 2592.616646 = -170822.829414 nChanged 93 SP:Iteration 10Q (2435.877013 sec): 3 clusters Score: Raw -173530.045414 + Penalty 2592.616646 = -170937.428768 nChanged 87 SP:Iteration 11Q (2435.924852 sec): 3 clusters Score: Raw -173617.080681 + Penalty 2592.616646 = -171024.464036 nChanged 56 SP:Iteration 12Q (2435.986685 sec): 3 clusters Score: Raw -173654.489828 + Penalty 2592.616646 = -171061.873182 nChanged 41 SP:Iteration 13Q (2436.035673 sec): 3 clusters Score: Raw -173687.648209 + Penalty 2592.616646 = -171095.031563 nChanged 33 SP:Iteration 14Q (2436.083750 sec): 3 clusters Score: Raw -173713.925379 + Penalty 2592.616646 = -171121.308733 nChanged 34 SP:Iteration 15Q (2436.131971 sec): 3 clusters Score: Raw -173741.325438 + Penalty 2592.616646 = -171148.708793 nChanged 28 SP:Iteration 16Q (2436.180382 sec): 3 clusters Score: Raw -173769.264110 + Penalty 2592.616646 = -171176.647464 nChanged 30 SP:Iteration 17Q (2436.218754 sec): 3 clusters Score: Raw -173799.223166 + Penalty 2592.616646 = -171206.606520 nChanged 35 SP:Iteration 18Q (2436.277190 sec): 3 clusters Score: Raw -173831.186751 + Penalty 2592.616646 = -171238.570105 nChanged 19 SP:Iteration 19Q (2436.327576 sec): 3 clusters Score: Raw -173850.879283 + Penalty 2592.616646 = -171258.262637 nChanged 17 SP:Iteration 20F (2436.379056 sec): 3 clusters Score: Raw -173865.121594 + Penalty 2592.616646 = -171272.504948 nChanged 15 SP:Iteration 21Q (2436.423108 sec): 3 clusters Score: Raw -173880.007458 + Penalty 2592.616646 = -171287.390812 nChanged 10 SP:Iteration 22Q (2436.473440 sec): 3 clusters Score: Raw -173889.054045 + Penalty 2592.616646 = -171296.437399 nChanged 10 SP:Iteration 23Q (2436.524242 sec): 3 clusters Score: Raw -173895.829674 + Penalty 2592.616646 = -171303.213028 nChanged 6 SP:Iteration 24Q (2436.572655 sec): 3 clusters Score: Raw -173899.291738 + Penalty 2592.616646 = -171306.675093 nChanged 6 SP:Iteration 25Q (2436.624320 sec): 3 clusters Score: Raw -173902.677209 + Penalty 2592.616646 = -171310.060563 nChanged 1 SP:Iteration 26Q (2436.669065 sec): 3 clusters Score: Raw -173903.103265 + Penalty 2592.616646 = -171310.486619 nChanged 1 SP:Iteration 27Q (2436.717113 sec): 3 clusters Score: Raw -173903.537488 + Penalty 2592.616646 = -171310.920843 nChanged 1 SP:Iteration 28Q (2436.779440 sec): 3 clusters Score: Raw -173903.981673 + Penalty 2592.616646 = -171311.365027 nChanged 1 SP:Iteration 29Q (2436.827816 sec): 3 clusters Score: Raw -173904.434499 + Penalty 2592.616646 = -171311.817854 nChanged 0 SP:Iteration 30F (2436.878161 sec): 3 clusters Score: Raw -173904.434499 + Penalty 2592.616646 = -171311.817854 nChanged 0 Trying to split cluster 19 (3438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2436.909937 sec): 2 clusters Score: Raw -190539.215840 + Penalty 1323.179843 = -189216.035997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2436.950247 sec): 3 clusters Score: Raw -188972.284236 + Penalty 2646.359685 = -186325.924551 nChanged 1325 SP:Iteration 1F (2436.998799 sec): 3 clusters Score: Raw -190057.488200 + Penalty 2646.359685 = -187411.128514 nChanged 334 SP:Iteration 2F (2437.057297 sec): 3 clusters Score: Raw -190436.124738 + Penalty 2646.359685 = -187789.765052 nChanged 276 SP:Iteration 3F (2437.108272 sec): 3 clusters Score: Raw -190706.738008 + Penalty 2646.359685 = -188060.378323 nChanged 222 SP:Iteration 4F (2437.158492 sec): 3 clusters Score: Raw -190937.265668 + Penalty 2646.359685 = -188290.905982 nChanged 197 SP:Iteration 5F (2437.206158 sec): 3 clusters Score: Raw -191118.705318 + Penalty 2646.359685 = -188472.345633 nChanged 175 SP:Iteration 6F (2437.251639 sec): 3 clusters Score: Raw -191261.138270 + Penalty 2646.359685 = -188614.778585 nChanged 128 SP:Iteration 7Q (2437.299166 sec): 3 clusters Score: Raw -191366.138522 + Penalty 2646.359685 = -188719.778837 nChanged 85 SP:Iteration 8Q (2437.355446 sec): 3 clusters Score: Raw -191441.000428 + Penalty 2646.359685 = -188794.640742 nChanged 74 SP:Iteration 9Q (2437.401416 sec): 3 clusters Score: Raw -191493.671805 + Penalty 2646.359685 = -188847.312120 nChanged 49 SP:Iteration 10Q (2437.447773 sec): 3 clusters Score: Raw -191523.818215 + Penalty 2646.359685 = -188877.458530 nChanged 39 SP:Iteration 11Q (2437.497489 sec): 3 clusters Score: Raw -191547.707698 + Penalty 2646.359685 = -188901.348012 nChanged 27 SP:Iteration 12Q (2437.546207 sec): 3 clusters Score: Raw -191566.323970 + Penalty 2646.359685 = -188919.964284 nChanged 20 SP:Iteration 13Q (2437.595885 sec): 3 clusters Score: Raw -191573.951245 + Penalty 2646.359685 = -188927.591560 nChanged 12 SP:Iteration 14Q (2437.643424 sec): 3 clusters Score: Raw -191580.171728 + Penalty 2646.359685 = -188933.812043 nChanged 9 SP:Iteration 15Q (2437.703620 sec): 3 clusters Score: Raw -191585.684160 + Penalty 2646.359685 = -188939.324475 nChanged 11 SP:Iteration 16Q (2437.747671 sec): 3 clusters Score: Raw -191589.938480 + Penalty 2646.359685 = -188943.578795 nChanged 8 SP:Iteration 17Q (2437.790086 sec): 3 clusters Score: Raw -191593.751372 + Penalty 2646.359685 = -188947.391686 nChanged 6 SP:Iteration 18Q (2437.846809 sec): 3 clusters Score: Raw -191596.901118 + Penalty 2646.359685 = -188950.541432 nChanged 7 SP:Iteration 19Q (2437.888248 sec): 3 clusters Score: Raw -191600.125720 + Penalty 2646.359685 = -188953.766035 nChanged 4 SP:Iteration 20F (2437.944059 sec): 3 clusters Score: Raw -191601.771080 + Penalty 2646.359685 = -188955.411394 nChanged 5 SP:Iteration 21Q (2437.990249 sec): 3 clusters Score: Raw -191604.751012 + Penalty 2646.359685 = -188958.391326 nChanged 9 SP:Iteration 22Q (2438.031481 sec): 3 clusters Score: Raw -191608.789541 + Penalty 2646.359685 = -188962.429855 nChanged 6 SP:Iteration 23Q (2438.094401 sec): 3 clusters Score: Raw -191612.479993 + Penalty 2646.359685 = -188966.120307 nChanged 8 SP:Iteration 24Q (2438.141293 sec): 3 clusters Score: Raw -191617.878462 + Penalty 2646.359685 = -188971.518776 nChanged 12 SP:Iteration 25Q (2438.190758 sec): 3 clusters Score: Raw -191625.570350 + Penalty 2646.359685 = -188979.210664 nChanged 11 SP:Iteration 26Q (2438.228725 sec): 3 clusters Score: Raw -191637.275834 + Penalty 2646.359685 = -188990.916149 nChanged 23 SP:Iteration 27Q (2438.277804 sec): 3 clusters Score: Raw -191654.768008 + Penalty 2646.359685 = -189008.408323 nChanged 17 SP:Iteration 28Q (2438.330469 sec): 3 clusters Score: Raw -191669.218086 + Penalty 2646.359685 = -189022.858401 nChanged 22 SP:Iteration 29Q (2438.374656 sec): 3 clusters Score: Raw -191694.403771 + Penalty 2646.359685 = -189048.044086 nChanged 27 SP:Iteration 30Q (2438.427698 sec): 3 clusters Score: Raw -191712.956400 + Penalty 2646.359685 = -189066.596714 nChanged 15 SP:Iteration 31Q (2438.481771 sec): 3 clusters Score: Raw -191723.987210 + Penalty 2646.359685 = -189077.627525 nChanged 10 SP:Iteration 32Q (2438.530720 sec): 3 clusters Score: Raw -191731.165297 + Penalty 2646.359685 = -189084.805611 nChanged 10 SP:Iteration 33Q (2438.580069 sec): 3 clusters Score: Raw -191741.269113 + Penalty 2646.359685 = -189094.909428 nChanged 6 SP:Iteration 34Q (2438.635618 sec): 3 clusters Score: Raw -191745.034247 + Penalty 2646.359685 = -189098.674561 nChanged 5 SP:Iteration 35Q (2438.689449 sec): 3 clusters Score: Raw -191751.262626 + Penalty 2646.359685 = -189104.902941 nChanged 11 SP:Iteration 36Q (2438.731336 sec): 3 clusters Score: Raw -191760.684880 + Penalty 2646.359685 = -189114.325195 nChanged 10 SP:Iteration 37Q (2438.795427 sec): 3 clusters Score: Raw -191770.039622 + Penalty 2646.359685 = -189123.679937 nChanged 6 SP:Iteration 38Q (2438.844103 sec): 3 clusters Score: Raw -191777.464763 + Penalty 2646.359685 = -189131.105077 nChanged 8 SP:Iteration 39Q (2438.890382 sec): 3 clusters Score: Raw -191803.396052 + Penalty 2646.359685 = -189157.036366 nChanged 9 SP:Iteration 40F (2438.947880 sec): 3 clusters Score: Raw -191814.015385 + Penalty 2646.359685 = -189167.655699 nChanged 9 SP:Iteration 41Q (2438.999290 sec): 3 clusters Score: Raw -191821.714830 + Penalty 2646.359685 = -189175.355145 nChanged 5 SP:Iteration 42Q (2439.039234 sec): 3 clusters Score: Raw -191826.101543 + Penalty 2646.359685 = -189179.741858 nChanged 5 SP:Iteration 43Q (2439.090314 sec): 3 clusters Score: Raw -191833.851745 + Penalty 2646.359685 = -189187.492060 nChanged 5 SP:Iteration 44Q (2439.147572 sec): 3 clusters Score: Raw -191845.178589 + Penalty 2646.359685 = -189198.818904 nChanged 10 SP:Iteration 45Q (2439.196852 sec): 3 clusters Score: Raw -191852.949120 + Penalty 2646.359685 = -189206.589435 nChanged 4 SP:Iteration 46Q (2439.252353 sec): 3 clusters Score: Raw -191859.179911 + Penalty 2646.359685 = -189212.820226 nChanged 7 SP:Iteration 47Q (2439.293009 sec): 3 clusters Score: Raw -191867.059031 + Penalty 2646.359685 = -189220.699346 nChanged 5 SP:Iteration 48Q (2439.339043 sec): 3 clusters Score: Raw -191874.502628 + Penalty 2646.359685 = -189228.142943 nChanged 6 SP:Iteration 49Q (2439.388987 sec): 3 clusters Score: Raw -191887.856758 + Penalty 2646.359685 = -189241.497072 nChanged 7 SP:Iteration 50Q (2439.439136 sec): 3 clusters Score: Raw -191891.426274 + Penalty 2646.359685 = -189245.066589 nChanged 4 SP:Iteration 51Q (2439.495031 sec): 3 clusters Score: Raw -191894.048651 + Penalty 2646.359685 = -189247.688966 nChanged 2 SP:Iteration 52Q (2439.540022 sec): 3 clusters Score: Raw -191895.087648 + Penalty 2646.359685 = -189248.727963 nChanged 4 SP:Iteration 53Q (2439.581389 sec): 3 clusters Score: Raw -191897.792926 + Penalty 2646.359685 = -189251.433241 nChanged 2 SP:Iteration 54Q (2439.639148 sec): 3 clusters Score: Raw -191898.985352 + Penalty 2646.359685 = -189252.625667 nChanged 1 SP:Iteration 55Q (2439.682774 sec): 3 clusters Score: Raw -191899.577935 + Penalty 2646.359685 = -189253.218249 nChanged 2 SP:Iteration 56Q (2439.730469 sec): 3 clusters Score: Raw -191901.107857 + Penalty 2646.359685 = -189254.748172 nChanged 4 SP:Iteration 57Q (2439.780799 sec): 3 clusters Score: Raw -191903.238832 + Penalty 2646.359685 = -189256.879147 nChanged 1 SP:Iteration 58Q (2439.830014 sec): 3 clusters Score: Raw -191904.023759 + Penalty 2646.359685 = -189257.664073 nChanged 0 SP:Iteration 59F (2439.879692 sec): 3 clusters Score: Raw -191904.023759 + Penalty 2646.359685 = -189257.664073 nChanged 0 Score: Raw -32163802.857656 + Penalty 78919.061034 = -32084883.796622 Splitting cluster 19 changes total score from -32085650.152700 to -32084883.796622 So it's not getting split. Trying to split cluster 20 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2451.531139 sec): 2 clusters Score: Raw -25068.994652 + Penalty 969.914978 = -24099.079674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2451.579635 sec): 3 clusters Score: Raw -25047.085253 + Penalty 1939.829957 = -23107.255296 nChanged 95 SP:Iteration 1F (2451.620713 sec): 3 clusters Score: Raw -25175.835967 + Penalty 1939.829957 = -23236.006010 nChanged 16 SP:Iteration 2Q (2451.666958 sec): 3 clusters Score: Raw -25197.957020 + Penalty 1939.829957 = -23258.127063 nChanged 9 SP:Iteration 3Q (2451.712093 sec): 3 clusters Score: Raw -25212.070569 + Penalty 1939.829957 = -23272.240612 nChanged 7 SP:Iteration 4Q (2451.761669 sec): 3 clusters Score: Raw -25229.959172 + Penalty 1939.829957 = -23290.129215 nChanged 6 SP:Iteration 5Q (2451.812740 sec): 3 clusters Score: Raw -25247.585709 + Penalty 1939.829957 = -23307.755752 nChanged 1 SP:Iteration 6Q (2451.852021 sec): 3 clusters Score: Raw -25248.872704 + Penalty 1939.829957 = -23309.042747 nChanged 0 SP:Iteration 7F (2451.898883 sec): 3 clusters Score: Raw -25248.872704 + Penalty 1939.829957 = -23309.042747 nChanged 0 Trying to split cluster 21 (4438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2451.919423 sec): 2 clusters Score: Raw -293472.628341 + Penalty 1364.668354 = -292107.959987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2451.971539 sec): 3 clusters Score: Raw -291172.687109 + Penalty 2729.336709 = -288443.350401 nChanged 1792 SP:Iteration 1F (2452.036732 sec): 3 clusters Score: Raw -292134.512806 + Penalty 2729.336709 = -289405.176098 nChanged 286 SP:Iteration 2F (2452.093501 sec): 3 clusters Score: Raw -292270.156620 + Penalty 2729.336709 = -289540.819911 nChanged 207 SP:Iteration 3Q (2452.138323 sec): 3 clusters Score: Raw -292361.040487 + Penalty 2729.336709 = -289631.703778 nChanged 159 SP:Iteration 4Q (2452.199332 sec): 3 clusters Score: Raw -292428.158552 + Penalty 2729.336709 = -289698.821843 nChanged 145 SP:Iteration 5Q (2452.256585 sec): 3 clusters Score: Raw -292479.158063 + Penalty 2729.336709 = -289749.821355 nChanged 111 SP:Iteration 6Q (2452.310427 sec): 3 clusters Score: Raw -292521.998482 + Penalty 2729.336709 = -289792.661773 nChanged 111 SP:Iteration 7Q (2452.365471 sec): 3 clusters Score: Raw -292559.275940 + Penalty 2729.336709 = -289829.939232 nChanged 87 SP:Iteration 8Q (2452.408832 sec): 3 clusters Score: Raw -292589.230473 + Penalty 2729.336709 = -289859.893764 nChanged 67 SP:Iteration 9Q (2452.468508 sec): 3 clusters Score: Raw -292607.364763 + Penalty 2729.336709 = -289878.028054 nChanged 43 SP:Iteration 10Q (2452.521552 sec): 3 clusters Score: Raw -292619.670374 + Penalty 2729.336709 = -289890.333666 nChanged 37 SP:Iteration 11Q (2452.574057 sec): 3 clusters Score: Raw -292635.915936 + Penalty 2729.336709 = -289906.579227 nChanged 56 SP:Iteration 12Q (2452.639084 sec): 3 clusters Score: Raw -292653.520736 + Penalty 2729.336709 = -289924.184028 nChanged 70 SP:Iteration 13Q (2452.688836 sec): 3 clusters Score: Raw -292677.764918 + Penalty 2729.336709 = -289948.428209 nChanged 58 SP:Iteration 14Q (2452.750143 sec): 3 clusters Score: Raw -292699.248155 + Penalty 2729.336709 = -289969.911446 nChanged 56 SP:Iteration 15Q (2452.791091 sec): 3 clusters Score: Raw -292717.496884 + Penalty 2729.336709 = -289988.160175 nChanged 54 SP:Iteration 16Q (2452.856677 sec): 3 clusters Score: Raw -292736.849346 + Penalty 2729.336709 = -290007.512637 nChanged 55 SP:Iteration 17Q (2452.910046 sec): 3 clusters Score: Raw -292756.359940 + Penalty 2729.336709 = -290027.023231 nChanged 58 SP:Iteration 18Q (2452.964277 sec): 3 clusters Score: Raw -292775.532067 + Penalty 2729.336709 = -290046.195358 nChanged 51 SP:Iteration 19Q (2453.024535 sec): 3 clusters Score: Raw -292788.289531 + Penalty 2729.336709 = -290058.952822 nChanged 42 SP:Iteration 20F (2453.071201 sec): 3 clusters Score: Raw -292800.857738 + Penalty 2729.336709 = -290071.521029 nChanged 39 SP:Iteration 21Q (2453.115194 sec): 3 clusters Score: Raw -292810.012218 + Penalty 2729.336709 = -290080.675509 nChanged 36 SP:Iteration 22Q (2453.176860 sec): 3 clusters Score: Raw -292819.270863 + Penalty 2729.336709 = -290089.934154 nChanged 27 SP:Iteration 23Q (2453.219085 sec): 3 clusters Score: Raw -292826.327215 + Penalty 2729.336709 = -290096.990506 nChanged 27 SP:Iteration 24Q (2453.275422 sec): 3 clusters Score: Raw -292833.778848 + Penalty 2729.336709 = -290104.442140 nChanged 27 SP:Iteration 25Q (2453.324557 sec): 3 clusters Score: Raw -292839.449548 + Penalty 2729.336709 = -290110.112840 nChanged 18 SP:Iteration 26Q (2453.378680 sec): 3 clusters Score: Raw -292843.151498 + Penalty 2729.336709 = -290113.814789 nChanged 20 SP:Iteration 27Q (2453.426592 sec): 3 clusters Score: Raw -292847.274543 + Penalty 2729.336709 = -290117.937835 nChanged 21 SP:Iteration 28Q (2453.476602 sec): 3 clusters Score: Raw -292851.817102 + Penalty 2729.336709 = -290122.480393 nChanged 21 SP:Iteration 29Q (2453.532295 sec): 3 clusters Score: Raw -292856.705959 + Penalty 2729.336709 = -290127.369251 nChanged 19 SP:Iteration 30Q (2453.588498 sec): 3 clusters Score: Raw -292860.325628 + Penalty 2729.336709 = -290130.988920 nChanged 14 SP:Iteration 31Q (2453.639925 sec): 3 clusters Score: Raw -292863.394123 + Penalty 2729.336709 = -290134.057414 nChanged 15 SP:Iteration 32Q (2453.680746 sec): 3 clusters Score: Raw -292868.050286 + Penalty 2729.336709 = -290138.713578 nChanged 20 SP:Iteration 33Q (2453.737195 sec): 3 clusters Score: Raw -292872.291971 + Penalty 2729.336709 = -290142.955262 nChanged 14 SP:Iteration 34Q (2453.791785 sec): 3 clusters Score: Raw -292875.523885 + Penalty 2729.336709 = -290146.187177 nChanged 14 SP:Iteration 35Q (2453.842969 sec): 3 clusters Score: Raw -292880.400818 + Penalty 2729.336709 = -290151.064110 nChanged 21 SP:Iteration 36Q (2453.883579 sec): 3 clusters Score: Raw -292885.714698 + Penalty 2729.336709 = -290156.377989 nChanged 19 SP:Iteration 37Q (2453.944881 sec): 3 clusters Score: Raw -292891.035307 + Penalty 2729.336709 = -290161.698598 nChanged 26 SP:Iteration 38Q (2453.989960 sec): 3 clusters Score: Raw -292897.508609 + Penalty 2729.336709 = -290168.171900 nChanged 28 SP:Iteration 39Q (2454.045317 sec): 3 clusters Score: Raw -292905.202695 + Penalty 2729.336709 = -290175.865987 nChanged 25 SP:Iteration 40F (2454.099406 sec): 3 clusters Score: Raw -292911.140735 + Penalty 2729.336709 = -290181.804026 nChanged 29 SP:Iteration 41Q (2454.149396 sec): 3 clusters Score: Raw -292918.652335 + Penalty 2729.336709 = -290189.315627 nChanged 36 SP:Iteration 42Q (2454.208138 sec): 3 clusters Score: Raw -292930.088781 + Penalty 2729.336709 = -290200.752072 nChanged 46 SP:Iteration 43Q (2454.263306 sec): 3 clusters Score: Raw -292945.747633 + Penalty 2729.336709 = -290216.410925 nChanged 49 SP:Iteration 44Q (2454.311438 sec): 3 clusters Score: Raw -292963.264364 + Penalty 2729.336709 = -290233.927655 nChanged 46 SP:Iteration 45Q (2454.366329 sec): 3 clusters Score: Raw -292980.971319 + Penalty 2729.336709 = -290251.634610 nChanged 55 SP:Iteration 46Q (2454.410338 sec): 3 clusters Score: Raw -293002.514181 + Penalty 2729.336709 = -290273.177473 nChanged 67 SP:Iteration 47Q (2454.475825 sec): 3 clusters Score: Raw -293027.933793 + Penalty 2729.336709 = -290298.597085 nChanged 72 SP:Iteration 48Q (2454.524161 sec): 3 clusters Score: Raw -293058.521560 + Penalty 2729.336709 = -290329.184852 nChanged 59 SP:Iteration 49Q (2454.580550 sec): 3 clusters Score: Raw -293082.557502 + Penalty 2729.336709 = -290353.220793 nChanged 68 SP:Iteration 50Q (2454.637290 sec): 3 clusters Score: Raw -293109.045707 + Penalty 2729.336709 = -290379.708998 nChanged 65 SP:Iteration 51Q (2454.689491 sec): 3 clusters Score: Raw -293133.594312 + Penalty 2729.336709 = -290404.257604 nChanged 60 SP:Iteration 52Q (2454.731030 sec): 3 clusters Score: Raw -293165.890695 + Penalty 2729.336709 = -290436.553986 nChanged 70 SP:Iteration 53Q (2454.794549 sec): 3 clusters Score: Raw -293204.858577 + Penalty 2729.336709 = -290475.521868 nChanged 66 SP:Iteration 54Q (2454.835936 sec): 3 clusters Score: Raw -293245.448867 + Penalty 2729.336709 = -290516.112158 nChanged 81 SP:Iteration 55Q (2454.891202 sec): 3 clusters Score: Raw -293294.745039 + Penalty 2729.336709 = -290565.408330 nChanged 77 SP:Iteration 56Q (2454.932644 sec): 3 clusters Score: Raw -293338.174785 + Penalty 2729.336709 = -290608.838076 nChanged 69 SP:Iteration 57Q (2454.994938 sec): 3 clusters Score: Raw -293375.331746 + Penalty 2729.336709 = -290645.995038 nChanged 62 SP:Iteration 58Q (2455.046736 sec): 3 clusters Score: Raw -293409.926161 + Penalty 2729.336709 = -290680.589453 nChanged 60 SP:Iteration 59Q (2455.105836 sec): 3 clusters Score: Raw -293446.518246 + Penalty 2729.336709 = -290717.181537 nChanged 57 SP:Iteration 60F (2455.148170 sec): 3 clusters Score: Raw -293489.996441 + Penalty 2729.336709 = -290760.659732 nChanged 63 SP:Iteration 61Q (2455.207874 sec): 3 clusters Score: Raw -293539.507373 + Penalty 2729.336709 = -290810.170664 nChanged 49 SP:Iteration 62Q (2455.251052 sec): 3 clusters Score: Raw -293575.420840 + Penalty 2729.336709 = -290846.084131 nChanged 36 SP:Iteration 63Q (2455.311819 sec): 3 clusters Score: Raw -293598.687951 + Penalty 2729.336709 = -290869.351242 nChanged 24 SP:Iteration 64Q (2455.363371 sec): 3 clusters Score: Raw -293614.610185 + Penalty 2729.336709 = -290885.273477 nChanged 28 SP:Iteration 65Q (2455.410102 sec): 3 clusters Score: Raw -293636.567767 + Penalty 2729.336709 = -290907.231058 nChanged 30 SP:Iteration 66Q (2455.453668 sec): 3 clusters Score: Raw -293662.005275 + Penalty 2729.336709 = -290932.668566 nChanged 19 SP:Iteration 67Q (2455.500482 sec): 3 clusters Score: Raw -293678.574773 + Penalty 2729.336709 = -290949.238064 nChanged 15 SP:Iteration 68Q (2455.558790 sec): 3 clusters Score: Raw -293692.128331 + Penalty 2729.336709 = -290962.791622 nChanged 10 SP:Iteration 69Q (2455.605029 sec): 3 clusters Score: Raw -293698.148719 + Penalty 2729.336709 = -290968.812010 nChanged 5 SP:Iteration 70Q (2455.658750 sec): 3 clusters Score: Raw -293701.017955 + Penalty 2729.336709 = -290971.681247 nChanged 4 SP:Iteration 71Q (2455.711043 sec): 3 clusters Score: Raw -293704.227665 + Penalty 2729.336709 = -290974.890956 nChanged 6 SP:Iteration 72Q (2455.761450 sec): 3 clusters Score: Raw -293708.510771 + Penalty 2729.336709 = -290979.174063 nChanged 3 SP:Iteration 73Q (2455.804201 sec): 3 clusters Score: Raw -293711.867581 + Penalty 2729.336709 = -290982.530873 nChanged 2 SP:Iteration 74Q (2455.859685 sec): 3 clusters Score: Raw -293713.731915 + Penalty 2729.336709 = -290984.395206 nChanged 1 SP:Iteration 75Q (2455.917739 sec): 3 clusters Score: Raw -293714.428858 + Penalty 2729.336709 = -290985.092150 nChanged 1 SP:Iteration 76Q (2455.973960 sec): 3 clusters Score: Raw -293716.565080 + Penalty 2729.336709 = -290987.228371 nChanged 3 SP:Iteration 77Q (2456.013072 sec): 3 clusters Score: Raw -293720.761681 + Penalty 2729.336709 = -290991.424973 nChanged 8 SP:Iteration 78Q (2456.068671 sec): 3 clusters Score: Raw -293728.855898 + Penalty 2729.336709 = -290999.519190 nChanged 6 SP:Iteration 79Q (2456.117218 sec): 3 clusters Score: Raw -293736.925676 + Penalty 2729.336709 = -291007.588967 nChanged 5 SP:Iteration 80F (2456.180672 sec): 3 clusters Score: Raw -293741.510962 + Penalty 2729.336709 = -291012.174254 nChanged 3 SP:Iteration 81Q (2456.231782 sec): 3 clusters Score: Raw -293743.102279 + Penalty 2729.336709 = -291013.765571 nChanged 1 SP:Iteration 82Q (2456.290526 sec): 3 clusters Score: Raw -293743.512028 + Penalty 2729.336709 = -291014.175320 nChanged 2 SP:Iteration 83Q (2456.342736 sec): 3 clusters Score: Raw -293744.863520 + Penalty 2729.336709 = -291015.526812 nChanged 2 SP:Iteration 84Q (2456.386207 sec): 3 clusters Score: Raw -293746.522889 + Penalty 2729.336709 = -291017.186181 nChanged 5 SP:Iteration 85Q (2456.439916 sec): 3 clusters Score: Raw -293750.901079 + Penalty 2729.336709 = -291021.564370 nChanged 1 SP:Iteration 86Q (2456.501822 sec): 3 clusters Score: Raw -293751.347707 + Penalty 2729.336709 = -291022.010999 nChanged 0 SP:Iteration 87F (2456.556267 sec): 3 clusters Score: Raw -293751.347707 + Penalty 2729.336709 = -291022.010999 nChanged 0 Trying to split cluster 22 (5337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2456.592186 sec): 2 clusters Score: Raw -365255.954831 + Penalty 1394.643084 = -363861.311747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2456.645753 sec): 3 clusters Score: Raw -362408.564277 + Penalty 2789.286167 = -359619.278110 nChanged 2205 SP:Iteration 1F (2456.687803 sec): 3 clusters Score: Raw -363622.839167 + Penalty 2789.286167 = -360833.553000 nChanged 374 SP:Iteration 2F (2456.752931 sec): 3 clusters Score: Raw -363831.643008 + Penalty 2789.286167 = -361042.356841 nChanged 295 SP:Iteration 3F (2456.797592 sec): 3 clusters Score: Raw -363968.044177 + Penalty 2789.286167 = -361178.758009 nChanged 220 SP:Iteration 4Q (2456.855824 sec): 3 clusters Score: Raw -364070.463313 + Penalty 2789.286167 = -361281.177145 nChanged 187 SP:Iteration 5Q (2456.925533 sec): 3 clusters Score: Raw -364154.887494 + Penalty 2789.286167 = -361365.601327 nChanged 169 SP:Iteration 6Q (2456.971380 sec): 3 clusters Score: Raw -364228.205097 + Penalty 2789.286167 = -361438.918929 nChanged 140 SP:Iteration 7Q (2457.036126 sec): 3 clusters Score: Raw -364289.068743 + Penalty 2789.286167 = -361499.782575 nChanged 145 SP:Iteration 8Q (2457.086028 sec): 3 clusters Score: Raw -364353.892438 + Penalty 2789.286167 = -361564.606271 nChanged 131 SP:Iteration 9Q (2457.151259 sec): 3 clusters Score: Raw -364415.280033 + Penalty 2789.286167 = -361625.993866 nChanged 132 SP:Iteration 10Q (2457.202297 sec): 3 clusters Score: Raw -364473.625879 + Penalty 2789.286167 = -361684.339711 nChanged 131 SP:Iteration 11Q (2457.261936 sec): 3 clusters Score: Raw -364537.847327 + Penalty 2789.286167 = -361748.561160 nChanged 151 SP:Iteration 12Q (2457.319983 sec): 3 clusters Score: Raw -364614.980825 + Penalty 2789.286167 = -361825.694658 nChanged 160 SP:Iteration 13Q (2457.383891 sec): 3 clusters Score: Raw -364708.936411 + Penalty 2789.286167 = -361919.650244 nChanged 170 SP:Iteration 14Q (2457.443660 sec): 3 clusters Score: Raw -364814.615988 + Penalty 2789.286167 = -362025.329820 nChanged 176 SP:Iteration 15Q (2457.506634 sec): 3 clusters Score: Raw -364932.758632 + Penalty 2789.286167 = -362143.472464 nChanged 186 SP:Iteration 16Q (2457.558501 sec): 3 clusters Score: Raw -365039.323449 + Penalty 2789.286167 = -362250.037281 nChanged 178 SP:Iteration 17Q (2457.622158 sec): 3 clusters Score: Raw -365158.517958 + Penalty 2789.286167 = -362369.231790 nChanged 192 SP:Iteration 18Q (2457.673329 sec): 3 clusters Score: Raw -365292.103233 + Penalty 2789.286167 = -362502.817066 nChanged 187 SP:Iteration 19Q (2457.723454 sec): 3 clusters Score: Raw -365418.650663 + Penalty 2789.286167 = -362629.364496 nChanged 166 SP:Iteration 20F (2457.775862 sec): 3 clusters Score: Raw -365531.412413 + Penalty 2789.286167 = -362742.126245 nChanged 146 SP:Iteration 21Q (2457.826742 sec): 3 clusters Score: Raw -365629.186367 + Penalty 2789.286167 = -362839.900200 nChanged 114 SP:Iteration 22Q (2457.889681 sec): 3 clusters Score: Raw -365705.024385 + Penalty 2789.286167 = -362915.738218 nChanged 102 SP:Iteration 23Q (2457.947623 sec): 3 clusters Score: Raw -365763.653159 + Penalty 2789.286167 = -362974.366991 nChanged 73 SP:Iteration 24Q (2458.004656 sec): 3 clusters Score: Raw -365809.691108 + Penalty 2789.286167 = -363020.404941 nChanged 67 SP:Iteration 25Q (2458.048021 sec): 3 clusters Score: Raw -365844.920660 + Penalty 2789.286167 = -363055.634492 nChanged 56 SP:Iteration 26Q (2458.099528 sec): 3 clusters Score: Raw -365869.473032 + Penalty 2789.286167 = -363080.186864 nChanged 44 SP:Iteration 27Q (2458.157400 sec): 3 clusters Score: Raw -365890.800463 + Penalty 2789.286167 = -363101.514296 nChanged 39 SP:Iteration 28Q (2458.213339 sec): 3 clusters Score: Raw -365909.205250 + Penalty 2789.286167 = -363119.919083 nChanged 33 SP:Iteration 29Q (2458.257752 sec): 3 clusters Score: Raw -365924.705067 + Penalty 2789.286167 = -363135.418900 nChanged 28 SP:Iteration 30Q (2458.321105 sec): 3 clusters Score: Raw -365937.508005 + Penalty 2789.286167 = -363148.221838 nChanged 11 SP:Iteration 31Q (2458.373341 sec): 3 clusters Score: Raw -365939.929707 + Penalty 2789.286167 = -363150.643540 nChanged 11 SP:Iteration 32Q (2458.435748 sec): 3 clusters Score: Raw -365942.995169 + Penalty 2789.286167 = -363153.709002 nChanged 4 SP:Iteration 33Q (2458.491797 sec): 3 clusters Score: Raw -365945.498752 + Penalty 2789.286167 = -363156.212585 nChanged 4 SP:Iteration 34Q (2458.536156 sec): 3 clusters Score: Raw -365946.930179 + Penalty 2789.286167 = -363157.644011 nChanged 8 SP:Iteration 35Q (2458.598394 sec): 3 clusters Score: Raw -365949.931270 + Penalty 2789.286167 = -363160.645103 nChanged 7 SP:Iteration 36Q (2458.657479 sec): 3 clusters Score: Raw -365953.429344 + Penalty 2789.286167 = -363164.143177 nChanged 5 SP:Iteration 37Q (2458.702699 sec): 3 clusters Score: Raw -365956.250203 + Penalty 2789.286167 = -363166.964036 nChanged 1 SP:Iteration 38Q (2458.753143 sec): 3 clusters Score: Raw -365956.637900 + Penalty 2789.286167 = -363167.351733 nChanged 0 SP:Iteration 39F (2458.813642 sec): 3 clusters Score: Raw -365956.637900 + Penalty 2789.286167 = -363167.351733 nChanged 0 Trying to split cluster 23 (44093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2458.894451 sec): 2 clusters Score: Raw -3013277.227090 + Penalty 1737.784152 = -3011539.442938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2459.001067 sec): 3 clusters Score: Raw -2985312.422491 + Penalty 3475.568304 = -2981836.854187 nChanged 20738 SP:Iteration 1F (2459.125665 sec): 3 clusters Score: Raw -2997083.071622 + Penalty 3475.568304 = -2993607.503319 nChanged 1922 SP:Iteration 2Q (2459.247585 sec): 3 clusters Score: Raw -2997715.690743 + Penalty 3475.568304 = -2994240.122439 nChanged 1904 SP:Iteration 3Q (2459.363094 sec): 3 clusters Score: Raw -2998403.765580 + Penalty 3475.568304 = -2994928.197276 nChanged 2015 SP:Iteration 4Q (2459.489951 sec): 3 clusters Score: Raw -2999193.249874 + Penalty 3475.568304 = -2995717.681570 nChanged 2105 SP:Iteration 5Q (2459.630032 sec): 3 clusters Score: Raw -3000083.459001 + Penalty 3475.568304 = -2996607.890697 nChanged 2242 SP:Iteration 6F (2459.758163 sec): 3 clusters Score: Raw -3001175.956966 + Penalty 3475.568304 = -2997700.388662 nChanged 2339 SP:Iteration 7F (2459.882520 sec): 3 clusters Score: Raw -3002486.702874 + Penalty 3475.568304 = -2999011.134571 nChanged 2356 SP:Iteration 8F (2459.994467 sec): 3 clusters Score: Raw -3003933.248976 + Penalty 3475.568304 = -3000457.680672 nChanged 2325 SP:Iteration 9F (2460.121654 sec): 3 clusters Score: Raw -3005545.510146 + Penalty 3475.568304 = -3002069.941843 nChanged 2163 SP:Iteration 10Q (2460.249922 sec): 3 clusters Score: Raw -3006864.219279 + Penalty 3475.568304 = -3003388.650975 nChanged 1732 SP:Iteration 11Q (2460.374417 sec): 3 clusters Score: Raw -3007724.795672 + Penalty 3475.568304 = -3004249.227368 nChanged 1273 SP:Iteration 12Q (2460.495970 sec): 3 clusters Score: Raw -3008177.259523 + Penalty 3475.568304 = -3004701.691219 nChanged 879 SP:Iteration 13Q (2460.616808 sec): 3 clusters Score: Raw -3008423.727099 + Penalty 3475.568304 = -3004948.158795 nChanged 658 SP:Iteration 14Q (2460.738128 sec): 3 clusters Score: Raw -3008595.622652 + Penalty 3475.568304 = -3005120.054348 nChanged 590 SP:Iteration 15Q (2460.860608 sec): 3 clusters Score: Raw -3008752.833116 + Penalty 3475.568304 = -3005277.264812 nChanged 544 SP:Iteration 16Q (2460.974231 sec): 3 clusters Score: Raw -3008890.901529 + Penalty 3475.568304 = -3005415.333225 nChanged 522 SP:Iteration 17Q (2461.108045 sec): 3 clusters Score: Raw -3009023.301045 + Penalty 3475.568304 = -3005547.732741 nChanged 530 SP:Iteration 18Q (2461.223589 sec): 3 clusters Score: Raw -3009155.078729 + Penalty 3475.568304 = -3005679.510426 nChanged 521 SP:Iteration 19Q (2461.332598 sec): 3 clusters Score: Raw -3009283.612814 + Penalty 3475.568304 = -3005808.044511 nChanged 520 SP:Iteration 20F (2461.462777 sec): 3 clusters Score: Raw -3009414.727863 + Penalty 3475.568304 = -3005939.159559 nChanged 540 SP:Iteration 21Q (2461.574099 sec): 3 clusters Score: Raw -3009555.960877 + Penalty 3475.568304 = -3006080.392574 nChanged 556 SP:Iteration 22Q (2461.698472 sec): 3 clusters Score: Raw -3009700.362666 + Penalty 3475.568304 = -3006224.794362 nChanged 532 SP:Iteration 23Q (2461.827406 sec): 3 clusters Score: Raw -3009836.852431 + Penalty 3475.568304 = -3006361.284127 nChanged 523 SP:Iteration 24Q (2461.948882 sec): 3 clusters Score: Raw -3009978.120312 + Penalty 3475.568304 = -3006502.552008 nChanged 563 SP:Iteration 25Q (2462.063470 sec): 3 clusters Score: Raw -3010134.090630 + Penalty 3475.568304 = -3006658.522327 nChanged 569 SP:Iteration 26Q (2462.163774 sec): 3 clusters Score: Raw -3010299.006903 + Penalty 3475.568304 = -3006823.438600 nChanged 594 SP:Iteration 27Q (2462.276036 sec): 3 clusters Score: Raw -3010480.052984 + Penalty 3475.568304 = -3007004.484680 nChanged 617 SP:Iteration 28Q (2462.400178 sec): 3 clusters Score: Raw -3010674.623999 + Penalty 3475.568304 = -3007199.055695 nChanged 601 SP:Iteration 29Q (2462.515980 sec): 3 clusters Score: Raw -3010864.859819 + Penalty 3475.568304 = -3007389.291516 nChanged 600 SP:Iteration 30Q (2462.629258 sec): 3 clusters Score: Raw -3011069.091632 + Penalty 3475.568304 = -3007593.523328 nChanged 656 SP:Iteration 31Q (2462.732261 sec): 3 clusters Score: Raw -3011312.420398 + Penalty 3475.568304 = -3007836.852094 nChanged 631 SP:Iteration 32Q (2462.848147 sec): 3 clusters Score: Raw -3011561.560976 + Penalty 3475.568304 = -3008085.992673 nChanged 633 SP:Iteration 33Q (2462.968192 sec): 3 clusters Score: Raw -3011827.598656 + Penalty 3475.568304 = -3008352.030352 nChanged 620 SP:Iteration 34Q (2463.072620 sec): 3 clusters Score: Raw -3012086.102331 + Penalty 3475.568304 = -3008610.534028 nChanged 543 SP:Iteration 35Q (2463.176956 sec): 3 clusters Score: Raw -3012316.543305 + Penalty 3475.568304 = -3008840.975002 nChanged 531 SP:Iteration 36Q (2463.291683 sec): 3 clusters Score: Raw -3012557.880380 + Penalty 3475.568304 = -3009082.312076 nChanged 510 SP:Iteration 37Q (2463.409564 sec): 3 clusters Score: Raw -3012812.243114 + Penalty 3475.568304 = -3009336.674810 nChanged 504 SP:Iteration 38Q (2463.524162 sec): 3 clusters Score: Raw -3013088.976955 + Penalty 3475.568304 = -3009613.408651 nChanged 442 SP:Iteration 39Q (2463.620389 sec): 3 clusters Score: Raw -3013329.707724 + Penalty 3475.568304 = -3009854.139421 nChanged 342 SP:Iteration 40F (2463.744160 sec): 3 clusters Score: Raw -3013514.073866 + Penalty 3475.568304 = -3010038.505562 nChanged 257 SP:Iteration 41Q (2463.848877 sec): 3 clusters Score: Raw -3013658.243373 + Penalty 3475.568304 = -3010182.675070 nChanged 184 SP:Iteration 42Q (2463.963371 sec): 3 clusters Score: Raw -3013751.232524 + Penalty 3475.568304 = -3010275.664220 nChanged 129 SP:Iteration 43Q (2464.073733 sec): 3 clusters Score: Raw -3013814.416509 + Penalty 3475.568304 = -3010338.848206 nChanged 98 SP:Iteration 44Q (2464.179318 sec): 3 clusters Score: Raw -3013858.313468 + Penalty 3475.568304 = -3010382.745165 nChanged 67 SP:Iteration 45Q (2464.292169 sec): 3 clusters Score: Raw -3013889.953440 + Penalty 3475.568304 = -3010414.385137 nChanged 60 SP:Iteration 46Q (2464.399819 sec): 3 clusters Score: Raw -3013913.668824 + Penalty 3475.568304 = -3010438.100521 nChanged 40 SP:Iteration 47Q (2464.494445 sec): 3 clusters Score: Raw -3013929.184087 + Penalty 3475.568304 = -3010453.615783 nChanged 27 SP:Iteration 48Q (2464.610373 sec): 3 clusters Score: Raw -3013940.239052 + Penalty 3475.568304 = -3010464.670748 nChanged 22 SP:Iteration 49Q (2464.710501 sec): 3 clusters Score: Raw -3013950.899555 + Penalty 3475.568304 = -3010475.331251 nChanged 25 SP:Iteration 50Q (2464.823785 sec): 3 clusters Score: Raw -3013957.574413 + Penalty 3475.568304 = -3010482.006109 nChanged 11 SP:Iteration 51Q (2464.921812 sec): 3 clusters Score: Raw -3013963.580418 + Penalty 3475.568304 = -3010488.012115 nChanged 10 SP:Iteration 52Q (2465.021377 sec): 3 clusters Score: Raw -3013970.683056 + Penalty 3475.568304 = -3010495.114753 nChanged 14 SP:Iteration 53Q (2465.122949 sec): 3 clusters Score: Raw -3013979.996329 + Penalty 3475.568304 = -3010504.428025 nChanged 11 SP:Iteration 54Q (2465.213367 sec): 3 clusters Score: Raw -3013985.390798 + Penalty 3475.568304 = -3010509.822494 nChanged 9 SP:Iteration 55Q (2465.311451 sec): 3 clusters Score: Raw -3013989.753995 + Penalty 3475.568304 = -3010514.185692 nChanged 8 SP:Iteration 56Q (2465.411991 sec): 3 clusters Score: Raw -3013992.188446 + Penalty 3475.568304 = -3010516.620143 nChanged 2 SP:Iteration 57Q (2465.495582 sec): 3 clusters Score: Raw -3013993.042358 + Penalty 3475.568304 = -3010517.474054 nChanged 3 SP:Iteration 58Q (2465.595401 sec): 3 clusters Score: Raw -3013994.479939 + Penalty 3475.568304 = -3010518.911635 nChanged 5 SP:Iteration 59Q (2465.693295 sec): 3 clusters Score: Raw -3013996.662557 + Penalty 3475.568304 = -3010521.094253 nChanged 2 SP:Iteration 60F (2465.809857 sec): 3 clusters Score: Raw -3013997.289864 + Penalty 3475.568304 = -3010521.721560 nChanged 0 Trying to split cluster 24 (24701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2465.856462 sec): 2 clusters Score: Raw -1690834.953151 + Penalty 1643.622339 = -1689191.330812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2465.959353 sec): 3 clusters Score: Raw -1675699.451553 + Penalty 3287.244677 = -1672412.206875 nChanged 11331 SP:Iteration 1F (2466.037719 sec): 3 clusters Score: Raw -1682016.283666 + Penalty 3287.244677 = -1678729.038988 nChanged 1309 SP:Iteration 2F (2466.138471 sec): 3 clusters Score: Raw -1682492.997187 + Penalty 3287.244677 = -1679205.752509 nChanged 1185 SP:Iteration 3Q (2466.226255 sec): 3 clusters Score: Raw -1682965.215287 + Penalty 3287.244677 = -1679677.970610 nChanged 1172 SP:Iteration 4Q (2466.313777 sec): 3 clusters Score: Raw -1683516.675755 + Penalty 3287.244677 = -1680229.431078 nChanged 1219 SP:Iteration 5Q (2466.401608 sec): 3 clusters Score: Raw -1684219.394495 + Penalty 3287.244677 = -1680932.149818 nChanged 1332 SP:Iteration 6F (2466.497912 sec): 3 clusters Score: Raw -1685068.668149 + Penalty 3287.244677 = -1681781.423471 nChanged 1402 SP:Iteration 7F (2466.581247 sec): 3 clusters Score: Raw -1686017.182032 + Penalty 3287.244677 = -1682729.937354 nChanged 1359 SP:Iteration 8F (2466.678107 sec): 3 clusters Score: Raw -1686869.130708 + Penalty 3287.244677 = -1683581.886031 nChanged 1124 SP:Iteration 9Q (2466.774866 sec): 3 clusters Score: Raw -1687498.638210 + Penalty 3287.244677 = -1684211.393533 nChanged 926 SP:Iteration 10Q (2466.862567 sec): 3 clusters Score: Raw -1687964.509003 + Penalty 3287.244677 = -1684677.264325 nChanged 787 SP:Iteration 11Q (2466.953581 sec): 3 clusters Score: Raw -1688282.034862 + Penalty 3287.244677 = -1684994.790185 nChanged 582 SP:Iteration 12Q (2467.044520 sec): 3 clusters Score: Raw -1688480.491089 + Penalty 3287.244677 = -1685193.246411 nChanged 472 SP:Iteration 13Q (2467.120345 sec): 3 clusters Score: Raw -1688628.917311 + Penalty 3287.244677 = -1685341.672634 nChanged 378 SP:Iteration 14Q (2467.216617 sec): 3 clusters Score: Raw -1688742.442599 + Penalty 3287.244677 = -1685455.197921 nChanged 366 SP:Iteration 15Q (2467.304118 sec): 3 clusters Score: Raw -1688840.862287 + Penalty 3287.244677 = -1685553.617610 nChanged 290 SP:Iteration 16Q (2467.394514 sec): 3 clusters Score: Raw -1688920.091324 + Penalty 3287.244677 = -1685632.846647 nChanged 292 SP:Iteration 17Q (2467.483946 sec): 3 clusters Score: Raw -1688990.211050 + Penalty 3287.244677 = -1685702.966372 nChanged 254 SP:Iteration 18Q (2467.570289 sec): 3 clusters Score: Raw -1689047.241182 + Penalty 3287.244677 = -1685759.996504 nChanged 243 SP:Iteration 19Q (2467.660952 sec): 3 clusters Score: Raw -1689095.767212 + Penalty 3287.244677 = -1685808.522535 nChanged 215 SP:Iteration 20F (2467.746678 sec): 3 clusters Score: Raw -1689137.440677 + Penalty 3287.244677 = -1685850.196000 nChanged 211 SP:Iteration 21Q (2467.825749 sec): 3 clusters Score: Raw -1689181.166646 + Penalty 3287.244677 = -1685893.921968 nChanged 194 SP:Iteration 22Q (2467.907544 sec): 3 clusters Score: Raw -1689221.050244 + Penalty 3287.244677 = -1685933.805566 nChanged 183 SP:Iteration 23Q (2467.997749 sec): 3 clusters Score: Raw -1689255.136821 + Penalty 3287.244677 = -1685967.892143 nChanged 190 SP:Iteration 24Q (2468.091516 sec): 3 clusters Score: Raw -1689292.622222 + Penalty 3287.244677 = -1686005.377545 nChanged 161 SP:Iteration 25Q (2468.173317 sec): 3 clusters Score: Raw -1689318.521530 + Penalty 3287.244677 = -1686031.276853 nChanged 136 SP:Iteration 26Q (2468.249886 sec): 3 clusters Score: Raw -1689337.769124 + Penalty 3287.244677 = -1686050.524446 nChanged 127 SP:Iteration 27Q (2468.336360 sec): 3 clusters Score: Raw -1689355.898373 + Penalty 3287.244677 = -1686068.653695 nChanged 110 SP:Iteration 28Q (2468.433753 sec): 3 clusters Score: Raw -1689372.913657 + Penalty 3287.244677 = -1686085.668980 nChanged 122 SP:Iteration 29Q (2468.523102 sec): 3 clusters Score: Raw -1689387.879536 + Penalty 3287.244677 = -1686100.634859 nChanged 93 SP:Iteration 30Q (2468.605440 sec): 3 clusters Score: Raw -1689397.624231 + Penalty 3287.244677 = -1686110.379554 nChanged 77 SP:Iteration 31Q (2468.686400 sec): 3 clusters Score: Raw -1689404.969833 + Penalty 3287.244677 = -1686117.725155 nChanged 77 SP:Iteration 32Q (2468.774540 sec): 3 clusters Score: Raw -1689413.913188 + Penalty 3287.244677 = -1686126.668510 nChanged 83 SP:Iteration 33Q (2468.866757 sec): 3 clusters Score: Raw -1689423.733637 + Penalty 3287.244677 = -1686136.488960 nChanged 83 SP:Iteration 34Q (2468.951189 sec): 3 clusters Score: Raw -1689433.911345 + Penalty 3287.244677 = -1686146.666668 nChanged 91 SP:Iteration 35Q (2469.047855 sec): 3 clusters Score: Raw -1689444.284378 + Penalty 3287.244677 = -1686157.039700 nChanged 82 SP:Iteration 36Q (2469.124270 sec): 3 clusters Score: Raw -1689456.330958 + Penalty 3287.244677 = -1686169.086281 nChanged 97 SP:Iteration 37Q (2469.224284 sec): 3 clusters Score: Raw -1689469.737851 + Penalty 3287.244677 = -1686182.493173 nChanged 79 SP:Iteration 38Q (2469.311380 sec): 3 clusters Score: Raw -1689478.102580 + Penalty 3287.244677 = -1686190.857903 nChanged 77 SP:Iteration 39Q (2469.400630 sec): 3 clusters Score: Raw -1689485.048530 + Penalty 3287.244677 = -1686197.803853 nChanged 61 SP:Iteration 40F (2469.490617 sec): 3 clusters Score: Raw -1689490.813172 + Penalty 3287.244677 = -1686203.568494 nChanged 62 SP:Iteration 41Q (2469.573322 sec): 3 clusters Score: Raw -1689496.891119 + Penalty 3287.244677 = -1686209.646441 nChanged 61 SP:Iteration 42Q (2469.641379 sec): 3 clusters Score: Raw -1689502.815817 + Penalty 3287.244677 = -1686215.571140 nChanged 70 SP:Iteration 43Q (2469.729303 sec): 3 clusters Score: Raw -1689510.102940 + Penalty 3287.244677 = -1686222.858263 nChanged 76 SP:Iteration 44Q (2469.799970 sec): 3 clusters Score: Raw -1689518.615401 + Penalty 3287.244677 = -1686231.370723 nChanged 90 SP:Iteration 45Q (2469.883020 sec): 3 clusters Score: Raw -1689531.175058 + Penalty 3287.244677 = -1686243.930381 nChanged 90 SP:Iteration 46Q (2469.978003 sec): 3 clusters Score: Raw -1689543.928149 + Penalty 3287.244677 = -1686256.683472 nChanged 106 SP:Iteration 47Q (2470.068428 sec): 3 clusters Score: Raw -1689558.643481 + Penalty 3287.244677 = -1686271.398803 nChanged 102 SP:Iteration 48Q (2470.154106 sec): 3 clusters Score: Raw -1689572.000153 + Penalty 3287.244677 = -1686284.755476 nChanged 107 SP:Iteration 49Q (2470.244448 sec): 3 clusters Score: Raw -1689585.810700 + Penalty 3287.244677 = -1686298.566023 nChanged 95 SP:Iteration 50Q (2470.333124 sec): 3 clusters Score: Raw -1689597.019371 + Penalty 3287.244677 = -1686309.774694 nChanged 93 SP:Iteration 51Q (2470.418658 sec): 3 clusters Score: Raw -1689609.569546 + Penalty 3287.244677 = -1686322.324868 nChanged 96 SP:Iteration 52Q (2470.512353 sec): 3 clusters Score: Raw -1689624.633163 + Penalty 3287.244677 = -1686337.388485 nChanged 96 SP:Iteration 53Q (2470.597563 sec): 3 clusters Score: Raw -1689637.736929 + Penalty 3287.244677 = -1686350.492252 nChanged 79 SP:Iteration 54Q (2470.688277 sec): 3 clusters Score: Raw -1689647.253695 + Penalty 3287.244677 = -1686360.009018 nChanged 84 SP:Iteration 55Q (2470.774727 sec): 3 clusters Score: Raw -1689658.930815 + Penalty 3287.244677 = -1686371.686137 nChanged 90 SP:Iteration 56Q (2470.846063 sec): 3 clusters Score: Raw -1689671.036978 + Penalty 3287.244677 = -1686383.792301 nChanged 91 SP:Iteration 57Q (2470.936879 sec): 3 clusters Score: Raw -1689683.357805 + Penalty 3287.244677 = -1686396.113128 nChanged 85 SP:Iteration 58Q (2471.012005 sec): 3 clusters Score: Raw -1689694.796543 + Penalty 3287.244677 = -1686407.551865 nChanged 85 SP:Iteration 59Q (2471.105555 sec): 3 clusters Score: Raw -1689707.975142 + Penalty 3287.244677 = -1686420.730465 nChanged 84 SP:Iteration 60F (2471.197787 sec): 3 clusters Score: Raw -1689720.133803 + Penalty 3287.244677 = -1686432.889126 nChanged 102 SP:Iteration 61Q (2471.280813 sec): 3 clusters Score: Raw -1689736.046830 + Penalty 3287.244677 = -1686448.802152 nChanged 111 SP:Iteration 62Q (2471.368552 sec): 3 clusters Score: Raw -1689753.109259 + Penalty 3287.244677 = -1686465.864581 nChanged 112 SP:Iteration 63Q (2471.451154 sec): 3 clusters Score: Raw -1689771.130720 + Penalty 3287.244677 = -1686483.886042 nChanged 111 SP:Iteration 64Q (2471.535029 sec): 3 clusters Score: Raw -1689789.589448 + Penalty 3287.244677 = -1686502.344770 nChanged 126 SP:Iteration 65Q (2471.619461 sec): 3 clusters Score: Raw -1689807.724171 + Penalty 3287.244677 = -1686520.479493 nChanged 112 SP:Iteration 66Q (2471.700823 sec): 3 clusters Score: Raw -1689825.902383 + Penalty 3287.244677 = -1686538.657706 nChanged 110 SP:Iteration 67Q (2471.783226 sec): 3 clusters Score: Raw -1689844.888128 + Penalty 3287.244677 = -1686557.643450 nChanged 111 SP:Iteration 68Q (2471.867962 sec): 3 clusters Score: Raw -1689864.281017 + Penalty 3287.244677 = -1686577.036340 nChanged 121 SP:Iteration 69Q (2471.950702 sec): 3 clusters Score: Raw -1689885.938505 + Penalty 3287.244677 = -1686598.693827 nChanged 137 SP:Iteration 70Q (2472.032249 sec): 3 clusters Score: Raw -1689910.543260 + Penalty 3287.244677 = -1686623.298583 nChanged 121 SP:Iteration 71Q (2472.116780 sec): 3 clusters Score: Raw -1689933.635227 + Penalty 3287.244677 = -1686646.390550 nChanged 129 SP:Iteration 72Q (2472.197669 sec): 3 clusters Score: Raw -1689962.214314 + Penalty 3287.244677 = -1686674.969637 nChanged 142 SP:Iteration 73Q (2472.283797 sec): 3 clusters Score: Raw -1689991.523804 + Penalty 3287.244677 = -1686704.279127 nChanged 137 SP:Iteration 74Q (2472.366619 sec): 3 clusters Score: Raw -1690018.972513 + Penalty 3287.244677 = -1686731.727836 nChanged 130 SP:Iteration 75Q (2472.451067 sec): 3 clusters Score: Raw -1690046.987670 + Penalty 3287.244677 = -1686759.742993 nChanged 130 SP:Iteration 76Q (2472.534491 sec): 3 clusters Score: Raw -1690077.515556 + Penalty 3287.244677 = -1686790.270879 nChanged 151 SP:Iteration 77Q (2472.616387 sec): 3 clusters Score: Raw -1690118.116199 + Penalty 3287.244677 = -1686830.871522 nChanged 173 SP:Iteration 78Q (2472.696577 sec): 3 clusters Score: Raw -1690166.601997 + Penalty 3287.244677 = -1686879.357319 nChanged 159 SP:Iteration 79Q (2472.777582 sec): 3 clusters Score: Raw -1690211.429591 + Penalty 3287.244677 = -1686924.184913 nChanged 152 SP:Iteration 80F (2472.867538 sec): 3 clusters Score: Raw -1690252.427359 + Penalty 3287.244677 = -1686965.182681 nChanged 132 SP:Iteration 81Q (2472.954635 sec): 3 clusters Score: Raw -1690290.127772 + Penalty 3287.244677 = -1687002.883095 nChanged 140 SP:Iteration 82Q (2473.037548 sec): 3 clusters Score: Raw -1690332.794726 + Penalty 3287.244677 = -1687045.550049 nChanged 148 SP:Iteration 83Q (2473.121778 sec): 3 clusters Score: Raw -1690372.576325 + Penalty 3287.244677 = -1687085.331647 nChanged 140 SP:Iteration 84Q (2473.206474 sec): 3 clusters Score: Raw -1690415.241194 + Penalty 3287.244677 = -1687127.996516 nChanged 150 SP:Iteration 85Q (2473.291404 sec): 3 clusters Score: Raw -1690461.869045 + Penalty 3287.244677 = -1687174.624368 nChanged 118 SP:Iteration 86Q (2473.378577 sec): 3 clusters Score: Raw -1690492.707374 + Penalty 3287.244677 = -1687205.462696 nChanged 106 SP:Iteration 87Q (2473.462020 sec): 3 clusters Score: Raw -1690520.358047 + Penalty 3287.244677 = -1687233.113370 nChanged 93 SP:Iteration 88Q (2473.543868 sec): 3 clusters Score: Raw -1690540.367234 + Penalty 3287.244677 = -1687253.122557 nChanged 74 SP:Iteration 89Q (2473.614505 sec): 3 clusters Score: Raw -1690557.279816 + Penalty 3287.244677 = -1687270.035139 nChanged 93 SP:Iteration 90Q (2473.707355 sec): 3 clusters Score: Raw -1690580.090540 + Penalty 3287.244677 = -1687292.845862 nChanged 87 SP:Iteration 91Q (2473.790594 sec): 3 clusters Score: Raw -1690602.778194 + Penalty 3287.244677 = -1687315.533517 nChanged 94 SP:Iteration 92Q (2473.869016 sec): 3 clusters Score: Raw -1690628.002635 + Penalty 3287.244677 = -1687340.757957 nChanged 102 SP:Iteration 93Q (2473.949964 sec): 3 clusters Score: Raw -1690656.594037 + Penalty 3287.244677 = -1687369.349359 nChanged 90 SP:Iteration 94Q (2474.028988 sec): 3 clusters Score: Raw -1690683.222905 + Penalty 3287.244677 = -1687395.978228 nChanged 87 SP:Iteration 95Q (2474.116440 sec): 3 clusters Score: Raw -1690710.728641 + Penalty 3287.244677 = -1687423.483964 nChanged 94 SP:Iteration 96Q (2474.202875 sec): 3 clusters Score: Raw -1690738.047554 + Penalty 3287.244677 = -1687450.802877 nChanged 83 SP:Iteration 97Q (2474.288130 sec): 3 clusters Score: Raw -1690764.595707 + Penalty 3287.244677 = -1687477.351030 nChanged 78 SP:Iteration 98Q (2474.372667 sec): 3 clusters Score: Raw -1690790.962841 + Penalty 3287.244677 = -1687503.718163 nChanged 88 SP:Iteration 99Q (2474.454889 sec): 3 clusters Score: Raw -1690821.599331 + Penalty 3287.244677 = -1687534.354653 nChanged 80 SP:Iteration 100F (2474.541581 sec): 3 clusters Score: Raw -1690849.246960 + Penalty 3287.244677 = -1687562.002283 nChanged 78 SP:Iteration 101Q (2474.625158 sec): 3 clusters Score: Raw -1690873.763285 + Penalty 3287.244677 = -1687586.518607 nChanged 60 SP:Iteration 102Q (2474.697656 sec): 3 clusters Score: Raw -1690893.895632 + Penalty 3287.244677 = -1687606.650955 nChanged 61 SP:Iteration 103Q (2474.785932 sec): 3 clusters Score: Raw -1690914.807327 + Penalty 3287.244677 = -1687627.562649 nChanged 56 SP:Iteration 104Q (2474.851446 sec): 3 clusters Score: Raw -1690933.792836 + Penalty 3287.244677 = -1687646.548158 nChanged 50 SP:Iteration 105Q (2474.946698 sec): 3 clusters Score: Raw -1690950.110382 + Penalty 3287.244677 = -1687662.865705 nChanged 40 SP:Iteration 106Q (2475.031830 sec): 3 clusters Score: Raw -1690965.752458 + Penalty 3287.244677 = -1687678.507781 nChanged 41 SP:Iteration 107Q (2475.112491 sec): 3 clusters Score: Raw -1690978.836874 + Penalty 3287.244677 = -1687691.592197 nChanged 30 SP:Iteration 108Q (2475.192116 sec): 3 clusters Score: Raw -1690987.956471 + Penalty 3287.244677 = -1687700.711793 nChanged 25 SP:Iteration 109Q (2475.267655 sec): 3 clusters Score: Raw -1690995.101845 + Penalty 3287.244677 = -1687707.857167 nChanged 20 SP:Iteration 110Q (2475.355575 sec): 3 clusters Score: Raw -1690999.769683 + Penalty 3287.244677 = -1687712.525005 nChanged 13 SP:Iteration 111Q (2475.438739 sec): 3 clusters Score: Raw -1691002.923300 + Penalty 3287.244677 = -1687715.678623 nChanged 11 SP:Iteration 112Q (2475.513955 sec): 3 clusters Score: Raw -1691006.022034 + Penalty 3287.244677 = -1687718.777356 nChanged 10 SP:Iteration 113Q (2475.595015 sec): 3 clusters Score: Raw -1691009.398628 + Penalty 3287.244677 = -1687722.153951 nChanged 14 SP:Iteration 114Q (2475.677635 sec): 3 clusters Score: Raw -1691014.718313 + Penalty 3287.244677 = -1687727.473635 nChanged 15 SP:Iteration 115Q (2475.753345 sec): 3 clusters Score: Raw -1691020.073984 + Penalty 3287.244677 = -1687732.829306 nChanged 12 SP:Iteration 116Q (2475.826432 sec): 3 clusters Score: Raw -1691025.691017 + Penalty 3287.244677 = -1687738.446339 nChanged 19 SP:Iteration 117Q (2475.904943 sec): 3 clusters Score: Raw -1691032.229105 + Penalty 3287.244677 = -1687744.984427 nChanged 11 SP:Iteration 118Q (2475.982591 sec): 3 clusters Score: Raw -1691035.968879 + Penalty 3287.244677 = -1687748.724201 nChanged 10 SP:Iteration 119Q (2476.069806 sec): 3 clusters Score: Raw -1691039.105674 + Penalty 3287.244677 = -1687751.860996 nChanged 9 SP:Iteration 120F (2476.158557 sec): 3 clusters Score: Raw -1691042.727697 + Penalty 3287.244677 = -1687755.483020 nChanged 15 SP:Iteration 121Q (2476.245908 sec): 3 clusters Score: Raw -1691048.988089 + Penalty 3287.244677 = -1687761.743412 nChanged 18 SP:Iteration 122Q (2476.331181 sec): 3 clusters Score: Raw -1691058.929703 + Penalty 3287.244677 = -1687771.685026 nChanged 20 SP:Iteration 123Q (2476.404838 sec): 3 clusters Score: Raw -1691070.014331 + Penalty 3287.244677 = -1687782.769654 nChanged 24 SP:Iteration 124Q (2476.491606 sec): 3 clusters Score: Raw -1691081.743125 + Penalty 3287.244677 = -1687794.498448 nChanged 25 SP:Iteration 125Q (2476.574327 sec): 3 clusters Score: Raw -1691093.881364 + Penalty 3287.244677 = -1687806.636687 nChanged 19 SP:Iteration 126Q (2476.653627 sec): 3 clusters Score: Raw -1691102.762948 + Penalty 3287.244677 = -1687815.518270 nChanged 17 SP:Iteration 127Q (2476.735535 sec): 3 clusters Score: Raw -1691109.620550 + Penalty 3287.244677 = -1687822.375872 nChanged 17 SP:Iteration 128Q (2476.812050 sec): 3 clusters Score: Raw -1691116.211910 + Penalty 3287.244677 = -1687828.967232 nChanged 13 SP:Iteration 129Q (2476.892819 sec): 3 clusters Score: Raw -1691121.150207 + Penalty 3287.244677 = -1687833.905530 nChanged 11 SP:Iteration 130Q (2476.968849 sec): 3 clusters Score: Raw -1691125.455547 + Penalty 3287.244677 = -1687838.210869 nChanged 9 SP:Iteration 131Q (2477.046156 sec): 3 clusters Score: Raw -1691129.177355 + Penalty 3287.244677 = -1687841.932678 nChanged 8 SP:Iteration 132Q (2477.125535 sec): 3 clusters Score: Raw -1691134.919273 + Penalty 3287.244677 = -1687847.674595 nChanged 9 SP:Iteration 133Q (2477.208512 sec): 3 clusters Score: Raw -1691139.571492 + Penalty 3287.244677 = -1687852.326815 nChanged 7 SP:Iteration 134Q (2477.287141 sec): 3 clusters Score: Raw -1691142.449640 + Penalty 3287.244677 = -1687855.204962 nChanged 5 SP:Iteration 135Q (2477.360362 sec): 3 clusters Score: Raw -1691144.534652 + Penalty 3287.244677 = -1687857.289974 nChanged 1 SP:Iteration 136Q (2477.433751 sec): 3 clusters Score: Raw -1691144.889941 + Penalty 3287.244677 = -1687857.645264 nChanged 1 SP:Iteration 137Q (2477.501191 sec): 3 clusters Score: Raw -1691146.163049 + Penalty 3287.244677 = -1687858.918371 nChanged 1 SP:Iteration 138Q (2477.570509 sec): 3 clusters Score: Raw -1691146.906484 + Penalty 3287.244677 = -1687859.661807 nChanged 1 SP:Iteration 139Q (2477.654493 sec): 3 clusters Score: Raw -1691147.258107 + Penalty 3287.244677 = -1687860.013430 nChanged 1 SP:Iteration 140F (2477.727339 sec): 3 clusters Score: Raw -1691147.697162 + Penalty 3287.244677 = -1687860.452484 nChanged 0 Trying to split cluster 25 (1213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2477.760700 sec): 2 clusters Score: Raw -80703.346776 + Penalty 1153.888435 = -79549.458341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2477.802953 sec): 3 clusters Score: Raw -80272.193226 + Penalty 2307.776870 = -77964.416356 nChanged 371 SP:Iteration 1F (2477.841022 sec): 3 clusters Score: Raw -80529.421978 + Penalty 2307.776870 = -78221.645107 nChanged 66 SP:Iteration 2F (2477.895411 sec): 3 clusters Score: Raw -80599.706793 + Penalty 2307.776870 = -78291.929922 nChanged 42 SP:Iteration 3Q (2477.929607 sec): 3 clusters Score: Raw -80635.717565 + Penalty 2307.776870 = -78327.940694 nChanged 31 SP:Iteration 4Q (2477.980980 sec): 3 clusters Score: Raw -80662.775008 + Penalty 2307.776870 = -78354.998138 nChanged 26 SP:Iteration 5Q (2478.023352 sec): 3 clusters Score: Raw -80681.751663 + Penalty 2307.776870 = -78373.974793 nChanged 18 SP:Iteration 6Q (2478.068598 sec): 3 clusters Score: Raw -80692.700619 + Penalty 2307.776870 = -78384.923749 nChanged 9 SP:Iteration 7Q (2478.112999 sec): 3 clusters Score: Raw -80698.985392 + Penalty 2307.776870 = -78391.208521 nChanged 12 SP:Iteration 8Q (2478.154533 sec): 3 clusters Score: Raw -80718.893709 + Penalty 2307.776870 = -78411.116838 nChanged 11 SP:Iteration 9Q (2478.197046 sec): 3 clusters Score: Raw -80745.892831 + Penalty 2307.776870 = -78438.115960 nChanged 11 SP:Iteration 10Q (2478.247648 sec): 3 clusters Score: Raw -80767.503567 + Penalty 2307.776870 = -78459.726696 nChanged 21 SP:Iteration 11Q (2478.295287 sec): 3 clusters Score: Raw -80781.732284 + Penalty 2307.776870 = -78473.955414 nChanged 17 SP:Iteration 12Q (2478.344272 sec): 3 clusters Score: Raw -80792.891552 + Penalty 2307.776870 = -78485.114682 nChanged 13 SP:Iteration 13Q (2478.382510 sec): 3 clusters Score: Raw -80800.023453 + Penalty 2307.776870 = -78492.246583 nChanged 7 SP:Iteration 14Q (2478.431121 sec): 3 clusters Score: Raw -80803.383128 + Penalty 2307.776870 = -78495.606257 nChanged 2 SP:Iteration 15Q (2478.475125 sec): 3 clusters Score: Raw -80804.807538 + Penalty 2307.776870 = -78497.030667 nChanged 6 SP:Iteration 16Q (2478.515597 sec): 3 clusters Score: Raw -80810.373918 + Penalty 2307.776870 = -78502.597048 nChanged 7 SP:Iteration 17Q (2478.576616 sec): 3 clusters Score: Raw -80818.502716 + Penalty 2307.776870 = -78510.725845 nChanged 4 SP:Iteration 18Q (2478.616104 sec): 3 clusters Score: Raw -80820.702732 + Penalty 2307.776870 = -78512.925861 nChanged 4 SP:Iteration 19Q (2478.659168 sec): 3 clusters Score: Raw -80822.210522 + Penalty 2307.776870 = -78514.433652 nChanged 4 SP:Iteration 20F (2478.703666 sec): 3 clusters Score: Raw -80824.191803 + Penalty 2307.776870 = -78516.414932 nChanged 2 SP:Iteration 21Q (2478.756647 sec): 3 clusters Score: Raw -80824.709522 + Penalty 2307.776870 = -78516.932652 nChanged 0 SP:Iteration 22F (2478.805032 sec): 3 clusters Score: Raw -80824.709522 + Penalty 2307.776870 = -78516.932652 nChanged 0 Trying to split cluster 26 (4664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2478.825387 sec): 2 clusters Score: Raw -322153.243520 + Penalty 1372.739668 = -320780.503852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2478.890724 sec): 3 clusters Score: Raw -319728.134189 + Penalty 2745.479337 = -316982.654852 nChanged 1895 SP:Iteration 1F (2478.933375 sec): 3 clusters Score: Raw -320744.835826 + Penalty 2745.479337 = -317999.356489 nChanged 344 SP:Iteration 2F (2478.992209 sec): 3 clusters Score: Raw -320950.285914 + Penalty 2745.479337 = -318204.806577 nChanged 264 SP:Iteration 3F (2479.052376 sec): 3 clusters Score: Raw -321117.166510 + Penalty 2745.479337 = -318371.687174 nChanged 238 SP:Iteration 4F (2479.096370 sec): 3 clusters Score: Raw -321282.536142 + Penalty 2745.479337 = -318537.056805 nChanged 248 SP:Iteration 5F (2479.163250 sec): 3 clusters Score: Raw -321428.117597 + Penalty 2745.479337 = -318682.638261 nChanged 247 SP:Iteration 6F (2479.216588 sec): 3 clusters Score: Raw -321589.811997 + Penalty 2745.479337 = -318844.332660 nChanged 230 SP:Iteration 7Q (2479.270816 sec): 3 clusters Score: Raw -321735.187052 + Penalty 2745.479337 = -318989.707716 nChanged 195 SP:Iteration 8Q (2479.330387 sec): 3 clusters Score: Raw -321864.457527 + Penalty 2745.479337 = -319118.978190 nChanged 200 SP:Iteration 9Q (2479.375407 sec): 3 clusters Score: Raw -321993.554111 + Penalty 2745.479337 = -319248.074775 nChanged 170 SP:Iteration 10Q (2479.434285 sec): 3 clusters Score: Raw -322091.485569 + Penalty 2745.479337 = -319346.006232 nChanged 119 SP:Iteration 11Q (2479.482194 sec): 3 clusters Score: Raw -322163.864934 + Penalty 2745.479337 = -319418.385597 nChanged 110 SP:Iteration 12Q (2479.544215 sec): 3 clusters Score: Raw -322233.846800 + Penalty 2745.479337 = -319488.367464 nChanged 96 SP:Iteration 13Q (2479.607378 sec): 3 clusters Score: Raw -322283.025722 + Penalty 2745.479337 = -319537.546386 nChanged 73 SP:Iteration 14Q (2479.663343 sec): 3 clusters Score: Raw -322315.092125 + Penalty 2745.479337 = -319569.612789 nChanged 53 SP:Iteration 15Q (2479.707478 sec): 3 clusters Score: Raw -322337.268690 + Penalty 2745.479337 = -319591.789353 nChanged 40 SP:Iteration 16Q (2479.774044 sec): 3 clusters Score: Raw -322352.106930 + Penalty 2745.479337 = -319606.627594 nChanged 30 SP:Iteration 17Q (2479.823163 sec): 3 clusters Score: Raw -322359.764197 + Penalty 2745.479337 = -319614.284860 nChanged 18 SP:Iteration 18Q (2479.877524 sec): 3 clusters Score: Raw -322364.511312 + Penalty 2745.479337 = -319619.031975 nChanged 16 SP:Iteration 19Q (2479.934815 sec): 3 clusters Score: Raw -322368.456438 + Penalty 2745.479337 = -319622.977101 nChanged 12 SP:Iteration 20F (2479.996227 sec): 3 clusters Score: Raw -322371.658501 + Penalty 2745.479337 = -319626.179164 nChanged 13 SP:Iteration 21Q (2480.048355 sec): 3 clusters Score: Raw -322375.758543 + Penalty 2745.479337 = -319630.279206 nChanged 12 SP:Iteration 22Q (2480.105006 sec): 3 clusters Score: Raw -322378.156011 + Penalty 2745.479337 = -319632.676674 nChanged 12 SP:Iteration 23Q (2480.156611 sec): 3 clusters Score: Raw -322380.878628 + Penalty 2745.479337 = -319635.399291 nChanged 11 SP:Iteration 24Q (2480.197563 sec): 3 clusters Score: Raw -322383.607619 + Penalty 2745.479337 = -319638.128283 nChanged 16 SP:Iteration 25Q (2480.258597 sec): 3 clusters Score: Raw -322387.988699 + Penalty 2745.479337 = -319642.509363 nChanged 16 SP:Iteration 26Q (2480.310054 sec): 3 clusters Score: Raw -322392.177991 + Penalty 2745.479337 = -319646.698655 nChanged 14 SP:Iteration 27Q (2480.361931 sec): 3 clusters Score: Raw -322397.591078 + Penalty 2745.479337 = -319652.111741 nChanged 17 SP:Iteration 28Q (2480.408964 sec): 3 clusters Score: Raw -322403.394658 + Penalty 2745.479337 = -319657.915322 nChanged 11 SP:Iteration 29Q (2480.465526 sec): 3 clusters Score: Raw -322408.097643 + Penalty 2745.479337 = -319662.618306 nChanged 8 SP:Iteration 30Q (2480.520045 sec): 3 clusters Score: Raw -322410.896869 + Penalty 2745.479337 = -319665.417532 nChanged 8 SP:Iteration 31Q (2480.569732 sec): 3 clusters Score: Raw -322413.274946 + Penalty 2745.479337 = -319667.795610 nChanged 6 SP:Iteration 32Q (2480.626329 sec): 3 clusters Score: Raw -322414.939638 + Penalty 2745.479337 = -319669.460301 nChanged 6 SP:Iteration 33Q (2480.679741 sec): 3 clusters Score: Raw -322420.878172 + Penalty 2745.479337 = -319675.398835 nChanged 9 SP:Iteration 34Q (2480.732762 sec): 3 clusters Score: Raw -322424.401926 + Penalty 2745.479337 = -319678.922589 nChanged 7 SP:Iteration 35Q (2480.786958 sec): 3 clusters Score: Raw -322426.333927 + Penalty 2745.479337 = -319680.854591 nChanged 3 SP:Iteration 36Q (2480.842623 sec): 3 clusters Score: Raw -322426.750193 + Penalty 2745.479337 = -319681.270856 nChanged 2 SP:Iteration 37Q (2480.896380 sec): 3 clusters Score: Raw -322427.198369 + Penalty 2745.479337 = -319681.719033 nChanged 4 SP:Iteration 38Q (2480.958144 sec): 3 clusters Score: Raw -322427.874514 + Penalty 2745.479337 = -319682.395178 nChanged 5 SP:Iteration 39Q (2481.007818 sec): 3 clusters Score: Raw -322429.271328 + Penalty 2745.479337 = -319683.791991 nChanged 6 SP:Iteration 40F (2481.060427 sec): 3 clusters Score: Raw -322430.511835 + Penalty 2745.479337 = -319685.032498 nChanged 5 SP:Iteration 41Q (2481.108049 sec): 3 clusters Score: Raw -322431.497499 + Penalty 2745.479337 = -319686.018162 nChanged 8 SP:Iteration 42Q (2481.168406 sec): 3 clusters Score: Raw -322433.832589 + Penalty 2745.479337 = -319688.353252 nChanged 5 SP:Iteration 43Q (2481.227522 sec): 3 clusters Score: Raw -322435.137326 + Penalty 2745.479337 = -319689.657990 nChanged 5 SP:Iteration 44Q (2481.285386 sec): 3 clusters Score: Raw -322435.791952 + Penalty 2745.479337 = -319690.312616 nChanged 2 SP:Iteration 45Q (2481.327286 sec): 3 clusters Score: Raw -322436.146241 + Penalty 2745.479337 = -319690.666904 nChanged 1 SP:Iteration 46Q (2481.389854 sec): 3 clusters Score: Raw -322436.875418 + Penalty 2745.479337 = -319691.396082 nChanged 0 SP:Iteration 47F (2481.436168 sec): 3 clusters Score: Raw -322436.875418 + Penalty 2745.479337 = -319691.396082 nChanged 0 Trying to split cluster 27 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2481.467738 sec): 2 clusters Score: Raw -13571.828839 + Penalty 905.475030 = -12666.353809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2481.516336 sec): 3 clusters Score: Raw -13684.223987 + Penalty 1810.950060 = -11873.273927 nChanged 35 SP:Iteration 1F (2481.550045 sec): 3 clusters Score: Raw -13785.485462 + Penalty 1810.950060 = -11974.535401 nChanged 20 SP:Iteration 2F (2481.608360 sec): 3 clusters Score: Raw -13836.479566 + Penalty 1810.950060 = -12025.529505 nChanged 6 SP:Iteration 3Q (2481.652713 sec): 3 clusters Score: Raw -13858.572782 + Penalty 1810.950060 = -12047.622721 nChanged 8 SP:Iteration 4Q (2481.689561 sec): 3 clusters Score: Raw -13881.450759 + Penalty 1810.950060 = -12070.500698 nChanged 4 SP:Iteration 5Q (2481.736975 sec): 3 clusters Score: Raw -13893.778347 + Penalty 1810.950060 = -12082.828286 nChanged 1 SP:Iteration 6Q (2481.788648 sec): 3 clusters Score: Raw -13898.745393 + Penalty 1810.950060 = -12087.795333 nChanged 0 SP:Iteration 7F (2481.835807 sec): 3 clusters Score: Raw -13898.745393 + Penalty 1810.950060 = -12087.795333 nChanged 0 Trying to split cluster 28 (2038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2481.862326 sec): 2 clusters Score: Raw -132028.825419 + Penalty 1238.205185 = -130790.620234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2481.906575 sec): 3 clusters Score: Raw -131126.384803 + Penalty 2476.410369 = -128649.974433 nChanged 707 SP:Iteration 1F (2481.945834 sec): 3 clusters Score: Raw -131567.951328 + Penalty 2476.410369 = -129091.540958 nChanged 134 SP:Iteration 2F (2482.001404 sec): 3 clusters Score: Raw -131662.689479 + Penalty 2476.410369 = -129186.279110 nChanged 101 SP:Iteration 3Q (2482.047980 sec): 3 clusters Score: Raw -131734.238837 + Penalty 2476.410369 = -129257.828468 nChanged 83 SP:Iteration 4Q (2482.093710 sec): 3 clusters Score: Raw -131795.878110 + Penalty 2476.410369 = -129319.467741 nChanged 78 SP:Iteration 5Q (2482.137113 sec): 3 clusters Score: Raw -131855.737081 + Penalty 2476.410369 = -129379.326711 nChanged 58 SP:Iteration 6Q (2482.185729 sec): 3 clusters Score: Raw -131891.628327 + Penalty 2476.410369 = -129415.217957 nChanged 43 SP:Iteration 7Q (2482.232000 sec): 3 clusters Score: Raw -131924.312385 + Penalty 2476.410369 = -129447.902016 nChanged 39 SP:Iteration 8Q (2482.278972 sec): 3 clusters Score: Raw -131952.712446 + Penalty 2476.410369 = -129476.302077 nChanged 35 SP:Iteration 9Q (2482.326231 sec): 3 clusters Score: Raw -131973.816634 + Penalty 2476.410369 = -129497.406265 nChanged 28 SP:Iteration 10Q (2482.373094 sec): 3 clusters Score: Raw -131994.473992 + Penalty 2476.410369 = -129518.063623 nChanged 27 SP:Iteration 11Q (2482.420048 sec): 3 clusters Score: Raw -132007.885713 + Penalty 2476.410369 = -129531.475344 nChanged 17 SP:Iteration 12Q (2482.465738 sec): 3 clusters Score: Raw -132014.800033 + Penalty 2476.410369 = -129538.389664 nChanged 16 SP:Iteration 13Q (2482.512404 sec): 3 clusters Score: Raw -132022.461650 + Penalty 2476.410369 = -129546.051281 nChanged 18 SP:Iteration 14Q (2482.558073 sec): 3 clusters Score: Raw -132032.456466 + Penalty 2476.410369 = -129556.046096 nChanged 16 SP:Iteration 15Q (2482.604467 sec): 3 clusters Score: Raw -132039.431849 + Penalty 2476.410369 = -129563.021479 nChanged 10 SP:Iteration 16Q (2482.640306 sec): 3 clusters Score: Raw -132043.589415 + Penalty 2476.410369 = -129567.179045 nChanged 5 SP:Iteration 17Q (2482.686614 sec): 3 clusters Score: Raw -132045.375262 + Penalty 2476.410369 = -129568.964893 nChanged 3 SP:Iteration 18Q (2482.736006 sec): 3 clusters Score: Raw -132046.435299 + Penalty 2476.410369 = -129570.024929 nChanged 3 SP:Iteration 19Q (2482.773688 sec): 3 clusters Score: Raw -132048.302094 + Penalty 2476.410369 = -129571.891725 nChanged 2 SP:Iteration 20F (2482.825871 sec): 3 clusters Score: Raw -132049.633187 + Penalty 2476.410369 = -129573.222818 nChanged 5 SP:Iteration 21Q (2482.869127 sec): 3 clusters Score: Raw -132052.075552 + Penalty 2476.410369 = -129575.665183 nChanged 4 SP:Iteration 22Q (2482.920581 sec): 3 clusters Score: Raw -132053.017378 + Penalty 2476.410369 = -129576.607009 nChanged 3 SP:Iteration 23Q (2482.964704 sec): 3 clusters Score: Raw -132053.506276 + Penalty 2476.410369 = -129577.095907 nChanged 0 SP:Iteration 24F (2483.010727 sec): 3 clusters Score: Raw -132053.506276 + Penalty 2476.410369 = -129577.095907 nChanged 0 Trying to split cluster 29 (1885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2483.035081 sec): 2 clusters Score: Raw -113422.363661 + Penalty 1225.523504 = -112196.840158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2483.080404 sec): 3 clusters Score: Raw -112643.215139 + Penalty 2451.047007 = -110192.168132 nChanged 639 SP:Iteration 1F (2483.130093 sec): 3 clusters Score: Raw -113104.863058 + Penalty 2451.047007 = -110653.816051 nChanged 146 SP:Iteration 2F (2483.175691 sec): 3 clusters Score: Raw -113239.560142 + Penalty 2451.047007 = -110788.513135 nChanged 97 SP:Iteration 3F (2483.220232 sec): 3 clusters Score: Raw -113321.489847 + Penalty 2451.047007 = -110870.442840 nChanged 72 SP:Iteration 4Q (2483.264752 sec): 3 clusters Score: Raw -113368.808792 + Penalty 2451.047007 = -110917.761785 nChanged 54 SP:Iteration 5Q (2483.307133 sec): 3 clusters Score: Raw -113403.876778 + Penalty 2451.047007 = -110952.829771 nChanged 39 SP:Iteration 6Q (2483.355523 sec): 3 clusters Score: Raw -113431.927838 + Penalty 2451.047007 = -110980.880831 nChanged 42 SP:Iteration 7Q (2483.391182 sec): 3 clusters Score: Raw -113463.013097 + Penalty 2451.047007 = -111011.966089 nChanged 38 SP:Iteration 8Q (2483.445370 sec): 3 clusters Score: Raw -113490.699145 + Penalty 2451.047007 = -111039.652137 nChanged 37 SP:Iteration 9Q (2483.484332 sec): 3 clusters Score: Raw -113517.696228 + Penalty 2451.047007 = -111066.649221 nChanged 41 SP:Iteration 10Q (2483.542801 sec): 3 clusters Score: Raw -113546.537171 + Penalty 2451.047007 = -111095.490163 nChanged 35 SP:Iteration 11Q (2483.586483 sec): 3 clusters Score: Raw -113573.984776 + Penalty 2451.047007 = -111122.937769 nChanged 28 SP:Iteration 12Q (2483.628509 sec): 3 clusters Score: Raw -113598.488439 + Penalty 2451.047007 = -111147.441432 nChanged 24 SP:Iteration 13Q (2483.685705 sec): 3 clusters Score: Raw -113615.304806 + Penalty 2451.047007 = -111164.257798 nChanged 28 SP:Iteration 14Q (2483.731341 sec): 3 clusters Score: Raw -113642.349651 + Penalty 2451.047007 = -111191.302644 nChanged 34 SP:Iteration 15Q (2483.783809 sec): 3 clusters Score: Raw -113671.012265 + Penalty 2451.047007 = -111219.965257 nChanged 36 SP:Iteration 16Q (2483.823347 sec): 3 clusters Score: Raw -113718.861786 + Penalty 2451.047007 = -111267.814779 nChanged 47 SP:Iteration 17Q (2483.875520 sec): 3 clusters Score: Raw -113763.842181 + Penalty 2451.047007 = -111312.795173 nChanged 40 SP:Iteration 18Q (2483.920249 sec): 3 clusters Score: Raw -113799.560352 + Penalty 2451.047007 = -111348.513345 nChanged 32 SP:Iteration 19Q (2483.970922 sec): 3 clusters Score: Raw -113817.652659 + Penalty 2451.047007 = -111366.605652 nChanged 16 SP:Iteration 20F (2484.026455 sec): 3 clusters Score: Raw -113826.336536 + Penalty 2451.047007 = -111375.289528 nChanged 12 SP:Iteration 21Q (2484.084855 sec): 3 clusters Score: Raw -113834.231521 + Penalty 2451.047007 = -111383.184514 nChanged 19 SP:Iteration 22Q (2484.122877 sec): 3 clusters Score: Raw -113848.381216 + Penalty 2451.047007 = -111397.334208 nChanged 22 SP:Iteration 23Q (2484.180677 sec): 3 clusters Score: Raw -113862.157434 + Penalty 2451.047007 = -111411.110427 nChanged 17 SP:Iteration 24Q (2484.223526 sec): 3 clusters Score: Raw -113875.609228 + Penalty 2451.047007 = -111424.562221 nChanged 16 SP:Iteration 25Q (2484.278950 sec): 3 clusters Score: Raw -113885.882508 + Penalty 2451.047007 = -111434.835501 nChanged 17 SP:Iteration 26Q (2484.319670 sec): 3 clusters Score: Raw -113901.411761 + Penalty 2451.047007 = -111450.364753 nChanged 19 SP:Iteration 27Q (2484.379235 sec): 3 clusters Score: Raw -113914.913721 + Penalty 2451.047007 = -111463.866713 nChanged 27 SP:Iteration 28Q (2484.429830 sec): 3 clusters Score: Raw -113931.354762 + Penalty 2451.047007 = -111480.307755 nChanged 25 SP:Iteration 29Q (2484.477066 sec): 3 clusters Score: Raw -113950.999198 + Penalty 2451.047007 = -111499.952190 nChanged 18 SP:Iteration 30Q (2484.526577 sec): 3 clusters Score: Raw -113963.663347 + Penalty 2451.047007 = -111512.616340 nChanged 20 SP:Iteration 31Q (2484.566505 sec): 3 clusters Score: Raw -113976.104811 + Penalty 2451.047007 = -111525.057804 nChanged 16 SP:Iteration 32Q (2484.628890 sec): 3 clusters Score: Raw -113987.235362 + Penalty 2451.047007 = -111536.188354 nChanged 11 SP:Iteration 33Q (2484.673849 sec): 3 clusters Score: Raw -113993.950538 + Penalty 2451.047007 = -111542.903531 nChanged 12 SP:Iteration 34Q (2484.728403 sec): 3 clusters Score: Raw -114004.006202 + Penalty 2451.047007 = -111552.959195 nChanged 15 SP:Iteration 35Q (2484.771038 sec): 3 clusters Score: Raw -114018.408319 + Penalty 2451.047007 = -111567.361312 nChanged 21 SP:Iteration 36Q (2484.822291 sec): 3 clusters Score: Raw -114034.690965 + Penalty 2451.047007 = -111583.643958 nChanged 18 SP:Iteration 37Q (2484.864225 sec): 3 clusters Score: Raw -114050.522140 + Penalty 2451.047007 = -111599.475132 nChanged 15 SP:Iteration 38Q (2484.916155 sec): 3 clusters Score: Raw -114073.030551 + Penalty 2451.047007 = -111621.983544 nChanged 33 SP:Iteration 39Q (2484.963791 sec): 3 clusters Score: Raw -114116.101943 + Penalty 2451.047007 = -111665.054936 nChanged 30 SP:Iteration 40F (2485.011497 sec): 3 clusters Score: Raw -114148.254821 + Penalty 2451.047007 = -111697.207814 nChanged 32 SP:Iteration 41Q (2485.055145 sec): 3 clusters Score: Raw -114184.924338 + Penalty 2451.047007 = -111733.877331 nChanged 28 SP:Iteration 42Q (2485.106351 sec): 3 clusters Score: Raw -114234.019436 + Penalty 2451.047007 = -111782.972428 nChanged 42 SP:Iteration 43Q (2485.156855 sec): 3 clusters Score: Raw -114315.277635 + Penalty 2451.047007 = -111864.230628 nChanged 39 SP:Iteration 44Q (2485.205390 sec): 3 clusters Score: Raw -114392.199471 + Penalty 2451.047007 = -111941.152464 nChanged 38 SP:Iteration 45Q (2485.243237 sec): 3 clusters Score: Raw -114445.620946 + Penalty 2451.047007 = -111994.573938 nChanged 32 SP:Iteration 46Q (2485.299098 sec): 3 clusters Score: Raw -114481.839219 + Penalty 2451.047007 = -112030.792211 nChanged 28 SP:Iteration 47Q (2485.349606 sec): 3 clusters Score: Raw -114514.700993 + Penalty 2451.047007 = -112063.653986 nChanged 21 SP:Iteration 48Q (2485.401530 sec): 3 clusters Score: Raw -114538.969375 + Penalty 2451.047007 = -112087.922367 nChanged 14 SP:Iteration 49Q (2485.454075 sec): 3 clusters Score: Raw -114553.721051 + Penalty 2451.047007 = -112102.674044 nChanged 13 SP:Iteration 50Q (2485.496462 sec): 3 clusters Score: Raw -114562.330655 + Penalty 2451.047007 = -112111.283647 nChanged 8 SP:Iteration 51Q (2485.546986 sec): 3 clusters Score: Raw -114567.739069 + Penalty 2451.047007 = -112116.692061 nChanged 6 SP:Iteration 52Q (2485.602962 sec): 3 clusters Score: Raw -114572.313138 + Penalty 2451.047007 = -112121.266130 nChanged 3 SP:Iteration 53Q (2485.650085 sec): 3 clusters Score: Raw -114574.890867 + Penalty 2451.047007 = -112123.843860 nChanged 3 SP:Iteration 54Q (2485.696995 sec): 3 clusters Score: Raw -114577.632223 + Penalty 2451.047007 = -112126.585215 nChanged 3 SP:Iteration 55Q (2485.746014 sec): 3 clusters Score: Raw -114579.775733 + Penalty 2451.047007 = -112128.728726 nChanged 2 SP:Iteration 56Q (2485.794884 sec): 3 clusters Score: Raw -114581.221452 + Penalty 2451.047007 = -112130.174445 nChanged 3 SP:Iteration 57Q (2485.844995 sec): 3 clusters Score: Raw -114583.757936 + Penalty 2451.047007 = -112132.710928 nChanged 4 SP:Iteration 58Q (2485.895829 sec): 3 clusters Score: Raw -114586.182759 + Penalty 2451.047007 = -112135.135752 nChanged 3 SP:Iteration 59Q (2485.952879 sec): 3 clusters Score: Raw -114588.299376 + Penalty 2451.047007 = -112137.252369 nChanged 5 SP:Iteration 60F (2485.999160 sec): 3 clusters Score: Raw -114592.359221 + Penalty 2451.047007 = -112141.312213 nChanged 5 SP:Iteration 61Q (2486.044672 sec): 3 clusters Score: Raw -114596.986476 + Penalty 2451.047007 = -112145.939469 nChanged 4 SP:Iteration 62Q (2486.080884 sec): 3 clusters Score: Raw -114599.605808 + Penalty 2451.047007 = -112148.558801 nChanged 2 SP:Iteration 63Q (2486.125924 sec): 3 clusters Score: Raw -114600.610804 + Penalty 2451.047007 = -112149.563796 nChanged 3 SP:Iteration 64Q (2486.169917 sec): 3 clusters Score: Raw -114602.142544 + Penalty 2451.047007 = -112151.095536 nChanged 2 SP:Iteration 65Q (2486.216759 sec): 3 clusters Score: Raw -114603.191863 + Penalty 2451.047007 = -112152.144855 nChanged 2 SP:Iteration 66Q (2486.259261 sec): 3 clusters Score: Raw -114604.735960 + Penalty 2451.047007 = -112153.688953 nChanged 4 SP:Iteration 67Q (2486.309539 sec): 3 clusters Score: Raw -114607.443008 + Penalty 2451.047007 = -112156.396000 nChanged 3 SP:Iteration 68Q (2486.352721 sec): 3 clusters Score: Raw -114609.300847 + Penalty 2451.047007 = -112158.253839 nChanged 1 SP:Iteration 69Q (2486.402355 sec): 3 clusters Score: Raw -114609.842952 + Penalty 2451.047007 = -112158.795945 nChanged 1 SP:Iteration 70Q (2486.442289 sec): 3 clusters Score: Raw -114610.441076 + Penalty 2451.047007 = -112159.394068 nChanged 1 SP:Iteration 71Q (2486.483714 sec): 3 clusters Score: Raw -114611.295085 + Penalty 2451.047007 = -112160.248077 nChanged 1 SP:Iteration 72Q (2486.534644 sec): 3 clusters Score: Raw -114611.749745 + Penalty 2451.047007 = -112160.702737 nChanged 2 SP:Iteration 73Q (2486.578527 sec): 3 clusters Score: Raw -114613.497215 + Penalty 2451.047007 = -112162.450207 nChanged 1 SP:Iteration 74Q (2486.619363 sec): 3 clusters Score: Raw -114615.657361 + Penalty 2451.047007 = -112164.610353 nChanged 2 SP:Iteration 75Q (2486.665035 sec): 3 clusters Score: Raw -114616.738479 + Penalty 2451.047007 = -112165.691472 nChanged 3 SP:Iteration 76Q (2486.714869 sec): 3 clusters Score: Raw -114619.011299 + Penalty 2451.047007 = -112167.964292 nChanged 3 SP:Iteration 77Q (2486.757563 sec): 3 clusters Score: Raw -114620.823943 + Penalty 2451.047007 = -112169.776936 nChanged 3 SP:Iteration 78Q (2486.803150 sec): 3 clusters Score: Raw -114622.419180 + Penalty 2451.047007 = -112171.372172 nChanged 2 SP:Iteration 79Q (2486.852622 sec): 3 clusters Score: Raw -114623.978980 + Penalty 2451.047007 = -112172.931972 nChanged 3 SP:Iteration 80F (2486.896987 sec): 3 clusters Score: Raw -114626.087946 + Penalty 2451.047007 = -112175.040939 nChanged 3 SP:Iteration 81Q (2486.950033 sec): 3 clusters Score: Raw -114629.295354 + Penalty 2451.047007 = -112178.248347 nChanged 5 SP:Iteration 82Q (2486.993231 sec): 3 clusters Score: Raw -114634.527438 + Penalty 2451.047007 = -112183.480431 nChanged 4 SP:Iteration 83Q (2487.040654 sec): 3 clusters Score: Raw -114637.269351 + Penalty 2451.047007 = -112186.222343 nChanged 1 SP:Iteration 84Q (2487.087573 sec): 3 clusters Score: Raw -114638.555845 + Penalty 2451.047007 = -112187.508837 nChanged 2 SP:Iteration 85Q (2487.122659 sec): 3 clusters Score: Raw -114640.042453 + Penalty 2451.047007 = -112188.995446 nChanged 2 SP:Iteration 86Q (2487.167619 sec): 3 clusters Score: Raw -114643.771175 + Penalty 2451.047007 = -112192.724167 nChanged 5 SP:Iteration 87Q (2487.213823 sec): 3 clusters Score: Raw -114648.562762 + Penalty 2451.047007 = -112197.515755 nChanged 2 SP:Iteration 88Q (2487.258616 sec): 3 clusters Score: Raw -114649.781724 + Penalty 2451.047007 = -112198.734716 nChanged 1 SP:Iteration 89Q (2487.307647 sec): 3 clusters Score: Raw -114650.702017 + Penalty 2451.047007 = -112199.655010 nChanged 1 SP:Iteration 90Q (2487.362381 sec): 3 clusters Score: Raw -114651.558739 + Penalty 2451.047007 = -112200.511732 nChanged 2 SP:Iteration 91Q (2487.401232 sec): 3 clusters Score: Raw -114652.684184 + Penalty 2451.047007 = -112201.637177 nChanged 2 SP:Iteration 92Q (2487.446963 sec): 3 clusters Score: Raw -114653.927546 + Penalty 2451.047007 = -112202.880539 nChanged 5 SP:Iteration 93Q (2487.496194 sec): 3 clusters Score: Raw -114656.452965 + Penalty 2451.047007 = -112205.405958 nChanged 0 SP:Iteration 94F (2487.547253 sec): 3 clusters Score: Raw -114656.452965 + Penalty 2451.047007 = -112205.405958 nChanged 0 Score: Raw -32163672.139041 + Penalty 78919.061034 = -32084753.078007 Splitting cluster 29 changes total score from -32085650.152700 to -32084753.078007 So it's not getting split. Trying to split cluster 30 (2391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2499.217976 sec): 2 clusters Score: Raw -138526.358172 + Penalty 1264.163382 = -137262.194790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2499.265699 sec): 3 clusters Score: Raw -137437.452707 + Penalty 2528.326764 = -134909.125942 nChanged 856 SP:Iteration 1F (2499.304752 sec): 3 clusters Score: Raw -137979.675475 + Penalty 2528.326764 = -135451.348711 nChanged 195 SP:Iteration 2F (2499.356357 sec): 3 clusters Score: Raw -138110.966151 + Penalty 2528.326764 = -135582.639387 nChanged 136 SP:Iteration 3F (2499.412160 sec): 3 clusters Score: Raw -138203.424505 + Penalty 2528.326764 = -135675.097741 nChanged 89 SP:Iteration 4Q (2499.464245 sec): 3 clusters Score: Raw -138257.009218 + Penalty 2528.326764 = -135728.682453 nChanged 65 SP:Iteration 5Q (2499.515437 sec): 3 clusters Score: Raw -138298.264158 + Penalty 2528.326764 = -135769.937394 nChanged 56 SP:Iteration 6Q (2499.559102 sec): 3 clusters Score: Raw -138344.140457 + Penalty 2528.326764 = -135815.813693 nChanged 64 SP:Iteration 7Q (2499.611279 sec): 3 clusters Score: Raw -138387.557927 + Penalty 2528.326764 = -135859.231162 nChanged 72 SP:Iteration 8Q (2499.655330 sec): 3 clusters Score: Raw -138471.587218 + Penalty 2528.326764 = -135943.260454 nChanged 90 SP:Iteration 9Q (2499.706490 sec): 3 clusters Score: Raw -138572.248257 + Penalty 2528.326764 = -136043.921493 nChanged 100 SP:Iteration 10Q (2499.754011 sec): 3 clusters Score: Raw -138664.434937 + Penalty 2528.326764 = -136136.108172 nChanged 103 SP:Iteration 11Q (2499.804176 sec): 3 clusters Score: Raw -138758.286830 + Penalty 2528.326764 = -136229.960066 nChanged 106 SP:Iteration 12Q (2499.848789 sec): 3 clusters Score: Raw -138838.004514 + Penalty 2528.326764 = -136309.677750 nChanged 86 SP:Iteration 13Q (2499.895809 sec): 3 clusters Score: Raw -138907.886089 + Penalty 2528.326764 = -136379.559324 nChanged 77 SP:Iteration 14Q (2499.942348 sec): 3 clusters Score: Raw -138965.043207 + Penalty 2528.326764 = -136436.716442 nChanged 52 SP:Iteration 15Q (2499.988709 sec): 3 clusters Score: Raw -139000.477378 + Penalty 2528.326764 = -136472.150614 nChanged 40 SP:Iteration 16Q (2500.029966 sec): 3 clusters Score: Raw -139028.626627 + Penalty 2528.326764 = -136500.299862 nChanged 34 SP:Iteration 17Q (2500.072841 sec): 3 clusters Score: Raw -139050.654678 + Penalty 2528.326764 = -136522.327914 nChanged 27 SP:Iteration 18Q (2500.128538 sec): 3 clusters Score: Raw -139062.334236 + Penalty 2528.326764 = -136534.007472 nChanged 13 SP:Iteration 19Q (2500.175736 sec): 3 clusters Score: Raw -139067.646107 + Penalty 2528.326764 = -136539.319343 nChanged 11 SP:Iteration 20F (2500.215907 sec): 3 clusters Score: Raw -139074.073059 + Penalty 2528.326764 = -136545.746294 nChanged 11 SP:Iteration 21Q (2500.260250 sec): 3 clusters Score: Raw -139078.783121 + Penalty 2528.326764 = -136550.456357 nChanged 11 SP:Iteration 22Q (2500.307536 sec): 3 clusters Score: Raw -139084.101154 + Penalty 2528.326764 = -136555.774389 nChanged 9 SP:Iteration 23Q (2500.352334 sec): 3 clusters Score: Raw -139087.319874 + Penalty 2528.326764 = -136558.993109 nChanged 6 SP:Iteration 24Q (2500.398830 sec): 3 clusters Score: Raw -139089.289028 + Penalty 2528.326764 = -136560.962264 nChanged 6 SP:Iteration 25Q (2500.458550 sec): 3 clusters Score: Raw -139092.109425 + Penalty 2528.326764 = -136563.782660 nChanged 4 SP:Iteration 26Q (2500.505750 sec): 3 clusters Score: Raw -139094.445344 + Penalty 2528.326764 = -136566.118580 nChanged 8 SP:Iteration 27Q (2500.552957 sec): 3 clusters Score: Raw -139098.891839 + Penalty 2528.326764 = -136570.565075 nChanged 6 SP:Iteration 28Q (2500.601743 sec): 3 clusters Score: Raw -139100.467786 + Penalty 2528.326764 = -136572.141022 nChanged 4 SP:Iteration 29Q (2500.646356 sec): 3 clusters Score: Raw -139101.981179 + Penalty 2528.326764 = -136573.654415 nChanged 6 SP:Iteration 30Q (2500.704307 sec): 3 clusters Score: Raw -139105.712614 + Penalty 2528.326764 = -136577.385850 nChanged 8 SP:Iteration 31Q (2500.749859 sec): 3 clusters Score: Raw -139109.170981 + Penalty 2528.326764 = -136580.844216 nChanged 4 SP:Iteration 32Q (2500.797486 sec): 3 clusters Score: Raw -139110.741755 + Penalty 2528.326764 = -136582.414991 nChanged 1 SP:Iteration 33Q (2500.853788 sec): 3 clusters Score: Raw -139110.905353 + Penalty 2528.326764 = -136582.578589 nChanged 0 SP:Iteration 34F (2500.903561 sec): 3 clusters Score: Raw -139110.905353 + Penalty 2528.326764 = -136582.578589 nChanged 0 Trying to split cluster 31 (1729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2500.932631 sec): 2 clusters Score: Raw -118271.295411 + Penalty 1211.486004 = -117059.809407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2500.974611 sec): 3 clusters Score: Raw -117583.427770 + Penalty 2422.972008 = -115160.455762 nChanged 584 SP:Iteration 1F (2501.033766 sec): 3 clusters Score: Raw -117973.406357 + Penalty 2422.972008 = -115550.434349 nChanged 127 SP:Iteration 2F (2501.086127 sec): 3 clusters Score: Raw -118076.169256 + Penalty 2422.972008 = -115653.197248 nChanged 77 SP:Iteration 3Q (2501.133016 sec): 3 clusters Score: Raw -118139.653932 + Penalty 2422.972008 = -115716.681925 nChanged 60 SP:Iteration 4Q (2501.183412 sec): 3 clusters Score: Raw -118197.904109 + Penalty 2422.972008 = -115774.932101 nChanged 59 SP:Iteration 5Q (2501.233806 sec): 3 clusters Score: Raw -118251.356063 + Penalty 2422.972008 = -115828.384055 nChanged 48 SP:Iteration 6Q (2501.276908 sec): 3 clusters Score: Raw -118283.194727 + Penalty 2422.972008 = -115860.222720 nChanged 28 SP:Iteration 7Q (2501.328270 sec): 3 clusters Score: Raw -118302.105909 + Penalty 2422.972008 = -115879.133901 nChanged 24 SP:Iteration 8Q (2501.371922 sec): 3 clusters Score: Raw -118316.170185 + Penalty 2422.972008 = -115893.198177 nChanged 21 SP:Iteration 9Q (2501.414410 sec): 3 clusters Score: Raw -118328.735387 + Penalty 2422.972008 = -115905.763379 nChanged 16 SP:Iteration 10Q (2501.468711 sec): 3 clusters Score: Raw -118339.449352 + Penalty 2422.972008 = -115916.477344 nChanged 16 SP:Iteration 11Q (2501.517815 sec): 3 clusters Score: Raw -118349.607048 + Penalty 2422.972008 = -115926.635040 nChanged 18 SP:Iteration 12Q (2501.568638 sec): 3 clusters Score: Raw -118364.978660 + Penalty 2422.972008 = -115942.006653 nChanged 20 SP:Iteration 13Q (2501.612013 sec): 3 clusters Score: Raw -118375.597341 + Penalty 2422.972008 = -115952.625333 nChanged 15 SP:Iteration 14Q (2501.662047 sec): 3 clusters Score: Raw -118383.320640 + Penalty 2422.972008 = -115960.348632 nChanged 10 SP:Iteration 15Q (2501.703056 sec): 3 clusters Score: Raw -118389.717124 + Penalty 2422.972008 = -115966.745116 nChanged 11 SP:Iteration 16Q (2501.744988 sec): 3 clusters Score: Raw -118395.290462 + Penalty 2422.972008 = -115972.318454 nChanged 12 SP:Iteration 17Q (2501.801325 sec): 3 clusters Score: Raw -118399.401732 + Penalty 2422.972008 = -115976.429724 nChanged 11 SP:Iteration 18Q (2501.849370 sec): 3 clusters Score: Raw -118406.325011 + Penalty 2422.972008 = -115983.353003 nChanged 10 SP:Iteration 19Q (2501.899466 sec): 3 clusters Score: Raw -118413.180343 + Penalty 2422.972008 = -115990.208335 nChanged 9 SP:Iteration 20F (2501.939899 sec): 3 clusters Score: Raw -118417.009283 + Penalty 2422.972008 = -115994.037275 nChanged 5 SP:Iteration 21Q (2501.996197 sec): 3 clusters Score: Raw -118420.202426 + Penalty 2422.972008 = -115997.230418 nChanged 6 SP:Iteration 22Q (2502.041225 sec): 3 clusters Score: Raw -118424.004179 + Penalty 2422.972008 = -116001.032171 nChanged 8 SP:Iteration 23Q (2502.087390 sec): 3 clusters Score: Raw -118429.338374 + Penalty 2422.972008 = -116006.366366 nChanged 9 SP:Iteration 24Q (2502.132462 sec): 3 clusters Score: Raw -118433.878449 + Penalty 2422.972008 = -116010.906441 nChanged 5 SP:Iteration 25Q (2502.170084 sec): 3 clusters Score: Raw -118436.470955 + Penalty 2422.972008 = -116013.498947 nChanged 6 SP:Iteration 26Q (2502.217300 sec): 3 clusters Score: Raw -118439.557243 + Penalty 2422.972008 = -116016.585235 nChanged 5 SP:Iteration 27Q (2502.270988 sec): 3 clusters Score: Raw -118442.627054 + Penalty 2422.972008 = -116019.655046 nChanged 10 SP:Iteration 28Q (2502.316663 sec): 3 clusters Score: Raw -118449.006383 + Penalty 2422.972008 = -116026.034375 nChanged 13 SP:Iteration 29Q (2502.370266 sec): 3 clusters Score: Raw -118455.855522 + Penalty 2422.972008 = -116032.883514 nChanged 8 SP:Iteration 30Q (2502.422568 sec): 3 clusters Score: Raw -118459.898392 + Penalty 2422.972008 = -116036.926385 nChanged 7 SP:Iteration 31Q (2502.471016 sec): 3 clusters Score: Raw -118463.275792 + Penalty 2422.972008 = -116040.303784 nChanged 7 SP:Iteration 32Q (2502.530748 sec): 3 clusters Score: Raw -118468.247897 + Penalty 2422.972008 = -116045.275889 nChanged 8 SP:Iteration 33Q (2502.580960 sec): 3 clusters Score: Raw -118477.493472 + Penalty 2422.972008 = -116054.521464 nChanged 14 SP:Iteration 34Q (2502.626134 sec): 3 clusters Score: Raw -118489.413618 + Penalty 2422.972008 = -116066.441611 nChanged 9 SP:Iteration 35Q (2502.672711 sec): 3 clusters Score: Raw -118497.089464 + Penalty 2422.972008 = -116074.117456 nChanged 11 SP:Iteration 36Q (2502.721028 sec): 3 clusters Score: Raw -118505.962139 + Penalty 2422.972008 = -116082.990131 nChanged 20 SP:Iteration 37Q (2502.766208 sec): 3 clusters Score: Raw -118524.358930 + Penalty 2422.972008 = -116101.386922 nChanged 21 SP:Iteration 38Q (2502.821403 sec): 3 clusters Score: Raw -118540.988332 + Penalty 2422.972008 = -116118.016324 nChanged 17 SP:Iteration 39Q (2502.878244 sec): 3 clusters Score: Raw -118554.161531 + Penalty 2422.972008 = -116131.189524 nChanged 18 SP:Iteration 40F (2502.926547 sec): 3 clusters Score: Raw -118567.816516 + Penalty 2422.972008 = -116144.844509 nChanged 14 SP:Iteration 41Q (2502.977554 sec): 3 clusters Score: Raw -118579.214023 + Penalty 2422.972008 = -116156.242015 nChanged 11 SP:Iteration 42Q (2503.022220 sec): 3 clusters Score: Raw -118586.969252 + Penalty 2422.972008 = -116163.997245 nChanged 8 SP:Iteration 43Q (2503.077132 sec): 3 clusters Score: Raw -118593.434263 + Penalty 2422.972008 = -116170.462256 nChanged 7 SP:Iteration 44Q (2503.130384 sec): 3 clusters Score: Raw -118598.759313 + Penalty 2422.972008 = -116175.787305 nChanged 7 SP:Iteration 45Q (2503.173941 sec): 3 clusters Score: Raw -118601.358227 + Penalty 2422.972008 = -116178.386219 nChanged 3 SP:Iteration 46Q (2503.227447 sec): 3 clusters Score: Raw -118603.007997 + Penalty 2422.972008 = -116180.035989 nChanged 2 SP:Iteration 47Q (2503.274912 sec): 3 clusters Score: Raw -118603.962957 + Penalty 2422.972008 = -116180.990949 nChanged 1 SP:Iteration 48Q (2503.322128 sec): 3 clusters Score: Raw -118604.505708 + Penalty 2422.972008 = -116181.533700 nChanged 0 SP:Iteration 49F (2503.369980 sec): 3 clusters Score: Raw -118604.505708 + Penalty 2422.972008 = -116181.533700 nChanged 0 Trying to split cluster 32 (21174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2503.424807 sec): 2 clusters Score: Raw -1378418.661435 + Penalty 1618.586010 = -1376800.075425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2503.510549 sec): 3 clusters Score: Raw -1365655.063519 + Penalty 3237.172020 = -1362417.891499 nChanged 9576 SP:Iteration 1F (2503.590143 sec): 3 clusters Score: Raw -1370856.138223 + Penalty 3237.172020 = -1367618.966203 nChanged 1139 SP:Iteration 2F (2503.674684 sec): 3 clusters Score: Raw -1371280.659827 + Penalty 3237.172020 = -1368043.487807 nChanged 1074 SP:Iteration 3F (2503.757677 sec): 3 clusters Score: Raw -1371738.875406 + Penalty 3237.172020 = -1368501.703386 nChanged 1110 SP:Iteration 4F (2503.835776 sec): 3 clusters Score: Raw -1372301.030941 + Penalty 3237.172020 = -1369063.858921 nChanged 1238 SP:Iteration 5F (2503.919792 sec): 3 clusters Score: Raw -1372996.587198 + Penalty 3237.172020 = -1369759.415178 nChanged 1350 SP:Iteration 6F (2503.987808 sec): 3 clusters Score: Raw -1373872.999059 + Penalty 3237.172020 = -1370635.827039 nChanged 1391 SP:Iteration 7F (2504.079153 sec): 3 clusters Score: Raw -1374828.258793 + Penalty 3237.172020 = -1371591.086773 nChanged 1295 SP:Iteration 8F (2504.159794 sec): 3 clusters Score: Raw -1375740.700537 + Penalty 3237.172020 = -1372503.528517 nChanged 1134 SP:Iteration 9F (2504.236612 sec): 3 clusters Score: Raw -1376552.582395 + Penalty 3237.172020 = -1373315.410375 nChanged 927 SP:Iteration 10Q (2504.307383 sec): 3 clusters Score: Raw -1377173.876634 + Penalty 3237.172020 = -1373936.704613 nChanged 637 SP:Iteration 11Q (2504.398566 sec): 3 clusters Score: Raw -1377570.930023 + Penalty 3237.172020 = -1374333.758002 nChanged 483 SP:Iteration 12Q (2504.475595 sec): 3 clusters Score: Raw -1377881.560353 + Penalty 3237.172020 = -1374644.388333 nChanged 363 SP:Iteration 13Q (2504.550970 sec): 3 clusters Score: Raw -1378111.639732 + Penalty 3237.172020 = -1374874.467712 nChanged 282 SP:Iteration 14Q (2504.631629 sec): 3 clusters Score: Raw -1378306.233494 + Penalty 3237.172020 = -1375069.061474 nChanged 199 SP:Iteration 15Q (2504.712439 sec): 3 clusters Score: Raw -1378443.353047 + Penalty 3237.172020 = -1375206.181027 nChanged 142 SP:Iteration 16Q (2504.800552 sec): 3 clusters Score: Raw -1378545.364097 + Penalty 3237.172020 = -1375308.192077 nChanged 102 SP:Iteration 17Q (2504.885531 sec): 3 clusters Score: Raw -1378623.015589 + Penalty 3237.172020 = -1375385.843568 nChanged 83 SP:Iteration 18Q (2504.959768 sec): 3 clusters Score: Raw -1378684.929084 + Penalty 3237.172020 = -1375447.757064 nChanged 66 SP:Iteration 19Q (2505.045659 sec): 3 clusters Score: Raw -1378737.459611 + Penalty 3237.172020 = -1375500.287590 nChanged 56 SP:Iteration 20F (2505.130016 sec): 3 clusters Score: Raw -1378778.256671 + Penalty 3237.172020 = -1375541.084651 nChanged 54 SP:Iteration 21Q (2505.202796 sec): 3 clusters Score: Raw -1378821.731127 + Penalty 3237.172020 = -1375584.559107 nChanged 45 SP:Iteration 22Q (2505.274396 sec): 3 clusters Score: Raw -1378852.530687 + Penalty 3237.172020 = -1375615.358667 nChanged 39 SP:Iteration 23Q (2505.350500 sec): 3 clusters Score: Raw -1378877.984331 + Penalty 3237.172020 = -1375640.812311 nChanged 35 SP:Iteration 24Q (2505.421289 sec): 3 clusters Score: Raw -1378901.231117 + Penalty 3237.172020 = -1375664.059097 nChanged 26 SP:Iteration 25Q (2505.489552 sec): 3 clusters Score: Raw -1378914.817447 + Penalty 3237.172020 = -1375677.645427 nChanged 19 SP:Iteration 26Q (2505.566690 sec): 3 clusters Score: Raw -1378930.546217 + Penalty 3237.172020 = -1375693.374197 nChanged 15 SP:Iteration 27Q (2505.656700 sec): 3 clusters Score: Raw -1378941.258160 + Penalty 3237.172020 = -1375704.086140 nChanged 9 SP:Iteration 28Q (2505.735634 sec): 3 clusters Score: Raw -1378943.448077 + Penalty 3237.172020 = -1375706.276056 nChanged 3 SP:Iteration 29Q (2505.811190 sec): 3 clusters Score: Raw -1378944.730188 + Penalty 3237.172020 = -1375707.558168 nChanged 5 SP:Iteration 30Q (2505.880779 sec): 3 clusters Score: Raw -1378947.667909 + Penalty 3237.172020 = -1375710.495889 nChanged 4 SP:Iteration 31Q (2505.968961 sec): 3 clusters Score: Raw -1378948.809394 + Penalty 3237.172020 = -1375711.637374 nChanged 2 SP:Iteration 32Q (2506.046435 sec): 3 clusters Score: Raw -1378950.654596 + Penalty 3237.172020 = -1375713.482576 nChanged 4 SP:Iteration 33Q (2506.124151 sec): 3 clusters Score: Raw -1378952.457785 + Penalty 3237.172020 = -1375715.285765 nChanged 4 SP:Iteration 34Q (2506.195063 sec): 3 clusters Score: Raw -1378953.475679 + Penalty 3237.172020 = -1375716.303659 nChanged 2 SP:Iteration 35Q (2506.263351 sec): 3 clusters Score: Raw -1378954.120850 + Penalty 3237.172020 = -1375716.948829 nChanged 1 SP:Iteration 36Q (2506.350300 sec): 3 clusters Score: Raw -1378954.706550 + Penalty 3237.172020 = -1375717.534529 nChanged 1 SP:Iteration 37Q (2506.423759 sec): 3 clusters Score: Raw -1378954.967380 + Penalty 3237.172020 = -1375717.795360 nChanged 0 SP:Iteration 38F (2506.506448 sec): 3 clusters Score: Raw -1378954.967380 + Penalty 3237.172020 = -1375717.795360 nChanged 0 Trying to split cluster 33 (1992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2506.534878 sec): 2 clusters Score: Raw -114218.897067 + Penalty 1234.495346 = -112984.401721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2506.586411 sec): 3 clusters Score: Raw -113378.274024 + Penalty 2468.990692 = -110909.283332 nChanged 702 SP:Iteration 1F (2506.640159 sec): 3 clusters Score: Raw -113909.496920 + Penalty 2468.990692 = -111440.506227 nChanged 181 SP:Iteration 2F (2506.673845 sec): 3 clusters Score: Raw -114062.626671 + Penalty 2468.990692 = -111593.635979 nChanged 109 SP:Iteration 3F (2506.731388 sec): 3 clusters Score: Raw -114162.789949 + Penalty 2468.990692 = -111693.799257 nChanged 85 SP:Iteration 4Q (2506.779837 sec): 3 clusters Score: Raw -114229.067077 + Penalty 2468.990692 = -111760.076385 nChanged 73 SP:Iteration 5Q (2506.833038 sec): 3 clusters Score: Raw -114294.462958 + Penalty 2468.990692 = -111825.472266 nChanged 66 SP:Iteration 6Q (2506.886680 sec): 3 clusters Score: Raw -114353.283617 + Penalty 2468.990692 = -111884.292924 nChanged 54 SP:Iteration 7Q (2506.935064 sec): 3 clusters Score: Raw -114417.018494 + Penalty 2468.990692 = -111948.027801 nChanged 59 SP:Iteration 8Q (2506.986503 sec): 3 clusters Score: Raw -114469.412231 + Penalty 2468.990692 = -112000.421539 nChanged 47 SP:Iteration 9Q (2507.029140 sec): 3 clusters Score: Raw -114514.276126 + Penalty 2468.990692 = -112045.285434 nChanged 38 SP:Iteration 10Q (2507.075925 sec): 3 clusters Score: Raw -114546.382526 + Penalty 2468.990692 = -112077.391834 nChanged 40 SP:Iteration 11Q (2507.132055 sec): 3 clusters Score: Raw -114570.953540 + Penalty 2468.990692 = -112101.962847 nChanged 26 SP:Iteration 12Q (2507.178698 sec): 3 clusters Score: Raw -114587.838267 + Penalty 2468.990692 = -112118.847575 nChanged 21 SP:Iteration 13Q (2507.223804 sec): 3 clusters Score: Raw -114597.140829 + Penalty 2468.990692 = -112128.150137 nChanged 8 SP:Iteration 14Q (2507.268164 sec): 3 clusters Score: Raw -114600.714783 + Penalty 2468.990692 = -112131.724090 nChanged 6 SP:Iteration 15Q (2507.325806 sec): 3 clusters Score: Raw -114605.864005 + Penalty 2468.990692 = -112136.873313 nChanged 7 SP:Iteration 16Q (2507.370185 sec): 3 clusters Score: Raw -114611.386982 + Penalty 2468.990692 = -112142.396290 nChanged 12 SP:Iteration 17Q (2507.415252 sec): 3 clusters Score: Raw -114619.308801 + Penalty 2468.990692 = -112150.318109 nChanged 12 SP:Iteration 18Q (2507.474865 sec): 3 clusters Score: Raw -114624.055606 + Penalty 2468.990692 = -112155.064914 nChanged 5 SP:Iteration 19Q (2507.521257 sec): 3 clusters Score: Raw -114626.468457 + Penalty 2468.990692 = -112157.477764 nChanged 1 SP:Iteration 20F (2507.571085 sec): 3 clusters Score: Raw -114626.703061 + Penalty 2468.990692 = -112157.712368 nChanged 1 SP:Iteration 21Q (2507.623872 sec): 3 clusters Score: Raw -114627.456960 + Penalty 2468.990692 = -112158.466268 nChanged 1 SP:Iteration 22Q (2507.675594 sec): 3 clusters Score: Raw -114628.488107 + Penalty 2468.990692 = -112159.497415 nChanged 6 SP:Iteration 23Q (2507.718792 sec): 3 clusters Score: Raw -114630.535720 + Penalty 2468.990692 = -112161.545027 nChanged 4 SP:Iteration 24Q (2507.768885 sec): 3 clusters Score: Raw -114632.588338 + Penalty 2468.990692 = -112163.597645 nChanged 3 SP:Iteration 25Q (2507.817846 sec): 3 clusters Score: Raw -114634.085231 + Penalty 2468.990692 = -112165.094539 nChanged 2 SP:Iteration 26Q (2507.870609 sec): 3 clusters Score: Raw -114637.483945 + Penalty 2468.990692 = -112168.493253 nChanged 3 SP:Iteration 27Q (2507.922565 sec): 3 clusters Score: Raw -114638.810314 + Penalty 2468.990692 = -112169.819622 nChanged 7 SP:Iteration 28Q (2507.977589 sec): 3 clusters Score: Raw -114642.247901 + Penalty 2468.990692 = -112173.257208 nChanged 10 SP:Iteration 29Q (2508.022523 sec): 3 clusters Score: Raw -114647.799258 + Penalty 2468.990692 = -112178.808566 nChanged 5 SP:Iteration 30Q (2508.069437 sec): 3 clusters Score: Raw -114651.313047 + Penalty 2468.990692 = -112182.322355 nChanged 8 SP:Iteration 31Q (2508.123902 sec): 3 clusters Score: Raw -114656.183406 + Penalty 2468.990692 = -112187.192714 nChanged 9 SP:Iteration 32Q (2508.174515 sec): 3 clusters Score: Raw -114664.855333 + Penalty 2468.990692 = -112195.864641 nChanged 13 SP:Iteration 33Q (2508.222481 sec): 3 clusters Score: Raw -114674.212555 + Penalty 2468.990692 = -112205.221863 nChanged 14 SP:Iteration 34Q (2508.273423 sec): 3 clusters Score: Raw -114684.898436 + Penalty 2468.990692 = -112215.907744 nChanged 10 SP:Iteration 35Q (2508.335885 sec): 3 clusters Score: Raw -114692.313157 + Penalty 2468.990692 = -112223.322464 nChanged 15 SP:Iteration 36Q (2508.381362 sec): 3 clusters Score: Raw -114701.212431 + Penalty 2468.990692 = -112232.221739 nChanged 8 SP:Iteration 37Q (2508.431464 sec): 3 clusters Score: Raw -114705.072989 + Penalty 2468.990692 = -112236.082296 nChanged 6 SP:Iteration 38Q (2508.469879 sec): 3 clusters Score: Raw -114708.340655 + Penalty 2468.990692 = -112239.349962 nChanged 5 SP:Iteration 39Q (2508.519856 sec): 3 clusters Score: Raw -114710.999972 + Penalty 2468.990692 = -112242.009279 nChanged 1 SP:Iteration 40F (2508.577866 sec): 3 clusters Score: Raw -114712.408318 + Penalty 2468.990692 = -112243.417626 nChanged 4 SP:Iteration 41Q (2508.622364 sec): 3 clusters Score: Raw -114714.486916 + Penalty 2468.990692 = -112245.496224 nChanged 4 SP:Iteration 42Q (2508.663691 sec): 3 clusters Score: Raw -114715.847340 + Penalty 2468.990692 = -112246.856648 nChanged 2 SP:Iteration 43Q (2508.718984 sec): 3 clusters Score: Raw -114717.495671 + Penalty 2468.990692 = -112248.504979 nChanged 4 SP:Iteration 44Q (2508.767114 sec): 3 clusters Score: Raw -114719.664588 + Penalty 2468.990692 = -112250.673896 nChanged 2 SP:Iteration 45Q (2508.811690 sec): 3 clusters Score: Raw -114720.210994 + Penalty 2468.990692 = -112251.220301 nChanged 0 SP:Iteration 46F (2508.858486 sec): 3 clusters Score: Raw -114720.210994 + Penalty 2468.990692 = -112251.220301 nChanged 0 Trying to split cluster 34 (26952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2508.921795 sec): 2 clusters Score: Raw -1836729.461485 + Penalty 1657.794578 = -1835071.666907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2509.006589 sec): 3 clusters Score: Raw -1820156.372337 + Penalty 3315.589155 = -1816840.783182 nChanged 12411 SP:Iteration 1F (2509.093097 sec): 3 clusters Score: Raw -1827007.529350 + Penalty 3315.589155 = -1823691.940195 nChanged 1254 SP:Iteration 2Q (2509.186012 sec): 3 clusters Score: Raw -1827452.418244 + Penalty 3315.589155 = -1824136.829089 nChanged 1178 SP:Iteration 3Q (2509.275449 sec): 3 clusters Score: Raw -1827946.644290 + Penalty 3315.589155 = -1824631.055135 nChanged 1285 SP:Iteration 4Q (2509.376605 sec): 3 clusters Score: Raw -1828554.602596 + Penalty 3315.589155 = -1825239.013441 nChanged 1377 SP:Iteration 5F (2509.458295 sec): 3 clusters Score: Raw -1829256.092605 + Penalty 3315.589155 = -1825940.503450 nChanged 1472 SP:Iteration 6F (2509.547683 sec): 3 clusters Score: Raw -1830134.374761 + Penalty 3315.589155 = -1826818.785606 nChanged 1545 SP:Iteration 7F (2509.639879 sec): 3 clusters Score: Raw -1831218.070697 + Penalty 3315.589155 = -1827902.481542 nChanged 1572 SP:Iteration 8F (2509.740908 sec): 3 clusters Score: Raw -1832396.814049 + Penalty 3315.589155 = -1829081.224894 nChanged 1487 SP:Iteration 9F (2509.833560 sec): 3 clusters Score: Raw -1833390.619455 + Penalty 3315.589155 = -1830075.030300 nChanged 1172 SP:Iteration 10Q (2509.926431 sec): 3 clusters Score: Raw -1834063.081248 + Penalty 3315.589155 = -1830747.492093 nChanged 859 SP:Iteration 11Q (2510.006869 sec): 3 clusters Score: Raw -1834460.911366 + Penalty 3315.589155 = -1831145.322211 nChanged 672 SP:Iteration 12Q (2510.111263 sec): 3 clusters Score: Raw -1834738.520444 + Penalty 3315.589155 = -1831422.931289 nChanged 525 SP:Iteration 13Q (2510.189980 sec): 3 clusters Score: Raw -1834953.009963 + Penalty 3315.589155 = -1831637.420808 nChanged 478 SP:Iteration 14Q (2510.289275 sec): 3 clusters Score: Raw -1835142.470691 + Penalty 3315.589155 = -1831826.881536 nChanged 434 SP:Iteration 15Q (2510.381569 sec): 3 clusters Score: Raw -1835321.196674 + Penalty 3315.589155 = -1832005.607518 nChanged 389 SP:Iteration 16Q (2510.465725 sec): 3 clusters Score: Raw -1835467.860426 + Penalty 3315.589155 = -1832152.271271 nChanged 377 SP:Iteration 17Q (2510.549687 sec): 3 clusters Score: Raw -1835606.683108 + Penalty 3315.589155 = -1832291.093953 nChanged 317 SP:Iteration 18Q (2510.626741 sec): 3 clusters Score: Raw -1835717.987724 + Penalty 3315.589155 = -1832402.398569 nChanged 286 SP:Iteration 19Q (2510.724907 sec): 3 clusters Score: Raw -1835824.805224 + Penalty 3315.589155 = -1832509.216068 nChanged 285 SP:Iteration 20F (2510.819815 sec): 3 clusters Score: Raw -1835932.914391 + Penalty 3315.589155 = -1832617.325236 nChanged 301 SP:Iteration 21Q (2510.905953 sec): 3 clusters Score: Raw -1836054.727525 + Penalty 3315.589155 = -1832739.138370 nChanged 289 SP:Iteration 22Q (2510.991946 sec): 3 clusters Score: Raw -1836165.664486 + Penalty 3315.589155 = -1832850.075331 nChanged 266 SP:Iteration 23Q (2511.077422 sec): 3 clusters Score: Raw -1836275.007132 + Penalty 3315.589155 = -1832959.417977 nChanged 282 SP:Iteration 24Q (2511.160353 sec): 3 clusters Score: Raw -1836389.962182 + Penalty 3315.589155 = -1833074.373026 nChanged 221 SP:Iteration 25Q (2511.239606 sec): 3 clusters Score: Raw -1836471.336778 + Penalty 3315.589155 = -1833155.747623 nChanged 204 SP:Iteration 26Q (2511.314762 sec): 3 clusters Score: Raw -1836543.945399 + Penalty 3315.589155 = -1833228.356244 nChanged 179 SP:Iteration 27Q (2511.382777 sec): 3 clusters Score: Raw -1836612.885233 + Penalty 3315.589155 = -1833297.296078 nChanged 168 SP:Iteration 28Q (2511.473195 sec): 3 clusters Score: Raw -1836684.584870 + Penalty 3315.589155 = -1833368.995715 nChanged 170 SP:Iteration 29Q (2511.546792 sec): 3 clusters Score: Raw -1836753.346788 + Penalty 3315.589155 = -1833437.757633 nChanged 156 SP:Iteration 30Q (2511.625200 sec): 3 clusters Score: Raw -1836812.523421 + Penalty 3315.589155 = -1833496.934266 nChanged 135 SP:Iteration 31Q (2511.724681 sec): 3 clusters Score: Raw -1836861.901672 + Penalty 3315.589155 = -1833546.312517 nChanged 110 SP:Iteration 32Q (2511.811675 sec): 3 clusters Score: Raw -1836894.906380 + Penalty 3315.589155 = -1833579.317225 nChanged 80 SP:Iteration 33Q (2511.895690 sec): 3 clusters Score: Raw -1836914.979285 + Penalty 3315.589155 = -1833599.390130 nChanged 72 SP:Iteration 34Q (2511.978863 sec): 3 clusters Score: Raw -1836934.617631 + Penalty 3315.589155 = -1833619.028476 nChanged 60 SP:Iteration 35Q (2512.062367 sec): 3 clusters Score: Raw -1836952.057377 + Penalty 3315.589155 = -1833636.468222 nChanged 79 SP:Iteration 36Q (2512.150730 sec): 3 clusters Score: Raw -1836973.709129 + Penalty 3315.589155 = -1833658.119974 nChanged 67 SP:Iteration 37Q (2512.235613 sec): 3 clusters Score: Raw -1836989.922448 + Penalty 3315.589155 = -1833674.333293 nChanged 61 SP:Iteration 38Q (2512.320927 sec): 3 clusters Score: Raw -1837007.001546 + Penalty 3315.589155 = -1833691.412390 nChanged 51 SP:Iteration 39Q (2512.402837 sec): 3 clusters Score: Raw -1837020.500722 + Penalty 3315.589155 = -1833704.911567 nChanged 45 SP:Iteration 40F (2512.482432 sec): 3 clusters Score: Raw -1837029.437760 + Penalty 3315.589155 = -1833713.848605 nChanged 34 SP:Iteration 41Q (2512.577037 sec): 3 clusters Score: Raw -1837036.323184 + Penalty 3315.589155 = -1833720.734029 nChanged 37 SP:Iteration 42Q (2512.649297 sec): 3 clusters Score: Raw -1837044.468151 + Penalty 3315.589155 = -1833728.878995 nChanged 33 SP:Iteration 43Q (2512.739811 sec): 3 clusters Score: Raw -1837051.410752 + Penalty 3315.589155 = -1833735.821596 nChanged 30 SP:Iteration 44Q (2512.817127 sec): 3 clusters Score: Raw -1837059.273582 + Penalty 3315.589155 = -1833743.684427 nChanged 32 SP:Iteration 45Q (2512.908265 sec): 3 clusters Score: Raw -1837066.189374 + Penalty 3315.589155 = -1833750.600219 nChanged 26 SP:Iteration 46Q (2512.988947 sec): 3 clusters Score: Raw -1837072.271336 + Penalty 3315.589155 = -1833756.682181 nChanged 27 SP:Iteration 47Q (2513.073835 sec): 3 clusters Score: Raw -1837077.914963 + Penalty 3315.589155 = -1833762.325808 nChanged 23 SP:Iteration 48Q (2513.157864 sec): 3 clusters Score: Raw -1837082.224379 + Penalty 3315.589155 = -1833766.635224 nChanged 24 SP:Iteration 49Q (2513.235952 sec): 3 clusters Score: Raw -1837087.235624 + Penalty 3315.589155 = -1833771.646469 nChanged 22 SP:Iteration 50Q (2513.317868 sec): 3 clusters Score: Raw -1837091.516027 + Penalty 3315.589155 = -1833775.926871 nChanged 21 SP:Iteration 51Q (2513.402051 sec): 3 clusters Score: Raw -1837095.824012 + Penalty 3315.589155 = -1833780.234857 nChanged 22 SP:Iteration 52Q (2513.485651 sec): 3 clusters Score: Raw -1837100.967492 + Penalty 3315.589155 = -1833785.378337 nChanged 24 SP:Iteration 53Q (2513.570993 sec): 3 clusters Score: Raw -1837106.616650 + Penalty 3315.589155 = -1833791.027494 nChanged 21 SP:Iteration 54Q (2513.649337 sec): 3 clusters Score: Raw -1837111.930667 + Penalty 3315.589155 = -1833796.341512 nChanged 15 SP:Iteration 55Q (2513.745262 sec): 3 clusters Score: Raw -1837114.271526 + Penalty 3315.589155 = -1833798.682371 nChanged 13 SP:Iteration 56Q (2513.830707 sec): 3 clusters Score: Raw -1837116.554952 + Penalty 3315.589155 = -1833800.965797 nChanged 8 SP:Iteration 57Q (2513.914184 sec): 3 clusters Score: Raw -1837118.161000 + Penalty 3315.589155 = -1833802.571845 nChanged 7 SP:Iteration 58Q (2513.995565 sec): 3 clusters Score: Raw -1837119.039769 + Penalty 3315.589155 = -1833803.450613 nChanged 1 SP:Iteration 59Q (2514.086192 sec): 3 clusters Score: Raw -1837119.136980 + Penalty 3315.589155 = -1833803.547825 nChanged 1 SP:Iteration 60F (2514.190402 sec): 3 clusters Score: Raw -1837119.384661 + Penalty 3315.589155 = -1833803.795506 nChanged 2 SP:Iteration 61Q (2514.274226 sec): 3 clusters Score: Raw -1837119.564931 + Penalty 3315.589155 = -1833803.975776 nChanged 2 SP:Iteration 62Q (2514.359173 sec): 3 clusters Score: Raw -1837119.808691 + Penalty 3315.589155 = -1833804.219535 nChanged 3 SP:Iteration 63Q (2514.453101 sec): 3 clusters Score: Raw -1837120.334896 + Penalty 3315.589155 = -1833804.745741 nChanged 2 SP:Iteration 64Q (2514.537068 sec): 3 clusters Score: Raw -1837120.592801 + Penalty 3315.589155 = -1833805.003646 nChanged 0 SP:Iteration 65F (2514.618877 sec): 3 clusters Score: Raw -1837120.592801 + Penalty 3315.589155 = -1833805.003646 nChanged 0 Trying to split cluster 35 (3080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2514.662402 sec): 2 clusters Score: Raw -209219.765459 + Penalty 1305.311292 = -207914.454167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2514.700623 sec): 3 clusters Score: Raw -207729.183105 + Penalty 2610.622585 = -205118.560521 nChanged 1189 SP:Iteration 1F (2514.760044 sec): 3 clusters Score: Raw -208441.623222 + Penalty 2610.622585 = -205831.000637 nChanged 231 SP:Iteration 2F (2514.807738 sec): 3 clusters Score: Raw -208602.047089 + Penalty 2610.622585 = -205991.424505 nChanged 173 SP:Iteration 3F (2514.858987 sec): 3 clusters Score: Raw -208709.160163 + Penalty 2610.622585 = -206098.537579 nChanged 136 SP:Iteration 4Q (2514.912801 sec): 3 clusters Score: Raw -208796.406243 + Penalty 2610.622585 = -206185.783658 nChanged 116 SP:Iteration 5Q (2514.963060 sec): 3 clusters Score: Raw -208868.328408 + Penalty 2610.622585 = -206257.705823 nChanged 124 SP:Iteration 6Q (2515.012128 sec): 3 clusters Score: Raw -208947.362936 + Penalty 2610.622585 = -206336.740351 nChanged 106 SP:Iteration 7Q (2515.065617 sec): 3 clusters Score: Raw -209027.841871 + Penalty 2610.622585 = -206417.219287 nChanged 109 SP:Iteration 8Q (2515.111123 sec): 3 clusters Score: Raw -209111.116198 + Penalty 2610.622585 = -206500.493613 nChanged 96 SP:Iteration 9Q (2515.160009 sec): 3 clusters Score: Raw -209179.949689 + Penalty 2610.622585 = -206569.327104 nChanged 77 SP:Iteration 10Q (2515.219229 sec): 3 clusters Score: Raw -209228.198679 + Penalty 2610.622585 = -206617.576094 nChanged 62 SP:Iteration 11Q (2515.261749 sec): 3 clusters Score: Raw -209272.834532 + Penalty 2610.622585 = -206662.211948 nChanged 72 SP:Iteration 12Q (2515.323172 sec): 3 clusters Score: Raw -209320.219330 + Penalty 2610.622585 = -206709.596745 nChanged 63 SP:Iteration 13Q (2515.369762 sec): 3 clusters Score: Raw -209357.819811 + Penalty 2610.622585 = -206747.197226 nChanged 52 SP:Iteration 14Q (2515.412929 sec): 3 clusters Score: Raw -209389.394895 + Penalty 2610.622585 = -206778.772310 nChanged 42 SP:Iteration 15Q (2515.475369 sec): 3 clusters Score: Raw -209412.275387 + Penalty 2610.622585 = -206801.652802 nChanged 41 SP:Iteration 16Q (2515.528716 sec): 3 clusters Score: Raw -209432.632507 + Penalty 2610.622585 = -206822.009922 nChanged 40 SP:Iteration 17Q (2515.578374 sec): 3 clusters Score: Raw -209455.135777 + Penalty 2610.622585 = -206844.513193 nChanged 44 SP:Iteration 18Q (2515.634496 sec): 3 clusters Score: Raw -209478.120789 + Penalty 2610.622585 = -206867.498205 nChanged 37 SP:Iteration 19Q (2515.688009 sec): 3 clusters Score: Raw -209499.135098 + Penalty 2610.622585 = -206888.512513 nChanged 30 SP:Iteration 20F (2515.734162 sec): 3 clusters Score: Raw -209515.052846 + Penalty 2610.622585 = -206904.430261 nChanged 24 SP:Iteration 21Q (2515.782454 sec): 3 clusters Score: Raw -209525.843393 + Penalty 2610.622585 = -206915.220809 nChanged 17 SP:Iteration 22Q (2515.828868 sec): 3 clusters Score: Raw -209532.266243 + Penalty 2610.622585 = -206921.643658 nChanged 14 SP:Iteration 23Q (2515.886919 sec): 3 clusters Score: Raw -209535.696575 + Penalty 2610.622585 = -206925.073990 nChanged 5 SP:Iteration 24Q (2515.931473 sec): 3 clusters Score: Raw -209536.984763 + Penalty 2610.622585 = -206926.362179 nChanged 3 SP:Iteration 25Q (2515.986029 sec): 3 clusters Score: Raw -209537.727279 + Penalty 2610.622585 = -206927.104694 nChanged 3 SP:Iteration 26Q (2516.022309 sec): 3 clusters Score: Raw -209538.774174 + Penalty 2610.622585 = -206928.151589 nChanged 2 SP:Iteration 27Q (2516.077629 sec): 3 clusters Score: Raw -209539.151877 + Penalty 2610.622585 = -206928.529293 nChanged 0 SP:Iteration 28F (2516.132622 sec): 3 clusters Score: Raw -209539.151877 + Penalty 2610.622585 = -206928.529293 nChanged 0 Trying to split cluster 36 (5818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2516.167436 sec): 2 clusters Score: Raw -396532.107516 + Penalty 1408.665674 = -395123.441842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2516.223539 sec): 3 clusters Score: Raw -393437.850146 + Penalty 2817.331348 = -390620.518798 nChanged 2389 SP:Iteration 1F (2516.267339 sec): 3 clusters Score: Raw -394803.728951 + Penalty 2817.331348 = -391986.397603 nChanged 443 SP:Iteration 2F (2516.330035 sec): 3 clusters Score: Raw -395062.619542 + Penalty 2817.331348 = -392245.288195 nChanged 333 SP:Iteration 3F (2516.377625 sec): 3 clusters Score: Raw -395254.074587 + Penalty 2817.331348 = -392436.743239 nChanged 282 SP:Iteration 4Q (2516.435175 sec): 3 clusters Score: Raw -395420.282244 + Penalty 2817.331348 = -392602.950896 nChanged 273 SP:Iteration 5Q (2516.491424 sec): 3 clusters Score: Raw -395572.062005 + Penalty 2817.331348 = -392754.730657 nChanged 239 SP:Iteration 6Q (2516.542660 sec): 3 clusters Score: Raw -395716.673400 + Penalty 2817.331348 = -392899.342052 nChanged 227 SP:Iteration 7Q (2516.600300 sec): 3 clusters Score: Raw -395840.951340 + Penalty 2817.331348 = -393023.619992 nChanged 194 SP:Iteration 8Q (2516.655905 sec): 3 clusters Score: Raw -395946.024396 + Penalty 2817.331348 = -393128.693048 nChanged 185 SP:Iteration 9Q (2516.720507 sec): 3 clusters Score: Raw -396057.758622 + Penalty 2817.331348 = -393240.427274 nChanged 181 SP:Iteration 10Q (2516.766727 sec): 3 clusters Score: Raw -396142.989176 + Penalty 2817.331348 = -393325.657828 nChanged 152 SP:Iteration 11Q (2516.822082 sec): 3 clusters Score: Raw -396210.287381 + Penalty 2817.331348 = -393392.956033 nChanged 123 SP:Iteration 12Q (2516.879324 sec): 3 clusters Score: Raw -396261.909785 + Penalty 2817.331348 = -393444.578437 nChanged 107 SP:Iteration 13Q (2516.936085 sec): 3 clusters Score: Raw -396306.422820 + Penalty 2817.331348 = -393489.091472 nChanged 96 SP:Iteration 14Q (2516.993266 sec): 3 clusters Score: Raw -396346.634756 + Penalty 2817.331348 = -393529.303409 nChanged 74 SP:Iteration 15Q (2517.062519 sec): 3 clusters Score: Raw -396373.787319 + Penalty 2817.331348 = -393556.455971 nChanged 85 SP:Iteration 16Q (2517.106441 sec): 3 clusters Score: Raw -396413.287890 + Penalty 2817.331348 = -393595.956542 nChanged 83 SP:Iteration 17Q (2517.164540 sec): 3 clusters Score: Raw -396451.692309 + Penalty 2817.331348 = -393634.360962 nChanged 79 SP:Iteration 18Q (2517.218731 sec): 3 clusters Score: Raw -396495.155327 + Penalty 2817.331348 = -393677.823980 nChanged 78 SP:Iteration 19Q (2517.276015 sec): 3 clusters Score: Raw -396535.434353 + Penalty 2817.331348 = -393718.103005 nChanged 62 SP:Iteration 20F (2517.327714 sec): 3 clusters Score: Raw -396567.975599 + Penalty 2817.331348 = -393750.644251 nChanged 57 SP:Iteration 21Q (2517.387333 sec): 3 clusters Score: Raw -396592.625865 + Penalty 2817.331348 = -393775.294517 nChanged 60 SP:Iteration 22Q (2517.443979 sec): 3 clusters Score: Raw -396622.820930 + Penalty 2817.331348 = -393805.489582 nChanged 60 SP:Iteration 23Q (2517.505585 sec): 3 clusters Score: Raw -396656.452524 + Penalty 2817.331348 = -393839.121176 nChanged 61 SP:Iteration 24Q (2517.558127 sec): 3 clusters Score: Raw -396691.096108 + Penalty 2817.331348 = -393873.764761 nChanged 53 SP:Iteration 25Q (2517.617455 sec): 3 clusters Score: Raw -396719.959143 + Penalty 2817.331348 = -393902.627796 nChanged 57 SP:Iteration 26Q (2517.677892 sec): 3 clusters Score: Raw -396754.606944 + Penalty 2817.331348 = -393937.275596 nChanged 53 SP:Iteration 27Q (2517.734915 sec): 3 clusters Score: Raw -396787.957642 + Penalty 2817.331348 = -393970.626294 nChanged 47 SP:Iteration 28Q (2517.791666 sec): 3 clusters Score: Raw -396822.807021 + Penalty 2817.331348 = -394005.475673 nChanged 42 SP:Iteration 29Q (2517.843321 sec): 3 clusters Score: Raw -396853.803761 + Penalty 2817.331348 = -394036.472413 nChanged 45 SP:Iteration 30Q (2517.887331 sec): 3 clusters Score: Raw -396888.602343 + Penalty 2817.331348 = -394071.270995 nChanged 41 SP:Iteration 31Q (2517.948681 sec): 3 clusters Score: Raw -396914.987331 + Penalty 2817.331348 = -394097.655983 nChanged 32 SP:Iteration 32Q (2517.999284 sec): 3 clusters Score: Raw -396938.731104 + Penalty 2817.331348 = -394121.399757 nChanged 27 SP:Iteration 33Q (2518.055004 sec): 3 clusters Score: Raw -396953.359127 + Penalty 2817.331348 = -394136.027780 nChanged 17 SP:Iteration 34Q (2518.096788 sec): 3 clusters Score: Raw -396960.184749 + Penalty 2817.331348 = -394142.853402 nChanged 10 SP:Iteration 35Q (2518.157878 sec): 3 clusters Score: Raw -396963.812179 + Penalty 2817.331348 = -394146.480831 nChanged 14 SP:Iteration 36Q (2518.214543 sec): 3 clusters Score: Raw -396968.610611 + Penalty 2817.331348 = -394151.279263 nChanged 12 SP:Iteration 37Q (2518.257924 sec): 3 clusters Score: Raw -396972.868214 + Penalty 2817.331348 = -394155.536866 nChanged 8 SP:Iteration 38Q (2518.317818 sec): 3 clusters Score: Raw -396975.802819 + Penalty 2817.331348 = -394158.471471 nChanged 9 SP:Iteration 39Q (2518.374127 sec): 3 clusters Score: Raw -396979.133148 + Penalty 2817.331348 = -394161.801801 nChanged 2 SP:Iteration 40F (2518.428357 sec): 3 clusters Score: Raw -396979.645850 + Penalty 2817.331348 = -394162.314503 nChanged 1 SP:Iteration 41Q (2518.480919 sec): 3 clusters Score: Raw -396980.092509 + Penalty 2817.331348 = -394162.761162 nChanged 5 SP:Iteration 42Q (2518.542005 sec): 3 clusters Score: Raw -396981.825413 + Penalty 2817.331348 = -394164.494065 nChanged 8 SP:Iteration 43Q (2518.586328 sec): 3 clusters Score: Raw -396983.864794 + Penalty 2817.331348 = -394166.533446 nChanged 3 SP:Iteration 44Q (2518.640422 sec): 3 clusters Score: Raw -396984.609591 + Penalty 2817.331348 = -394167.278244 nChanged 4 SP:Iteration 45Q (2518.702595 sec): 3 clusters Score: Raw -396986.046201 + Penalty 2817.331348 = -394168.714853 nChanged 2 SP:Iteration 46Q (2518.744153 sec): 3 clusters Score: Raw -396986.336491 + Penalty 2817.331348 = -394169.005143 nChanged 2 SP:Iteration 47Q (2518.805143 sec): 3 clusters Score: Raw -396986.562033 + Penalty 2817.331348 = -394169.230686 nChanged 1 SP:Iteration 48Q (2518.851419 sec): 3 clusters Score: Raw -396986.918614 + Penalty 2817.331348 = -394169.587267 nChanged 0 SP:Iteration 49F (2518.918224 sec): 3 clusters Score: Raw -396986.918614 + Penalty 2817.331348 = -394169.587267 nChanged 0 Iteration 299Q (2522.429123 sec): 37 clusters Score: Raw -32162438.624881 + Penalty 76786.113438 = -32085652.511442 nChanged 66 Iteration 300F (2533.659494 sec): 37 clusters Score: Raw -32162440.578857 + Penalty 76786.113438 = -32085654.465418 nChanged 63 Iteration 301Q (2537.494942 sec): 37 clusters Score: Raw -32162442.352637 + Penalty 76786.113438 = -32085656.239199 nChanged 60 Iteration 302Q (2541.466813 sec): 37 clusters Score: Raw -32162443.884923 + Penalty 76786.113438 = -32085657.771484 nChanged 55 Iteration 303Q (2545.499335 sec): 37 clusters Score: Raw -32162445.406035 + Penalty 76786.113438 = -32085659.292597 nChanged 57 Iteration 304Q (2549.352387 sec): 37 clusters Score: Raw -32162447.045760 + Penalty 76786.113438 = -32085660.932321 nChanged 46 Iteration 305Q (2553.236199 sec): 37 clusters Score: Raw -32162448.612506 + Penalty 76786.113438 = -32085662.499068 nChanged 55 Iteration 306Q (2557.574027 sec): 37 clusters Score: Raw -32162449.863422 + Penalty 76786.113438 = -32085663.749983 nChanged 51 Iteration 307Q (2561.982002 sec): 37 clusters Score: Raw -32162451.077131 + Penalty 76786.113438 = -32085664.963692 nChanged 50 Iteration 308Q (2566.444372 sec): 37 clusters Score: Raw -32162452.562911 + Penalty 76786.113438 = -32085666.449472 nChanged 52 Iteration 309Q (2570.484456 sec): 37 clusters Score: Raw -32162454.306752 + Penalty 76786.113438 = -32085668.193313 nChanged 61 Iteration 310Q (2575.154020 sec): 37 clusters Score: Raw -32162456.193856 + Penalty 76786.113438 = -32085670.080417 nChanged 80 Iteration 311Q (2579.559943 sec): 37 clusters Score: Raw -32162458.956255 + Penalty 76786.113438 = -32085672.842817 nChanged 79 Iteration 312Q (2584.044789 sec): 37 clusters Score: Raw -32162461.010922 + Penalty 76786.113438 = -32085674.897484 nChanged 71 Iteration 313Q (2588.329979 sec): 37 clusters Score: Raw -32162462.917452 + Penalty 76786.113438 = -32085676.804013 nChanged 70 Iteration 314Q (2592.903613 sec): 37 clusters Score: Raw -32162465.156510 + Penalty 76786.113438 = -32085679.043072 nChanged 66 Iteration 315Q (2597.413063 sec): 37 clusters Score: Raw -32162467.032644 + Penalty 76786.113438 = -32085680.919206 nChanged 61 Iteration 316Q (2601.584238 sec): 37 clusters Score: Raw -32162468.844295 + Penalty 76786.113438 = -32085682.730857 nChanged 55 Iteration 317Q (2605.860119 sec): 37 clusters Score: Raw -32162470.240102 + Penalty 76786.113438 = -32085684.126664 nChanged 53 Iteration 318Q (2610.525711 sec): 37 clusters Score: Raw -32162471.830099 + Penalty 76786.113438 = -32085685.716661 nChanged 60 Iteration 319Q (2615.114784 sec): 37 clusters Score: Raw -32162473.526116 + Penalty 76786.113438 = -32085687.412677 nChanged 72 Iteration 320F (2626.613986 sec): 37 clusters Score: Raw -32162475.713948 + Penalty 76786.113438 = -32085689.600509 nChanged 56 Iteration 321Q (2630.767493 sec): 37 clusters Score: Raw -32162478.370059 + Penalty 76786.113438 = -32085692.256621 nChanged 60 Iteration 322Q (2635.124169 sec): 37 clusters Score: Raw -32162480.845484 + Penalty 76786.113438 = -32085694.732046 nChanged 61 Iteration 323Q (2639.483168 sec): 37 clusters Score: Raw -32162483.269788 + Penalty 76786.113438 = -32085697.156350 nChanged 65 Iteration 324Q (2644.168649 sec): 37 clusters Score: Raw -32162485.917788 + Penalty 76786.113438 = -32085699.804349 nChanged 73 Iteration 325Q (2648.452602 sec): 37 clusters Score: Raw -32162488.224942 + Penalty 76786.113438 = -32085702.111503 nChanged 81 Iteration 326Q (2653.051126 sec): 37 clusters Score: Raw -32162490.568623 + Penalty 76786.113438 = -32085704.455184 nChanged 82 Iteration 327Q (2657.028244 sec): 37 clusters Score: Raw -32162493.093631 + Penalty 76786.113438 = -32085706.980193 nChanged 74 Iteration 328Q (2660.874174 sec): 37 clusters Score: Raw -32162496.308013 + Penalty 76786.113438 = -32085710.194574 nChanged 87 Iteration 329Q (2664.759619 sec): 37 clusters Score: Raw -32162498.776311 + Penalty 76786.113438 = -32085712.662872 nChanged 77 Iteration 330Q (2668.595284 sec): 37 clusters Score: Raw -32162501.068083 + Penalty 76786.113438 = -32085714.954644 nChanged 74 Iteration 331Q (2673.269202 sec): 37 clusters Score: Raw -32162503.311748 + Penalty 76786.113438 = -32085717.198310 nChanged 78 Iteration 332Q (2677.482218 sec): 37 clusters Score: Raw -32162505.429753 + Penalty 76786.113438 = -32085719.316314 nChanged 94 Iteration 333Q (2682.212753 sec): 37 clusters Score: Raw -32162508.168573 + Penalty 76786.113438 = -32085722.055134 nChanged 94 Iteration 334Q (2686.401328 sec): 37 clusters Score: Raw -32162510.974386 + Penalty 76786.113438 = -32085724.860947 nChanged 82 Iteration 335Q (2690.437344 sec): 37 clusters Score: Raw -32162513.406456 + Penalty 76786.113438 = -32085727.293017 nChanged 81 Iteration 336Q (2694.804634 sec): 37 clusters Score: Raw -32162516.116485 + Penalty 76786.113438 = -32085730.003046 nChanged 87 Iteration 337Q (2698.910396 sec): 37 clusters Score: Raw -32162519.120699 + Penalty 76786.113438 = -32085733.007260 nChanged 86 Iteration 338Q (2703.117182 sec): 37 clusters Score: Raw -32162521.688712 + Penalty 76786.113438 = -32085735.575274 nChanged 87 Writing temp clu file Because OldScore, -32085733.007260, is greater than current (better) Score,-32085735.575274 Compute initial score before splitting: Score: Raw -32162521.688712 + Penalty 76786.113438 = -32085735.575274 Trying to split cluster 1 (8759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2703.334619 sec): 2 clusters Score: Raw -604654.134778 + Penalty 1475.148516 = -603178.986262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2703.398380 sec): 3 clusters Score: Raw -599732.560523 + Penalty 2950.297032 = -596782.263491 nChanged 3768 SP:Iteration 1F (2703.457425 sec): 3 clusters Score: Raw -601837.155576 + Penalty 2950.297032 = -598886.858544 nChanged 627 SP:Iteration 2F (2703.515826 sec): 3 clusters Score: Raw -602257.040344 + Penalty 2950.297032 = -599306.743312 nChanged 595 SP:Iteration 3F (2703.581530 sec): 3 clusters Score: Raw -602650.678403 + Penalty 2950.297032 = -599700.381371 nChanged 560 SP:Iteration 4F (2703.645560 sec): 3 clusters Score: Raw -602997.148366 + Penalty 2950.297032 = -600046.851334 nChanged 526 SP:Iteration 5F (2703.709673 sec): 3 clusters Score: Raw -603320.526859 + Penalty 2950.297032 = -600370.229827 nChanged 484 SP:Iteration 6F (2703.766611 sec): 3 clusters Score: Raw -603615.338744 + Penalty 2950.297032 = -600665.041711 nChanged 443 SP:Iteration 7F (2703.830892 sec): 3 clusters Score: Raw -603907.904224 + Penalty 2950.297032 = -600957.607192 nChanged 406 SP:Iteration 8Q (2703.893914 sec): 3 clusters Score: Raw -604164.528487 + Penalty 2950.297032 = -601214.231455 nChanged 344 SP:Iteration 9Q (2703.953085 sec): 3 clusters Score: Raw -604409.091637 + Penalty 2950.297032 = -601458.794605 nChanged 319 SP:Iteration 10Q (2704.013324 sec): 3 clusters Score: Raw -604649.166784 + Penalty 2950.297032 = -601698.869752 nChanged 275 SP:Iteration 11Q (2704.066348 sec): 3 clusters Score: Raw -604870.650114 + Penalty 2950.297032 = -601920.353082 nChanged 224 SP:Iteration 12Q (2704.136276 sec): 3 clusters Score: Raw -605052.729181 + Penalty 2950.297032 = -602102.432149 nChanged 163 SP:Iteration 13Q (2704.196656 sec): 3 clusters Score: Raw -605194.117016 + Penalty 2950.297032 = -602243.819984 nChanged 130 SP:Iteration 14Q (2704.246245 sec): 3 clusters Score: Raw -605308.092942 + Penalty 2950.297032 = -602357.795910 nChanged 92 SP:Iteration 15Q (2704.304718 sec): 3 clusters Score: Raw -605368.717028 + Penalty 2950.297032 = -602418.419996 nChanged 65 SP:Iteration 16Q (2704.370020 sec): 3 clusters Score: Raw -605410.394596 + Penalty 2950.297032 = -602460.097564 nChanged 48 SP:Iteration 17Q (2704.432124 sec): 3 clusters Score: Raw -605441.823633 + Penalty 2950.297032 = -602491.526601 nChanged 31 SP:Iteration 18Q (2704.481614 sec): 3 clusters Score: Raw -605455.259668 + Penalty 2950.297032 = -602504.962636 nChanged 18 SP:Iteration 19Q (2704.544543 sec): 3 clusters Score: Raw -605463.755978 + Penalty 2950.297032 = -602513.458945 nChanged 13 SP:Iteration 20F (2704.593769 sec): 3 clusters Score: Raw -605471.258333 + Penalty 2950.297032 = -602520.961300 nChanged 11 SP:Iteration 21Q (2704.652780 sec): 3 clusters Score: Raw -605477.357578 + Penalty 2950.297032 = -602527.060546 nChanged 8 SP:Iteration 22Q (2704.721754 sec): 3 clusters Score: Raw -605480.802928 + Penalty 2950.297032 = -602530.505896 nChanged 2 SP:Iteration 23Q (2704.768002 sec): 3 clusters Score: Raw -605481.707027 + Penalty 2950.297032 = -602531.409995 nChanged 2 SP:Iteration 24Q (2704.832125 sec): 3 clusters Score: Raw -605482.092633 + Penalty 2950.297032 = -602531.795601 nChanged 0 SP:Iteration 25F (2704.892543 sec): 3 clusters Score: Raw -605482.092633 + Penalty 2950.297032 = -602531.795601 nChanged 0 Trying to split cluster 2 (10112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2704.933139 sec): 2 clusters Score: Raw -663637.401543 + Penalty 1498.490194 = -662138.911349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2705.001534 sec): 3 clusters Score: Raw -657910.332151 + Penalty 2996.980388 = -654913.351763 nChanged 4421 SP:Iteration 1F (2705.055318 sec): 3 clusters Score: Raw -660302.185144 + Penalty 2996.980388 = -657305.204757 nChanged 631 SP:Iteration 2F (2705.131880 sec): 3 clusters Score: Raw -660581.294556 + Penalty 2996.980388 = -657584.314168 nChanged 535 SP:Iteration 3F (2705.186317 sec): 3 clusters Score: Raw -660825.489320 + Penalty 2996.980388 = -657828.508932 nChanged 484 SP:Iteration 4Q (2705.242007 sec): 3 clusters Score: Raw -661053.847365 + Penalty 2996.980388 = -658056.866977 nChanged 506 SP:Iteration 5F (2705.309424 sec): 3 clusters Score: Raw -661322.945940 + Penalty 2996.980388 = -658325.965552 nChanged 553 SP:Iteration 6F (2705.379674 sec): 3 clusters Score: Raw -661665.839495 + Penalty 2996.980388 = -658668.859107 nChanged 556 SP:Iteration 7F (2705.441661 sec): 3 clusters Score: Raw -662028.240595 + Penalty 2996.980388 = -659031.260207 nChanged 560 SP:Iteration 8F (2705.497369 sec): 3 clusters Score: Raw -662439.177375 + Penalty 2996.980388 = -659442.196988 nChanged 524 SP:Iteration 9F (2705.571887 sec): 3 clusters Score: Raw -662835.703276 + Penalty 2996.980388 = -659838.722888 nChanged 433 SP:Iteration 10Q (2705.625054 sec): 3 clusters Score: Raw -663155.565255 + Penalty 2996.980388 = -660158.584867 nChanged 327 SP:Iteration 11Q (2705.693667 sec): 3 clusters Score: Raw -663389.077085 + Penalty 2996.980388 = -660392.096697 nChanged 253 SP:Iteration 12Q (2705.751803 sec): 3 clusters Score: Raw -663571.658046 + Penalty 2996.980388 = -660574.677658 nChanged 166 SP:Iteration 13Q (2705.821203 sec): 3 clusters Score: Raw -663671.299204 + Penalty 2996.980388 = -660674.318816 nChanged 94 SP:Iteration 14Q (2705.887145 sec): 3 clusters Score: Raw -663728.727521 + Penalty 2996.980388 = -660731.747133 nChanged 61 SP:Iteration 15Q (2705.944993 sec): 3 clusters Score: Raw -663771.925604 + Penalty 2996.980388 = -660774.945216 nChanged 52 SP:Iteration 16Q (2706.002635 sec): 3 clusters Score: Raw -663806.381317 + Penalty 2996.980388 = -660809.400929 nChanged 28 SP:Iteration 17Q (2706.055454 sec): 3 clusters Score: Raw -663822.411332 + Penalty 2996.980388 = -660825.430944 nChanged 25 SP:Iteration 18Q (2706.114612 sec): 3 clusters Score: Raw -663840.548724 + Penalty 2996.980388 = -660843.568336 nChanged 21 SP:Iteration 19Q (2706.178255 sec): 3 clusters Score: Raw -663855.055207 + Penalty 2996.980388 = -660858.074819 nChanged 18 SP:Iteration 20F (2706.238960 sec): 3 clusters Score: Raw -663865.620190 + Penalty 2996.980388 = -660868.639802 nChanged 12 SP:Iteration 21Q (2706.311030 sec): 3 clusters Score: Raw -663872.516394 + Penalty 2996.980388 = -660875.536006 nChanged 11 SP:Iteration 22Q (2706.372023 sec): 3 clusters Score: Raw -663879.662571 + Penalty 2996.980388 = -660882.682183 nChanged 7 SP:Iteration 23Q (2706.435762 sec): 3 clusters Score: Raw -663882.555231 + Penalty 2996.980388 = -660885.574843 nChanged 8 SP:Iteration 24Q (2706.495410 sec): 3 clusters Score: Raw -663886.249123 + Penalty 2996.980388 = -660889.268735 nChanged 5 SP:Iteration 25Q (2706.557872 sec): 3 clusters Score: Raw -663890.160335 + Penalty 2996.980388 = -660893.179947 nChanged 5 SP:Iteration 26Q (2706.620570 sec): 3 clusters Score: Raw -663892.424584 + Penalty 2996.980388 = -660895.444196 nChanged 0 SP:Iteration 27F (2706.671778 sec): 3 clusters Score: Raw -663892.424584 + Penalty 2996.980388 = -660895.444196 nChanged 0 Trying to split cluster 3 (8204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2706.709302 sec): 2 clusters Score: Raw -559700.289959 + Penalty 1464.511282 = -558235.778678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2706.784220 sec): 3 clusters Score: Raw -555100.811275 + Penalty 2929.022564 = -552171.788712 nChanged 3486 SP:Iteration 1F (2706.841701 sec): 3 clusters Score: Raw -556951.052848 + Penalty 2929.022564 = -554022.030284 nChanged 541 SP:Iteration 2F (2706.897826 sec): 3 clusters Score: Raw -557240.549066 + Penalty 2929.022564 = -554311.526502 nChanged 469 SP:Iteration 3F (2706.961989 sec): 3 clusters Score: Raw -557512.895058 + Penalty 2929.022564 = -554583.872495 nChanged 440 SP:Iteration 4F (2707.027262 sec): 3 clusters Score: Raw -557784.559141 + Penalty 2929.022564 = -554855.536578 nChanged 403 SP:Iteration 5Q (2707.082503 sec): 3 clusters Score: Raw -558054.271561 + Penalty 2929.022564 = -555125.248997 nChanged 373 SP:Iteration 6Q (2707.146752 sec): 3 clusters Score: Raw -558267.411931 + Penalty 2929.022564 = -555338.389367 nChanged 333 SP:Iteration 7Q (2707.195163 sec): 3 clusters Score: Raw -558474.534103 + Penalty 2929.022564 = -555545.511539 nChanged 306 SP:Iteration 8Q (2707.257617 sec): 3 clusters Score: Raw -558673.674433 + Penalty 2929.022564 = -555744.651869 nChanged 289 SP:Iteration 9Q (2707.314995 sec): 3 clusters Score: Raw -558878.354549 + Penalty 2929.022564 = -555949.331985 nChanged 261 SP:Iteration 10Q (2707.380282 sec): 3 clusters Score: Raw -559040.357227 + Penalty 2929.022564 = -556111.334663 nChanged 239 SP:Iteration 11Q (2707.447197 sec): 3 clusters Score: Raw -559172.991936 + Penalty 2929.022564 = -556243.969373 nChanged 207 SP:Iteration 12Q (2707.496526 sec): 3 clusters Score: Raw -559257.035060 + Penalty 2929.022564 = -556328.012496 nChanged 144 SP:Iteration 13Q (2707.558035 sec): 3 clusters Score: Raw -559323.181113 + Penalty 2929.022564 = -556394.158549 nChanged 154 SP:Iteration 14Q (2707.630190 sec): 3 clusters Score: Raw -559389.699651 + Penalty 2929.022564 = -556460.677088 nChanged 115 SP:Iteration 15Q (2707.675940 sec): 3 clusters Score: Raw -559432.990058 + Penalty 2929.022564 = -556503.967494 nChanged 106 SP:Iteration 16Q (2707.745860 sec): 3 clusters Score: Raw -559468.896643 + Penalty 2929.022564 = -556539.874079 nChanged 92 SP:Iteration 17Q (2707.795885 sec): 3 clusters Score: Raw -559507.359946 + Penalty 2929.022564 = -556578.337383 nChanged 112 SP:Iteration 18Q (2707.863361 sec): 3 clusters Score: Raw -559549.076524 + Penalty 2929.022564 = -556620.053960 nChanged 92 SP:Iteration 19Q (2707.922379 sec): 3 clusters Score: Raw -559585.149395 + Penalty 2929.022564 = -556656.126831 nChanged 80 SP:Iteration 20F (2707.972221 sec): 3 clusters Score: Raw -559612.987025 + Penalty 2929.022564 = -556683.964462 nChanged 64 SP:Iteration 21Q (2708.036318 sec): 3 clusters Score: Raw -559631.663311 + Penalty 2929.022564 = -556702.640747 nChanged 50 SP:Iteration 22Q (2708.096935 sec): 3 clusters Score: Raw -559648.261223 + Penalty 2929.022564 = -556719.238659 nChanged 42 SP:Iteration 23Q (2708.157726 sec): 3 clusters Score: Raw -559661.533202 + Penalty 2929.022564 = -556732.510638 nChanged 45 SP:Iteration 24Q (2708.221819 sec): 3 clusters Score: Raw -559676.812408 + Penalty 2929.022564 = -556747.789844 nChanged 49 SP:Iteration 25Q (2708.276165 sec): 3 clusters Score: Raw -559691.798891 + Penalty 2929.022564 = -556762.776328 nChanged 31 SP:Iteration 26Q (2708.339429 sec): 3 clusters Score: Raw -559701.304653 + Penalty 2929.022564 = -556772.282090 nChanged 36 SP:Iteration 27Q (2708.385450 sec): 3 clusters Score: Raw -559711.112560 + Penalty 2929.022564 = -556782.089997 nChanged 33 SP:Iteration 28Q (2708.456695 sec): 3 clusters Score: Raw -559719.910962 + Penalty 2929.022564 = -556790.888398 nChanged 31 SP:Iteration 29Q (2708.514422 sec): 3 clusters Score: Raw -559728.644003 + Penalty 2929.022564 = -556799.621439 nChanged 29 SP:Iteration 30Q (2708.560676 sec): 3 clusters Score: Raw -559736.593758 + Penalty 2929.022564 = -556807.571195 nChanged 17 SP:Iteration 31Q (2708.624308 sec): 3 clusters Score: Raw -559740.529561 + Penalty 2929.022564 = -556811.506998 nChanged 14 SP:Iteration 32Q (2708.680154 sec): 3 clusters Score: Raw -559743.672146 + Penalty 2929.022564 = -556814.649582 nChanged 12 SP:Iteration 33Q (2708.750653 sec): 3 clusters Score: Raw -559745.944936 + Penalty 2929.022564 = -556816.922372 nChanged 12 SP:Iteration 34Q (2708.803271 sec): 3 clusters Score: Raw -559748.705255 + Penalty 2929.022564 = -556819.682692 nChanged 15 SP:Iteration 35Q (2708.861516 sec): 3 clusters Score: Raw -559752.143196 + Penalty 2929.022564 = -556823.120632 nChanged 12 SP:Iteration 36Q (2708.922235 sec): 3 clusters Score: Raw -559754.250997 + Penalty 2929.022564 = -556825.228434 nChanged 13 SP:Iteration 37Q (2708.983218 sec): 3 clusters Score: Raw -559757.294975 + Penalty 2929.022564 = -556828.272411 nChanged 12 SP:Iteration 38Q (2709.040895 sec): 3 clusters Score: Raw -559759.943474 + Penalty 2929.022564 = -556830.920910 nChanged 8 SP:Iteration 39Q (2709.092434 sec): 3 clusters Score: Raw -559761.843760 + Penalty 2929.022564 = -556832.821197 nChanged 10 SP:Iteration 40F (2709.152153 sec): 3 clusters Score: Raw -559764.234174 + Penalty 2929.022564 = -556835.211611 nChanged 10 SP:Iteration 41Q (2709.215109 sec): 3 clusters Score: Raw -559766.990575 + Penalty 2929.022564 = -556837.968011 nChanged 12 SP:Iteration 42Q (2709.278301 sec): 3 clusters Score: Raw -559769.558563 + Penalty 2929.022564 = -556840.535999 nChanged 11 SP:Iteration 43Q (2709.326571 sec): 3 clusters Score: Raw -559772.332322 + Penalty 2929.022564 = -556843.309759 nChanged 12 SP:Iteration 44Q (2709.386334 sec): 3 clusters Score: Raw -559775.544247 + Penalty 2929.022564 = -556846.521683 nChanged 15 SP:Iteration 45Q (2709.453796 sec): 3 clusters Score: Raw -559778.621349 + Penalty 2929.022564 = -556849.598785 nChanged 13 SP:Iteration 46Q (2709.511668 sec): 3 clusters Score: Raw -559781.605679 + Penalty 2929.022564 = -556852.583115 nChanged 8 SP:Iteration 47Q (2709.571012 sec): 3 clusters Score: Raw -559783.269717 + Penalty 2929.022564 = -556854.247153 nChanged 8 SP:Iteration 48Q (2709.616604 sec): 3 clusters Score: Raw -559785.301337 + Penalty 2929.022564 = -556856.278773 nChanged 8 SP:Iteration 49Q (2709.682607 sec): 3 clusters Score: Raw -559787.989326 + Penalty 2929.022564 = -556858.966762 nChanged 10 SP:Iteration 50Q (2709.737436 sec): 3 clusters Score: Raw -559789.830667 + Penalty 2929.022564 = -556860.808104 nChanged 5 SP:Iteration 51Q (2709.797537 sec): 3 clusters Score: Raw -559790.878727 + Penalty 2929.022564 = -556861.856163 nChanged 7 SP:Iteration 52Q (2709.844691 sec): 3 clusters Score: Raw -559792.402619 + Penalty 2929.022564 = -556863.380055 nChanged 7 SP:Iteration 53Q (2709.914588 sec): 3 clusters Score: Raw -559794.078598 + Penalty 2929.022564 = -556865.056034 nChanged 8 SP:Iteration 54Q (2709.973899 sec): 3 clusters Score: Raw -559795.421042 + Penalty 2929.022564 = -556866.398478 nChanged 4 SP:Iteration 55Q (2710.031883 sec): 3 clusters Score: Raw -559796.390306 + Penalty 2929.022564 = -556867.367742 nChanged 1 SP:Iteration 56Q (2710.093160 sec): 3 clusters Score: Raw -559796.674830 + Penalty 2929.022564 = -556867.652267 nChanged 0 SP:Iteration 57F (2710.157848 sec): 3 clusters Score: Raw -559796.674830 + Penalty 2929.022564 = -556867.652267 nChanged 0 Trying to split cluster 4 (10333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2710.199957 sec): 2 clusters Score: Raw -679524.476155 + Penalty 1502.003415 = -678022.472740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2710.266372 sec): 3 clusters Score: Raw -673671.495801 + Penalty 3004.006829 = -670667.488972 nChanged 4507 SP:Iteration 1F (2710.320176 sec): 3 clusters Score: Raw -676101.484230 + Penalty 3004.006829 = -673097.477401 nChanged 603 SP:Iteration 2F (2710.383798 sec): 3 clusters Score: Raw -676333.459611 + Penalty 3004.006829 = -673329.452782 nChanged 463 SP:Iteration 3Q (2710.452746 sec): 3 clusters Score: Raw -676498.536912 + Penalty 3004.006829 = -673494.530083 nChanged 400 SP:Iteration 4Q (2710.524459 sec): 3 clusters Score: Raw -676629.616015 + Penalty 3004.006829 = -673625.609186 nChanged 362 SP:Iteration 5Q (2710.575933 sec): 3 clusters Score: Raw -676759.814152 + Penalty 3004.006829 = -673755.807322 nChanged 375 SP:Iteration 6Q (2710.651101 sec): 3 clusters Score: Raw -676905.615184 + Penalty 3004.006829 = -673901.608355 nChanged 442 SP:Iteration 7Q (2710.714524 sec): 3 clusters Score: Raw -677109.994049 + Penalty 3004.006829 = -674105.987219 nChanged 517 SP:Iteration 8F (2710.782314 sec): 3 clusters Score: Raw -677411.191273 + Penalty 3004.006829 = -674407.184443 nChanged 600 SP:Iteration 9F (2710.834154 sec): 3 clusters Score: Raw -677828.574890 + Penalty 3004.006829 = -674824.568061 nChanged 631 SP:Iteration 10F (2710.902249 sec): 3 clusters Score: Raw -678311.285021 + Penalty 3004.006829 = -675307.278192 nChanged 568 SP:Iteration 11F (2710.963041 sec): 3 clusters Score: Raw -678771.706029 + Penalty 3004.006829 = -675767.699200 nChanged 540 SP:Iteration 12F (2711.032497 sec): 3 clusters Score: Raw -679235.085725 + Penalty 3004.006829 = -676231.078896 nChanged 412 SP:Iteration 13Q (2711.092050 sec): 3 clusters Score: Raw -679589.059641 + Penalty 3004.006829 = -676585.052812 nChanged 271 SP:Iteration 14Q (2711.171338 sec): 3 clusters Score: Raw -679813.214113 + Penalty 3004.006829 = -676809.207283 nChanged 153 SP:Iteration 15Q (2711.236139 sec): 3 clusters Score: Raw -679928.708114 + Penalty 3004.006829 = -676924.701285 nChanged 101 SP:Iteration 16Q (2711.294959 sec): 3 clusters Score: Raw -679995.801147 + Penalty 3004.006829 = -676991.794318 nChanged 56 SP:Iteration 17Q (2711.353508 sec): 3 clusters Score: Raw -680035.136734 + Penalty 3004.006829 = -677031.129905 nChanged 41 SP:Iteration 18Q (2711.412308 sec): 3 clusters Score: Raw -680061.791877 + Penalty 3004.006829 = -677057.785047 nChanged 18 SP:Iteration 19Q (2711.471760 sec): 3 clusters Score: Raw -680071.324193 + Penalty 3004.006829 = -677067.317364 nChanged 8 SP:Iteration 20F (2711.542634 sec): 3 clusters Score: Raw -680077.681391 + Penalty 3004.006829 = -677073.674562 nChanged 8 SP:Iteration 21Q (2711.593873 sec): 3 clusters Score: Raw -680083.289536 + Penalty 3004.006829 = -677079.282706 nChanged 4 SP:Iteration 22Q (2711.667083 sec): 3 clusters Score: Raw -680085.083748 + Penalty 3004.006829 = -677081.076919 nChanged 6 SP:Iteration 23Q (2711.719028 sec): 3 clusters Score: Raw -680087.666209 + Penalty 3004.006829 = -677083.659380 nChanged 5 SP:Iteration 24Q (2711.788947 sec): 3 clusters Score: Raw -680090.601629 + Penalty 3004.006829 = -677086.594800 nChanged 3 SP:Iteration 25Q (2711.845839 sec): 3 clusters Score: Raw -680092.484006 + Penalty 3004.006829 = -677088.477176 nChanged 2 SP:Iteration 26Q (2711.907154 sec): 3 clusters Score: Raw -680093.490421 + Penalty 3004.006829 = -677089.483591 nChanged 1 SP:Iteration 27Q (2711.981281 sec): 3 clusters Score: Raw -680093.740513 + Penalty 3004.006829 = -677089.733683 nChanged 0 SP:Iteration 28F (2712.036160 sec): 3 clusters Score: Raw -680093.740513 + Penalty 3004.006829 = -677089.733683 nChanged 0 Trying to split cluster 5 (19288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2712.087989 sec): 2 clusters Score: Raw -1338779.946681 + Penalty 1603.426243 = -1337176.520438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2712.178785 sec): 3 clusters Score: Raw -1327297.285396 + Penalty 3206.852486 = -1324090.432910 nChanged 8590 SP:Iteration 1F (2712.244076 sec): 3 clusters Score: Raw -1332127.257381 + Penalty 3206.852486 = -1328920.404895 nChanged 1211 SP:Iteration 2F (2712.333211 sec): 3 clusters Score: Raw -1332852.889414 + Penalty 3206.852486 = -1329646.036927 nChanged 1433 SP:Iteration 3F (2712.420339 sec): 3 clusters Score: Raw -1333949.370216 + Penalty 3206.852486 = -1330742.517729 nChanged 1558 SP:Iteration 4F (2712.493886 sec): 3 clusters Score: Raw -1335201.599863 + Penalty 3206.852486 = -1331994.747377 nChanged 1608 SP:Iteration 5F (2712.575943 sec): 3 clusters Score: Raw -1336442.250686 + Penalty 3206.852486 = -1333235.398200 nChanged 1423 SP:Iteration 6F (2712.655335 sec): 3 clusters Score: Raw -1337432.937822 + Penalty 3206.852486 = -1334226.085336 nChanged 1123 SP:Iteration 7F (2712.726180 sec): 3 clusters Score: Raw -1338101.550601 + Penalty 3206.852486 = -1334894.698114 nChanged 755 SP:Iteration 8Q (2712.806148 sec): 3 clusters Score: Raw -1338506.861150 + Penalty 3206.852486 = -1335300.008664 nChanged 588 SP:Iteration 9Q (2712.891279 sec): 3 clusters Score: Raw -1338793.178722 + Penalty 3206.852486 = -1335586.326235 nChanged 510 SP:Iteration 10Q (2712.972456 sec): 3 clusters Score: Raw -1339033.574810 + Penalty 3206.852486 = -1335826.722323 nChanged 421 SP:Iteration 11Q (2713.057432 sec): 3 clusters Score: Raw -1339223.268629 + Penalty 3206.852486 = -1336016.416143 nChanged 353 SP:Iteration 12Q (2713.138129 sec): 3 clusters Score: Raw -1339371.810568 + Penalty 3206.852486 = -1336164.958081 nChanged 315 SP:Iteration 13Q (2713.217837 sec): 3 clusters Score: Raw -1339497.383177 + Penalty 3206.852486 = -1336290.530690 nChanged 250 SP:Iteration 14Q (2713.301451 sec): 3 clusters Score: Raw -1339586.671554 + Penalty 3206.852486 = -1336379.819068 nChanged 172 SP:Iteration 15Q (2713.382410 sec): 3 clusters Score: Raw -1339638.875897 + Penalty 3206.852486 = -1336432.023410 nChanged 120 SP:Iteration 16Q (2713.460891 sec): 3 clusters Score: Raw -1339672.417248 + Penalty 3206.852486 = -1336465.564762 nChanged 106 SP:Iteration 17Q (2713.540652 sec): 3 clusters Score: Raw -1339701.730805 + Penalty 3206.852486 = -1336494.878319 nChanged 80 SP:Iteration 18Q (2713.620768 sec): 3 clusters Score: Raw -1339722.690077 + Penalty 3206.852486 = -1336515.837590 nChanged 63 SP:Iteration 19Q (2713.699837 sec): 3 clusters Score: Raw -1339736.973766 + Penalty 3206.852486 = -1336530.121280 nChanged 37 SP:Iteration 20F (2713.778929 sec): 3 clusters Score: Raw -1339744.598533 + Penalty 3206.852486 = -1336537.746047 nChanged 47 SP:Iteration 21Q (2713.870021 sec): 3 clusters Score: Raw -1339753.360765 + Penalty 3206.852486 = -1336546.508279 nChanged 36 SP:Iteration 22Q (2713.951565 sec): 3 clusters Score: Raw -1339762.609207 + Penalty 3206.852486 = -1336555.756720 nChanged 27 SP:Iteration 23Q (2714.020379 sec): 3 clusters Score: Raw -1339768.186720 + Penalty 3206.852486 = -1336561.334234 nChanged 25 SP:Iteration 24Q (2714.099739 sec): 3 clusters Score: Raw -1339773.128666 + Penalty 3206.852486 = -1336566.276180 nChanged 21 SP:Iteration 25Q (2714.193949 sec): 3 clusters Score: Raw -1339777.167998 + Penalty 3206.852486 = -1336570.315511 nChanged 18 SP:Iteration 26Q (2714.270156 sec): 3 clusters Score: Raw -1339780.697538 + Penalty 3206.852486 = -1336573.845052 nChanged 24 SP:Iteration 27Q (2714.357354 sec): 3 clusters Score: Raw -1339786.375406 + Penalty 3206.852486 = -1336579.522919 nChanged 18 SP:Iteration 28Q (2714.442483 sec): 3 clusters Score: Raw -1339789.807788 + Penalty 3206.852486 = -1336582.955301 nChanged 15 SP:Iteration 29Q (2714.523381 sec): 3 clusters Score: Raw -1339793.413887 + Penalty 3206.852486 = -1336586.561400 nChanged 13 SP:Iteration 30Q (2714.588831 sec): 3 clusters Score: Raw -1339796.488614 + Penalty 3206.852486 = -1336589.636128 nChanged 14 SP:Iteration 31Q (2714.666092 sec): 3 clusters Score: Raw -1339799.251555 + Penalty 3206.852486 = -1336592.399068 nChanged 11 SP:Iteration 32Q (2714.754849 sec): 3 clusters Score: Raw -1339801.175986 + Penalty 3206.852486 = -1336594.323500 nChanged 12 SP:Iteration 33Q (2714.837847 sec): 3 clusters Score: Raw -1339803.014740 + Penalty 3206.852486 = -1336596.162253 nChanged 9 SP:Iteration 34Q (2714.917210 sec): 3 clusters Score: Raw -1339804.023777 + Penalty 3206.852486 = -1336597.171290 nChanged 5 SP:Iteration 35Q (2714.995120 sec): 3 clusters Score: Raw -1339804.609161 + Penalty 3206.852486 = -1336597.756675 nChanged 2 SP:Iteration 36Q (2715.062087 sec): 3 clusters Score: Raw -1339804.888801 + Penalty 3206.852486 = -1336598.036315 nChanged 1 SP:Iteration 37Q (2715.150542 sec): 3 clusters Score: Raw -1339805.017040 + Penalty 3206.852486 = -1336598.164554 nChanged 0 SP:Iteration 38F (2715.221006 sec): 3 clusters Score: Raw -1339805.017040 + Penalty 3206.852486 = -1336598.164554 nChanged 0 Trying to split cluster 6 (15590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2715.278736 sec): 2 clusters Score: Raw -1009876.997367 + Penalty 1568.837556 = -1008308.159811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2715.356213 sec): 3 clusters Score: Raw -1000685.970485 + Penalty 3137.675113 = -997548.295373 nChanged 6968 SP:Iteration 1F (2715.430598 sec): 3 clusters Score: Raw -1005015.080300 + Penalty 3137.675113 = -1001877.405187 nChanged 1176 SP:Iteration 2F (2715.496413 sec): 3 clusters Score: Raw -1005809.483504 + Penalty 3137.675113 = -1002671.808392 nChanged 1135 SP:Iteration 3F (2715.576821 sec): 3 clusters Score: Raw -1006650.922224 + Penalty 3137.675113 = -1003513.247111 nChanged 1063 SP:Iteration 4F (2715.647964 sec): 3 clusters Score: Raw -1007480.950275 + Penalty 3137.675113 = -1004343.275162 nChanged 1041 SP:Iteration 5F (2715.718524 sec): 3 clusters Score: Raw -1008315.967287 + Penalty 3137.675113 = -1005178.292175 nChanged 929 SP:Iteration 6F (2715.786441 sec): 3 clusters Score: Raw -1008922.882630 + Penalty 3137.675113 = -1005785.207518 nChanged 717 SP:Iteration 7Q (2715.856610 sec): 3 clusters Score: Raw -1009317.447549 + Penalty 3137.675113 = -1006179.772436 nChanged 545 SP:Iteration 8Q (2715.928518 sec): 3 clusters Score: Raw -1009600.021290 + Penalty 3137.675113 = -1006462.346177 nChanged 448 SP:Iteration 9Q (2716.002073 sec): 3 clusters Score: Raw -1009783.510257 + Penalty 3137.675113 = -1006645.835145 nChanged 332 SP:Iteration 10Q (2716.071897 sec): 3 clusters Score: Raw -1009892.652496 + Penalty 3137.675113 = -1006754.977383 nChanged 240 SP:Iteration 11Q (2716.145558 sec): 3 clusters Score: Raw -1009956.527032 + Penalty 3137.675113 = -1006818.851920 nChanged 198 SP:Iteration 12Q (2716.216671 sec): 3 clusters Score: Raw -1010003.434862 + Penalty 3137.675113 = -1006865.759750 nChanged 163 SP:Iteration 13Q (2716.282405 sec): 3 clusters Score: Raw -1010047.948652 + Penalty 3137.675113 = -1006910.273540 nChanged 159 SP:Iteration 14Q (2716.359956 sec): 3 clusters Score: Raw -1010082.199826 + Penalty 3137.675113 = -1006944.524713 nChanged 136 SP:Iteration 15Q (2716.433313 sec): 3 clusters Score: Raw -1010111.246805 + Penalty 3137.675113 = -1006973.571693 nChanged 131 SP:Iteration 16Q (2716.504236 sec): 3 clusters Score: Raw -1010140.564750 + Penalty 3137.675113 = -1007002.889638 nChanged 135 SP:Iteration 17Q (2716.575606 sec): 3 clusters Score: Raw -1010171.382027 + Penalty 3137.675113 = -1007033.706914 nChanged 134 SP:Iteration 18Q (2716.648127 sec): 3 clusters Score: Raw -1010205.911672 + Penalty 3137.675113 = -1007068.236559 nChanged 139 SP:Iteration 19Q (2716.717520 sec): 3 clusters Score: Raw -1010236.351315 + Penalty 3137.675113 = -1007098.676203 nChanged 118 SP:Iteration 20F (2716.789847 sec): 3 clusters Score: Raw -1010264.104384 + Penalty 3137.675113 = -1007126.429271 nChanged 116 SP:Iteration 21Q (2716.875869 sec): 3 clusters Score: Raw -1010291.869869 + Penalty 3137.675113 = -1007154.194756 nChanged 118 SP:Iteration 22Q (2716.951402 sec): 3 clusters Score: Raw -1010315.165940 + Penalty 3137.675113 = -1007177.490828 nChanged 102 SP:Iteration 23Q (2717.025307 sec): 3 clusters Score: Raw -1010333.100796 + Penalty 3137.675113 = -1007195.425683 nChanged 90 SP:Iteration 24Q (2717.098634 sec): 3 clusters Score: Raw -1010345.658273 + Penalty 3137.675113 = -1007207.983160 nChanged 73 SP:Iteration 25Q (2717.163710 sec): 3 clusters Score: Raw -1010356.512622 + Penalty 3137.675113 = -1007218.837510 nChanged 78 SP:Iteration 26Q (2717.245476 sec): 3 clusters Score: Raw -1010368.413328 + Penalty 3137.675113 = -1007230.738215 nChanged 74 SP:Iteration 27Q (2717.318939 sec): 3 clusters Score: Raw -1010378.195947 + Penalty 3137.675113 = -1007240.520834 nChanged 64 SP:Iteration 28Q (2717.390939 sec): 3 clusters Score: Raw -1010386.774972 + Penalty 3137.675113 = -1007249.099859 nChanged 65 SP:Iteration 29Q (2717.463425 sec): 3 clusters Score: Raw -1010396.719638 + Penalty 3137.675113 = -1007259.044525 nChanged 71 SP:Iteration 30Q (2717.530618 sec): 3 clusters Score: Raw -1010406.429791 + Penalty 3137.675113 = -1007268.754678 nChanged 62 SP:Iteration 31Q (2717.595251 sec): 3 clusters Score: Raw -1010413.405573 + Penalty 3137.675113 = -1007275.730461 nChanged 56 SP:Iteration 32Q (2717.678694 sec): 3 clusters Score: Raw -1010420.578533 + Penalty 3137.675113 = -1007282.903420 nChanged 56 SP:Iteration 33Q (2717.751333 sec): 3 clusters Score: Raw -1010427.105047 + Penalty 3137.675113 = -1007289.429935 nChanged 44 SP:Iteration 34Q (2717.824183 sec): 3 clusters Score: Raw -1010431.221678 + Penalty 3137.675113 = -1007293.546565 nChanged 36 SP:Iteration 35Q (2717.896010 sec): 3 clusters Score: Raw -1010435.533197 + Penalty 3137.675113 = -1007297.858085 nChanged 39 SP:Iteration 36Q (2717.953082 sec): 3 clusters Score: Raw -1010439.426077 + Penalty 3137.675113 = -1007301.750965 nChanged 32 SP:Iteration 37Q (2718.036181 sec): 3 clusters Score: Raw -1010442.979203 + Penalty 3137.675113 = -1007305.304090 nChanged 31 SP:Iteration 38Q (2718.105969 sec): 3 clusters Score: Raw -1010446.526537 + Penalty 3137.675113 = -1007308.851424 nChanged 37 SP:Iteration 39Q (2718.179550 sec): 3 clusters Score: Raw -1010451.445479 + Penalty 3137.675113 = -1007313.770366 nChanged 39 SP:Iteration 40F (2718.256527 sec): 3 clusters Score: Raw -1010456.522272 + Penalty 3137.675113 = -1007318.847159 nChanged 38 SP:Iteration 41Q (2718.329058 sec): 3 clusters Score: Raw -1010461.549068 + Penalty 3137.675113 = -1007323.873955 nChanged 37 SP:Iteration 42Q (2718.396720 sec): 3 clusters Score: Raw -1010465.528742 + Penalty 3137.675113 = -1007327.853630 nChanged 25 SP:Iteration 43Q (2718.470420 sec): 3 clusters Score: Raw -1010467.955129 + Penalty 3137.675113 = -1007330.280016 nChanged 31 SP:Iteration 44Q (2718.543314 sec): 3 clusters Score: Raw -1010471.995424 + Penalty 3137.675113 = -1007334.320311 nChanged 44 SP:Iteration 45Q (2718.609933 sec): 3 clusters Score: Raw -1010478.690174 + Penalty 3137.675113 = -1007341.015061 nChanged 45 SP:Iteration 46Q (2718.691625 sec): 3 clusters Score: Raw -1010484.936265 + Penalty 3137.675113 = -1007347.261152 nChanged 41 SP:Iteration 47Q (2718.767135 sec): 3 clusters Score: Raw -1010489.980033 + Penalty 3137.675113 = -1007352.304920 nChanged 43 SP:Iteration 48Q (2718.841348 sec): 3 clusters Score: Raw -1010494.545627 + Penalty 3137.675113 = -1007356.870514 nChanged 31 SP:Iteration 49Q (2718.912243 sec): 3 clusters Score: Raw -1010497.786549 + Penalty 3137.675113 = -1007360.111436 nChanged 24 SP:Iteration 50Q (2718.987959 sec): 3 clusters Score: Raw -1010500.108739 + Penalty 3137.675113 = -1007362.433626 nChanged 23 SP:Iteration 51Q (2719.051391 sec): 3 clusters Score: Raw -1010502.778403 + Penalty 3137.675113 = -1007365.103290 nChanged 28 SP:Iteration 52Q (2719.131406 sec): 3 clusters Score: Raw -1010506.181791 + Penalty 3137.675113 = -1007368.506678 nChanged 31 SP:Iteration 53Q (2719.204556 sec): 3 clusters Score: Raw -1010509.704617 + Penalty 3137.675113 = -1007372.029504 nChanged 33 SP:Iteration 54Q (2719.273738 sec): 3 clusters Score: Raw -1010512.736215 + Penalty 3137.675113 = -1007375.061102 nChanged 21 SP:Iteration 55Q (2719.346892 sec): 3 clusters Score: Raw -1010514.319941 + Penalty 3137.675113 = -1007376.644828 nChanged 16 SP:Iteration 56Q (2719.420820 sec): 3 clusters Score: Raw -1010516.071265 + Penalty 3137.675113 = -1007378.396152 nChanged 17 SP:Iteration 57Q (2719.495208 sec): 3 clusters Score: Raw -1010517.870452 + Penalty 3137.675113 = -1007380.195340 nChanged 20 SP:Iteration 58Q (2719.563652 sec): 3 clusters Score: Raw -1010519.612878 + Penalty 3137.675113 = -1007381.937765 nChanged 19 SP:Iteration 59Q (2719.640262 sec): 3 clusters Score: Raw -1010521.371338 + Penalty 3137.675113 = -1007383.696226 nChanged 18 SP:Iteration 60F (2719.712540 sec): 3 clusters Score: Raw -1010523.023037 + Penalty 3137.675113 = -1007385.347925 nChanged 19 SP:Iteration 61Q (2719.786845 sec): 3 clusters Score: Raw -1010524.309270 + Penalty 3137.675113 = -1007386.634158 nChanged 19 SP:Iteration 62Q (2719.859217 sec): 3 clusters Score: Raw -1010525.483584 + Penalty 3137.675113 = -1007387.808472 nChanged 8 SP:Iteration 63Q (2719.926395 sec): 3 clusters Score: Raw -1010526.032778 + Penalty 3137.675113 = -1007388.357665 nChanged 8 SP:Iteration 64Q (2719.989027 sec): 3 clusters Score: Raw -1010526.555976 + Penalty 3137.675113 = -1007388.880863 nChanged 5 SP:Iteration 65Q (2720.072248 sec): 3 clusters Score: Raw -1010526.942296 + Penalty 3137.675113 = -1007389.267183 nChanged 11 SP:Iteration 66Q (2720.143206 sec): 3 clusters Score: Raw -1010527.548069 + Penalty 3137.675113 = -1007389.872957 nChanged 7 SP:Iteration 67Q (2720.216749 sec): 3 clusters Score: Raw -1010527.800020 + Penalty 3137.675113 = -1007390.124907 nChanged 5 SP:Iteration 68Q (2720.285908 sec): 3 clusters Score: Raw -1010528.146355 + Penalty 3137.675113 = -1007390.471242 nChanged 5 SP:Iteration 69Q (2720.354952 sec): 3 clusters Score: Raw -1010528.626747 + Penalty 3137.675113 = -1007390.951635 nChanged 5 SP:Iteration 70Q (2720.412041 sec): 3 clusters Score: Raw -1010529.189276 + Penalty 3137.675113 = -1007391.514163 nChanged 6 SP:Iteration 71Q (2720.492666 sec): 3 clusters Score: Raw -1010529.947800 + Penalty 3137.675113 = -1007392.272687 nChanged 9 SP:Iteration 72Q (2720.563166 sec): 3 clusters Score: Raw -1010531.144788 + Penalty 3137.675113 = -1007393.469675 nChanged 11 SP:Iteration 73Q (2720.635486 sec): 3 clusters Score: Raw -1010531.951788 + Penalty 3137.675113 = -1007394.276675 nChanged 9 SP:Iteration 74Q (2720.706773 sec): 3 clusters Score: Raw -1010532.595087 + Penalty 3137.675113 = -1007394.919975 nChanged 12 SP:Iteration 75Q (2720.775687 sec): 3 clusters Score: Raw -1010533.590521 + Penalty 3137.675113 = -1007395.915408 nChanged 13 SP:Iteration 76Q (2720.847606 sec): 3 clusters Score: Raw -1010534.494725 + Penalty 3137.675113 = -1007396.819613 nChanged 7 SP:Iteration 77Q (2720.916216 sec): 3 clusters Score: Raw -1010534.990032 + Penalty 3137.675113 = -1007397.314919 nChanged 4 SP:Iteration 78Q (2720.987378 sec): 3 clusters Score: Raw -1010535.580285 + Penalty 3137.675113 = -1007397.905172 nChanged 7 SP:Iteration 79Q (2721.055506 sec): 3 clusters Score: Raw -1010536.195113 + Penalty 3137.675113 = -1007398.520000 nChanged 10 SP:Iteration 80F (2721.115482 sec): 3 clusters Score: Raw -1010537.021451 + Penalty 3137.675113 = -1007399.346338 nChanged 9 SP:Iteration 81Q (2721.190846 sec): 3 clusters Score: Raw -1010537.818118 + Penalty 3137.675113 = -1007400.143006 nChanged 7 SP:Iteration 82Q (2721.263837 sec): 3 clusters Score: Raw -1010538.302853 + Penalty 3137.675113 = -1007400.627740 nChanged 3 SP:Iteration 83Q (2721.344462 sec): 3 clusters Score: Raw -1010538.531974 + Penalty 3137.675113 = -1007400.856862 nChanged 3 SP:Iteration 84Q (2721.413616 sec): 3 clusters Score: Raw -1010538.963060 + Penalty 3137.675113 = -1007401.287948 nChanged 6 SP:Iteration 85Q (2721.478713 sec): 3 clusters Score: Raw -1010539.480403 + Penalty 3137.675113 = -1007401.805291 nChanged 8 SP:Iteration 86Q (2721.565741 sec): 3 clusters Score: Raw -1010540.321892 + Penalty 3137.675113 = -1007402.646779 nChanged 6 SP:Iteration 87Q (2721.637805 sec): 3 clusters Score: Raw -1010541.235916 + Penalty 3137.675113 = -1007403.560804 nChanged 8 SP:Iteration 88Q (2721.712077 sec): 3 clusters Score: Raw -1010542.159267 + Penalty 3137.675113 = -1007404.484154 nChanged 10 SP:Iteration 89Q (2721.782269 sec): 3 clusters Score: Raw -1010543.298904 + Penalty 3137.675113 = -1007405.623791 nChanged 14 SP:Iteration 90Q (2721.853866 sec): 3 clusters Score: Raw -1010544.895884 + Penalty 3137.675113 = -1007407.220771 nChanged 14 SP:Iteration 91Q (2721.914706 sec): 3 clusters Score: Raw -1010546.352723 + Penalty 3137.675113 = -1007408.677610 nChanged 13 SP:Iteration 92Q (2721.988459 sec): 3 clusters Score: Raw -1010547.617043 + Penalty 3137.675113 = -1007409.941931 nChanged 12 SP:Iteration 93Q (2722.071542 sec): 3 clusters Score: Raw -1010548.521734 + Penalty 3137.675113 = -1007410.846621 nChanged 11 SP:Iteration 94Q (2722.142949 sec): 3 clusters Score: Raw -1010549.440304 + Penalty 3137.675113 = -1007411.765191 nChanged 12 SP:Iteration 95Q (2722.216423 sec): 3 clusters Score: Raw -1010550.661102 + Penalty 3137.675113 = -1007412.985990 nChanged 13 SP:Iteration 96Q (2722.289671 sec): 3 clusters Score: Raw -1010551.774797 + Penalty 3137.675113 = -1007414.099685 nChanged 8 SP:Iteration 97Q (2722.359136 sec): 3 clusters Score: Raw -1010552.241098 + Penalty 3137.675113 = -1007414.565986 nChanged 2 SP:Iteration 98Q (2722.420469 sec): 3 clusters Score: Raw -1010552.355227 + Penalty 3137.675113 = -1007414.680114 nChanged 2 SP:Iteration 99Q (2722.503048 sec): 3 clusters Score: Raw -1010552.500988 + Penalty 3137.675113 = -1007414.825875 nChanged 1 SP:Iteration 100F (2722.579436 sec): 3 clusters Score: Raw -1010552.559910 + Penalty 3137.675113 = -1007414.884798 nChanged 2 SP:Iteration 101Q (2722.650459 sec): 3 clusters Score: Raw -1010552.723976 + Penalty 3137.675113 = -1007415.048863 nChanged 2 SP:Iteration 102Q (2722.720087 sec): 3 clusters Score: Raw -1010553.009682 + Penalty 3137.675113 = -1007415.334570 nChanged 5 SP:Iteration 103Q (2722.788978 sec): 3 clusters Score: Raw -1010553.503527 + Penalty 3137.675113 = -1007415.828414 nChanged 5 SP:Iteration 104Q (2722.863211 sec): 3 clusters Score: Raw -1010553.774709 + Penalty 3137.675113 = -1007416.099597 nChanged 4 SP:Iteration 105Q (2722.930975 sec): 3 clusters Score: Raw -1010554.075960 + Penalty 3137.675113 = -1007416.400847 nChanged 4 SP:Iteration 106Q (2723.009272 sec): 3 clusters Score: Raw -1010554.348321 + Penalty 3137.675113 = -1007416.673208 nChanged 5 SP:Iteration 107Q (2723.078879 sec): 3 clusters Score: Raw -1010554.812535 + Penalty 3137.675113 = -1007417.137422 nChanged 6 SP:Iteration 108Q (2723.158976 sec): 3 clusters Score: Raw -1010555.473556 + Penalty 3137.675113 = -1007417.798443 nChanged 9 SP:Iteration 109Q (2723.232091 sec): 3 clusters Score: Raw -1010556.555825 + Penalty 3137.675113 = -1007418.880713 nChanged 11 SP:Iteration 110Q (2723.300129 sec): 3 clusters Score: Raw -1010557.679793 + Penalty 3137.675113 = -1007420.004681 nChanged 5 SP:Iteration 111Q (2723.362745 sec): 3 clusters Score: Raw -1010558.033817 + Penalty 3137.675113 = -1007420.358704 nChanged 3 SP:Iteration 112Q (2723.442165 sec): 3 clusters Score: Raw -1010558.236076 + Penalty 3137.675113 = -1007420.560963 nChanged 4 SP:Iteration 113Q (2723.515231 sec): 3 clusters Score: Raw -1010558.829559 + Penalty 3137.675113 = -1007421.154446 nChanged 6 SP:Iteration 114Q (2723.584450 sec): 3 clusters Score: Raw -1010559.516160 + Penalty 3137.675113 = -1007421.841048 nChanged 8 SP:Iteration 115Q (2723.662147 sec): 3 clusters Score: Raw -1010560.093866 + Penalty 3137.675113 = -1007422.418753 nChanged 2 SP:Iteration 116Q (2723.732546 sec): 3 clusters Score: Raw -1010560.234792 + Penalty 3137.675113 = -1007422.559679 nChanged 2 SP:Iteration 117Q (2723.812006 sec): 3 clusters Score: Raw -1010560.386996 + Penalty 3137.675113 = -1007422.711884 nChanged 3 SP:Iteration 118Q (2723.882601 sec): 3 clusters Score: Raw -1010560.631103 + Penalty 3137.675113 = -1007422.955990 nChanged 4 SP:Iteration 119Q (2723.949305 sec): 3 clusters Score: Raw -1010560.832157 + Penalty 3137.675113 = -1007423.157044 nChanged 1 SP:Iteration 120F (2724.011629 sec): 3 clusters Score: Raw -1010560.879175 + Penalty 3137.675113 = -1007423.204062 nChanged 2 SP:Iteration 121Q (2724.079306 sec): 3 clusters Score: Raw -1010560.992989 + Penalty 3137.675113 = -1007423.317877 nChanged 3 SP:Iteration 122Q (2724.151747 sec): 3 clusters Score: Raw -1010561.338749 + Penalty 3137.675113 = -1007423.663637 nChanged 6 SP:Iteration 123Q (2724.230253 sec): 3 clusters Score: Raw -1010561.729182 + Penalty 3137.675113 = -1007424.054069 nChanged 8 SP:Iteration 124Q (2724.292582 sec): 3 clusters Score: Raw -1010562.527014 + Penalty 3137.675113 = -1007424.851902 nChanged 8 SP:Iteration 125Q (2724.375375 sec): 3 clusters Score: Raw -1010563.427068 + Penalty 3137.675113 = -1007425.751956 nChanged 11 SP:Iteration 126Q (2724.445004 sec): 3 clusters Score: Raw -1010564.511677 + Penalty 3137.675113 = -1007426.836564 nChanged 10 SP:Iteration 127Q (2724.515699 sec): 3 clusters Score: Raw -1010565.301095 + Penalty 3137.675113 = -1007427.625982 nChanged 10 SP:Iteration 128Q (2724.576575 sec): 3 clusters Score: Raw -1010566.534711 + Penalty 3137.675113 = -1007428.859599 nChanged 11 SP:Iteration 129Q (2724.646865 sec): 3 clusters Score: Raw -1010567.533022 + Penalty 3137.675113 = -1007429.857909 nChanged 8 SP:Iteration 130Q (2724.725426 sec): 3 clusters Score: Raw -1010568.478397 + Penalty 3137.675113 = -1007430.803284 nChanged 6 SP:Iteration 131Q (2724.796849 sec): 3 clusters Score: Raw -1010568.882498 + Penalty 3137.675113 = -1007431.207386 nChanged 3 SP:Iteration 132Q (2724.867741 sec): 3 clusters Score: Raw -1010569.048349 + Penalty 3137.675113 = -1007431.373236 nChanged 2 SP:Iteration 133Q (2724.939161 sec): 3 clusters Score: Raw -1010569.187268 + Penalty 3137.675113 = -1007431.512155 nChanged 4 SP:Iteration 134Q (2725.011259 sec): 3 clusters Score: Raw -1010569.750285 + Penalty 3137.675113 = -1007432.075172 nChanged 6 SP:Iteration 135Q (2725.085207 sec): 3 clusters Score: Raw -1010570.417416 + Penalty 3137.675113 = -1007432.742304 nChanged 7 SP:Iteration 136Q (2725.157425 sec): 3 clusters Score: Raw -1010570.956147 + Penalty 3137.675113 = -1007433.281035 nChanged 10 SP:Iteration 137Q (2725.228307 sec): 3 clusters Score: Raw -1010572.149212 + Penalty 3137.675113 = -1007434.474099 nChanged 13 SP:Iteration 138Q (2725.294352 sec): 3 clusters Score: Raw -1010573.706704 + Penalty 3137.675113 = -1007436.031591 nChanged 8 SP:Iteration 139Q (2725.364093 sec): 3 clusters Score: Raw -1010574.470211 + Penalty 3137.675113 = -1007436.795098 nChanged 11 SP:Iteration 140F (2725.444255 sec): 3 clusters Score: Raw -1010575.390814 + Penalty 3137.675113 = -1007437.715701 nChanged 11 SP:Iteration 141Q (2725.511434 sec): 3 clusters Score: Raw -1010576.228303 + Penalty 3137.675113 = -1007438.553191 nChanged 6 SP:Iteration 142Q (2725.581865 sec): 3 clusters Score: Raw -1010577.032612 + Penalty 3137.675113 = -1007439.357499 nChanged 6 SP:Iteration 143Q (2725.659607 sec): 3 clusters Score: Raw -1010577.664203 + Penalty 3137.675113 = -1007439.989091 nChanged 6 SP:Iteration 144Q (2725.721404 sec): 3 clusters Score: Raw -1010578.096683 + Penalty 3137.675113 = -1007440.421570 nChanged 3 SP:Iteration 145Q (2725.804643 sec): 3 clusters Score: Raw -1010578.261672 + Penalty 3137.675113 = -1007440.586560 nChanged 1 SP:Iteration 146Q (2725.867849 sec): 3 clusters Score: Raw -1010578.278248 + Penalty 3137.675113 = -1007440.603135 nChanged 0 SP:Iteration 147F (2725.944617 sec): 3 clusters Score: Raw -1010578.278248 + Penalty 3137.675113 = -1007440.603135 nChanged 0 Trying to split cluster 7 (88189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2726.102983 sec): 2 clusters Score: Raw -6005013.538697 + Penalty 1850.426097 = -6003163.112600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2726.306676 sec): 3 clusters Score: Raw -5947735.665609 + Penalty 3700.852193 = -5944034.813415 nChanged 42053 SP:Iteration 1F (2726.502668 sec): 3 clusters Score: Raw -5971879.328808 + Penalty 3700.852193 = -5968178.476615 nChanged 2978 SP:Iteration 2Q (2726.705363 sec): 3 clusters Score: Raw -5972581.494608 + Penalty 3700.852193 = -5968880.642414 nChanged 3074 SP:Iteration 3Q (2726.912548 sec): 3 clusters Score: Raw -5973360.617442 + Penalty 3700.852193 = -5969659.765248 nChanged 3213 SP:Iteration 4Q (2727.120724 sec): 3 clusters Score: Raw -5974303.422189 + Penalty 3700.852193 = -5970602.569996 nChanged 3433 SP:Iteration 5Q (2727.319188 sec): 3 clusters Score: Raw -5975466.864099 + Penalty 3700.852193 = -5971766.011906 nChanged 3821 SP:Iteration 6Q (2727.520401 sec): 3 clusters Score: Raw -5976902.781941 + Penalty 3700.852193 = -5973201.929748 nChanged 4216 SP:Iteration 7Q (2727.731830 sec): 3 clusters Score: Raw -5978801.880969 + Penalty 3700.852193 = -5975101.028776 nChanged 4710 SP:Iteration 8F (2727.928877 sec): 3 clusters Score: Raw -5981389.398752 + Penalty 3700.852193 = -5977688.546559 nChanged 5034 SP:Iteration 9F (2728.125360 sec): 3 clusters Score: Raw -5984714.252838 + Penalty 3700.852193 = -5981013.400645 nChanged 4983 SP:Iteration 10F (2728.328769 sec): 3 clusters Score: Raw -5988481.548359 + Penalty 3700.852193 = -5984780.696166 nChanged 4566 SP:Iteration 11F (2728.532000 sec): 3 clusters Score: Raw -5992224.148161 + Penalty 3700.852193 = -5988523.295967 nChanged 3888 SP:Iteration 12Q (2728.724713 sec): 3 clusters Score: Raw -5995129.138883 + Penalty 3700.852193 = -5991428.286690 nChanged 2917 SP:Iteration 13Q (2728.935200 sec): 3 clusters Score: Raw -5996937.497550 + Penalty 3700.852193 = -5993236.645357 nChanged 2202 SP:Iteration 14Q (2729.137034 sec): 3 clusters Score: Raw -5998114.050399 + Penalty 3700.852193 = -5994413.198206 nChanged 1789 SP:Iteration 15Q (2729.324976 sec): 3 clusters Score: Raw -5999008.706376 + Penalty 3700.852193 = -5995307.854183 nChanged 1668 SP:Iteration 16Q (2729.520997 sec): 3 clusters Score: Raw -5999828.631991 + Penalty 3700.852193 = -5996127.779798 nChanged 1548 SP:Iteration 17Q (2729.711241 sec): 3 clusters Score: Raw -6000591.175314 + Penalty 3700.852193 = -5996890.323121 nChanged 1506 SP:Iteration 18Q (2729.889524 sec): 3 clusters Score: Raw -6001339.096325 + Penalty 3700.852193 = -5997638.244132 nChanged 1363 SP:Iteration 19Q (2730.074367 sec): 3 clusters Score: Raw -6002000.500778 + Penalty 3700.852193 = -5998299.648585 nChanged 1230 SP:Iteration 20F (2730.267188 sec): 3 clusters Score: Raw -6002609.452505 + Penalty 3700.852193 = -5998908.600312 nChanged 1094 SP:Iteration 21Q (2730.449012 sec): 3 clusters Score: Raw -6003127.240363 + Penalty 3700.852193 = -5999426.388170 nChanged 967 SP:Iteration 22Q (2730.627758 sec): 3 clusters Score: Raw -6003569.954558 + Penalty 3700.852193 = -5999869.102364 nChanged 854 SP:Iteration 23Q (2730.798149 sec): 3 clusters Score: Raw -6003966.357225 + Penalty 3700.852193 = -6000265.505032 nChanged 796 SP:Iteration 24Q (2730.956776 sec): 3 clusters Score: Raw -6004338.927306 + Penalty 3700.852193 = -6000638.075113 nChanged 671 SP:Iteration 25Q (2731.126827 sec): 3 clusters Score: Raw -6004641.128729 + Penalty 3700.852193 = -6000940.276536 nChanged 539 SP:Iteration 26Q (2731.311010 sec): 3 clusters Score: Raw -6004863.348506 + Penalty 3700.852193 = -6001162.496313 nChanged 468 SP:Iteration 27Q (2731.488034 sec): 3 clusters Score: Raw -6005053.103244 + Penalty 3700.852193 = -6001352.251051 nChanged 395 SP:Iteration 28Q (2731.660429 sec): 3 clusters Score: Raw -6005215.202389 + Penalty 3700.852193 = -6001514.350196 nChanged 339 SP:Iteration 29Q (2731.833046 sec): 3 clusters Score: Raw -6005341.449681 + Penalty 3700.852193 = -6001640.597488 nChanged 256 SP:Iteration 30Q (2731.987314 sec): 3 clusters Score: Raw -6005435.830918 + Penalty 3700.852193 = -6001734.978725 nChanged 201 SP:Iteration 31Q (2732.157853 sec): 3 clusters Score: Raw -6005511.284970 + Penalty 3700.852193 = -6001810.432777 nChanged 151 SP:Iteration 32Q (2732.329804 sec): 3 clusters Score: Raw -6005559.764590 + Penalty 3700.852193 = -6001858.912397 nChanged 124 SP:Iteration 33Q (2732.507188 sec): 3 clusters Score: Raw -6005602.748374 + Penalty 3700.852193 = -6001901.896181 nChanged 108 SP:Iteration 34Q (2732.690194 sec): 3 clusters Score: Raw -6005637.873004 + Penalty 3700.852193 = -6001937.020811 nChanged 101 SP:Iteration 35Q (2732.858902 sec): 3 clusters Score: Raw -6005666.616547 + Penalty 3700.852193 = -6001965.764354 nChanged 76 SP:Iteration 36Q (2733.023513 sec): 3 clusters Score: Raw -6005687.164332 + Penalty 3700.852193 = -6001986.312139 nChanged 75 SP:Iteration 37Q (2733.192205 sec): 3 clusters Score: Raw -6005707.465947 + Penalty 3700.852193 = -6002006.613754 nChanged 70 SP:Iteration 38Q (2733.354051 sec): 3 clusters Score: Raw -6005726.809540 + Penalty 3700.852193 = -6002025.957347 nChanged 61 SP:Iteration 39Q (2733.525101 sec): 3 clusters Score: Raw -6005743.637841 + Penalty 3700.852193 = -6002042.785648 nChanged 50 SP:Iteration 40F (2733.723391 sec): 3 clusters Score: Raw -6005753.626485 + Penalty 3700.852193 = -6002052.774292 nChanged 36 SP:Iteration 41Q (2733.883694 sec): 3 clusters Score: Raw -6005762.476860 + Penalty 3700.852193 = -6002061.624667 nChanged 33 SP:Iteration 42Q (2734.050231 sec): 3 clusters Score: Raw -6005771.398038 + Penalty 3700.852193 = -6002070.545845 nChanged 32 SP:Iteration 43Q (2734.221072 sec): 3 clusters Score: Raw -6005779.301081 + Penalty 3700.852193 = -6002078.448888 nChanged 31 SP:Iteration 44Q (2734.385331 sec): 3 clusters Score: Raw -6005786.817573 + Penalty 3700.852193 = -6002085.965380 nChanged 37 SP:Iteration 45Q (2734.548962 sec): 3 clusters Score: Raw -6005796.036694 + Penalty 3700.852193 = -6002095.184501 nChanged 22 SP:Iteration 46Q (2734.713296 sec): 3 clusters Score: Raw -6005801.453541 + Penalty 3700.852193 = -6002100.601347 nChanged 20 SP:Iteration 47Q (2734.876432 sec): 3 clusters Score: Raw -6005805.498017 + Penalty 3700.852193 = -6002104.645824 nChanged 14 SP:Iteration 48Q (2735.038978 sec): 3 clusters Score: Raw -6005808.084963 + Penalty 3700.852193 = -6002107.232770 nChanged 11 SP:Iteration 49Q (2735.211405 sec): 3 clusters Score: Raw -6005809.432827 + Penalty 3700.852193 = -6002108.580634 nChanged 3 SP:Iteration 50Q (2735.377812 sec): 3 clusters Score: Raw -6005809.997408 + Penalty 3700.852193 = -6002109.145214 nChanged 8 SP:Iteration 51Q (2735.541029 sec): 3 clusters Score: Raw -6005811.439847 + Penalty 3700.852193 = -6002110.587654 nChanged 9 SP:Iteration 52Q (2735.711381 sec): 3 clusters Score: Raw -6005813.041363 + Penalty 3700.852193 = -6002112.189169 nChanged 3 SP:Iteration 53Q (2735.885851 sec): 3 clusters Score: Raw -6005813.789725 + Penalty 3700.852193 = -6002112.937532 nChanged 3 SP:Iteration 54Q (2736.052001 sec): 3 clusters Score: Raw -6005814.515774 + Penalty 3700.852193 = -6002113.663581 nChanged 6 SP:Iteration 55Q (2736.220697 sec): 3 clusters Score: Raw -6005815.198455 + Penalty 3700.852193 = -6002114.346262 nChanged 4 SP:Iteration 56Q (2736.383646 sec): 3 clusters Score: Raw -6005815.612996 + Penalty 3700.852193 = -6002114.760803 nChanged 2 SP:Iteration 57Q (2736.538437 sec): 3 clusters Score: Raw -6005816.376964 + Penalty 3700.852193 = -6002115.524771 nChanged 3 SP:Iteration 58Q (2736.695691 sec): 3 clusters Score: Raw -6005816.638957 + Penalty 3700.852193 = -6002115.786764 nChanged 2 SP:Iteration 59Q (2736.861171 sec): 3 clusters Score: Raw -6005816.859907 + Penalty 3700.852193 = -6002116.007714 nChanged 3 SP:Iteration 60F (2737.060213 sec): 3 clusters Score: Raw -6005817.254458 + Penalty 3700.852193 = -6002116.402265 nChanged 3 SP:Iteration 61Q (2737.217115 sec): 3 clusters Score: Raw -6005817.872685 + Penalty 3700.852193 = -6002117.020492 nChanged 1 SP:Iteration 62Q (2737.375530 sec): 3 clusters Score: Raw -6005817.932521 + Penalty 3700.852193 = -6002117.080328 nChanged 1 SP:Iteration 63Q (2737.554915 sec): 3 clusters Score: Raw -6005818.081000 + Penalty 3700.852193 = -6002117.228807 nChanged 0 SP:Iteration 64F (2737.747883 sec): 3 clusters Score: Raw -6005818.081000 + Penalty 3700.852193 = -6002117.228807 nChanged 0 Trying to split cluster 8 (5829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2737.795581 sec): 2 clusters Score: Raw -373668.558934 + Penalty 1408.972620 = -372259.586314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2737.852588 sec): 3 clusters Score: Raw -370631.922242 + Penalty 2817.945240 = -367813.977002 nChanged 2372 SP:Iteration 1F (2737.913178 sec): 3 clusters Score: Raw -372216.604597 + Penalty 2817.945240 = -369398.659357 nChanged 523 SP:Iteration 2F (2737.969592 sec): 3 clusters Score: Raw -372632.964464 + Penalty 2817.945240 = -369815.019224 nChanged 462 SP:Iteration 3F (2738.026545 sec): 3 clusters Score: Raw -373037.750325 + Penalty 2817.945240 = -370219.805085 nChanged 409 SP:Iteration 4F (2738.068225 sec): 3 clusters Score: Raw -373427.050806 + Penalty 2817.945240 = -370609.105566 nChanged 371 SP:Iteration 5F (2738.129292 sec): 3 clusters Score: Raw -373770.356301 + Penalty 2817.945240 = -370952.411062 nChanged 283 SP:Iteration 6Q (2738.175219 sec): 3 clusters Score: Raw -373964.464262 + Penalty 2817.945240 = -371146.519022 nChanged 207 SP:Iteration 7Q (2738.239454 sec): 3 clusters Score: Raw -374080.123173 + Penalty 2817.945240 = -371262.177933 nChanged 145 SP:Iteration 8Q (2738.298693 sec): 3 clusters Score: Raw -374156.128620 + Penalty 2817.945240 = -371338.183380 nChanged 127 SP:Iteration 9Q (2738.346937 sec): 3 clusters Score: Raw -374210.049961 + Penalty 2817.945240 = -371392.104721 nChanged 81 SP:Iteration 10Q (2738.405447 sec): 3 clusters Score: Raw -374237.549055 + Penalty 2817.945240 = -371419.603815 nChanged 58 SP:Iteration 11Q (2738.464132 sec): 3 clusters Score: Raw -374254.262720 + Penalty 2817.945240 = -371436.317480 nChanged 54 SP:Iteration 12Q (2738.511961 sec): 3 clusters Score: Raw -374272.220755 + Penalty 2817.945240 = -371454.275515 nChanged 47 SP:Iteration 13Q (2738.566345 sec): 3 clusters Score: Raw -374285.913863 + Penalty 2817.945240 = -371467.968623 nChanged 42 SP:Iteration 14Q (2738.625089 sec): 3 clusters Score: Raw -374298.741562 + Penalty 2817.945240 = -371480.796322 nChanged 33 SP:Iteration 15Q (2738.675419 sec): 3 clusters Score: Raw -374307.002850 + Penalty 2817.945240 = -371489.057610 nChanged 24 SP:Iteration 16Q (2738.733834 sec): 3 clusters Score: Raw -374312.735453 + Penalty 2817.945240 = -371494.790213 nChanged 26 SP:Iteration 17Q (2738.803298 sec): 3 clusters Score: Raw -374319.654842 + Penalty 2817.945240 = -371501.709602 nChanged 19 SP:Iteration 18Q (2738.862785 sec): 3 clusters Score: Raw -374323.656383 + Penalty 2817.945240 = -371505.711143 nChanged 16 SP:Iteration 19Q (2738.919355 sec): 3 clusters Score: Raw -374328.069674 + Penalty 2817.945240 = -371510.124434 nChanged 22 SP:Iteration 20F (2738.977747 sec): 3 clusters Score: Raw -374333.287534 + Penalty 2817.945240 = -371515.342294 nChanged 22 SP:Iteration 21Q (2739.033523 sec): 3 clusters Score: Raw -374338.661255 + Penalty 2817.945240 = -371520.716015 nChanged 19 SP:Iteration 22Q (2739.091931 sec): 3 clusters Score: Raw -374343.192269 + Penalty 2817.945240 = -371525.247029 nChanged 10 SP:Iteration 23Q (2739.134404 sec): 3 clusters Score: Raw -374345.063482 + Penalty 2817.945240 = -371527.118242 nChanged 7 SP:Iteration 24Q (2739.191187 sec): 3 clusters Score: Raw -374346.335525 + Penalty 2817.945240 = -371528.390285 nChanged 6 SP:Iteration 25Q (2739.243537 sec): 3 clusters Score: Raw -374347.556645 + Penalty 2817.945240 = -371529.611406 nChanged 5 SP:Iteration 26Q (2739.303455 sec): 3 clusters Score: Raw -374348.488222 + Penalty 2817.945240 = -371530.542982 nChanged 2 SP:Iteration 27Q (2739.360392 sec): 3 clusters Score: Raw -374348.805156 + Penalty 2817.945240 = -371530.859916 nChanged 4 SP:Iteration 28Q (2739.408106 sec): 3 clusters Score: Raw -374349.387010 + Penalty 2817.945240 = -371531.441771 nChanged 3 SP:Iteration 29Q (2739.470133 sec): 3 clusters Score: Raw -374349.714769 + Penalty 2817.945240 = -371531.769530 nChanged 2 SP:Iteration 30Q (2739.520724 sec): 3 clusters Score: Raw -374349.948506 + Penalty 2817.945240 = -371532.003266 nChanged 2 SP:Iteration 31Q (2739.585259 sec): 3 clusters Score: Raw -374350.183529 + Penalty 2817.945240 = -371532.238290 nChanged 1 SP:Iteration 32Q (2739.645363 sec): 3 clusters Score: Raw -374350.250479 + Penalty 2817.945240 = -371532.305239 nChanged 0 SP:Iteration 33F (2739.700836 sec): 3 clusters Score: Raw -374350.250479 + Penalty 2817.945240 = -371532.305239 nChanged 0 Trying to split cluster 9 (12897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2739.752986 sec): 2 clusters Score: Raw -877415.478307 + Penalty 1538.021876 = -875877.456431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2739.823149 sec): 3 clusters Score: Raw -869960.464153 + Penalty 3076.043752 = -866884.420401 nChanged 5661 SP:Iteration 1F (2739.891231 sec): 3 clusters Score: Raw -873016.628098 + Penalty 3076.043752 = -869940.584346 nChanged 809 SP:Iteration 2F (2739.952648 sec): 3 clusters Score: Raw -873388.371429 + Penalty 3076.043752 = -870312.327677 nChanged 677 SP:Iteration 3F (2740.023449 sec): 3 clusters Score: Raw -873687.112995 + Penalty 3076.043752 = -870611.069243 nChanged 613 SP:Iteration 4Q (2740.097087 sec): 3 clusters Score: Raw -873986.593991 + Penalty 3076.043752 = -870910.550240 nChanged 620 SP:Iteration 5Q (2740.157676 sec): 3 clusters Score: Raw -874339.810218 + Penalty 3076.043752 = -871263.766466 nChanged 651 SP:Iteration 6F (2740.235651 sec): 3 clusters Score: Raw -874720.808676 + Penalty 3076.043752 = -871644.764924 nChanged 669 SP:Iteration 7F (2740.296751 sec): 3 clusters Score: Raw -875178.868853 + Penalty 3076.043752 = -872102.825101 nChanged 696 SP:Iteration 8F (2740.374869 sec): 3 clusters Score: Raw -875718.723104 + Penalty 3076.043752 = -872642.679353 nChanged 600 SP:Iteration 9Q (2740.443786 sec): 3 clusters Score: Raw -876222.018323 + Penalty 3076.043752 = -873145.974571 nChanged 526 SP:Iteration 10Q (2740.508594 sec): 3 clusters Score: Raw -876672.139295 + Penalty 3076.043752 = -873596.095544 nChanged 392 SP:Iteration 11Q (2740.578715 sec): 3 clusters Score: Raw -877011.158651 + Penalty 3076.043752 = -873935.114900 nChanged 298 SP:Iteration 12Q (2740.647264 sec): 3 clusters Score: Raw -877284.850247 + Penalty 3076.043752 = -874208.806496 nChanged 205 SP:Iteration 13Q (2740.707378 sec): 3 clusters Score: Raw -877454.923469 + Penalty 3076.043752 = -874378.879718 nChanged 143 SP:Iteration 14Q (2740.780596 sec): 3 clusters Score: Raw -877581.290808 + Penalty 3076.043752 = -874505.247056 nChanged 112 SP:Iteration 15Q (2740.838883 sec): 3 clusters Score: Raw -877668.730365 + Penalty 3076.043752 = -874592.686613 nChanged 97 SP:Iteration 16Q (2740.897196 sec): 3 clusters Score: Raw -877735.058133 + Penalty 3076.043752 = -874659.014381 nChanged 78 SP:Iteration 17Q (2740.972756 sec): 3 clusters Score: Raw -877785.730371 + Penalty 3076.043752 = -874709.686619 nChanged 63 SP:Iteration 18Q (2741.036815 sec): 3 clusters Score: Raw -877826.574820 + Penalty 3076.043752 = -874750.531068 nChanged 42 SP:Iteration 19Q (2741.102002 sec): 3 clusters Score: Raw -877847.752378 + Penalty 3076.043752 = -874771.708626 nChanged 36 SP:Iteration 20F (2741.167885 sec): 3 clusters Score: Raw -877861.081267 + Penalty 3076.043752 = -874785.037515 nChanged 22 SP:Iteration 21Q (2741.226465 sec): 3 clusters Score: Raw -877869.134961 + Penalty 3076.043752 = -874793.091209 nChanged 19 SP:Iteration 22Q (2741.304766 sec): 3 clusters Score: Raw -877877.135587 + Penalty 3076.043752 = -874801.091835 nChanged 18 SP:Iteration 23Q (2741.371589 sec): 3 clusters Score: Raw -877884.892844 + Penalty 3076.043752 = -874808.849093 nChanged 16 SP:Iteration 24Q (2741.433579 sec): 3 clusters Score: Raw -877888.574241 + Penalty 3076.043752 = -874812.530490 nChanged 5 SP:Iteration 25Q (2741.502608 sec): 3 clusters Score: Raw -877890.238180 + Penalty 3076.043752 = -874814.194428 nChanged 8 SP:Iteration 26Q (2741.565869 sec): 3 clusters Score: Raw -877892.953168 + Penalty 3076.043752 = -874816.909416 nChanged 6 SP:Iteration 27Q (2741.630536 sec): 3 clusters Score: Raw -877894.934911 + Penalty 3076.043752 = -874818.891159 nChanged 0 SP:Iteration 28F (2741.689660 sec): 3 clusters Score: Raw -877894.934911 + Penalty 3076.043752 = -874818.891159 nChanged 0 Trying to split cluster 10 (77202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2741.833466 sec): 2 clusters Score: Raw -5304831.130408 + Penalty 1828.804354 = -5303002.326053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2742.018351 sec): 3 clusters Score: Raw -5255036.012564 + Penalty 3657.608709 = -5251378.403855 nChanged 36711 SP:Iteration 1F (2742.203849 sec): 3 clusters Score: Raw -5277329.285188 + Penalty 3657.608709 = -5273671.676479 nChanged 3869 SP:Iteration 2F (2742.385114 sec): 3 clusters Score: Raw -5279149.012632 + Penalty 3657.608709 = -5275491.403923 nChanged 4659 SP:Iteration 3F (2742.564440 sec): 3 clusters Score: Raw -5281968.654940 + Penalty 3657.608709 = -5278311.046232 nChanged 5661 SP:Iteration 4F (2742.752420 sec): 3 clusters Score: Raw -5286133.918453 + Penalty 3657.608709 = -5282476.309744 nChanged 6139 SP:Iteration 5F (2742.922772 sec): 3 clusters Score: Raw -5291046.461208 + Penalty 3657.608709 = -5287388.852499 nChanged 5600 SP:Iteration 6F (2743.097072 sec): 3 clusters Score: Raw -5295509.747763 + Penalty 3657.608709 = -5291852.139054 nChanged 4377 SP:Iteration 7F (2743.263429 sec): 3 clusters Score: Raw -5298857.182474 + Penalty 3657.608709 = -5295199.573765 nChanged 3200 SP:Iteration 8Q (2743.448366 sec): 3 clusters Score: Raw -5301206.589565 + Penalty 3657.608709 = -5297548.980856 nChanged 2170 SP:Iteration 9Q (2743.631766 sec): 3 clusters Score: Raw -5302761.760362 + Penalty 3657.608709 = -5299104.151654 nChanged 1490 SP:Iteration 10Q (2743.805002 sec): 3 clusters Score: Raw -5303829.362765 + Penalty 3657.608709 = -5300171.754056 nChanged 1036 SP:Iteration 11Q (2743.971863 sec): 3 clusters Score: Raw -5304577.287239 + Penalty 3657.608709 = -5300919.678530 nChanged 720 SP:Iteration 12Q (2744.132744 sec): 3 clusters Score: Raw -5305096.600301 + Penalty 3657.608709 = -5301438.991592 nChanged 513 SP:Iteration 13Q (2744.285832 sec): 3 clusters Score: Raw -5305408.098248 + Penalty 3657.608709 = -5301750.489540 nChanged 363 SP:Iteration 14Q (2744.435341 sec): 3 clusters Score: Raw -5305579.606388 + Penalty 3657.608709 = -5301921.997680 nChanged 276 SP:Iteration 15Q (2744.587324 sec): 3 clusters Score: Raw -5305688.240577 + Penalty 3657.608709 = -5302030.631869 nChanged 224 SP:Iteration 16Q (2744.748839 sec): 3 clusters Score: Raw -5305765.191750 + Penalty 3657.608709 = -5302107.583041 nChanged 163 SP:Iteration 17Q (2744.907722 sec): 3 clusters Score: Raw -5305812.864329 + Penalty 3657.608709 = -5302155.255621 nChanged 135 SP:Iteration 18Q (2745.059300 sec): 3 clusters Score: Raw -5305850.862617 + Penalty 3657.608709 = -5302193.253908 nChanged 113 SP:Iteration 19Q (2745.213352 sec): 3 clusters Score: Raw -5305882.112996 + Penalty 3657.608709 = -5302224.504287 nChanged 96 SP:Iteration 20F (2745.403922 sec): 3 clusters Score: Raw -5305903.412842 + Penalty 3657.608709 = -5302245.804134 nChanged 70 SP:Iteration 21Q (2745.550229 sec): 3 clusters Score: Raw -5305914.586555 + Penalty 3657.608709 = -5302256.977846 nChanged 48 SP:Iteration 22Q (2745.696348 sec): 3 clusters Score: Raw -5305920.827475 + Penalty 3657.608709 = -5302263.218766 nChanged 38 SP:Iteration 23Q (2745.843746 sec): 3 clusters Score: Raw -5305925.304529 + Penalty 3657.608709 = -5302267.695821 nChanged 28 SP:Iteration 24Q (2745.997594 sec): 3 clusters Score: Raw -5305928.845695 + Penalty 3657.608709 = -5302271.236986 nChanged 25 SP:Iteration 25Q (2746.155090 sec): 3 clusters Score: Raw -5305931.790603 + Penalty 3657.608709 = -5302274.181894 nChanged 17 SP:Iteration 26Q (2746.304546 sec): 3 clusters Score: Raw -5305933.468045 + Penalty 3657.608709 = -5302275.859336 nChanged 5 SP:Iteration 27Q (2746.447665 sec): 3 clusters Score: Raw -5305933.791823 + Penalty 3657.608709 = -5302276.183115 nChanged 1 SP:Iteration 28Q (2746.601924 sec): 3 clusters Score: Raw -5305933.876643 + Penalty 3657.608709 = -5302276.267934 nChanged 1 SP:Iteration 29Q (2746.758985 sec): 3 clusters Score: Raw -5305933.990242 + Penalty 3657.608709 = -5302276.381533 nChanged 2 SP:Iteration 30Q (2746.900446 sec): 3 clusters Score: Raw -5305934.063198 + Penalty 3657.608709 = -5302276.454489 nChanged 0 SP:Iteration 31F (2747.094222 sec): 3 clusters Score: Raw -5305934.063198 + Penalty 3657.608709 = -5302276.454489 nChanged 0 Trying to split cluster 11 (2577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2747.131871 sec): 2 clusters Score: Raw -167135.254922 + Penalty 1276.336947 = -165858.917975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2747.183233 sec): 3 clusters Score: Raw -165948.475003 + Penalty 2552.673893 = -163395.801110 nChanged 929 SP:Iteration 1F (2747.233718 sec): 3 clusters Score: Raw -166507.004394 + Penalty 2552.673893 = -163954.330501 nChanged 199 SP:Iteration 2F (2747.272486 sec): 3 clusters Score: Raw -166649.648536 + Penalty 2552.673893 = -164096.974643 nChanged 132 SP:Iteration 3F (2747.326462 sec): 3 clusters Score: Raw -166729.231084 + Penalty 2552.673893 = -164176.557191 nChanged 92 SP:Iteration 4Q (2747.374926 sec): 3 clusters Score: Raw -166774.733183 + Penalty 2552.673893 = -164222.059289 nChanged 73 SP:Iteration 5Q (2747.428441 sec): 3 clusters Score: Raw -166814.638171 + Penalty 2552.673893 = -164261.964277 nChanged 64 SP:Iteration 6Q (2747.467580 sec): 3 clusters Score: Raw -166849.093686 + Penalty 2552.673893 = -164296.419793 nChanged 58 SP:Iteration 7Q (2747.514566 sec): 3 clusters Score: Raw -166878.525596 + Penalty 2552.673893 = -164325.851703 nChanged 48 SP:Iteration 8Q (2747.563211 sec): 3 clusters Score: Raw -166901.995176 + Penalty 2552.673893 = -164349.321283 nChanged 50 SP:Iteration 9Q (2747.618684 sec): 3 clusters Score: Raw -166932.592311 + Penalty 2552.673893 = -164379.918418 nChanged 56 SP:Iteration 10Q (2747.659881 sec): 3 clusters Score: Raw -166963.405055 + Penalty 2552.673893 = -164410.731162 nChanged 44 SP:Iteration 11Q (2747.712932 sec): 3 clusters Score: Raw -166989.959003 + Penalty 2552.673893 = -164437.285110 nChanged 45 SP:Iteration 12Q (2747.761217 sec): 3 clusters Score: Raw -167014.498705 + Penalty 2552.673893 = -164461.824811 nChanged 36 SP:Iteration 13Q (2747.813763 sec): 3 clusters Score: Raw -167036.745035 + Penalty 2552.673893 = -164484.071141 nChanged 44 SP:Iteration 14Q (2747.862340 sec): 3 clusters Score: Raw -167071.918853 + Penalty 2552.673893 = -164519.244959 nChanged 55 SP:Iteration 15Q (2747.910435 sec): 3 clusters Score: Raw -167120.714397 + Penalty 2552.673893 = -164568.040503 nChanged 54 SP:Iteration 16Q (2747.957570 sec): 3 clusters Score: Raw -167166.377172 + Penalty 2552.673893 = -164613.703278 nChanged 47 SP:Iteration 17Q (2748.006569 sec): 3 clusters Score: Raw -167199.023774 + Penalty 2552.673893 = -164646.349881 nChanged 43 SP:Iteration 18Q (2748.063087 sec): 3 clusters Score: Raw -167236.003778 + Penalty 2552.673893 = -164683.329885 nChanged 34 SP:Iteration 19Q (2748.106298 sec): 3 clusters Score: Raw -167269.981029 + Penalty 2552.673893 = -164717.307135 nChanged 40 SP:Iteration 20F (2748.161251 sec): 3 clusters Score: Raw -167305.251622 + Penalty 2552.673893 = -164752.577729 nChanged 36 SP:Iteration 21Q (2748.217484 sec): 3 clusters Score: Raw -167352.653373 + Penalty 2552.673893 = -164799.979480 nChanged 35 SP:Iteration 22Q (2748.267188 sec): 3 clusters Score: Raw -167401.018104 + Penalty 2552.673893 = -164848.344210 nChanged 29 SP:Iteration 23Q (2748.306814 sec): 3 clusters Score: Raw -167450.321723 + Penalty 2552.673893 = -164897.647830 nChanged 34 SP:Iteration 24Q (2748.366215 sec): 3 clusters Score: Raw -167488.939719 + Penalty 2552.673893 = -164936.265825 nChanged 23 SP:Iteration 25Q (2748.408707 sec): 3 clusters Score: Raw -167516.160164 + Penalty 2552.673893 = -164963.486271 nChanged 17 SP:Iteration 26Q (2748.466507 sec): 3 clusters Score: Raw -167531.790203 + Penalty 2552.673893 = -164979.116310 nChanged 11 SP:Iteration 27Q (2748.522676 sec): 3 clusters Score: Raw -167541.766848 + Penalty 2552.673893 = -164989.092954 nChanged 8 SP:Iteration 28Q (2748.577176 sec): 3 clusters Score: Raw -167549.286795 + Penalty 2552.673893 = -164996.612902 nChanged 7 SP:Iteration 29Q (2748.619575 sec): 3 clusters Score: Raw -167560.549994 + Penalty 2552.673893 = -165007.876101 nChanged 6 SP:Iteration 30Q (2748.672487 sec): 3 clusters Score: Raw -167566.047217 + Penalty 2552.673893 = -165013.373324 nChanged 7 SP:Iteration 31Q (2748.724677 sec): 3 clusters Score: Raw -167570.866405 + Penalty 2552.673893 = -165018.192512 nChanged 5 SP:Iteration 32Q (2748.770827 sec): 3 clusters Score: Raw -167576.786233 + Penalty 2552.673893 = -165024.112339 nChanged 6 SP:Iteration 33Q (2748.823760 sec): 3 clusters Score: Raw -167580.503331 + Penalty 2552.673893 = -165027.829437 nChanged 5 SP:Iteration 34Q (2748.864541 sec): 3 clusters Score: Raw -167584.457352 + Penalty 2552.673893 = -165031.783459 nChanged 7 SP:Iteration 35Q (2748.912039 sec): 3 clusters Score: Raw -167590.870347 + Penalty 2552.673893 = -165038.196454 nChanged 7 SP:Iteration 36Q (2748.965617 sec): 3 clusters Score: Raw -167596.160013 + Penalty 2552.673893 = -165043.486119 nChanged 6 SP:Iteration 37Q (2749.018034 sec): 3 clusters Score: Raw -167600.642971 + Penalty 2552.673893 = -165047.969078 nChanged 4 SP:Iteration 38Q (2749.063204 sec): 3 clusters Score: Raw -167603.159792 + Penalty 2552.673893 = -165050.485899 nChanged 3 SP:Iteration 39Q (2749.110083 sec): 3 clusters Score: Raw -167606.039152 + Penalty 2552.673893 = -165053.365259 nChanged 3 SP:Iteration 40F (2749.159511 sec): 3 clusters Score: Raw -167608.206163 + Penalty 2552.673893 = -165055.532270 nChanged 1 SP:Iteration 41Q (2749.204100 sec): 3 clusters Score: Raw -167609.136085 + Penalty 2552.673893 = -165056.462192 nChanged 1 SP:Iteration 42Q (2749.263112 sec): 3 clusters Score: Raw -167609.705003 + Penalty 2552.673893 = -165057.031109 nChanged 1 SP:Iteration 43Q (2749.303783 sec): 3 clusters Score: Raw -167609.883367 + Penalty 2552.673893 = -165057.209473 nChanged 0 SP:Iteration 44F (2749.351605 sec): 3 clusters Score: Raw -167609.883367 + Penalty 2552.673893 = -165057.209473 nChanged 0 Trying to split cluster 12 (6388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2749.389791 sec): 2 clusters Score: Raw -425126.415108 + Penalty 1423.853683 = -423702.561425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2749.451046 sec): 3 clusters Score: Raw -421687.108779 + Penalty 2847.707366 = -418839.401413 nChanged 2620 SP:Iteration 1F (2749.503831 sec): 3 clusters Score: Raw -423100.687919 + Penalty 2847.707366 = -420252.980554 nChanged 448 SP:Iteration 2F (2749.556875 sec): 3 clusters Score: Raw -423360.500132 + Penalty 2847.707366 = -420512.792767 nChanged 387 SP:Iteration 3F (2749.614883 sec): 3 clusters Score: Raw -423588.311422 + Penalty 2847.707366 = -420740.604056 nChanged 365 SP:Iteration 4F (2749.676709 sec): 3 clusters Score: Raw -423821.043837 + Penalty 2847.707366 = -420973.336472 nChanged 372 SP:Iteration 5F (2749.738074 sec): 3 clusters Score: Raw -424092.055053 + Penalty 2847.707366 = -421244.347688 nChanged 377 SP:Iteration 6F (2749.793183 sec): 3 clusters Score: Raw -424399.222723 + Penalty 2847.707366 = -421551.515358 nChanged 357 SP:Iteration 7F (2749.841948 sec): 3 clusters Score: Raw -424682.835735 + Penalty 2847.707366 = -421835.128370 nChanged 330 SP:Iteration 8F (2749.909794 sec): 3 clusters Score: Raw -424912.419065 + Penalty 2847.707366 = -422064.711700 nChanged 269 SP:Iteration 9Q (2749.968697 sec): 3 clusters Score: Raw -425096.281242 + Penalty 2847.707366 = -422248.573876 nChanged 235 SP:Iteration 10Q (2750.025496 sec): 3 clusters Score: Raw -425233.808989 + Penalty 2847.707366 = -422386.101623 nChanged 150 SP:Iteration 11Q (2750.072239 sec): 3 clusters Score: Raw -425307.713908 + Penalty 2847.707366 = -422460.006543 nChanged 113 SP:Iteration 12Q (2750.129245 sec): 3 clusters Score: Raw -425358.721127 + Penalty 2847.707366 = -422511.013762 nChanged 87 SP:Iteration 13Q (2750.187850 sec): 3 clusters Score: Raw -425391.713165 + Penalty 2847.707366 = -422544.005799 nChanged 63 SP:Iteration 14Q (2750.253593 sec): 3 clusters Score: Raw -425413.417814 + Penalty 2847.707366 = -422565.710448 nChanged 59 SP:Iteration 15Q (2750.299533 sec): 3 clusters Score: Raw -425435.846929 + Penalty 2847.707366 = -422588.139564 nChanged 53 SP:Iteration 16Q (2750.359422 sec): 3 clusters Score: Raw -425453.006486 + Penalty 2847.707366 = -422605.299121 nChanged 39 SP:Iteration 17Q (2750.414809 sec): 3 clusters Score: Raw -425468.152575 + Penalty 2847.707366 = -422620.445209 nChanged 32 SP:Iteration 18Q (2750.477007 sec): 3 clusters Score: Raw -425478.657318 + Penalty 2847.707366 = -422630.949953 nChanged 30 SP:Iteration 19Q (2750.534813 sec): 3 clusters Score: Raw -425487.590826 + Penalty 2847.707366 = -422639.883460 nChanged 24 SP:Iteration 20F (2750.582730 sec): 3 clusters Score: Raw -425493.648506 + Penalty 2847.707366 = -422645.941140 nChanged 16 SP:Iteration 21Q (2750.654360 sec): 3 clusters Score: Raw -425498.047827 + Penalty 2847.707366 = -422650.340461 nChanged 20 SP:Iteration 22Q (2750.715765 sec): 3 clusters Score: Raw -425503.785835 + Penalty 2847.707366 = -422656.078469 nChanged 21 SP:Iteration 23Q (2750.764360 sec): 3 clusters Score: Raw -425507.359506 + Penalty 2847.707366 = -422659.652140 nChanged 13 SP:Iteration 24Q (2750.826511 sec): 3 clusters Score: Raw -425509.856158 + Penalty 2847.707366 = -422662.148792 nChanged 10 SP:Iteration 25Q (2750.887747 sec): 3 clusters Score: Raw -425512.477299 + Penalty 2847.707366 = -422664.769934 nChanged 8 SP:Iteration 26Q (2750.947313 sec): 3 clusters Score: Raw -425514.466455 + Penalty 2847.707366 = -422666.759089 nChanged 7 SP:Iteration 27Q (2751.006844 sec): 3 clusters Score: Raw -425515.876786 + Penalty 2847.707366 = -422668.169420 nChanged 4 SP:Iteration 28Q (2751.060035 sec): 3 clusters Score: Raw -425516.725888 + Penalty 2847.707366 = -422669.018522 nChanged 3 SP:Iteration 29Q (2751.116934 sec): 3 clusters Score: Raw -425517.539783 + Penalty 2847.707366 = -422669.832418 nChanged 5 SP:Iteration 30Q (2751.173343 sec): 3 clusters Score: Raw -425518.579267 + Penalty 2847.707366 = -422670.871901 nChanged 6 SP:Iteration 31Q (2751.234210 sec): 3 clusters Score: Raw -425519.895922 + Penalty 2847.707366 = -422672.188556 nChanged 5 SP:Iteration 32Q (2751.291364 sec): 3 clusters Score: Raw -425520.966312 + Penalty 2847.707366 = -422673.258946 nChanged 5 SP:Iteration 33Q (2751.335512 sec): 3 clusters Score: Raw -425522.047637 + Penalty 2847.707366 = -422674.340271 nChanged 7 SP:Iteration 34Q (2751.388356 sec): 3 clusters Score: Raw -425523.114269 + Penalty 2847.707366 = -422675.406904 nChanged 7 SP:Iteration 35Q (2751.456162 sec): 3 clusters Score: Raw -425524.350797 + Penalty 2847.707366 = -422676.643432 nChanged 5 SP:Iteration 36Q (2751.512988 sec): 3 clusters Score: Raw -425525.609111 + Penalty 2847.707366 = -422677.901745 nChanged 9 SP:Iteration 37Q (2751.570107 sec): 3 clusters Score: Raw -425527.376500 + Penalty 2847.707366 = -422679.669134 nChanged 6 SP:Iteration 38Q (2751.621368 sec): 3 clusters Score: Raw -425528.825412 + Penalty 2847.707366 = -422681.118046 nChanged 11 SP:Iteration 39Q (2751.679602 sec): 3 clusters Score: Raw -425530.991578 + Penalty 2847.707366 = -422683.284212 nChanged 11 SP:Iteration 40F (2751.730737 sec): 3 clusters Score: Raw -425532.650487 + Penalty 2847.707366 = -422684.943122 nChanged 7 SP:Iteration 41Q (2751.793190 sec): 3 clusters Score: Raw -425534.186715 + Penalty 2847.707366 = -422686.479349 nChanged 6 SP:Iteration 42Q (2751.844955 sec): 3 clusters Score: Raw -425535.650419 + Penalty 2847.707366 = -422687.943054 nChanged 9 SP:Iteration 43Q (2751.903664 sec): 3 clusters Score: Raw -425537.824208 + Penalty 2847.707366 = -422690.116843 nChanged 6 SP:Iteration 44Q (2751.954203 sec): 3 clusters Score: Raw -425539.257109 + Penalty 2847.707366 = -422691.549744 nChanged 7 SP:Iteration 45Q (2752.008068 sec): 3 clusters Score: Raw -425541.007360 + Penalty 2847.707366 = -422693.299995 nChanged 5 SP:Iteration 46Q (2752.062942 sec): 3 clusters Score: Raw -425542.119606 + Penalty 2847.707366 = -422694.412241 nChanged 7 SP:Iteration 47Q (2752.113113 sec): 3 clusters Score: Raw -425543.516873 + Penalty 2847.707366 = -422695.809507 nChanged 4 SP:Iteration 48Q (2752.181371 sec): 3 clusters Score: Raw -425544.431648 + Penalty 2847.707366 = -422696.724283 nChanged 4 SP:Iteration 49Q (2752.236552 sec): 3 clusters Score: Raw -425545.239202 + Penalty 2847.707366 = -422697.531837 nChanged 4 SP:Iteration 50Q (2752.283379 sec): 3 clusters Score: Raw -425545.927867 + Penalty 2847.707366 = -422698.220502 nChanged 2 SP:Iteration 51Q (2752.350468 sec): 3 clusters Score: Raw -425546.391794 + Penalty 2847.707366 = -422698.684429 nChanged 4 SP:Iteration 52Q (2752.411477 sec): 3 clusters Score: Raw -425546.842790 + Penalty 2847.707366 = -422699.135425 nChanged 1 SP:Iteration 53Q (2752.457796 sec): 3 clusters Score: Raw -425547.164508 + Penalty 2847.707366 = -422699.457143 nChanged 0 SP:Iteration 54F (2752.523920 sec): 3 clusters Score: Raw -425547.164508 + Penalty 2847.707366 = -422699.457143 nChanged 0 Trying to split cluster 13 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2752.548686 sec): 2 clusters Score: Raw -17693.187417 + Penalty 980.376511 = -16712.810906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2752.597973 sec): 3 clusters Score: Raw -17714.185714 + Penalty 1960.753022 = -15753.432692 nChanged 80 SP:Iteration 1F (2752.643579 sec): 3 clusters Score: Raw -17918.790138 + Penalty 1960.753022 = -15958.037116 nChanged 39 SP:Iteration 2F (2752.686168 sec): 3 clusters Score: Raw -18004.412505 + Penalty 1960.753022 = -16043.659483 nChanged 16 SP:Iteration 3Q (2752.722808 sec): 3 clusters Score: Raw -18028.237544 + Penalty 1960.753022 = -16067.484522 nChanged 6 SP:Iteration 4Q (2752.763396 sec): 3 clusters Score: Raw -18037.219357 + Penalty 1960.753022 = -16076.466335 nChanged 8 SP:Iteration 5Q (2752.809286 sec): 3 clusters Score: Raw -18047.929438 + Penalty 1960.753022 = -16087.176416 nChanged 2 SP:Iteration 6Q (2752.854349 sec): 3 clusters Score: Raw -18049.858099 + Penalty 1960.753022 = -16089.105077 nChanged 0 SP:Iteration 7F (2752.888144 sec): 3 clusters Score: Raw -18049.858099 + Penalty 1960.753022 = -16089.105077 nChanged 0 Trying to split cluster 14 (54955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2752.995957 sec): 2 clusters Score: Raw -3528179.444632 + Penalty 1773.568866 = -3526405.875766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2753.133399 sec): 3 clusters Score: Raw -3493098.577473 + Penalty 3547.137733 = -3489551.439740 nChanged 25936 SP:Iteration 1F (2753.264672 sec): 3 clusters Score: Raw -3508516.163253 + Penalty 3547.137733 = -3504969.025520 nChanged 2698 SP:Iteration 2Q (2753.414525 sec): 3 clusters Score: Raw -3509661.511519 + Penalty 3547.137733 = -3506114.373786 nChanged 2906 SP:Iteration 3F (2753.552822 sec): 3 clusters Score: Raw -3511169.863284 + Penalty 3547.137733 = -3507622.725551 nChanged 3338 SP:Iteration 4F (2753.684073 sec): 3 clusters Score: Raw -3513272.462446 + Penalty 3547.137733 = -3509725.324713 nChanged 3615 SP:Iteration 5F (2753.832702 sec): 3 clusters Score: Raw -3515743.891151 + Penalty 3547.137733 = -3512196.753418 nChanged 3696 SP:Iteration 6F (2753.973628 sec): 3 clusters Score: Raw -3518233.594054 + Penalty 3547.137733 = -3514686.456321 nChanged 3275 SP:Iteration 7F (2754.106641 sec): 3 clusters Score: Raw -3520357.238728 + Penalty 3547.137733 = -3516810.100995 nChanged 2757 SP:Iteration 8F (2754.244062 sec): 3 clusters Score: Raw -3521838.687525 + Penalty 3547.137733 = -3518291.549792 nChanged 2086 SP:Iteration 9Q (2754.380289 sec): 3 clusters Score: Raw -3522787.712794 + Penalty 3547.137733 = -3519240.575061 nChanged 1597 SP:Iteration 10Q (2754.524668 sec): 3 clusters Score: Raw -3523413.835807 + Penalty 3547.137733 = -3519866.698074 nChanged 1216 SP:Iteration 11Q (2754.668881 sec): 3 clusters Score: Raw -3523824.533058 + Penalty 3547.137733 = -3520277.395325 nChanged 1044 SP:Iteration 12Q (2754.816159 sec): 3 clusters Score: Raw -3524151.867510 + Penalty 3547.137733 = -3520604.729777 nChanged 922 SP:Iteration 13Q (2754.949895 sec): 3 clusters Score: Raw -3524428.147293 + Penalty 3547.137733 = -3520881.009560 nChanged 818 SP:Iteration 14Q (2755.102824 sec): 3 clusters Score: Raw -3524673.113455 + Penalty 3547.137733 = -3521125.975722 nChanged 785 SP:Iteration 15Q (2755.239608 sec): 3 clusters Score: Raw -3524902.014811 + Penalty 3547.137733 = -3521354.877078 nChanged 768 SP:Iteration 16Q (2755.383310 sec): 3 clusters Score: Raw -3525114.327015 + Penalty 3547.137733 = -3521567.189282 nChanged 701 SP:Iteration 17Q (2755.520792 sec): 3 clusters Score: Raw -3525296.078629 + Penalty 3547.137733 = -3521748.940896 nChanged 645 SP:Iteration 18Q (2755.665715 sec): 3 clusters Score: Raw -3525452.477958 + Penalty 3547.137733 = -3521905.340225 nChanged 575 SP:Iteration 19Q (2755.800041 sec): 3 clusters Score: Raw -3525585.478667 + Penalty 3547.137733 = -3522038.340934 nChanged 602 SP:Iteration 20F (2755.937981 sec): 3 clusters Score: Raw -3525721.921460 + Penalty 3547.137733 = -3522174.783727 nChanged 519 SP:Iteration 21Q (2756.080514 sec): 3 clusters Score: Raw -3525822.472599 + Penalty 3547.137733 = -3522275.334866 nChanged 460 SP:Iteration 22Q (2756.220157 sec): 3 clusters Score: Raw -3525911.483203 + Penalty 3547.137733 = -3522364.345470 nChanged 442 SP:Iteration 23Q (2756.364548 sec): 3 clusters Score: Raw -3525997.109789 + Penalty 3547.137733 = -3522449.972056 nChanged 420 SP:Iteration 24Q (2756.497661 sec): 3 clusters Score: Raw -3526068.670162 + Penalty 3547.137733 = -3522521.532429 nChanged 376 SP:Iteration 25Q (2756.640285 sec): 3 clusters Score: Raw -3526126.127671 + Penalty 3547.137733 = -3522578.989938 nChanged 354 SP:Iteration 26Q (2756.780201 sec): 3 clusters Score: Raw -3526182.179799 + Penalty 3547.137733 = -3522635.042066 nChanged 346 SP:Iteration 27Q (2756.927422 sec): 3 clusters Score: Raw -3526233.649459 + Penalty 3547.137733 = -3522686.511726 nChanged 315 SP:Iteration 28Q (2757.070085 sec): 3 clusters Score: Raw -3526278.220874 + Penalty 3547.137733 = -3522731.083141 nChanged 324 SP:Iteration 29Q (2757.212988 sec): 3 clusters Score: Raw -3526322.452807 + Penalty 3547.137733 = -3522775.315074 nChanged 310 SP:Iteration 30Q (2757.341641 sec): 3 clusters Score: Raw -3526363.418913 + Penalty 3547.137733 = -3522816.281180 nChanged 299 SP:Iteration 31Q (2757.481828 sec): 3 clusters Score: Raw -3526399.771029 + Penalty 3547.137733 = -3522852.633296 nChanged 270 SP:Iteration 32Q (2757.615074 sec): 3 clusters Score: Raw -3526430.461129 + Penalty 3547.137733 = -3522883.323396 nChanged 241 SP:Iteration 33Q (2757.744480 sec): 3 clusters Score: Raw -3526455.422946 + Penalty 3547.137733 = -3522908.285214 nChanged 216 SP:Iteration 34Q (2757.892676 sec): 3 clusters Score: Raw -3526477.817685 + Penalty 3547.137733 = -3522930.679952 nChanged 200 SP:Iteration 35Q (2758.025429 sec): 3 clusters Score: Raw -3526496.182409 + Penalty 3547.137733 = -3522949.044677 nChanged 172 SP:Iteration 36Q (2758.166858 sec): 3 clusters Score: Raw -3526509.861578 + Penalty 3547.137733 = -3522962.723845 nChanged 146 SP:Iteration 37Q (2758.306332 sec): 3 clusters Score: Raw -3526521.522136 + Penalty 3547.137733 = -3522974.384403 nChanged 139 SP:Iteration 38Q (2758.446820 sec): 3 clusters Score: Raw -3526532.265327 + Penalty 3547.137733 = -3522985.127594 nChanged 147 SP:Iteration 39Q (2758.587616 sec): 3 clusters Score: Raw -3526542.409676 + Penalty 3547.137733 = -3522995.271943 nChanged 139 SP:Iteration 40F (2758.722732 sec): 3 clusters Score: Raw -3526552.535332 + Penalty 3547.137733 = -3523005.397599 nChanged 118 SP:Iteration 41Q (2758.857527 sec): 3 clusters Score: Raw -3526560.612577 + Penalty 3547.137733 = -3523013.474844 nChanged 111 SP:Iteration 42Q (2759.001653 sec): 3 clusters Score: Raw -3526567.961758 + Penalty 3547.137733 = -3523020.824025 nChanged 107 SP:Iteration 43Q (2759.142179 sec): 3 clusters Score: Raw -3526575.243180 + Penalty 3547.137733 = -3523028.105447 nChanged 115 SP:Iteration 44Q (2759.289500 sec): 3 clusters Score: Raw -3526583.058962 + Penalty 3547.137733 = -3523035.921230 nChanged 103 SP:Iteration 45Q (2759.434216 sec): 3 clusters Score: Raw -3526589.248845 + Penalty 3547.137733 = -3523042.111112 nChanged 89 SP:Iteration 46Q (2759.561278 sec): 3 clusters Score: Raw -3526594.296660 + Penalty 3547.137733 = -3523047.158927 nChanged 107 SP:Iteration 47Q (2759.698204 sec): 3 clusters Score: Raw -3526600.742625 + Penalty 3547.137733 = -3523053.604892 nChanged 109 SP:Iteration 48Q (2759.838109 sec): 3 clusters Score: Raw -3526608.287201 + Penalty 3547.137733 = -3523061.149468 nChanged 134 SP:Iteration 49Q (2759.983430 sec): 3 clusters Score: Raw -3526617.837384 + Penalty 3547.137733 = -3523070.699652 nChanged 120 SP:Iteration 50Q (2760.117991 sec): 3 clusters Score: Raw -3526625.445441 + Penalty 3547.137733 = -3523078.307708 nChanged 117 SP:Iteration 51Q (2760.249333 sec): 3 clusters Score: Raw -3526632.593183 + Penalty 3547.137733 = -3523085.455450 nChanged 97 SP:Iteration 52Q (2760.389866 sec): 3 clusters Score: Raw -3526638.141670 + Penalty 3547.137733 = -3523091.003937 nChanged 99 SP:Iteration 53Q (2760.523498 sec): 3 clusters Score: Raw -3526644.473916 + Penalty 3547.137733 = -3523097.336183 nChanged 96 SP:Iteration 54Q (2760.649707 sec): 3 clusters Score: Raw -3526650.491904 + Penalty 3547.137733 = -3523103.354171 nChanged 97 SP:Iteration 55Q (2760.788124 sec): 3 clusters Score: Raw -3526656.019999 + Penalty 3547.137733 = -3523108.882266 nChanged 77 SP:Iteration 56Q (2760.925893 sec): 3 clusters Score: Raw -3526660.273054 + Penalty 3547.137733 = -3523113.135321 nChanged 86 SP:Iteration 57Q (2761.062835 sec): 3 clusters Score: Raw -3526665.515612 + Penalty 3547.137733 = -3523118.377879 nChanged 87 SP:Iteration 58Q (2761.199281 sec): 3 clusters Score: Raw -3526670.731995 + Penalty 3547.137733 = -3523123.594262 nChanged 91 SP:Iteration 59Q (2761.338049 sec): 3 clusters Score: Raw -3526676.670807 + Penalty 3547.137733 = -3523129.533074 nChanged 124 SP:Iteration 60F (2761.472030 sec): 3 clusters Score: Raw -3526686.002445 + Penalty 3547.137733 = -3523138.864712 nChanged 128 SP:Iteration 61Q (2761.607704 sec): 3 clusters Score: Raw -3526696.280179 + Penalty 3547.137733 = -3523149.142446 nChanged 127 SP:Iteration 62Q (2761.739636 sec): 3 clusters Score: Raw -3526708.922552 + Penalty 3547.137733 = -3523161.784819 nChanged 154 SP:Iteration 63Q (2761.883155 sec): 3 clusters Score: Raw -3526722.769624 + Penalty 3547.137733 = -3523175.631891 nChanged 145 SP:Iteration 64Q (2762.016745 sec): 3 clusters Score: Raw -3526734.309464 + Penalty 3547.137733 = -3523187.171731 nChanged 133 SP:Iteration 65Q (2762.157174 sec): 3 clusters Score: Raw -3526744.537467 + Penalty 3547.137733 = -3523197.399734 nChanged 145 SP:Iteration 66Q (2762.282009 sec): 3 clusters Score: Raw -3526757.084347 + Penalty 3547.137733 = -3523209.946614 nChanged 151 SP:Iteration 67Q (2762.427739 sec): 3 clusters Score: Raw -3526770.114938 + Penalty 3547.137733 = -3523222.977205 nChanged 152 SP:Iteration 68Q (2762.566424 sec): 3 clusters Score: Raw -3526783.434124 + Penalty 3547.137733 = -3523236.296391 nChanged 151 SP:Iteration 69Q (2762.709800 sec): 3 clusters Score: Raw -3526795.980312 + Penalty 3547.137733 = -3523248.842579 nChanged 136 SP:Iteration 70Q (2762.847494 sec): 3 clusters Score: Raw -3526808.698339 + Penalty 3547.137733 = -3523261.560606 nChanged 138 SP:Iteration 71Q (2762.989877 sec): 3 clusters Score: Raw -3526821.512190 + Penalty 3547.137733 = -3523274.374457 nChanged 134 SP:Iteration 72Q (2763.133943 sec): 3 clusters Score: Raw -3526831.983995 + Penalty 3547.137733 = -3523284.846262 nChanged 121 SP:Iteration 73Q (2763.272824 sec): 3 clusters Score: Raw -3526840.223497 + Penalty 3547.137733 = -3523293.085764 nChanged 97 SP:Iteration 74Q (2763.396897 sec): 3 clusters Score: Raw -3526846.035844 + Penalty 3547.137733 = -3523298.898111 nChanged 92 SP:Iteration 75Q (2763.535824 sec): 3 clusters Score: Raw -3526851.543304 + Penalty 3547.137733 = -3523304.405571 nChanged 92 SP:Iteration 76Q (2763.663012 sec): 3 clusters Score: Raw -3526857.140516 + Penalty 3547.137733 = -3523310.002783 nChanged 90 SP:Iteration 77Q (2763.806236 sec): 3 clusters Score: Raw -3526862.683507 + Penalty 3547.137733 = -3523315.545774 nChanged 96 SP:Iteration 78Q (2763.930539 sec): 3 clusters Score: Raw -3526868.464855 + Penalty 3547.137733 = -3523321.327122 nChanged 102 SP:Iteration 79Q (2764.056505 sec): 3 clusters Score: Raw -3526875.778171 + Penalty 3547.137733 = -3523328.640438 nChanged 110 SP:Iteration 80F (2764.203856 sec): 3 clusters Score: Raw -3526883.296765 + Penalty 3547.137733 = -3523336.159032 nChanged 97 SP:Iteration 81Q (2764.333360 sec): 3 clusters Score: Raw -3526891.221697 + Penalty 3547.137733 = -3523344.083964 nChanged 92 SP:Iteration 82Q (2764.465744 sec): 3 clusters Score: Raw -3526897.709018 + Penalty 3547.137733 = -3523350.571285 nChanged 88 SP:Iteration 83Q (2764.584793 sec): 3 clusters Score: Raw -3526903.753331 + Penalty 3547.137733 = -3523356.615598 nChanged 83 SP:Iteration 84Q (2764.723842 sec): 3 clusters Score: Raw -3526908.908479 + Penalty 3547.137733 = -3523361.770746 nChanged 78 SP:Iteration 85Q (2764.854426 sec): 3 clusters Score: Raw -3526913.193507 + Penalty 3547.137733 = -3523366.055774 nChanged 73 SP:Iteration 86Q (2764.991358 sec): 3 clusters Score: Raw -3526917.555788 + Penalty 3547.137733 = -3523370.418055 nChanged 81 SP:Iteration 87Q (2765.121545 sec): 3 clusters Score: Raw -3526922.793461 + Penalty 3547.137733 = -3523375.655728 nChanged 88 SP:Iteration 88Q (2765.245103 sec): 3 clusters Score: Raw -3526928.491552 + Penalty 3547.137733 = -3523381.353819 nChanged 89 SP:Iteration 89Q (2765.394464 sec): 3 clusters Score: Raw -3526935.377923 + Penalty 3547.137733 = -3523388.240190 nChanged 95 SP:Iteration 90Q (2765.538243 sec): 3 clusters Score: Raw -3526942.455940 + Penalty 3547.137733 = -3523395.318207 nChanged 87 SP:Iteration 91Q (2765.671548 sec): 3 clusters Score: Raw -3526948.545965 + Penalty 3547.137733 = -3523401.408232 nChanged 87 SP:Iteration 92Q (2765.804613 sec): 3 clusters Score: Raw -3526954.108881 + Penalty 3547.137733 = -3523406.971148 nChanged 96 SP:Iteration 93Q (2765.943664 sec): 3 clusters Score: Raw -3526960.457471 + Penalty 3547.137733 = -3523413.319738 nChanged 101 SP:Iteration 94Q (2766.091266 sec): 3 clusters Score: Raw -3526968.358838 + Penalty 3547.137733 = -3523421.221105 nChanged 108 SP:Iteration 95Q (2766.213823 sec): 3 clusters Score: Raw -3526977.152458 + Penalty 3547.137733 = -3523430.014725 nChanged 96 SP:Iteration 96Q (2766.350747 sec): 3 clusters Score: Raw -3526984.598026 + Penalty 3547.137733 = -3523437.460293 nChanged 100 SP:Iteration 97Q (2766.469511 sec): 3 clusters Score: Raw -3526992.399955 + Penalty 3547.137733 = -3523445.262222 nChanged 89 SP:Iteration 98Q (2766.596784 sec): 3 clusters Score: Raw -3526998.048054 + Penalty 3547.137733 = -3523450.910321 nChanged 75 SP:Iteration 99Q (2766.741172 sec): 3 clusters Score: Raw -3527003.356924 + Penalty 3547.137733 = -3523456.219191 nChanged 66 SP:Iteration 100F (2766.880785 sec): 3 clusters Score: Raw -3527007.742280 + Penalty 3547.137733 = -3523460.604547 nChanged 80 SP:Iteration 101Q (2767.007969 sec): 3 clusters Score: Raw -3527012.923733 + Penalty 3547.137733 = -3523465.786000 nChanged 86 SP:Iteration 102Q (2767.151997 sec): 3 clusters Score: Raw -3527018.926345 + Penalty 3547.137733 = -3523471.788612 nChanged 73 SP:Iteration 103Q (2767.282316 sec): 3 clusters Score: Raw -3527023.925412 + Penalty 3547.137733 = -3523476.787679 nChanged 73 SP:Iteration 104Q (2767.407362 sec): 3 clusters Score: Raw -3527028.568828 + Penalty 3547.137733 = -3523481.431095 nChanged 67 SP:Iteration 105Q (2767.543753 sec): 3 clusters Score: Raw -3527032.179928 + Penalty 3547.137733 = -3523485.042195 nChanged 63 SP:Iteration 106Q (2767.673531 sec): 3 clusters Score: Raw -3527035.699511 + Penalty 3547.137733 = -3523488.561778 nChanged 51 SP:Iteration 107Q (2767.810366 sec): 3 clusters Score: Raw -3527037.680166 + Penalty 3547.137733 = -3523490.542433 nChanged 42 SP:Iteration 108Q (2767.932286 sec): 3 clusters Score: Raw -3527039.493915 + Penalty 3547.137733 = -3523492.356182 nChanged 41 SP:Iteration 109Q (2768.075356 sec): 3 clusters Score: Raw -3527041.504023 + Penalty 3547.137733 = -3523494.366290 nChanged 51 SP:Iteration 110Q (2768.208139 sec): 3 clusters Score: Raw -3527044.093145 + Penalty 3547.137733 = -3523496.955412 nChanged 55 SP:Iteration 111Q (2768.347161 sec): 3 clusters Score: Raw -3527046.842859 + Penalty 3547.137733 = -3523499.705126 nChanged 50 SP:Iteration 112Q (2768.471931 sec): 3 clusters Score: Raw -3527049.436967 + Penalty 3547.137733 = -3523502.299234 nChanged 45 SP:Iteration 113Q (2768.614959 sec): 3 clusters Score: Raw -3527051.770089 + Penalty 3547.137733 = -3523504.632357 nChanged 43 SP:Iteration 114Q (2768.733793 sec): 3 clusters Score: Raw -3527053.778709 + Penalty 3547.137733 = -3523506.640976 nChanged 38 SP:Iteration 115Q (2768.871560 sec): 3 clusters Score: Raw -3527055.342027 + Penalty 3547.137733 = -3523508.204294 nChanged 31 SP:Iteration 116Q (2769.009624 sec): 3 clusters Score: Raw -3527056.595354 + Penalty 3547.137733 = -3523509.457622 nChanged 36 SP:Iteration 117Q (2769.143150 sec): 3 clusters Score: Raw -3527058.273379 + Penalty 3547.137733 = -3523511.135646 nChanged 47 SP:Iteration 118Q (2769.279419 sec): 3 clusters Score: Raw -3527060.337999 + Penalty 3547.137733 = -3523513.200266 nChanged 46 SP:Iteration 119Q (2769.409922 sec): 3 clusters Score: Raw -3527062.358217 + Penalty 3547.137733 = -3523515.220484 nChanged 48 SP:Iteration 120F (2769.550546 sec): 3 clusters Score: Raw -3527064.728879 + Penalty 3547.137733 = -3523517.591146 nChanged 63 SP:Iteration 121Q (2769.689166 sec): 3 clusters Score: Raw -3527068.114768 + Penalty 3547.137733 = -3523520.977035 nChanged 56 SP:Iteration 122Q (2769.821517 sec): 3 clusters Score: Raw -3527070.639207 + Penalty 3547.137733 = -3523523.501474 nChanged 49 SP:Iteration 123Q (2769.950223 sec): 3 clusters Score: Raw -3527072.973892 + Penalty 3547.137733 = -3523525.836159 nChanged 46 SP:Iteration 124Q (2770.088195 sec): 3 clusters Score: Raw -3527075.217538 + Penalty 3547.137733 = -3523528.079805 nChanged 48 SP:Iteration 125Q (2770.225696 sec): 3 clusters Score: Raw -3527077.725467 + Penalty 3547.137733 = -3523530.587734 nChanged 54 SP:Iteration 126Q (2770.348212 sec): 3 clusters Score: Raw -3527080.369701 + Penalty 3547.137733 = -3523533.231968 nChanged 41 SP:Iteration 127Q (2770.494479 sec): 3 clusters Score: Raw -3527082.321187 + Penalty 3547.137733 = -3523535.183454 nChanged 43 SP:Iteration 128Q (2770.628040 sec): 3 clusters Score: Raw -3527084.831609 + Penalty 3547.137733 = -3523537.693876 nChanged 44 SP:Iteration 129Q (2770.756574 sec): 3 clusters Score: Raw -3527086.961779 + Penalty 3547.137733 = -3523539.824046 nChanged 39 SP:Iteration 130Q (2770.892473 sec): 3 clusters Score: Raw -3527088.694082 + Penalty 3547.137733 = -3523541.556349 nChanged 37 SP:Iteration 131Q (2771.021480 sec): 3 clusters Score: Raw -3527090.493329 + Penalty 3547.137733 = -3523543.355596 nChanged 40 SP:Iteration 132Q (2771.150308 sec): 3 clusters Score: Raw -3527092.130227 + Penalty 3547.137733 = -3523544.992494 nChanged 37 SP:Iteration 133Q (2771.291321 sec): 3 clusters Score: Raw -3527093.979235 + Penalty 3547.137733 = -3523546.841502 nChanged 43 SP:Iteration 134Q (2771.421990 sec): 3 clusters Score: Raw -3527096.062067 + Penalty 3547.137733 = -3523548.924334 nChanged 45 SP:Iteration 135Q (2771.538272 sec): 3 clusters Score: Raw -3527098.011745 + Penalty 3547.137733 = -3523550.874012 nChanged 34 SP:Iteration 136Q (2771.675077 sec): 3 clusters Score: Raw -3527099.461482 + Penalty 3547.137733 = -3523552.323749 nChanged 29 SP:Iteration 137Q (2771.810392 sec): 3 clusters Score: Raw -3527100.855330 + Penalty 3547.137733 = -3523553.717597 nChanged 34 SP:Iteration 138Q (2771.945188 sec): 3 clusters Score: Raw -3527102.866321 + Penalty 3547.137733 = -3523555.728588 nChanged 46 SP:Iteration 139Q (2772.082849 sec): 3 clusters Score: Raw -3527105.547538 + Penalty 3547.137733 = -3523558.409805 nChanged 47 SP:Iteration 140F (2772.216552 sec): 3 clusters Score: Raw -3527108.323446 + Penalty 3547.137733 = -3523561.185713 nChanged 34 SP:Iteration 141Q (2772.348235 sec): 3 clusters Score: Raw -3527109.732255 + Penalty 3547.137733 = -3523562.594522 nChanged 36 SP:Iteration 142Q (2772.486386 sec): 3 clusters Score: Raw -3527110.979721 + Penalty 3547.137733 = -3523563.841988 nChanged 33 SP:Iteration 143Q (2772.614451 sec): 3 clusters Score: Raw -3527112.083413 + Penalty 3547.137733 = -3523564.945680 nChanged 22 SP:Iteration 144Q (2772.759929 sec): 3 clusters Score: Raw -3527112.958828 + Penalty 3547.137733 = -3523565.821095 nChanged 27 SP:Iteration 145Q (2772.899521 sec): 3 clusters Score: Raw -3527114.657936 + Penalty 3547.137733 = -3523567.520203 nChanged 39 SP:Iteration 146Q (2773.031367 sec): 3 clusters Score: Raw -3527116.539577 + Penalty 3547.137733 = -3523569.401844 nChanged 40 SP:Iteration 147Q (2773.169415 sec): 3 clusters Score: Raw -3527118.379000 + Penalty 3547.137733 = -3523571.241267 nChanged 47 SP:Iteration 148Q (2773.305357 sec): 3 clusters Score: Raw -3527120.699078 + Penalty 3547.137733 = -3523573.561345 nChanged 44 SP:Iteration 149Q (2773.439182 sec): 3 clusters Score: Raw -3527123.300541 + Penalty 3547.137733 = -3523576.162808 nChanged 43 SP:Iteration 150Q (2773.567303 sec): 3 clusters Score: Raw -3527125.366393 + Penalty 3547.137733 = -3523578.228660 nChanged 47 SP:Iteration 151Q (2773.699554 sec): 3 clusters Score: Raw -3527127.996433 + Penalty 3547.137733 = -3523580.858700 nChanged 55 SP:Iteration 152Q (2773.824726 sec): 3 clusters Score: Raw -3527130.717562 + Penalty 3547.137733 = -3523583.579829 nChanged 53 SP:Iteration 153Q (2773.954869 sec): 3 clusters Score: Raw -3527133.361573 + Penalty 3547.137733 = -3523586.223840 nChanged 49 SP:Iteration 154Q (2774.096859 sec): 3 clusters Score: Raw -3527135.902331 + Penalty 3547.137733 = -3523588.764598 nChanged 43 SP:Iteration 155Q (2774.228226 sec): 3 clusters Score: Raw -3527138.592771 + Penalty 3547.137733 = -3523591.455038 nChanged 42 SP:Iteration 156Q (2774.359614 sec): 3 clusters Score: Raw -3527140.721066 + Penalty 3547.137733 = -3523593.583333 nChanged 42 SP:Iteration 157Q (2774.495313 sec): 3 clusters Score: Raw -3527142.454901 + Penalty 3547.137733 = -3523595.317168 nChanged 34 SP:Iteration 158Q (2774.614393 sec): 3 clusters Score: Raw -3527143.888572 + Penalty 3547.137733 = -3523596.750839 nChanged 31 SP:Iteration 159Q (2774.759553 sec): 3 clusters Score: Raw -3527145.482805 + Penalty 3547.137733 = -3523598.345072 nChanged 33 SP:Iteration 160F (2774.902438 sec): 3 clusters Score: Raw -3527146.773169 + Penalty 3547.137733 = -3523599.635436 nChanged 30 SP:Iteration 161Q (2775.031910 sec): 3 clusters Score: Raw -3527148.047788 + Penalty 3547.137733 = -3523600.910055 nChanged 31 SP:Iteration 162Q (2775.170697 sec): 3 clusters Score: Raw -3527149.866102 + Penalty 3547.137733 = -3523602.728369 nChanged 33 SP:Iteration 163Q (2775.293100 sec): 3 clusters Score: Raw -3527151.314292 + Penalty 3547.137733 = -3523604.176559 nChanged 36 SP:Iteration 164Q (2775.427566 sec): 3 clusters Score: Raw -3527152.848504 + Penalty 3547.137733 = -3523605.710771 nChanged 35 SP:Iteration 165Q (2775.560614 sec): 3 clusters Score: Raw -3527154.366006 + Penalty 3547.137733 = -3523607.228273 nChanged 35 SP:Iteration 166Q (2775.703515 sec): 3 clusters Score: Raw -3527155.660997 + Penalty 3547.137733 = -3523608.523264 nChanged 37 SP:Iteration 167Q (2775.830386 sec): 3 clusters Score: Raw -3527157.533859 + Penalty 3547.137733 = -3523610.396127 nChanged 32 SP:Iteration 168Q (2775.948726 sec): 3 clusters Score: Raw -3527158.944260 + Penalty 3547.137733 = -3523611.806527 nChanged 37 SP:Iteration 169Q (2776.088764 sec): 3 clusters Score: Raw -3527160.362754 + Penalty 3547.137733 = -3523613.225021 nChanged 34 SP:Iteration 170Q (2776.212539 sec): 3 clusters Score: Raw -3527161.638699 + Penalty 3547.137733 = -3523614.500966 nChanged 31 SP:Iteration 171Q (2776.340681 sec): 3 clusters Score: Raw -3527162.998670 + Penalty 3547.137733 = -3523615.860937 nChanged 30 SP:Iteration 172Q (2776.470829 sec): 3 clusters Score: Raw -3527164.436219 + Penalty 3547.137733 = -3523617.298486 nChanged 31 SP:Iteration 173Q (2776.602148 sec): 3 clusters Score: Raw -3527165.977482 + Penalty 3547.137733 = -3523618.839749 nChanged 30 SP:Iteration 174Q (2776.741089 sec): 3 clusters Score: Raw -3527167.792487 + Penalty 3547.137733 = -3523620.654754 nChanged 42 SP:Iteration 175Q (2776.873570 sec): 3 clusters Score: Raw -3527170.276410 + Penalty 3547.137733 = -3523623.138677 nChanged 44 SP:Iteration 176Q (2776.989509 sec): 3 clusters Score: Raw -3527172.710303 + Penalty 3547.137733 = -3523625.572570 nChanged 42 SP:Iteration 177Q (2777.115828 sec): 3 clusters Score: Raw -3527174.781551 + Penalty 3547.137733 = -3523627.643818 nChanged 27 SP:Iteration 178Q (2777.253132 sec): 3 clusters Score: Raw -3527176.250450 + Penalty 3547.137733 = -3523629.112717 nChanged 26 SP:Iteration 179Q (2777.382559 sec): 3 clusters Score: Raw -3527177.267411 + Penalty 3547.137733 = -3523630.129678 nChanged 20 SP:Iteration 180F (2777.517363 sec): 3 clusters Score: Raw -3527177.777891 + Penalty 3547.137733 = -3523630.640158 nChanged 13 SP:Iteration 181Q (2777.651365 sec): 3 clusters Score: Raw -3527178.189512 + Penalty 3547.137733 = -3523631.051779 nChanged 17 SP:Iteration 182Q (2777.782390 sec): 3 clusters Score: Raw -3527178.777581 + Penalty 3547.137733 = -3523631.639848 nChanged 23 SP:Iteration 183Q (2777.909938 sec): 3 clusters Score: Raw -3527179.853956 + Penalty 3547.137733 = -3523632.716224 nChanged 25 SP:Iteration 184Q (2778.037128 sec): 3 clusters Score: Raw -3527181.083343 + Penalty 3547.137733 = -3523633.945610 nChanged 25 SP:Iteration 185Q (2778.162115 sec): 3 clusters Score: Raw -3527182.408313 + Penalty 3547.137733 = -3523635.270580 nChanged 31 SP:Iteration 186Q (2778.297651 sec): 3 clusters Score: Raw -3527184.104179 + Penalty 3547.137733 = -3523636.966446 nChanged 35 SP:Iteration 187Q (2778.431236 sec): 3 clusters Score: Raw -3527186.076911 + Penalty 3547.137733 = -3523638.939178 nChanged 35 SP:Iteration 188Q (2778.559692 sec): 3 clusters Score: Raw -3527187.886449 + Penalty 3547.137733 = -3523640.748716 nChanged 35 SP:Iteration 189Q (2778.686787 sec): 3 clusters Score: Raw -3527189.794149 + Penalty 3547.137733 = -3523642.656416 nChanged 33 SP:Iteration 190Q (2778.814331 sec): 3 clusters Score: Raw -3527191.642696 + Penalty 3547.137733 = -3523644.504963 nChanged 34 SP:Iteration 191Q (2778.947960 sec): 3 clusters Score: Raw -3527193.215599 + Penalty 3547.137733 = -3523646.077866 nChanged 42 SP:Iteration 192Q (2779.068075 sec): 3 clusters Score: Raw -3527195.667748 + Penalty 3547.137733 = -3523648.530015 nChanged 50 SP:Iteration 193Q (2779.202384 sec): 3 clusters Score: Raw -3527198.228140 + Penalty 3547.137733 = -3523651.090407 nChanged 41 SP:Iteration 194Q (2779.335565 sec): 3 clusters Score: Raw -3527201.321402 + Penalty 3547.137733 = -3523654.183670 nChanged 56 SP:Iteration 195Q (2779.477934 sec): 3 clusters Score: Raw -3527205.230909 + Penalty 3547.137733 = -3523658.093177 nChanged 59 SP:Iteration 196Q (2779.605602 sec): 3 clusters Score: Raw -3527208.863796 + Penalty 3547.137733 = -3523661.726063 nChanged 53 SP:Iteration 197Q (2779.734542 sec): 3 clusters Score: Raw -3527212.599404 + Penalty 3547.137733 = -3523665.461671 nChanged 60 SP:Iteration 198Q (2779.863301 sec): 3 clusters Score: Raw -3527217.317612 + Penalty 3547.137733 = -3523670.179879 nChanged 59 SP:Iteration 199Q (2779.990661 sec): 3 clusters Score: Raw -3527222.509771 + Penalty 3547.137733 = -3523675.372038 nChanged 65 SP:Iteration 200F (2780.135104 sec): 3 clusters Score: Raw -3527227.462887 + Penalty 3547.137733 = -3523680.325154 nChanged 72 SP:Iteration 201Q (2780.257059 sec): 3 clusters Score: Raw -3527232.883575 + Penalty 3547.137733 = -3523685.745842 nChanged 71 SP:Iteration 202Q (2780.393776 sec): 3 clusters Score: Raw -3527239.128072 + Penalty 3547.137733 = -3523691.990339 nChanged 78 SP:Iteration 203Q (2780.513249 sec): 3 clusters Score: Raw -3527245.760081 + Penalty 3547.137733 = -3523698.622348 nChanged 73 SP:Iteration 204Q (2780.648738 sec): 3 clusters Score: Raw -3527251.968211 + Penalty 3547.137733 = -3523704.830478 nChanged 86 SP:Iteration 205Q (2780.771898 sec): 3 clusters Score: Raw -3527259.685799 + Penalty 3547.137733 = -3523712.548066 nChanged 87 SP:Iteration 206Q (2780.907936 sec): 3 clusters Score: Raw -3527268.021195 + Penalty 3547.137733 = -3523720.883462 nChanged 95 SP:Iteration 207Q (2781.039092 sec): 3 clusters Score: Raw -3527276.828043 + Penalty 3547.137733 = -3523729.690310 nChanged 105 SP:Iteration 208Q (2781.161556 sec): 3 clusters Score: Raw -3527287.876082 + Penalty 3547.137733 = -3523740.738349 nChanged 123 SP:Iteration 209Q (2781.292311 sec): 3 clusters Score: Raw -3527301.483662 + Penalty 3547.137733 = -3523754.345929 nChanged 120 SP:Iteration 210Q (2781.425839 sec): 3 clusters Score: Raw -3527317.236143 + Penalty 3547.137733 = -3523770.098410 nChanged 149 SP:Iteration 211Q (2781.554161 sec): 3 clusters Score: Raw -3527337.117848 + Penalty 3547.137733 = -3523789.980115 nChanged 151 SP:Iteration 212Q (2781.676591 sec): 3 clusters Score: Raw -3527360.155587 + Penalty 3547.137733 = -3523813.017854 nChanged 145 SP:Iteration 213Q (2781.799497 sec): 3 clusters Score: Raw -3527380.139913 + Penalty 3547.137733 = -3523833.002180 nChanged 161 SP:Iteration 214Q (2781.940024 sec): 3 clusters Score: Raw -3527406.095661 + Penalty 3547.137733 = -3523858.957928 nChanged 198 SP:Iteration 215Q (2782.063978 sec): 3 clusters Score: Raw -3527442.436380 + Penalty 3547.137733 = -3523895.298647 nChanged 216 SP:Iteration 216Q (2782.182270 sec): 3 clusters Score: Raw -3527487.481524 + Penalty 3547.137733 = -3523940.343791 nChanged 254 SP:Iteration 217Q (2782.311079 sec): 3 clusters Score: Raw -3527549.829685 + Penalty 3547.137733 = -3524002.691952 nChanged 276 SP:Iteration 218Q (2782.440799 sec): 3 clusters Score: Raw -3527628.688038 + Penalty 3547.137733 = -3524081.550305 nChanged 272 SP:Iteration 219Q (2782.572881 sec): 3 clusters Score: Raw -3527704.555727 + Penalty 3547.137733 = -3524157.417994 nChanged 248 SP:Iteration 220F (2782.711517 sec): 3 clusters Score: Raw -3527780.614348 + Penalty 3547.137733 = -3524233.476615 nChanged 286 SP:Iteration 221Q (2782.834675 sec): 3 clusters Score: Raw -3527878.763102 + Penalty 3547.137733 = -3524331.625369 nChanged 302 SP:Iteration 222Q (2782.955818 sec): 3 clusters Score: Raw -3527978.827370 + Penalty 3547.137733 = -3524431.689637 nChanged 282 SP:Iteration 223Q (2783.084133 sec): 3 clusters Score: Raw -3528063.606790 + Penalty 3547.137733 = -3524516.469057 nChanged 246 SP:Iteration 224Q (2783.214234 sec): 3 clusters Score: Raw -3528131.580852 + Penalty 3547.137733 = -3524584.443119 nChanged 215 SP:Iteration 225Q (2783.349852 sec): 3 clusters Score: Raw -3528180.716318 + Penalty 3547.137733 = -3524633.578585 nChanged 208 SP:Iteration 226Q (2783.474821 sec): 3 clusters Score: Raw -3528228.732050 + Penalty 3547.137733 = -3524681.594317 nChanged 193 SP:Iteration 227Q (2783.600720 sec): 3 clusters Score: Raw -3528271.548823 + Penalty 3547.137733 = -3524724.411090 nChanged 183 SP:Iteration 228Q (2783.716530 sec): 3 clusters Score: Raw -3528308.523419 + Penalty 3547.137733 = -3524761.385686 nChanged 160 SP:Iteration 229Q (2783.849547 sec): 3 clusters Score: Raw -3528341.705306 + Penalty 3547.137733 = -3524794.567573 nChanged 167 SP:Iteration 230Q (2783.969386 sec): 3 clusters Score: Raw -3528377.178130 + Penalty 3547.137733 = -3524830.040397 nChanged 152 SP:Iteration 231Q (2784.085019 sec): 3 clusters Score: Raw -3528402.370171 + Penalty 3547.137733 = -3524855.232438 nChanged 131 SP:Iteration 232Q (2784.217331 sec): 3 clusters Score: Raw -3528421.315741 + Penalty 3547.137733 = -3524874.178008 nChanged 116 SP:Iteration 233Q (2784.341855 sec): 3 clusters Score: Raw -3528439.338332 + Penalty 3547.137733 = -3524892.200599 nChanged 106 SP:Iteration 234Q (2784.458306 sec): 3 clusters Score: Raw -3528455.597465 + Penalty 3547.137733 = -3524908.459732 nChanged 122 SP:Iteration 235Q (2784.581956 sec): 3 clusters Score: Raw -3528474.298852 + Penalty 3547.137733 = -3524927.161119 nChanged 106 SP:Iteration 236Q (2784.713110 sec): 3 clusters Score: Raw -3528490.577871 + Penalty 3547.137733 = -3524943.440138 nChanged 104 SP:Iteration 237Q (2784.838536 sec): 3 clusters Score: Raw -3528507.604989 + Penalty 3547.137733 = -3524960.467256 nChanged 116 SP:Iteration 238Q (2784.971925 sec): 3 clusters Score: Raw -3528526.506845 + Penalty 3547.137733 = -3524979.369112 nChanged 116 SP:Iteration 239Q (2785.100249 sec): 3 clusters Score: Raw -3528545.061655 + Penalty 3547.137733 = -3524997.923922 nChanged 98 SP:Iteration 240F (2785.228716 sec): 3 clusters Score: Raw -3528558.316137 + Penalty 3547.137733 = -3525011.178404 nChanged 77 SP:Iteration 241Q (2785.364296 sec): 3 clusters Score: Raw -3528568.647714 + Penalty 3547.137733 = -3525021.509981 nChanged 72 SP:Iteration 242Q (2785.480665 sec): 3 clusters Score: Raw -3528578.089983 + Penalty 3547.137733 = -3525030.952250 nChanged 68 SP:Iteration 243Q (2785.614748 sec): 3 clusters Score: Raw -3528587.207571 + Penalty 3547.137733 = -3525040.069838 nChanged 71 SP:Iteration 244Q (2785.726213 sec): 3 clusters Score: Raw -3528596.600048 + Penalty 3547.137733 = -3525049.462315 nChanged 59 SP:Iteration 245Q (2785.859724 sec): 3 clusters Score: Raw -3528605.627443 + Penalty 3547.137733 = -3525058.489710 nChanged 69 SP:Iteration 246Q (2785.982259 sec): 3 clusters Score: Raw -3528616.557502 + Penalty 3547.137733 = -3525069.419769 nChanged 60 SP:Iteration 247Q (2786.115136 sec): 3 clusters Score: Raw -3528625.050039 + Penalty 3547.137733 = -3525077.912306 nChanged 59 SP:Iteration 248Q (2786.243927 sec): 3 clusters Score: Raw -3528633.232908 + Penalty 3547.137733 = -3525086.095175 nChanged 53 SP:Iteration 249Q (2786.367481 sec): 3 clusters Score: Raw -3528640.515336 + Penalty 3547.137733 = -3525093.377603 nChanged 46 SP:Iteration 250Q (2786.497804 sec): 3 clusters Score: Raw -3528646.244534 + Penalty 3547.137733 = -3525099.106801 nChanged 34 SP:Iteration 251Q (2786.611831 sec): 3 clusters Score: Raw -3528650.233410 + Penalty 3547.137733 = -3525103.095677 nChanged 33 SP:Iteration 252Q (2786.734083 sec): 3 clusters Score: Raw -3528653.678408 + Penalty 3547.137733 = -3525106.540675 nChanged 28 SP:Iteration 253Q (2786.847886 sec): 3 clusters Score: Raw -3528656.551261 + Penalty 3547.137733 = -3525109.413528 nChanged 34 SP:Iteration 254Q (2786.973594 sec): 3 clusters Score: Raw -3528660.345440 + Penalty 3547.137733 = -3525113.207707 nChanged 30 SP:Iteration 255Q (2787.091085 sec): 3 clusters Score: Raw -3528663.201664 + Penalty 3547.137733 = -3525116.063931 nChanged 27 SP:Iteration 256Q (2787.228304 sec): 3 clusters Score: Raw -3528665.704211 + Penalty 3547.137733 = -3525118.566479 nChanged 35 SP:Iteration 257Q (2787.342049 sec): 3 clusters Score: Raw -3528670.534509 + Penalty 3547.137733 = -3525123.396776 nChanged 42 SP:Iteration 258Q (2787.469211 sec): 3 clusters Score: Raw -3528676.147765 + Penalty 3547.137733 = -3525129.010032 nChanged 33 SP:Iteration 259Q (2787.590088 sec): 3 clusters Score: Raw -3528680.881013 + Penalty 3547.137733 = -3525133.743280 nChanged 32 SP:Iteration 260F (2787.725143 sec): 3 clusters Score: Raw -3528683.986637 + Penalty 3547.137733 = -3525136.848904 nChanged 22 SP:Iteration 261Q (2787.849647 sec): 3 clusters Score: Raw -3528686.010163 + Penalty 3547.137733 = -3525138.872430 nChanged 27 SP:Iteration 262Q (2787.962555 sec): 3 clusters Score: Raw -3528689.070533 + Penalty 3547.137733 = -3525141.932800 nChanged 31 SP:Iteration 263Q (2788.080454 sec): 3 clusters Score: Raw -3528692.256953 + Penalty 3547.137733 = -3525145.119220 nChanged 21 SP:Iteration 264Q (2788.213019 sec): 3 clusters Score: Raw -3528694.154132 + Penalty 3547.137733 = -3525147.016399 nChanged 10 SP:Iteration 265Q (2788.339891 sec): 3 clusters Score: Raw -3528695.021588 + Penalty 3547.137733 = -3525147.883856 nChanged 9 SP:Iteration 266Q (2788.456690 sec): 3 clusters Score: Raw -3528695.843879 + Penalty 3547.137733 = -3525148.706146 nChanged 13 SP:Iteration 267Q (2788.577024 sec): 3 clusters Score: Raw -3528697.165676 + Penalty 3547.137733 = -3525150.027943 nChanged 9 SP:Iteration 268Q (2788.684584 sec): 3 clusters Score: Raw -3528698.075264 + Penalty 3547.137733 = -3525150.937531 nChanged 11 SP:Iteration 269Q (2788.815370 sec): 3 clusters Score: Raw -3528699.717583 + Penalty 3547.137733 = -3525152.579850 nChanged 13 SP:Iteration 270Q (2788.926919 sec): 3 clusters Score: Raw -3528701.119929 + Penalty 3547.137733 = -3525153.982196 nChanged 10 SP:Iteration 271Q (2789.052579 sec): 3 clusters Score: Raw -3528701.995304 + Penalty 3547.137733 = -3525154.857572 nChanged 6 SP:Iteration 272Q (2789.172682 sec): 3 clusters Score: Raw -3528702.551736 + Penalty 3547.137733 = -3525155.414003 nChanged 14 SP:Iteration 273Q (2789.298551 sec): 3 clusters Score: Raw -3528703.987353 + Penalty 3547.137733 = -3525156.849620 nChanged 13 SP:Iteration 274Q (2789.416093 sec): 3 clusters Score: Raw -3528705.358894 + Penalty 3547.137733 = -3525158.221161 nChanged 14 SP:Iteration 275Q (2789.538351 sec): 3 clusters Score: Raw -3528706.458258 + Penalty 3547.137733 = -3525159.320525 nChanged 11 SP:Iteration 276Q (2789.643346 sec): 3 clusters Score: Raw -3528707.620642 + Penalty 3547.137733 = -3525160.482909 nChanged 10 SP:Iteration 277Q (2789.776085 sec): 3 clusters Score: Raw -3528708.450802 + Penalty 3547.137733 = -3525161.313069 nChanged 7 SP:Iteration 278Q (2789.899607 sec): 3 clusters Score: Raw -3528709.211367 + Penalty 3547.137733 = -3525162.073634 nChanged 7 SP:Iteration 279Q (2790.037700 sec): 3 clusters Score: Raw -3528709.927650 + Penalty 3547.137733 = -3525162.789917 nChanged 10 SP:Iteration 280F (2790.162303 sec): 3 clusters Score: Raw -3528711.014154 + Penalty 3547.137733 = -3525163.876421 nChanged 7 SP:Iteration 281Q (2790.298707 sec): 3 clusters Score: Raw -3528711.632085 + Penalty 3547.137733 = -3525164.494352 nChanged 13 SP:Iteration 282Q (2790.412986 sec): 3 clusters Score: Raw -3528713.158210 + Penalty 3547.137733 = -3525166.020477 nChanged 10 SP:Iteration 283Q (2790.541347 sec): 3 clusters Score: Raw -3528713.981723 + Penalty 3547.137733 = -3525166.843990 nChanged 13 SP:Iteration 284Q (2790.663159 sec): 3 clusters Score: Raw -3528715.031629 + Penalty 3547.137733 = -3525167.893896 nChanged 12 SP:Iteration 285Q (2790.783343 sec): 3 clusters Score: Raw -3528715.900685 + Penalty 3547.137733 = -3525168.762952 nChanged 10 SP:Iteration 286Q (2790.892945 sec): 3 clusters Score: Raw -3528716.749166 + Penalty 3547.137733 = -3525169.611433 nChanged 2 SP:Iteration 287Q (2791.024202 sec): 3 clusters Score: Raw -3528716.826067 + Penalty 3547.137733 = -3525169.688335 nChanged 2 SP:Iteration 288Q (2791.140164 sec): 3 clusters Score: Raw -3528716.865133 + Penalty 3547.137733 = -3525169.727400 nChanged 2 SP:Iteration 289Q (2791.256433 sec): 3 clusters Score: Raw -3528717.091904 + Penalty 3547.137733 = -3525169.954171 nChanged 5 SP:Iteration 290Q (2791.374130 sec): 3 clusters Score: Raw -3528717.628196 + Penalty 3547.137733 = -3525170.490463 nChanged 8 SP:Iteration 291Q (2791.493443 sec): 3 clusters Score: Raw -3528718.177619 + Penalty 3547.137733 = -3525171.039886 nChanged 6 SP:Iteration 292Q (2791.613128 sec): 3 clusters Score: Raw -3528718.507049 + Penalty 3547.137733 = -3525171.369316 nChanged 11 SP:Iteration 293Q (2791.734443 sec): 3 clusters Score: Raw -3528719.579151 + Penalty 3547.137733 = -3525172.441419 nChanged 9 SP:Iteration 294Q (2791.851686 sec): 3 clusters Score: Raw -3528720.147948 + Penalty 3547.137733 = -3525173.010215 nChanged 10 SP:Iteration 295Q (2791.972623 sec): 3 clusters Score: Raw -3528720.912923 + Penalty 3547.137733 = -3525173.775190 nChanged 13 SP:Iteration 296Q (2792.084734 sec): 3 clusters Score: Raw -3528722.266433 + Penalty 3547.137733 = -3525175.128700 nChanged 13 SP:Iteration 297Q (2792.219823 sec): 3 clusters Score: Raw -3528723.866648 + Penalty 3547.137733 = -3525176.728915 nChanged 17 SP:Iteration 298Q (2792.338886 sec): 3 clusters Score: Raw -3528726.008795 + Penalty 3547.137733 = -3525178.871062 nChanged 20 SP:Iteration 299Q (2792.459393 sec): 3 clusters Score: Raw -3528728.116708 + Penalty 3547.137733 = -3525180.978975 nChanged 24 SP:Iteration 300F (2792.602885 sec): 3 clusters Score: Raw -3528730.794245 + Penalty 3547.137733 = -3525183.656512 nChanged 17 SP:Iteration 301Q (2792.720030 sec): 3 clusters Score: Raw -3528733.699356 + Penalty 3547.137733 = -3525186.561623 nChanged 17 SP:Iteration 302Q (2792.843651 sec): 3 clusters Score: Raw -3528736.199411 + Penalty 3547.137733 = -3525189.061678 nChanged 19 SP:Iteration 303Q (2792.952701 sec): 3 clusters Score: Raw -3528738.051042 + Penalty 3547.137733 = -3525190.913309 nChanged 10 SP:Iteration 304Q (2793.077687 sec): 3 clusters Score: Raw -3528738.732579 + Penalty 3547.137733 = -3525191.594846 nChanged 6 SP:Iteration 305Q (2793.199333 sec): 3 clusters Score: Raw -3528739.174445 + Penalty 3547.137733 = -3525192.036712 nChanged 5 SP:Iteration 306Q (2793.322955 sec): 3 clusters Score: Raw -3528739.617420 + Penalty 3547.137733 = -3525192.479687 nChanged 7 SP:Iteration 307Q (2793.447135 sec): 3 clusters Score: Raw -3528740.203600 + Penalty 3547.137733 = -3525193.065867 nChanged 4 SP:Iteration 308Q (2793.559095 sec): 3 clusters Score: Raw -3528740.630884 + Penalty 3547.137733 = -3525193.493151 nChanged 7 SP:Iteration 309Q (2793.681175 sec): 3 clusters Score: Raw -3528741.322667 + Penalty 3547.137733 = -3525194.184934 nChanged 10 SP:Iteration 310Q (2793.789071 sec): 3 clusters Score: Raw -3528742.328432 + Penalty 3547.137733 = -3525195.190699 nChanged 9 SP:Iteration 311Q (2793.905799 sec): 3 clusters Score: Raw -3528743.265907 + Penalty 3547.137733 = -3525196.128174 nChanged 5 SP:Iteration 312Q (2794.026496 sec): 3 clusters Score: Raw -3528743.853982 + Penalty 3547.137733 = -3525196.716249 nChanged 6 SP:Iteration 313Q (2794.136969 sec): 3 clusters Score: Raw -3528744.399418 + Penalty 3547.137733 = -3525197.261685 nChanged 3 SP:Iteration 314Q (2794.253316 sec): 3 clusters Score: Raw -3528744.700778 + Penalty 3547.137733 = -3525197.563045 nChanged 5 SP:Iteration 315Q (2794.364796 sec): 3 clusters Score: Raw -3528745.247318 + Penalty 3547.137733 = -3525198.109585 nChanged 1 SP:Iteration 316Q (2794.491896 sec): 3 clusters Score: Raw -3528745.294085 + Penalty 3547.137733 = -3525198.156352 nChanged 0 SP:Iteration 317F (2794.632771 sec): 3 clusters Score: Raw -3528745.294085 + Penalty 3547.137733 = -3525198.156352 nChanged 0 Trying to split cluster 15 (11514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2794.679944 sec): 2 clusters Score: Raw -774136.330820 + Penalty 1519.589332 = -772616.741488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2794.746515 sec): 3 clusters Score: Raw -767492.689588 + Penalty 3039.178664 = -764453.510924 nChanged 5013 SP:Iteration 1F (2794.813777 sec): 3 clusters Score: Raw -770354.275584 + Penalty 3039.178664 = -767315.096920 nChanged 695 SP:Iteration 2F (2794.881603 sec): 3 clusters Score: Raw -770640.979301 + Penalty 3039.178664 = -767601.800637 nChanged 545 SP:Iteration 3Q (2794.936808 sec): 3 clusters Score: Raw -770863.552865 + Penalty 3039.178664 = -767824.374201 nChanged 491 SP:Iteration 4Q (2795.012524 sec): 3 clusters Score: Raw -771079.696615 + Penalty 3039.178664 = -768040.517951 nChanged 482 SP:Iteration 5Q (2795.075206 sec): 3 clusters Score: Raw -771326.283203 + Penalty 3039.178664 = -768287.104539 nChanged 555 SP:Iteration 6Q (2795.135855 sec): 3 clusters Score: Raw -771641.019258 + Penalty 3039.178664 = -768601.840595 nChanged 556 SP:Iteration 7Q (2795.210952 sec): 3 clusters Score: Raw -771993.465650 + Penalty 3039.178664 = -768954.286986 nChanged 564 SP:Iteration 8Q (2795.266223 sec): 3 clusters Score: Raw -772408.671696 + Penalty 3039.178664 = -769369.493032 nChanged 525 SP:Iteration 9Q (2795.330721 sec): 3 clusters Score: Raw -772810.602660 + Penalty 3039.178664 = -769771.423997 nChanged 418 SP:Iteration 10Q (2795.408741 sec): 3 clusters Score: Raw -773154.564507 + Penalty 3039.178664 = -770115.385843 nChanged 344 SP:Iteration 11Q (2795.474472 sec): 3 clusters Score: Raw -773453.715098 + Penalty 3039.178664 = -770414.536435 nChanged 273 SP:Iteration 12Q (2795.538712 sec): 3 clusters Score: Raw -773686.985994 + Penalty 3039.178664 = -770647.807330 nChanged 218 SP:Iteration 13Q (2795.601807 sec): 3 clusters Score: Raw -773876.706665 + Penalty 3039.178664 = -770837.528001 nChanged 188 SP:Iteration 14Q (2795.659526 sec): 3 clusters Score: Raw -774032.646652 + Penalty 3039.178664 = -770993.467989 nChanged 126 SP:Iteration 15Q (2795.729825 sec): 3 clusters Score: Raw -774148.997862 + Penalty 3039.178664 = -771109.819199 nChanged 123 SP:Iteration 16Q (2795.785449 sec): 3 clusters Score: Raw -774239.276251 + Penalty 3039.178664 = -771200.097588 nChanged 111 SP:Iteration 17Q (2795.860387 sec): 3 clusters Score: Raw -774304.000142 + Penalty 3039.178664 = -771264.821479 nChanged 89 SP:Iteration 18Q (2795.923484 sec): 3 clusters Score: Raw -774346.207825 + Penalty 3039.178664 = -771307.029162 nChanged 66 SP:Iteration 19Q (2795.991449 sec): 3 clusters Score: Raw -774374.957297 + Penalty 3039.178664 = -771335.778633 nChanged 53 SP:Iteration 20F (2796.060741 sec): 3 clusters Score: Raw -774397.447804 + Penalty 3039.178664 = -771358.269140 nChanged 44 SP:Iteration 21Q (2796.128389 sec): 3 clusters Score: Raw -774415.830921 + Penalty 3039.178664 = -771376.652257 nChanged 38 SP:Iteration 22Q (2796.180894 sec): 3 clusters Score: Raw -774425.672658 + Penalty 3039.178664 = -771386.493995 nChanged 18 SP:Iteration 23Q (2796.245031 sec): 3 clusters Score: Raw -774429.655248 + Penalty 3039.178664 = -771390.476584 nChanged 15 SP:Iteration 24Q (2796.317611 sec): 3 clusters Score: Raw -774432.410042 + Penalty 3039.178664 = -771393.231379 nChanged 6 SP:Iteration 25Q (2796.371861 sec): 3 clusters Score: Raw -774433.418458 + Penalty 3039.178664 = -771394.239794 nChanged 4 SP:Iteration 26Q (2796.449068 sec): 3 clusters Score: Raw -774434.446679 + Penalty 3039.178664 = -771395.268016 nChanged 4 SP:Iteration 27Q (2796.501984 sec): 3 clusters Score: Raw -774435.314329 + Penalty 3039.178664 = -771396.135665 nChanged 5 SP:Iteration 28Q (2796.578373 sec): 3 clusters Score: Raw -774436.757957 + Penalty 3039.178664 = -771397.579293 nChanged 4 SP:Iteration 29Q (2796.642226 sec): 3 clusters Score: Raw -774437.663530 + Penalty 3039.178664 = -771398.484867 nChanged 2 SP:Iteration 30Q (2796.708754 sec): 3 clusters Score: Raw -774437.874233 + Penalty 3039.178664 = -771398.695570 nChanged 2 SP:Iteration 31Q (2796.763040 sec): 3 clusters Score: Raw -774438.157544 + Penalty 3039.178664 = -771398.978880 nChanged 2 SP:Iteration 32Q (2796.830784 sec): 3 clusters Score: Raw -774438.447276 + Penalty 3039.178664 = -771399.268612 nChanged 2 SP:Iteration 33Q (2796.899000 sec): 3 clusters Score: Raw -774438.877663 + Penalty 3039.178664 = -771399.698999 nChanged 2 SP:Iteration 34Q (2796.954511 sec): 3 clusters Score: Raw -774439.216233 + Penalty 3039.178664 = -771400.037570 nChanged 1 SP:Iteration 35Q (2797.028198 sec): 3 clusters Score: Raw -774439.354292 + Penalty 3039.178664 = -771400.175628 nChanged 2 SP:Iteration 36Q (2797.091245 sec): 3 clusters Score: Raw -774439.847905 + Penalty 3039.178664 = -771400.669241 nChanged 5 SP:Iteration 37Q (2797.156838 sec): 3 clusters Score: Raw -774440.641909 + Penalty 3039.178664 = -771401.463246 nChanged 3 SP:Iteration 38Q (2797.219757 sec): 3 clusters Score: Raw -774440.981902 + Penalty 3039.178664 = -771401.803238 nChanged 1 SP:Iteration 39Q (2797.272688 sec): 3 clusters Score: Raw -774441.170559 + Penalty 3039.178664 = -771401.991895 nChanged 4 SP:Iteration 40F (2797.345628 sec): 3 clusters Score: Raw -774441.861844 + Penalty 3039.178664 = -771402.683180 nChanged 2 SP:Iteration 41Q (2797.400950 sec): 3 clusters Score: Raw -774442.090168 + Penalty 3039.178664 = -771402.911504 nChanged 2 SP:Iteration 42Q (2797.460396 sec): 3 clusters Score: Raw -774442.515640 + Penalty 3039.178664 = -771403.336977 nChanged 1 SP:Iteration 43Q (2797.535675 sec): 3 clusters Score: Raw -774443.017767 + Penalty 3039.178664 = -771403.839103 nChanged 8 SP:Iteration 44Q (2797.585190 sec): 3 clusters Score: Raw -774444.992383 + Penalty 3039.178664 = -771405.813719 nChanged 10 SP:Iteration 45Q (2797.648046 sec): 3 clusters Score: Raw -774447.445801 + Penalty 3039.178664 = -771408.267137 nChanged 10 SP:Iteration 46Q (2797.715474 sec): 3 clusters Score: Raw -774449.993128 + Penalty 3039.178664 = -771410.814464 nChanged 6 SP:Iteration 47Q (2797.787468 sec): 3 clusters Score: Raw -774451.317002 + Penalty 3039.178664 = -771412.138338 nChanged 6 SP:Iteration 48Q (2797.854365 sec): 3 clusters Score: Raw -774453.398797 + Penalty 3039.178664 = -771414.220133 nChanged 11 SP:Iteration 49Q (2797.908742 sec): 3 clusters Score: Raw -774456.063461 + Penalty 3039.178664 = -771416.884797 nChanged 6 SP:Iteration 50Q (2797.982573 sec): 3 clusters Score: Raw -774457.341763 + Penalty 3039.178664 = -771418.163099 nChanged 0 SP:Iteration 51F (2798.051850 sec): 3 clusters Score: Raw -774457.341763 + Penalty 3039.178664 = -771418.163099 nChanged 0 Trying to split cluster 16 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2798.076407 sec): 2 clusters Score: Raw -21378.955868 + Penalty 995.616242 = -20383.339626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2798.119811 sec): 3 clusters Score: Raw -21331.406963 + Penalty 1991.232485 = -19340.174478 nChanged 103 SP:Iteration 1F (2798.157591 sec): 3 clusters Score: Raw -21537.540032 + Penalty 1991.232485 = -19546.307547 nChanged 36 SP:Iteration 2F (2798.204163 sec): 3 clusters Score: Raw -21633.839137 + Penalty 1991.232485 = -19642.606652 nChanged 23 SP:Iteration 3F (2798.250476 sec): 3 clusters Score: Raw -21688.295339 + Penalty 1991.232485 = -19697.062854 nChanged 17 SP:Iteration 4Q (2798.293700 sec): 3 clusters Score: Raw -21747.110622 + Penalty 1991.232485 = -19755.878137 nChanged 18 SP:Iteration 5Q (2798.337224 sec): 3 clusters Score: Raw -21829.897400 + Penalty 1991.232485 = -19838.664915 nChanged 12 SP:Iteration 6Q (2798.380355 sec): 3 clusters Score: Raw -21895.061422 + Penalty 1991.232485 = -19903.828937 nChanged 8 SP:Iteration 7Q (2798.423798 sec): 3 clusters Score: Raw -21911.594308 + Penalty 1991.232485 = -19920.361823 nChanged 2 SP:Iteration 8Q (2798.469360 sec): 3 clusters Score: Raw -21915.167103 + Penalty 1991.232485 = -19923.934618 nChanged 1 SP:Iteration 9Q (2798.520955 sec): 3 clusters Score: Raw -21916.870994 + Penalty 1991.232485 = -19925.638509 nChanged 1 SP:Iteration 10Q (2798.558686 sec): 3 clusters Score: Raw -21918.539614 + Penalty 1991.232485 = -19927.307129 nChanged 0 SP:Iteration 11F (2798.615738 sec): 3 clusters Score: Raw -21918.539614 + Penalty 1991.232485 = -19927.307129 nChanged 0 Trying to split cluster 17 (10563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2798.643478 sec): 2 clusters Score: Raw -635837.486381 + Penalty 1505.580799 = -634331.905582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2798.716637 sec): 3 clusters Score: Raw -629907.026974 + Penalty 3011.161598 = -626895.865376 nChanged 4538 SP:Iteration 1F (2798.767219 sec): 3 clusters Score: Raw -632491.520464 + Penalty 3011.161598 = -629480.358866 nChanged 742 SP:Iteration 2F (2798.834886 sec): 3 clusters Score: Raw -632920.893045 + Penalty 3011.161598 = -629909.731448 nChanged 660 SP:Iteration 3F (2798.903883 sec): 3 clusters Score: Raw -633275.364810 + Penalty 3011.161598 = -630264.203212 nChanged 599 SP:Iteration 4F (2798.970786 sec): 3 clusters Score: Raw -633597.965971 + Penalty 3011.161598 = -630586.804374 nChanged 545 SP:Iteration 5F (2799.034023 sec): 3 clusters Score: Raw -633931.421151 + Penalty 3011.161598 = -630920.259554 nChanged 534 SP:Iteration 6F (2799.097148 sec): 3 clusters Score: Raw -634254.492635 + Penalty 3011.161598 = -631243.331038 nChanged 504 SP:Iteration 7Q (2799.164388 sec): 3 clusters Score: Raw -634523.631465 + Penalty 3011.161598 = -631512.469867 nChanged 417 SP:Iteration 8Q (2799.218319 sec): 3 clusters Score: Raw -634742.668536 + Penalty 3011.161598 = -631731.506939 nChanged 352 SP:Iteration 9Q (2799.284367 sec): 3 clusters Score: Raw -634908.537375 + Penalty 3011.161598 = -631897.375778 nChanged 296 SP:Iteration 10Q (2799.360806 sec): 3 clusters Score: Raw -635012.629758 + Penalty 3011.161598 = -632001.468160 nChanged 208 SP:Iteration 11Q (2799.422902 sec): 3 clusters Score: Raw -635074.128445 + Penalty 3011.161598 = -632062.966847 nChanged 145 SP:Iteration 12Q (2799.478675 sec): 3 clusters Score: Raw -635111.760220 + Penalty 3011.161598 = -632100.598622 nChanged 107 SP:Iteration 13Q (2799.543919 sec): 3 clusters Score: Raw -635137.195278 + Penalty 3011.161598 = -632126.033680 nChanged 91 SP:Iteration 14Q (2799.618212 sec): 3 clusters Score: Raw -635155.495860 + Penalty 3011.161598 = -632144.334262 nChanged 83 SP:Iteration 15Q (2799.678853 sec): 3 clusters Score: Raw -635173.594325 + Penalty 3011.161598 = -632162.432727 nChanged 85 SP:Iteration 16Q (2799.739301 sec): 3 clusters Score: Raw -635194.591545 + Penalty 3011.161598 = -632183.429948 nChanged 78 SP:Iteration 17Q (2799.815431 sec): 3 clusters Score: Raw -635213.547064 + Penalty 3011.161598 = -632202.385467 nChanged 70 SP:Iteration 18Q (2799.873939 sec): 3 clusters Score: Raw -635226.658409 + Penalty 3011.161598 = -632215.496811 nChanged 58 SP:Iteration 19Q (2799.938041 sec): 3 clusters Score: Raw -635236.839659 + Penalty 3011.161598 = -632225.678061 nChanged 44 SP:Iteration 20F (2800.007315 sec): 3 clusters Score: Raw -635245.061405 + Penalty 3011.161598 = -632233.899807 nChanged 49 SP:Iteration 21Q (2800.068550 sec): 3 clusters Score: Raw -635252.653417 + Penalty 3011.161598 = -632241.491820 nChanged 47 SP:Iteration 22Q (2800.130032 sec): 3 clusters Score: Raw -635259.171493 + Penalty 3011.161598 = -632248.009895 nChanged 36 SP:Iteration 23Q (2800.206122 sec): 3 clusters Score: Raw -635263.630010 + Penalty 3011.161598 = -632252.468412 nChanged 32 SP:Iteration 24Q (2800.269826 sec): 3 clusters Score: Raw -635268.847273 + Penalty 3011.161598 = -632257.685675 nChanged 45 SP:Iteration 25Q (2800.340336 sec): 3 clusters Score: Raw -635276.318733 + Penalty 3011.161598 = -632265.157136 nChanged 40 SP:Iteration 26Q (2800.404317 sec): 3 clusters Score: Raw -635283.944594 + Penalty 3011.161598 = -632272.782997 nChanged 38 SP:Iteration 27Q (2800.474849 sec): 3 clusters Score: Raw -635290.464423 + Penalty 3011.161598 = -632279.302826 nChanged 44 SP:Iteration 28Q (2800.530668 sec): 3 clusters Score: Raw -635298.376092 + Penalty 3011.161598 = -632287.214494 nChanged 40 SP:Iteration 29Q (2800.604378 sec): 3 clusters Score: Raw -635305.103989 + Penalty 3011.161598 = -632293.942391 nChanged 46 SP:Iteration 30Q (2800.674280 sec): 3 clusters Score: Raw -635313.495591 + Penalty 3011.161598 = -632302.333993 nChanged 52 SP:Iteration 31Q (2800.736905 sec): 3 clusters Score: Raw -635322.315293 + Penalty 3011.161598 = -632311.153695 nChanged 48 SP:Iteration 32Q (2800.803000 sec): 3 clusters Score: Raw -635329.416136 + Penalty 3011.161598 = -632318.254538 nChanged 40 SP:Iteration 33Q (2800.858503 sec): 3 clusters Score: Raw -635335.459040 + Penalty 3011.161598 = -632324.297442 nChanged 35 SP:Iteration 34Q (2800.914169 sec): 3 clusters Score: Raw -635342.035806 + Penalty 3011.161598 = -632330.874208 nChanged 33 SP:Iteration 35Q (2800.977634 sec): 3 clusters Score: Raw -635347.485303 + Penalty 3011.161598 = -632336.323705 nChanged 31 SP:Iteration 36Q (2801.046976 sec): 3 clusters Score: Raw -635353.100200 + Penalty 3011.161598 = -632341.938602 nChanged 35 SP:Iteration 37Q (2801.108246 sec): 3 clusters Score: Raw -635361.545445 + Penalty 3011.161598 = -632350.383847 nChanged 47 SP:Iteration 38Q (2801.168099 sec): 3 clusters Score: Raw -635368.290165 + Penalty 3011.161598 = -632357.128568 nChanged 33 SP:Iteration 39Q (2801.230421 sec): 3 clusters Score: Raw -635373.294659 + Penalty 3011.161598 = -632362.133061 nChanged 44 SP:Iteration 40F (2801.302342 sec): 3 clusters Score: Raw -635380.904627 + Penalty 3011.161598 = -632369.743029 nChanged 37 SP:Iteration 41Q (2801.358256 sec): 3 clusters Score: Raw -635387.798467 + Penalty 3011.161598 = -632376.636870 nChanged 39 SP:Iteration 42Q (2801.434458 sec): 3 clusters Score: Raw -635393.555652 + Penalty 3011.161598 = -632382.394054 nChanged 31 SP:Iteration 43Q (2801.503740 sec): 3 clusters Score: Raw -635398.639968 + Penalty 3011.161598 = -632387.478371 nChanged 39 SP:Iteration 44Q (2801.558532 sec): 3 clusters Score: Raw -635403.728297 + Penalty 3011.161598 = -632392.566700 nChanged 34 SP:Iteration 45Q (2801.626473 sec): 3 clusters Score: Raw -635407.983023 + Penalty 3011.161598 = -632396.821425 nChanged 24 SP:Iteration 46Q (2801.687042 sec): 3 clusters Score: Raw -635411.025261 + Penalty 3011.161598 = -632399.863664 nChanged 25 SP:Iteration 47Q (2801.763368 sec): 3 clusters Score: Raw -635413.891952 + Penalty 3011.161598 = -632402.730355 nChanged 19 SP:Iteration 48Q (2801.818461 sec): 3 clusters Score: Raw -635416.312476 + Penalty 3011.161598 = -632405.150878 nChanged 19 SP:Iteration 49Q (2801.886726 sec): 3 clusters Score: Raw -635418.426828 + Penalty 3011.161598 = -632407.265230 nChanged 18 SP:Iteration 50Q (2801.951678 sec): 3 clusters Score: Raw -635419.969164 + Penalty 3011.161598 = -632408.807566 nChanged 10 SP:Iteration 51Q (2802.020598 sec): 3 clusters Score: Raw -635420.684607 + Penalty 3011.161598 = -632409.523009 nChanged 7 SP:Iteration 52Q (2802.082441 sec): 3 clusters Score: Raw -635421.505153 + Penalty 3011.161598 = -632410.343556 nChanged 13 SP:Iteration 53Q (2802.137561 sec): 3 clusters Score: Raw -635422.938071 + Penalty 3011.161598 = -632411.776473 nChanged 18 SP:Iteration 54Q (2802.208531 sec): 3 clusters Score: Raw -635424.699521 + Penalty 3011.161598 = -632413.537923 nChanged 16 SP:Iteration 55Q (2802.275917 sec): 3 clusters Score: Raw -635426.273899 + Penalty 3011.161598 = -632415.112301 nChanged 11 SP:Iteration 56Q (2802.340443 sec): 3 clusters Score: Raw -635427.299808 + Penalty 3011.161598 = -632416.138211 nChanged 11 SP:Iteration 57Q (2802.410358 sec): 3 clusters Score: Raw -635428.196927 + Penalty 3011.161598 = -632417.035329 nChanged 11 SP:Iteration 58Q (2802.477234 sec): 3 clusters Score: Raw -635429.128221 + Penalty 3011.161598 = -632417.966623 nChanged 8 SP:Iteration 59Q (2802.531379 sec): 3 clusters Score: Raw -635429.790226 + Penalty 3011.161598 = -632418.628628 nChanged 10 SP:Iteration 60F (2802.604574 sec): 3 clusters Score: Raw -635430.826875 + Penalty 3011.161598 = -632419.665277 nChanged 12 SP:Iteration 61Q (2802.671710 sec): 3 clusters Score: Raw -635432.315731 + Penalty 3011.161598 = -632421.154134 nChanged 16 SP:Iteration 62Q (2802.737188 sec): 3 clusters Score: Raw -635434.326552 + Penalty 3011.161598 = -632423.164955 nChanged 22 SP:Iteration 63Q (2802.803236 sec): 3 clusters Score: Raw -635436.988282 + Penalty 3011.161598 = -632425.826684 nChanged 21 SP:Iteration 64Q (2802.859416 sec): 3 clusters Score: Raw -635439.543375 + Penalty 3011.161598 = -632428.381778 nChanged 16 SP:Iteration 65Q (2802.927122 sec): 3 clusters Score: Raw -635441.435062 + Penalty 3011.161598 = -632430.273464 nChanged 17 SP:Iteration 66Q (2802.994972 sec): 3 clusters Score: Raw -635444.079967 + Penalty 3011.161598 = -632432.918369 nChanged 24 SP:Iteration 67Q (2803.048825 sec): 3 clusters Score: Raw -635448.597465 + Penalty 3011.161598 = -632437.435867 nChanged 20 SP:Iteration 68Q (2803.124096 sec): 3 clusters Score: Raw -635452.103243 + Penalty 3011.161598 = -632440.941646 nChanged 29 SP:Iteration 69Q (2803.185243 sec): 3 clusters Score: Raw -635455.278808 + Penalty 3011.161598 = -632444.117211 nChanged 27 SP:Iteration 70Q (2803.257226 sec): 3 clusters Score: Raw -635458.418614 + Penalty 3011.161598 = -632447.257016 nChanged 24 SP:Iteration 71Q (2803.322905 sec): 3 clusters Score: Raw -635461.050132 + Penalty 3011.161598 = -632449.888535 nChanged 19 SP:Iteration 72Q (2803.385205 sec): 3 clusters Score: Raw -635462.900062 + Penalty 3011.161598 = -632451.738464 nChanged 15 SP:Iteration 73Q (2803.446820 sec): 3 clusters Score: Raw -635464.741445 + Penalty 3011.161598 = -632453.579848 nChanged 15 SP:Iteration 74Q (2803.509100 sec): 3 clusters Score: Raw -635466.310251 + Penalty 3011.161598 = -632455.148653 nChanged 15 SP:Iteration 75Q (2803.572945 sec): 3 clusters Score: Raw -635468.437652 + Penalty 3011.161598 = -632457.276054 nChanged 24 SP:Iteration 76Q (2803.633896 sec): 3 clusters Score: Raw -635472.453651 + Penalty 3011.161598 = -632461.292053 nChanged 34 SP:Iteration 77Q (2803.694743 sec): 3 clusters Score: Raw -635475.989198 + Penalty 3011.161598 = -632464.827600 nChanged 23 SP:Iteration 78Q (2803.771027 sec): 3 clusters Score: Raw -635479.260941 + Penalty 3011.161598 = -632468.099343 nChanged 26 SP:Iteration 79Q (2803.833248 sec): 3 clusters Score: Raw -635483.089200 + Penalty 3011.161598 = -632471.927602 nChanged 26 SP:Iteration 80F (2803.898418 sec): 3 clusters Score: Raw -635487.190742 + Penalty 3011.161598 = -632476.029144 nChanged 28 SP:Iteration 81Q (2803.964591 sec): 3 clusters Score: Raw -635492.218855 + Penalty 3011.161598 = -632481.057257 nChanged 36 SP:Iteration 82Q (2804.027352 sec): 3 clusters Score: Raw -635500.303313 + Penalty 3011.161598 = -632489.141715 nChanged 45 SP:Iteration 83Q (2804.092275 sec): 3 clusters Score: Raw -635514.966540 + Penalty 3011.161598 = -632503.804942 nChanged 51 SP:Iteration 84Q (2804.155734 sec): 3 clusters Score: Raw -635530.580954 + Penalty 3011.161598 = -632519.419357 nChanged 74 SP:Iteration 85Q (2804.214906 sec): 3 clusters Score: Raw -635552.769998 + Penalty 3011.161598 = -632541.608400 nChanged 80 SP:Iteration 86Q (2804.277595 sec): 3 clusters Score: Raw -635573.611838 + Penalty 3011.161598 = -632562.450241 nChanged 67 SP:Iteration 87Q (2804.340703 sec): 3 clusters Score: Raw -635590.581208 + Penalty 3011.161598 = -632579.419611 nChanged 67 SP:Iteration 88Q (2804.404781 sec): 3 clusters Score: Raw -635608.818293 + Penalty 3011.161598 = -632597.656696 nChanged 77 SP:Iteration 89Q (2804.466080 sec): 3 clusters Score: Raw -635631.691549 + Penalty 3011.161598 = -632620.529951 nChanged 81 SP:Iteration 90Q (2804.541187 sec): 3 clusters Score: Raw -635660.617835 + Penalty 3011.161598 = -632649.456238 nChanged 97 SP:Iteration 91Q (2804.608644 sec): 3 clusters Score: Raw -635697.062888 + Penalty 3011.161598 = -632685.901291 nChanged 107 SP:Iteration 92Q (2804.662933 sec): 3 clusters Score: Raw -635735.193001 + Penalty 3011.161598 = -632724.031403 nChanged 113 SP:Iteration 93Q (2804.740236 sec): 3 clusters Score: Raw -635769.110195 + Penalty 3011.161598 = -632757.948598 nChanged 103 SP:Iteration 94Q (2804.806527 sec): 3 clusters Score: Raw -635802.556060 + Penalty 3011.161598 = -632791.394463 nChanged 103 SP:Iteration 95Q (2804.874568 sec): 3 clusters Score: Raw -635834.232349 + Penalty 3011.161598 = -632823.070752 nChanged 106 SP:Iteration 96Q (2804.940095 sec): 3 clusters Score: Raw -635865.141804 + Penalty 3011.161598 = -632853.980206 nChanged 95 SP:Iteration 97Q (2805.001091 sec): 3 clusters Score: Raw -635891.437467 + Penalty 3011.161598 = -632880.275869 nChanged 106 SP:Iteration 98Q (2805.066711 sec): 3 clusters Score: Raw -635918.885810 + Penalty 3011.161598 = -632907.724212 nChanged 95 SP:Iteration 99Q (2805.133954 sec): 3 clusters Score: Raw -635945.139008 + Penalty 3011.161598 = -632933.977410 nChanged 93 SP:Iteration 100F (2805.198132 sec): 3 clusters Score: Raw -635969.219809 + Penalty 3011.161598 = -632958.058211 nChanged 91 SP:Iteration 101Q (2805.265044 sec): 3 clusters Score: Raw -635996.017001 + Penalty 3011.161598 = -632984.855404 nChanged 114 SP:Iteration 102Q (2805.325542 sec): 3 clusters Score: Raw -636031.506213 + Penalty 3011.161598 = -633020.344615 nChanged 123 SP:Iteration 103Q (2805.395127 sec): 3 clusters Score: Raw -636071.733285 + Penalty 3011.161598 = -633060.571687 nChanged 121 SP:Iteration 104Q (2805.454579 sec): 3 clusters Score: Raw -636107.626679 + Penalty 3011.161598 = -633096.465081 nChanged 118 SP:Iteration 105Q (2805.515676 sec): 3 clusters Score: Raw -636145.407986 + Penalty 3011.161598 = -633134.246389 nChanged 134 SP:Iteration 106Q (2805.590738 sec): 3 clusters Score: Raw -636189.496337 + Penalty 3011.161598 = -633178.334740 nChanged 132 SP:Iteration 107Q (2805.647129 sec): 3 clusters Score: Raw -636233.477552 + Penalty 3011.161598 = -633222.315954 nChanged 153 SP:Iteration 108Q (2805.726103 sec): 3 clusters Score: Raw -636291.106273 + Penalty 3011.161598 = -633279.944675 nChanged 174 SP:Iteration 109Q (2805.790190 sec): 3 clusters Score: Raw -636355.634144 + Penalty 3011.161598 = -633344.472547 nChanged 172 SP:Iteration 110Q (2805.853624 sec): 3 clusters Score: Raw -636425.471917 + Penalty 3011.161598 = -633414.310319 nChanged 167 SP:Iteration 111Q (2805.919603 sec): 3 clusters Score: Raw -636495.049676 + Penalty 3011.161598 = -633483.888078 nChanged 161 SP:Iteration 112Q (2805.981414 sec): 3 clusters Score: Raw -636560.209705 + Penalty 3011.161598 = -633549.048107 nChanged 171 SP:Iteration 113Q (2806.034532 sec): 3 clusters Score: Raw -636637.306672 + Penalty 3011.161598 = -633626.145074 nChanged 173 SP:Iteration 114Q (2806.096616 sec): 3 clusters Score: Raw -636709.252044 + Penalty 3011.161598 = -633698.090447 nChanged 145 SP:Iteration 115Q (2806.167754 sec): 3 clusters Score: Raw -636776.477238 + Penalty 3011.161598 = -633765.315640 nChanged 145 SP:Iteration 116Q (2806.233185 sec): 3 clusters Score: Raw -636841.230756 + Penalty 3011.161598 = -633830.069158 nChanged 118 SP:Iteration 117Q (2806.298144 sec): 3 clusters Score: Raw -636886.481968 + Penalty 3011.161598 = -633875.320371 nChanged 103 SP:Iteration 118Q (2806.355810 sec): 3 clusters Score: Raw -636927.252435 + Penalty 3011.161598 = -633916.090837 nChanged 90 SP:Iteration 119Q (2806.421504 sec): 3 clusters Score: Raw -636962.781746 + Penalty 3011.161598 = -633951.620149 nChanged 65 SP:Iteration 120F (2806.485045 sec): 3 clusters Score: Raw -636990.947815 + Penalty 3011.161598 = -633979.786218 nChanged 75 SP:Iteration 121Q (2806.543519 sec): 3 clusters Score: Raw -637023.624875 + Penalty 3011.161598 = -634012.463278 nChanged 75 SP:Iteration 122Q (2806.608500 sec): 3 clusters Score: Raw -637055.133688 + Penalty 3011.161598 = -634043.972090 nChanged 64 SP:Iteration 123Q (2806.670122 sec): 3 clusters Score: Raw -637079.794642 + Penalty 3011.161598 = -634068.633044 nChanged 35 SP:Iteration 124Q (2806.731618 sec): 3 clusters Score: Raw -637091.810729 + Penalty 3011.161598 = -634080.649131 nChanged 38 SP:Iteration 125Q (2806.800746 sec): 3 clusters Score: Raw -637105.678111 + Penalty 3011.161598 = -634094.516513 nChanged 33 SP:Iteration 126Q (2806.871680 sec): 3 clusters Score: Raw -637116.702215 + Penalty 3011.161598 = -634105.540618 nChanged 32 SP:Iteration 127Q (2806.933283 sec): 3 clusters Score: Raw -637125.626559 + Penalty 3011.161598 = -634114.464961 nChanged 18 SP:Iteration 128Q (2807.008248 sec): 3 clusters Score: Raw -637130.782815 + Penalty 3011.161598 = -634119.621218 nChanged 16 SP:Iteration 129Q (2807.064659 sec): 3 clusters Score: Raw -637134.712411 + Penalty 3011.161598 = -634123.550814 nChanged 8 SP:Iteration 130Q (2807.127078 sec): 3 clusters Score: Raw -637136.772929 + Penalty 3011.161598 = -634125.611331 nChanged 6 SP:Iteration 131Q (2807.194811 sec): 3 clusters Score: Raw -637139.046856 + Penalty 3011.161598 = -634127.885258 nChanged 12 SP:Iteration 132Q (2807.261215 sec): 3 clusters Score: Raw -637142.121768 + Penalty 3011.161598 = -634130.960171 nChanged 10 SP:Iteration 133Q (2807.315983 sec): 3 clusters Score: Raw -637143.900534 + Penalty 3011.161598 = -634132.738937 nChanged 3 SP:Iteration 134Q (2807.385836 sec): 3 clusters Score: Raw -637144.532833 + Penalty 3011.161598 = -634133.371235 nChanged 3 SP:Iteration 135Q (2807.445845 sec): 3 clusters Score: Raw -637145.137527 + Penalty 3011.161598 = -634133.975930 nChanged 4 SP:Iteration 136Q (2807.505717 sec): 3 clusters Score: Raw -637146.618540 + Penalty 3011.161598 = -634135.456943 nChanged 5 SP:Iteration 137Q (2807.567202 sec): 3 clusters Score: Raw -637147.624631 + Penalty 3011.161598 = -634136.463033 nChanged 5 SP:Iteration 138Q (2807.623264 sec): 3 clusters Score: Raw -637148.513376 + Penalty 3011.161598 = -634137.351779 nChanged 4 SP:Iteration 139Q (2807.691410 sec): 3 clusters Score: Raw -637149.346707 + Penalty 3011.161598 = -634138.185109 nChanged 5 SP:Iteration 140F (2807.753328 sec): 3 clusters Score: Raw -637150.859313 + Penalty 3011.161598 = -634139.697716 nChanged 5 SP:Iteration 141Q (2807.816968 sec): 3 clusters Score: Raw -637151.669909 + Penalty 3011.161598 = -634140.508311 nChanged 2 SP:Iteration 142Q (2807.882400 sec): 3 clusters Score: Raw -637151.906410 + Penalty 3011.161598 = -634140.744812 nChanged 2 SP:Iteration 143Q (2807.953812 sec): 3 clusters Score: Raw -637152.463268 + Penalty 3011.161598 = -634141.301670 nChanged 3 SP:Iteration 144Q (2808.011506 sec): 3 clusters Score: Raw -637153.176975 + Penalty 3011.161598 = -634142.015378 nChanged 2 SP:Iteration 145Q (2808.082053 sec): 3 clusters Score: Raw -637153.365023 + Penalty 3011.161598 = -634142.203426 nChanged 1 SP:Iteration 146Q (2808.147300 sec): 3 clusters Score: Raw -637153.489011 + Penalty 3011.161598 = -634142.327414 nChanged 1 SP:Iteration 147Q (2808.217350 sec): 3 clusters Score: Raw -637153.576448 + Penalty 3011.161598 = -634142.414851 nChanged 0 SP:Iteration 148F (2808.278176 sec): 3 clusters Score: Raw -637153.576448 + Penalty 3011.161598 = -634142.414851 nChanged 0 Trying to split cluster 18 (2911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2808.309584 sec): 2 clusters Score: Raw -172907.772575 + Penalty 1296.140941 = -171611.631634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2808.361903 sec): 3 clusters Score: Raw -171539.668038 + Penalty 2592.281882 = -168947.386156 nChanged 1073 SP:Iteration 1F (2808.400383 sec): 3 clusters Score: Raw -172212.239399 + Penalty 2592.281882 = -169619.957517 nChanged 257 SP:Iteration 2F (2808.449748 sec): 3 clusters Score: Raw -172419.073862 + Penalty 2592.281882 = -169826.791980 nChanged 183 SP:Iteration 3F (2808.507879 sec): 3 clusters Score: Raw -172565.543576 + Penalty 2592.281882 = -169973.261694 nChanged 133 SP:Iteration 4Q (2808.547683 sec): 3 clusters Score: Raw -172691.486290 + Penalty 2592.281882 = -170099.204408 nChanged 133 SP:Iteration 5Q (2808.595525 sec): 3 clusters Score: Raw -172804.160254 + Penalty 2592.281882 = -170211.878372 nChanged 110 SP:Iteration 6Q (2808.652033 sec): 3 clusters Score: Raw -172883.690650 + Penalty 2592.281882 = -170291.408768 nChanged 97 SP:Iteration 7Q (2808.695753 sec): 3 clusters Score: Raw -172960.270896 + Penalty 2592.281882 = -170367.989014 nChanged 92 SP:Iteration 8Q (2808.741087 sec): 3 clusters Score: Raw -173057.860542 + Penalty 2592.281882 = -170465.578660 nChanged 104 SP:Iteration 9Q (2808.787976 sec): 3 clusters Score: Raw -173165.086955 + Penalty 2592.281882 = -170572.805074 nChanged 98 SP:Iteration 10Q (2808.842532 sec): 3 clusters Score: Raw -173274.020007 + Penalty 2592.281882 = -170681.738126 nChanged 88 SP:Iteration 11Q (2808.897650 sec): 3 clusters Score: Raw -173350.306919 + Penalty 2592.281882 = -170758.025037 nChanged 82 SP:Iteration 12Q (2808.955146 sec): 3 clusters Score: Raw -173420.395663 + Penalty 2592.281882 = -170828.113781 nChanged 66 SP:Iteration 13Q (2808.998610 sec): 3 clusters Score: Raw -173463.507606 + Penalty 2592.281882 = -170871.225724 nChanged 57 SP:Iteration 14Q (2809.048712 sec): 3 clusters Score: Raw -173501.722753 + Penalty 2592.281882 = -170909.440871 nChanged 44 SP:Iteration 15Q (2809.094797 sec): 3 clusters Score: Raw -173533.197695 + Penalty 2592.281882 = -170940.915814 nChanged 39 SP:Iteration 16Q (2809.147423 sec): 3 clusters Score: Raw -173556.887398 + Penalty 2592.281882 = -170964.605516 nChanged 33 SP:Iteration 17Q (2809.199762 sec): 3 clusters Score: Raw -173574.791940 + Penalty 2592.281882 = -170982.510058 nChanged 23 SP:Iteration 18Q (2809.239639 sec): 3 clusters Score: Raw -173583.618806 + Penalty 2592.281882 = -170991.336925 nChanged 21 SP:Iteration 19Q (2809.289680 sec): 3 clusters Score: Raw -173591.332327 + Penalty 2592.281882 = -170999.050445 nChanged 9 SP:Iteration 20F (2809.347496 sec): 3 clusters Score: Raw -173595.454583 + Penalty 2592.281882 = -171003.172701 nChanged 8 SP:Iteration 21Q (2809.397226 sec): 3 clusters Score: Raw -173598.823570 + Penalty 2592.281882 = -171006.541688 nChanged 11 SP:Iteration 22Q (2809.443569 sec): 3 clusters Score: Raw -173603.285218 + Penalty 2592.281882 = -171011.003336 nChanged 9 SP:Iteration 23Q (2809.496820 sec): 3 clusters Score: Raw -173607.314129 + Penalty 2592.281882 = -171015.032248 nChanged 6 SP:Iteration 24Q (2809.536875 sec): 3 clusters Score: Raw -173609.803582 + Penalty 2592.281882 = -171017.521700 nChanged 4 SP:Iteration 25Q (2809.584865 sec): 3 clusters Score: Raw -173611.627147 + Penalty 2592.281882 = -171019.345266 nChanged 5 SP:Iteration 26Q (2809.640212 sec): 3 clusters Score: Raw -173614.106418 + Penalty 2592.281882 = -171021.824536 nChanged 8 SP:Iteration 27Q (2809.684001 sec): 3 clusters Score: Raw -173617.878144 + Penalty 2592.281882 = -171025.596262 nChanged 9 SP:Iteration 28Q (2809.739383 sec): 3 clusters Score: Raw -173623.213626 + Penalty 2592.281882 = -171030.931745 nChanged 9 SP:Iteration 29Q (2809.787996 sec): 3 clusters Score: Raw -173627.817205 + Penalty 2592.281882 = -171035.535323 nChanged 12 SP:Iteration 30Q (2809.828810 sec): 3 clusters Score: Raw -173631.987397 + Penalty 2592.281882 = -171039.705515 nChanged 9 SP:Iteration 31Q (2809.889825 sec): 3 clusters Score: Raw -173635.856531 + Penalty 2592.281882 = -171043.574649 nChanged 12 SP:Iteration 32Q (2809.926716 sec): 3 clusters Score: Raw -173642.256145 + Penalty 2592.281882 = -171049.974263 nChanged 15 SP:Iteration 33Q (2809.978093 sec): 3 clusters Score: Raw -173652.210900 + Penalty 2592.281882 = -171059.929018 nChanged 16 SP:Iteration 34Q (2810.035252 sec): 3 clusters Score: Raw -173660.133816 + Penalty 2592.281882 = -171067.851934 nChanged 10 SP:Iteration 35Q (2810.086653 sec): 3 clusters Score: Raw -173664.913093 + Penalty 2592.281882 = -171072.631211 nChanged 7 SP:Iteration 36Q (2810.140753 sec): 3 clusters Score: Raw -173668.870737 + Penalty 2592.281882 = -171076.588855 nChanged 7 SP:Iteration 37Q (2810.187937 sec): 3 clusters Score: Raw -173672.796143 + Penalty 2592.281882 = -171080.514262 nChanged 7 SP:Iteration 38Q (2810.241022 sec): 3 clusters Score: Raw -173675.215900 + Penalty 2592.281882 = -171082.934018 nChanged 4 SP:Iteration 39Q (2810.288411 sec): 3 clusters Score: Raw -173677.299395 + Penalty 2592.281882 = -171085.017514 nChanged 10 SP:Iteration 40F (2810.331428 sec): 3 clusters Score: Raw -173680.058184 + Penalty 2592.281882 = -171087.776302 nChanged 7 SP:Iteration 41Q (2810.378414 sec): 3 clusters Score: Raw -173682.518187 + Penalty 2592.281882 = -171090.236305 nChanged 4 SP:Iteration 42Q (2810.434042 sec): 3 clusters Score: Raw -173684.086195 + Penalty 2592.281882 = -171091.804313 nChanged 4 SP:Iteration 43Q (2810.489307 sec): 3 clusters Score: Raw -173685.281787 + Penalty 2592.281882 = -171092.999906 nChanged 2 SP:Iteration 44Q (2810.538839 sec): 3 clusters Score: Raw -173686.059479 + Penalty 2592.281882 = -171093.777598 nChanged 3 SP:Iteration 45Q (2810.582057 sec): 3 clusters Score: Raw -173686.487060 + Penalty 2592.281882 = -171094.205178 nChanged 0 SP:Iteration 46F (2810.636460 sec): 3 clusters Score: Raw -173686.487060 + Penalty 2592.281882 = -171094.205178 nChanged 0 Trying to split cluster 19 (3446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2810.672506 sec): 2 clusters Score: Raw -191007.315430 + Penalty 1323.557530 = -189683.757899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2810.714398 sec): 3 clusters Score: Raw -189431.788588 + Penalty 2647.115061 = -186784.673527 nChanged 1310 SP:Iteration 1F (2810.774914 sec): 3 clusters Score: Raw -190505.853216 + Penalty 2647.115061 = -187858.738156 nChanged 343 SP:Iteration 2F (2810.821170 sec): 3 clusters Score: Raw -190864.103854 + Penalty 2647.115061 = -188216.988793 nChanged 265 SP:Iteration 3F (2810.872678 sec): 3 clusters Score: Raw -191163.674336 + Penalty 2647.115061 = -188516.559276 nChanged 226 SP:Iteration 4F (2810.925957 sec): 3 clusters Score: Raw -191420.219949 + Penalty 2647.115061 = -188773.104889 nChanged 163 SP:Iteration 5Q (2810.981406 sec): 3 clusters Score: Raw -191573.051584 + Penalty 2647.115061 = -188925.936524 nChanged 113 SP:Iteration 6Q (2811.035970 sec): 3 clusters Score: Raw -191662.014042 + Penalty 2647.115061 = -189014.898982 nChanged 87 SP:Iteration 7Q (2811.079394 sec): 3 clusters Score: Raw -191719.656910 + Penalty 2647.115061 = -189072.541850 nChanged 69 SP:Iteration 8Q (2811.140201 sec): 3 clusters Score: Raw -191768.879828 + Penalty 2647.115061 = -189121.764768 nChanged 56 SP:Iteration 9Q (2811.184919 sec): 3 clusters Score: Raw -191806.531061 + Penalty 2647.115061 = -189159.416000 nChanged 50 SP:Iteration 10Q (2811.237434 sec): 3 clusters Score: Raw -191846.254489 + Penalty 2647.115061 = -189199.139429 nChanged 43 SP:Iteration 11Q (2811.290299 sec): 3 clusters Score: Raw -191880.785865 + Penalty 2647.115061 = -189233.670804 nChanged 49 SP:Iteration 12Q (2811.342671 sec): 3 clusters Score: Raw -191922.596566 + Penalty 2647.115061 = -189275.481505 nChanged 41 SP:Iteration 13Q (2811.396320 sec): 3 clusters Score: Raw -191948.832241 + Penalty 2647.115061 = -189301.717181 nChanged 32 SP:Iteration 14Q (2811.447447 sec): 3 clusters Score: Raw -191971.565606 + Penalty 2647.115061 = -189324.450545 nChanged 24 SP:Iteration 15Q (2811.489888 sec): 3 clusters Score: Raw -191986.608555 + Penalty 2647.115061 = -189339.493495 nChanged 25 SP:Iteration 16Q (2811.544273 sec): 3 clusters Score: Raw -192002.223326 + Penalty 2647.115061 = -189355.108265 nChanged 23 SP:Iteration 17Q (2811.599778 sec): 3 clusters Score: Raw -192020.198633 + Penalty 2647.115061 = -189373.083572 nChanged 23 SP:Iteration 18Q (2811.649503 sec): 3 clusters Score: Raw -192041.928222 + Penalty 2647.115061 = -189394.813162 nChanged 24 SP:Iteration 19Q (2811.703529 sec): 3 clusters Score: Raw -192059.801211 + Penalty 2647.115061 = -189412.686150 nChanged 26 SP:Iteration 20F (2811.752631 sec): 3 clusters Score: Raw -192082.622317 + Penalty 2647.115061 = -189435.507256 nChanged 30 SP:Iteration 21Q (2811.799033 sec): 3 clusters Score: Raw -192113.157305 + Penalty 2647.115061 = -189466.042244 nChanged 32 SP:Iteration 22Q (2811.844049 sec): 3 clusters Score: Raw -192142.383509 + Penalty 2647.115061 = -189495.268448 nChanged 23 SP:Iteration 23Q (2811.896048 sec): 3 clusters Score: Raw -192175.188837 + Penalty 2647.115061 = -189528.073776 nChanged 16 SP:Iteration 24Q (2811.949955 sec): 3 clusters Score: Raw -192193.398301 + Penalty 2647.115061 = -189546.283240 nChanged 13 SP:Iteration 25Q (2812.000284 sec): 3 clusters Score: Raw -192202.540177 + Penalty 2647.115061 = -189555.425117 nChanged 11 SP:Iteration 26Q (2812.056804 sec): 3 clusters Score: Raw -192211.086086 + Penalty 2647.115061 = -189563.971026 nChanged 11 SP:Iteration 27Q (2812.108466 sec): 3 clusters Score: Raw -192223.805750 + Penalty 2647.115061 = -189576.690690 nChanged 12 SP:Iteration 28Q (2812.160455 sec): 3 clusters Score: Raw -192236.015933 + Penalty 2647.115061 = -189588.900872 nChanged 8 SP:Iteration 29Q (2812.213038 sec): 3 clusters Score: Raw -192242.674954 + Penalty 2647.115061 = -189595.559894 nChanged 9 SP:Iteration 30Q (2812.261800 sec): 3 clusters Score: Raw -192251.288484 + Penalty 2647.115061 = -189604.173424 nChanged 11 SP:Iteration 31Q (2812.317165 sec): 3 clusters Score: Raw -192260.520509 + Penalty 2647.115061 = -189613.405449 nChanged 6 SP:Iteration 32Q (2812.362133 sec): 3 clusters Score: Raw -192263.131497 + Penalty 2647.115061 = -189616.016436 nChanged 3 SP:Iteration 33Q (2812.413334 sec): 3 clusters Score: Raw -192264.630710 + Penalty 2647.115061 = -189617.515650 nChanged 3 SP:Iteration 34Q (2812.473887 sec): 3 clusters Score: Raw -192266.449872 + Penalty 2647.115061 = -189619.334811 nChanged 5 SP:Iteration 35Q (2812.517018 sec): 3 clusters Score: Raw -192269.842609 + Penalty 2647.115061 = -189622.727549 nChanged 2 SP:Iteration 36Q (2812.580935 sec): 3 clusters Score: Raw -192273.334065 + Penalty 2647.115061 = -189626.219005 nChanged 4 SP:Iteration 37Q (2812.634596 sec): 3 clusters Score: Raw -192275.760286 + Penalty 2647.115061 = -189628.645225 nChanged 1 SP:Iteration 38Q (2812.683153 sec): 3 clusters Score: Raw -192275.985505 + Penalty 2647.115061 = -189628.870444 nChanged 1 SP:Iteration 39Q (2812.736598 sec): 3 clusters Score: Raw -192276.654466 + Penalty 2647.115061 = -189629.539405 nChanged 0 SP:Iteration 40F (2812.794200 sec): 3 clusters Score: Raw -192276.654466 + Penalty 2647.115061 = -189629.539405 nChanged 0 Trying to split cluster 20 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2812.816790 sec): 2 clusters Score: Raw -25068.994652 + Penalty 969.914978 = -24099.079674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2812.865302 sec): 3 clusters Score: Raw -25061.111717 + Penalty 1939.829957 = -23121.281760 nChanged 73 SP:Iteration 1F (2812.912968 sec): 3 clusters Score: Raw -25181.384974 + Penalty 1939.829957 = -23241.555017 nChanged 11 SP:Iteration 2Q (2812.957558 sec): 3 clusters Score: Raw -25202.259255 + Penalty 1939.829957 = -23262.429298 nChanged 9 SP:Iteration 3Q (2812.992614 sec): 3 clusters Score: Raw -25219.758438 + Penalty 1939.829957 = -23279.928481 nChanged 2 SP:Iteration 4Q (2813.046439 sec): 3 clusters Score: Raw -25224.740487 + Penalty 1939.829957 = -23284.910530 nChanged 3 SP:Iteration 5Q (2813.091662 sec): 3 clusters Score: Raw -25229.057462 + Penalty 1939.829957 = -23289.227505 nChanged 1 SP:Iteration 6Q (2813.134864 sec): 3 clusters Score: Raw -25230.983022 + Penalty 1939.829957 = -23291.153065 nChanged 1 SP:Iteration 7Q (2813.177561 sec): 3 clusters Score: Raw -25232.948383 + Penalty 1939.829957 = -23293.118426 nChanged 1 SP:Iteration 8Q (2813.225581 sec): 3 clusters Score: Raw -25233.459805 + Penalty 1939.829957 = -23293.629848 nChanged 1 SP:Iteration 9Q (2813.282475 sec): 3 clusters Score: Raw -25233.756090 + Penalty 1939.829957 = -23293.926133 nChanged 0 SP:Iteration 10F (2813.333796 sec): 3 clusters Score: Raw -25233.756090 + Penalty 1939.829957 = -23293.926133 nChanged 0 Trying to split cluster 21 (4430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2813.367992 sec): 2 clusters Score: Raw -292979.747826 + Penalty 1364.375165 = -291615.372661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2813.413199 sec): 3 clusters Score: Raw -290722.135899 + Penalty 2728.750330 = -287993.385568 nChanged 1764 SP:Iteration 1F (2813.464656 sec): 3 clusters Score: Raw -291685.224514 + Penalty 2728.750330 = -288956.474184 nChanged 314 SP:Iteration 2F (2813.516698 sec): 3 clusters Score: Raw -291849.110243 + Penalty 2728.750330 = -289120.359912 nChanged 231 SP:Iteration 3F (2813.575229 sec): 3 clusters Score: Raw -291958.909279 + Penalty 2728.750330 = -289230.158948 nChanged 180 SP:Iteration 4Q (2813.631444 sec): 3 clusters Score: Raw -292047.676733 + Penalty 2728.750330 = -289318.926402 nChanged 154 SP:Iteration 5Q (2813.689139 sec): 3 clusters Score: Raw -292120.601203 + Penalty 2728.750330 = -289391.850872 nChanged 138 SP:Iteration 6Q (2813.746052 sec): 3 clusters Score: Raw -292184.803841 + Penalty 2728.750330 = -289456.053510 nChanged 117 SP:Iteration 7Q (2813.791403 sec): 3 clusters Score: Raw -292236.546522 + Penalty 2728.750330 = -289507.796192 nChanged 90 SP:Iteration 8Q (2813.841770 sec): 3 clusters Score: Raw -292275.196874 + Penalty 2728.750330 = -289546.446543 nChanged 85 SP:Iteration 9Q (2813.901791 sec): 3 clusters Score: Raw -292305.430304 + Penalty 2728.750330 = -289576.679974 nChanged 88 SP:Iteration 10Q (2813.965664 sec): 3 clusters Score: Raw -292341.642674 + Penalty 2728.750330 = -289612.892344 nChanged 81 SP:Iteration 11Q (2814.023650 sec): 3 clusters Score: Raw -292377.156218 + Penalty 2728.750330 = -289648.405888 nChanged 89 SP:Iteration 12Q (2814.064514 sec): 3 clusters Score: Raw -292414.498382 + Penalty 2728.750330 = -289685.748052 nChanged 87 SP:Iteration 13Q (2814.116171 sec): 3 clusters Score: Raw -292451.290490 + Penalty 2728.750330 = -289722.540160 nChanged 66 SP:Iteration 14Q (2814.167434 sec): 3 clusters Score: Raw -292477.844933 + Penalty 2728.750330 = -289749.094602 nChanged 76 SP:Iteration 15Q (2814.230176 sec): 3 clusters Score: Raw -292515.025743 + Penalty 2728.750330 = -289786.275413 nChanged 74 SP:Iteration 16Q (2814.284841 sec): 3 clusters Score: Raw -292543.803848 + Penalty 2728.750330 = -289815.053518 nChanged 58 SP:Iteration 17Q (2814.339063 sec): 3 clusters Score: Raw -292566.520239 + Penalty 2728.750330 = -289837.769908 nChanged 64 SP:Iteration 18Q (2814.385683 sec): 3 clusters Score: Raw -292592.303233 + Penalty 2728.750330 = -289863.552903 nChanged 60 SP:Iteration 19Q (2814.453731 sec): 3 clusters Score: Raw -292619.669365 + Penalty 2728.750330 = -289890.919035 nChanged 65 SP:Iteration 20F (2814.508833 sec): 3 clusters Score: Raw -292648.796326 + Penalty 2728.750330 = -289920.045995 nChanged 52 SP:Iteration 21Q (2814.563219 sec): 3 clusters Score: Raw -292674.271346 + Penalty 2728.750330 = -289945.521016 nChanged 51 SP:Iteration 22Q (2814.620153 sec): 3 clusters Score: Raw -292698.561849 + Penalty 2728.750330 = -289969.811518 nChanged 59 SP:Iteration 23Q (2814.675241 sec): 3 clusters Score: Raw -292726.442805 + Penalty 2728.750330 = -289997.692475 nChanged 75 SP:Iteration 24Q (2814.734969 sec): 3 clusters Score: Raw -292767.317330 + Penalty 2728.750330 = -290038.567000 nChanged 65 SP:Iteration 25Q (2814.788382 sec): 3 clusters Score: Raw -292804.545678 + Penalty 2728.750330 = -290075.795347 nChanged 78 SP:Iteration 26Q (2814.829808 sec): 3 clusters Score: Raw -292847.905622 + Penalty 2728.750330 = -290119.155291 nChanged 75 SP:Iteration 27Q (2814.899843 sec): 3 clusters Score: Raw -292892.943269 + Penalty 2728.750330 = -290164.192939 nChanged 67 SP:Iteration 28Q (2814.950104 sec): 3 clusters Score: Raw -292936.114623 + Penalty 2728.750330 = -290207.364293 nChanged 65 SP:Iteration 29Q (2815.002801 sec): 3 clusters Score: Raw -292982.193155 + Penalty 2728.750330 = -290253.442824 nChanged 60 SP:Iteration 30Q (2815.063099 sec): 3 clusters Score: Raw -293021.319103 + Penalty 2728.750330 = -290292.568772 nChanged 46 SP:Iteration 31Q (2815.109274 sec): 3 clusters Score: Raw -293053.451285 + Penalty 2728.750330 = -290324.700955 nChanged 43 SP:Iteration 32Q (2815.159602 sec): 3 clusters Score: Raw -293089.529839 + Penalty 2728.750330 = -290360.779508 nChanged 37 SP:Iteration 33Q (2815.214100 sec): 3 clusters Score: Raw -293121.751033 + Penalty 2728.750330 = -290393.000702 nChanged 27 SP:Iteration 34Q (2815.257697 sec): 3 clusters Score: Raw -293142.052872 + Penalty 2728.750330 = -290413.302541 nChanged 15 SP:Iteration 35Q (2815.308974 sec): 3 clusters Score: Raw -293155.734151 + Penalty 2728.750330 = -290426.983821 nChanged 17 SP:Iteration 36Q (2815.370542 sec): 3 clusters Score: Raw -293173.320254 + Penalty 2728.750330 = -290444.569923 nChanged 19 SP:Iteration 37Q (2815.423330 sec): 3 clusters Score: Raw -293186.315269 + Penalty 2728.750330 = -290457.564939 nChanged 12 SP:Iteration 38Q (2815.467304 sec): 3 clusters Score: Raw -293196.807722 + Penalty 2728.750330 = -290468.057391 nChanged 14 SP:Iteration 39Q (2815.521964 sec): 3 clusters Score: Raw -293208.686073 + Penalty 2728.750330 = -290479.935742 nChanged 9 SP:Iteration 40F (2815.579857 sec): 3 clusters Score: Raw -293216.552863 + Penalty 2728.750330 = -290487.802532 nChanged 9 SP:Iteration 41Q (2815.627870 sec): 3 clusters Score: Raw -293224.336458 + Penalty 2728.750330 = -290495.586128 nChanged 4 SP:Iteration 42Q (2815.681621 sec): 3 clusters Score: Raw -293226.846707 + Penalty 2728.750330 = -290498.096377 nChanged 2 SP:Iteration 43Q (2815.733113 sec): 3 clusters Score: Raw -293227.351257 + Penalty 2728.750330 = -290498.600927 nChanged 0 SP:Iteration 44F (2815.793980 sec): 3 clusters Score: Raw -293227.351257 + Penalty 2728.750330 = -290498.600927 nChanged 0 Trying to split cluster 22 (5337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2815.820926 sec): 2 clusters Score: Raw -365255.954831 + Penalty 1394.643084 = -363861.311747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2815.868304 sec): 3 clusters Score: Raw -362474.947831 + Penalty 2789.286167 = -359685.661664 nChanged 2221 SP:Iteration 1F (2815.932441 sec): 3 clusters Score: Raw -363711.107118 + Penalty 2789.286167 = -360921.820950 nChanged 364 SP:Iteration 2F (2815.985978 sec): 3 clusters Score: Raw -363929.065178 + Penalty 2789.286167 = -361139.779011 nChanged 324 SP:Iteration 3F (2816.030555 sec): 3 clusters Score: Raw -364161.042942 + Penalty 2789.286167 = -361371.756775 nChanged 341 SP:Iteration 4F (2816.091370 sec): 3 clusters Score: Raw -364495.135272 + Penalty 2789.286167 = -361705.849105 nChanged 385 SP:Iteration 5F (2816.147783 sec): 3 clusters Score: Raw -364933.393691 + Penalty 2789.286167 = -362144.107524 nChanged 391 SP:Iteration 6F (2816.198702 sec): 3 clusters Score: Raw -365312.932204 + Penalty 2789.286167 = -362523.646036 nChanged 333 SP:Iteration 7F (2816.253538 sec): 3 clusters Score: Raw -365558.568622 + Penalty 2789.286167 = -362769.282455 nChanged 211 SP:Iteration 8Q (2816.305627 sec): 3 clusters Score: Raw -365676.981928 + Penalty 2789.286167 = -362887.695761 nChanged 144 SP:Iteration 9Q (2816.351905 sec): 3 clusters Score: Raw -365753.590564 + Penalty 2789.286167 = -362964.304396 nChanged 102 SP:Iteration 10Q (2816.408175 sec): 3 clusters Score: Raw -365805.334799 + Penalty 2789.286167 = -363016.048631 nChanged 79 SP:Iteration 11Q (2816.467643 sec): 3 clusters Score: Raw -365843.735895 + Penalty 2789.286167 = -363054.449727 nChanged 53 SP:Iteration 12Q (2816.519701 sec): 3 clusters Score: Raw -365862.583519 + Penalty 2789.286167 = -363073.297352 nChanged 38 SP:Iteration 13Q (2816.577049 sec): 3 clusters Score: Raw -365873.848557 + Penalty 2789.286167 = -363084.562389 nChanged 27 SP:Iteration 14Q (2816.629406 sec): 3 clusters Score: Raw -365881.482005 + Penalty 2789.286167 = -363092.195837 nChanged 22 SP:Iteration 15Q (2816.694877 sec): 3 clusters Score: Raw -365888.635545 + Penalty 2789.286167 = -363099.349377 nChanged 26 SP:Iteration 16Q (2816.737108 sec): 3 clusters Score: Raw -365897.175016 + Penalty 2789.286167 = -363107.888849 nChanged 11 SP:Iteration 17Q (2816.792679 sec): 3 clusters Score: Raw -365901.272889 + Penalty 2789.286167 = -363111.986721 nChanged 10 SP:Iteration 18Q (2816.849617 sec): 3 clusters Score: Raw -365904.269631 + Penalty 2789.286167 = -363114.983464 nChanged 5 SP:Iteration 19Q (2816.910195 sec): 3 clusters Score: Raw -365905.671119 + Penalty 2789.286167 = -363116.384951 nChanged 4 SP:Iteration 20F (2816.956570 sec): 3 clusters Score: Raw -365906.788079 + Penalty 2789.286167 = -363117.501912 nChanged 1 SP:Iteration 21Q (2817.025128 sec): 3 clusters Score: Raw -365907.020029 + Penalty 2789.286167 = -363117.733861 nChanged 2 SP:Iteration 22Q (2817.078421 sec): 3 clusters Score: Raw -365907.472993 + Penalty 2789.286167 = -363118.186826 nChanged 1 SP:Iteration 23Q (2817.137900 sec): 3 clusters Score: Raw -365907.756970 + Penalty 2789.286167 = -363118.470803 nChanged 0 SP:Iteration 24F (2817.192231 sec): 3 clusters Score: Raw -365907.756970 + Penalty 2789.286167 = -363118.470803 nChanged 0 Trying to split cluster 23 (44107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2817.280918 sec): 2 clusters Score: Raw -3014186.634190 + Penalty 1737.835739 = -3012448.798451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2817.403357 sec): 3 clusters Score: Raw -2986255.530423 + Penalty 3475.671478 = -2982779.858945 nChanged 20769 SP:Iteration 1F (2817.514515 sec): 3 clusters Score: Raw -2998710.119447 + Penalty 3475.671478 = -2995234.447968 nChanged 2361 SP:Iteration 2F (2817.643757 sec): 3 clusters Score: Raw -2999687.095891 + Penalty 3475.671478 = -2996211.424413 nChanged 2430 SP:Iteration 3F (2817.758758 sec): 3 clusters Score: Raw -3000772.905248 + Penalty 3475.671478 = -2997297.233770 nChanged 2474 SP:Iteration 4F (2817.885884 sec): 3 clusters Score: Raw -3001973.165045 + Penalty 3475.671478 = -2998497.493567 nChanged 2520 SP:Iteration 5F (2818.003347 sec): 3 clusters Score: Raw -3003287.495085 + Penalty 3475.671478 = -2999811.823607 nChanged 2481 SP:Iteration 6F (2818.117058 sec): 3 clusters Score: Raw -3004633.493590 + Penalty 3475.671478 = -3001157.822112 nChanged 2236 SP:Iteration 7F (2818.247578 sec): 3 clusters Score: Raw -3005841.605106 + Penalty 3475.671478 = -3002365.933628 nChanged 2004 SP:Iteration 8Q (2818.364468 sec): 3 clusters Score: Raw -3006973.501778 + Penalty 3475.671478 = -3003497.830300 nChanged 1835 SP:Iteration 9Q (2818.495340 sec): 3 clusters Score: Raw -3008100.005523 + Penalty 3475.671478 = -3004624.334045 nChanged 1620 SP:Iteration 10Q (2818.606177 sec): 3 clusters Score: Raw -3009106.506840 + Penalty 3475.671478 = -3005630.835362 nChanged 1439 SP:Iteration 11Q (2818.728263 sec): 3 clusters Score: Raw -3010000.784465 + Penalty 3475.671478 = -3006525.112987 nChanged 1305 SP:Iteration 12Q (2818.848711 sec): 3 clusters Score: Raw -3010818.560038 + Penalty 3475.671478 = -3007342.888560 nChanged 1100 SP:Iteration 13Q (2818.965644 sec): 3 clusters Score: Raw -3011470.163577 + Penalty 3475.671478 = -3007994.492099 nChanged 962 SP:Iteration 14Q (2819.087163 sec): 3 clusters Score: Raw -3012006.531671 + Penalty 3475.671478 = -3008530.860193 nChanged 838 SP:Iteration 15Q (2819.201422 sec): 3 clusters Score: Raw -3012454.193960 + Penalty 3475.671478 = -3008978.522482 nChanged 763 SP:Iteration 16Q (2819.323063 sec): 3 clusters Score: Raw -3012846.919872 + Penalty 3475.671478 = -3009371.248394 nChanged 679 SP:Iteration 17Q (2819.439486 sec): 3 clusters Score: Raw -3013182.689276 + Penalty 3475.671478 = -3009707.017798 nChanged 628 SP:Iteration 18Q (2819.549504 sec): 3 clusters Score: Raw -3013509.886240 + Penalty 3475.671478 = -3010034.214762 nChanged 574 SP:Iteration 19Q (2819.660758 sec): 3 clusters Score: Raw -3013820.753180 + Penalty 3475.671478 = -3010345.081702 nChanged 452 SP:Iteration 20F (2819.778855 sec): 3 clusters Score: Raw -3014048.450898 + Penalty 3475.671478 = -3010572.779420 nChanged 380 SP:Iteration 21Q (2819.891105 sec): 3 clusters Score: Raw -3014237.771466 + Penalty 3475.671478 = -3010762.099988 nChanged 274 SP:Iteration 22Q (2820.012950 sec): 3 clusters Score: Raw -3014376.039027 + Penalty 3475.671478 = -3010900.367548 nChanged 229 SP:Iteration 23Q (2820.114591 sec): 3 clusters Score: Raw -3014491.484733 + Penalty 3475.671478 = -3011015.813255 nChanged 171 SP:Iteration 24Q (2820.220610 sec): 3 clusters Score: Raw -3014574.696775 + Penalty 3475.671478 = -3011099.025297 nChanged 132 SP:Iteration 25Q (2820.340888 sec): 3 clusters Score: Raw -3014633.963722 + Penalty 3475.671478 = -3011158.292244 nChanged 81 SP:Iteration 26Q (2820.448722 sec): 3 clusters Score: Raw -3014668.557614 + Penalty 3475.671478 = -3011192.886136 nChanged 62 SP:Iteration 27Q (2820.559775 sec): 3 clusters Score: Raw -3014695.562421 + Penalty 3475.671478 = -3011219.890943 nChanged 41 SP:Iteration 28Q (2820.662322 sec): 3 clusters Score: Raw -3014715.055049 + Penalty 3475.671478 = -3011239.383571 nChanged 35 SP:Iteration 29Q (2820.765197 sec): 3 clusters Score: Raw -3014733.735064 + Penalty 3475.671478 = -3011258.063585 nChanged 27 SP:Iteration 30Q (2820.853190 sec): 3 clusters Score: Raw -3014744.286354 + Penalty 3475.671478 = -3011268.614876 nChanged 18 SP:Iteration 31Q (2820.954396 sec): 3 clusters Score: Raw -3014751.166303 + Penalty 3475.671478 = -3011275.494825 nChanged 25 SP:Iteration 32Q (2821.061228 sec): 3 clusters Score: Raw -3014763.540316 + Penalty 3475.671478 = -3011287.868837 nChanged 19 SP:Iteration 33Q (2821.172306 sec): 3 clusters Score: Raw -3014771.447028 + Penalty 3475.671478 = -3011295.775550 nChanged 17 SP:Iteration 34Q (2821.275709 sec): 3 clusters Score: Raw -3014779.618443 + Penalty 3475.671478 = -3011303.946965 nChanged 16 SP:Iteration 35Q (2821.367676 sec): 3 clusters Score: Raw -3014788.402769 + Penalty 3475.671478 = -3011312.731291 nChanged 18 SP:Iteration 36Q (2821.483144 sec): 3 clusters Score: Raw -3014797.708269 + Penalty 3475.671478 = -3011322.036791 nChanged 16 SP:Iteration 37Q (2821.571102 sec): 3 clusters Score: Raw -3014805.603543 + Penalty 3475.671478 = -3011329.932065 nChanged 17 SP:Iteration 38Q (2821.681601 sec): 3 clusters Score: Raw -3014817.657169 + Penalty 3475.671478 = -3011341.985691 nChanged 22 SP:Iteration 39Q (2821.783551 sec): 3 clusters Score: Raw -3014831.045231 + Penalty 3475.671478 = -3011355.373753 nChanged 23 SP:Iteration 40F (2821.905863 sec): 3 clusters Score: Raw -3014842.744272 + Penalty 3475.671478 = -3011367.072794 nChanged 17 SP:Iteration 41Q (2822.012274 sec): 3 clusters Score: Raw -3014851.313975 + Penalty 3475.671478 = -3011375.642496 nChanged 14 SP:Iteration 42Q (2822.114175 sec): 3 clusters Score: Raw -3014858.002543 + Penalty 3475.671478 = -3011382.331065 nChanged 7 SP:Iteration 43Q (2822.208432 sec): 3 clusters Score: Raw -3014861.446800 + Penalty 3475.671478 = -3011385.775322 nChanged 6 SP:Iteration 44Q (2822.321178 sec): 3 clusters Score: Raw -3014864.275460 + Penalty 3475.671478 = -3011388.603982 nChanged 4 SP:Iteration 45Q (2822.419693 sec): 3 clusters Score: Raw -3014866.506626 + Penalty 3475.671478 = -3011390.835148 nChanged 5 SP:Iteration 46Q (2822.533166 sec): 3 clusters Score: Raw -3014869.040850 + Penalty 3475.671478 = -3011393.369371 nChanged 3 SP:Iteration 47Q (2822.637563 sec): 3 clusters Score: Raw -3014870.337966 + Penalty 3475.671478 = -3011394.666488 nChanged 0 SP:Iteration 48F (2822.746538 sec): 3 clusters Score: Raw -3014870.337966 + Penalty 3475.671478 = -3011394.666488 nChanged 0 Trying to split cluster 24 (26048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2822.821511 sec): 2 clusters Score: Raw -1782669.636204 + Penalty 1652.250644 = -1781017.385560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2822.904255 sec): 3 clusters Score: Raw -1766764.083173 + Penalty 3304.501287 = -1763459.581885 nChanged 11918 SP:Iteration 1F (2823.010066 sec): 3 clusters Score: Raw -1773322.387873 + Penalty 3304.501287 = -1770017.886586 nChanged 1279 SP:Iteration 2Q (2823.103130 sec): 3 clusters Score: Raw -1773791.084084 + Penalty 3304.501287 = -1770486.582796 nChanged 1199 SP:Iteration 3Q (2823.187404 sec): 3 clusters Score: Raw -1774272.717352 + Penalty 3304.501287 = -1770968.216064 nChanged 1178 SP:Iteration 4Q (2823.279894 sec): 3 clusters Score: Raw -1774780.418484 + Penalty 3304.501287 = -1771475.917196 nChanged 1241 SP:Iteration 5Q (2823.385879 sec): 3 clusters Score: Raw -1775382.627010 + Penalty 3304.501287 = -1772078.125723 nChanged 1234 SP:Iteration 6Q (2823.478478 sec): 3 clusters Score: Raw -1776035.504507 + Penalty 3304.501287 = -1772731.003220 nChanged 1274 SP:Iteration 7Q (2823.573301 sec): 3 clusters Score: Raw -1776745.895935 + Penalty 3304.501287 = -1773441.394648 nChanged 1232 SP:Iteration 8Q (2823.665670 sec): 3 clusters Score: Raw -1777426.400854 + Penalty 3304.501287 = -1774121.899566 nChanged 1237 SP:Iteration 9Q (2823.751868 sec): 3 clusters Score: Raw -1778132.004040 + Penalty 3304.501287 = -1774827.502753 nChanged 1180 SP:Iteration 10Q (2823.837464 sec): 3 clusters Score: Raw -1778798.614975 + Penalty 3304.501287 = -1775494.113687 nChanged 1082 SP:Iteration 11Q (2823.939425 sec): 3 clusters Score: Raw -1779461.585778 + Penalty 3304.501287 = -1776157.084490 nChanged 991 SP:Iteration 12Q (2824.032690 sec): 3 clusters Score: Raw -1780111.969174 + Penalty 3304.501287 = -1776807.467887 nChanged 884 SP:Iteration 13Q (2824.122503 sec): 3 clusters Score: Raw -1780739.102012 + Penalty 3304.501287 = -1777434.600725 nChanged 746 SP:Iteration 14Q (2824.215431 sec): 3 clusters Score: Raw -1781218.655423 + Penalty 3304.501287 = -1777914.154135 nChanged 603 SP:Iteration 15Q (2824.302317 sec): 3 clusters Score: Raw -1781537.834275 + Penalty 3304.501287 = -1778233.332987 nChanged 448 SP:Iteration 16Q (2824.387527 sec): 3 clusters Score: Raw -1781749.367244 + Penalty 3304.501287 = -1778444.865957 nChanged 395 SP:Iteration 17Q (2824.471799 sec): 3 clusters Score: Raw -1781938.031095 + Penalty 3304.501287 = -1778633.529807 nChanged 353 SP:Iteration 18Q (2824.556313 sec): 3 clusters Score: Raw -1782106.682864 + Penalty 3304.501287 = -1778802.181577 nChanged 297 SP:Iteration 19Q (2824.644417 sec): 3 clusters Score: Raw -1782230.546514 + Penalty 3304.501287 = -1778926.045227 nChanged 228 SP:Iteration 20F (2824.730019 sec): 3 clusters Score: Raw -1782320.223577 + Penalty 3304.501287 = -1779015.722290 nChanged 181 SP:Iteration 21Q (2824.807450 sec): 3 clusters Score: Raw -1782395.077072 + Penalty 3304.501287 = -1779090.575784 nChanged 166 SP:Iteration 22Q (2824.890882 sec): 3 clusters Score: Raw -1782471.355193 + Penalty 3304.501287 = -1779166.853905 nChanged 148 SP:Iteration 23Q (2824.973185 sec): 3 clusters Score: Raw -1782536.069411 + Penalty 3304.501287 = -1779231.568123 nChanged 121 SP:Iteration 24Q (2825.057470 sec): 3 clusters Score: Raw -1782589.944686 + Penalty 3304.501287 = -1779285.443398 nChanged 104 SP:Iteration 25Q (2825.143132 sec): 3 clusters Score: Raw -1782633.929028 + Penalty 3304.501287 = -1779329.427741 nChanged 85 SP:Iteration 26Q (2825.227286 sec): 3 clusters Score: Raw -1782670.023867 + Penalty 3304.501287 = -1779365.522579 nChanged 78 SP:Iteration 27Q (2825.309020 sec): 3 clusters Score: Raw -1782707.496853 + Penalty 3304.501287 = -1779402.995565 nChanged 68 SP:Iteration 28Q (2825.395928 sec): 3 clusters Score: Raw -1782739.771773 + Penalty 3304.501287 = -1779435.270486 nChanged 65 SP:Iteration 29Q (2825.481810 sec): 3 clusters Score: Raw -1782767.515394 + Penalty 3304.501287 = -1779463.014107 nChanged 48 SP:Iteration 30Q (2825.569839 sec): 3 clusters Score: Raw -1782782.879592 + Penalty 3304.501287 = -1779478.378304 nChanged 35 SP:Iteration 31Q (2825.657178 sec): 3 clusters Score: Raw -1782797.024404 + Penalty 3304.501287 = -1779492.523117 nChanged 27 SP:Iteration 32Q (2825.739329 sec): 3 clusters Score: Raw -1782807.835643 + Penalty 3304.501287 = -1779503.334355 nChanged 37 SP:Iteration 33Q (2825.825896 sec): 3 clusters Score: Raw -1782825.906516 + Penalty 3304.501287 = -1779521.405229 nChanged 37 SP:Iteration 34Q (2825.910988 sec): 3 clusters Score: Raw -1782842.833998 + Penalty 3304.501287 = -1779538.332710 nChanged 26 SP:Iteration 35Q (2825.990486 sec): 3 clusters Score: Raw -1782855.250533 + Penalty 3304.501287 = -1779550.749245 nChanged 21 SP:Iteration 36Q (2826.073103 sec): 3 clusters Score: Raw -1782867.710699 + Penalty 3304.501287 = -1779563.209411 nChanged 30 SP:Iteration 37Q (2826.149015 sec): 3 clusters Score: Raw -1782884.759402 + Penalty 3304.501287 = -1779580.258115 nChanged 23 SP:Iteration 38Q (2826.239323 sec): 3 clusters Score: Raw -1782892.719616 + Penalty 3304.501287 = -1779588.218328 nChanged 13 SP:Iteration 39Q (2826.322249 sec): 3 clusters Score: Raw -1782897.322478 + Penalty 3304.501287 = -1779592.821190 nChanged 9 SP:Iteration 40F (2826.409935 sec): 3 clusters Score: Raw -1782899.859238 + Penalty 3304.501287 = -1779595.357950 nChanged 5 SP:Iteration 41Q (2826.495505 sec): 3 clusters Score: Raw -1782901.591500 + Penalty 3304.501287 = -1779597.090212 nChanged 7 SP:Iteration 42Q (2826.581963 sec): 3 clusters Score: Raw -1782903.616523 + Penalty 3304.501287 = -1779599.115236 nChanged 4 SP:Iteration 43Q (2826.669086 sec): 3 clusters Score: Raw -1782905.678787 + Penalty 3304.501287 = -1779601.177500 nChanged 8 SP:Iteration 44Q (2826.755489 sec): 3 clusters Score: Raw -1782908.306525 + Penalty 3304.501287 = -1779603.805238 nChanged 5 SP:Iteration 45Q (2826.834205 sec): 3 clusters Score: Raw -1782909.974942 + Penalty 3304.501287 = -1779605.473655 nChanged 5 SP:Iteration 46Q (2826.906150 sec): 3 clusters Score: Raw -1782912.023645 + Penalty 3304.501287 = -1779607.522358 nChanged 5 SP:Iteration 47Q (2826.991412 sec): 3 clusters Score: Raw -1782913.261968 + Penalty 3304.501287 = -1779608.760681 nChanged 2 SP:Iteration 48Q (2827.066140 sec): 3 clusters Score: Raw -1782913.652460 + Penalty 3304.501287 = -1779609.151172 nChanged 1 SP:Iteration 49Q (2827.151215 sec): 3 clusters Score: Raw -1782914.245222 + Penalty 3304.501287 = -1779609.743934 nChanged 5 SP:Iteration 50Q (2827.228775 sec): 3 clusters Score: Raw -1782915.626201 + Penalty 3304.501287 = -1779611.124913 nChanged 5 SP:Iteration 51Q (2827.311020 sec): 3 clusters Score: Raw -1782917.173554 + Penalty 3304.501287 = -1779612.672266 nChanged 4 SP:Iteration 52Q (2827.399902 sec): 3 clusters Score: Raw -1782918.076188 + Penalty 3304.501287 = -1779613.574900 nChanged 3 SP:Iteration 53Q (2827.485764 sec): 3 clusters Score: Raw -1782918.953175 + Penalty 3304.501287 = -1779614.451888 nChanged 4 SP:Iteration 54Q (2827.561774 sec): 3 clusters Score: Raw -1782921.149205 + Penalty 3304.501287 = -1779616.647918 nChanged 2 SP:Iteration 55Q (2827.635788 sec): 3 clusters Score: Raw -1782921.745521 + Penalty 3304.501287 = -1779617.244234 nChanged 2 SP:Iteration 56Q (2827.723288 sec): 3 clusters Score: Raw -1782922.674895 + Penalty 3304.501287 = -1779618.173607 nChanged 3 SP:Iteration 57Q (2827.799698 sec): 3 clusters Score: Raw -1782924.336814 + Penalty 3304.501287 = -1779619.835526 nChanged 3 SP:Iteration 58Q (2827.891685 sec): 3 clusters Score: Raw -1782925.310460 + Penalty 3304.501287 = -1779620.809173 nChanged 5 SP:Iteration 59Q (2827.972670 sec): 3 clusters Score: Raw -1782927.807325 + Penalty 3304.501287 = -1779623.306038 nChanged 2 SP:Iteration 60F (2828.060487 sec): 3 clusters Score: Raw -1782929.224849 + Penalty 3304.501287 = -1779624.723562 nChanged 6 SP:Iteration 61Q (2828.145232 sec): 3 clusters Score: Raw -1782931.404809 + Penalty 3304.501287 = -1779626.903522 nChanged 4 SP:Iteration 62Q (2828.230263 sec): 3 clusters Score: Raw -1782932.775202 + Penalty 3304.501287 = -1779628.273915 nChanged 2 SP:Iteration 63Q (2828.306985 sec): 3 clusters Score: Raw -1782933.750783 + Penalty 3304.501287 = -1779629.249495 nChanged 3 SP:Iteration 64Q (2828.381988 sec): 3 clusters Score: Raw -1782935.099587 + Penalty 3304.501287 = -1779630.598300 nChanged 0 SP:Iteration 65F (2828.464828 sec): 3 clusters Score: Raw -1782935.099587 + Penalty 3304.501287 = -1779630.598300 nChanged 0 Trying to split cluster 25 (1213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2828.498858 sec): 2 clusters Score: Raw -80703.346776 + Penalty 1153.888435 = -79549.458341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2828.537340 sec): 3 clusters Score: Raw -80308.481309 + Penalty 2307.776870 = -78000.704439 nChanged 395 SP:Iteration 1F (2828.594258 sec): 3 clusters Score: Raw -80644.544803 + Penalty 2307.776870 = -78336.767933 nChanged 86 SP:Iteration 2F (2828.632386 sec): 3 clusters Score: Raw -80717.226413 + Penalty 2307.776870 = -78409.449543 nChanged 37 SP:Iteration 3Q (2828.681039 sec): 3 clusters Score: Raw -80755.027769 + Penalty 2307.776870 = -78447.250898 nChanged 40 SP:Iteration 4Q (2828.735990 sec): 3 clusters Score: Raw -80790.755088 + Penalty 2307.776870 = -78482.978218 nChanged 38 SP:Iteration 5Q (2828.774427 sec): 3 clusters Score: Raw -80837.686917 + Penalty 2307.776870 = -78529.910047 nChanged 32 SP:Iteration 6Q (2828.829410 sec): 3 clusters Score: Raw -80860.304193 + Penalty 2307.776870 = -78552.527323 nChanged 19 SP:Iteration 7Q (2828.866351 sec): 3 clusters Score: Raw -80874.683480 + Penalty 2307.776870 = -78566.906609 nChanged 16 SP:Iteration 8Q (2828.919888 sec): 3 clusters Score: Raw -80888.371905 + Penalty 2307.776870 = -78580.595035 nChanged 10 SP:Iteration 9Q (2828.966786 sec): 3 clusters Score: Raw -80894.008499 + Penalty 2307.776870 = -78586.231629 nChanged 12 SP:Iteration 10Q (2829.013502 sec): 3 clusters Score: Raw -80903.225629 + Penalty 2307.776870 = -78595.448758 nChanged 10 SP:Iteration 11Q (2829.063102 sec): 3 clusters Score: Raw -80909.621980 + Penalty 2307.776870 = -78601.845110 nChanged 11 SP:Iteration 12Q (2829.101425 sec): 3 clusters Score: Raw -80918.183322 + Penalty 2307.776870 = -78610.406452 nChanged 9 SP:Iteration 13Q (2829.154868 sec): 3 clusters Score: Raw -80926.230100 + Penalty 2307.776870 = -78618.453230 nChanged 8 SP:Iteration 14Q (2829.206054 sec): 3 clusters Score: Raw -80933.123601 + Penalty 2307.776870 = -78625.346730 nChanged 8 SP:Iteration 15Q (2829.244010 sec): 3 clusters Score: Raw -80937.237982 + Penalty 2307.776870 = -78629.461111 nChanged 7 SP:Iteration 16Q (2829.299029 sec): 3 clusters Score: Raw -80945.098778 + Penalty 2307.776870 = -78637.321907 nChanged 12 SP:Iteration 17Q (2829.347371 sec): 3 clusters Score: Raw -80959.400535 + Penalty 2307.776870 = -78651.623665 nChanged 10 SP:Iteration 18Q (2829.398006 sec): 3 clusters Score: Raw -80969.466305 + Penalty 2307.776870 = -78661.689435 nChanged 7 SP:Iteration 19Q (2829.453080 sec): 3 clusters Score: Raw -80975.852126 + Penalty 2307.776870 = -78668.075256 nChanged 7 SP:Iteration 20F (2829.497345 sec): 3 clusters Score: Raw -80982.622928 + Penalty 2307.776870 = -78674.846058 nChanged 6 SP:Iteration 21Q (2829.543739 sec): 3 clusters Score: Raw -80987.483608 + Penalty 2307.776870 = -78679.706737 nChanged 9 SP:Iteration 22Q (2829.591020 sec): 3 clusters Score: Raw -80997.852042 + Penalty 2307.776870 = -78690.075171 nChanged 5 SP:Iteration 23Q (2829.642033 sec): 3 clusters Score: Raw -81002.187170 + Penalty 2307.776870 = -78694.410300 nChanged 7 SP:Iteration 24Q (2829.682244 sec): 3 clusters Score: Raw -81008.732511 + Penalty 2307.776870 = -78700.955640 nChanged 5 SP:Iteration 25Q (2829.732515 sec): 3 clusters Score: Raw -81014.138410 + Penalty 2307.776870 = -78706.361540 nChanged 7 SP:Iteration 26Q (2829.772570 sec): 3 clusters Score: Raw -81019.774003 + Penalty 2307.776870 = -78711.997133 nChanged 3 SP:Iteration 27Q (2829.821734 sec): 3 clusters Score: Raw -81022.344999 + Penalty 2307.776870 = -78714.568128 nChanged 4 SP:Iteration 28Q (2829.872916 sec): 3 clusters Score: Raw -81025.127162 + Penalty 2307.776870 = -78717.350291 nChanged 1 SP:Iteration 29Q (2829.920928 sec): 3 clusters Score: Raw -81026.012544 + Penalty 2307.776870 = -78718.235674 nChanged 1 SP:Iteration 30Q (2829.974875 sec): 3 clusters Score: Raw -81026.816927 + Penalty 2307.776870 = -78719.040057 nChanged 0 SP:Iteration 31F (2830.019724 sec): 3 clusters Score: Raw -81026.816927 + Penalty 2307.776870 = -78719.040057 nChanged 0 Trying to split cluster 26 (4662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2830.054114 sec): 2 clusters Score: Raw -322042.021769 + Penalty 1372.669971 = -320669.351798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2830.111399 sec): 3 clusters Score: Raw -319674.212664 + Penalty 2745.339941 = -316928.872722 nChanged 1848 SP:Iteration 1F (2830.162923 sec): 3 clusters Score: Raw -320778.487238 + Penalty 2745.339941 = -318033.147297 nChanged 427 SP:Iteration 2F (2830.214467 sec): 3 clusters Score: Raw -321106.015294 + Penalty 2745.339941 = -318360.675352 nChanged 389 SP:Iteration 3F (2830.261660 sec): 3 clusters Score: Raw -321424.092374 + Penalty 2745.339941 = -318678.752433 nChanged 330 SP:Iteration 4F (2830.319085 sec): 3 clusters Score: Raw -321683.165478 + Penalty 2745.339941 = -318937.825537 nChanged 260 SP:Iteration 5F (2830.374303 sec): 3 clusters Score: Raw -321873.997977 + Penalty 2745.339941 = -319128.658035 nChanged 199 SP:Iteration 6Q (2830.432875 sec): 3 clusters Score: Raw -322001.771780 + Penalty 2745.339941 = -319256.431839 nChanged 146 SP:Iteration 7Q (2830.490199 sec): 3 clusters Score: Raw -322090.708116 + Penalty 2745.339941 = -319345.368174 nChanged 117 SP:Iteration 8Q (2830.546234 sec): 3 clusters Score: Raw -322157.733275 + Penalty 2745.339941 = -319412.393333 nChanged 96 SP:Iteration 9Q (2830.600825 sec): 3 clusters Score: Raw -322211.407591 + Penalty 2745.339941 = -319466.067650 nChanged 69 SP:Iteration 10Q (2830.645627 sec): 3 clusters Score: Raw -322247.357127 + Penalty 2745.339941 = -319502.017186 nChanged 55 SP:Iteration 11Q (2830.699746 sec): 3 clusters Score: Raw -322278.728098 + Penalty 2745.339941 = -319533.388156 nChanged 46 SP:Iteration 12Q (2830.760929 sec): 3 clusters Score: Raw -322300.860416 + Penalty 2745.339941 = -319555.520474 nChanged 34 SP:Iteration 13Q (2830.816245 sec): 3 clusters Score: Raw -322316.006804 + Penalty 2745.339941 = -319570.666863 nChanged 25 SP:Iteration 14Q (2830.873479 sec): 3 clusters Score: Raw -322331.313136 + Penalty 2745.339941 = -319585.973195 nChanged 27 SP:Iteration 15Q (2830.913761 sec): 3 clusters Score: Raw -322347.288969 + Penalty 2745.339941 = -319601.949028 nChanged 24 SP:Iteration 16Q (2830.969934 sec): 3 clusters Score: Raw -322360.417718 + Penalty 2745.339941 = -319615.077777 nChanged 31 SP:Iteration 17Q (2831.034552 sec): 3 clusters Score: Raw -322377.616754 + Penalty 2745.339941 = -319632.276813 nChanged 22 SP:Iteration 18Q (2831.090660 sec): 3 clusters Score: Raw -322385.407013 + Penalty 2745.339941 = -319640.067072 nChanged 12 SP:Iteration 19Q (2831.147230 sec): 3 clusters Score: Raw -322391.213351 + Penalty 2745.339941 = -319645.873410 nChanged 16 SP:Iteration 20F (2831.198917 sec): 3 clusters Score: Raw -322399.634596 + Penalty 2745.339941 = -319654.294655 nChanged 12 SP:Iteration 21Q (2831.254242 sec): 3 clusters Score: Raw -322405.777554 + Penalty 2745.339941 = -319660.437612 nChanged 11 SP:Iteration 22Q (2831.297448 sec): 3 clusters Score: Raw -322410.286735 + Penalty 2745.339941 = -319664.946794 nChanged 18 SP:Iteration 23Q (2831.354852 sec): 3 clusters Score: Raw -322420.981537 + Penalty 2745.339941 = -319675.641596 nChanged 13 SP:Iteration 24Q (2831.409555 sec): 3 clusters Score: Raw -322428.979324 + Penalty 2745.339941 = -319683.639383 nChanged 11 SP:Iteration 25Q (2831.460727 sec): 3 clusters Score: Raw -322433.807669 + Penalty 2745.339941 = -319688.467728 nChanged 7 SP:Iteration 26Q (2831.510245 sec): 3 clusters Score: Raw -322436.403663 + Penalty 2745.339941 = -319691.063722 nChanged 5 SP:Iteration 27Q (2831.555738 sec): 3 clusters Score: Raw -322439.471513 + Penalty 2745.339941 = -319694.131571 nChanged 4 SP:Iteration 28Q (2831.617012 sec): 3 clusters Score: Raw -322440.928260 + Penalty 2745.339941 = -319695.588319 nChanged 2 SP:Iteration 29Q (2831.664801 sec): 3 clusters Score: Raw -322441.926081 + Penalty 2745.339941 = -319696.586140 nChanged 1 SP:Iteration 30Q (2831.728730 sec): 3 clusters Score: Raw -322442.753203 + Penalty 2745.339941 = -319697.413262 nChanged 1 SP:Iteration 31Q (2831.772025 sec): 3 clusters Score: Raw -322442.979914 + Penalty 2745.339941 = -319697.639972 nChanged 1 SP:Iteration 32Q (2831.829607 sec): 3 clusters Score: Raw -322443.128096 + Penalty 2745.339941 = -319697.788155 nChanged 0 SP:Iteration 33F (2831.878434 sec): 3 clusters Score: Raw -322443.128096 + Penalty 2745.339941 = -319697.788155 nChanged 0 Trying to split cluster 27 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2831.914756 sec): 2 clusters Score: Raw -13571.828839 + Penalty 905.475030 = -12666.353809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2831.953245 sec): 3 clusters Score: Raw -13660.232026 + Penalty 1810.950060 = -11849.281966 nChanged 35 SP:Iteration 1F (2831.998633 sec): 3 clusters Score: Raw -13745.008327 + Penalty 1810.950060 = -11934.058267 nChanged 6 SP:Iteration 2Q (2832.043394 sec): 3 clusters Score: Raw -13766.249477 + Penalty 1810.950060 = -11955.299416 nChanged 6 SP:Iteration 3Q (2832.092298 sec): 3 clusters Score: Raw -13781.654653 + Penalty 1810.950060 = -11970.704593 nChanged 2 SP:Iteration 4Q (2832.138118 sec): 3 clusters Score: Raw -13784.767712 + Penalty 1810.950060 = -11973.817651 nChanged 1 SP:Iteration 5Q (2832.174630 sec): 3 clusters Score: Raw -13789.240444 + Penalty 1810.950060 = -11978.290383 nChanged 1 SP:Iteration 6Q (2832.228106 sec): 3 clusters Score: Raw -13791.890147 + Penalty 1810.950060 = -11980.940086 nChanged 0 SP:Iteration 7F (2832.271112 sec): 3 clusters Score: Raw -13791.890147 + Penalty 1810.950060 = -11980.940086 nChanged 0 Trying to split cluster 28 (2038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2832.302628 sec): 2 clusters Score: Raw -132028.825419 + Penalty 1238.205185 = -130790.620234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2832.340400 sec): 3 clusters Score: Raw -131199.796327 + Penalty 2476.410369 = -128723.385958 nChanged 702 SP:Iteration 1F (2832.389914 sec): 3 clusters Score: Raw -131724.757511 + Penalty 2476.410369 = -129248.347142 nChanged 164 SP:Iteration 2F (2832.437675 sec): 3 clusters Score: Raw -131863.591900 + Penalty 2476.410369 = -129387.181530 nChanged 120 SP:Iteration 3F (2832.488745 sec): 3 clusters Score: Raw -131939.654177 + Penalty 2476.410369 = -129463.243808 nChanged 68 SP:Iteration 4Q (2832.540224 sec): 3 clusters Score: Raw -131982.414724 + Penalty 2476.410369 = -129506.004355 nChanged 39 SP:Iteration 5Q (2832.595839 sec): 3 clusters Score: Raw -132002.429167 + Penalty 2476.410369 = -129526.018797 nChanged 24 SP:Iteration 6Q (2832.645931 sec): 3 clusters Score: Raw -132014.937513 + Penalty 2476.410369 = -129538.527143 nChanged 24 SP:Iteration 7Q (2832.686942 sec): 3 clusters Score: Raw -132027.447936 + Penalty 2476.410369 = -129551.037566 nChanged 34 SP:Iteration 8Q (2832.742651 sec): 3 clusters Score: Raw -132046.362593 + Penalty 2476.410369 = -129569.952223 nChanged 27 SP:Iteration 9Q (2832.787617 sec): 3 clusters Score: Raw -132063.819671 + Penalty 2476.410369 = -129587.409301 nChanged 32 SP:Iteration 10Q (2832.839219 sec): 3 clusters Score: Raw -132087.144745 + Penalty 2476.410369 = -129610.734375 nChanged 23 SP:Iteration 11Q (2832.886830 sec): 3 clusters Score: Raw -132099.342620 + Penalty 2476.410369 = -129622.932251 nChanged 25 SP:Iteration 12Q (2832.925553 sec): 3 clusters Score: Raw -132115.361964 + Penalty 2476.410369 = -129638.951594 nChanged 21 SP:Iteration 13Q (2832.971583 sec): 3 clusters Score: Raw -132126.471932 + Penalty 2476.410369 = -129650.061563 nChanged 16 SP:Iteration 14Q (2833.020170 sec): 3 clusters Score: Raw -132135.339184 + Penalty 2476.410369 = -129658.928814 nChanged 17 SP:Iteration 15Q (2833.066931 sec): 3 clusters Score: Raw -132142.748488 + Penalty 2476.410369 = -129666.338119 nChanged 13 SP:Iteration 16Q (2833.119043 sec): 3 clusters Score: Raw -132148.696741 + Penalty 2476.410369 = -129672.286372 nChanged 11 SP:Iteration 17Q (2833.167882 sec): 3 clusters Score: Raw -132154.735254 + Penalty 2476.410369 = -129678.324885 nChanged 11 SP:Iteration 18Q (2833.219754 sec): 3 clusters Score: Raw -132159.343872 + Penalty 2476.410369 = -129682.933503 nChanged 5 SP:Iteration 19Q (2833.268941 sec): 3 clusters Score: Raw -132162.094048 + Penalty 2476.410369 = -129685.683679 nChanged 3 SP:Iteration 20F (2833.311571 sec): 3 clusters Score: Raw -132164.486345 + Penalty 2476.410369 = -129688.075976 nChanged 8 SP:Iteration 21Q (2833.367376 sec): 3 clusters Score: Raw -132167.663081 + Penalty 2476.410369 = -129691.252712 nChanged 5 SP:Iteration 22Q (2833.406367 sec): 3 clusters Score: Raw -132170.062619 + Penalty 2476.410369 = -129693.652249 nChanged 7 SP:Iteration 23Q (2833.458042 sec): 3 clusters Score: Raw -132173.199450 + Penalty 2476.410369 = -129696.789081 nChanged 7 SP:Iteration 24Q (2833.511015 sec): 3 clusters Score: Raw -132175.679129 + Penalty 2476.410369 = -129699.268759 nChanged 4 SP:Iteration 25Q (2833.561182 sec): 3 clusters Score: Raw -132178.355975 + Penalty 2476.410369 = -129701.945605 nChanged 7 SP:Iteration 26Q (2833.608296 sec): 3 clusters Score: Raw -132182.451961 + Penalty 2476.410369 = -129706.041592 nChanged 6 SP:Iteration 27Q (2833.658814 sec): 3 clusters Score: Raw -132186.066333 + Penalty 2476.410369 = -129709.655964 nChanged 11 SP:Iteration 28Q (2833.717907 sec): 3 clusters Score: Raw -132194.882384 + Penalty 2476.410369 = -129718.472014 nChanged 11 SP:Iteration 29Q (2833.763353 sec): 3 clusters Score: Raw -132201.188177 + Penalty 2476.410369 = -129724.777807 nChanged 7 SP:Iteration 30Q (2833.812793 sec): 3 clusters Score: Raw -132205.428885 + Penalty 2476.410369 = -129729.018515 nChanged 8 SP:Iteration 31Q (2833.856750 sec): 3 clusters Score: Raw -132211.047200 + Penalty 2476.410369 = -129734.636830 nChanged 9 SP:Iteration 32Q (2833.903237 sec): 3 clusters Score: Raw -132214.711251 + Penalty 2476.410369 = -129738.300882 nChanged 5 SP:Iteration 33Q (2833.948691 sec): 3 clusters Score: Raw -132216.980085 + Penalty 2476.410369 = -129740.569716 nChanged 5 SP:Iteration 34Q (2833.993229 sec): 3 clusters Score: Raw -132219.691259 + Penalty 2476.410369 = -129743.280890 nChanged 6 SP:Iteration 35Q (2834.053330 sec): 3 clusters Score: Raw -132222.004593 + Penalty 2476.410369 = -129745.594223 nChanged 5 SP:Iteration 36Q (2834.097306 sec): 3 clusters Score: Raw -132224.165852 + Penalty 2476.410369 = -129747.755482 nChanged 6 SP:Iteration 37Q (2834.140424 sec): 3 clusters Score: Raw -132227.725489 + Penalty 2476.410369 = -129751.315119 nChanged 7 SP:Iteration 38Q (2834.198248 sec): 3 clusters Score: Raw -132232.016496 + Penalty 2476.410369 = -129755.606126 nChanged 3 SP:Iteration 39Q (2834.243945 sec): 3 clusters Score: Raw -132233.259439 + Penalty 2476.410369 = -129756.849070 nChanged 2 SP:Iteration 40F (2834.293193 sec): 3 clusters Score: Raw -132233.555232 + Penalty 2476.410369 = -129757.144863 nChanged 0 Trying to split cluster 29 (1888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2834.311478 sec): 2 clusters Score: Raw -113611.620933 + Penalty 1225.781919 = -112385.839014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2834.361503 sec): 3 clusters Score: Raw -112808.502610 + Penalty 2451.563838 = -110356.938772 nChanged 656 SP:Iteration 1F (2834.423778 sec): 3 clusters Score: Raw -113280.786453 + Penalty 2451.563838 = -110829.222616 nChanged 160 SP:Iteration 2F (2834.459753 sec): 3 clusters Score: Raw -113399.351743 + Penalty 2451.563838 = -110947.787905 nChanged 97 SP:Iteration 3F (2834.508212 sec): 3 clusters Score: Raw -113480.981709 + Penalty 2451.563838 = -111029.417871 nChanged 72 SP:Iteration 4Q (2834.572543 sec): 3 clusters Score: Raw -113541.800129 + Penalty 2451.563838 = -111090.236291 nChanged 68 SP:Iteration 5Q (2834.621622 sec): 3 clusters Score: Raw -113614.510786 + Penalty 2451.563838 = -111162.946948 nChanged 77 SP:Iteration 6Q (2834.667492 sec): 3 clusters Score: Raw -113701.208554 + Penalty 2451.563838 = -111249.644717 nChanged 79 SP:Iteration 7Q (2834.716644 sec): 3 clusters Score: Raw -113789.472988 + Penalty 2451.563838 = -111337.909150 nChanged 80 SP:Iteration 8Q (2834.760438 sec): 3 clusters Score: Raw -113881.629061 + Penalty 2451.563838 = -111430.065223 nChanged 78 SP:Iteration 9Q (2834.811145 sec): 3 clusters Score: Raw -113980.666021 + Penalty 2451.563838 = -111529.102184 nChanged 70 SP:Iteration 10Q (2834.858074 sec): 3 clusters Score: Raw -114050.758668 + Penalty 2451.563838 = -111599.194831 nChanged 47 SP:Iteration 11Q (2834.902821 sec): 3 clusters Score: Raw -114094.577933 + Penalty 2451.563838 = -111643.014096 nChanged 44 SP:Iteration 12Q (2834.953429 sec): 3 clusters Score: Raw -114127.368047 + Penalty 2451.563838 = -111675.804209 nChanged 28 SP:Iteration 13Q (2835.005232 sec): 3 clusters Score: Raw -114153.360880 + Penalty 2451.563838 = -111701.797042 nChanged 30 SP:Iteration 14Q (2835.054172 sec): 3 clusters Score: Raw -114184.241967 + Penalty 2451.563838 = -111732.678129 nChanged 37 SP:Iteration 15Q (2835.089983 sec): 3 clusters Score: Raw -114213.154863 + Penalty 2451.563838 = -111761.591025 nChanged 26 SP:Iteration 16Q (2835.145717 sec): 3 clusters Score: Raw -114238.805801 + Penalty 2451.563838 = -111787.241963 nChanged 30 SP:Iteration 17Q (2835.185150 sec): 3 clusters Score: Raw -114277.144948 + Penalty 2451.563838 = -111825.581110 nChanged 37 SP:Iteration 18Q (2835.245538 sec): 3 clusters Score: Raw -114313.603167 + Penalty 2451.563838 = -111862.039329 nChanged 30 SP:Iteration 19Q (2835.286102 sec): 3 clusters Score: Raw -114345.712991 + Penalty 2451.563838 = -111894.149153 nChanged 30 SP:Iteration 20F (2835.335721 sec): 3 clusters Score: Raw -114378.872893 + Penalty 2451.563838 = -111927.309056 nChanged 28 SP:Iteration 21Q (2835.383302 sec): 3 clusters Score: Raw -114407.912835 + Penalty 2451.563838 = -111956.348997 nChanged 31 SP:Iteration 22Q (2835.435569 sec): 3 clusters Score: Raw -114444.048201 + Penalty 2451.563838 = -111992.484363 nChanged 38 SP:Iteration 23Q (2835.479637 sec): 3 clusters Score: Raw -114496.667105 + Penalty 2451.563838 = -112045.103267 nChanged 36 SP:Iteration 24Q (2835.529711 sec): 3 clusters Score: Raw -114551.783198 + Penalty 2451.563838 = -112100.219361 nChanged 31 SP:Iteration 25Q (2835.573849 sec): 3 clusters Score: Raw -114585.592550 + Penalty 2451.563838 = -112134.028713 nChanged 28 SP:Iteration 26Q (2835.614748 sec): 3 clusters Score: Raw -114610.579891 + Penalty 2451.563838 = -112159.016053 nChanged 21 SP:Iteration 27Q (2835.660236 sec): 3 clusters Score: Raw -114629.550056 + Penalty 2451.563838 = -112177.986218 nChanged 18 SP:Iteration 28Q (2835.705944 sec): 3 clusters Score: Raw -114643.156467 + Penalty 2451.563838 = -112191.592630 nChanged 11 SP:Iteration 29Q (2835.751177 sec): 3 clusters Score: Raw -114651.727708 + Penalty 2451.563838 = -112200.163871 nChanged 12 SP:Iteration 30Q (2835.804826 sec): 3 clusters Score: Raw -114662.737271 + Penalty 2451.563838 = -112211.173433 nChanged 12 SP:Iteration 31Q (2835.841072 sec): 3 clusters Score: Raw -114671.890664 + Penalty 2451.563838 = -112220.326827 nChanged 11 SP:Iteration 32Q (2835.886571 sec): 3 clusters Score: Raw -114680.682885 + Penalty 2451.563838 = -112229.119047 nChanged 12 SP:Iteration 33Q (2835.942280 sec): 3 clusters Score: Raw -114690.931719 + Penalty 2451.563838 = -112239.367882 nChanged 9 SP:Iteration 34Q (2835.993803 sec): 3 clusters Score: Raw -114699.329262 + Penalty 2451.563838 = -112247.765424 nChanged 7 SP:Iteration 35Q (2836.039610 sec): 3 clusters Score: Raw -114704.687112 + Penalty 2451.563838 = -112253.123275 nChanged 6 SP:Iteration 36Q (2836.091071 sec): 3 clusters Score: Raw -114708.165047 + Penalty 2451.563838 = -112256.601209 nChanged 3 SP:Iteration 37Q (2836.135237 sec): 3 clusters Score: Raw -114709.939129 + Penalty 2451.563838 = -112258.375291 nChanged 3 SP:Iteration 38Q (2836.186288 sec): 3 clusters Score: Raw -114713.515769 + Penalty 2451.563838 = -112261.951931 nChanged 3 SP:Iteration 39Q (2836.238672 sec): 3 clusters Score: Raw -114714.706696 + Penalty 2451.563838 = -112263.142858 nChanged 1 SP:Iteration 40F (2836.286051 sec): 3 clusters Score: Raw -114715.372456 + Penalty 2451.563838 = -112263.808618 nChanged 1 SP:Iteration 41Q (2836.333665 sec): 3 clusters Score: Raw -114715.768682 + Penalty 2451.563838 = -112264.204845 nChanged 2 SP:Iteration 42Q (2836.380417 sec): 3 clusters Score: Raw -114718.097209 + Penalty 2451.563838 = -112266.533372 nChanged 2 SP:Iteration 43Q (2836.423930 sec): 3 clusters Score: Raw -114719.518488 + Penalty 2451.563838 = -112267.954650 nChanged 3 SP:Iteration 44Q (2836.472044 sec): 3 clusters Score: Raw -114722.800598 + Penalty 2451.563838 = -112271.236761 nChanged 4 SP:Iteration 45Q (2836.512075 sec): 3 clusters Score: Raw -114726.512021 + Penalty 2451.563838 = -112274.948183 nChanged 4 SP:Iteration 46Q (2836.565445 sec): 3 clusters Score: Raw -114732.487079 + Penalty 2451.563838 = -112280.923241 nChanged 4 SP:Iteration 47Q (2836.608791 sec): 3 clusters Score: Raw -114739.917142 + Penalty 2451.563838 = -112288.353304 nChanged 6 SP:Iteration 48Q (2836.664619 sec): 3 clusters Score: Raw -114747.519617 + Penalty 2451.563838 = -112295.955779 nChanged 5 SP:Iteration 49Q (2836.700750 sec): 3 clusters Score: Raw -114752.181553 + Penalty 2451.563838 = -112300.617715 nChanged 8 SP:Iteration 50Q (2836.746864 sec): 3 clusters Score: Raw -114758.779384 + Penalty 2451.563838 = -112307.215547 nChanged 5 SP:Iteration 51Q (2836.797806 sec): 3 clusters Score: Raw -114763.543658 + Penalty 2451.563838 = -112311.979820 nChanged 5 SP:Iteration 52Q (2836.848147 sec): 3 clusters Score: Raw -114769.595105 + Penalty 2451.563838 = -112318.031267 nChanged 9 SP:Iteration 53Q (2836.894983 sec): 3 clusters Score: Raw -114777.967938 + Penalty 2451.563838 = -112326.404100 nChanged 7 SP:Iteration 54Q (2836.931315 sec): 3 clusters Score: Raw -114783.792717 + Penalty 2451.563838 = -112332.228879 nChanged 4 SP:Iteration 55Q (2836.979633 sec): 3 clusters Score: Raw -114787.260637 + Penalty 2451.563838 = -112335.696800 nChanged 3 SP:Iteration 56Q (2837.030020 sec): 3 clusters Score: Raw -114789.689038 + Penalty 2451.563838 = -112338.125200 nChanged 2 SP:Iteration 57Q (2837.072567 sec): 3 clusters Score: Raw -114790.533723 + Penalty 2451.563838 = -112338.969885 nChanged 1 SP:Iteration 58Q (2837.121668 sec): 3 clusters Score: Raw -114790.898691 + Penalty 2451.563838 = -112339.334853 nChanged 1 SP:Iteration 59Q (2837.171960 sec): 3 clusters Score: Raw -114791.856614 + Penalty 2451.563838 = -112340.292776 nChanged 2 SP:Iteration 60F (2837.215220 sec): 3 clusters Score: Raw -114792.921056 + Penalty 2451.563838 = -112341.357218 nChanged 1 SP:Iteration 61Q (2837.275066 sec): 3 clusters Score: Raw -114793.340984 + Penalty 2451.563838 = -112341.777146 nChanged 0 SP:Iteration 62F (2837.323552 sec): 3 clusters Score: Raw -114793.340984 + Penalty 2451.563838 = -112341.777146 nChanged 0 Trying to split cluster 30 (2314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2837.339587 sec): 2 clusters Score: Raw -133764.020616 + Penalty 1258.844098 = -132505.176519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2837.387540 sec): 3 clusters Score: Raw -132746.548546 + Penalty 2517.688195 = -130228.860351 nChanged 850 SP:Iteration 1F (2837.436585 sec): 3 clusters Score: Raw -133291.258679 + Penalty 2517.688195 = -130773.570484 nChanged 178 SP:Iteration 2F (2837.493966 sec): 3 clusters Score: Raw -133418.525055 + Penalty 2517.688195 = -130900.836860 nChanged 109 SP:Iteration 3Q (2837.542937 sec): 3 clusters Score: Raw -133483.036741 + Penalty 2517.688195 = -130965.348546 nChanged 68 SP:Iteration 4Q (2837.588289 sec): 3 clusters Score: Raw -133524.725560 + Penalty 2517.688195 = -131007.037365 nChanged 59 SP:Iteration 5Q (2837.643146 sec): 3 clusters Score: Raw -133559.483999 + Penalty 2517.688195 = -131041.795804 nChanged 50 SP:Iteration 6Q (2837.693066 sec): 3 clusters Score: Raw -133590.334985 + Penalty 2517.688195 = -131072.646790 nChanged 49 SP:Iteration 7Q (2837.746058 sec): 3 clusters Score: Raw -133628.647738 + Penalty 2517.688195 = -131110.959543 nChanged 45 SP:Iteration 8Q (2837.795259 sec): 3 clusters Score: Raw -133659.849734 + Penalty 2517.688195 = -131142.161539 nChanged 40 SP:Iteration 9Q (2837.852733 sec): 3 clusters Score: Raw -133685.854702 + Penalty 2517.688195 = -131168.166507 nChanged 38 SP:Iteration 10Q (2837.891604 sec): 3 clusters Score: Raw -133706.952330 + Penalty 2517.688195 = -131189.264135 nChanged 38 SP:Iteration 11Q (2837.940469 sec): 3 clusters Score: Raw -133734.926620 + Penalty 2517.688195 = -131217.238425 nChanged 49 SP:Iteration 12Q (2838.002785 sec): 3 clusters Score: Raw -133768.178518 + Penalty 2517.688195 = -131250.490323 nChanged 61 SP:Iteration 13Q (2838.050562 sec): 3 clusters Score: Raw -133815.450180 + Penalty 2517.688195 = -131297.761985 nChanged 73 SP:Iteration 14Q (2838.094756 sec): 3 clusters Score: Raw -133903.895759 + Penalty 2517.688195 = -131386.207564 nChanged 99 SP:Iteration 15Q (2838.150773 sec): 3 clusters Score: Raw -134026.182061 + Penalty 2517.688195 = -131508.493866 nChanged 105 SP:Iteration 16Q (2838.206977 sec): 3 clusters Score: Raw -134129.366789 + Penalty 2517.688195 = -131611.678594 nChanged 90 SP:Iteration 17Q (2838.245938 sec): 3 clusters Score: Raw -134194.666478 + Penalty 2517.688195 = -131676.978283 nChanged 54 SP:Iteration 18Q (2838.298087 sec): 3 clusters Score: Raw -134230.122668 + Penalty 2517.688195 = -131712.434473 nChanged 45 SP:Iteration 19Q (2838.346105 sec): 3 clusters Score: Raw -134255.709643 + Penalty 2517.688195 = -131738.021448 nChanged 34 SP:Iteration 20F (2838.385728 sec): 3 clusters Score: Raw -134275.457399 + Penalty 2517.688195 = -131757.769204 nChanged 33 SP:Iteration 21Q (2838.442393 sec): 3 clusters Score: Raw -134293.592482 + Penalty 2517.688195 = -131775.904287 nChanged 25 SP:Iteration 22Q (2838.499132 sec): 3 clusters Score: Raw -134312.057213 + Penalty 2517.688195 = -131794.369018 nChanged 23 SP:Iteration 23Q (2838.539438 sec): 3 clusters Score: Raw -134324.587346 + Penalty 2517.688195 = -131806.899151 nChanged 16 SP:Iteration 24Q (2838.583909 sec): 3 clusters Score: Raw -134332.923163 + Penalty 2517.688195 = -131815.234968 nChanged 9 SP:Iteration 25Q (2838.642355 sec): 3 clusters Score: Raw -134337.187041 + Penalty 2517.688195 = -131819.498846 nChanged 12 SP:Iteration 26Q (2838.692777 sec): 3 clusters Score: Raw -134343.198178 + Penalty 2517.688195 = -131825.509983 nChanged 8 SP:Iteration 27Q (2838.741104 sec): 3 clusters Score: Raw -134345.568252 + Penalty 2517.688195 = -131827.880057 nChanged 7 SP:Iteration 28Q (2838.781986 sec): 3 clusters Score: Raw -134348.237459 + Penalty 2517.688195 = -131830.549264 nChanged 5 SP:Iteration 29Q (2838.836031 sec): 3 clusters Score: Raw -134350.951985 + Penalty 2517.688195 = -131833.263790 nChanged 8 SP:Iteration 30Q (2838.889963 sec): 3 clusters Score: Raw -134354.975304 + Penalty 2517.688195 = -131837.287109 nChanged 6 SP:Iteration 31Q (2838.930677 sec): 3 clusters Score: Raw -134358.286331 + Penalty 2517.688195 = -131840.598136 nChanged 5 SP:Iteration 32Q (2838.989222 sec): 3 clusters Score: Raw -134360.877467 + Penalty 2517.688195 = -131843.189272 nChanged 4 SP:Iteration 33Q (2839.030742 sec): 3 clusters Score: Raw -134365.068953 + Penalty 2517.688195 = -131847.380758 nChanged 7 SP:Iteration 34Q (2839.087791 sec): 3 clusters Score: Raw -134368.289044 + Penalty 2517.688195 = -131850.600849 nChanged 8 SP:Iteration 35Q (2839.141921 sec): 3 clusters Score: Raw -134371.110345 + Penalty 2517.688195 = -131853.422150 nChanged 10 SP:Iteration 36Q (2839.190641 sec): 3 clusters Score: Raw -134375.302682 + Penalty 2517.688195 = -131857.614487 nChanged 8 SP:Iteration 37Q (2839.246302 sec): 3 clusters Score: Raw -134380.444038 + Penalty 2517.688195 = -131862.755843 nChanged 3 SP:Iteration 38Q (2839.290749 sec): 3 clusters Score: Raw -134381.665712 + Penalty 2517.688195 = -131863.977517 nChanged 5 SP:Iteration 39Q (2839.340362 sec): 3 clusters Score: Raw -134383.306448 + Penalty 2517.688195 = -131865.618253 nChanged 2 SP:Iteration 40F (2839.397745 sec): 3 clusters Score: Raw -134384.052417 + Penalty 2517.688195 = -131866.364222 nChanged 3 SP:Iteration 41Q (2839.441600 sec): 3 clusters Score: Raw -134385.708338 + Penalty 2517.688195 = -131868.020143 nChanged 2 SP:Iteration 42Q (2839.492037 sec): 3 clusters Score: Raw -134387.796778 + Penalty 2517.688195 = -131870.108583 nChanged 1 SP:Iteration 43Q (2839.539086 sec): 3 clusters Score: Raw -134388.580592 + Penalty 2517.688195 = -131870.892397 nChanged 3 SP:Iteration 44Q (2839.582919 sec): 3 clusters Score: Raw -134389.929824 + Penalty 2517.688195 = -131872.241629 nChanged 2 SP:Iteration 45Q (2839.639365 sec): 3 clusters Score: Raw -134391.086343 + Penalty 2517.688195 = -131873.398148 nChanged 2 SP:Iteration 46Q (2839.684910 sec): 3 clusters Score: Raw -134391.444531 + Penalty 2517.688195 = -131873.756336 nChanged 1 SP:Iteration 47Q (2839.733739 sec): 3 clusters Score: Raw -134392.236515 + Penalty 2517.688195 = -131874.548320 nChanged 0 SP:Iteration 48F (2839.790203 sec): 3 clusters Score: Raw -134392.236515 + Penalty 2517.688195 = -131874.548320 nChanged 0 Trying to split cluster 31 (1729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2839.823184 sec): 2 clusters Score: Raw -118271.295411 + Penalty 1211.486004 = -117059.809407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2839.871220 sec): 3 clusters Score: Raw -117599.858194 + Penalty 2422.972008 = -115176.886186 nChanged 571 SP:Iteration 1F (2839.916380 sec): 3 clusters Score: Raw -118022.492376 + Penalty 2422.972008 = -115599.520368 nChanged 137 SP:Iteration 2F (2839.957249 sec): 3 clusters Score: Raw -118144.854354 + Penalty 2422.972008 = -115721.882346 nChanged 86 SP:Iteration 3Q (2840.010117 sec): 3 clusters Score: Raw -118199.198241 + Penalty 2422.972008 = -115776.226233 nChanged 38 SP:Iteration 4Q (2840.056825 sec): 3 clusters Score: Raw -118220.782080 + Penalty 2422.972008 = -115797.810072 nChanged 26 SP:Iteration 5Q (2840.105978 sec): 3 clusters Score: Raw -118234.661052 + Penalty 2422.972008 = -115811.689044 nChanged 18 SP:Iteration 6Q (2840.153487 sec): 3 clusters Score: Raw -118244.402284 + Penalty 2422.972008 = -115821.430276 nChanged 25 SP:Iteration 7Q (2840.213603 sec): 3 clusters Score: Raw -118263.213571 + Penalty 2422.972008 = -115840.241563 nChanged 26 SP:Iteration 8Q (2840.249121 sec): 3 clusters Score: Raw -118277.947793 + Penalty 2422.972008 = -115854.975785 nChanged 25 SP:Iteration 9Q (2840.296808 sec): 3 clusters Score: Raw -118292.994239 + Penalty 2422.972008 = -115870.022231 nChanged 19 SP:Iteration 10Q (2840.351937 sec): 3 clusters Score: Raw -118306.496486 + Penalty 2422.972008 = -115883.524478 nChanged 28 SP:Iteration 11Q (2840.397054 sec): 3 clusters Score: Raw -118327.327163 + Penalty 2422.972008 = -115904.355155 nChanged 29 SP:Iteration 12Q (2840.436742 sec): 3 clusters Score: Raw -118346.251591 + Penalty 2422.972008 = -115923.279583 nChanged 23 SP:Iteration 13Q (2840.495969 sec): 3 clusters Score: Raw -118363.103978 + Penalty 2422.972008 = -115940.131970 nChanged 16 SP:Iteration 14Q (2840.535728 sec): 3 clusters Score: Raw -118378.247988 + Penalty 2422.972008 = -115955.275980 nChanged 23 SP:Iteration 15Q (2840.582349 sec): 3 clusters Score: Raw -118394.637776 + Penalty 2422.972008 = -115971.665768 nChanged 29 SP:Iteration 16Q (2840.631200 sec): 3 clusters Score: Raw -118417.032283 + Penalty 2422.972008 = -115994.060275 nChanged 24 SP:Iteration 17Q (2840.683624 sec): 3 clusters Score: Raw -118432.286998 + Penalty 2422.972008 = -116009.314990 nChanged 22 SP:Iteration 18Q (2840.722168 sec): 3 clusters Score: Raw -118443.484952 + Penalty 2422.972008 = -116020.512944 nChanged 17 SP:Iteration 19Q (2840.782787 sec): 3 clusters Score: Raw -118458.721707 + Penalty 2422.972008 = -116035.749699 nChanged 17 SP:Iteration 20F (2840.829867 sec): 3 clusters Score: Raw -118472.501628 + Penalty 2422.972008 = -116049.529620 nChanged 16 SP:Iteration 21Q (2840.868678 sec): 3 clusters Score: Raw -118483.366959 + Penalty 2422.972008 = -116060.394951 nChanged 24 SP:Iteration 22Q (2840.922007 sec): 3 clusters Score: Raw -118497.685455 + Penalty 2422.972008 = -116074.713447 nChanged 15 SP:Iteration 23Q (2840.964836 sec): 3 clusters Score: Raw -118505.762391 + Penalty 2422.972008 = -116082.790383 nChanged 10 SP:Iteration 24Q (2841.020907 sec): 3 clusters Score: Raw -118511.072491 + Penalty 2422.972008 = -116088.100483 nChanged 9 SP:Iteration 25Q (2841.070752 sec): 3 clusters Score: Raw -118516.311424 + Penalty 2422.972008 = -116093.339416 nChanged 7 SP:Iteration 26Q (2841.116465 sec): 3 clusters Score: Raw -118520.506921 + Penalty 2422.972008 = -116097.534913 nChanged 4 SP:Iteration 27Q (2841.158768 sec): 3 clusters Score: Raw -118523.193439 + Penalty 2422.972008 = -116100.221432 nChanged 4 SP:Iteration 28Q (2841.209851 sec): 3 clusters Score: Raw -118527.291793 + Penalty 2422.972008 = -116104.319785 nChanged 7 SP:Iteration 29Q (2841.254317 sec): 3 clusters Score: Raw -118530.843643 + Penalty 2422.972008 = -116107.871635 nChanged 6 SP:Iteration 30Q (2841.303682 sec): 3 clusters Score: Raw -118534.781874 + Penalty 2422.972008 = -116111.809866 nChanged 1 SP:Iteration 31Q (2841.343932 sec): 3 clusters Score: Raw -118534.987199 + Penalty 2422.972008 = -116112.015191 nChanged 1 SP:Iteration 32Q (2841.383732 sec): 3 clusters Score: Raw -118535.612663 + Penalty 2422.972008 = -116112.640655 nChanged 1 SP:Iteration 33Q (2841.443143 sec): 3 clusters Score: Raw -118535.896837 + Penalty 2422.972008 = -116112.924829 nChanged 2 SP:Iteration 34Q (2841.488932 sec): 3 clusters Score: Raw -118536.605673 + Penalty 2422.972008 = -116113.633666 nChanged 3 SP:Iteration 35Q (2841.527917 sec): 3 clusters Score: Raw -118537.846251 + Penalty 2422.972008 = -116114.874243 nChanged 0 SP:Iteration 36F (2841.580705 sec): 3 clusters Score: Raw -118537.846251 + Penalty 2422.972008 = -116114.874243 nChanged 0 Trying to split cluster 32 (21174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2841.640491 sec): 2 clusters Score: Raw -1378418.661435 + Penalty 1618.586010 = -1376800.075425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2841.726946 sec): 3 clusters Score: Raw -1365641.776227 + Penalty 3237.172020 = -1362404.604207 nChanged 9562 SP:Iteration 1F (2841.812658 sec): 3 clusters Score: Raw -1370931.141426 + Penalty 3237.172020 = -1367693.969406 nChanged 1124 SP:Iteration 2F (2841.887939 sec): 3 clusters Score: Raw -1371353.620775 + Penalty 3237.172020 = -1368116.448755 nChanged 1013 SP:Iteration 3Q (2841.971016 sec): 3 clusters Score: Raw -1371787.332039 + Penalty 3237.172020 = -1368550.160019 nChanged 1067 SP:Iteration 4F (2842.056699 sec): 3 clusters Score: Raw -1372313.979165 + Penalty 3237.172020 = -1369076.807145 nChanged 1180 SP:Iteration 5F (2842.132158 sec): 3 clusters Score: Raw -1372925.012781 + Penalty 3237.172020 = -1369687.840760 nChanged 1182 SP:Iteration 6F (2842.214323 sec): 3 clusters Score: Raw -1373564.129198 + Penalty 3237.172020 = -1370326.957178 nChanged 1162 SP:Iteration 7F (2842.307921 sec): 3 clusters Score: Raw -1374085.943497 + Penalty 3237.172020 = -1370848.771477 nChanged 969 SP:Iteration 8Q (2842.386711 sec): 3 clusters Score: Raw -1374481.571960 + Penalty 3237.172020 = -1371244.399940 nChanged 798 SP:Iteration 9Q (2842.470843 sec): 3 clusters Score: Raw -1374740.420231 + Penalty 3237.172020 = -1371503.248211 nChanged 593 SP:Iteration 10Q (2842.552813 sec): 3 clusters Score: Raw -1374908.577332 + Penalty 3237.172020 = -1371671.405312 nChanged 515 SP:Iteration 11Q (2842.633449 sec): 3 clusters Score: Raw -1375050.564241 + Penalty 3237.172020 = -1371813.392220 nChanged 454 SP:Iteration 12Q (2842.710271 sec): 3 clusters Score: Raw -1375171.326669 + Penalty 3237.172020 = -1371934.154649 nChanged 413 SP:Iteration 13Q (2842.790190 sec): 3 clusters Score: Raw -1375297.261407 + Penalty 3237.172020 = -1372060.089386 nChanged 399 SP:Iteration 14Q (2842.871334 sec): 3 clusters Score: Raw -1375430.400509 + Penalty 3237.172020 = -1372193.228489 nChanged 413 SP:Iteration 15Q (2842.959776 sec): 3 clusters Score: Raw -1375589.814097 + Penalty 3237.172020 = -1372352.642076 nChanged 439 SP:Iteration 16Q (2843.035996 sec): 3 clusters Score: Raw -1375781.369638 + Penalty 3237.172020 = -1372544.197618 nChanged 513 SP:Iteration 17Q (2843.129429 sec): 3 clusters Score: Raw -1376025.985588 + Penalty 3237.172020 = -1372788.813568 nChanged 538 SP:Iteration 18Q (2843.211663 sec): 3 clusters Score: Raw -1376299.949448 + Penalty 3237.172020 = -1373062.777428 nChanged 539 SP:Iteration 19Q (2843.294436 sec): 3 clusters Score: Raw -1376573.589479 + Penalty 3237.172020 = -1373336.417459 nChanged 503 SP:Iteration 20F (2843.381510 sec): 3 clusters Score: Raw -1376804.371856 + Penalty 3237.172020 = -1373567.199836 nChanged 457 SP:Iteration 21Q (2843.470713 sec): 3 clusters Score: Raw -1377028.610985 + Penalty 3237.172020 = -1373791.438965 nChanged 450 SP:Iteration 22Q (2843.553397 sec): 3 clusters Score: Raw -1377232.460836 + Penalty 3237.172020 = -1373995.288815 nChanged 376 SP:Iteration 23Q (2843.639368 sec): 3 clusters Score: Raw -1377383.942111 + Penalty 3237.172020 = -1374146.770091 nChanged 354 SP:Iteration 24Q (2843.723640 sec): 3 clusters Score: Raw -1377519.254895 + Penalty 3237.172020 = -1374282.082875 nChanged 318 SP:Iteration 25Q (2843.804163 sec): 3 clusters Score: Raw -1377626.934691 + Penalty 3237.172020 = -1374389.762671 nChanged 269 SP:Iteration 26Q (2843.882503 sec): 3 clusters Score: Raw -1377715.216856 + Penalty 3237.172020 = -1374478.044836 nChanged 240 SP:Iteration 27Q (2843.951547 sec): 3 clusters Score: Raw -1377788.755151 + Penalty 3237.172020 = -1374551.583131 nChanged 225 SP:Iteration 28Q (2844.031307 sec): 3 clusters Score: Raw -1377858.137387 + Penalty 3237.172020 = -1374620.965367 nChanged 226 SP:Iteration 29Q (2844.119604 sec): 3 clusters Score: Raw -1377917.073213 + Penalty 3237.172020 = -1374679.901193 nChanged 191 SP:Iteration 30Q (2844.204417 sec): 3 clusters Score: Raw -1377963.794495 + Penalty 3237.172020 = -1374726.622475 nChanged 162 SP:Iteration 31Q (2844.283690 sec): 3 clusters Score: Raw -1377995.305184 + Penalty 3237.172020 = -1374758.133164 nChanged 136 SP:Iteration 32Q (2844.370656 sec): 3 clusters Score: Raw -1378019.311858 + Penalty 3237.172020 = -1374782.139838 nChanged 113 SP:Iteration 33Q (2844.451328 sec): 3 clusters Score: Raw -1378038.200235 + Penalty 3237.172020 = -1374801.028215 nChanged 93 SP:Iteration 34Q (2844.534540 sec): 3 clusters Score: Raw -1378050.589379 + Penalty 3237.172020 = -1374813.417359 nChanged 73 SP:Iteration 35Q (2844.614477 sec): 3 clusters Score: Raw -1378060.142926 + Penalty 3237.172020 = -1374822.970905 nChanged 73 SP:Iteration 36Q (2844.702795 sec): 3 clusters Score: Raw -1378069.046870 + Penalty 3237.172020 = -1374831.874849 nChanged 73 SP:Iteration 37Q (2844.789747 sec): 3 clusters Score: Raw -1378077.872032 + Penalty 3237.172020 = -1374840.700012 nChanged 66 SP:Iteration 38Q (2844.874062 sec): 3 clusters Score: Raw -1378085.677938 + Penalty 3237.172020 = -1374848.505917 nChanged 59 SP:Iteration 39Q (2844.956627 sec): 3 clusters Score: Raw -1378092.151571 + Penalty 3237.172020 = -1374854.979551 nChanged 49 SP:Iteration 40F (2845.051412 sec): 3 clusters Score: Raw -1378097.215606 + Penalty 3237.172020 = -1374860.043586 nChanged 46 SP:Iteration 41Q (2845.130721 sec): 3 clusters Score: Raw -1378101.108327 + Penalty 3237.172020 = -1374863.936307 nChanged 34 SP:Iteration 42Q (2845.207130 sec): 3 clusters Score: Raw -1378103.795379 + Penalty 3237.172020 = -1374866.623359 nChanged 32 SP:Iteration 43Q (2845.288198 sec): 3 clusters Score: Raw -1378106.639172 + Penalty 3237.172020 = -1374869.467151 nChanged 33 SP:Iteration 44Q (2845.370870 sec): 3 clusters Score: Raw -1378109.432938 + Penalty 3237.172020 = -1374872.260918 nChanged 36 SP:Iteration 45Q (2845.448498 sec): 3 clusters Score: Raw -1378112.037030 + Penalty 3237.172020 = -1374874.865009 nChanged 35 SP:Iteration 46Q (2845.530839 sec): 3 clusters Score: Raw -1378115.052088 + Penalty 3237.172020 = -1374877.880068 nChanged 35 SP:Iteration 47Q (2845.618483 sec): 3 clusters Score: Raw -1378117.797407 + Penalty 3237.172020 = -1374880.625386 nChanged 31 SP:Iteration 48Q (2845.701984 sec): 3 clusters Score: Raw -1378120.046214 + Penalty 3237.172020 = -1374882.874194 nChanged 27 SP:Iteration 49Q (2845.783238 sec): 3 clusters Score: Raw -1378121.682574 + Penalty 3237.172020 = -1374884.510554 nChanged 14 SP:Iteration 50Q (2845.868341 sec): 3 clusters Score: Raw -1378122.448166 + Penalty 3237.172020 = -1374885.276145 nChanged 18 SP:Iteration 51Q (2845.951713 sec): 3 clusters Score: Raw -1378123.897042 + Penalty 3237.172020 = -1374886.725022 nChanged 20 SP:Iteration 52Q (2846.034890 sec): 3 clusters Score: Raw -1378125.849767 + Penalty 3237.172020 = -1374888.677747 nChanged 32 SP:Iteration 53Q (2846.119520 sec): 3 clusters Score: Raw -1378128.729228 + Penalty 3237.172020 = -1374891.557208 nChanged 32 SP:Iteration 54Q (2846.195990 sec): 3 clusters Score: Raw -1378131.186041 + Penalty 3237.172020 = -1374894.014021 nChanged 33 SP:Iteration 55Q (2846.288563 sec): 3 clusters Score: Raw -1378133.629132 + Penalty 3237.172020 = -1374896.457112 nChanged 38 SP:Iteration 56Q (2846.372631 sec): 3 clusters Score: Raw -1378137.391005 + Penalty 3237.172020 = -1374900.218985 nChanged 40 SP:Iteration 57Q (2846.456965 sec): 3 clusters Score: Raw -1378141.209207 + Penalty 3237.172020 = -1374904.037187 nChanged 41 SP:Iteration 58Q (2846.530095 sec): 3 clusters Score: Raw -1378145.555910 + Penalty 3237.172020 = -1374908.383890 nChanged 51 SP:Iteration 59Q (2846.610717 sec): 3 clusters Score: Raw -1378151.281311 + Penalty 3237.172020 = -1374914.109291 nChanged 46 SP:Iteration 60F (2846.705180 sec): 3 clusters Score: Raw -1378156.035060 + Penalty 3237.172020 = -1374918.863040 nChanged 49 SP:Iteration 61Q (2846.785459 sec): 3 clusters Score: Raw -1378160.448101 + Penalty 3237.172020 = -1374923.276081 nChanged 43 SP:Iteration 62Q (2846.858360 sec): 3 clusters Score: Raw -1378164.371352 + Penalty 3237.172020 = -1374927.199332 nChanged 46 SP:Iteration 63Q (2846.947623 sec): 3 clusters Score: Raw -1378169.581098 + Penalty 3237.172020 = -1374932.409078 nChanged 47 SP:Iteration 64Q (2847.032119 sec): 3 clusters Score: Raw -1378174.599959 + Penalty 3237.172020 = -1374937.427939 nChanged 53 SP:Iteration 65Q (2847.115132 sec): 3 clusters Score: Raw -1378180.184228 + Penalty 3237.172020 = -1374943.012208 nChanged 53 SP:Iteration 66Q (2847.197409 sec): 3 clusters Score: Raw -1378185.796078 + Penalty 3237.172020 = -1374948.624058 nChanged 55 SP:Iteration 67Q (2847.274176 sec): 3 clusters Score: Raw -1378191.822326 + Penalty 3237.172020 = -1374954.650305 nChanged 46 SP:Iteration 68Q (2847.353088 sec): 3 clusters Score: Raw -1378196.869304 + Penalty 3237.172020 = -1374959.697283 nChanged 45 SP:Iteration 69Q (2847.438573 sec): 3 clusters Score: Raw -1378201.300414 + Penalty 3237.172020 = -1374964.128394 nChanged 53 SP:Iteration 70Q (2847.510003 sec): 3 clusters Score: Raw -1378206.576411 + Penalty 3237.172020 = -1374969.404391 nChanged 52 SP:Iteration 71Q (2847.596097 sec): 3 clusters Score: Raw -1378210.931563 + Penalty 3237.172020 = -1374973.759542 nChanged 47 SP:Iteration 72Q (2847.676806 sec): 3 clusters Score: Raw -1378215.182788 + Penalty 3237.172020 = -1374978.010768 nChanged 50 SP:Iteration 73Q (2847.742454 sec): 3 clusters Score: Raw -1378219.621744 + Penalty 3237.172020 = -1374982.449723 nChanged 50 SP:Iteration 74Q (2847.833078 sec): 3 clusters Score: Raw -1378224.563214 + Penalty 3237.172020 = -1374987.391194 nChanged 43 SP:Iteration 75Q (2847.918855 sec): 3 clusters Score: Raw -1378229.078998 + Penalty 3237.172020 = -1374991.906978 nChanged 48 SP:Iteration 76Q (2847.995802 sec): 3 clusters Score: Raw -1378234.304214 + Penalty 3237.172020 = -1374997.132194 nChanged 49 SP:Iteration 77Q (2848.081527 sec): 3 clusters Score: Raw -1378239.153567 + Penalty 3237.172020 = -1375001.981547 nChanged 44 SP:Iteration 78Q (2848.162034 sec): 3 clusters Score: Raw -1378243.846706 + Penalty 3237.172020 = -1375006.674686 nChanged 50 SP:Iteration 79Q (2848.245168 sec): 3 clusters Score: Raw -1378248.715338 + Penalty 3237.172020 = -1375011.543318 nChanged 44 SP:Iteration 80F (2848.331251 sec): 3 clusters Score: Raw -1378253.001665 + Penalty 3237.172020 = -1375015.829645 nChanged 42 SP:Iteration 81Q (2848.408922 sec): 3 clusters Score: Raw -1378257.139322 + Penalty 3237.172020 = -1375019.967302 nChanged 57 SP:Iteration 82Q (2848.493284 sec): 3 clusters Score: Raw -1378263.679237 + Penalty 3237.172020 = -1375026.507217 nChanged 54 SP:Iteration 83Q (2848.579450 sec): 3 clusters Score: Raw -1378269.417895 + Penalty 3237.172020 = -1375032.245874 nChanged 58 SP:Iteration 84Q (2848.660064 sec): 3 clusters Score: Raw -1378275.614938 + Penalty 3237.172020 = -1375038.442918 nChanged 47 SP:Iteration 85Q (2848.742966 sec): 3 clusters Score: Raw -1378280.284913 + Penalty 3237.172020 = -1375043.112893 nChanged 40 SP:Iteration 86Q (2848.823457 sec): 3 clusters Score: Raw -1378283.716056 + Penalty 3237.172020 = -1375046.544036 nChanged 35 SP:Iteration 87Q (2848.899819 sec): 3 clusters Score: Raw -1378286.295845 + Penalty 3237.172020 = -1375049.123824 nChanged 34 SP:Iteration 88Q (2848.971786 sec): 3 clusters Score: Raw -1378288.396843 + Penalty 3237.172020 = -1375051.224823 nChanged 32 SP:Iteration 89Q (2849.050321 sec): 3 clusters Score: Raw -1378290.616917 + Penalty 3237.172020 = -1375053.444896 nChanged 43 SP:Iteration 90Q (2849.138433 sec): 3 clusters Score: Raw -1378294.185515 + Penalty 3237.172020 = -1375057.013495 nChanged 39 SP:Iteration 91Q (2849.224154 sec): 3 clusters Score: Raw -1378298.456970 + Penalty 3237.172020 = -1375061.284950 nChanged 37 SP:Iteration 92Q (2849.292185 sec): 3 clusters Score: Raw -1378302.889268 + Penalty 3237.172020 = -1375065.717248 nChanged 41 SP:Iteration 93Q (2849.379957 sec): 3 clusters Score: Raw -1378307.394864 + Penalty 3237.172020 = -1375070.222843 nChanged 36 SP:Iteration 94Q (2849.458653 sec): 3 clusters Score: Raw -1378310.385147 + Penalty 3237.172020 = -1375073.213127 nChanged 32 SP:Iteration 95Q (2849.542940 sec): 3 clusters Score: Raw -1378312.571091 + Penalty 3237.172020 = -1375075.399071 nChanged 30 SP:Iteration 96Q (2849.629340 sec): 3 clusters Score: Raw -1378314.893743 + Penalty 3237.172020 = -1375077.721723 nChanged 27 SP:Iteration 97Q (2849.710060 sec): 3 clusters Score: Raw -1378317.190996 + Penalty 3237.172020 = -1375080.018976 nChanged 29 SP:Iteration 98Q (2849.791984 sec): 3 clusters Score: Raw -1378319.652621 + Penalty 3237.172020 = -1375082.480601 nChanged 22 SP:Iteration 99Q (2849.876305 sec): 3 clusters Score: Raw -1378321.014110 + Penalty 3237.172020 = -1375083.842089 nChanged 24 SP:Iteration 100F (2849.950129 sec): 3 clusters Score: Raw -1378322.529272 + Penalty 3237.172020 = -1375085.357252 nChanged 23 SP:Iteration 101Q (2850.033546 sec): 3 clusters Score: Raw -1378323.745350 + Penalty 3237.172020 = -1375086.573329 nChanged 19 SP:Iteration 102Q (2850.121337 sec): 3 clusters Score: Raw -1378324.813222 + Penalty 3237.172020 = -1375087.641202 nChanged 15 SP:Iteration 103Q (2850.199058 sec): 3 clusters Score: Raw -1378325.951466 + Penalty 3237.172020 = -1375088.779446 nChanged 20 SP:Iteration 104Q (2850.277579 sec): 3 clusters Score: Raw -1378327.281750 + Penalty 3237.172020 = -1375090.109729 nChanged 23 SP:Iteration 105Q (2850.357441 sec): 3 clusters Score: Raw -1378329.014710 + Penalty 3237.172020 = -1375091.842690 nChanged 23 SP:Iteration 106Q (2850.428132 sec): 3 clusters Score: Raw -1378330.660531 + Penalty 3237.172020 = -1375093.488511 nChanged 36 SP:Iteration 107Q (2850.515482 sec): 3 clusters Score: Raw -1378333.286879 + Penalty 3237.172020 = -1375096.114858 nChanged 35 SP:Iteration 108Q (2850.603286 sec): 3 clusters Score: Raw -1378335.787217 + Penalty 3237.172020 = -1375098.615197 nChanged 36 SP:Iteration 109Q (2850.686812 sec): 3 clusters Score: Raw -1378338.631080 + Penalty 3237.172020 = -1375101.459060 nChanged 38 SP:Iteration 110Q (2850.765205 sec): 3 clusters Score: Raw -1378341.526516 + Penalty 3237.172020 = -1375104.354496 nChanged 43 SP:Iteration 111Q (2850.851166 sec): 3 clusters Score: Raw -1378344.645852 + Penalty 3237.172020 = -1375107.473832 nChanged 36 SP:Iteration 112Q (2850.931303 sec): 3 clusters Score: Raw -1378347.401381 + Penalty 3237.172020 = -1375110.229361 nChanged 34 SP:Iteration 113Q (2851.010813 sec): 3 clusters Score: Raw -1378350.243168 + Penalty 3237.172020 = -1375113.071148 nChanged 37 SP:Iteration 114Q (2851.092897 sec): 3 clusters Score: Raw -1378353.766745 + Penalty 3237.172020 = -1375116.594725 nChanged 31 SP:Iteration 115Q (2851.174711 sec): 3 clusters Score: Raw -1378356.146827 + Penalty 3237.172020 = -1375118.974807 nChanged 23 SP:Iteration 116Q (2851.249778 sec): 3 clusters Score: Raw -1378357.876381 + Penalty 3237.172020 = -1375120.704361 nChanged 22 SP:Iteration 117Q (2851.333452 sec): 3 clusters Score: Raw -1378359.376897 + Penalty 3237.172020 = -1375122.204877 nChanged 16 SP:Iteration 118Q (2851.415667 sec): 3 clusters Score: Raw -1378360.274569 + Penalty 3237.172020 = -1375123.102549 nChanged 14 SP:Iteration 119Q (2851.499174 sec): 3 clusters Score: Raw -1378361.215170 + Penalty 3237.172020 = -1375124.043150 nChanged 14 SP:Iteration 120F (2851.578620 sec): 3 clusters Score: Raw -1378362.274500 + Penalty 3237.172020 = -1375125.102480 nChanged 13 SP:Iteration 121Q (2851.652693 sec): 3 clusters Score: Raw -1378363.325928 + Penalty 3237.172020 = -1375126.153908 nChanged 19 SP:Iteration 122Q (2851.735747 sec): 3 clusters Score: Raw -1378364.537691 + Penalty 3237.172020 = -1375127.365671 nChanged 12 SP:Iteration 123Q (2851.816283 sec): 3 clusters Score: Raw -1378365.241838 + Penalty 3237.172020 = -1375128.069818 nChanged 13 SP:Iteration 124Q (2851.911943 sec): 3 clusters Score: Raw -1378365.958641 + Penalty 3237.172020 = -1375128.786621 nChanged 10 SP:Iteration 125Q (2851.993244 sec): 3 clusters Score: Raw -1378366.544034 + Penalty 3237.172020 = -1375129.372014 nChanged 9 SP:Iteration 126Q (2852.065696 sec): 3 clusters Score: Raw -1378367.000176 + Penalty 3237.172020 = -1375129.828155 nChanged 8 SP:Iteration 127Q (2852.154598 sec): 3 clusters Score: Raw -1378367.383024 + Penalty 3237.172020 = -1375130.211004 nChanged 5 SP:Iteration 128Q (2852.238793 sec): 3 clusters Score: Raw -1378367.741091 + Penalty 3237.172020 = -1375130.569070 nChanged 8 SP:Iteration 129Q (2852.314398 sec): 3 clusters Score: Raw -1378368.624107 + Penalty 3237.172020 = -1375131.452087 nChanged 10 SP:Iteration 130Q (2852.401849 sec): 3 clusters Score: Raw -1378369.204732 + Penalty 3237.172020 = -1375132.032712 nChanged 5 SP:Iteration 131Q (2852.478084 sec): 3 clusters Score: Raw -1378369.488381 + Penalty 3237.172020 = -1375132.316361 nChanged 4 SP:Iteration 132Q (2852.569038 sec): 3 clusters Score: Raw -1378369.702467 + Penalty 3237.172020 = -1375132.530447 nChanged 4 SP:Iteration 133Q (2852.652163 sec): 3 clusters Score: Raw -1378369.877766 + Penalty 3237.172020 = -1375132.705746 nChanged 2 SP:Iteration 134Q (2852.733719 sec): 3 clusters Score: Raw -1378369.991359 + Penalty 3237.172020 = -1375132.819339 nChanged 1 SP:Iteration 135Q (2852.812919 sec): 3 clusters Score: Raw -1378370.045094 + Penalty 3237.172020 = -1375132.873073 nChanged 3 SP:Iteration 136Q (2852.887427 sec): 3 clusters Score: Raw -1378370.218676 + Penalty 3237.172020 = -1375133.046656 nChanged 3 SP:Iteration 137Q (2852.981311 sec): 3 clusters Score: Raw -1378370.305487 + Penalty 3237.172020 = -1375133.133467 nChanged 2 SP:Iteration 138Q (2853.067698 sec): 3 clusters Score: Raw -1378370.356158 + Penalty 3237.172020 = -1375133.184138 nChanged 2 SP:Iteration 139Q (2853.136182 sec): 3 clusters Score: Raw -1378370.423974 + Penalty 3237.172020 = -1375133.251954 nChanged 1 SP:Iteration 140F (2853.224854 sec): 3 clusters Score: Raw -1378370.436682 + Penalty 3237.172020 = -1375133.264662 nChanged 0 Trying to split cluster 33 (1985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2853.241889 sec): 2 clusters Score: Raw -113788.392829 + Penalty 1233.923306 = -112554.469522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2853.299369 sec): 3 clusters Score: Raw -112943.134609 + Penalty 2467.846613 = -110475.287996 nChanged 686 SP:Iteration 1F (2853.337585 sec): 3 clusters Score: Raw -113542.369890 + Penalty 2467.846613 = -111074.523278 nChanged 195 SP:Iteration 2F (2853.382561 sec): 3 clusters Score: Raw -113777.826284 + Penalty 2467.846613 = -111309.979671 nChanged 140 SP:Iteration 3F (2853.430356 sec): 3 clusters Score: Raw -113987.430579 + Penalty 2467.846613 = -111519.583966 nChanged 115 SP:Iteration 4F (2853.484709 sec): 3 clusters Score: Raw -114126.634290 + Penalty 2467.846613 = -111658.787678 nChanged 95 SP:Iteration 5Q (2853.538648 sec): 3 clusters Score: Raw -114235.518482 + Penalty 2467.846613 = -111767.671869 nChanged 71 SP:Iteration 6Q (2853.583904 sec): 3 clusters Score: Raw -114297.027285 + Penalty 2467.846613 = -111829.180672 nChanged 49 SP:Iteration 7Q (2853.631720 sec): 3 clusters Score: Raw -114334.210174 + Penalty 2467.846613 = -111866.363562 nChanged 30 SP:Iteration 8Q (2853.692490 sec): 3 clusters Score: Raw -114353.316557 + Penalty 2467.846613 = -111885.469944 nChanged 27 SP:Iteration 9Q (2853.731157 sec): 3 clusters Score: Raw -114369.145419 + Penalty 2467.846613 = -111901.298806 nChanged 16 SP:Iteration 10Q (2853.773529 sec): 3 clusters Score: Raw -114375.995184 + Penalty 2467.846613 = -111908.148572 nChanged 9 SP:Iteration 11Q (2853.820057 sec): 3 clusters Score: Raw -114379.768302 + Penalty 2467.846613 = -111911.921689 nChanged 6 SP:Iteration 12Q (2853.874921 sec): 3 clusters Score: Raw -114383.710743 + Penalty 2467.846613 = -111915.864130 nChanged 6 SP:Iteration 13Q (2853.921150 sec): 3 clusters Score: Raw -114387.230307 + Penalty 2467.846613 = -111919.383694 nChanged 9 SP:Iteration 14Q (2853.966572 sec): 3 clusters Score: Raw -114391.437935 + Penalty 2467.846613 = -111923.591323 nChanged 6 SP:Iteration 15Q (2854.014281 sec): 3 clusters Score: Raw -114393.275419 + Penalty 2467.846613 = -111925.428806 nChanged 3 SP:Iteration 16Q (2854.056178 sec): 3 clusters Score: Raw -114394.098986 + Penalty 2467.846613 = -111926.252373 nChanged 2 SP:Iteration 17Q (2854.106108 sec): 3 clusters Score: Raw -114394.919822 + Penalty 2467.846613 = -111927.073209 nChanged 1 SP:Iteration 18Q (2854.151564 sec): 3 clusters Score: Raw -114395.766361 + Penalty 2467.846613 = -111927.919748 nChanged 0 SP:Iteration 19F (2854.204742 sec): 3 clusters Score: Raw -114395.766361 + Penalty 2467.846613 = -111927.919748 nChanged 0 Trying to split cluster 34 (25614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2854.275983 sec): 2 clusters Score: Raw -1745592.921452 + Penalty 1649.520333 = -1743943.401119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2854.366267 sec): 3 clusters Score: Raw -1729898.135223 + Penalty 3299.040666 = -1726599.094557 nChanged 11873 SP:Iteration 1F (2854.455534 sec): 3 clusters Score: Raw -1736747.345368 + Penalty 3299.040666 = -1733448.304702 nChanged 1335 SP:Iteration 2F (2854.540693 sec): 3 clusters Score: Raw -1737281.838095 + Penalty 3299.040666 = -1733982.797429 nChanged 1241 SP:Iteration 3Q (2854.619660 sec): 3 clusters Score: Raw -1737771.554000 + Penalty 3299.040666 = -1734472.513334 nChanged 1194 SP:Iteration 4Q (2854.718756 sec): 3 clusters Score: Raw -1738270.525718 + Penalty 3299.040666 = -1734971.485053 nChanged 1151 SP:Iteration 5Q (2854.813665 sec): 3 clusters Score: Raw -1738828.586081 + Penalty 3299.040666 = -1735529.545415 nChanged 1244 SP:Iteration 6Q (2854.901107 sec): 3 clusters Score: Raw -1739482.007933 + Penalty 3299.040666 = -1736182.967268 nChanged 1289 SP:Iteration 7F (2854.994842 sec): 3 clusters Score: Raw -1740201.046077 + Penalty 3299.040666 = -1736902.005412 nChanged 1259 SP:Iteration 8Q (2855.078563 sec): 3 clusters Score: Raw -1740853.034425 + Penalty 3299.040666 = -1737553.993759 nChanged 1139 SP:Iteration 9Q (2855.174525 sec): 3 clusters Score: Raw -1741428.839178 + Penalty 3299.040666 = -1738129.798512 nChanged 927 SP:Iteration 10Q (2855.265161 sec): 3 clusters Score: Raw -1741873.697803 + Penalty 3299.040666 = -1738574.657137 nChanged 832 SP:Iteration 11Q (2855.363893 sec): 3 clusters Score: Raw -1742205.228534 + Penalty 3299.040666 = -1738906.187868 nChanged 663 SP:Iteration 12Q (2855.459126 sec): 3 clusters Score: Raw -1742448.356973 + Penalty 3299.040666 = -1739149.316307 nChanged 570 SP:Iteration 13Q (2855.549963 sec): 3 clusters Score: Raw -1742641.209099 + Penalty 3299.040666 = -1739342.168433 nChanged 475 SP:Iteration 14Q (2855.634510 sec): 3 clusters Score: Raw -1742780.858612 + Penalty 3299.040666 = -1739481.817946 nChanged 401 SP:Iteration 15Q (2855.728314 sec): 3 clusters Score: Raw -1742884.600773 + Penalty 3299.040666 = -1739585.560107 nChanged 366 SP:Iteration 16Q (2855.821081 sec): 3 clusters Score: Raw -1742982.469303 + Penalty 3299.040666 = -1739683.428637 nChanged 316 SP:Iteration 17Q (2855.920323 sec): 3 clusters Score: Raw -1743068.103690 + Penalty 3299.040666 = -1739769.063024 nChanged 328 SP:Iteration 18Q (2856.007706 sec): 3 clusters Score: Raw -1743150.920019 + Penalty 3299.040666 = -1739851.879353 nChanged 319 SP:Iteration 19Q (2856.101409 sec): 3 clusters Score: Raw -1743235.194698 + Penalty 3299.040666 = -1739936.154033 nChanged 308 SP:Iteration 20F (2856.185211 sec): 3 clusters Score: Raw -1743311.234817 + Penalty 3299.040666 = -1740012.194152 nChanged 279 SP:Iteration 21Q (2856.282198 sec): 3 clusters Score: Raw -1743373.329753 + Penalty 3299.040666 = -1740074.289087 nChanged 251 SP:Iteration 22Q (2856.371119 sec): 3 clusters Score: Raw -1743423.579674 + Penalty 3299.040666 = -1740124.539008 nChanged 231 SP:Iteration 23Q (2856.456410 sec): 3 clusters Score: Raw -1743472.100984 + Penalty 3299.040666 = -1740173.060318 nChanged 228 SP:Iteration 24Q (2856.534815 sec): 3 clusters Score: Raw -1743518.737073 + Penalty 3299.040666 = -1740219.696407 nChanged 208 SP:Iteration 25Q (2856.632765 sec): 3 clusters Score: Raw -1743559.495434 + Penalty 3299.040666 = -1740260.454768 nChanged 215 SP:Iteration 26Q (2856.715585 sec): 3 clusters Score: Raw -1743602.122095 + Penalty 3299.040666 = -1740303.081430 nChanged 186 SP:Iteration 27Q (2856.812294 sec): 3 clusters Score: Raw -1743637.455101 + Penalty 3299.040666 = -1740338.414435 nChanged 197 SP:Iteration 28Q (2856.907075 sec): 3 clusters Score: Raw -1743676.274954 + Penalty 3299.040666 = -1740377.234289 nChanged 191 SP:Iteration 29Q (2857.003936 sec): 3 clusters Score: Raw -1743714.450854 + Penalty 3299.040666 = -1740415.410188 nChanged 214 SP:Iteration 30Q (2857.092664 sec): 3 clusters Score: Raw -1743757.419275 + Penalty 3299.040666 = -1740458.378610 nChanged 220 SP:Iteration 31Q (2857.166549 sec): 3 clusters Score: Raw -1743800.427249 + Penalty 3299.040666 = -1740501.386584 nChanged 207 SP:Iteration 32Q (2857.251427 sec): 3 clusters Score: Raw -1743844.865444 + Penalty 3299.040666 = -1740545.824778 nChanged 232 SP:Iteration 33Q (2857.341929 sec): 3 clusters Score: Raw -1743895.435966 + Penalty 3299.040666 = -1740596.395300 nChanged 233 SP:Iteration 34Q (2857.431352 sec): 3 clusters Score: Raw -1743949.470656 + Penalty 3299.040666 = -1740650.429991 nChanged 223 SP:Iteration 35Q (2857.521255 sec): 3 clusters Score: Raw -1744003.404797 + Penalty 3299.040666 = -1740704.364132 nChanged 239 SP:Iteration 36Q (2857.611957 sec): 3 clusters Score: Raw -1744063.636614 + Penalty 3299.040666 = -1740764.595948 nChanged 254 SP:Iteration 37Q (2857.700359 sec): 3 clusters Score: Raw -1744129.287159 + Penalty 3299.040666 = -1740830.246493 nChanged 269 SP:Iteration 38Q (2857.781725 sec): 3 clusters Score: Raw -1744207.276511 + Penalty 3299.040666 = -1740908.235846 nChanged 288 SP:Iteration 39Q (2857.867912 sec): 3 clusters Score: Raw -1744300.572568 + Penalty 3299.040666 = -1741001.531903 nChanged 305 SP:Iteration 40F (2857.959739 sec): 3 clusters Score: Raw -1744405.768576 + Penalty 3299.040666 = -1741106.727911 nChanged 309 SP:Iteration 41Q (2858.048345 sec): 3 clusters Score: Raw -1744519.595136 + Penalty 3299.040666 = -1741220.554471 nChanged 334 SP:Iteration 42Q (2858.122637 sec): 3 clusters Score: Raw -1744649.616294 + Penalty 3299.040666 = -1741350.575628 nChanged 327 SP:Iteration 43Q (2858.211885 sec): 3 clusters Score: Raw -1744787.123679 + Penalty 3299.040666 = -1741488.083013 nChanged 317 SP:Iteration 44Q (2858.297487 sec): 3 clusters Score: Raw -1744927.186154 + Penalty 3299.040666 = -1741628.145488 nChanged 300 SP:Iteration 45Q (2858.383233 sec): 3 clusters Score: Raw -1745065.304538 + Penalty 3299.040666 = -1741766.263872 nChanged 287 SP:Iteration 46Q (2858.473402 sec): 3 clusters Score: Raw -1745193.239799 + Penalty 3299.040666 = -1741894.199134 nChanged 239 SP:Iteration 47Q (2858.556316 sec): 3 clusters Score: Raw -1745299.093347 + Penalty 3299.040666 = -1742000.052682 nChanged 220 SP:Iteration 48Q (2858.644404 sec): 3 clusters Score: Raw -1745412.683157 + Penalty 3299.040666 = -1742113.642491 nChanged 160 SP:Iteration 49Q (2858.727934 sec): 3 clusters Score: Raw -1745492.843333 + Penalty 3299.040666 = -1742193.802668 nChanged 144 SP:Iteration 50Q (2858.811181 sec): 3 clusters Score: Raw -1745565.094289 + Penalty 3299.040666 = -1742266.053623 nChanged 128 SP:Iteration 51Q (2858.891593 sec): 3 clusters Score: Raw -1745642.532492 + Penalty 3299.040666 = -1742343.491826 nChanged 117 SP:Iteration 52Q (2858.981899 sec): 3 clusters Score: Raw -1745706.612470 + Penalty 3299.040666 = -1742407.571804 nChanged 87 SP:Iteration 53Q (2859.067833 sec): 3 clusters Score: Raw -1745761.306930 + Penalty 3299.040666 = -1742462.266265 nChanged 74 SP:Iteration 54Q (2859.147292 sec): 3 clusters Score: Raw -1745798.822635 + Penalty 3299.040666 = -1742499.781969 nChanged 50 SP:Iteration 55Q (2859.230424 sec): 3 clusters Score: Raw -1745817.719502 + Penalty 3299.040666 = -1742518.678836 nChanged 26 SP:Iteration 56Q (2859.303843 sec): 3 clusters Score: Raw -1745826.578539 + Penalty 3299.040666 = -1742527.537873 nChanged 22 SP:Iteration 57Q (2859.395854 sec): 3 clusters Score: Raw -1745834.901734 + Penalty 3299.040666 = -1742535.861068 nChanged 14 SP:Iteration 58Q (2859.474048 sec): 3 clusters Score: Raw -1745840.272370 + Penalty 3299.040666 = -1742541.231704 nChanged 18 SP:Iteration 59Q (2859.554986 sec): 3 clusters Score: Raw -1745846.863381 + Penalty 3299.040666 = -1742547.822715 nChanged 15 SP:Iteration 60F (2859.643411 sec): 3 clusters Score: Raw -1745853.447275 + Penalty 3299.040666 = -1742554.406609 nChanged 13 SP:Iteration 61Q (2859.723151 sec): 3 clusters Score: Raw -1745858.967939 + Penalty 3299.040666 = -1742559.927273 nChanged 15 SP:Iteration 62Q (2859.805152 sec): 3 clusters Score: Raw -1745863.785724 + Penalty 3299.040666 = -1742564.745058 nChanged 6 SP:Iteration 63Q (2859.888075 sec): 3 clusters Score: Raw -1745865.779320 + Penalty 3299.040666 = -1742566.738654 nChanged 6 SP:Iteration 64Q (2859.970128 sec): 3 clusters Score: Raw -1745868.005742 + Penalty 3299.040666 = -1742568.965076 nChanged 7 SP:Iteration 65Q (2860.053670 sec): 3 clusters Score: Raw -1745870.956665 + Penalty 3299.040666 = -1742571.915999 nChanged 9 SP:Iteration 66Q (2860.136037 sec): 3 clusters Score: Raw -1745874.554532 + Penalty 3299.040666 = -1742575.513866 nChanged 8 SP:Iteration 67Q (2860.217986 sec): 3 clusters Score: Raw -1745877.309501 + Penalty 3299.040666 = -1742578.268835 nChanged 8 SP:Iteration 68Q (2860.288741 sec): 3 clusters Score: Raw -1745878.940823 + Penalty 3299.040666 = -1742579.900157 nChanged 3 SP:Iteration 69Q (2860.381143 sec): 3 clusters Score: Raw -1745880.266269 + Penalty 3299.040666 = -1742581.225603 nChanged 3 SP:Iteration 70Q (2860.451942 sec): 3 clusters Score: Raw -1745881.021670 + Penalty 3299.040666 = -1742581.981004 nChanged 2 SP:Iteration 71Q (2860.541434 sec): 3 clusters Score: Raw -1745881.440205 + Penalty 3299.040666 = -1742582.399540 nChanged 2 SP:Iteration 72Q (2860.628330 sec): 3 clusters Score: Raw -1745882.507512 + Penalty 3299.040666 = -1742583.466847 nChanged 7 SP:Iteration 73Q (2860.708767 sec): 3 clusters Score: Raw -1745885.373424 + Penalty 3299.040666 = -1742586.332759 nChanged 5 SP:Iteration 74Q (2860.784505 sec): 3 clusters Score: Raw -1745888.401746 + Penalty 3299.040666 = -1742589.361080 nChanged 5 SP:Iteration 75Q (2860.875042 sec): 3 clusters Score: Raw -1745890.299905 + Penalty 3299.040666 = -1742591.259240 nChanged 6 SP:Iteration 76Q (2860.960558 sec): 3 clusters Score: Raw -1745892.710038 + Penalty 3299.040666 = -1742593.669373 nChanged 3 SP:Iteration 77Q (2861.037134 sec): 3 clusters Score: Raw -1745893.677900 + Penalty 3299.040666 = -1742594.637234 nChanged 1 SP:Iteration 78Q (2861.118285 sec): 3 clusters Score: Raw -1745893.856484 + Penalty 3299.040666 = -1742594.815818 nChanged 1 SP:Iteration 79Q (2861.203548 sec): 3 clusters Score: Raw -1745894.237070 + Penalty 3299.040666 = -1742595.196404 nChanged 1 SP:Iteration 80F (2861.283718 sec): 3 clusters Score: Raw -1745894.336554 + Penalty 3299.040666 = -1742595.295888 nChanged 0 Trying to split cluster 35 (3080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2861.316292 sec): 2 clusters Score: Raw -209219.765459 + Penalty 1305.311292 = -207914.454167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2861.366099 sec): 3 clusters Score: Raw -207749.024324 + Penalty 2610.622585 = -205138.401739 nChanged 1143 SP:Iteration 1F (2861.419211 sec): 3 clusters Score: Raw -208448.064586 + Penalty 2610.622585 = -205837.442001 nChanged 262 SP:Iteration 2F (2861.468018 sec): 3 clusters Score: Raw -208609.086261 + Penalty 2610.622585 = -205998.463676 nChanged 162 SP:Iteration 3F (2861.516924 sec): 3 clusters Score: Raw -208713.815937 + Penalty 2610.622585 = -206103.193352 nChanged 131 SP:Iteration 4Q (2861.565757 sec): 3 clusters Score: Raw -208804.174636 + Penalty 2610.622585 = -206193.552051 nChanged 113 SP:Iteration 5Q (2861.625710 sec): 3 clusters Score: Raw -208866.736402 + Penalty 2610.622585 = -206256.113817 nChanged 79 SP:Iteration 6Q (2861.672587 sec): 3 clusters Score: Raw -208907.477346 + Penalty 2610.622585 = -206296.854762 nChanged 72 SP:Iteration 7Q (2861.736520 sec): 3 clusters Score: Raw -208953.506300 + Penalty 2610.622585 = -206342.883715 nChanged 73 SP:Iteration 8Q (2861.788163 sec): 3 clusters Score: Raw -208999.220062 + Penalty 2610.622585 = -206388.597478 nChanged 76 SP:Iteration 9Q (2861.829586 sec): 3 clusters Score: Raw -209039.041801 + Penalty 2610.622585 = -206428.419216 nChanged 72 SP:Iteration 10Q (2861.879943 sec): 3 clusters Score: Raw -209085.143143 + Penalty 2610.622585 = -206474.520559 nChanged 77 SP:Iteration 11Q (2861.934406 sec): 3 clusters Score: Raw -209129.656025 + Penalty 2610.622585 = -206519.033440 nChanged 73 SP:Iteration 12Q (2861.989367 sec): 3 clusters Score: Raw -209183.128577 + Penalty 2610.622585 = -206572.505992 nChanged 63 SP:Iteration 13Q (2862.042471 sec): 3 clusters Score: Raw -209228.772251 + Penalty 2610.622585 = -206618.149666 nChanged 74 SP:Iteration 14Q (2862.089599 sec): 3 clusters Score: Raw -209285.963126 + Penalty 2610.622585 = -206675.340542 nChanged 85 SP:Iteration 15Q (2862.145908 sec): 3 clusters Score: Raw -209342.640187 + Penalty 2610.622585 = -206732.017603 nChanged 64 SP:Iteration 16Q (2862.199283 sec): 3 clusters Score: Raw -209380.959676 + Penalty 2610.622585 = -206770.337091 nChanged 51 SP:Iteration 17Q (2862.248811 sec): 3 clusters Score: Raw -209410.075521 + Penalty 2610.622585 = -206799.452937 nChanged 47 SP:Iteration 18Q (2862.289642 sec): 3 clusters Score: Raw -209431.009847 + Penalty 2610.622585 = -206820.387262 nChanged 32 SP:Iteration 19Q (2862.355436 sec): 3 clusters Score: Raw -209445.277382 + Penalty 2610.622585 = -206834.654798 nChanged 19 SP:Iteration 20F (2862.395823 sec): 3 clusters Score: Raw -209453.441953 + Penalty 2610.622585 = -206842.819368 nChanged 16 SP:Iteration 21Q (2862.448062 sec): 3 clusters Score: Raw -209461.356236 + Penalty 2610.622585 = -206850.733651 nChanged 22 SP:Iteration 22Q (2862.508628 sec): 3 clusters Score: Raw -209469.796008 + Penalty 2610.622585 = -206859.173423 nChanged 12 SP:Iteration 23Q (2862.559448 sec): 3 clusters Score: Raw -209476.985615 + Penalty 2610.622585 = -206866.363030 nChanged 17 SP:Iteration 24Q (2862.604143 sec): 3 clusters Score: Raw -209485.950554 + Penalty 2610.622585 = -206875.327969 nChanged 16 SP:Iteration 25Q (2862.658497 sec): 3 clusters Score: Raw -209491.291782 + Penalty 2610.622585 = -206880.669198 nChanged 18 SP:Iteration 26Q (2862.692333 sec): 3 clusters Score: Raw -209499.963231 + Penalty 2610.622585 = -206889.340646 nChanged 17 SP:Iteration 27Q (2862.743245 sec): 3 clusters Score: Raw -209510.909022 + Penalty 2610.622585 = -206900.286437 nChanged 27 SP:Iteration 28Q (2862.792966 sec): 3 clusters Score: Raw -209522.558152 + Penalty 2610.622585 = -206911.935567 nChanged 26 SP:Iteration 29Q (2862.845725 sec): 3 clusters Score: Raw -209534.615123 + Penalty 2610.622585 = -206923.992539 nChanged 25 SP:Iteration 30Q (2862.897540 sec): 3 clusters Score: Raw -209547.691735 + Penalty 2610.622585 = -206937.069151 nChanged 17 SP:Iteration 31Q (2862.948445 sec): 3 clusters Score: Raw -209559.444041 + Penalty 2610.622585 = -206948.821456 nChanged 17 SP:Iteration 32Q (2862.999370 sec): 3 clusters Score: Raw -209567.491808 + Penalty 2610.622585 = -206956.869223 nChanged 17 SP:Iteration 33Q (2863.045612 sec): 3 clusters Score: Raw -209574.204830 + Penalty 2610.622585 = -206963.582245 nChanged 14 SP:Iteration 34Q (2863.099156 sec): 3 clusters Score: Raw -209580.632868 + Penalty 2610.622585 = -206970.010283 nChanged 13 SP:Iteration 35Q (2863.148049 sec): 3 clusters Score: Raw -209587.294116 + Penalty 2610.622585 = -206976.671531 nChanged 11 SP:Iteration 36Q (2863.206874 sec): 3 clusters Score: Raw -209591.939745 + Penalty 2610.622585 = -206981.317161 nChanged 6 SP:Iteration 37Q (2863.259201 sec): 3 clusters Score: Raw -209594.269843 + Penalty 2610.622585 = -206983.647258 nChanged 7 SP:Iteration 38Q (2863.302340 sec): 3 clusters Score: Raw -209596.501159 + Penalty 2610.622585 = -206985.878574 nChanged 5 SP:Iteration 39Q (2863.358703 sec): 3 clusters Score: Raw -209597.832990 + Penalty 2610.622585 = -206987.210406 nChanged 1 SP:Iteration 40F (2863.413597 sec): 3 clusters Score: Raw -209598.148878 + Penalty 2610.622585 = -206987.526293 nChanged 2 SP:Iteration 41Q (2863.452193 sec): 3 clusters Score: Raw -209598.568434 + Penalty 2610.622585 = -206987.945850 nChanged 1 SP:Iteration 42Q (2863.507943 sec): 3 clusters Score: Raw -209599.010133 + Penalty 2610.622585 = -206988.387549 nChanged 1 SP:Iteration 43Q (2863.554668 sec): 3 clusters Score: Raw -209599.292695 + Penalty 2610.622585 = -206988.670110 nChanged 3 SP:Iteration 44Q (2863.608494 sec): 3 clusters Score: Raw -209600.660949 + Penalty 2610.622585 = -206990.038365 nChanged 4 SP:Iteration 45Q (2863.654673 sec): 3 clusters Score: Raw -209601.639458 + Penalty 2610.622585 = -206991.016873 nChanged 2 SP:Iteration 46Q (2863.702477 sec): 3 clusters Score: Raw -209602.792195 + Penalty 2610.622585 = -206992.169610 nChanged 5 SP:Iteration 47Q (2863.755193 sec): 3 clusters Score: Raw -209606.820237 + Penalty 2610.622585 = -206996.197652 nChanged 10 SP:Iteration 48Q (2863.804520 sec): 3 clusters Score: Raw -209611.785540 + Penalty 2610.622585 = -207001.162955 nChanged 12 SP:Iteration 49Q (2863.850247 sec): 3 clusters Score: Raw -209617.454782 + Penalty 2610.622585 = -207006.832197 nChanged 9 SP:Iteration 50Q (2863.893109 sec): 3 clusters Score: Raw -209621.513307 + Penalty 2610.622585 = -207010.890722 nChanged 9 SP:Iteration 51Q (2863.952242 sec): 3 clusters Score: Raw -209623.729517 + Penalty 2610.622585 = -207013.106933 nChanged 3 SP:Iteration 52Q (2863.994575 sec): 3 clusters Score: Raw -209624.251268 + Penalty 2610.622585 = -207013.628683 nChanged 2 SP:Iteration 53Q (2864.054597 sec): 3 clusters Score: Raw -209624.886202 + Penalty 2610.622585 = -207014.263618 nChanged 4 SP:Iteration 54Q (2864.106498 sec): 3 clusters Score: Raw -209626.443490 + Penalty 2610.622585 = -207015.820906 nChanged 7 SP:Iteration 55Q (2864.155007 sec): 3 clusters Score: Raw -209629.044402 + Penalty 2610.622585 = -207018.421817 nChanged 4 SP:Iteration 56Q (2864.203045 sec): 3 clusters Score: Raw -209632.024156 + Penalty 2610.622585 = -207021.401571 nChanged 6 SP:Iteration 57Q (2864.253119 sec): 3 clusters Score: Raw -209634.726980 + Penalty 2610.622585 = -207024.104396 nChanged 1 SP:Iteration 58Q (2864.305250 sec): 3 clusters Score: Raw -209635.333973 + Penalty 2610.622585 = -207024.711388 nChanged 0 SP:Iteration 59F (2864.356905 sec): 3 clusters Score: Raw -209635.333973 + Penalty 2610.622585 = -207024.711388 nChanged 0 Trying to split cluster 36 (5818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2864.388557 sec): 2 clusters Score: Raw -396532.107516 + Penalty 1408.665674 = -395123.441842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2864.436316 sec): 3 clusters Score: Raw -393500.946127 + Penalty 2817.331348 = -390683.614779 nChanged 2385 SP:Iteration 1F (2864.493615 sec): 3 clusters Score: Raw -394834.275359 + Penalty 2817.331348 = -392016.944011 nChanged 391 SP:Iteration 2F (2864.553766 sec): 3 clusters Score: Raw -395042.280591 + Penalty 2817.331348 = -392224.949244 nChanged 287 SP:Iteration 3Q (2864.605437 sec): 3 clusters Score: Raw -395208.843023 + Penalty 2817.331348 = -392391.511676 nChanged 223 SP:Iteration 4Q (2864.665926 sec): 3 clusters Score: Raw -395323.180557 + Penalty 2817.331348 = -392505.849209 nChanged 209 SP:Iteration 5Q (2864.732382 sec): 3 clusters Score: Raw -395423.828603 + Penalty 2817.331348 = -392606.497255 nChanged 186 SP:Iteration 6Q (2864.778194 sec): 3 clusters Score: Raw -395521.834604 + Penalty 2817.331348 = -392704.503257 nChanged 217 SP:Iteration 7Q (2864.847759 sec): 3 clusters Score: Raw -395638.294891 + Penalty 2817.331348 = -392820.963544 nChanged 217 SP:Iteration 8Q (2864.896282 sec): 3 clusters Score: Raw -395752.606691 + Penalty 2817.331348 = -392935.275344 nChanged 215 SP:Iteration 9Q (2864.967099 sec): 3 clusters Score: Raw -395871.647060 + Penalty 2817.331348 = -393054.315712 nChanged 203 SP:Iteration 10Q (2865.012398 sec): 3 clusters Score: Raw -395993.576722 + Penalty 2817.331348 = -393176.245374 nChanged 191 SP:Iteration 11Q (2865.065590 sec): 3 clusters Score: Raw -396108.146360 + Penalty 2817.331348 = -393290.815012 nChanged 203 SP:Iteration 12Q (2865.127459 sec): 3 clusters Score: Raw -396239.521314 + Penalty 2817.331348 = -393422.189967 nChanged 172 SP:Iteration 13Q (2865.177814 sec): 3 clusters Score: Raw -396356.469884 + Penalty 2817.331348 = -393539.138537 nChanged 176 SP:Iteration 14Q (2865.235748 sec): 3 clusters Score: Raw -396462.999087 + Penalty 2817.331348 = -393645.667739 nChanged 152 SP:Iteration 15Q (2865.297798 sec): 3 clusters Score: Raw -396555.405025 + Penalty 2817.331348 = -393738.073677 nChanged 126 SP:Iteration 16Q (2865.357699 sec): 3 clusters Score: Raw -396615.904338 + Penalty 2817.331348 = -393798.572990 nChanged 101 SP:Iteration 17Q (2865.402343 sec): 3 clusters Score: Raw -396670.648912 + Penalty 2817.331348 = -393853.317565 nChanged 83 SP:Iteration 18Q (2865.461972 sec): 3 clusters Score: Raw -396702.777464 + Penalty 2817.331348 = -393885.446117 nChanged 51 SP:Iteration 19Q (2865.518003 sec): 3 clusters Score: Raw -396725.703138 + Penalty 2817.331348 = -393908.371791 nChanged 49 SP:Iteration 20F (2865.570905 sec): 3 clusters Score: Raw -396746.045844 + Penalty 2817.331348 = -393928.714496 nChanged 39 SP:Iteration 21Q (2865.617261 sec): 3 clusters Score: Raw -396765.255992 + Penalty 2817.331348 = -393947.924644 nChanged 47 SP:Iteration 22Q (2865.674313 sec): 3 clusters Score: Raw -396781.208931 + Penalty 2817.331348 = -393963.877584 nChanged 34 SP:Iteration 23Q (2865.737373 sec): 3 clusters Score: Raw -396788.724202 + Penalty 2817.331348 = -393971.392855 nChanged 25 SP:Iteration 24Q (2865.789616 sec): 3 clusters Score: Raw -396794.345912 + Penalty 2817.331348 = -393977.014564 nChanged 28 SP:Iteration 25Q (2865.841188 sec): 3 clusters Score: Raw -396801.712185 + Penalty 2817.331348 = -393984.380837 nChanged 23 SP:Iteration 26Q (2865.898373 sec): 3 clusters Score: Raw -396809.607855 + Penalty 2817.331348 = -393992.276507 nChanged 14 SP:Iteration 27Q (2865.962238 sec): 3 clusters Score: Raw -396813.273212 + Penalty 2817.331348 = -393995.941864 nChanged 12 SP:Iteration 28Q (2866.014071 sec): 3 clusters Score: Raw -396816.368245 + Penalty 2817.331348 = -393999.036897 nChanged 13 SP:Iteration 29Q (2866.073541 sec): 3 clusters Score: Raw -396818.460542 + Penalty 2817.331348 = -394001.129194 nChanged 11 SP:Iteration 30Q (2866.131056 sec): 3 clusters Score: Raw -396820.535167 + Penalty 2817.331348 = -394003.203820 nChanged 10 SP:Iteration 31Q (2866.188640 sec): 3 clusters Score: Raw -396823.022578 + Penalty 2817.331348 = -394005.691230 nChanged 9 SP:Iteration 32Q (2866.244883 sec): 3 clusters Score: Raw -396825.634292 + Penalty 2817.331348 = -394008.302944 nChanged 13 SP:Iteration 33Q (2866.298591 sec): 3 clusters Score: Raw -396828.811608 + Penalty 2817.331348 = -394011.480261 nChanged 15 SP:Iteration 34Q (2866.350508 sec): 3 clusters Score: Raw -396834.958996 + Penalty 2817.331348 = -394017.627648 nChanged 19 SP:Iteration 35Q (2866.406622 sec): 3 clusters Score: Raw -396840.245849 + Penalty 2817.331348 = -394022.914502 nChanged 12 SP:Iteration 36Q (2866.461026 sec): 3 clusters Score: Raw -396844.086966 + Penalty 2817.331348 = -394026.755618 nChanged 14 SP:Iteration 37Q (2866.519382 sec): 3 clusters Score: Raw -396847.859854 + Penalty 2817.331348 = -394030.528506 nChanged 15 SP:Iteration 38Q (2866.580485 sec): 3 clusters Score: Raw -396852.153028 + Penalty 2817.331348 = -394034.821681 nChanged 18 SP:Iteration 39Q (2866.640455 sec): 3 clusters Score: Raw -396855.658004 + Penalty 2817.331348 = -394038.326656 nChanged 15 SP:Iteration 40F (2866.686116 sec): 3 clusters Score: Raw -396858.804314 + Penalty 2817.331348 = -394041.472966 nChanged 10 SP:Iteration 41Q (2866.738831 sec): 3 clusters Score: Raw -396860.433119 + Penalty 2817.331348 = -394043.101771 nChanged 5 SP:Iteration 42Q (2866.802623 sec): 3 clusters Score: Raw -396861.405365 + Penalty 2817.331348 = -394044.074017 nChanged 4 SP:Iteration 43Q (2866.851254 sec): 3 clusters Score: Raw -396862.453468 + Penalty 2817.331348 = -394045.122121 nChanged 4 SP:Iteration 44Q (2866.917234 sec): 3 clusters Score: Raw -396863.406648 + Penalty 2817.331348 = -394046.075301 nChanged 4 SP:Iteration 45Q (2866.962870 sec): 3 clusters Score: Raw -396864.291119 + Penalty 2817.331348 = -394046.959771 nChanged 3 SP:Iteration 46Q (2867.018192 sec): 3 clusters Score: Raw -396864.650901 + Penalty 2817.331348 = -394047.319553 nChanged 5 SP:Iteration 47Q (2867.081981 sec): 3 clusters Score: Raw -396865.754977 + Penalty 2817.331348 = -394048.423629 nChanged 5 SP:Iteration 48Q (2867.125432 sec): 3 clusters Score: Raw -396866.830332 + Penalty 2817.331348 = -394049.498984 nChanged 5 SP:Iteration 49Q (2867.181269 sec): 3 clusters Score: Raw -396867.319533 + Penalty 2817.331348 = -394049.988185 nChanged 3 SP:Iteration 50Q (2867.248040 sec): 3 clusters Score: Raw -396868.148110 + Penalty 2817.331348 = -394050.816763 nChanged 5 SP:Iteration 51Q (2867.304583 sec): 3 clusters Score: Raw -396869.019974 + Penalty 2817.331348 = -394051.688626 nChanged 3 SP:Iteration 52Q (2867.355106 sec): 3 clusters Score: Raw -396869.348314 + Penalty 2817.331348 = -394052.016966 nChanged 4 SP:Iteration 53Q (2867.408915 sec): 3 clusters Score: Raw -396870.191819 + Penalty 2817.331348 = -394052.860471 nChanged 2 SP:Iteration 54Q (2867.456938 sec): 3 clusters Score: Raw -396870.706956 + Penalty 2817.331348 = -394053.375608 nChanged 2 SP:Iteration 55Q (2867.509148 sec): 3 clusters Score: Raw -396871.057459 + Penalty 2817.331348 = -394053.726111 nChanged 0 SP:Iteration 56F (2867.561127 sec): 3 clusters Score: Raw -396871.057459 + Penalty 2817.331348 = -394053.726111 nChanged 0 Iteration 339Q (2871.982117 sec): 37 clusters Score: Raw -32162524.293249 + Penalty 76786.113438 = -32085738.179811 nChanged 78 Iteration 340F (2883.352304 sec): 37 clusters Score: Raw -32162526.383410 + Penalty 76786.113438 = -32085740.269971 nChanged 75 Iteration 341Q (2887.871342 sec): 37 clusters Score: Raw -32162528.351379 + Penalty 76786.113438 = -32085742.237940 nChanged 71 Iteration 342Q (2891.998003 sec): 37 clusters Score: Raw -32162530.269003 + Penalty 76786.113438 = -32085744.155565 nChanged 59 Iteration 343Q (2896.528771 sec): 37 clusters Score: Raw -32162531.759902 + Penalty 76786.113438 = -32085745.646463 nChanged 62 Iteration 344Q (2901.052333 sec): 37 clusters Score: Raw -32162533.364782 + Penalty 76786.113438 = -32085747.251343 nChanged 60 Iteration 345Q (2905.829032 sec): 37 clusters Score: Raw -32162535.209836 + Penalty 76786.113438 = -32085749.096397 nChanged 79 Iteration 346Q (2910.082446 sec): 37 clusters Score: Raw -32162537.639236 + Penalty 76786.113438 = -32085751.525797 nChanged 63 Iteration 347Q (2914.666275 sec): 37 clusters Score: Raw -32162539.652961 + Penalty 76786.113438 = -32085753.539523 nChanged 70 Iteration 348Q (2918.949450 sec): 37 clusters Score: Raw -32162541.990290 + Penalty 76786.113438 = -32085755.876852 nChanged 65 Iteration 349Q (2923.704372 sec): 37 clusters Score: Raw -32162544.166857 + Penalty 76786.113438 = -32085758.053419 nChanged 75 Iteration 350Q (2927.896542 sec): 37 clusters Score: Raw -32162546.960389 + Penalty 76786.113438 = -32085760.846950 nChanged 71 Iteration 351Q (2932.549701 sec): 37 clusters Score: Raw -32162549.500578 + Penalty 76786.113438 = -32085763.387139 nChanged 78 Iteration 352Q (2936.780248 sec): 37 clusters Score: Raw -32162552.435220 + Penalty 76786.113438 = -32085766.321781 nChanged 88 Iteration 353Q (2941.177583 sec): 37 clusters Score: Raw -32162556.196040 + Penalty 76786.113438 = -32085770.082602 nChanged 92 Iteration 354Q (2945.124857 sec): 37 clusters Score: Raw -32162559.515207 + Penalty 76786.113438 = -32085773.401768 nChanged 87 Iteration 355Q (2949.730000 sec): 37 clusters Score: Raw -32162562.221438 + Penalty 76786.113438 = -32085776.108000 nChanged 90 Iteration 356Q (2954.391795 sec): 37 clusters Score: Raw -32162565.253100 + Penalty 76786.113438 = -32085779.139661 nChanged 98 Iteration 357Q (2958.999093 sec): 37 clusters Score: Raw -32162568.700535 + Penalty 76786.113438 = -32085782.587097 nChanged 94 Iteration 358Q (2963.822173 sec): 37 clusters Score: Raw -32162571.878240 + Penalty 76786.113438 = -32085785.764802 nChanged 94 Iteration 359Q (2968.186771 sec): 37 clusters Score: Raw -32162575.161023 + Penalty 76786.113438 = -32085789.047584 nChanged 97 Iteration 360F (2979.643494 sec): 37 clusters Score: Raw -32162578.581059 + Penalty 76786.113438 = -32085792.467620 nChanged 90 Iteration 361Q (2984.257088 sec): 37 clusters Score: Raw -32162581.365711 + Penalty 76786.113438 = -32085795.252272 nChanged 93 Iteration 362Q (2988.660369 sec): 37 clusters Score: Raw -32162584.703204 + Penalty 76786.113438 = -32085798.589765 nChanged 93 Iteration 363Q (2993.192804 sec): 37 clusters Score: Raw -32162590.143445 + Penalty 76786.113438 = -32085804.030007 nChanged 111 Iteration 364Q (2997.741012 sec): 37 clusters Score: Raw -32162594.922257 + Penalty 76786.113438 = -32085808.808819 nChanged 116 Iteration 365Q (3002.147076 sec): 37 clusters Score: Raw -32162600.239428 + Penalty 76786.113438 = -32085814.125990 nChanged 133 Iteration 366Q (3006.486571 sec): 37 clusters Score: Raw -32162611.176536 + Penalty 76786.113438 = -32085825.063097 nChanged 178 Iteration 367Q (3010.273345 sec): 37 clusters Score: Raw -32162623.886240 + Penalty 76786.113438 = -32085837.772802 nChanged 184 Iteration 368Q (3014.388728 sec): 37 clusters Score: Raw -32162636.685901 + Penalty 76786.113438 = -32085850.572462 nChanged 189 Iteration 369Q (3018.360336 sec): 37 clusters Score: Raw -32162651.762093 + Penalty 76786.113438 = -32085865.648655 nChanged 206 Iteration 370Q (3023.140597 sec): 37 clusters Score: Raw -32162663.202582 + Penalty 76786.113438 = -32085877.089144 nChanged 196 Iteration 371Q (3026.999458 sec): 37 clusters Score: Raw -32162673.859545 + Penalty 76786.113438 = -32085887.746107 nChanged 163 Iteration 372Q (3031.481715 sec): 37 clusters Score: Raw -32162680.863384 + Penalty 76786.113438 = -32085894.749946 nChanged 157 Iteration 373Q (3036.140083 sec): 37 clusters Score: Raw -32162687.287238 + Penalty 76786.113438 = -32085901.173799 nChanged 125 Iteration 374Q (3040.987711 sec): 37 clusters Score: Raw -32162692.403310 + Penalty 76786.113438 = -32085906.289872 nChanged 132 Iteration 375Q (3045.565369 sec): 37 clusters Score: Raw -32162697.485102 + Penalty 76786.113438 = -32085911.371663 nChanged 135 Iteration 376Q (3050.375984 sec): 37 clusters Score: Raw -32162702.395837 + Penalty 76786.113438 = -32085916.282398 nChanged 126 Iteration 377Q (3054.684787 sec): 37 clusters Score: Raw -32162707.364124 + Penalty 76786.113438 = -32085921.250686 nChanged 120 Iteration 378Q (3059.134027 sec): 37 clusters Score: Raw -32162711.434365 + Penalty 76786.113438 = -32085925.320927 nChanged 119 Writing temp clu file Because OldScore, -32085921.250686, is greater than current (better) Score,-32085925.320927 Compute initial score before splitting: Score: Raw -32162711.434365 + Penalty 76786.113438 = -32085925.320927 Trying to split cluster 1 (8761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3059.352584 sec): 2 clusters Score: Raw -604760.279120 + Penalty 1475.185617 = -603285.093503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3059.413673 sec): 3 clusters Score: Raw -599975.831950 + Penalty 2950.371233 = -597025.460717 nChanged 3712 SP:Iteration 1F (3059.472242 sec): 3 clusters Score: Raw -602174.199890 + Penalty 2950.371233 = -599223.828657 nChanged 653 SP:Iteration 2F (3059.529461 sec): 3 clusters Score: Raw -602619.178239 + Penalty 2950.371233 = -599668.807006 nChanged 536 SP:Iteration 3F (3059.587648 sec): 3 clusters Score: Raw -602989.613552 + Penalty 2950.371233 = -600039.242319 nChanged 550 SP:Iteration 4F (3059.642562 sec): 3 clusters Score: Raw -603322.156678 + Penalty 2950.371233 = -600371.785445 nChanged 472 SP:Iteration 5F (3059.710854 sec): 3 clusters Score: Raw -603578.395294 + Penalty 2950.371233 = -600628.024061 nChanged 426 SP:Iteration 6Q (3059.765916 sec): 3 clusters Score: Raw -603820.504088 + Penalty 2950.371233 = -600870.132855 nChanged 372 SP:Iteration 7Q (3059.835454 sec): 3 clusters Score: Raw -604040.491800 + Penalty 2950.371233 = -601090.120567 nChanged 350 SP:Iteration 8Q (3059.895136 sec): 3 clusters Score: Raw -604254.277537 + Penalty 2950.371233 = -601303.906304 nChanged 325 SP:Iteration 9Q (3059.953849 sec): 3 clusters Score: Raw -604466.498893 + Penalty 2950.371233 = -601516.127660 nChanged 322 SP:Iteration 10Q (3060.018694 sec): 3 clusters Score: Raw -604683.893792 + Penalty 2950.371233 = -601733.522559 nChanged 273 SP:Iteration 11Q (3060.079752 sec): 3 clusters Score: Raw -604866.607177 + Penalty 2950.371233 = -601916.235944 nChanged 230 SP:Iteration 12Q (3060.136548 sec): 3 clusters Score: Raw -605009.455718 + Penalty 2950.371233 = -602059.084485 nChanged 188 SP:Iteration 13Q (3060.194326 sec): 3 clusters Score: Raw -605123.984944 + Penalty 2950.371233 = -602173.613711 nChanged 166 SP:Iteration 14Q (3060.253023 sec): 3 clusters Score: Raw -605224.726567 + Penalty 2950.371233 = -602274.355334 nChanged 121 SP:Iteration 15Q (3060.316958 sec): 3 clusters Score: Raw -605297.693869 + Penalty 2950.371233 = -602347.322635 nChanged 92 SP:Iteration 16Q (3060.384417 sec): 3 clusters Score: Raw -605343.855424 + Penalty 2950.371233 = -602393.484191 nChanged 75 SP:Iteration 17Q (3060.431185 sec): 3 clusters Score: Raw -605377.698168 + Penalty 2950.371233 = -602427.326934 nChanged 63 SP:Iteration 18Q (3060.493750 sec): 3 clusters Score: Raw -605405.669543 + Penalty 2950.371233 = -602455.298310 nChanged 56 SP:Iteration 19Q (3060.557525 sec): 3 clusters Score: Raw -605434.013493 + Penalty 2950.371233 = -602483.642260 nChanged 47 SP:Iteration 20F (3060.611098 sec): 3 clusters Score: Raw -605464.704330 + Penalty 2950.371233 = -602514.333097 nChanged 46 SP:Iteration 21Q (3060.679836 sec): 3 clusters Score: Raw -605498.284697 + Penalty 2950.371233 = -602547.913463 nChanged 43 SP:Iteration 22Q (3060.724703 sec): 3 clusters Score: Raw -605523.882991 + Penalty 2950.371233 = -602573.511758 nChanged 34 SP:Iteration 23Q (3060.788042 sec): 3 clusters Score: Raw -605539.134693 + Penalty 2950.371233 = -602588.763460 nChanged 36 SP:Iteration 24Q (3060.841233 sec): 3 clusters Score: Raw -605554.599307 + Penalty 2950.371233 = -602604.228073 nChanged 19 SP:Iteration 25Q (3060.901641 sec): 3 clusters Score: Raw -605563.451032 + Penalty 2950.371233 = -602613.079799 nChanged 13 SP:Iteration 26Q (3060.965112 sec): 3 clusters Score: Raw -605568.974150 + Penalty 2950.371233 = -602618.602917 nChanged 9 SP:Iteration 27Q (3061.022315 sec): 3 clusters Score: Raw -605572.963395 + Penalty 2950.371233 = -602622.592162 nChanged 6 SP:Iteration 28Q (3061.072778 sec): 3 clusters Score: Raw -605576.292032 + Penalty 2950.371233 = -602625.920799 nChanged 5 SP:Iteration 29Q (3061.128720 sec): 3 clusters Score: Raw -605578.458440 + Penalty 2950.371233 = -602628.087207 nChanged 4 SP:Iteration 30Q (3061.186845 sec): 3 clusters Score: Raw -605579.680437 + Penalty 2950.371233 = -602629.309204 nChanged 2 SP:Iteration 31Q (3061.245753 sec): 3 clusters Score: Raw -605580.496635 + Penalty 2950.371233 = -602630.125402 nChanged 4 SP:Iteration 32Q (3061.301770 sec): 3 clusters Score: Raw -605582.780931 + Penalty 2950.371233 = -602632.409698 nChanged 3 SP:Iteration 33Q (3061.364984 sec): 3 clusters Score: Raw -605583.620649 + Penalty 2950.371233 = -602633.249416 nChanged 5 SP:Iteration 34Q (3061.423536 sec): 3 clusters Score: Raw -605586.196821 + Penalty 2950.371233 = -602635.825588 nChanged 5 SP:Iteration 35Q (3061.483066 sec): 3 clusters Score: Raw -605588.441439 + Penalty 2950.371233 = -602638.070206 nChanged 6 SP:Iteration 36Q (3061.538975 sec): 3 clusters Score: Raw -605590.656113 + Penalty 2950.371233 = -602640.284880 nChanged 2 SP:Iteration 37Q (3061.601366 sec): 3 clusters Score: Raw -605591.592945 + Penalty 2950.371233 = -602641.221712 nChanged 2 SP:Iteration 38Q (3061.662339 sec): 3 clusters Score: Raw -605592.110178 + Penalty 2950.371233 = -602641.738945 nChanged 2 SP:Iteration 39Q (3061.719238 sec): 3 clusters Score: Raw -605592.640683 + Penalty 2950.371233 = -602642.269450 nChanged 2 SP:Iteration 40F (3061.765295 sec): 3 clusters Score: Raw -605593.411179 + Penalty 2950.371233 = -602643.039946 nChanged 2 SP:Iteration 41Q (3061.819806 sec): 3 clusters Score: Raw -605594.398140 + Penalty 2950.371233 = -602644.026907 nChanged 1 SP:Iteration 42Q (3061.879389 sec): 3 clusters Score: Raw -605594.512048 + Penalty 2950.371233 = -602644.140815 nChanged 1 SP:Iteration 43Q (3061.936426 sec): 3 clusters Score: Raw -605594.791466 + Penalty 2950.371233 = -602644.420233 nChanged 1 SP:Iteration 44Q (3062.008314 sec): 3 clusters Score: Raw -605595.103990 + Penalty 2950.371233 = -602644.732756 nChanged 0 SP:Iteration 45F (3062.068408 sec): 3 clusters Score: Raw -605595.103990 + Penalty 2950.371233 = -602644.732756 nChanged 0 Trying to split cluster 2 (10067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3062.102691 sec): 2 clusters Score: Raw -660561.847626 + Penalty 1497.765429 = -659064.082197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3062.167540 sec): 3 clusters Score: Raw -654852.431100 + Penalty 2995.530859 = -651856.900241 nChanged 4402 SP:Iteration 1F (3062.220917 sec): 3 clusters Score: Raw -657266.809258 + Penalty 2995.530859 = -654271.278399 nChanged 621 SP:Iteration 2F (3062.293341 sec): 3 clusters Score: Raw -657571.812511 + Penalty 2995.530859 = -654576.281652 nChanged 594 SP:Iteration 3F (3062.345142 sec): 3 clusters Score: Raw -657882.702717 + Penalty 2995.530859 = -654887.171858 nChanged 538 SP:Iteration 4F (3062.413034 sec): 3 clusters Score: Raw -658176.048014 + Penalty 2995.530859 = -655180.517155 nChanged 542 SP:Iteration 5F (3062.481034 sec): 3 clusters Score: Raw -658482.174742 + Penalty 2995.530859 = -655486.643883 nChanged 500 SP:Iteration 6Q (3062.544346 sec): 3 clusters Score: Raw -658763.559447 + Penalty 2995.530859 = -655768.028588 nChanged 479 SP:Iteration 7Q (3062.616409 sec): 3 clusters Score: Raw -659066.041354 + Penalty 2995.530859 = -656070.510495 nChanged 435 SP:Iteration 8Q (3062.677581 sec): 3 clusters Score: Raw -659309.167018 + Penalty 2995.530859 = -656313.636159 nChanged 366 SP:Iteration 9Q (3062.734327 sec): 3 clusters Score: Raw -659530.428564 + Penalty 2995.530859 = -656534.897705 nChanged 334 SP:Iteration 10Q (3062.806061 sec): 3 clusters Score: Raw -659741.220990 + Penalty 2995.530859 = -656745.690132 nChanged 305 SP:Iteration 11Q (3062.867424 sec): 3 clusters Score: Raw -659939.336934 + Penalty 2995.530859 = -656943.806075 nChanged 279 SP:Iteration 12Q (3062.933186 sec): 3 clusters Score: Raw -660111.794720 + Penalty 2995.530859 = -657116.263861 nChanged 210 SP:Iteration 13Q (3062.997565 sec): 3 clusters Score: Raw -660247.174703 + Penalty 2995.530859 = -657251.643844 nChanged 197 SP:Iteration 14Q (3063.065105 sec): 3 clusters Score: Raw -660376.285203 + Penalty 2995.530859 = -657380.754345 nChanged 174 SP:Iteration 15Q (3063.115441 sec): 3 clusters Score: Raw -660476.368546 + Penalty 2995.530859 = -657480.837687 nChanged 140 SP:Iteration 16Q (3063.182508 sec): 3 clusters Score: Raw -660547.985235 + Penalty 2995.530859 = -657552.454376 nChanged 114 SP:Iteration 17Q (3063.244760 sec): 3 clusters Score: Raw -660610.909997 + Penalty 2995.530859 = -657615.379139 nChanged 99 SP:Iteration 18Q (3063.303013 sec): 3 clusters Score: Raw -660665.557616 + Penalty 2995.530859 = -657670.026757 nChanged 77 SP:Iteration 19Q (3063.364520 sec): 3 clusters Score: Raw -660710.435533 + Penalty 2995.530859 = -657714.904674 nChanged 66 SP:Iteration 20F (3063.425151 sec): 3 clusters Score: Raw -660748.289388 + Penalty 2995.530859 = -657752.758529 nChanged 59 SP:Iteration 21Q (3063.482586 sec): 3 clusters Score: Raw -660779.604146 + Penalty 2995.530859 = -657784.073287 nChanged 46 SP:Iteration 22Q (3063.537151 sec): 3 clusters Score: Raw -660803.058464 + Penalty 2995.530859 = -657807.527605 nChanged 38 SP:Iteration 23Q (3063.606457 sec): 3 clusters Score: Raw -660833.432384 + Penalty 2995.530859 = -657837.901525 nChanged 30 SP:Iteration 24Q (3063.666995 sec): 3 clusters Score: Raw -660850.641448 + Penalty 2995.530859 = -657855.110589 nChanged 37 SP:Iteration 25Q (3063.724249 sec): 3 clusters Score: Raw -660874.581832 + Penalty 2995.530859 = -657879.050973 nChanged 26 SP:Iteration 26Q (3063.784298 sec): 3 clusters Score: Raw -660889.330244 + Penalty 2995.530859 = -657893.799386 nChanged 25 SP:Iteration 27Q (3063.840305 sec): 3 clusters Score: Raw -660911.346941 + Penalty 2995.530859 = -657915.816082 nChanged 32 SP:Iteration 28Q (3063.900118 sec): 3 clusters Score: Raw -660933.282247 + Penalty 2995.530859 = -657937.751388 nChanged 22 SP:Iteration 29Q (3063.963381 sec): 3 clusters Score: Raw -660944.219864 + Penalty 2995.530859 = -657948.689006 nChanged 20 SP:Iteration 30Q (3064.023553 sec): 3 clusters Score: Raw -660951.630920 + Penalty 2995.530859 = -657956.100061 nChanged 8 SP:Iteration 31Q (3064.084832 sec): 3 clusters Score: Raw -660953.624149 + Penalty 2995.530859 = -657958.093291 nChanged 3 SP:Iteration 32Q (3064.141737 sec): 3 clusters Score: Raw -660954.373772 + Penalty 2995.530859 = -657958.842913 nChanged 0 SP:Iteration 33F (3064.196433 sec): 3 clusters Score: Raw -660954.373772 + Penalty 2995.530859 = -657958.842913 nChanged 0 Trying to split cluster 3 (8204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3064.234278 sec): 2 clusters Score: Raw -559708.205387 + Penalty 1464.511282 = -558243.694105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3064.302886 sec): 3 clusters Score: Raw -555151.545250 + Penalty 2929.022564 = -552222.522686 nChanged 3465 SP:Iteration 1F (3064.358567 sec): 3 clusters Score: Raw -557137.952632 + Penalty 2929.022564 = -554208.930068 nChanged 555 SP:Iteration 2F (3064.418360 sec): 3 clusters Score: Raw -557425.145637 + Penalty 2929.022564 = -554496.123073 nChanged 460 SP:Iteration 3F (3064.482733 sec): 3 clusters Score: Raw -557635.489060 + Penalty 2929.022564 = -554706.466496 nChanged 394 SP:Iteration 4Q (3064.536565 sec): 3 clusters Score: Raw -557820.371779 + Penalty 2929.022564 = -554891.349215 nChanged 341 SP:Iteration 5Q (3064.597097 sec): 3 clusters Score: Raw -557966.438671 + Penalty 2929.022564 = -555037.416108 nChanged 298 SP:Iteration 6Q (3064.654049 sec): 3 clusters Score: Raw -558087.236306 + Penalty 2929.022564 = -555158.213742 nChanged 263 SP:Iteration 7Q (3064.724304 sec): 3 clusters Score: Raw -558194.557333 + Penalty 2929.022564 = -555265.534769 nChanged 243 SP:Iteration 8Q (3064.784016 sec): 3 clusters Score: Raw -558290.557510 + Penalty 2929.022564 = -555361.534946 nChanged 238 SP:Iteration 9Q (3064.840091 sec): 3 clusters Score: Raw -558400.455460 + Penalty 2929.022564 = -555471.432896 nChanged 236 SP:Iteration 10Q (3064.902223 sec): 3 clusters Score: Raw -558517.780061 + Penalty 2929.022564 = -555588.757497 nChanged 254 SP:Iteration 11Q (3064.951663 sec): 3 clusters Score: Raw -558638.285281 + Penalty 2929.022564 = -555709.262717 nChanged 238 SP:Iteration 12Q (3065.014806 sec): 3 clusters Score: Raw -558734.653672 + Penalty 2929.022564 = -555805.631109 nChanged 220 SP:Iteration 13Q (3065.075255 sec): 3 clusters Score: Raw -558821.274941 + Penalty 2929.022564 = -555892.252377 nChanged 186 SP:Iteration 14Q (3065.143998 sec): 3 clusters Score: Raw -558901.350170 + Penalty 2929.022564 = -555972.327607 nChanged 189 SP:Iteration 15Q (3065.194432 sec): 3 clusters Score: Raw -558984.011461 + Penalty 2929.022564 = -556054.988897 nChanged 190 SP:Iteration 16Q (3065.262798 sec): 3 clusters Score: Raw -559068.428328 + Penalty 2929.022564 = -556139.405765 nChanged 182 SP:Iteration 17Q (3065.315529 sec): 3 clusters Score: Raw -559143.554463 + Penalty 2929.022564 = -556214.531899 nChanged 163 SP:Iteration 18Q (3065.371388 sec): 3 clusters Score: Raw -559205.287420 + Penalty 2929.022564 = -556276.264856 nChanged 153 SP:Iteration 19Q (3065.437266 sec): 3 clusters Score: Raw -559265.141762 + Penalty 2929.022564 = -556336.119198 nChanged 144 SP:Iteration 20F (3065.503801 sec): 3 clusters Score: Raw -559328.802734 + Penalty 2929.022564 = -556399.780170 nChanged 138 SP:Iteration 21Q (3065.553909 sec): 3 clusters Score: Raw -559377.971753 + Penalty 2929.022564 = -556448.949189 nChanged 111 SP:Iteration 22Q (3065.617719 sec): 3 clusters Score: Raw -559412.496039 + Penalty 2929.022564 = -556483.473475 nChanged 100 SP:Iteration 23Q (3065.674459 sec): 3 clusters Score: Raw -559442.525863 + Penalty 2929.022564 = -556513.503299 nChanged 95 SP:Iteration 24Q (3065.734819 sec): 3 clusters Score: Raw -559467.745487 + Penalty 2929.022564 = -556538.722923 nChanged 76 SP:Iteration 25Q (3065.787699 sec): 3 clusters Score: Raw -559493.207948 + Penalty 2929.022564 = -556564.185384 nChanged 85 SP:Iteration 26Q (3065.855331 sec): 3 clusters Score: Raw -559520.133810 + Penalty 2929.022564 = -556591.111246 nChanged 65 SP:Iteration 27Q (3065.908528 sec): 3 clusters Score: Raw -559541.273754 + Penalty 2929.022564 = -556612.251190 nChanged 76 SP:Iteration 28Q (3065.968421 sec): 3 clusters Score: Raw -559563.494466 + Penalty 2929.022564 = -556634.471903 nChanged 65 SP:Iteration 29Q (3066.023830 sec): 3 clusters Score: Raw -559581.756653 + Penalty 2929.022564 = -556652.734089 nChanged 51 SP:Iteration 30Q (3066.092404 sec): 3 clusters Score: Raw -559594.452704 + Penalty 2929.022564 = -556665.430140 nChanged 60 SP:Iteration 31Q (3066.155036 sec): 3 clusters Score: Raw -559609.059153 + Penalty 2929.022564 = -556680.036590 nChanged 48 SP:Iteration 32Q (3066.216647 sec): 3 clusters Score: Raw -559619.132665 + Penalty 2929.022564 = -556690.110102 nChanged 40 SP:Iteration 33Q (3066.267649 sec): 3 clusters Score: Raw -559626.344284 + Penalty 2929.022564 = -556697.321720 nChanged 28 SP:Iteration 34Q (3066.329379 sec): 3 clusters Score: Raw -559632.973906 + Penalty 2929.022564 = -556703.951342 nChanged 33 SP:Iteration 35Q (3066.389268 sec): 3 clusters Score: Raw -559639.397156 + Penalty 2929.022564 = -556710.374593 nChanged 23 SP:Iteration 36Q (3066.451388 sec): 3 clusters Score: Raw -559642.596615 + Penalty 2929.022564 = -556713.574051 nChanged 17 SP:Iteration 37Q (3066.509559 sec): 3 clusters Score: Raw -559645.357273 + Penalty 2929.022564 = -556716.334709 nChanged 14 SP:Iteration 38Q (3066.571609 sec): 3 clusters Score: Raw -559648.097858 + Penalty 2929.022564 = -556719.075294 nChanged 15 SP:Iteration 39Q (3066.635821 sec): 3 clusters Score: Raw -559650.331887 + Penalty 2929.022564 = -556721.309323 nChanged 12 SP:Iteration 40F (3066.694923 sec): 3 clusters Score: Raw -559651.559579 + Penalty 2929.022564 = -556722.537015 nChanged 4 SP:Iteration 41Q (3066.753621 sec): 3 clusters Score: Raw -559652.004563 + Penalty 2929.022564 = -556722.982000 nChanged 5 SP:Iteration 42Q (3066.814502 sec): 3 clusters Score: Raw -559652.417348 + Penalty 2929.022564 = -556723.394784 nChanged 8 SP:Iteration 43Q (3066.879138 sec): 3 clusters Score: Raw -559653.428287 + Penalty 2929.022564 = -556724.405724 nChanged 10 SP:Iteration 44Q (3066.940150 sec): 3 clusters Score: Raw -559654.465856 + Penalty 2929.022564 = -556725.443292 nChanged 5 SP:Iteration 45Q (3066.989087 sec): 3 clusters Score: Raw -559655.362447 + Penalty 2929.022564 = -556726.339883 nChanged 15 SP:Iteration 46Q (3067.048618 sec): 3 clusters Score: Raw -559658.208332 + Penalty 2929.022564 = -556729.185768 nChanged 21 SP:Iteration 47Q (3067.120762 sec): 3 clusters Score: Raw -559661.222359 + Penalty 2929.022564 = -556732.199795 nChanged 13 SP:Iteration 48Q (3067.178611 sec): 3 clusters Score: Raw -559662.937725 + Penalty 2929.022564 = -556733.915161 nChanged 15 SP:Iteration 49Q (3067.238660 sec): 3 clusters Score: Raw -559665.983500 + Penalty 2929.022564 = -556736.960936 nChanged 16 SP:Iteration 50Q (3067.286613 sec): 3 clusters Score: Raw -559668.582534 + Penalty 2929.022564 = -556739.559970 nChanged 11 SP:Iteration 51Q (3067.351533 sec): 3 clusters Score: Raw -559670.077297 + Penalty 2929.022564 = -556741.054734 nChanged 11 SP:Iteration 52Q (3067.406291 sec): 3 clusters Score: Raw -559671.986547 + Penalty 2929.022564 = -556742.963983 nChanged 12 SP:Iteration 53Q (3067.462855 sec): 3 clusters Score: Raw -559673.663171 + Penalty 2929.022564 = -556744.640608 nChanged 13 SP:Iteration 54Q (3067.522044 sec): 3 clusters Score: Raw -559675.479445 + Penalty 2929.022564 = -556746.456882 nChanged 11 SP:Iteration 55Q (3067.581328 sec): 3 clusters Score: Raw -559677.837392 + Penalty 2929.022564 = -556748.814828 nChanged 10 SP:Iteration 56Q (3067.645475 sec): 3 clusters Score: Raw -559679.541106 + Penalty 2929.022564 = -556750.518542 nChanged 9 SP:Iteration 57Q (3067.703450 sec): 3 clusters Score: Raw -559680.944551 + Penalty 2929.022564 = -556751.921988 nChanged 3 SP:Iteration 58Q (3067.775281 sec): 3 clusters Score: Raw -559681.220495 + Penalty 2929.022564 = -556752.197931 nChanged 3 SP:Iteration 59Q (3067.835072 sec): 3 clusters Score: Raw -559681.519353 + Penalty 2929.022564 = -556752.496789 nChanged 5 SP:Iteration 60F (3067.884930 sec): 3 clusters Score: Raw -559682.353653 + Penalty 2929.022564 = -556753.331089 nChanged 8 SP:Iteration 61Q (3067.956596 sec): 3 clusters Score: Raw -559683.474831 + Penalty 2929.022564 = -556754.452267 nChanged 6 SP:Iteration 62Q (3068.016074 sec): 3 clusters Score: Raw -559684.131169 + Penalty 2929.022564 = -556755.108605 nChanged 5 SP:Iteration 63Q (3068.062997 sec): 3 clusters Score: Raw -559684.675043 + Penalty 2929.022564 = -556755.652480 nChanged 6 SP:Iteration 64Q (3068.125989 sec): 3 clusters Score: Raw -559685.654615 + Penalty 2929.022564 = -556756.632052 nChanged 4 SP:Iteration 65Q (3068.191391 sec): 3 clusters Score: Raw -559686.381277 + Penalty 2929.022564 = -556757.358713 nChanged 8 SP:Iteration 66Q (3068.252105 sec): 3 clusters Score: Raw -559687.451669 + Penalty 2929.022564 = -556758.429105 nChanged 5 SP:Iteration 67Q (3068.305975 sec): 3 clusters Score: Raw -559687.881952 + Penalty 2929.022564 = -556758.859388 nChanged 3 SP:Iteration 68Q (3068.374060 sec): 3 clusters Score: Raw -559688.194276 + Penalty 2929.022564 = -556759.171712 nChanged 3 SP:Iteration 69Q (3068.434800 sec): 3 clusters Score: Raw -559688.375975 + Penalty 2929.022564 = -556759.353411 nChanged 3 SP:Iteration 70Q (3068.484265 sec): 3 clusters Score: Raw -559688.611124 + Penalty 2929.022564 = -556759.588560 nChanged 1 SP:Iteration 71Q (3068.557406 sec): 3 clusters Score: Raw -559688.647341 + Penalty 2929.022564 = -556759.624777 nChanged 0 SP:Iteration 72F (3068.614152 sec): 3 clusters Score: Raw -559688.647341 + Penalty 2929.022564 = -556759.624777 nChanged 0 Trying to split cluster 4 (10341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3068.655622 sec): 2 clusters Score: Raw -680053.427196 + Penalty 1502.129176 = -678551.298020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3068.721832 sec): 3 clusters Score: Raw -674161.488448 + Penalty 3004.258353 = -671157.230095 nChanged 4460 SP:Iteration 1F (3068.784292 sec): 3 clusters Score: Raw -676654.536816 + Penalty 3004.258353 = -673650.278463 nChanged 728 SP:Iteration 2F (3068.833416 sec): 3 clusters Score: Raw -677068.521862 + Penalty 3004.258353 = -674064.263509 nChanged 714 SP:Iteration 3F (3068.896482 sec): 3 clusters Score: Raw -677517.179082 + Penalty 3004.258353 = -674512.920729 nChanged 739 SP:Iteration 4F (3068.964640 sec): 3 clusters Score: Raw -678064.637655 + Penalty 3004.258353 = -675060.379302 nChanged 719 SP:Iteration 5F (3069.034045 sec): 3 clusters Score: Raw -678646.178034 + Penalty 3004.258353 = -675641.919681 nChanged 675 SP:Iteration 6F (3069.096520 sec): 3 clusters Score: Raw -679259.540053 + Penalty 3004.258353 = -676255.281700 nChanged 555 SP:Iteration 7F (3069.161620 sec): 3 clusters Score: Raw -679760.926500 + Penalty 3004.258353 = -676756.668147 nChanged 384 SP:Iteration 8Q (3069.227740 sec): 3 clusters Score: Raw -680098.018338 + Penalty 3004.258353 = -677093.759986 nChanged 257 SP:Iteration 9Q (3069.281380 sec): 3 clusters Score: Raw -680326.014500 + Penalty 3004.258353 = -677321.756147 nChanged 178 SP:Iteration 10Q (3069.355628 sec): 3 clusters Score: Raw -680479.283680 + Penalty 3004.258353 = -677475.025327 nChanged 107 SP:Iteration 11Q (3069.408599 sec): 3 clusters Score: Raw -680552.909147 + Penalty 3004.258353 = -677548.650794 nChanged 52 SP:Iteration 12Q (3069.471401 sec): 3 clusters Score: Raw -680582.921646 + Penalty 3004.258353 = -677578.663294 nChanged 27 SP:Iteration 13Q (3069.544418 sec): 3 clusters Score: Raw -680599.556780 + Penalty 3004.258353 = -677595.298427 nChanged 17 SP:Iteration 14Q (3069.600959 sec): 3 clusters Score: Raw -680610.276796 + Penalty 3004.258353 = -677606.018443 nChanged 8 SP:Iteration 15Q (3069.662903 sec): 3 clusters Score: Raw -680614.953972 + Penalty 3004.258353 = -677610.695619 nChanged 8 SP:Iteration 16Q (3069.722510 sec): 3 clusters Score: Raw -680618.437570 + Penalty 3004.258353 = -677614.179217 nChanged 4 SP:Iteration 17Q (3069.795065 sec): 3 clusters Score: Raw -680621.298349 + Penalty 3004.258353 = -677617.039996 nChanged 3 SP:Iteration 18Q (3069.845656 sec): 3 clusters Score: Raw -680622.752364 + Penalty 3004.258353 = -677618.494011 nChanged 2 SP:Iteration 19Q (3069.911024 sec): 3 clusters Score: Raw -680623.758520 + Penalty 3004.258353 = -677619.500167 nChanged 1 SP:Iteration 20F (3069.980510 sec): 3 clusters Score: Raw -680624.721781 + Penalty 3004.258353 = -677620.463429 nChanged 3 SP:Iteration 21Q (3070.034764 sec): 3 clusters Score: Raw -680625.685208 + Penalty 3004.258353 = -677621.426855 nChanged 0 SP:Iteration 22F (3070.112182 sec): 3 clusters Score: Raw -680625.685208 + Penalty 3004.258353 = -677621.426855 nChanged 0 Trying to split cluster 5 (19288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3070.162187 sec): 2 clusters Score: Raw -1338779.946681 + Penalty 1603.426243 = -1337176.520438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3070.243780 sec): 3 clusters Score: Raw -1327256.462042 + Penalty 3206.852486 = -1324049.609556 nChanged 8668 SP:Iteration 1F (3070.323348 sec): 3 clusters Score: Raw -1331992.093836 + Penalty 3206.852486 = -1328785.241350 nChanged 1097 SP:Iteration 2F (3070.399121 sec): 3 clusters Score: Raw -1332511.772166 + Penalty 3206.852486 = -1329304.919680 nChanged 1192 SP:Iteration 3F (3070.477425 sec): 3 clusters Score: Raw -1333211.412242 + Penalty 3206.852486 = -1330004.559755 nChanged 1290 SP:Iteration 4F (3070.555259 sec): 3 clusters Score: Raw -1334123.897049 + Penalty 3206.852486 = -1330917.044562 nChanged 1439 SP:Iteration 5F (3070.628694 sec): 3 clusters Score: Raw -1335275.103601 + Penalty 3206.852486 = -1332068.251114 nChanged 1512 SP:Iteration 6F (3070.718663 sec): 3 clusters Score: Raw -1336544.272118 + Penalty 3206.852486 = -1333337.419632 nChanged 1370 SP:Iteration 7F (3070.797178 sec): 3 clusters Score: Raw -1337685.764445 + Penalty 3206.852486 = -1334478.911959 nChanged 1077 SP:Iteration 8F (3070.866829 sec): 3 clusters Score: Raw -1338430.663829 + Penalty 3206.852486 = -1335223.811342 nChanged 758 SP:Iteration 9Q (3070.949792 sec): 3 clusters Score: Raw -1338861.509795 + Penalty 3206.852486 = -1335654.657309 nChanged 515 SP:Iteration 10Q (3071.034289 sec): 3 clusters Score: Raw -1339118.889252 + Penalty 3206.852486 = -1335912.036765 nChanged 420 SP:Iteration 11Q (3071.106707 sec): 3 clusters Score: Raw -1339314.805755 + Penalty 3206.852486 = -1336107.953269 nChanged 327 SP:Iteration 12Q (3071.192948 sec): 3 clusters Score: Raw -1339452.298431 + Penalty 3206.852486 = -1336245.445945 nChanged 254 SP:Iteration 13Q (3071.282861 sec): 3 clusters Score: Raw -1339549.517450 + Penalty 3206.852486 = -1336342.664964 nChanged 204 SP:Iteration 14Q (3071.366599 sec): 3 clusters Score: Raw -1339614.802814 + Penalty 3206.852486 = -1336407.950328 nChanged 141 SP:Iteration 15Q (3071.448736 sec): 3 clusters Score: Raw -1339653.779992 + Penalty 3206.852486 = -1336446.927505 nChanged 100 SP:Iteration 16Q (3071.524071 sec): 3 clusters Score: Raw -1339682.063533 + Penalty 3206.852486 = -1336475.211047 nChanged 87 SP:Iteration 17Q (3071.599467 sec): 3 clusters Score: Raw -1339704.608881 + Penalty 3206.852486 = -1336497.756395 nChanged 83 SP:Iteration 18Q (3071.680985 sec): 3 clusters Score: Raw -1339727.588786 + Penalty 3206.852486 = -1336520.736299 nChanged 72 SP:Iteration 19Q (3071.765460 sec): 3 clusters Score: Raw -1339744.594016 + Penalty 3206.852486 = -1336537.741529 nChanged 43 SP:Iteration 20F (3071.841832 sec): 3 clusters Score: Raw -1339753.121859 + Penalty 3206.852486 = -1336546.269372 nChanged 39 SP:Iteration 21Q (3071.923741 sec): 3 clusters Score: Raw -1339761.151546 + Penalty 3206.852486 = -1336554.299059 nChanged 28 SP:Iteration 22Q (3072.002841 sec): 3 clusters Score: Raw -1339766.410722 + Penalty 3206.852486 = -1336559.558235 nChanged 22 SP:Iteration 23Q (3072.080243 sec): 3 clusters Score: Raw -1339770.563701 + Penalty 3206.852486 = -1336563.711215 nChanged 19 SP:Iteration 24Q (3072.157341 sec): 3 clusters Score: Raw -1339774.087502 + Penalty 3206.852486 = -1336567.235015 nChanged 16 SP:Iteration 25Q (3072.239500 sec): 3 clusters Score: Raw -1339777.337004 + Penalty 3206.852486 = -1336570.484517 nChanged 9 SP:Iteration 26Q (3072.325117 sec): 3 clusters Score: Raw -1339779.049379 + Penalty 3206.852486 = -1336572.196893 nChanged 9 SP:Iteration 27Q (3072.397882 sec): 3 clusters Score: Raw -1339780.847508 + Penalty 3206.852486 = -1336573.995021 nChanged 10 SP:Iteration 28Q (3072.487807 sec): 3 clusters Score: Raw -1339782.418263 + Penalty 3206.852486 = -1336575.565777 nChanged 15 SP:Iteration 29Q (3072.563445 sec): 3 clusters Score: Raw -1339785.868037 + Penalty 3206.852486 = -1336579.015550 nChanged 14 SP:Iteration 30Q (3072.643153 sec): 3 clusters Score: Raw -1339788.807825 + Penalty 3206.852486 = -1336581.955338 nChanged 12 SP:Iteration 31Q (3072.724366 sec): 3 clusters Score: Raw -1339791.631013 + Penalty 3206.852486 = -1336584.778527 nChanged 14 SP:Iteration 32Q (3072.793050 sec): 3 clusters Score: Raw -1339793.840522 + Penalty 3206.852486 = -1336586.988036 nChanged 12 SP:Iteration 33Q (3072.869900 sec): 3 clusters Score: Raw -1339795.640372 + Penalty 3206.852486 = -1336588.787886 nChanged 5 SP:Iteration 34Q (3072.955484 sec): 3 clusters Score: Raw -1339796.601045 + Penalty 3206.852486 = -1336589.748559 nChanged 8 SP:Iteration 35Q (3073.032474 sec): 3 clusters Score: Raw -1339798.682710 + Penalty 3206.852486 = -1336591.830224 nChanged 11 SP:Iteration 36Q (3073.107078 sec): 3 clusters Score: Raw -1339800.333642 + Penalty 3206.852486 = -1336593.481155 nChanged 6 SP:Iteration 37Q (3073.191053 sec): 3 clusters Score: Raw -1339801.437619 + Penalty 3206.852486 = -1336594.585132 nChanged 8 SP:Iteration 38Q (3073.272222 sec): 3 clusters Score: Raw -1339803.039538 + Penalty 3206.852486 = -1336596.187052 nChanged 6 SP:Iteration 39Q (3073.345603 sec): 3 clusters Score: Raw -1339803.918735 + Penalty 3206.852486 = -1336597.066249 nChanged 6 SP:Iteration 40F (3073.422183 sec): 3 clusters Score: Raw -1339805.082884 + Penalty 3206.852486 = -1336598.230397 nChanged 6 SP:Iteration 41Q (3073.499875 sec): 3 clusters Score: Raw -1339805.759017 + Penalty 3206.852486 = -1336598.906530 nChanged 3 SP:Iteration 42Q (3073.579610 sec): 3 clusters Score: Raw -1339806.229485 + Penalty 3206.852486 = -1336599.376999 nChanged 3 SP:Iteration 43Q (3073.668738 sec): 3 clusters Score: Raw -1339806.579857 + Penalty 3206.852486 = -1336599.727371 nChanged 5 SP:Iteration 44Q (3073.752322 sec): 3 clusters Score: Raw -1339807.007516 + Penalty 3206.852486 = -1336600.155030 nChanged 3 SP:Iteration 45Q (3073.836837 sec): 3 clusters Score: Raw -1339807.419477 + Penalty 3206.852486 = -1336600.566990 nChanged 4 SP:Iteration 46Q (3073.914257 sec): 3 clusters Score: Raw -1339807.914994 + Penalty 3206.852486 = -1336601.062508 nChanged 2 SP:Iteration 47Q (3073.990103 sec): 3 clusters Score: Raw -1339808.420441 + Penalty 3206.852486 = -1336601.567955 nChanged 1 SP:Iteration 48Q (3074.070454 sec): 3 clusters Score: Raw -1339808.796046 + Penalty 3206.852486 = -1336601.943559 nChanged 2 SP:Iteration 49Q (3074.151487 sec): 3 clusters Score: Raw -1339809.060142 + Penalty 3206.852486 = -1336602.207655 nChanged 1 SP:Iteration 50Q (3074.230269 sec): 3 clusters Score: Raw -1339809.139352 + Penalty 3206.852486 = -1336602.286866 nChanged 1 SP:Iteration 51Q (3074.308677 sec): 3 clusters Score: Raw -1339809.239469 + Penalty 3206.852486 = -1336602.386982 nChanged 2 SP:Iteration 52Q (3074.390452 sec): 3 clusters Score: Raw -1339809.476268 + Penalty 3206.852486 = -1336602.623781 nChanged 0 SP:Iteration 53F (3074.469253 sec): 3 clusters Score: Raw -1339809.476268 + Penalty 3206.852486 = -1336602.623781 nChanged 0 Trying to split cluster 6 (15514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3074.515112 sec): 2 clusters Score: Raw -1004760.817549 + Penalty 1568.043445 = -1003192.774104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3074.589856 sec): 3 clusters Score: Raw -995646.039264 + Penalty 3136.086889 = -992509.952374 nChanged 6861 SP:Iteration 1F (3074.664399 sec): 3 clusters Score: Raw -999375.370792 + Penalty 3136.086889 = -996239.283902 nChanged 893 SP:Iteration 2F (3074.734262 sec): 3 clusters Score: Raw -999807.479539 + Penalty 3136.086889 = -996671.392650 nChanged 902 SP:Iteration 3F (3074.811928 sec): 3 clusters Score: Raw -1000368.225704 + Penalty 3136.086889 = -997232.138814 nChanged 920 SP:Iteration 4F (3074.887987 sec): 3 clusters Score: Raw -1001005.199323 + Penalty 3136.086889 = -997869.112433 nChanged 909 SP:Iteration 5F (3074.961431 sec): 3 clusters Score: Raw -1001688.903810 + Penalty 3136.086889 = -998552.816921 nChanged 958 SP:Iteration 6F (3075.036376 sec): 3 clusters Score: Raw -1002459.753873 + Penalty 3136.086889 = -999323.666984 nChanged 957 SP:Iteration 7F (3075.099542 sec): 3 clusters Score: Raw -1003270.071473 + Penalty 3136.086889 = -1000133.984583 nChanged 867 SP:Iteration 8F (3075.181371 sec): 3 clusters Score: Raw -1003994.540758 + Penalty 3136.086889 = -1000858.453869 nChanged 671 SP:Iteration 9Q (3075.259469 sec): 3 clusters Score: Raw -1004471.313494 + Penalty 3136.086889 = -1001335.226604 nChanged 502 SP:Iteration 10Q (3075.331024 sec): 3 clusters Score: Raw -1004716.369030 + Penalty 3136.086889 = -1001580.282141 nChanged 338 SP:Iteration 11Q (3075.406051 sec): 3 clusters Score: Raw -1004843.289450 + Penalty 3136.086889 = -1001707.202560 nChanged 268 SP:Iteration 12Q (3075.479228 sec): 3 clusters Score: Raw -1004937.642234 + Penalty 3136.086889 = -1001801.555344 nChanged 207 SP:Iteration 13Q (3075.547046 sec): 3 clusters Score: Raw -1005000.183372 + Penalty 3136.086889 = -1001864.096483 nChanged 159 SP:Iteration 14Q (3075.618725 sec): 3 clusters Score: Raw -1005039.877622 + Penalty 3136.086889 = -1001903.790733 nChanged 141 SP:Iteration 15Q (3075.688550 sec): 3 clusters Score: Raw -1005075.580355 + Penalty 3136.086889 = -1001939.493466 nChanged 134 SP:Iteration 16Q (3075.772887 sec): 3 clusters Score: Raw -1005111.732922 + Penalty 3136.086889 = -1001975.646033 nChanged 143 SP:Iteration 17Q (3075.845143 sec): 3 clusters Score: Raw -1005143.092584 + Penalty 3136.086889 = -1002007.005695 nChanged 125 SP:Iteration 18Q (3075.915721 sec): 3 clusters Score: Raw -1005167.952393 + Penalty 3136.086889 = -1002031.865504 nChanged 98 SP:Iteration 19Q (3075.992586 sec): 3 clusters Score: Raw -1005186.177319 + Penalty 3136.086889 = -1002050.090429 nChanged 83 SP:Iteration 20F (3076.062620 sec): 3 clusters Score: Raw -1005198.701430 + Penalty 3136.086889 = -1002062.614541 nChanged 62 SP:Iteration 21Q (3076.125016 sec): 3 clusters Score: Raw -1005206.786637 + Penalty 3136.086889 = -1002070.699748 nChanged 54 SP:Iteration 22Q (3076.199580 sec): 3 clusters Score: Raw -1005213.922263 + Penalty 3136.086889 = -1002077.835374 nChanged 45 SP:Iteration 23Q (3076.272257 sec): 3 clusters Score: Raw -1005219.340790 + Penalty 3136.086889 = -1002083.253900 nChanged 48 SP:Iteration 24Q (3076.340564 sec): 3 clusters Score: Raw -1005224.258699 + Penalty 3136.086889 = -1002088.171809 nChanged 39 SP:Iteration 25Q (3076.415188 sec): 3 clusters Score: Raw -1005227.610132 + Penalty 3136.086889 = -1002091.523243 nChanged 24 SP:Iteration 26Q (3076.485022 sec): 3 clusters Score: Raw -1005229.923636 + Penalty 3136.086889 = -1002093.836747 nChanged 23 SP:Iteration 27Q (3076.558612 sec): 3 clusters Score: Raw -1005232.583070 + Penalty 3136.086889 = -1002096.496181 nChanged 24 SP:Iteration 28Q (3076.626260 sec): 3 clusters Score: Raw -1005235.545041 + Penalty 3136.086889 = -1002099.458151 nChanged 25 SP:Iteration 29Q (3076.706678 sec): 3 clusters Score: Raw -1005239.113676 + Penalty 3136.086889 = -1002103.026786 nChanged 26 SP:Iteration 30Q (3076.779015 sec): 3 clusters Score: Raw -1005242.519645 + Penalty 3136.086889 = -1002106.432755 nChanged 26 SP:Iteration 31Q (3076.851122 sec): 3 clusters Score: Raw -1005246.349575 + Penalty 3136.086889 = -1002110.262685 nChanged 28 SP:Iteration 32Q (3076.921494 sec): 3 clusters Score: Raw -1005249.044901 + Penalty 3136.086889 = -1002112.958012 nChanged 21 SP:Iteration 33Q (3076.987904 sec): 3 clusters Score: Raw -1005251.328404 + Penalty 3136.086889 = -1002115.241514 nChanged 21 SP:Iteration 34Q (3077.048900 sec): 3 clusters Score: Raw -1005254.456365 + Penalty 3136.086889 = -1002118.369476 nChanged 33 SP:Iteration 35Q (3077.128639 sec): 3 clusters Score: Raw -1005260.097404 + Penalty 3136.086889 = -1002124.010514 nChanged 38 SP:Iteration 36Q (3077.193057 sec): 3 clusters Score: Raw -1005265.430173 + Penalty 3136.086889 = -1002129.343284 nChanged 33 SP:Iteration 37Q (3077.266062 sec): 3 clusters Score: Raw -1005269.474877 + Penalty 3136.086889 = -1002133.387988 nChanged 33 SP:Iteration 38Q (3077.343688 sec): 3 clusters Score: Raw -1005272.954579 + Penalty 3136.086889 = -1002136.867690 nChanged 26 SP:Iteration 39Q (3077.415262 sec): 3 clusters Score: Raw -1005275.354725 + Penalty 3136.086889 = -1002139.267836 nChanged 27 SP:Iteration 40F (3077.480993 sec): 3 clusters Score: Raw -1005278.921015 + Penalty 3136.086889 = -1002142.834126 nChanged 26 SP:Iteration 41Q (3077.563237 sec): 3 clusters Score: Raw -1005282.975522 + Penalty 3136.086889 = -1002146.888633 nChanged 27 SP:Iteration 42Q (3077.631550 sec): 3 clusters Score: Raw -1005285.675298 + Penalty 3136.086889 = -1002149.588409 nChanged 18 SP:Iteration 43Q (3077.711823 sec): 3 clusters Score: Raw -1005287.878088 + Penalty 3136.086889 = -1002151.791199 nChanged 24 SP:Iteration 44Q (3077.784300 sec): 3 clusters Score: Raw -1005291.894134 + Penalty 3136.086889 = -1002155.807245 nChanged 28 SP:Iteration 45Q (3077.852221 sec): 3 clusters Score: Raw -1005296.432366 + Penalty 3136.086889 = -1002160.345477 nChanged 27 SP:Iteration 46Q (3077.925009 sec): 3 clusters Score: Raw -1005299.127851 + Penalty 3136.086889 = -1002163.040961 nChanged 24 SP:Iteration 47Q (3077.987006 sec): 3 clusters Score: Raw -1005301.970739 + Penalty 3136.086889 = -1002165.883850 nChanged 24 SP:Iteration 48Q (3078.069722 sec): 3 clusters Score: Raw -1005304.649274 + Penalty 3136.086889 = -1002168.562385 nChanged 20 SP:Iteration 49Q (3078.141179 sec): 3 clusters Score: Raw -1005306.786107 + Penalty 3136.086889 = -1002170.699218 nChanged 19 SP:Iteration 50Q (3078.202587 sec): 3 clusters Score: Raw -1005308.620776 + Penalty 3136.086889 = -1002172.533886 nChanged 17 SP:Iteration 51Q (3078.284132 sec): 3 clusters Score: Raw -1005310.160207 + Penalty 3136.086889 = -1002174.073317 nChanged 15 SP:Iteration 52Q (3078.352622 sec): 3 clusters Score: Raw -1005311.807055 + Penalty 3136.086889 = -1002175.720165 nChanged 19 SP:Iteration 53Q (3078.422330 sec): 3 clusters Score: Raw -1005314.413028 + Penalty 3136.086889 = -1002178.326139 nChanged 32 SP:Iteration 54Q (3078.494011 sec): 3 clusters Score: Raw -1005319.533398 + Penalty 3136.086889 = -1002183.446508 nChanged 35 SP:Iteration 55Q (3078.554672 sec): 3 clusters Score: Raw -1005324.414275 + Penalty 3136.086889 = -1002188.327386 nChanged 35 SP:Iteration 56Q (3078.620949 sec): 3 clusters Score: Raw -1005329.152497 + Penalty 3136.086889 = -1002193.065608 nChanged 30 SP:Iteration 57Q (3078.691750 sec): 3 clusters Score: Raw -1005333.142679 + Penalty 3136.086889 = -1002197.055789 nChanged 33 SP:Iteration 58Q (3078.765671 sec): 3 clusters Score: Raw -1005337.477705 + Penalty 3136.086889 = -1002201.390815 nChanged 40 SP:Iteration 59Q (3078.833165 sec): 3 clusters Score: Raw -1005343.365504 + Penalty 3136.086889 = -1002207.278614 nChanged 42 SP:Iteration 60F (3078.898974 sec): 3 clusters Score: Raw -1005348.727471 + Penalty 3136.086889 = -1002212.640582 nChanged 36 SP:Iteration 61Q (3078.980948 sec): 3 clusters Score: Raw -1005352.581818 + Penalty 3136.086889 = -1002216.494929 nChanged 27 SP:Iteration 62Q (3079.047865 sec): 3 clusters Score: Raw -1005356.299269 + Penalty 3136.086889 = -1002220.212379 nChanged 24 SP:Iteration 63Q (3079.125757 sec): 3 clusters Score: Raw -1005359.580376 + Penalty 3136.086889 = -1002223.493487 nChanged 27 SP:Iteration 64Q (3079.195189 sec): 3 clusters Score: Raw -1005363.465237 + Penalty 3136.086889 = -1002227.378348 nChanged 24 SP:Iteration 65Q (3079.274387 sec): 3 clusters Score: Raw -1005367.104714 + Penalty 3136.086889 = -1002231.017824 nChanged 27 SP:Iteration 66Q (3079.333967 sec): 3 clusters Score: Raw -1005370.928907 + Penalty 3136.086889 = -1002234.842018 nChanged 23 SP:Iteration 67Q (3079.412212 sec): 3 clusters Score: Raw -1005374.041080 + Penalty 3136.086889 = -1002237.954190 nChanged 26 SP:Iteration 68Q (3079.481409 sec): 3 clusters Score: Raw -1005377.116016 + Penalty 3136.086889 = -1002241.029127 nChanged 27 SP:Iteration 69Q (3079.553146 sec): 3 clusters Score: Raw -1005381.170641 + Penalty 3136.086889 = -1002245.083752 nChanged 28 SP:Iteration 70Q (3079.634076 sec): 3 clusters Score: Raw -1005384.726687 + Penalty 3136.086889 = -1002248.639798 nChanged 26 SP:Iteration 71Q (3079.704654 sec): 3 clusters Score: Raw -1005387.370846 + Penalty 3136.086889 = -1002251.283957 nChanged 24 SP:Iteration 72Q (3079.764579 sec): 3 clusters Score: Raw -1005390.172246 + Penalty 3136.086889 = -1002254.085356 nChanged 20 SP:Iteration 73Q (3079.834046 sec): 3 clusters Score: Raw -1005391.954037 + Penalty 3136.086889 = -1002255.867147 nChanged 18 SP:Iteration 74Q (3079.909291 sec): 3 clusters Score: Raw -1005393.128237 + Penalty 3136.086889 = -1002257.041348 nChanged 13 SP:Iteration 75Q (3079.972207 sec): 3 clusters Score: Raw -1005394.413217 + Penalty 3136.086889 = -1002258.326328 nChanged 18 SP:Iteration 76Q (3080.038034 sec): 3 clusters Score: Raw -1005396.699029 + Penalty 3136.086889 = -1002260.612140 nChanged 17 SP:Iteration 77Q (3080.115375 sec): 3 clusters Score: Raw -1005398.989441 + Penalty 3136.086889 = -1002262.902552 nChanged 18 SP:Iteration 78Q (3080.182176 sec): 3 clusters Score: Raw -1005401.501517 + Penalty 3136.086889 = -1002265.414628 nChanged 14 SP:Iteration 79Q (3080.256983 sec): 3 clusters Score: Raw -1005402.990090 + Penalty 3136.086889 = -1002266.903200 nChanged 13 SP:Iteration 80F (3080.325856 sec): 3 clusters Score: Raw -1005404.306539 + Penalty 3136.086889 = -1002268.219650 nChanged 12 SP:Iteration 81Q (3080.405293 sec): 3 clusters Score: Raw -1005405.966326 + Penalty 3136.086889 = -1002269.879437 nChanged 14 SP:Iteration 82Q (3080.473139 sec): 3 clusters Score: Raw -1005407.575067 + Penalty 3136.086889 = -1002271.488178 nChanged 16 SP:Iteration 83Q (3080.547727 sec): 3 clusters Score: Raw -1005409.393426 + Penalty 3136.086889 = -1002273.306537 nChanged 19 SP:Iteration 84Q (3080.618294 sec): 3 clusters Score: Raw -1005412.692238 + Penalty 3136.086889 = -1002276.605349 nChanged 22 SP:Iteration 85Q (3080.690097 sec): 3 clusters Score: Raw -1005416.341998 + Penalty 3136.086889 = -1002280.255109 nChanged 19 SP:Iteration 86Q (3080.757460 sec): 3 clusters Score: Raw -1005419.110509 + Penalty 3136.086889 = -1002283.023619 nChanged 12 SP:Iteration 87Q (3080.838572 sec): 3 clusters Score: Raw -1005420.576159 + Penalty 3136.086889 = -1002284.489270 nChanged 11 SP:Iteration 88Q (3080.913782 sec): 3 clusters Score: Raw -1005421.430678 + Penalty 3136.086889 = -1002285.343789 nChanged 7 SP:Iteration 89Q (3080.984019 sec): 3 clusters Score: Raw -1005422.311534 + Penalty 3136.086889 = -1002286.224645 nChanged 10 SP:Iteration 90Q (3081.056734 sec): 3 clusters Score: Raw -1005423.408617 + Penalty 3136.086889 = -1002287.321727 nChanged 10 SP:Iteration 91Q (3081.123202 sec): 3 clusters Score: Raw -1005424.406377 + Penalty 3136.086889 = -1002288.319488 nChanged 8 SP:Iteration 92Q (3081.201789 sec): 3 clusters Score: Raw -1005424.998041 + Penalty 3136.086889 = -1002288.911152 nChanged 10 SP:Iteration 93Q (3081.273150 sec): 3 clusters Score: Raw -1005426.406495 + Penalty 3136.086889 = -1002290.319606 nChanged 12 SP:Iteration 94Q (3081.345275 sec): 3 clusters Score: Raw -1005427.530865 + Penalty 3136.086889 = -1002291.443976 nChanged 9 SP:Iteration 95Q (3081.420681 sec): 3 clusters Score: Raw -1005428.740044 + Penalty 3136.086889 = -1002292.653155 nChanged 12 SP:Iteration 96Q (3081.493115 sec): 3 clusters Score: Raw -1005429.848397 + Penalty 3136.086889 = -1002293.761508 nChanged 10 SP:Iteration 97Q (3081.566011 sec): 3 clusters Score: Raw -1005431.056346 + Penalty 3136.086889 = -1002294.969456 nChanged 6 SP:Iteration 98Q (3081.634733 sec): 3 clusters Score: Raw -1005431.746446 + Penalty 3136.086889 = -1002295.659556 nChanged 7 SP:Iteration 99Q (3081.705329 sec): 3 clusters Score: Raw -1005432.433356 + Penalty 3136.086889 = -1002296.346467 nChanged 6 SP:Iteration 100F (3081.770003 sec): 3 clusters Score: Raw -1005433.082101 + Penalty 3136.086889 = -1002296.995212 nChanged 8 SP:Iteration 101Q (3081.841307 sec): 3 clusters Score: Raw -1005433.708740 + Penalty 3136.086889 = -1002297.621851 nChanged 2 SP:Iteration 102Q (3081.920201 sec): 3 clusters Score: Raw -1005433.884117 + Penalty 3136.086889 = -1002297.797227 nChanged 2 SP:Iteration 103Q (3081.987047 sec): 3 clusters Score: Raw -1005434.058719 + Penalty 3136.086889 = -1002297.971829 nChanged 2 SP:Iteration 104Q (3082.064065 sec): 3 clusters Score: Raw -1005434.171190 + Penalty 3136.086889 = -1002298.084301 nChanged 0 SP:Iteration 105F (3082.140075 sec): 3 clusters Score: Raw -1005434.171190 + Penalty 3136.086889 = -1002298.084301 nChanged 0 Trying to split cluster 7 (87824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3082.283930 sec): 2 clusters Score: Raw -5981550.072703 + Penalty 1849.752140 = -5979700.320563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3082.471509 sec): 3 clusters Score: Raw -5924824.879833 + Penalty 3699.504280 = -5921125.375554 nChanged 41731 SP:Iteration 1F (3082.673206 sec): 3 clusters Score: Raw -5948680.282191 + Penalty 3699.504280 = -5944980.777911 nChanged 3119 SP:Iteration 2Q (3082.874783 sec): 3 clusters Score: Raw -5949633.799499 + Penalty 3699.504280 = -5945934.295220 nChanged 3795 SP:Iteration 3Q (3083.077699 sec): 3 clusters Score: Raw -5951196.587159 + Penalty 3699.504280 = -5947497.082880 nChanged 5127 SP:Iteration 4F (3083.276432 sec): 3 clusters Score: Raw -5954051.912813 + Penalty 3699.504280 = -5950352.408534 nChanged 6660 SP:Iteration 5F (3083.473755 sec): 3 clusters Score: Raw -5958937.283098 + Penalty 3699.504280 = -5955237.778819 nChanged 7823 SP:Iteration 6F (3083.665247 sec): 3 clusters Score: Raw -5965884.916801 + Penalty 3699.504280 = -5962185.412522 nChanged 7169 SP:Iteration 7F (3083.866559 sec): 3 clusters Score: Raw -5972905.593574 + Penalty 3699.504280 = -5969206.089294 nChanged 5063 SP:Iteration 8F (3084.067653 sec): 3 clusters Score: Raw -5977838.014518 + Penalty 3699.504280 = -5974138.510238 nChanged 2604 SP:Iteration 9Q (3084.260041 sec): 3 clusters Score: Raw -5980138.900354 + Penalty 3699.504280 = -5976439.396074 nChanged 1297 SP:Iteration 10Q (3084.444660 sec): 3 clusters Score: Raw -5981173.030158 + Penalty 3699.504280 = -5977473.525879 nChanged 621 SP:Iteration 11Q (3084.621128 sec): 3 clusters Score: Raw -5981661.719960 + Penalty 3699.504280 = -5977962.215681 nChanged 319 SP:Iteration 12Q (3084.811018 sec): 3 clusters Score: Raw -5981916.280827 + Penalty 3699.504280 = -5978216.776547 nChanged 199 SP:Iteration 13Q (3084.969398 sec): 3 clusters Score: Raw -5982049.308955 + Penalty 3699.504280 = -5978349.804676 nChanged 123 SP:Iteration 14Q (3085.144020 sec): 3 clusters Score: Raw -5982126.292787 + Penalty 3699.504280 = -5978426.788507 nChanged 112 SP:Iteration 15Q (3085.298113 sec): 3 clusters Score: Raw -5982188.986181 + Penalty 3699.504280 = -5978489.481902 nChanged 95 SP:Iteration 16Q (3085.455545 sec): 3 clusters Score: Raw -5982242.958286 + Penalty 3699.504280 = -5978543.454007 nChanged 81 SP:Iteration 17Q (3085.622086 sec): 3 clusters Score: Raw -5982297.399676 + Penalty 3699.504280 = -5978597.895396 nChanged 82 SP:Iteration 18Q (3085.785737 sec): 3 clusters Score: Raw -5982352.847783 + Penalty 3699.504280 = -5978653.343504 nChanged 65 SP:Iteration 19Q (3085.956919 sec): 3 clusters Score: Raw -5982405.093501 + Penalty 3699.504280 = -5978705.589222 nChanged 59 SP:Iteration 20F (3086.156933 sec): 3 clusters Score: Raw -5982462.774118 + Penalty 3699.504280 = -5978763.269838 nChanged 73 SP:Iteration 21Q (3086.335973 sec): 3 clusters Score: Raw -5982543.012843 + Penalty 3699.504280 = -5978843.508563 nChanged 81 SP:Iteration 22Q (3086.516862 sec): 3 clusters Score: Raw -5982626.634025 + Penalty 3699.504280 = -5978927.129746 nChanged 86 SP:Iteration 23Q (3086.682089 sec): 3 clusters Score: Raw -5982679.054680 + Penalty 3699.504280 = -5978979.550401 nChanged 61 SP:Iteration 24Q (3086.835198 sec): 3 clusters Score: Raw -5982714.287825 + Penalty 3699.504280 = -5979014.783546 nChanged 63 SP:Iteration 25Q (3087.003607 sec): 3 clusters Score: Raw -5982751.405031 + Penalty 3699.504280 = -5979051.900751 nChanged 48 SP:Iteration 26Q (3087.175090 sec): 3 clusters Score: Raw -5982773.942396 + Penalty 3699.504280 = -5979074.438117 nChanged 44 SP:Iteration 27Q (3087.334187 sec): 3 clusters Score: Raw -5982795.288938 + Penalty 3699.504280 = -5979095.784659 nChanged 42 SP:Iteration 28Q (3087.508128 sec): 3 clusters Score: Raw -5982813.892658 + Penalty 3699.504280 = -5979114.388378 nChanged 39 SP:Iteration 29Q (3087.667541 sec): 3 clusters Score: Raw -5982828.927572 + Penalty 3699.504280 = -5979129.423292 nChanged 26 SP:Iteration 30Q (3087.835224 sec): 3 clusters Score: Raw -5982835.761946 + Penalty 3699.504280 = -5979136.257667 nChanged 12 SP:Iteration 31Q (3087.987539 sec): 3 clusters Score: Raw -5982838.418587 + Penalty 3699.504280 = -5979138.914308 nChanged 7 SP:Iteration 32Q (3088.146471 sec): 3 clusters Score: Raw -5982839.798917 + Penalty 3699.504280 = -5979140.294637 nChanged 8 SP:Iteration 33Q (3088.299451 sec): 3 clusters Score: Raw -5982841.814925 + Penalty 3699.504280 = -5979142.310646 nChanged 4 SP:Iteration 34Q (3088.468233 sec): 3 clusters Score: Raw -5982842.743757 + Penalty 3699.504280 = -5979143.239477 nChanged 3 SP:Iteration 35Q (3088.627213 sec): 3 clusters Score: Raw -5982843.150840 + Penalty 3699.504280 = -5979143.646560 nChanged 0 SP:Iteration 36F (3088.816407 sec): 3 clusters Score: Raw -5982843.457783 + Penalty 3699.504280 = -5979143.953504 nChanged 1 SP:Iteration 37Q (3088.988521 sec): 3 clusters Score: Raw -5982843.653163 + Penalty 3699.504280 = -5979144.148884 nChanged 0 SP:Iteration 38F (3089.178038 sec): 3 clusters Score: Raw -5982843.653163 + Penalty 3699.504280 = -5979144.148884 nChanged 0 Trying to split cluster 8 (5829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3089.209632 sec): 2 clusters Score: Raw -373668.558934 + Penalty 1408.972620 = -372259.586314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3089.263500 sec): 3 clusters Score: Raw -370573.700942 + Penalty 2817.945240 = -367755.755702 nChanged 2447 SP:Iteration 1F (3089.317675 sec): 3 clusters Score: Raw -371978.464242 + Penalty 2817.945240 = -369160.519002 nChanged 439 SP:Iteration 2F (3089.387128 sec): 3 clusters Score: Raw -372238.572271 + Penalty 2817.945240 = -369420.627031 nChanged 367 SP:Iteration 3F (3089.435105 sec): 3 clusters Score: Raw -372494.994974 + Penalty 2817.945240 = -369677.049734 nChanged 308 SP:Iteration 4F (3089.500800 sec): 3 clusters Score: Raw -372745.254379 + Penalty 2817.945240 = -369927.309139 nChanged 292 SP:Iteration 5F (3089.546705 sec): 3 clusters Score: Raw -372985.579361 + Penalty 2817.945240 = -370167.634121 nChanged 237 SP:Iteration 6Q (3089.608225 sec): 3 clusters Score: Raw -373197.970773 + Penalty 2817.945240 = -370380.025534 nChanged 217 SP:Iteration 7Q (3089.670290 sec): 3 clusters Score: Raw -373422.610723 + Penalty 2817.945240 = -370604.665483 nChanged 197 SP:Iteration 8Q (3089.725715 sec): 3 clusters Score: Raw -373578.326197 + Penalty 2817.945240 = -370760.380957 nChanged 190 SP:Iteration 9Q (3089.772197 sec): 3 clusters Score: Raw -373750.152141 + Penalty 2817.945240 = -370932.206902 nChanged 191 SP:Iteration 10Q (3089.835892 sec): 3 clusters Score: Raw -373904.902217 + Penalty 2817.945240 = -371086.956977 nChanged 194 SP:Iteration 11Q (3089.888788 sec): 3 clusters Score: Raw -374103.045843 + Penalty 2817.945240 = -371285.100603 nChanged 196 SP:Iteration 12Q (3089.936108 sec): 3 clusters Score: Raw -374281.656450 + Penalty 2817.945240 = -371463.711210 nChanged 175 SP:Iteration 13Q (3089.999769 sec): 3 clusters Score: Raw -374416.354769 + Penalty 2817.945240 = -371598.409530 nChanged 162 SP:Iteration 14Q (3090.057446 sec): 3 clusters Score: Raw -374544.807870 + Penalty 2817.945240 = -371726.862630 nChanged 140 SP:Iteration 15Q (3090.110939 sec): 3 clusters Score: Raw -374629.859645 + Penalty 2817.945240 = -371811.914405 nChanged 104 SP:Iteration 16Q (3090.153903 sec): 3 clusters Score: Raw -374688.054052 + Penalty 2817.945240 = -371870.108813 nChanged 76 SP:Iteration 17Q (3090.214025 sec): 3 clusters Score: Raw -374717.664498 + Penalty 2817.945240 = -371899.719258 nChanged 58 SP:Iteration 18Q (3090.272303 sec): 3 clusters Score: Raw -374737.114142 + Penalty 2817.945240 = -371919.168902 nChanged 50 SP:Iteration 19Q (3090.325643 sec): 3 clusters Score: Raw -374757.854095 + Penalty 2817.945240 = -371939.908855 nChanged 41 SP:Iteration 20F (3090.381241 sec): 3 clusters Score: Raw -374773.954910 + Penalty 2817.945240 = -371956.009671 nChanged 23 SP:Iteration 21Q (3090.425923 sec): 3 clusters Score: Raw -374781.478333 + Penalty 2817.945240 = -371963.533093 nChanged 22 SP:Iteration 22Q (3090.488618 sec): 3 clusters Score: Raw -374788.392949 + Penalty 2817.945240 = -371970.447709 nChanged 17 SP:Iteration 23Q (3090.541206 sec): 3 clusters Score: Raw -374793.905429 + Penalty 2817.945240 = -371975.960189 nChanged 13 SP:Iteration 24Q (3090.584277 sec): 3 clusters Score: Raw -374798.422511 + Penalty 2817.945240 = -371980.477271 nChanged 8 SP:Iteration 25Q (3090.638265 sec): 3 clusters Score: Raw -374800.793297 + Penalty 2817.945240 = -371982.848057 nChanged 5 SP:Iteration 26Q (3090.693924 sec): 3 clusters Score: Raw -374802.362677 + Penalty 2817.945240 = -371984.417437 nChanged 4 SP:Iteration 27Q (3090.753087 sec): 3 clusters Score: Raw -374803.827364 + Penalty 2817.945240 = -371985.882125 nChanged 5 SP:Iteration 28Q (3090.808709 sec): 3 clusters Score: Raw -374804.806768 + Penalty 2817.945240 = -371986.861528 nChanged 4 SP:Iteration 29Q (3090.860281 sec): 3 clusters Score: Raw -374805.450184 + Penalty 2817.945240 = -371987.504944 nChanged 2 SP:Iteration 30Q (3090.902061 sec): 3 clusters Score: Raw -374805.930957 + Penalty 2817.945240 = -371987.985718 nChanged 2 SP:Iteration 31Q (3090.967037 sec): 3 clusters Score: Raw -374806.270872 + Penalty 2817.945240 = -371988.325632 nChanged 2 SP:Iteration 32Q (3091.022851 sec): 3 clusters Score: Raw -374806.517126 + Penalty 2817.945240 = -371988.571886 nChanged 1 SP:Iteration 33Q (3091.072652 sec): 3 clusters Score: Raw -374806.686916 + Penalty 2817.945240 = -371988.741677 nChanged 2 SP:Iteration 34Q (3091.128562 sec): 3 clusters Score: Raw -374807.192623 + Penalty 2817.945240 = -371989.247383 nChanged 7 SP:Iteration 35Q (3091.178304 sec): 3 clusters Score: Raw -374808.614732 + Penalty 2817.945240 = -371990.669492 nChanged 9 SP:Iteration 36Q (3091.226558 sec): 3 clusters Score: Raw -374810.298870 + Penalty 2817.945240 = -371992.353630 nChanged 3 SP:Iteration 37Q (3091.289448 sec): 3 clusters Score: Raw -374810.653220 + Penalty 2817.945240 = -371992.707980 nChanged 2 SP:Iteration 38Q (3091.331303 sec): 3 clusters Score: Raw -374810.985097 + Penalty 2817.945240 = -371993.039857 nChanged 4 SP:Iteration 39Q (3091.386207 sec): 3 clusters Score: Raw -374811.653320 + Penalty 2817.945240 = -371993.708081 nChanged 2 SP:Iteration 40F (3091.439949 sec): 3 clusters Score: Raw -374812.441611 + Penalty 2817.945240 = -371994.496371 nChanged 3 SP:Iteration 41Q (3091.505224 sec): 3 clusters Score: Raw -374813.336844 + Penalty 2817.945240 = -371995.391604 nChanged 5 SP:Iteration 42Q (3091.562196 sec): 3 clusters Score: Raw -374814.313080 + Penalty 2817.945240 = -371996.367840 nChanged 4 SP:Iteration 43Q (3091.616057 sec): 3 clusters Score: Raw -374815.368935 + Penalty 2817.945240 = -371997.423695 nChanged 4 SP:Iteration 44Q (3091.665109 sec): 3 clusters Score: Raw -374816.077803 + Penalty 2817.945240 = -371998.132563 nChanged 1 SP:Iteration 45Q (3091.726520 sec): 3 clusters Score: Raw -374816.285336 + Penalty 2817.945240 = -371998.340097 nChanged 0 SP:Iteration 46F (3091.785657 sec): 3 clusters Score: Raw -374816.285336 + Penalty 2817.945240 = -371998.340097 nChanged 0 Trying to split cluster 9 (12905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3091.829714 sec): 2 clusters Score: Raw -878033.901563 + Penalty 1538.122643 = -876495.778920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3091.901577 sec): 3 clusters Score: Raw -870538.195236 + Penalty 3076.245286 = -867461.949950 nChanged 5673 SP:Iteration 1F (3091.969310 sec): 3 clusters Score: Raw -873773.561250 + Penalty 3076.245286 = -870697.315964 nChanged 819 SP:Iteration 2F (3092.033550 sec): 3 clusters Score: Raw -874164.773137 + Penalty 3076.245286 = -871088.527850 nChanged 714 SP:Iteration 3F (3092.105219 sec): 3 clusters Score: Raw -874495.925499 + Penalty 3076.245286 = -871419.680212 nChanged 659 SP:Iteration 4F (3092.168076 sec): 3 clusters Score: Raw -874853.110790 + Penalty 3076.245286 = -871776.865504 nChanged 728 SP:Iteration 5F (3092.233159 sec): 3 clusters Score: Raw -875298.570527 + Penalty 3076.245286 = -872222.325240 nChanged 748 SP:Iteration 6F (3092.301301 sec): 3 clusters Score: Raw -875821.399957 + Penalty 3076.245286 = -872745.154670 nChanged 735 SP:Iteration 7F (3092.381361 sec): 3 clusters Score: Raw -876400.468147 + Penalty 3076.245286 = -873324.222861 nChanged 694 SP:Iteration 8F (3092.447283 sec): 3 clusters Score: Raw -876928.092299 + Penalty 3076.245286 = -873851.847012 nChanged 550 SP:Iteration 9Q (3092.515557 sec): 3 clusters Score: Raw -877288.748896 + Penalty 3076.245286 = -874212.503609 nChanged 391 SP:Iteration 10Q (3092.586785 sec): 3 clusters Score: Raw -877514.976814 + Penalty 3076.245286 = -874438.731528 nChanged 327 SP:Iteration 11Q (3092.639954 sec): 3 clusters Score: Raw -877699.036829 + Penalty 3076.245286 = -874622.791543 nChanged 276 SP:Iteration 12Q (3092.712983 sec): 3 clusters Score: Raw -877838.203141 + Penalty 3076.245286 = -874761.957855 nChanged 189 SP:Iteration 13Q (3092.781309 sec): 3 clusters Score: Raw -877939.138270 + Penalty 3076.245286 = -874862.892984 nChanged 175 SP:Iteration 14Q (3092.851169 sec): 3 clusters Score: Raw -878029.792407 + Penalty 3076.245286 = -874953.547121 nChanged 139 SP:Iteration 15Q (3092.922572 sec): 3 clusters Score: Raw -878082.209944 + Penalty 3076.245286 = -875005.964657 nChanged 102 SP:Iteration 16Q (3092.995332 sec): 3 clusters Score: Raw -878117.613233 + Penalty 3076.245286 = -875041.367947 nChanged 83 SP:Iteration 17Q (3093.063329 sec): 3 clusters Score: Raw -878144.970529 + Penalty 3076.245286 = -875068.725243 nChanged 56 SP:Iteration 18Q (3093.131858 sec): 3 clusters Score: Raw -878162.192533 + Penalty 3076.245286 = -875085.947246 nChanged 56 SP:Iteration 19Q (3093.190618 sec): 3 clusters Score: Raw -878180.788584 + Penalty 3076.245286 = -875104.543297 nChanged 70 SP:Iteration 20F (3093.260742 sec): 3 clusters Score: Raw -878203.010570 + Penalty 3076.245286 = -875126.765283 nChanged 49 SP:Iteration 21Q (3093.340368 sec): 3 clusters Score: Raw -878216.797858 + Penalty 3076.245286 = -875140.552572 nChanged 40 SP:Iteration 22Q (3093.393148 sec): 3 clusters Score: Raw -878229.175382 + Penalty 3076.245286 = -875152.930096 nChanged 45 SP:Iteration 23Q (3093.465192 sec): 3 clusters Score: Raw -878240.264282 + Penalty 3076.245286 = -875164.018996 nChanged 39 SP:Iteration 24Q (3093.531631 sec): 3 clusters Score: Raw -878249.160156 + Penalty 3076.245286 = -875172.914870 nChanged 26 SP:Iteration 25Q (3093.591671 sec): 3 clusters Score: Raw -878254.990318 + Penalty 3076.245286 = -875178.745032 nChanged 19 SP:Iteration 26Q (3093.650570 sec): 3 clusters Score: Raw -878257.327342 + Penalty 3076.245286 = -875181.082056 nChanged 9 SP:Iteration 27Q (3093.711968 sec): 3 clusters Score: Raw -878259.155413 + Penalty 3076.245286 = -875182.910127 nChanged 20 SP:Iteration 28Q (3093.779137 sec): 3 clusters Score: Raw -878263.497338 + Penalty 3076.245286 = -875187.252051 nChanged 23 SP:Iteration 29Q (3093.858342 sec): 3 clusters Score: Raw -878268.342758 + Penalty 3076.245286 = -875192.097472 nChanged 24 SP:Iteration 30Q (3093.919817 sec): 3 clusters Score: Raw -878273.379547 + Penalty 3076.245286 = -875197.134260 nChanged 21 SP:Iteration 31Q (3093.990500 sec): 3 clusters Score: Raw -878277.067841 + Penalty 3076.245286 = -875200.822555 nChanged 19 SP:Iteration 32Q (3094.045883 sec): 3 clusters Score: Raw -878280.003835 + Penalty 3076.245286 = -875203.758548 nChanged 14 SP:Iteration 33Q (3094.119803 sec): 3 clusters Score: Raw -878282.153860 + Penalty 3076.245286 = -875205.908574 nChanged 14 SP:Iteration 34Q (3094.180837 sec): 3 clusters Score: Raw -878284.264374 + Penalty 3076.245286 = -875208.019087 nChanged 10 SP:Iteration 35Q (3094.243607 sec): 3 clusters Score: Raw -878285.859262 + Penalty 3076.245286 = -875209.613975 nChanged 8 SP:Iteration 36Q (3094.306706 sec): 3 clusters Score: Raw -878287.197506 + Penalty 3076.245286 = -875210.952219 nChanged 7 SP:Iteration 37Q (3094.375413 sec): 3 clusters Score: Raw -878288.442760 + Penalty 3076.245286 = -875212.197473 nChanged 9 SP:Iteration 38Q (3094.445833 sec): 3 clusters Score: Raw -878289.834658 + Penalty 3076.245286 = -875213.589372 nChanged 7 SP:Iteration 39Q (3094.499789 sec): 3 clusters Score: Raw -878290.940365 + Penalty 3076.245286 = -875214.695079 nChanged 6 SP:Iteration 40F (3094.578223 sec): 3 clusters Score: Raw -878292.067032 + Penalty 3076.245286 = -875215.821745 nChanged 11 SP:Iteration 41Q (3094.635631 sec): 3 clusters Score: Raw -878293.387063 + Penalty 3076.245286 = -875217.141777 nChanged 6 SP:Iteration 42Q (3094.711592 sec): 3 clusters Score: Raw -878294.184226 + Penalty 3076.245286 = -875217.938940 nChanged 6 SP:Iteration 43Q (3094.778357 sec): 3 clusters Score: Raw -878295.082109 + Penalty 3076.245286 = -875218.836822 nChanged 9 SP:Iteration 44Q (3094.843421 sec): 3 clusters Score: Raw -878296.365213 + Penalty 3076.245286 = -875220.119927 nChanged 4 SP:Iteration 45Q (3094.908940 sec): 3 clusters Score: Raw -878296.786588 + Penalty 3076.245286 = -875220.541301 nChanged 1 SP:Iteration 46Q (3094.976851 sec): 3 clusters Score: Raw -878296.847460 + Penalty 3076.245286 = -875220.602174 nChanged 0 SP:Iteration 47F (3095.045558 sec): 3 clusters Score: Raw -878296.847460 + Penalty 3076.245286 = -875220.602174 nChanged 0 Trying to split cluster 10 (77176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3095.163851 sec): 2 clusters Score: Raw -5302891.545718 + Penalty 1828.749619 = -5301062.796099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3095.349597 sec): 3 clusters Score: Raw -5253247.042444 + Penalty 3657.499237 = -5249589.543207 nChanged 36847 SP:Iteration 1F (3095.522923 sec): 3 clusters Score: Raw -5274607.656862 + Penalty 3657.499237 = -5270950.157625 nChanged 3234 SP:Iteration 2Q (3095.700146 sec): 3 clusters Score: Raw -5275949.835059 + Penalty 3657.499237 = -5272292.335822 nChanged 3791 SP:Iteration 3Q (3095.893387 sec): 3 clusters Score: Raw -5278035.845156 + Penalty 3657.499237 = -5274378.345919 nChanged 4744 SP:Iteration 4F (3096.074471 sec): 3 clusters Score: Raw -5281092.947139 + Penalty 3657.499237 = -5277435.447902 nChanged 5438 SP:Iteration 5F (3096.257817 sec): 3 clusters Score: Raw -5284720.202382 + Penalty 3657.499237 = -5281062.703145 nChanged 5449 SP:Iteration 6F (3096.438618 sec): 3 clusters Score: Raw -5288055.095698 + Penalty 3657.499237 = -5284397.596460 nChanged 4713 SP:Iteration 7F (3096.624309 sec): 3 clusters Score: Raw -5290651.877820 + Penalty 3657.499237 = -5286994.378583 nChanged 3776 SP:Iteration 8Q (3096.804172 sec): 3 clusters Score: Raw -5292534.315146 + Penalty 3657.499237 = -5288876.815909 nChanged 2926 SP:Iteration 9Q (3096.986305 sec): 3 clusters Score: Raw -5293945.265710 + Penalty 3657.499237 = -5290287.766473 nChanged 2349 SP:Iteration 10Q (3097.158809 sec): 3 clusters Score: Raw -5295052.586905 + Penalty 3657.499237 = -5291395.087668 nChanged 1859 SP:Iteration 11Q (3097.350856 sec): 3 clusters Score: Raw -5295898.669866 + Penalty 3657.499237 = -5292241.170628 nChanged 1508 SP:Iteration 12Q (3097.539896 sec): 3 clusters Score: Raw -5296528.080651 + Penalty 3657.499237 = -5292870.581414 nChanged 1298 SP:Iteration 13Q (3097.712157 sec): 3 clusters Score: Raw -5297039.166118 + Penalty 3657.499237 = -5293381.666881 nChanged 1227 SP:Iteration 14Q (3097.900393 sec): 3 clusters Score: Raw -5297506.768037 + Penalty 3657.499237 = -5293849.268800 nChanged 1193 SP:Iteration 15Q (3098.087755 sec): 3 clusters Score: Raw -5297954.727475 + Penalty 3657.499237 = -5294297.228238 nChanged 1171 SP:Iteration 16Q (3098.268373 sec): 3 clusters Score: Raw -5298377.050233 + Penalty 3657.499237 = -5294719.550996 nChanged 1126 SP:Iteration 17Q (3098.443017 sec): 3 clusters Score: Raw -5298754.194849 + Penalty 3657.499237 = -5295096.695612 nChanged 1111 SP:Iteration 18Q (3098.628695 sec): 3 clusters Score: Raw -5299124.127243 + Penalty 3657.499237 = -5295466.628006 nChanged 1129 SP:Iteration 19Q (3098.810424 sec): 3 clusters Score: Raw -5299475.805340 + Penalty 3657.499237 = -5295818.306103 nChanged 1065 SP:Iteration 20F (3098.989248 sec): 3 clusters Score: Raw -5299801.494804 + Penalty 3657.499237 = -5296143.995567 nChanged 1035 SP:Iteration 21Q (3099.169672 sec): 3 clusters Score: Raw -5300107.381867 + Penalty 3657.499237 = -5296449.882630 nChanged 932 SP:Iteration 22Q (3099.344258 sec): 3 clusters Score: Raw -5300359.545400 + Penalty 3657.499237 = -5296702.046163 nChanged 891 SP:Iteration 23Q (3099.524161 sec): 3 clusters Score: Raw -5300596.633576 + Penalty 3657.499237 = -5296939.134339 nChanged 848 SP:Iteration 24Q (3099.703415 sec): 3 clusters Score: Raw -5300819.611561 + Penalty 3657.499237 = -5297162.112324 nChanged 811 SP:Iteration 25Q (3099.888203 sec): 3 clusters Score: Raw -5301031.502377 + Penalty 3657.499237 = -5297374.003139 nChanged 799 SP:Iteration 26Q (3100.062349 sec): 3 clusters Score: Raw -5301243.289660 + Penalty 3657.499237 = -5297585.790422 nChanged 782 SP:Iteration 27Q (3100.244743 sec): 3 clusters Score: Raw -5301458.445188 + Penalty 3657.499237 = -5297800.945950 nChanged 791 SP:Iteration 28Q (3100.415704 sec): 3 clusters Score: Raw -5301682.621329 + Penalty 3657.499237 = -5298025.122092 nChanged 798 SP:Iteration 29Q (3100.581365 sec): 3 clusters Score: Raw -5301918.234853 + Penalty 3657.499237 = -5298260.735616 nChanged 752 SP:Iteration 30Q (3100.749809 sec): 3 clusters Score: Raw -5302139.449387 + Penalty 3657.499237 = -5298481.950150 nChanged 731 SP:Iteration 31Q (3100.926696 sec): 3 clusters Score: Raw -5302359.305298 + Penalty 3657.499237 = -5298701.806061 nChanged 696 SP:Iteration 32Q (3101.103861 sec): 3 clusters Score: Raw -5302575.331537 + Penalty 3657.499237 = -5298917.832300 nChanged 663 SP:Iteration 33Q (3101.272911 sec): 3 clusters Score: Raw -5302780.205286 + Penalty 3657.499237 = -5299122.706049 nChanged 594 SP:Iteration 34Q (3101.438158 sec): 3 clusters Score: Raw -5302950.457204 + Penalty 3657.499237 = -5299292.957967 nChanged 507 SP:Iteration 35Q (3101.596683 sec): 3 clusters Score: Raw -5303087.243900 + Penalty 3657.499237 = -5299429.744663 nChanged 476 SP:Iteration 36Q (3101.759644 sec): 3 clusters Score: Raw -5303217.116799 + Penalty 3657.499237 = -5299559.617561 nChanged 420 SP:Iteration 37Q (3101.914005 sec): 3 clusters Score: Raw -5303330.172636 + Penalty 3657.499237 = -5299672.673398 nChanged 390 SP:Iteration 38Q (3102.066527 sec): 3 clusters Score: Raw -5303436.363115 + Penalty 3657.499237 = -5299778.863878 nChanged 345 SP:Iteration 39Q (3102.232186 sec): 3 clusters Score: Raw -5303528.781283 + Penalty 3657.499237 = -5299871.282046 nChanged 311 SP:Iteration 40F (3102.413444 sec): 3 clusters Score: Raw -5303605.187705 + Penalty 3657.499237 = -5299947.688468 nChanged 265 SP:Iteration 41Q (3102.574970 sec): 3 clusters Score: Raw -5303666.621539 + Penalty 3657.499237 = -5300009.122302 nChanged 232 SP:Iteration 42Q (3102.733242 sec): 3 clusters Score: Raw -5303719.057611 + Penalty 3657.499237 = -5300061.558374 nChanged 216 SP:Iteration 43Q (3102.889984 sec): 3 clusters Score: Raw -5303767.122802 + Penalty 3657.499237 = -5300109.623565 nChanged 189 SP:Iteration 44Q (3103.048495 sec): 3 clusters Score: Raw -5303808.902261 + Penalty 3657.499237 = -5300151.403024 nChanged 163 SP:Iteration 45Q (3103.208536 sec): 3 clusters Score: Raw -5303843.899498 + Penalty 3657.499237 = -5300186.400260 nChanged 164 SP:Iteration 46Q (3103.370146 sec): 3 clusters Score: Raw -5303876.593780 + Penalty 3657.499237 = -5300219.094542 nChanged 133 SP:Iteration 47Q (3103.521832 sec): 3 clusters Score: Raw -5303900.031344 + Penalty 3657.499237 = -5300242.532107 nChanged 105 SP:Iteration 48Q (3103.684902 sec): 3 clusters Score: Raw -5303915.506518 + Penalty 3657.499237 = -5300258.007281 nChanged 74 SP:Iteration 49Q (3103.844965 sec): 3 clusters Score: Raw -5303927.527288 + Penalty 3657.499237 = -5300270.028051 nChanged 60 SP:Iteration 50Q (3103.992082 sec): 3 clusters Score: Raw -5303935.591199 + Penalty 3657.499237 = -5300278.091962 nChanged 48 SP:Iteration 51Q (3104.159268 sec): 3 clusters Score: Raw -5303941.449737 + Penalty 3657.499237 = -5300283.950499 nChanged 36 SP:Iteration 52Q (3104.313998 sec): 3 clusters Score: Raw -5303946.383807 + Penalty 3657.499237 = -5300288.884570 nChanged 44 SP:Iteration 53Q (3104.469462 sec): 3 clusters Score: Raw -5303952.412546 + Penalty 3657.499237 = -5300294.913309 nChanged 41 SP:Iteration 54Q (3104.619600 sec): 3 clusters Score: Raw -5303957.352999 + Penalty 3657.499237 = -5300299.853762 nChanged 29 SP:Iteration 55Q (3104.783882 sec): 3 clusters Score: Raw -5303961.011562 + Penalty 3657.499237 = -5300303.512325 nChanged 27 SP:Iteration 56Q (3104.944725 sec): 3 clusters Score: Raw -5303964.163843 + Penalty 3657.499237 = -5300306.664606 nChanged 27 SP:Iteration 57Q (3105.113393 sec): 3 clusters Score: Raw -5303967.100142 + Penalty 3657.499237 = -5300309.600905 nChanged 31 SP:Iteration 58Q (3105.265407 sec): 3 clusters Score: Raw -5303970.026428 + Penalty 3657.499237 = -5300312.527190 nChanged 18 SP:Iteration 59Q (3105.416315 sec): 3 clusters Score: Raw -5303971.220017 + Penalty 3657.499237 = -5300313.720780 nChanged 15 SP:Iteration 60F (3105.595493 sec): 3 clusters Score: Raw -5303973.282353 + Penalty 3657.499237 = -5300315.783115 nChanged 16 SP:Iteration 61Q (3105.760598 sec): 3 clusters Score: Raw -5303975.309358 + Penalty 3657.499237 = -5300317.810121 nChanged 13 SP:Iteration 62Q (3105.908221 sec): 3 clusters Score: Raw -5303976.215894 + Penalty 3657.499237 = -5300318.716657 nChanged 5 SP:Iteration 63Q (3106.065381 sec): 3 clusters Score: Raw -5303976.556818 + Penalty 3657.499237 = -5300319.057581 nChanged 6 SP:Iteration 64Q (3106.216202 sec): 3 clusters Score: Raw -5303976.843087 + Penalty 3657.499237 = -5300319.343850 nChanged 5 SP:Iteration 65Q (3106.366175 sec): 3 clusters Score: Raw -5303977.090679 + Penalty 3657.499237 = -5300319.591442 nChanged 5 SP:Iteration 66Q (3106.509838 sec): 3 clusters Score: Raw -5303977.370974 + Penalty 3657.499237 = -5300319.871737 nChanged 3 SP:Iteration 67Q (3106.693503 sec): 3 clusters Score: Raw -5303977.504799 + Penalty 3657.499237 = -5300320.005562 nChanged 3 SP:Iteration 68Q (3106.870757 sec): 3 clusters Score: Raw -5303977.689179 + Penalty 3657.499237 = -5300320.189942 nChanged 4 SP:Iteration 69Q (3107.025661 sec): 3 clusters Score: Raw -5303978.115304 + Penalty 3657.499237 = -5300320.616066 nChanged 4 SP:Iteration 70Q (3107.176024 sec): 3 clusters Score: Raw -5303978.658668 + Penalty 3657.499237 = -5300321.159431 nChanged 5 SP:Iteration 71Q (3107.336782 sec): 3 clusters Score: Raw -5303979.239659 + Penalty 3657.499237 = -5300321.740422 nChanged 11 SP:Iteration 72Q (3107.487119 sec): 3 clusters Score: Raw -5303980.194454 + Penalty 3657.499237 = -5300322.695216 nChanged 9 SP:Iteration 73Q (3107.663537 sec): 3 clusters Score: Raw -5303981.039834 + Penalty 3657.499237 = -5300323.540597 nChanged 8 SP:Iteration 74Q (3107.819436 sec): 3 clusters Score: Raw -5303981.744850 + Penalty 3657.499237 = -5300324.245613 nChanged 7 SP:Iteration 75Q (3107.967471 sec): 3 clusters Score: Raw -5303981.980560 + Penalty 3657.499237 = -5300324.481322 nChanged 4 SP:Iteration 76Q (3108.120222 sec): 3 clusters Score: Raw -5303982.108767 + Penalty 3657.499237 = -5300324.609530 nChanged 3 SP:Iteration 77Q (3108.268757 sec): 3 clusters Score: Raw -5303982.243942 + Penalty 3657.499237 = -5300324.744705 nChanged 4 SP:Iteration 78Q (3108.416526 sec): 3 clusters Score: Raw -5303982.651393 + Penalty 3657.499237 = -5300325.152156 nChanged 5 SP:Iteration 79Q (3108.561752 sec): 3 clusters Score: Raw -5303982.939864 + Penalty 3657.499237 = -5300325.440627 nChanged 3 SP:Iteration 80F (3108.734053 sec): 3 clusters Score: Raw -5303983.034253 + Penalty 3657.499237 = -5300325.535016 nChanged 0 Trying to split cluster 11 (2583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3108.777570 sec): 2 clusters Score: Raw -167488.298475 + Penalty 1276.714854 = -166211.583621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3108.826861 sec): 3 clusters Score: Raw -166270.505876 + Penalty 2553.429708 = -163717.076168 nChanged 992 SP:Iteration 1F (3108.876934 sec): 3 clusters Score: Raw -166876.942190 + Penalty 2553.429708 = -164323.512483 nChanged 236 SP:Iteration 2F (3108.926517 sec): 3 clusters Score: Raw -167034.072611 + Penalty 2553.429708 = -164480.642903 nChanged 151 SP:Iteration 3F (3108.976885 sec): 3 clusters Score: Raw -167136.784534 + Penalty 2553.429708 = -164583.354826 nChanged 113 SP:Iteration 4Q (3109.020618 sec): 3 clusters Score: Raw -167218.197933 + Penalty 2553.429708 = -164664.768226 nChanged 102 SP:Iteration 5Q (3109.081386 sec): 3 clusters Score: Raw -167294.320599 + Penalty 2553.429708 = -164740.890892 nChanged 88 SP:Iteration 6Q (3109.131402 sec): 3 clusters Score: Raw -167359.575832 + Penalty 2553.429708 = -164806.146124 nChanged 75 SP:Iteration 7Q (3109.185340 sec): 3 clusters Score: Raw -167412.239085 + Penalty 2553.429708 = -164858.809377 nChanged 74 SP:Iteration 8Q (3109.238184 sec): 3 clusters Score: Raw -167455.830753 + Penalty 2553.429708 = -164902.401045 nChanged 59 SP:Iteration 9Q (3109.292751 sec): 3 clusters Score: Raw -167493.157471 + Penalty 2553.429708 = -164939.727763 nChanged 59 SP:Iteration 10Q (3109.337966 sec): 3 clusters Score: Raw -167527.932780 + Penalty 2553.429708 = -164974.503072 nChanged 52 SP:Iteration 11Q (3109.387186 sec): 3 clusters Score: Raw -167560.461203 + Penalty 2553.429708 = -165007.031496 nChanged 55 SP:Iteration 12Q (3109.437505 sec): 3 clusters Score: Raw -167599.009823 + Penalty 2553.429708 = -165045.580115 nChanged 75 SP:Iteration 13Q (3109.490334 sec): 3 clusters Score: Raw -167665.485813 + Penalty 2553.429708 = -165112.056106 nChanged 72 SP:Iteration 14Q (3109.541816 sec): 3 clusters Score: Raw -167723.315559 + Penalty 2553.429708 = -165169.885851 nChanged 72 SP:Iteration 15Q (3109.593185 sec): 3 clusters Score: Raw -167784.341896 + Penalty 2553.429708 = -165230.912189 nChanged 67 SP:Iteration 16Q (3109.646190 sec): 3 clusters Score: Raw -167846.831944 + Penalty 2553.429708 = -165293.402236 nChanged 55 SP:Iteration 17Q (3109.697594 sec): 3 clusters Score: Raw -167893.447043 + Penalty 2553.429708 = -165340.017335 nChanged 53 SP:Iteration 18Q (3109.750768 sec): 3 clusters Score: Raw -167936.454314 + Penalty 2553.429708 = -165383.024606 nChanged 43 SP:Iteration 19Q (3109.798393 sec): 3 clusters Score: Raw -167963.130509 + Penalty 2553.429708 = -165409.700801 nChanged 26 SP:Iteration 20F (3109.850109 sec): 3 clusters Score: Raw -167983.518212 + Penalty 2553.429708 = -165430.088504 nChanged 18 SP:Iteration 21Q (3109.891780 sec): 3 clusters Score: Raw -167994.079968 + Penalty 2553.429708 = -165440.650260 nChanged 15 SP:Iteration 22Q (3109.950007 sec): 3 clusters Score: Raw -168004.115931 + Penalty 2553.429708 = -165450.686223 nChanged 15 SP:Iteration 23Q (3109.996067 sec): 3 clusters Score: Raw -168011.956422 + Penalty 2553.429708 = -165458.526714 nChanged 9 SP:Iteration 24Q (3110.052622 sec): 3 clusters Score: Raw -168015.691202 + Penalty 2553.429708 = -165462.261494 nChanged 5 SP:Iteration 25Q (3110.097692 sec): 3 clusters Score: Raw -168017.834263 + Penalty 2553.429708 = -165464.404556 nChanged 6 SP:Iteration 26Q (3110.143335 sec): 3 clusters Score: Raw -168019.790827 + Penalty 2553.429708 = -165466.361120 nChanged 3 SP:Iteration 27Q (3110.196038 sec): 3 clusters Score: Raw -168020.713229 + Penalty 2553.429708 = -165467.283521 nChanged 1 SP:Iteration 28Q (3110.239266 sec): 3 clusters Score: Raw -168020.855331 + Penalty 2553.429708 = -165467.425623 nChanged 0 SP:Iteration 29F (3110.299095 sec): 3 clusters Score: Raw -168020.855331 + Penalty 2553.429708 = -165467.425623 nChanged 0 Trying to split cluster 12 (6387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3110.326205 sec): 2 clusters Score: Raw -425067.540065 + Penalty 1423.828242 = -423643.711823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3110.390059 sec): 3 clusters Score: Raw -421654.829996 + Penalty 2847.656485 = -418807.173511 nChanged 2667 SP:Iteration 1F (3110.439452 sec): 3 clusters Score: Raw -423126.250906 + Penalty 2847.656485 = -420278.594421 nChanged 433 SP:Iteration 2F (3110.507543 sec): 3 clusters Score: Raw -423346.256915 + Penalty 2847.656485 = -420498.600430 nChanged 341 SP:Iteration 3F (3110.560968 sec): 3 clusters Score: Raw -423508.033038 + Penalty 2847.656485 = -420660.376553 nChanged 264 SP:Iteration 4Q (3110.621148 sec): 3 clusters Score: Raw -423649.525240 + Penalty 2847.656485 = -420801.868755 nChanged 252 SP:Iteration 5Q (3110.667468 sec): 3 clusters Score: Raw -423765.372436 + Penalty 2847.656485 = -420917.715951 nChanged 225 SP:Iteration 6Q (3110.730824 sec): 3 clusters Score: Raw -423885.492688 + Penalty 2847.656485 = -421037.836203 nChanged 249 SP:Iteration 7Q (3110.778564 sec): 3 clusters Score: Raw -424023.905177 + Penalty 2847.656485 = -421176.248692 nChanged 267 SP:Iteration 8Q (3110.833934 sec): 3 clusters Score: Raw -424175.797500 + Penalty 2847.656485 = -421328.141015 nChanged 245 SP:Iteration 9Q (3110.894294 sec): 3 clusters Score: Raw -424324.670324 + Penalty 2847.656485 = -421477.013839 nChanged 222 SP:Iteration 10Q (3110.949013 sec): 3 clusters Score: Raw -424473.379046 + Penalty 2847.656485 = -421625.722561 nChanged 217 SP:Iteration 11Q (3111.019134 sec): 3 clusters Score: Raw -424616.624467 + Penalty 2847.656485 = -421768.967982 nChanged 199 SP:Iteration 12Q (3111.077057 sec): 3 clusters Score: Raw -424760.559591 + Penalty 2847.656485 = -421912.903106 nChanged 189 SP:Iteration 13Q (3111.131035 sec): 3 clusters Score: Raw -424890.511417 + Penalty 2847.656485 = -422042.854932 nChanged 167 SP:Iteration 14Q (3111.180597 sec): 3 clusters Score: Raw -424998.218464 + Penalty 2847.656485 = -422150.561979 nChanged 141 SP:Iteration 15Q (3111.240315 sec): 3 clusters Score: Raw -425080.564680 + Penalty 2847.656485 = -422232.908195 nChanged 121 SP:Iteration 16Q (3111.301548 sec): 3 clusters Score: Raw -425140.612133 + Penalty 2847.656485 = -422292.955648 nChanged 91 SP:Iteration 17Q (3111.354249 sec): 3 clusters Score: Raw -425184.063289 + Penalty 2847.656485 = -422336.406804 nChanged 81 SP:Iteration 18Q (3111.415520 sec): 3 clusters Score: Raw -425223.133562 + Penalty 2847.656485 = -422375.477077 nChanged 58 SP:Iteration 19Q (3111.459667 sec): 3 clusters Score: Raw -425245.890869 + Penalty 2847.656485 = -422398.234385 nChanged 44 SP:Iteration 20F (3111.515718 sec): 3 clusters Score: Raw -425262.668003 + Penalty 2847.656485 = -422415.011518 nChanged 34 SP:Iteration 21Q (3111.571207 sec): 3 clusters Score: Raw -425274.957157 + Penalty 2847.656485 = -422427.300672 nChanged 21 SP:Iteration 22Q (3111.636410 sec): 3 clusters Score: Raw -425280.479471 + Penalty 2847.656485 = -422432.822986 nChanged 19 SP:Iteration 23Q (3111.693375 sec): 3 clusters Score: Raw -425286.497968 + Penalty 2847.656485 = -422438.841483 nChanged 21 SP:Iteration 24Q (3111.746790 sec): 3 clusters Score: Raw -425293.553928 + Penalty 2847.656485 = -422445.897443 nChanged 18 SP:Iteration 25Q (3111.795587 sec): 3 clusters Score: Raw -425299.415756 + Penalty 2847.656485 = -422451.759271 nChanged 13 SP:Iteration 26Q (3111.853639 sec): 3 clusters Score: Raw -425304.471732 + Penalty 2847.656485 = -422456.815248 nChanged 23 SP:Iteration 27Q (3111.912205 sec): 3 clusters Score: Raw -425312.148229 + Penalty 2847.656485 = -422464.491744 nChanged 23 SP:Iteration 28Q (3111.973991 sec): 3 clusters Score: Raw -425321.223799 + Penalty 2847.656485 = -422473.567314 nChanged 26 SP:Iteration 29Q (3112.031795 sec): 3 clusters Score: Raw -425328.746009 + Penalty 2847.656485 = -422481.089524 nChanged 20 SP:Iteration 30Q (3112.079785 sec): 3 clusters Score: Raw -425333.499728 + Penalty 2847.656485 = -422485.843243 nChanged 14 SP:Iteration 31Q (3112.138206 sec): 3 clusters Score: Raw -425336.756587 + Penalty 2847.656485 = -422489.100102 nChanged 11 SP:Iteration 32Q (3112.188863 sec): 3 clusters Score: Raw -425340.720969 + Penalty 2847.656485 = -422493.064484 nChanged 20 SP:Iteration 33Q (3112.239908 sec): 3 clusters Score: Raw -425347.664511 + Penalty 2847.656485 = -422500.008026 nChanged 26 SP:Iteration 34Q (3112.306955 sec): 3 clusters Score: Raw -425358.050672 + Penalty 2847.656485 = -422510.394187 nChanged 28 SP:Iteration 35Q (3112.361002 sec): 3 clusters Score: Raw -425368.881856 + Penalty 2847.656485 = -422521.225371 nChanged 22 SP:Iteration 36Q (3112.420381 sec): 3 clusters Score: Raw -425377.954023 + Penalty 2847.656485 = -422530.297538 nChanged 21 SP:Iteration 37Q (3112.478118 sec): 3 clusters Score: Raw -425386.373515 + Penalty 2847.656485 = -422538.717031 nChanged 16 SP:Iteration 38Q (3112.532092 sec): 3 clusters Score: Raw -425392.968701 + Penalty 2847.656485 = -422545.312216 nChanged 18 SP:Iteration 39Q (3112.586120 sec): 3 clusters Score: Raw -425401.847361 + Penalty 2847.656485 = -422554.190876 nChanged 20 SP:Iteration 40F (3112.635057 sec): 3 clusters Score: Raw -425409.533755 + Penalty 2847.656485 = -422561.877270 nChanged 12 SP:Iteration 41Q (3112.700405 sec): 3 clusters Score: Raw -425412.691282 + Penalty 2847.656485 = -422565.034798 nChanged 8 SP:Iteration 42Q (3112.752614 sec): 3 clusters Score: Raw -425415.946170 + Penalty 2847.656485 = -422568.289685 nChanged 6 SP:Iteration 43Q (3112.810118 sec): 3 clusters Score: Raw -425418.896148 + Penalty 2847.656485 = -422571.239663 nChanged 9 SP:Iteration 44Q (3112.866303 sec): 3 clusters Score: Raw -425422.993332 + Penalty 2847.656485 = -422575.336847 nChanged 16 SP:Iteration 45Q (3112.923587 sec): 3 clusters Score: Raw -425428.688500 + Penalty 2847.656485 = -422581.032015 nChanged 8 SP:Iteration 46Q (3112.977689 sec): 3 clusters Score: Raw -425432.536034 + Penalty 2847.656485 = -422584.879549 nChanged 12 SP:Iteration 47Q (3113.022201 sec): 3 clusters Score: Raw -425437.628942 + Penalty 2847.656485 = -422589.972458 nChanged 10 SP:Iteration 48Q (3113.083461 sec): 3 clusters Score: Raw -425439.507271 + Penalty 2847.656485 = -422591.850786 nChanged 2 SP:Iteration 49Q (3113.138923 sec): 3 clusters Score: Raw -425440.471931 + Penalty 2847.656485 = -422592.815446 nChanged 5 SP:Iteration 50Q (3113.192950 sec): 3 clusters Score: Raw -425442.441687 + Penalty 2847.656485 = -422594.785202 nChanged 8 SP:Iteration 51Q (3113.242778 sec): 3 clusters Score: Raw -425445.294389 + Penalty 2847.656485 = -422597.637904 nChanged 4 SP:Iteration 52Q (3113.294878 sec): 3 clusters Score: Raw -425447.379773 + Penalty 2847.656485 = -422599.723288 nChanged 2 SP:Iteration 53Q (3113.353495 sec): 3 clusters Score: Raw -425447.806158 + Penalty 2847.656485 = -422600.149673 nChanged 4 SP:Iteration 54Q (3113.415436 sec): 3 clusters Score: Raw -425451.245909 + Penalty 2847.656485 = -422603.589424 nChanged 9 SP:Iteration 55Q (3113.466760 sec): 3 clusters Score: Raw -425455.710758 + Penalty 2847.656485 = -422608.054273 nChanged 11 SP:Iteration 56Q (3113.528630 sec): 3 clusters Score: Raw -425460.509672 + Penalty 2847.656485 = -422612.853187 nChanged 11 SP:Iteration 57Q (3113.586517 sec): 3 clusters Score: Raw -425463.804097 + Penalty 2847.656485 = -422616.147612 nChanged 6 SP:Iteration 58Q (3113.642600 sec): 3 clusters Score: Raw -425465.315686 + Penalty 2847.656485 = -422617.659201 nChanged 4 SP:Iteration 59Q (3113.690173 sec): 3 clusters Score: Raw -425466.070145 + Penalty 2847.656485 = -422618.413660 nChanged 2 SP:Iteration 60F (3113.749593 sec): 3 clusters Score: Raw -425466.526128 + Penalty 2847.656485 = -422618.869643 nChanged 2 SP:Iteration 61Q (3113.813174 sec): 3 clusters Score: Raw -425466.754845 + Penalty 2847.656485 = -422619.098360 nChanged 1 SP:Iteration 62Q (3113.864204 sec): 3 clusters Score: Raw -425467.081855 + Penalty 2847.656485 = -422619.425370 nChanged 2 SP:Iteration 63Q (3113.918692 sec): 3 clusters Score: Raw -425468.362127 + Penalty 2847.656485 = -422620.705642 nChanged 2 SP:Iteration 64Q (3113.984867 sec): 3 clusters Score: Raw -425469.293678 + Penalty 2847.656485 = -422621.637193 nChanged 3 SP:Iteration 65Q (3114.044262 sec): 3 clusters Score: Raw -425470.302730 + Penalty 2847.656485 = -422622.646245 nChanged 2 SP:Iteration 66Q (3114.094605 sec): 3 clusters Score: Raw -425471.283645 + Penalty 2847.656485 = -422623.627160 nChanged 4 SP:Iteration 67Q (3114.150617 sec): 3 clusters Score: Raw -425472.130645 + Penalty 2847.656485 = -422624.474160 nChanged 3 SP:Iteration 68Q (3114.215569 sec): 3 clusters Score: Raw -425472.921939 + Penalty 2847.656485 = -422625.265454 nChanged 3 SP:Iteration 69Q (3114.272123 sec): 3 clusters Score: Raw -425473.713698 + Penalty 2847.656485 = -422626.057213 nChanged 1 SP:Iteration 70Q (3114.324293 sec): 3 clusters Score: Raw -425473.945401 + Penalty 2847.656485 = -422626.288916 nChanged 1 SP:Iteration 71Q (3114.373158 sec): 3 clusters Score: Raw -425474.139521 + Penalty 2847.656485 = -422626.483037 nChanged 1 SP:Iteration 72Q (3114.434547 sec): 3 clusters Score: Raw -425474.772257 + Penalty 2847.656485 = -422627.115773 nChanged 1 SP:Iteration 73Q (3114.481310 sec): 3 clusters Score: Raw -425475.053297 + Penalty 2847.656485 = -422627.396812 nChanged 2 SP:Iteration 74Q (3114.549427 sec): 3 clusters Score: Raw -425475.657898 + Penalty 2847.656485 = -422628.001413 nChanged 0 SP:Iteration 75F (3114.594073 sec): 3 clusters Score: Raw -425475.657898 + Penalty 2847.656485 = -422628.001413 nChanged 0 Trying to split cluster 13 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3114.629925 sec): 2 clusters Score: Raw -17693.187417 + Penalty 980.376511 = -16712.810906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3114.674756 sec): 3 clusters Score: Raw -17753.144242 + Penalty 1960.753022 = -15792.391220 nChanged 115 SP:Iteration 1F (3114.718235 sec): 3 clusters Score: Raw -17992.125394 + Penalty 1960.753022 = -16031.372372 nChanged 34 SP:Iteration 2F (3114.754083 sec): 3 clusters Score: Raw -18074.097060 + Penalty 1960.753022 = -16113.344038 nChanged 11 SP:Iteration 3Q (3114.800990 sec): 3 clusters Score: Raw -18114.985886 + Penalty 1960.753022 = -16154.232864 nChanged 12 SP:Iteration 4Q (3114.848152 sec): 3 clusters Score: Raw -18154.067681 + Penalty 1960.753022 = -16193.314659 nChanged 8 SP:Iteration 5Q (3114.887779 sec): 3 clusters Score: Raw -18176.437221 + Penalty 1960.753022 = -16215.684199 nChanged 3 SP:Iteration 6Q (3114.936140 sec): 3 clusters Score: Raw -18184.475267 + Penalty 1960.753022 = -16223.722245 nChanged 3 SP:Iteration 7Q (3114.976944 sec): 3 clusters Score: Raw -18189.396246 + Penalty 1960.753022 = -16228.643224 nChanged 3 SP:Iteration 8Q (3115.029905 sec): 3 clusters Score: Raw -18201.289057 + Penalty 1960.753022 = -16240.536034 nChanged 3 SP:Iteration 9Q (3115.068479 sec): 3 clusters Score: Raw -18204.795257 + Penalty 1960.753022 = -16244.042234 nChanged 2 SP:Iteration 10Q (3115.120648 sec): 3 clusters Score: Raw -18207.731373 + Penalty 1960.753022 = -16246.978351 nChanged 2 SP:Iteration 11Q (3115.162046 sec): 3 clusters Score: Raw -18210.303554 + Penalty 1960.753022 = -16249.550532 nChanged 0 SP:Iteration 12F (3115.219228 sec): 3 clusters Score: Raw -18210.303554 + Penalty 1960.753022 = -16249.550532 nChanged 0 Trying to split cluster 14 (55219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3115.322288 sec): 2 clusters Score: Raw -3545401.044621 + Penalty 1774.347636 = -3543626.696985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3115.461974 sec): 3 clusters Score: Raw -3510173.525471 + Penalty 3548.695272 = -3506624.830198 nChanged 26006 SP:Iteration 1F (3115.607620 sec): 3 clusters Score: Raw -3525143.931610 + Penalty 3548.695272 = -3521595.236338 nChanged 2465 SP:Iteration 2Q (3115.745088 sec): 3 clusters Score: Raw -3526082.351182 + Penalty 3548.695272 = -3522533.655910 nChanged 2850 SP:Iteration 3F (3115.878367 sec): 3 clusters Score: Raw -3527435.263552 + Penalty 3548.695272 = -3523886.568280 nChanged 3328 SP:Iteration 4F (3116.025217 sec): 3 clusters Score: Raw -3529490.071209 + Penalty 3548.695272 = -3525941.375937 nChanged 3779 SP:Iteration 5F (3116.166311 sec): 3 clusters Score: Raw -3532108.786870 + Penalty 3548.695272 = -3528560.091598 nChanged 3817 SP:Iteration 6F (3116.303495 sec): 3 clusters Score: Raw -3534889.644911 + Penalty 3548.695272 = -3531340.949639 nChanged 3363 SP:Iteration 7F (3116.445370 sec): 3 clusters Score: Raw -3537406.358462 + Penalty 3548.695272 = -3533857.663190 nChanged 2794 SP:Iteration 8F (3116.588584 sec): 3 clusters Score: Raw -3539564.067040 + Penalty 3548.695272 = -3536015.371768 nChanged 2210 SP:Iteration 9Q (3116.726131 sec): 3 clusters Score: Raw -3541066.999835 + Penalty 3548.695272 = -3537518.304563 nChanged 1654 SP:Iteration 10Q (3116.869523 sec): 3 clusters Score: Raw -3541956.660689 + Penalty 3548.695272 = -3538407.965417 nChanged 1152 SP:Iteration 11Q (3117.009356 sec): 3 clusters Score: Raw -3542440.984415 + Penalty 3548.695272 = -3538892.289143 nChanged 823 SP:Iteration 12Q (3117.141783 sec): 3 clusters Score: Raw -3542712.838556 + Penalty 3548.695272 = -3539164.143284 nChanged 628 SP:Iteration 13Q (3117.269844 sec): 3 clusters Score: Raw -3542895.796619 + Penalty 3548.695272 = -3539347.101347 nChanged 530 SP:Iteration 14Q (3117.412760 sec): 3 clusters Score: Raw -3543062.858985 + Penalty 3548.695272 = -3539514.163713 nChanged 533 SP:Iteration 15Q (3117.531283 sec): 3 clusters Score: Raw -3543235.625861 + Penalty 3548.695272 = -3539686.930589 nChanged 533 SP:Iteration 16Q (3117.667399 sec): 3 clusters Score: Raw -3543405.362546 + Penalty 3548.695272 = -3539856.667274 nChanged 487 SP:Iteration 17Q (3117.789405 sec): 3 clusters Score: Raw -3543551.689107 + Penalty 3548.695272 = -3540002.993835 nChanged 447 SP:Iteration 18Q (3117.919685 sec): 3 clusters Score: Raw -3543680.743784 + Penalty 3548.695272 = -3540132.048512 nChanged 412 SP:Iteration 19Q (3118.050292 sec): 3 clusters Score: Raw -3543800.822552 + Penalty 3548.695272 = -3540252.127280 nChanged 409 SP:Iteration 20F (3118.188096 sec): 3 clusters Score: Raw -3543920.383648 + Penalty 3548.695272 = -3540371.688375 nChanged 442 SP:Iteration 21Q (3118.321413 sec): 3 clusters Score: Raw -3544055.333907 + Penalty 3548.695272 = -3540506.638635 nChanged 429 SP:Iteration 22Q (3118.451220 sec): 3 clusters Score: Raw -3544174.945718 + Penalty 3548.695272 = -3540626.250446 nChanged 394 SP:Iteration 23Q (3118.581839 sec): 3 clusters Score: Raw -3544289.790826 + Penalty 3548.695272 = -3540741.095554 nChanged 384 SP:Iteration 24Q (3118.700129 sec): 3 clusters Score: Raw -3544412.051476 + Penalty 3548.695272 = -3540863.356204 nChanged 375 SP:Iteration 25Q (3118.819998 sec): 3 clusters Score: Raw -3544531.128693 + Penalty 3548.695272 = -3540982.433421 nChanged 366 SP:Iteration 26Q (3118.950748 sec): 3 clusters Score: Raw -3544655.876080 + Penalty 3548.695272 = -3541107.180807 nChanged 374 SP:Iteration 27Q (3119.075281 sec): 3 clusters Score: Raw -3544794.254018 + Penalty 3548.695272 = -3541245.558746 nChanged 350 SP:Iteration 28Q (3119.205011 sec): 3 clusters Score: Raw -3544927.838235 + Penalty 3548.695272 = -3541379.142963 nChanged 339 SP:Iteration 29Q (3119.325946 sec): 3 clusters Score: Raw -3545045.398761 + Penalty 3548.695272 = -3541496.703489 nChanged 298 SP:Iteration 30Q (3119.452590 sec): 3 clusters Score: Raw -3545149.439486 + Penalty 3548.695272 = -3541600.744214 nChanged 265 SP:Iteration 31Q (3119.572915 sec): 3 clusters Score: Raw -3545243.337393 + Penalty 3548.695272 = -3541694.642121 nChanged 237 SP:Iteration 32Q (3119.693469 sec): 3 clusters Score: Raw -3545332.468571 + Penalty 3548.695272 = -3541783.773299 nChanged 220 SP:Iteration 33Q (3119.810760 sec): 3 clusters Score: Raw -3545408.733703 + Penalty 3548.695272 = -3541860.038431 nChanged 185 SP:Iteration 34Q (3119.926320 sec): 3 clusters Score: Raw -3545475.426250 + Penalty 3548.695272 = -3541926.730978 nChanged 164 SP:Iteration 35Q (3120.049700 sec): 3 clusters Score: Raw -3545535.597571 + Penalty 3548.695272 = -3541986.902299 nChanged 149 SP:Iteration 36Q (3120.175143 sec): 3 clusters Score: Raw -3545589.199643 + Penalty 3548.695272 = -3542040.504371 nChanged 134 SP:Iteration 37Q (3120.292764 sec): 3 clusters Score: Raw -3545634.928309 + Penalty 3548.695272 = -3542086.233037 nChanged 111 SP:Iteration 38Q (3120.413728 sec): 3 clusters Score: Raw -3545674.524054 + Penalty 3548.695272 = -3542125.828782 nChanged 96 SP:Iteration 39Q (3120.541669 sec): 3 clusters Score: Raw -3545707.148270 + Penalty 3548.695272 = -3542158.452998 nChanged 81 SP:Iteration 40F (3120.678859 sec): 3 clusters Score: Raw -3545732.373811 + Penalty 3548.695272 = -3542183.678539 nChanged 63 SP:Iteration 41Q (3120.812652 sec): 3 clusters Score: Raw -3545747.387925 + Penalty 3548.695272 = -3542198.692653 nChanged 48 SP:Iteration 42Q (3120.936191 sec): 3 clusters Score: Raw -3545761.294733 + Penalty 3548.695272 = -3542212.599460 nChanged 44 SP:Iteration 43Q (3121.067081 sec): 3 clusters Score: Raw -3545777.612348 + Penalty 3548.695272 = -3542228.917075 nChanged 46 SP:Iteration 44Q (3121.198061 sec): 3 clusters Score: Raw -3545792.792437 + Penalty 3548.695272 = -3542244.097165 nChanged 38 SP:Iteration 45Q (3121.307662 sec): 3 clusters Score: Raw -3545803.865405 + Penalty 3548.695272 = -3542255.170133 nChanged 35 SP:Iteration 46Q (3121.431797 sec): 3 clusters Score: Raw -3545813.281060 + Penalty 3548.695272 = -3542264.585788 nChanged 32 SP:Iteration 47Q (3121.556307 sec): 3 clusters Score: Raw -3545821.452096 + Penalty 3548.695272 = -3542272.756824 nChanged 28 SP:Iteration 48Q (3121.677136 sec): 3 clusters Score: Raw -3545827.991394 + Penalty 3548.695272 = -3542279.296122 nChanged 31 SP:Iteration 49Q (3121.793085 sec): 3 clusters Score: Raw -3545836.834300 + Penalty 3548.695272 = -3542288.139028 nChanged 17 SP:Iteration 50Q (3121.908076 sec): 3 clusters Score: Raw -3545840.431825 + Penalty 3548.695272 = -3542291.736553 nChanged 10 SP:Iteration 51Q (3122.032170 sec): 3 clusters Score: Raw -3545842.767462 + Penalty 3548.695272 = -3542294.072190 nChanged 10 SP:Iteration 52Q (3122.148316 sec): 3 clusters Score: Raw -3545845.088224 + Penalty 3548.695272 = -3542296.392952 nChanged 6 SP:Iteration 53Q (3122.274446 sec): 3 clusters Score: Raw -3545846.051996 + Penalty 3548.695272 = -3542297.356724 nChanged 6 SP:Iteration 54Q (3122.385447 sec): 3 clusters Score: Raw -3545847.004330 + Penalty 3548.695272 = -3542298.309058 nChanged 4 SP:Iteration 55Q (3122.508001 sec): 3 clusters Score: Raw -3545847.808494 + Penalty 3548.695272 = -3542299.113222 nChanged 9 SP:Iteration 56Q (3122.625559 sec): 3 clusters Score: Raw -3545849.495257 + Penalty 3548.695272 = -3542300.799985 nChanged 5 SP:Iteration 57Q (3122.739294 sec): 3 clusters Score: Raw -3545850.664672 + Penalty 3548.695272 = -3542301.969400 nChanged 4 SP:Iteration 58Q (3122.863653 sec): 3 clusters Score: Raw -3545851.602829 + Penalty 3548.695272 = -3542302.907556 nChanged 3 SP:Iteration 59Q (3122.979415 sec): 3 clusters Score: Raw -3545852.016425 + Penalty 3548.695272 = -3542303.321153 nChanged 1 SP:Iteration 60F (3123.116135 sec): 3 clusters Score: Raw -3545852.189298 + Penalty 3548.695272 = -3542303.494026 nChanged 2 SP:Iteration 61Q (3123.233336 sec): 3 clusters Score: Raw -3545852.378243 + Penalty 3548.695272 = -3542303.682971 nChanged 2 SP:Iteration 62Q (3123.355671 sec): 3 clusters Score: Raw -3545852.864377 + Penalty 3548.695272 = -3542304.169105 nChanged 5 SP:Iteration 63Q (3123.470595 sec): 3 clusters Score: Raw -3545853.740587 + Penalty 3548.695272 = -3542305.045315 nChanged 4 SP:Iteration 64Q (3123.591700 sec): 3 clusters Score: Raw -3545854.536687 + Penalty 3548.695272 = -3542305.841415 nChanged 4 SP:Iteration 65Q (3123.710501 sec): 3 clusters Score: Raw -3545855.870589 + Penalty 3548.695272 = -3542307.175317 nChanged 7 SP:Iteration 66Q (3123.828323 sec): 3 clusters Score: Raw -3545857.098034 + Penalty 3548.695272 = -3542308.402762 nChanged 3 SP:Iteration 67Q (3123.947812 sec): 3 clusters Score: Raw -3545857.959188 + Penalty 3548.695272 = -3542309.263916 nChanged 3 SP:Iteration 68Q (3124.064296 sec): 3 clusters Score: Raw -3545858.501607 + Penalty 3548.695272 = -3542309.806335 nChanged 3 SP:Iteration 69Q (3124.188406 sec): 3 clusters Score: Raw -3545859.180580 + Penalty 3548.695272 = -3542310.485308 nChanged 3 SP:Iteration 70Q (3124.312256 sec): 3 clusters Score: Raw -3545859.750074 + Penalty 3548.695272 = -3542311.054802 nChanged 1 SP:Iteration 71Q (3124.425827 sec): 3 clusters Score: Raw -3545859.932725 + Penalty 3548.695272 = -3542311.237452 nChanged 1 SP:Iteration 72Q (3124.549119 sec): 3 clusters Score: Raw -3545860.302172 + Penalty 3548.695272 = -3542311.606900 nChanged 0 SP:Iteration 73F (3124.696482 sec): 3 clusters Score: Raw -3545860.302172 + Penalty 3548.695272 = -3542311.606900 nChanged 0 Trying to split cluster 15 (11510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3124.741909 sec): 2 clusters Score: Raw -773891.333669 + Penalty 1519.532869 = -772371.800800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3124.803809 sec): 3 clusters Score: Raw -767209.509412 + Penalty 3039.065738 = -764170.443674 nChanged 5089 SP:Iteration 1F (3124.876026 sec): 3 clusters Score: Raw -769828.552430 + Penalty 3039.065738 = -766789.486692 nChanged 689 SP:Iteration 2F (3124.943592 sec): 3 clusters Score: Raw -770118.405249 + Penalty 3039.065738 = -767079.339511 nChanged 594 SP:Iteration 3F (3125.010817 sec): 3 clusters Score: Raw -770378.377348 + Penalty 3039.065738 = -767339.311610 nChanged 537 SP:Iteration 4Q (3125.077762 sec): 3 clusters Score: Raw -770638.040924 + Penalty 3039.065738 = -767598.975186 nChanged 563 SP:Iteration 5Q (3125.135265 sec): 3 clusters Score: Raw -770922.516495 + Penalty 3039.065738 = -767883.450757 nChanged 560 SP:Iteration 6Q (3125.199333 sec): 3 clusters Score: Raw -771249.619097 + Penalty 3039.065738 = -768210.553359 nChanged 607 SP:Iteration 7F (3125.265521 sec): 3 clusters Score: Raw -771649.853794 + Penalty 3039.065738 = -768610.788056 nChanged 618 SP:Iteration 8F (3125.335167 sec): 3 clusters Score: Raw -772087.925337 + Penalty 3039.065738 = -769048.859599 nChanged 562 SP:Iteration 9Q (3125.408746 sec): 3 clusters Score: Raw -772468.262207 + Penalty 3039.065738 = -769429.196469 nChanged 450 SP:Iteration 10Q (3125.470286 sec): 3 clusters Score: Raw -772721.769323 + Penalty 3039.065738 = -769682.703585 nChanged 355 SP:Iteration 11Q (3125.531478 sec): 3 clusters Score: Raw -772887.780767 + Penalty 3039.065738 = -769848.715029 nChanged 271 SP:Iteration 12Q (3125.596674 sec): 3 clusters Score: Raw -773002.118272 + Penalty 3039.065738 = -769963.052534 nChanged 207 SP:Iteration 13Q (3125.670082 sec): 3 clusters Score: Raw -773092.397222 + Penalty 3039.065738 = -770053.331484 nChanged 189 SP:Iteration 14Q (3125.734491 sec): 3 clusters Score: Raw -773168.126548 + Penalty 3039.065738 = -770129.060810 nChanged 175 SP:Iteration 15Q (3125.799006 sec): 3 clusters Score: Raw -773243.435681 + Penalty 3039.065738 = -770204.369943 nChanged 176 SP:Iteration 16Q (3125.852966 sec): 3 clusters Score: Raw -773331.709912 + Penalty 3039.065738 = -770292.644174 nChanged 172 SP:Iteration 17Q (3125.927797 sec): 3 clusters Score: Raw -773414.028847 + Penalty 3039.065738 = -770374.963109 nChanged 146 SP:Iteration 18Q (3125.990882 sec): 3 clusters Score: Raw -773474.017989 + Penalty 3039.065738 = -770434.952251 nChanged 113 SP:Iteration 19Q (3126.044682 sec): 3 clusters Score: Raw -773520.590618 + Penalty 3039.065738 = -770481.524879 nChanged 116 SP:Iteration 20F (3126.113768 sec): 3 clusters Score: Raw -773567.436138 + Penalty 3039.065738 = -770528.370400 nChanged 108 SP:Iteration 21Q (3126.170353 sec): 3 clusters Score: Raw -773608.453133 + Penalty 3039.065738 = -770569.387395 nChanged 88 SP:Iteration 22Q (3126.238896 sec): 3 clusters Score: Raw -773643.305568 + Penalty 3039.065738 = -770604.239830 nChanged 92 SP:Iteration 23Q (3126.301902 sec): 3 clusters Score: Raw -773678.958269 + Penalty 3039.065738 = -770639.892531 nChanged 85 SP:Iteration 24Q (3126.358635 sec): 3 clusters Score: Raw -773708.465743 + Penalty 3039.065738 = -770669.400005 nChanged 70 SP:Iteration 25Q (3126.421655 sec): 3 clusters Score: Raw -773735.350599 + Penalty 3039.065738 = -770696.284860 nChanged 63 SP:Iteration 26Q (3126.487598 sec): 3 clusters Score: Raw -773755.139555 + Penalty 3039.065738 = -770716.073817 nChanged 49 SP:Iteration 27Q (3126.558819 sec): 3 clusters Score: Raw -773773.818919 + Penalty 3039.065738 = -770734.753181 nChanged 57 SP:Iteration 28Q (3126.626775 sec): 3 clusters Score: Raw -773795.916740 + Penalty 3039.065738 = -770756.851002 nChanged 57 SP:Iteration 29Q (3126.689178 sec): 3 clusters Score: Raw -773818.349503 + Penalty 3039.065738 = -770779.283765 nChanged 59 SP:Iteration 30Q (3126.756597 sec): 3 clusters Score: Raw -773842.601003 + Penalty 3039.065738 = -770803.535265 nChanged 57 SP:Iteration 31Q (3126.830469 sec): 3 clusters Score: Raw -773870.470089 + Penalty 3039.065738 = -770831.404351 nChanged 51 SP:Iteration 32Q (3126.894727 sec): 3 clusters Score: Raw -773893.746134 + Penalty 3039.065738 = -770854.680396 nChanged 53 SP:Iteration 33Q (3126.950116 sec): 3 clusters Score: Raw -773916.729253 + Penalty 3039.065738 = -770877.663515 nChanged 49 SP:Iteration 34Q (3127.021116 sec): 3 clusters Score: Raw -773933.778143 + Penalty 3039.065738 = -770894.712405 nChanged 43 SP:Iteration 35Q (3127.081451 sec): 3 clusters Score: Raw -773950.507918 + Penalty 3039.065738 = -770911.442180 nChanged 41 SP:Iteration 36Q (3127.133171 sec): 3 clusters Score: Raw -773969.648091 + Penalty 3039.065738 = -770930.582353 nChanged 34 SP:Iteration 37Q (3127.191474 sec): 3 clusters Score: Raw -773982.651220 + Penalty 3039.065738 = -770943.585481 nChanged 28 SP:Iteration 38Q (3127.257983 sec): 3 clusters Score: Raw -773994.007057 + Penalty 3039.065738 = -770954.941319 nChanged 27 SP:Iteration 39Q (3127.315970 sec): 3 clusters Score: Raw -774001.600429 + Penalty 3039.065738 = -770962.534691 nChanged 15 SP:Iteration 40F (3127.372334 sec): 3 clusters Score: Raw -774006.035782 + Penalty 3039.065738 = -770966.970044 nChanged 10 SP:Iteration 41Q (3127.442626 sec): 3 clusters Score: Raw -774008.507979 + Penalty 3039.065738 = -770969.442241 nChanged 5 SP:Iteration 42Q (3127.492140 sec): 3 clusters Score: Raw -774009.605055 + Penalty 3039.065738 = -770970.539317 nChanged 2 SP:Iteration 43Q (3127.552745 sec): 3 clusters Score: Raw -774010.122973 + Penalty 3039.065738 = -770971.057235 nChanged 2 SP:Iteration 44Q (3127.619047 sec): 3 clusters Score: Raw -774010.763688 + Penalty 3039.065738 = -770971.697950 nChanged 1 SP:Iteration 45Q (3127.687198 sec): 3 clusters Score: Raw -774010.979293 + Penalty 3039.065738 = -770971.913554 nChanged 1 SP:Iteration 46Q (3127.754348 sec): 3 clusters Score: Raw -774011.049899 + Penalty 3039.065738 = -770971.984161 nChanged 0 SP:Iteration 47F (3127.813170 sec): 3 clusters Score: Raw -774011.049899 + Penalty 3039.065738 = -770971.984161 nChanged 0 Trying to split cluster 16 (460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3127.846680 sec): 2 clusters Score: Raw -21467.773562 + Penalty 996.324305 = -20471.449258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3127.882216 sec): 3 clusters Score: Raw -21429.315811 + Penalty 1992.648609 = -19436.667202 nChanged 110 SP:Iteration 1F (3127.927613 sec): 3 clusters Score: Raw -21689.658151 + Penalty 1992.648609 = -19697.009542 nChanged 48 SP:Iteration 2F (3127.979076 sec): 3 clusters Score: Raw -21861.698060 + Penalty 1992.648609 = -19869.049451 nChanged 25 SP:Iteration 3F (3128.025803 sec): 3 clusters Score: Raw -21948.856246 + Penalty 1992.648609 = -19956.207637 nChanged 20 SP:Iteration 4Q (3128.071170 sec): 3 clusters Score: Raw -22027.998228 + Penalty 1992.648609 = -20035.349619 nChanged 12 SP:Iteration 5Q (3128.121596 sec): 3 clusters Score: Raw -22065.502088 + Penalty 1992.648609 = -20072.853479 nChanged 4 SP:Iteration 6Q (3128.165562 sec): 3 clusters Score: Raw -22075.109791 + Penalty 1992.648609 = -20082.461182 nChanged 4 SP:Iteration 7Q (3128.214720 sec): 3 clusters Score: Raw -22089.943856 + Penalty 1992.648609 = -20097.295247 nChanged 1 SP:Iteration 8Q (3128.250653 sec): 3 clusters Score: Raw -22091.339103 + Penalty 1992.648609 = -20098.690494 nChanged 0 SP:Iteration 9F (3128.305266 sec): 3 clusters Score: Raw -22091.339103 + Penalty 1992.648609 = -20098.690494 nChanged 0 Trying to split cluster 17 (10701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3128.349905 sec): 2 clusters Score: Raw -644582.595025 + Penalty 1507.690027 = -643074.904998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3128.416043 sec): 3 clusters Score: Raw -638484.445630 + Penalty 3015.380054 = -635469.065576 nChanged 4629 SP:Iteration 1F (3128.479776 sec): 3 clusters Score: Raw -641220.509255 + Penalty 3015.380054 = -638205.129201 nChanged 805 SP:Iteration 2F (3128.542326 sec): 3 clusters Score: Raw -641821.199359 + Penalty 3015.380054 = -638805.819305 nChanged 834 SP:Iteration 3F (3128.596244 sec): 3 clusters Score: Raw -642530.879945 + Penalty 3015.380054 = -639515.499890 nChanged 823 SP:Iteration 4F (3128.665951 sec): 3 clusters Score: Raw -643197.827119 + Penalty 3015.380054 = -640182.447065 nChanged 809 SP:Iteration 5F (3128.727543 sec): 3 clusters Score: Raw -643841.683670 + Penalty 3015.380054 = -640826.303616 nChanged 704 SP:Iteration 6F (3128.777619 sec): 3 clusters Score: Raw -644351.769000 + Penalty 3015.380054 = -641336.388946 nChanged 558 SP:Iteration 7F (3128.850223 sec): 3 clusters Score: Raw -644722.600564 + Penalty 3015.380054 = -641707.220510 nChanged 452 SP:Iteration 8Q (3128.916747 sec): 3 clusters Score: Raw -644976.755739 + Penalty 3015.380054 = -641961.375685 nChanged 317 SP:Iteration 9Q (3128.980201 sec): 3 clusters Score: Raw -645122.871497 + Penalty 3015.380054 = -642107.491443 nChanged 223 SP:Iteration 10Q (3129.037981 sec): 3 clusters Score: Raw -645215.632453 + Penalty 3015.380054 = -642200.252399 nChanged 174 SP:Iteration 11Q (3129.107715 sec): 3 clusters Score: Raw -645277.828448 + Penalty 3015.380054 = -642262.448394 nChanged 145 SP:Iteration 12Q (3129.162684 sec): 3 clusters Score: Raw -645325.159568 + Penalty 3015.380054 = -642309.779514 nChanged 136 SP:Iteration 13Q (3129.231152 sec): 3 clusters Score: Raw -645370.581613 + Penalty 3015.380054 = -642355.201559 nChanged 125 SP:Iteration 14Q (3129.298644 sec): 3 clusters Score: Raw -645419.604342 + Penalty 3015.380054 = -642404.224288 nChanged 133 SP:Iteration 15Q (3129.362023 sec): 3 clusters Score: Raw -645471.025948 + Penalty 3015.380054 = -642455.645894 nChanged 120 SP:Iteration 16Q (3129.425848 sec): 3 clusters Score: Raw -645511.298873 + Penalty 3015.380054 = -642495.918819 nChanged 109 SP:Iteration 17Q (3129.490856 sec): 3 clusters Score: Raw -645548.502012 + Penalty 3015.380054 = -642533.121958 nChanged 100 SP:Iteration 18Q (3129.557476 sec): 3 clusters Score: Raw -645581.366384 + Penalty 3015.380054 = -642565.986330 nChanged 93 SP:Iteration 19Q (3129.619143 sec): 3 clusters Score: Raw -645610.096354 + Penalty 3015.380054 = -642594.716300 nChanged 99 SP:Iteration 20F (3129.672830 sec): 3 clusters Score: Raw -645641.997518 + Penalty 3015.380054 = -642626.617464 nChanged 81 SP:Iteration 21Q (3129.745969 sec): 3 clusters Score: Raw -645667.828642 + Penalty 3015.380054 = -642652.448588 nChanged 71 SP:Iteration 22Q (3129.813551 sec): 3 clusters Score: Raw -645687.388693 + Penalty 3015.380054 = -642672.008639 nChanged 53 SP:Iteration 23Q (3129.878895 sec): 3 clusters Score: Raw -645703.340918 + Penalty 3015.380054 = -642687.960864 nChanged 46 SP:Iteration 24Q (3129.941978 sec): 3 clusters Score: Raw -645718.637026 + Penalty 3015.380054 = -642703.256972 nChanged 41 SP:Iteration 25Q (3130.000565 sec): 3 clusters Score: Raw -645729.731821 + Penalty 3015.380054 = -642714.351767 nChanged 29 SP:Iteration 26Q (3130.070009 sec): 3 clusters Score: Raw -645738.349226 + Penalty 3015.380054 = -642722.969172 nChanged 32 SP:Iteration 27Q (3130.133784 sec): 3 clusters Score: Raw -645746.398322 + Penalty 3015.380054 = -642731.018267 nChanged 21 SP:Iteration 28Q (3130.196878 sec): 3 clusters Score: Raw -645752.119707 + Penalty 3015.380054 = -642736.739653 nChanged 19 SP:Iteration 29Q (3130.265363 sec): 3 clusters Score: Raw -645759.451179 + Penalty 3015.380054 = -642744.071125 nChanged 26 SP:Iteration 30Q (3130.331361 sec): 3 clusters Score: Raw -645767.145090 + Penalty 3015.380054 = -642751.765036 nChanged 22 SP:Iteration 31Q (3130.398108 sec): 3 clusters Score: Raw -645772.116015 + Penalty 3015.380054 = -642756.735961 nChanged 20 SP:Iteration 32Q (3130.454468 sec): 3 clusters Score: Raw -645776.556529 + Penalty 3015.380054 = -642761.176475 nChanged 19 SP:Iteration 33Q (3130.522085 sec): 3 clusters Score: Raw -645781.576255 + Penalty 3015.380054 = -642766.196201 nChanged 15 SP:Iteration 34Q (3130.590574 sec): 3 clusters Score: Raw -645784.391954 + Penalty 3015.380054 = -642769.011900 nChanged 12 SP:Iteration 35Q (3130.662372 sec): 3 clusters Score: Raw -645785.886148 + Penalty 3015.380054 = -642770.506094 nChanged 12 SP:Iteration 36Q (3130.721553 sec): 3 clusters Score: Raw -645787.955012 + Penalty 3015.380054 = -642772.574958 nChanged 8 SP:Iteration 37Q (3130.788562 sec): 3 clusters Score: Raw -645789.328198 + Penalty 3015.380054 = -642773.948144 nChanged 8 SP:Iteration 38Q (3130.849139 sec): 3 clusters Score: Raw -645791.000758 + Penalty 3015.380054 = -642775.620704 nChanged 5 SP:Iteration 39Q (3130.924218 sec): 3 clusters Score: Raw -645791.593344 + Penalty 3015.380054 = -642776.213290 nChanged 4 SP:Iteration 40F (3130.987307 sec): 3 clusters Score: Raw -645791.952172 + Penalty 3015.380054 = -642776.572118 nChanged 0 Trying to split cluster 18 (2915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3131.017280 sec): 2 clusters Score: Raw -173146.340125 + Penalty 1296.364079 = -171849.976047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3131.066959 sec): 3 clusters Score: Raw -171804.809388 + Penalty 2592.728157 = -169212.081230 nChanged 1136 SP:Iteration 1F (3131.108022 sec): 3 clusters Score: Raw -172502.403803 + Penalty 2592.728157 = -169909.675646 nChanged 239 SP:Iteration 2F (3131.158003 sec): 3 clusters Score: Raw -172693.218717 + Penalty 2592.728157 = -170100.490560 nChanged 182 SP:Iteration 3F (3131.207935 sec): 3 clusters Score: Raw -172836.393376 + Penalty 2592.728157 = -170243.665219 nChanged 146 SP:Iteration 4F (3131.259874 sec): 3 clusters Score: Raw -172959.715442 + Penalty 2592.728157 = -170366.987285 nChanged 130 SP:Iteration 5Q (3131.312396 sec): 3 clusters Score: Raw -173080.933287 + Penalty 2592.728157 = -170488.205130 nChanged 117 SP:Iteration 6Q (3131.359786 sec): 3 clusters Score: Raw -173186.446879 + Penalty 2592.728157 = -170593.718722 nChanged 104 SP:Iteration 7Q (3131.414449 sec): 3 clusters Score: Raw -173267.685233 + Penalty 2592.728157 = -170674.957076 nChanged 87 SP:Iteration 8Q (3131.454982 sec): 3 clusters Score: Raw -173327.221432 + Penalty 2592.728157 = -170734.493275 nChanged 75 SP:Iteration 9Q (3131.509301 sec): 3 clusters Score: Raw -173366.068989 + Penalty 2592.728157 = -170773.340831 nChanged 54 SP:Iteration 10Q (3131.560364 sec): 3 clusters Score: Raw -173396.782765 + Penalty 2592.728157 = -170804.054608 nChanged 49 SP:Iteration 11Q (3131.608884 sec): 3 clusters Score: Raw -173425.027798 + Penalty 2592.728157 = -170832.299641 nChanged 39 SP:Iteration 12Q (3131.665362 sec): 3 clusters Score: Raw -173446.428450 + Penalty 2592.728157 = -170853.700293 nChanged 36 SP:Iteration 13Q (3131.715722 sec): 3 clusters Score: Raw -173465.917379 + Penalty 2592.728157 = -170873.189222 nChanged 35 SP:Iteration 14Q (3131.764797 sec): 3 clusters Score: Raw -173480.620781 + Penalty 2592.728157 = -170887.892624 nChanged 23 SP:Iteration 15Q (3131.818097 sec): 3 clusters Score: Raw -173492.347184 + Penalty 2592.728157 = -170899.619027 nChanged 28 SP:Iteration 16Q (3131.859905 sec): 3 clusters Score: Raw -173507.713152 + Penalty 2592.728157 = -170914.984995 nChanged 25 SP:Iteration 17Q (3131.919909 sec): 3 clusters Score: Raw -173523.354735 + Penalty 2592.728157 = -170930.626578 nChanged 25 SP:Iteration 18Q (3131.972102 sec): 3 clusters Score: Raw -173537.065221 + Penalty 2592.728157 = -170944.337064 nChanged 20 SP:Iteration 19Q (3132.023968 sec): 3 clusters Score: Raw -173550.189956 + Penalty 2592.728157 = -170957.461799 nChanged 25 SP:Iteration 20F (3132.070727 sec): 3 clusters Score: Raw -173562.871675 + Penalty 2592.728157 = -170970.143518 nChanged 24 SP:Iteration 21Q (3132.120751 sec): 3 clusters Score: Raw -173574.990338 + Penalty 2592.728157 = -170982.262181 nChanged 25 SP:Iteration 22Q (3132.159662 sec): 3 clusters Score: Raw -173585.346994 + Penalty 2592.728157 = -170992.618837 nChanged 23 SP:Iteration 23Q (3132.223545 sec): 3 clusters Score: Raw -173598.793874 + Penalty 2592.728157 = -171006.065717 nChanged 29 SP:Iteration 24Q (3132.276287 sec): 3 clusters Score: Raw -173619.902141 + Penalty 2592.728157 = -171027.173984 nChanged 27 SP:Iteration 25Q (3132.325418 sec): 3 clusters Score: Raw -173636.154150 + Penalty 2592.728157 = -171043.425993 nChanged 27 SP:Iteration 26Q (3132.369373 sec): 3 clusters Score: Raw -173648.133345 + Penalty 2592.728157 = -171055.405188 nChanged 21 SP:Iteration 27Q (3132.430149 sec): 3 clusters Score: Raw -173657.520894 + Penalty 2592.728157 = -171064.792737 nChanged 21 SP:Iteration 28Q (3132.474876 sec): 3 clusters Score: Raw -173668.591411 + Penalty 2592.728157 = -171075.863254 nChanged 24 SP:Iteration 29Q (3132.525059 sec): 3 clusters Score: Raw -173678.436528 + Penalty 2592.728157 = -171085.708370 nChanged 17 SP:Iteration 30Q (3132.582755 sec): 3 clusters Score: Raw -173686.781843 + Penalty 2592.728157 = -171094.053686 nChanged 16 SP:Iteration 31Q (3132.624483 sec): 3 clusters Score: Raw -173691.853613 + Penalty 2592.728157 = -171099.125456 nChanged 12 SP:Iteration 32Q (3132.682868 sec): 3 clusters Score: Raw -173697.137188 + Penalty 2592.728157 = -171104.409031 nChanged 20 SP:Iteration 33Q (3132.739750 sec): 3 clusters Score: Raw -173704.693177 + Penalty 2592.728157 = -171111.965020 nChanged 19 SP:Iteration 34Q (3132.777513 sec): 3 clusters Score: Raw -173710.629822 + Penalty 2592.728157 = -171117.901665 nChanged 15 SP:Iteration 35Q (3132.838483 sec): 3 clusters Score: Raw -173719.813955 + Penalty 2592.728157 = -171127.085798 nChanged 16 SP:Iteration 36Q (3132.877033 sec): 3 clusters Score: Raw -173726.176068 + Penalty 2592.728157 = -171133.447911 nChanged 12 SP:Iteration 37Q (3132.937972 sec): 3 clusters Score: Raw -173730.956026 + Penalty 2592.728157 = -171138.227868 nChanged 11 SP:Iteration 38Q (3132.986534 sec): 3 clusters Score: Raw -173735.920897 + Penalty 2592.728157 = -171143.192740 nChanged 13 SP:Iteration 39Q (3133.030809 sec): 3 clusters Score: Raw -173739.418666 + Penalty 2592.728157 = -171146.690509 nChanged 4 SP:Iteration 40F (3133.082302 sec): 3 clusters Score: Raw -173740.367597 + Penalty 2592.728157 = -171147.639440 nChanged 1 SP:Iteration 41Q (3133.143839 sec): 3 clusters Score: Raw -173741.201221 + Penalty 2592.728157 = -171148.473064 nChanged 1 SP:Iteration 42Q (3133.180065 sec): 3 clusters Score: Raw -173741.394586 + Penalty 2592.728157 = -171148.666429 nChanged 3 SP:Iteration 43Q (3133.229918 sec): 3 clusters Score: Raw -173742.988415 + Penalty 2592.728157 = -171150.260258 nChanged 2 SP:Iteration 44Q (3133.289834 sec): 3 clusters Score: Raw -173743.436264 + Penalty 2592.728157 = -171150.708107 nChanged 1 SP:Iteration 45Q (3133.339578 sec): 3 clusters Score: Raw -173744.035213 + Penalty 2592.728157 = -171151.307056 nChanged 3 SP:Iteration 46Q (3133.385388 sec): 3 clusters Score: Raw -173744.832050 + Penalty 2592.728157 = -171152.103893 nChanged 1 SP:Iteration 47Q (3133.434595 sec): 3 clusters Score: Raw -173744.942189 + Penalty 2592.728157 = -171152.214032 nChanged 0 SP:Iteration 48F (3133.492650 sec): 3 clusters Score: Raw -173744.942189 + Penalty 2592.728157 = -171152.214032 nChanged 0 Trying to split cluster 19 (3422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3133.524370 sec): 2 clusters Score: Raw -189876.932725 + Penalty 1322.421824 = -188554.510901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3133.569853 sec): 3 clusters Score: Raw -188274.651457 + Penalty 2644.843648 = -185629.807809 nChanged 1283 SP:Iteration 1F (3133.620407 sec): 3 clusters Score: Raw -189357.320445 + Penalty 2644.843648 = -186712.476797 nChanged 370 SP:Iteration 2F (3133.671072 sec): 3 clusters Score: Raw -189803.096075 + Penalty 2644.843648 = -187158.252428 nChanged 303 SP:Iteration 3F (3133.724177 sec): 3 clusters Score: Raw -190187.430934 + Penalty 2644.843648 = -187542.587287 nChanged 208 SP:Iteration 4F (3133.778455 sec): 3 clusters Score: Raw -190476.932497 + Penalty 2644.843648 = -187832.088850 nChanged 158 SP:Iteration 5Q (3133.829184 sec): 3 clusters Score: Raw -190622.417075 + Penalty 2644.843648 = -187977.573428 nChanged 109 SP:Iteration 6Q (3133.885796 sec): 3 clusters Score: Raw -190708.514890 + Penalty 2644.843648 = -188063.671242 nChanged 65 SP:Iteration 7Q (3133.935008 sec): 3 clusters Score: Raw -190748.555827 + Penalty 2644.843648 = -188103.712179 nChanged 44 SP:Iteration 8Q (3133.981493 sec): 3 clusters Score: Raw -190773.853178 + Penalty 2644.843648 = -188129.009531 nChanged 34 SP:Iteration 9Q (3134.033021 sec): 3 clusters Score: Raw -190788.167062 + Penalty 2644.843648 = -188143.323414 nChanged 22 SP:Iteration 10Q (3134.083136 sec): 3 clusters Score: Raw -190797.318281 + Penalty 2644.843648 = -188152.474633 nChanged 22 SP:Iteration 11Q (3134.145254 sec): 3 clusters Score: Raw -190805.336463 + Penalty 2644.843648 = -188160.492816 nChanged 12 SP:Iteration 12Q (3134.194315 sec): 3 clusters Score: Raw -190811.949220 + Penalty 2644.843648 = -188167.105573 nChanged 17 SP:Iteration 13Q (3134.235930 sec): 3 clusters Score: Raw -190823.403613 + Penalty 2644.843648 = -188178.559965 nChanged 17 SP:Iteration 14Q (3134.290112 sec): 3 clusters Score: Raw -190835.076869 + Penalty 2644.843648 = -188190.233222 nChanged 18 SP:Iteration 15Q (3134.332184 sec): 3 clusters Score: Raw -190844.916531 + Penalty 2644.843648 = -188200.072883 nChanged 21 SP:Iteration 16Q (3134.382613 sec): 3 clusters Score: Raw -190861.226204 + Penalty 2644.843648 = -188216.382556 nChanged 20 SP:Iteration 17Q (3134.434671 sec): 3 clusters Score: Raw -190877.733793 + Penalty 2644.843648 = -188232.890145 nChanged 26 SP:Iteration 18Q (3134.485744 sec): 3 clusters Score: Raw -190897.445010 + Penalty 2644.843648 = -188252.601363 nChanged 21 SP:Iteration 19Q (3134.532866 sec): 3 clusters Score: Raw -190913.788903 + Penalty 2644.843648 = -188268.945255 nChanged 26 SP:Iteration 20F (3134.589648 sec): 3 clusters Score: Raw -190935.169744 + Penalty 2644.843648 = -188290.326096 nChanged 26 SP:Iteration 21Q (3134.638759 sec): 3 clusters Score: Raw -190958.213781 + Penalty 2644.843648 = -188313.370133 nChanged 35 SP:Iteration 22Q (3134.689087 sec): 3 clusters Score: Raw -190986.229557 + Penalty 2644.843648 = -188341.385910 nChanged 30 SP:Iteration 23Q (3134.733161 sec): 3 clusters Score: Raw -191000.921859 + Penalty 2644.843648 = -188356.078211 nChanged 15 SP:Iteration 24Q (3134.777313 sec): 3 clusters Score: Raw -191008.167774 + Penalty 2644.843648 = -188363.324126 nChanged 15 SP:Iteration 25Q (3134.833369 sec): 3 clusters Score: Raw -191017.767513 + Penalty 2644.843648 = -188372.923865 nChanged 17 SP:Iteration 26Q (3134.896127 sec): 3 clusters Score: Raw -191028.605572 + Penalty 2644.843648 = -188383.761924 nChanged 15 SP:Iteration 27Q (3134.947029 sec): 3 clusters Score: Raw -191041.555112 + Penalty 2644.843648 = -188396.711464 nChanged 20 SP:Iteration 28Q (3134.996102 sec): 3 clusters Score: Raw -191052.666517 + Penalty 2644.843648 = -188407.822869 nChanged 26 SP:Iteration 29Q (3135.050008 sec): 3 clusters Score: Raw -191068.086893 + Penalty 2644.843648 = -188423.243245 nChanged 20 SP:Iteration 30Q (3135.087742 sec): 3 clusters Score: Raw -191082.924504 + Penalty 2644.843648 = -188438.080857 nChanged 22 SP:Iteration 31Q (3135.140112 sec): 3 clusters Score: Raw -191095.181175 + Penalty 2644.843648 = -188450.337528 nChanged 22 SP:Iteration 32Q (3135.192028 sec): 3 clusters Score: Raw -191110.991158 + Penalty 2644.843648 = -188466.147510 nChanged 15 SP:Iteration 33Q (3135.244414 sec): 3 clusters Score: Raw -191126.624994 + Penalty 2644.843648 = -188481.781347 nChanged 23 SP:Iteration 34Q (3135.288341 sec): 3 clusters Score: Raw -191140.596582 + Penalty 2644.843648 = -188495.752934 nChanged 16 SP:Iteration 35Q (3135.333958 sec): 3 clusters Score: Raw -191151.645098 + Penalty 2644.843648 = -188506.801450 nChanged 16 SP:Iteration 36Q (3135.386040 sec): 3 clusters Score: Raw -191160.813728 + Penalty 2644.843648 = -188515.970080 nChanged 10 SP:Iteration 37Q (3135.436843 sec): 3 clusters Score: Raw -191164.580060 + Penalty 2644.843648 = -188519.736412 nChanged 8 SP:Iteration 38Q (3135.484481 sec): 3 clusters Score: Raw -191170.360899 + Penalty 2644.843648 = -188525.517251 nChanged 7 SP:Iteration 39Q (3135.540401 sec): 3 clusters Score: Raw -191174.442861 + Penalty 2644.843648 = -188529.599214 nChanged 3 SP:Iteration 40F (3135.596777 sec): 3 clusters Score: Raw -191176.364298 + Penalty 2644.843648 = -188531.520650 nChanged 3 SP:Iteration 41Q (3135.642042 sec): 3 clusters Score: Raw -191177.364500 + Penalty 2644.843648 = -188532.520852 nChanged 1 SP:Iteration 42Q (3135.694338 sec): 3 clusters Score: Raw -191178.486208 + Penalty 2644.843648 = -188533.642560 nChanged 1 SP:Iteration 43Q (3135.739208 sec): 3 clusters Score: Raw -191178.647002 + Penalty 2644.843648 = -188533.803355 nChanged 1 SP:Iteration 44Q (3135.802402 sec): 3 clusters Score: Raw -191178.883805 + Penalty 2644.843648 = -188534.040158 nChanged 1 SP:Iteration 45Q (3135.857545 sec): 3 clusters Score: Raw -191179.187644 + Penalty 2644.843648 = -188534.343996 nChanged 1 SP:Iteration 46Q (3135.904879 sec): 3 clusters Score: Raw -191179.421132 + Penalty 2644.843648 = -188534.577485 nChanged 0 SP:Iteration 47F (3135.949198 sec): 3 clusters Score: Raw -191179.421132 + Penalty 2644.843648 = -188534.577485 nChanged 0 Trying to split cluster 20 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3135.972516 sec): 2 clusters Score: Raw -25068.994652 + Penalty 969.914978 = -24099.079674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3136.022999 sec): 3 clusters Score: Raw -25046.528685 + Penalty 1939.829957 = -23106.698728 nChanged 89 SP:Iteration 1F (3136.067644 sec): 3 clusters Score: Raw -25174.444320 + Penalty 1939.829957 = -23234.614363 nChanged 13 SP:Iteration 2Q (3136.113653 sec): 3 clusters Score: Raw -25208.601195 + Penalty 1939.829957 = -23268.771238 nChanged 9 SP:Iteration 3Q (3136.148502 sec): 3 clusters Score: Raw -25225.161915 + Penalty 1939.829957 = -23285.331958 nChanged 1 SP:Iteration 4Q (3136.195729 sec): 3 clusters Score: Raw -25227.315474 + Penalty 1939.829957 = -23287.485517 nChanged 1 SP:Iteration 5Q (3136.244592 sec): 3 clusters Score: Raw -25228.968172 + Penalty 1939.829957 = -23289.138215 nChanged 2 SP:Iteration 6Q (3136.291762 sec): 3 clusters Score: Raw -25232.385457 + Penalty 1939.829957 = -23292.555500 nChanged 1 SP:Iteration 7Q (3136.344371 sec): 3 clusters Score: Raw -25233.698569 + Penalty 1939.829957 = -23293.868612 nChanged 2 SP:Iteration 8Q (3136.390791 sec): 3 clusters Score: Raw -25235.689095 + Penalty 1939.829957 = -23295.859138 nChanged 0 SP:Iteration 9F (3136.439535 sec): 3 clusters Score: Raw -25235.689095 + Penalty 1939.829957 = -23295.859138 nChanged 0 Trying to split cluster 21 (4425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3136.478237 sec): 2 clusters Score: Raw -292651.285340 + Penalty 1364.191653 = -291287.093687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3136.517971 sec): 3 clusters Score: Raw -290351.361755 + Penalty 2728.383306 = -287622.978449 nChanged 1762 SP:Iteration 1F (3136.583195 sec): 3 clusters Score: Raw -291333.848073 + Penalty 2728.383306 = -288605.464767 nChanged 332 SP:Iteration 2F (3136.627096 sec): 3 clusters Score: Raw -291542.817161 + Penalty 2728.383306 = -288814.433855 nChanged 252 SP:Iteration 3F (3136.681087 sec): 3 clusters Score: Raw -291713.370291 + Penalty 2728.383306 = -288984.986985 nChanged 237 SP:Iteration 4F (3136.735534 sec): 3 clusters Score: Raw -291858.748030 + Penalty 2728.383306 = -289130.364724 nChanged 204 SP:Iteration 5Q (3136.780133 sec): 3 clusters Score: Raw -291985.744980 + Penalty 2728.383306 = -289257.361674 nChanged 186 SP:Iteration 6Q (3136.836096 sec): 3 clusters Score: Raw -292121.196825 + Penalty 2728.383306 = -289392.813519 nChanged 176 SP:Iteration 7Q (3136.883681 sec): 3 clusters Score: Raw -292251.826998 + Penalty 2728.383306 = -289523.443692 nChanged 162 SP:Iteration 8Q (3136.945809 sec): 3 clusters Score: Raw -292383.843449 + Penalty 2728.383306 = -289655.460143 nChanged 140 SP:Iteration 9Q (3136.993552 sec): 3 clusters Score: Raw -292504.479144 + Penalty 2728.383306 = -289776.095838 nChanged 118 SP:Iteration 10Q (3137.049325 sec): 3 clusters Score: Raw -292614.400604 + Penalty 2728.383306 = -289886.017297 nChanged 89 SP:Iteration 11Q (3137.094151 sec): 3 clusters Score: Raw -292701.785157 + Penalty 2728.383306 = -289973.401850 nChanged 75 SP:Iteration 12Q (3137.156719 sec): 3 clusters Score: Raw -292777.594510 + Penalty 2728.383306 = -290049.211204 nChanged 52 SP:Iteration 13Q (3137.209825 sec): 3 clusters Score: Raw -292825.471422 + Penalty 2728.383306 = -290097.088116 nChanged 26 SP:Iteration 14Q (3137.250430 sec): 3 clusters Score: Raw -292855.501261 + Penalty 2728.383306 = -290127.117955 nChanged 22 SP:Iteration 15Q (3137.297968 sec): 3 clusters Score: Raw -292878.921441 + Penalty 2728.383306 = -290150.538135 nChanged 19 SP:Iteration 16Q (3137.356480 sec): 3 clusters Score: Raw -292898.988679 + Penalty 2728.383306 = -290170.605373 nChanged 9 SP:Iteration 17Q (3137.400267 sec): 3 clusters Score: Raw -292907.959741 + Penalty 2728.383306 = -290179.576435 nChanged 7 SP:Iteration 18Q (3137.456162 sec): 3 clusters Score: Raw -292914.169987 + Penalty 2728.383306 = -290185.786681 nChanged 5 SP:Iteration 19Q (3137.502520 sec): 3 clusters Score: Raw -292923.135520 + Penalty 2728.383306 = -290194.752214 nChanged 4 SP:Iteration 20F (3137.551403 sec): 3 clusters Score: Raw -292927.628542 + Penalty 2728.383306 = -290199.245235 nChanged 4 SP:Iteration 21Q (3137.605935 sec): 3 clusters Score: Raw -292931.465392 + Penalty 2728.383306 = -290203.082086 nChanged 4 SP:Iteration 22Q (3137.658014 sec): 3 clusters Score: Raw -292935.930192 + Penalty 2728.383306 = -290207.546886 nChanged 2 SP:Iteration 23Q (3137.712956 sec): 3 clusters Score: Raw -292937.832373 + Penalty 2728.383306 = -290209.449067 nChanged 0 SP:Iteration 24F (3137.769729 sec): 3 clusters Score: Raw -292937.832373 + Penalty 2728.383306 = -290209.449067 nChanged 0 Trying to split cluster 22 (5338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3137.801955 sec): 2 clusters Score: Raw -365308.408648 + Penalty 1394.673529 = -363913.735120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3137.846257 sec): 3 clusters Score: Raw -362538.369210 + Penalty 2789.347057 = -359749.022152 nChanged 2161 SP:Iteration 1F (3137.902526 sec): 3 clusters Score: Raw -363761.677581 + Penalty 2789.347057 = -360972.330524 nChanged 494 SP:Iteration 2F (3137.963626 sec): 3 clusters Score: Raw -364268.069531 + Penalty 2789.347057 = -361478.722474 nChanged 502 SP:Iteration 3F (3138.012833 sec): 3 clusters Score: Raw -364836.160184 + Penalty 2789.347057 = -362046.813127 nChanged 458 SP:Iteration 4F (3138.062196 sec): 3 clusters Score: Raw -365349.069444 + Penalty 2789.347057 = -362559.722387 nChanged 353 SP:Iteration 5F (3138.116139 sec): 3 clusters Score: Raw -365655.151488 + Penalty 2789.347057 = -362865.804430 nChanged 232 SP:Iteration 6Q (3138.181825 sec): 3 clusters Score: Raw -365802.972387 + Penalty 2789.347057 = -363013.625330 nChanged 145 SP:Iteration 7Q (3138.230717 sec): 3 clusters Score: Raw -365879.074074 + Penalty 2789.347057 = -363089.727017 nChanged 79 SP:Iteration 8Q (3138.284836 sec): 3 clusters Score: Raw -365908.198741 + Penalty 2789.347057 = -363118.851684 nChanged 49 SP:Iteration 9Q (3138.338102 sec): 3 clusters Score: Raw -365925.535878 + Penalty 2789.347057 = -363136.188821 nChanged 28 SP:Iteration 10Q (3138.397901 sec): 3 clusters Score: Raw -365933.258690 + Penalty 2789.347057 = -363143.911633 nChanged 15 SP:Iteration 11Q (3138.449803 sec): 3 clusters Score: Raw -365937.405396 + Penalty 2789.347057 = -363148.058339 nChanged 13 SP:Iteration 12Q (3138.493372 sec): 3 clusters Score: Raw -365941.974941 + Penalty 2789.347057 = -363152.627884 nChanged 16 SP:Iteration 13Q (3138.555638 sec): 3 clusters Score: Raw -365946.077747 + Penalty 2789.347057 = -363156.730690 nChanged 10 SP:Iteration 14Q (3138.604919 sec): 3 clusters Score: Raw -365948.986256 + Penalty 2789.347057 = -363159.639199 nChanged 6 SP:Iteration 15Q (3138.662251 sec): 3 clusters Score: Raw -365950.747655 + Penalty 2789.347057 = -363161.400598 nChanged 4 SP:Iteration 16Q (3138.718584 sec): 3 clusters Score: Raw -365952.083485 + Penalty 2789.347057 = -363162.736428 nChanged 3 SP:Iteration 17Q (3138.775116 sec): 3 clusters Score: Raw -365953.294759 + Penalty 2789.347057 = -363163.947702 nChanged 4 SP:Iteration 18Q (3138.831536 sec): 3 clusters Score: Raw -365954.208098 + Penalty 2789.347057 = -363164.861041 nChanged 7 SP:Iteration 19Q (3138.881098 sec): 3 clusters Score: Raw -365956.030732 + Penalty 2789.347057 = -363166.683675 nChanged 6 SP:Iteration 20F (3138.938021 sec): 3 clusters Score: Raw -365957.459095 + Penalty 2789.347057 = -363168.112038 nChanged 4 SP:Iteration 21Q (3138.992544 sec): 3 clusters Score: Raw -365958.535409 + Penalty 2789.347057 = -363169.188352 nChanged 5 SP:Iteration 22Q (3139.042625 sec): 3 clusters Score: Raw -365959.925112 + Penalty 2789.347057 = -363170.578054 nChanged 1 SP:Iteration 23Q (3139.107664 sec): 3 clusters Score: Raw -365960.308218 + Penalty 2789.347057 = -363170.961161 nChanged 1 SP:Iteration 24Q (3139.150903 sec): 3 clusters Score: Raw -365960.542634 + Penalty 2789.347057 = -363171.195576 nChanged 0 SP:Iteration 25F (3139.203787 sec): 3 clusters Score: Raw -365960.542634 + Penalty 2789.347057 = -363171.195576 nChanged 0 Trying to split cluster 23 (44218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3139.294248 sec): 2 clusters Score: Raw -3021287.978375 + Penalty 1738.244174 = -3019549.734201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3139.413545 sec): 3 clusters Score: Raw -2993409.278496 + Penalty 3476.488348 = -2989932.790148 nChanged 20583 SP:Iteration 1F (3139.537201 sec): 3 clusters Score: Raw -3005409.473691 + Penalty 3476.488348 = -3001932.985343 nChanged 2389 SP:Iteration 2F (3139.661984 sec): 3 clusters Score: Raw -3006510.214667 + Penalty 3476.488348 = -3003033.726318 nChanged 2717 SP:Iteration 3F (3139.783327 sec): 3 clusters Score: Raw -3007940.241410 + Penalty 3476.488348 = -3004463.753062 nChanged 2921 SP:Iteration 4F (3139.904817 sec): 3 clusters Score: Raw -3009583.632262 + Penalty 3476.488348 = -3006107.143914 nChanged 2905 SP:Iteration 5F (3140.026571 sec): 3 clusters Score: Raw -3011323.297552 + Penalty 3476.488348 = -3007846.809204 nChanged 2731 SP:Iteration 6F (3140.143154 sec): 3 clusters Score: Raw -3013007.775438 + Penalty 3476.488348 = -3009531.287090 nChanged 2438 SP:Iteration 7F (3140.266583 sec): 3 clusters Score: Raw -3014534.612140 + Penalty 3476.488348 = -3011058.123792 nChanged 2152 SP:Iteration 8Q (3140.392396 sec): 3 clusters Score: Raw -3015924.168913 + Penalty 3476.488348 = -3012447.680565 nChanged 1907 SP:Iteration 9Q (3140.512352 sec): 3 clusters Score: Raw -3017248.761923 + Penalty 3476.488348 = -3013772.273575 nChanged 1694 SP:Iteration 10Q (3140.650981 sec): 3 clusters Score: Raw -3018457.256445 + Penalty 3476.488348 = -3014980.768097 nChanged 1377 SP:Iteration 11Q (3140.763159 sec): 3 clusters Score: Raw -3019449.514478 + Penalty 3476.488348 = -3015973.026130 nChanged 1095 SP:Iteration 12Q (3140.884836 sec): 3 clusters Score: Raw -3020248.785884 + Penalty 3476.488348 = -3016772.297536 nChanged 807 SP:Iteration 13Q (3140.999081 sec): 3 clusters Score: Raw -3020780.892413 + Penalty 3476.488348 = -3017304.404065 nChanged 568 SP:Iteration 14Q (3141.109864 sec): 3 clusters Score: Raw -3021139.144430 + Penalty 3476.488348 = -3017662.656082 nChanged 399 SP:Iteration 15Q (3141.224679 sec): 3 clusters Score: Raw -3021370.956387 + Penalty 3476.488348 = -3017894.468039 nChanged 272 SP:Iteration 16Q (3141.335856 sec): 3 clusters Score: Raw -3021518.939885 + Penalty 3476.488348 = -3018042.451537 nChanged 212 SP:Iteration 17Q (3141.450653 sec): 3 clusters Score: Raw -3021635.371539 + Penalty 3476.488348 = -3018158.883191 nChanged 153 SP:Iteration 18Q (3141.570797 sec): 3 clusters Score: Raw -3021720.819321 + Penalty 3476.488348 = -3018244.330973 nChanged 110 SP:Iteration 19Q (3141.676972 sec): 3 clusters Score: Raw -3021781.229240 + Penalty 3476.488348 = -3018304.740892 nChanged 89 SP:Iteration 20F (3141.805791 sec): 3 clusters Score: Raw -3021829.452896 + Penalty 3476.488348 = -3018352.964548 nChanged 68 SP:Iteration 21Q (3141.917939 sec): 3 clusters Score: Raw -3021871.934169 + Penalty 3476.488348 = -3018395.445821 nChanged 51 SP:Iteration 22Q (3142.028246 sec): 3 clusters Score: Raw -3021900.824481 + Penalty 3476.488348 = -3018424.336133 nChanged 45 SP:Iteration 23Q (3142.131037 sec): 3 clusters Score: Raw -3021919.987821 + Penalty 3476.488348 = -3018443.499473 nChanged 29 SP:Iteration 24Q (3142.228209 sec): 3 clusters Score: Raw -3021931.977147 + Penalty 3476.488348 = -3018455.488799 nChanged 17 SP:Iteration 25Q (3142.335919 sec): 3 clusters Score: Raw -3021940.271112 + Penalty 3476.488348 = -3018463.782764 nChanged 16 SP:Iteration 26Q (3142.443922 sec): 3 clusters Score: Raw -3021948.409389 + Penalty 3476.488348 = -3018471.921041 nChanged 15 SP:Iteration 27Q (3142.553997 sec): 3 clusters Score: Raw -3021956.450766 + Penalty 3476.488348 = -3018479.962418 nChanged 13 SP:Iteration 28Q (3142.655817 sec): 3 clusters Score: Raw -3021962.395501 + Penalty 3476.488348 = -3018485.907153 nChanged 10 SP:Iteration 29Q (3142.775810 sec): 3 clusters Score: Raw -3021965.590988 + Penalty 3476.488348 = -3018489.102640 nChanged 5 SP:Iteration 30Q (3142.877333 sec): 3 clusters Score: Raw -3021967.281411 + Penalty 3476.488348 = -3018490.793063 nChanged 5 SP:Iteration 31Q (3142.996278 sec): 3 clusters Score: Raw -3021969.286127 + Penalty 3476.488348 = -3018492.797779 nChanged 8 SP:Iteration 32Q (3143.107597 sec): 3 clusters Score: Raw -3021971.797077 + Penalty 3476.488348 = -3018495.308729 nChanged 6 SP:Iteration 33Q (3143.217736 sec): 3 clusters Score: Raw -3021974.759092 + Penalty 3476.488348 = -3018498.270744 nChanged 7 SP:Iteration 34Q (3143.325288 sec): 3 clusters Score: Raw -3021979.382504 + Penalty 3476.488348 = -3018502.894156 nChanged 12 SP:Iteration 35Q (3143.431220 sec): 3 clusters Score: Raw -3021985.372174 + Penalty 3476.488348 = -3018508.883826 nChanged 11 SP:Iteration 36Q (3143.539967 sec): 3 clusters Score: Raw -3021990.003288 + Penalty 3476.488348 = -3018513.514940 nChanged 9 SP:Iteration 37Q (3143.638167 sec): 3 clusters Score: Raw -3021995.203292 + Penalty 3476.488348 = -3018518.714944 nChanged 5 SP:Iteration 38Q (3143.749020 sec): 3 clusters Score: Raw -3021997.608087 + Penalty 3476.488348 = -3018521.119738 nChanged 8 SP:Iteration 39Q (3143.863273 sec): 3 clusters Score: Raw -3022001.260197 + Penalty 3476.488348 = -3018524.771849 nChanged 8 SP:Iteration 40F (3143.986165 sec): 3 clusters Score: Raw -3022004.530773 + Penalty 3476.488348 = -3018528.042425 nChanged 6 SP:Iteration 41Q (3144.092701 sec): 3 clusters Score: Raw -3022007.665573 + Penalty 3476.488348 = -3018531.177225 nChanged 7 SP:Iteration 42Q (3144.201730 sec): 3 clusters Score: Raw -3022012.319961 + Penalty 3476.488348 = -3018535.831613 nChanged 7 SP:Iteration 43Q (3144.305032 sec): 3 clusters Score: Raw -3022015.888808 + Penalty 3476.488348 = -3018539.400460 nChanged 6 SP:Iteration 44Q (3144.400726 sec): 3 clusters Score: Raw -3022019.823842 + Penalty 3476.488348 = -3018543.335494 nChanged 8 SP:Iteration 45Q (3144.496738 sec): 3 clusters Score: Raw -3022023.572276 + Penalty 3476.488348 = -3018547.083928 nChanged 5 SP:Iteration 46Q (3144.599910 sec): 3 clusters Score: Raw -3022025.981394 + Penalty 3476.488348 = -3018549.493046 nChanged 3 SP:Iteration 47Q (3144.705839 sec): 3 clusters Score: Raw -3022026.789845 + Penalty 3476.488348 = -3018550.301497 nChanged 4 SP:Iteration 48Q (3144.816322 sec): 3 clusters Score: Raw -3022028.280805 + Penalty 3476.488348 = -3018551.792457 nChanged 2 SP:Iteration 49Q (3144.919840 sec): 3 clusters Score: Raw -3022029.846434 + Penalty 3476.488348 = -3018553.358086 nChanged 0 SP:Iteration 50F (3145.033143 sec): 3 clusters Score: Raw -3022029.846434 + Penalty 3476.488348 = -3018553.358086 nChanged 0 Trying to split cluster 24 (28542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3145.104284 sec): 2 clusters Score: Raw -1951392.613070 + Penalty 1667.108944 = -1949725.504126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3145.196068 sec): 3 clusters Score: Raw -1933873.677887 + Penalty 3334.217889 = -1930539.459998 nChanged 13024 SP:Iteration 1F (3145.281601 sec): 3 clusters Score: Raw -1940889.116624 + Penalty 3334.217889 = -1937554.898735 nChanged 1253 SP:Iteration 2Q (3145.371915 sec): 3 clusters Score: Raw -1941280.091073 + Penalty 3334.217889 = -1937945.873184 nChanged 1203 SP:Iteration 3Q (3145.472724 sec): 3 clusters Score: Raw -1941710.297996 + Penalty 3334.217889 = -1938376.080107 nChanged 1252 SP:Iteration 4Q (3145.573370 sec): 3 clusters Score: Raw -1942175.297449 + Penalty 3334.217889 = -1938841.079560 nChanged 1284 SP:Iteration 5Q (3145.655513 sec): 3 clusters Score: Raw -1942767.576793 + Penalty 3334.217889 = -1939433.358904 nChanged 1433 SP:Iteration 6F (3145.764428 sec): 3 clusters Score: Raw -1943546.983395 + Penalty 3334.217889 = -1940212.765506 nChanged 1638 SP:Iteration 7F (3145.855329 sec): 3 clusters Score: Raw -1944646.794844 + Penalty 3334.217889 = -1941312.576956 nChanged 1757 SP:Iteration 8F (3145.958363 sec): 3 clusters Score: Raw -1946044.662379 + Penalty 3334.217889 = -1942710.444490 nChanged 1719 SP:Iteration 9F (3146.043792 sec): 3 clusters Score: Raw -1947387.925797 + Penalty 3334.217889 = -1944053.707908 nChanged 1485 SP:Iteration 10F (3146.149865 sec): 3 clusters Score: Raw -1948433.835808 + Penalty 3334.217889 = -1945099.617920 nChanged 1177 SP:Iteration 11Q (3146.237210 sec): 3 clusters Score: Raw -1949083.569382 + Penalty 3334.217889 = -1945749.351493 nChanged 831 SP:Iteration 12Q (3146.331410 sec): 3 clusters Score: Raw -1949460.726026 + Penalty 3334.217889 = -1946126.508137 nChanged 618 SP:Iteration 13Q (3146.435837 sec): 3 clusters Score: Raw -1949733.545342 + Penalty 3334.217889 = -1946399.327453 nChanged 561 SP:Iteration 14Q (3146.528012 sec): 3 clusters Score: Raw -1949989.018398 + Penalty 3334.217889 = -1946654.800509 nChanged 519 SP:Iteration 15Q (3146.620652 sec): 3 clusters Score: Raw -1950238.949309 + Penalty 3334.217889 = -1946904.731420 nChanged 487 SP:Iteration 16Q (3146.716775 sec): 3 clusters Score: Raw -1950492.880710 + Penalty 3334.217889 = -1947158.662822 nChanged 486 SP:Iteration 17Q (3146.813557 sec): 3 clusters Score: Raw -1950790.598658 + Penalty 3334.217889 = -1947456.380769 nChanged 433 SP:Iteration 18Q (3146.896373 sec): 3 clusters Score: Raw -1951059.593337 + Penalty 3334.217889 = -1947725.375448 nChanged 353 SP:Iteration 19Q (3146.986380 sec): 3 clusters Score: Raw -1951331.909325 + Penalty 3334.217889 = -1947997.691436 nChanged 332 SP:Iteration 20F (3147.082993 sec): 3 clusters Score: Raw -1951592.214553 + Penalty 3334.217889 = -1948257.996664 nChanged 244 SP:Iteration 21Q (3147.174455 sec): 3 clusters Score: Raw -1951760.591926 + Penalty 3334.217889 = -1948426.374037 nChanged 213 SP:Iteration 22Q (3147.265207 sec): 3 clusters Score: Raw -1951888.591101 + Penalty 3334.217889 = -1948554.373212 nChanged 164 SP:Iteration 23Q (3147.354024 sec): 3 clusters Score: Raw -1951974.156011 + Penalty 3334.217889 = -1948639.938122 nChanged 113 SP:Iteration 24Q (3147.445783 sec): 3 clusters Score: Raw -1952020.738528 + Penalty 3334.217889 = -1948686.520639 nChanged 82 SP:Iteration 25Q (3147.539902 sec): 3 clusters Score: Raw -1952052.063470 + Penalty 3334.217889 = -1948717.845581 nChanged 86 SP:Iteration 26Q (3147.623856 sec): 3 clusters Score: Raw -1952080.090782 + Penalty 3334.217889 = -1948745.872893 nChanged 63 SP:Iteration 27Q (3147.723842 sec): 3 clusters Score: Raw -1952098.145501 + Penalty 3334.217889 = -1948763.927612 nChanged 64 SP:Iteration 28Q (3147.812424 sec): 3 clusters Score: Raw -1952112.701365 + Penalty 3334.217889 = -1948778.483477 nChanged 47 SP:Iteration 29Q (3147.902566 sec): 3 clusters Score: Raw -1952122.022485 + Penalty 3334.217889 = -1948787.804596 nChanged 29 SP:Iteration 30Q (3147.992984 sec): 3 clusters Score: Raw -1952128.087125 + Penalty 3334.217889 = -1948793.869236 nChanged 25 SP:Iteration 31Q (3148.074324 sec): 3 clusters Score: Raw -1952132.724872 + Penalty 3334.217889 = -1948798.506983 nChanged 20 SP:Iteration 32Q (3148.160259 sec): 3 clusters Score: Raw -1952136.270933 + Penalty 3334.217889 = -1948802.053044 nChanged 12 SP:Iteration 33Q (3148.253383 sec): 3 clusters Score: Raw -1952137.936633 + Penalty 3334.217889 = -1948803.718744 nChanged 7 SP:Iteration 34Q (3148.342998 sec): 3 clusters Score: Raw -1952139.313962 + Penalty 3334.217889 = -1948805.096073 nChanged 8 SP:Iteration 35Q (3148.431137 sec): 3 clusters Score: Raw -1952140.325736 + Penalty 3334.217889 = -1948806.107847 nChanged 6 SP:Iteration 36Q (3148.515562 sec): 3 clusters Score: Raw -1952141.730411 + Penalty 3334.217889 = -1948807.512522 nChanged 10 SP:Iteration 37Q (3148.596754 sec): 3 clusters Score: Raw -1952143.249622 + Penalty 3334.217889 = -1948809.031733 nChanged 14 SP:Iteration 38Q (3148.675288 sec): 3 clusters Score: Raw -1952145.828965 + Penalty 3334.217889 = -1948811.611077 nChanged 13 SP:Iteration 39Q (3148.759648 sec): 3 clusters Score: Raw -1952148.288685 + Penalty 3334.217889 = -1948814.070796 nChanged 14 SP:Iteration 40F (3148.847453 sec): 3 clusters Score: Raw -1952150.566689 + Penalty 3334.217889 = -1948816.348800 nChanged 13 SP:Iteration 41Q (3148.932313 sec): 3 clusters Score: Raw -1952152.355499 + Penalty 3334.217889 = -1948818.137610 nChanged 12 SP:Iteration 42Q (3149.019734 sec): 3 clusters Score: Raw -1952153.972682 + Penalty 3334.217889 = -1948819.754793 nChanged 12 SP:Iteration 43Q (3149.108128 sec): 3 clusters Score: Raw -1952156.234545 + Penalty 3334.217889 = -1948822.016656 nChanged 14 SP:Iteration 44Q (3149.200127 sec): 3 clusters Score: Raw -1952158.956046 + Penalty 3334.217889 = -1948824.738157 nChanged 11 SP:Iteration 45Q (3149.292377 sec): 3 clusters Score: Raw -1952160.503637 + Penalty 3334.217889 = -1948826.285748 nChanged 7 SP:Iteration 46Q (3149.381864 sec): 3 clusters Score: Raw -1952161.240260 + Penalty 3334.217889 = -1948827.022371 nChanged 5 SP:Iteration 47Q (3149.456342 sec): 3 clusters Score: Raw -1952162.029226 + Penalty 3334.217889 = -1948827.811337 nChanged 6 SP:Iteration 48Q (3149.552446 sec): 3 clusters Score: Raw -1952162.622222 + Penalty 3334.217889 = -1948828.404333 nChanged 4 SP:Iteration 49Q (3149.632472 sec): 3 clusters Score: Raw -1952163.020591 + Penalty 3334.217889 = -1948828.802702 nChanged 3 SP:Iteration 50Q (3149.719011 sec): 3 clusters Score: Raw -1952163.175521 + Penalty 3334.217889 = -1948828.957632 nChanged 0 SP:Iteration 51F (3149.808386 sec): 3 clusters Score: Raw -1952163.175521 + Penalty 3334.217889 = -1948828.957632 nChanged 0 Trying to split cluster 25 (1213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3149.830015 sec): 2 clusters Score: Raw -80703.346776 + Penalty 1153.888435 = -79549.458341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3149.870673 sec): 3 clusters Score: Raw -80312.399493 + Penalty 2307.776870 = -78004.622623 nChanged 383 SP:Iteration 1F (3149.912986 sec): 3 clusters Score: Raw -80617.319598 + Penalty 2307.776870 = -78309.542728 nChanged 88 SP:Iteration 2F (3149.960580 sec): 3 clusters Score: Raw -80723.880420 + Penalty 2307.776870 = -78416.103549 nChanged 54 SP:Iteration 3Q (3150.002150 sec): 3 clusters Score: Raw -80772.448231 + Penalty 2307.776870 = -78464.671360 nChanged 38 SP:Iteration 4Q (3150.048192 sec): 3 clusters Score: Raw -80806.507972 + Penalty 2307.776870 = -78498.731102 nChanged 30 SP:Iteration 5Q (3150.087257 sec): 3 clusters Score: Raw -80830.519788 + Penalty 2307.776870 = -78522.742918 nChanged 30 SP:Iteration 6Q (3150.122587 sec): 3 clusters Score: Raw -80854.586898 + Penalty 2307.776870 = -78546.810027 nChanged 17 SP:Iteration 7Q (3150.171798 sec): 3 clusters Score: Raw -80865.359540 + Penalty 2307.776870 = -78557.582669 nChanged 17 SP:Iteration 8Q (3150.218388 sec): 3 clusters Score: Raw -80880.235579 + Penalty 2307.776870 = -78572.458709 nChanged 14 SP:Iteration 9Q (3150.253069 sec): 3 clusters Score: Raw -80891.515244 + Penalty 2307.776870 = -78583.738374 nChanged 16 SP:Iteration 10Q (3150.302895 sec): 3 clusters Score: Raw -80905.767097 + Penalty 2307.776870 = -78597.990227 nChanged 10 SP:Iteration 11Q (3150.346719 sec): 3 clusters Score: Raw -80917.847444 + Penalty 2307.776870 = -78610.070574 nChanged 10 SP:Iteration 12Q (3150.386699 sec): 3 clusters Score: Raw -80928.046173 + Penalty 2307.776870 = -78620.269302 nChanged 9 SP:Iteration 13Q (3150.436711 sec): 3 clusters Score: Raw -80933.388640 + Penalty 2307.776870 = -78625.611769 nChanged 5 SP:Iteration 14Q (3150.481076 sec): 3 clusters Score: Raw -80936.798251 + Penalty 2307.776870 = -78629.021381 nChanged 5 SP:Iteration 15Q (3150.523863 sec): 3 clusters Score: Raw -80941.024391 + Penalty 2307.776870 = -78633.247520 nChanged 2 SP:Iteration 16Q (3150.564473 sec): 3 clusters Score: Raw -80942.239501 + Penalty 2307.776870 = -78634.462630 nChanged 3 SP:Iteration 17Q (3150.619257 sec): 3 clusters Score: Raw -80943.942596 + Penalty 2307.776870 = -78636.165726 nChanged 1 SP:Iteration 18Q (3150.668446 sec): 3 clusters Score: Raw -80944.234986 + Penalty 2307.776870 = -78636.458116 nChanged 0 SP:Iteration 19F (3150.717287 sec): 3 clusters Score: Raw -80944.234986 + Penalty 2307.776870 = -78636.458116 nChanged 0 Trying to split cluster 26 (4663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3150.742176 sec): 2 clusters Score: Raw -322109.804974 + Penalty 1372.704823 = -320737.100151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3150.806363 sec): 3 clusters Score: Raw -319705.533049 + Penalty 2745.409646 = -316960.123402 nChanged 1904 SP:Iteration 1F (3150.859968 sec): 3 clusters Score: Raw -320773.241096 + Penalty 2745.409646 = -318027.831450 nChanged 346 SP:Iteration 2F (3150.919775 sec): 3 clusters Score: Raw -320999.445312 + Penalty 2745.409646 = -318254.035666 nChanged 278 SP:Iteration 3F (3150.966710 sec): 3 clusters Score: Raw -321152.698461 + Penalty 2745.409646 = -318407.288815 nChanged 199 SP:Iteration 4Q (3151.026040 sec): 3 clusters Score: Raw -321264.230471 + Penalty 2745.409646 = -318518.820825 nChanged 170 SP:Iteration 5Q (3151.078134 sec): 3 clusters Score: Raw -321367.666490 + Penalty 2745.409646 = -318622.256844 nChanged 179 SP:Iteration 6Q (3151.129977 sec): 3 clusters Score: Raw -321464.488878 + Penalty 2745.409646 = -318719.079231 nChanged 132 SP:Iteration 7Q (3151.189348 sec): 3 clusters Score: Raw -321526.260442 + Penalty 2745.409646 = -318780.850795 nChanged 128 SP:Iteration 8Q (3151.232475 sec): 3 clusters Score: Raw -321582.471138 + Penalty 2745.409646 = -318837.061491 nChanged 104 SP:Iteration 9Q (3151.294800 sec): 3 clusters Score: Raw -321625.872242 + Penalty 2745.409646 = -318880.462595 nChanged 89 SP:Iteration 10Q (3151.346329 sec): 3 clusters Score: Raw -321668.516173 + Penalty 2745.409646 = -318923.106527 nChanged 109 SP:Iteration 11Q (3151.391643 sec): 3 clusters Score: Raw -321714.066810 + Penalty 2745.409646 = -318968.657164 nChanged 90 SP:Iteration 12Q (3151.447970 sec): 3 clusters Score: Raw -321757.380434 + Penalty 2745.409646 = -319011.970787 nChanged 96 SP:Iteration 13Q (3151.500603 sec): 3 clusters Score: Raw -321798.877002 + Penalty 2745.409646 = -319053.467355 nChanged 83 SP:Iteration 14Q (3151.555386 sec): 3 clusters Score: Raw -321835.713781 + Penalty 2745.409646 = -319090.304135 nChanged 73 SP:Iteration 15Q (3151.618285 sec): 3 clusters Score: Raw -321866.008066 + Penalty 2745.409646 = -319120.598420 nChanged 72 SP:Iteration 16Q (3151.674932 sec): 3 clusters Score: Raw -321891.455381 + Penalty 2745.409646 = -319146.045735 nChanged 67 SP:Iteration 17Q (3151.726566 sec): 3 clusters Score: Raw -321910.135085 + Penalty 2745.409646 = -319164.725439 nChanged 54 SP:Iteration 18Q (3151.775642 sec): 3 clusters Score: Raw -321926.954534 + Penalty 2745.409646 = -319181.544888 nChanged 47 SP:Iteration 19Q (3151.831986 sec): 3 clusters Score: Raw -321939.208189 + Penalty 2745.409646 = -319193.798542 nChanged 32 SP:Iteration 20F (3151.883378 sec): 3 clusters Score: Raw -321948.052017 + Penalty 2745.409646 = -319202.642371 nChanged 42 SP:Iteration 21Q (3151.931358 sec): 3 clusters Score: Raw -321962.392105 + Penalty 2745.409646 = -319216.982459 nChanged 40 SP:Iteration 22Q (3151.989741 sec): 3 clusters Score: Raw -321974.221549 + Penalty 2745.409646 = -319228.811902 nChanged 29 SP:Iteration 23Q (3152.045000 sec): 3 clusters Score: Raw -321984.389850 + Penalty 2745.409646 = -319238.980203 nChanged 33 SP:Iteration 24Q (3152.103219 sec): 3 clusters Score: Raw -321992.930249 + Penalty 2745.409646 = -319247.520602 nChanged 25 SP:Iteration 25Q (3152.148593 sec): 3 clusters Score: Raw -321998.578372 + Penalty 2745.409646 = -319253.168726 nChanged 15 SP:Iteration 26Q (3152.210413 sec): 3 clusters Score: Raw -322001.379129 + Penalty 2745.409646 = -319255.969482 nChanged 11 SP:Iteration 27Q (3152.264052 sec): 3 clusters Score: Raw -322003.581635 + Penalty 2745.409646 = -319258.171989 nChanged 11 SP:Iteration 28Q (3152.321068 sec): 3 clusters Score: Raw -322005.615662 + Penalty 2745.409646 = -319260.206016 nChanged 10 SP:Iteration 29Q (3152.368362 sec): 3 clusters Score: Raw -322008.083632 + Penalty 2745.409646 = -319262.673985 nChanged 9 SP:Iteration 30Q (3152.419606 sec): 3 clusters Score: Raw -322011.104558 + Penalty 2745.409646 = -319265.694911 nChanged 10 SP:Iteration 31Q (3152.474269 sec): 3 clusters Score: Raw -322013.767399 + Penalty 2745.409646 = -319268.357752 nChanged 16 SP:Iteration 32Q (3152.524059 sec): 3 clusters Score: Raw -322016.374192 + Penalty 2745.409646 = -319270.964545 nChanged 7 SP:Iteration 33Q (3152.575056 sec): 3 clusters Score: Raw -322017.822396 + Penalty 2745.409646 = -319272.412749 nChanged 5 SP:Iteration 34Q (3152.637227 sec): 3 clusters Score: Raw -322019.070618 + Penalty 2745.409646 = -319273.660972 nChanged 7 SP:Iteration 35Q (3152.681016 sec): 3 clusters Score: Raw -322019.818163 + Penalty 2745.409646 = -319274.408516 nChanged 2 SP:Iteration 36Q (3152.733254 sec): 3 clusters Score: Raw -322020.027016 + Penalty 2745.409646 = -319274.617369 nChanged 2 SP:Iteration 37Q (3152.795187 sec): 3 clusters Score: Raw -322020.415683 + Penalty 2745.409646 = -319275.006037 nChanged 3 SP:Iteration 38Q (3152.838424 sec): 3 clusters Score: Raw -322020.994786 + Penalty 2745.409646 = -319275.585140 nChanged 3 SP:Iteration 39Q (3152.888076 sec): 3 clusters Score: Raw -322021.916253 + Penalty 2745.409646 = -319276.506607 nChanged 2 SP:Iteration 40F (3152.947103 sec): 3 clusters Score: Raw -322023.169938 + Penalty 2745.409646 = -319277.760292 nChanged 6 SP:Iteration 41Q (3152.994606 sec): 3 clusters Score: Raw -322024.764736 + Penalty 2745.409646 = -319279.355090 nChanged 6 SP:Iteration 42Q (3153.052904 sec): 3 clusters Score: Raw -322025.833698 + Penalty 2745.409646 = -319280.424051 nChanged 5 SP:Iteration 43Q (3153.099972 sec): 3 clusters Score: Raw -322026.376895 + Penalty 2745.409646 = -319280.967249 nChanged 0 SP:Iteration 44F (3153.152705 sec): 3 clusters Score: Raw -322026.376895 + Penalty 2745.409646 = -319280.967249 nChanged 0 Trying to split cluster 27 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3153.176103 sec): 2 clusters Score: Raw -13571.828839 + Penalty 905.475030 = -12666.353809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3153.220370 sec): 3 clusters Score: Raw -13695.421109 + Penalty 1810.950060 = -11884.471049 nChanged 49 SP:Iteration 1F (3153.272136 sec): 3 clusters Score: Raw -13844.375895 + Penalty 1810.950060 = -12033.425834 nChanged 15 SP:Iteration 2F (3153.315054 sec): 3 clusters Score: Raw -13913.293455 + Penalty 1810.950060 = -12102.343395 nChanged 9 SP:Iteration 3Q (3153.356215 sec): 3 clusters Score: Raw -13949.657817 + Penalty 1810.950060 = -12138.707757 nChanged 3 SP:Iteration 4Q (3153.407796 sec): 3 clusters Score: Raw -13960.697063 + Penalty 1810.950060 = -12149.747002 nChanged 3 SP:Iteration 5Q (3153.450152 sec): 3 clusters Score: Raw -13968.694816 + Penalty 1810.950060 = -12157.744755 nChanged 1 SP:Iteration 6Q (3153.504483 sec): 3 clusters Score: Raw -13972.601256 + Penalty 1810.950060 = -12161.651196 nChanged 1 SP:Iteration 7Q (3153.549505 sec): 3 clusters Score: Raw -13974.907979 + Penalty 1810.950060 = -12163.957919 nChanged 1 SP:Iteration 8Q (3153.591463 sec): 3 clusters Score: Raw -13981.073331 + Penalty 1810.950060 = -12170.123270 nChanged 2 SP:Iteration 9Q (3153.644645 sec): 3 clusters Score: Raw -13985.067449 + Penalty 1810.950060 = -12174.117388 nChanged 1 SP:Iteration 10Q (3153.684939 sec): 3 clusters Score: Raw -13989.622738 + Penalty 1810.950060 = -12178.672677 nChanged 1 SP:Iteration 11Q (3153.722598 sec): 3 clusters Score: Raw -13992.256893 + Penalty 1810.950060 = -12181.306832 nChanged 0 SP:Iteration 12F (3153.774691 sec): 3 clusters Score: Raw -13992.256893 + Penalty 1810.950060 = -12181.306832 nChanged 0 Trying to split cluster 28 (2038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3153.807446 sec): 2 clusters Score: Raw -132028.825419 + Penalty 1238.205185 = -130790.620234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3153.845431 sec): 3 clusters Score: Raw -131129.780210 + Penalty 2476.410369 = -128653.369841 nChanged 725 SP:Iteration 1F (3153.904239 sec): 3 clusters Score: Raw -131583.154081 + Penalty 2476.410369 = -129106.743711 nChanged 172 SP:Iteration 2F (3153.946755 sec): 3 clusters Score: Raw -131713.117318 + Penalty 2476.410369 = -129236.706948 nChanged 112 SP:Iteration 3F (3153.988772 sec): 3 clusters Score: Raw -131802.542048 + Penalty 2476.410369 = -129326.131679 nChanged 99 SP:Iteration 4Q (3154.032835 sec): 3 clusters Score: Raw -131868.755151 + Penalty 2476.410369 = -129392.344782 nChanged 59 SP:Iteration 5Q (3154.076208 sec): 3 clusters Score: Raw -131909.039658 + Penalty 2476.410369 = -129432.629289 nChanged 58 SP:Iteration 6Q (3154.137049 sec): 3 clusters Score: Raw -131944.208801 + Penalty 2476.410369 = -129467.798432 nChanged 50 SP:Iteration 7Q (3154.183890 sec): 3 clusters Score: Raw -131979.894908 + Penalty 2476.410369 = -129503.484538 nChanged 40 SP:Iteration 8Q (3154.233247 sec): 3 clusters Score: Raw -132005.918220 + Penalty 2476.410369 = -129529.507851 nChanged 39 SP:Iteration 9Q (3154.282079 sec): 3 clusters Score: Raw -132033.584668 + Penalty 2476.410369 = -129557.174299 nChanged 36 SP:Iteration 10Q (3154.333699 sec): 3 clusters Score: Raw -132060.774831 + Penalty 2476.410369 = -129584.364461 nChanged 37 SP:Iteration 11Q (3154.377200 sec): 3 clusters Score: Raw -132089.490014 + Penalty 2476.410369 = -129613.079645 nChanged 33 SP:Iteration 12Q (3154.424921 sec): 3 clusters Score: Raw -132116.886051 + Penalty 2476.410369 = -129640.475681 nChanged 32 SP:Iteration 13Q (3154.471489 sec): 3 clusters Score: Raw -132142.959182 + Penalty 2476.410369 = -129666.548813 nChanged 34 SP:Iteration 14Q (3154.531115 sec): 3 clusters Score: Raw -132164.812980 + Penalty 2476.410369 = -129688.402610 nChanged 24 SP:Iteration 15Q (3154.583529 sec): 3 clusters Score: Raw -132182.446172 + Penalty 2476.410369 = -129706.035802 nChanged 23 SP:Iteration 16Q (3154.625998 sec): 3 clusters Score: Raw -132194.109035 + Penalty 2476.410369 = -129717.698665 nChanged 19 SP:Iteration 17Q (3154.666132 sec): 3 clusters Score: Raw -132206.348134 + Penalty 2476.410369 = -129729.937765 nChanged 13 SP:Iteration 18Q (3154.722716 sec): 3 clusters Score: Raw -132214.129916 + Penalty 2476.410369 = -129737.719547 nChanged 16 SP:Iteration 19Q (3154.762598 sec): 3 clusters Score: Raw -132223.685939 + Penalty 2476.410369 = -129747.275570 nChanged 19 SP:Iteration 20F (3154.816916 sec): 3 clusters Score: Raw -132238.564147 + Penalty 2476.410369 = -129762.153777 nChanged 18 SP:Iteration 21Q (3154.857978 sec): 3 clusters Score: Raw -132252.357859 + Penalty 2476.410369 = -129775.947490 nChanged 10 SP:Iteration 22Q (3154.914155 sec): 3 clusters Score: Raw -132257.384554 + Penalty 2476.410369 = -129780.974184 nChanged 10 SP:Iteration 23Q (3154.957638 sec): 3 clusters Score: Raw -132262.148216 + Penalty 2476.410369 = -129785.737846 nChanged 7 SP:Iteration 24Q (3155.005647 sec): 3 clusters Score: Raw -132266.421350 + Penalty 2476.410369 = -129790.010981 nChanged 5 SP:Iteration 25Q (3155.058631 sec): 3 clusters Score: Raw -132268.116036 + Penalty 2476.410369 = -129791.705666 nChanged 6 SP:Iteration 26Q (3155.114822 sec): 3 clusters Score: Raw -132273.521530 + Penalty 2476.410369 = -129797.111160 nChanged 7 SP:Iteration 27Q (3155.165639 sec): 3 clusters Score: Raw -132276.576199 + Penalty 2476.410369 = -129800.165830 nChanged 1 SP:Iteration 28Q (3155.212156 sec): 3 clusters Score: Raw -132276.845880 + Penalty 2476.410369 = -129800.435511 nChanged 0 SP:Iteration 29F (3155.260124 sec): 3 clusters Score: Raw -132276.845880 + Penalty 2476.410369 = -129800.435511 nChanged 0 Trying to split cluster 29 (1891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3155.290547 sec): 2 clusters Score: Raw -113803.603119 + Penalty 1226.039924 = -112577.563195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3155.336265 sec): 3 clusters Score: Raw -113014.180288 + Penalty 2452.079847 = -110562.100441 nChanged 665 SP:Iteration 1F (3155.376382 sec): 3 clusters Score: Raw -113452.741043 + Penalty 2452.079847 = -111000.661195 nChanged 142 SP:Iteration 2F (3155.428120 sec): 3 clusters Score: Raw -113557.552477 + Penalty 2452.079847 = -111105.472629 nChanged 81 SP:Iteration 3Q (3155.471366 sec): 3 clusters Score: Raw -113612.602122 + Penalty 2452.079847 = -111160.522274 nChanged 51 SP:Iteration 4Q (3155.521803 sec): 3 clusters Score: Raw -113644.477446 + Penalty 2452.079847 = -111192.397599 nChanged 45 SP:Iteration 5Q (3155.567059 sec): 3 clusters Score: Raw -113675.250792 + Penalty 2452.079847 = -111223.170945 nChanged 42 SP:Iteration 6Q (3155.620267 sec): 3 clusters Score: Raw -113708.772817 + Penalty 2452.079847 = -111256.692970 nChanged 41 SP:Iteration 7Q (3155.670451 sec): 3 clusters Score: Raw -113738.841150 + Penalty 2452.079847 = -111286.761303 nChanged 41 SP:Iteration 8Q (3155.717354 sec): 3 clusters Score: Raw -113766.814954 + Penalty 2452.079847 = -111314.735107 nChanged 50 SP:Iteration 9Q (3155.761383 sec): 3 clusters Score: Raw -113804.703817 + Penalty 2452.079847 = -111352.623970 nChanged 42 SP:Iteration 10Q (3155.811486 sec): 3 clusters Score: Raw -113834.487580 + Penalty 2452.079847 = -111382.407733 nChanged 36 SP:Iteration 11Q (3155.858008 sec): 3 clusters Score: Raw -113866.095086 + Penalty 2452.079847 = -111414.015238 nChanged 44 SP:Iteration 12Q (3155.909748 sec): 3 clusters Score: Raw -113900.153677 + Penalty 2452.079847 = -111448.073830 nChanged 45 SP:Iteration 13Q (3155.947146 sec): 3 clusters Score: Raw -113946.120543 + Penalty 2452.079847 = -111494.040696 nChanged 59 SP:Iteration 14Q (3155.995759 sec): 3 clusters Score: Raw -113999.816471 + Penalty 2452.079847 = -111547.736624 nChanged 52 SP:Iteration 15Q (3156.042392 sec): 3 clusters Score: Raw -114052.798411 + Penalty 2452.079847 = -111600.718564 nChanged 52 SP:Iteration 16Q (3156.077371 sec): 3 clusters Score: Raw -114112.636495 + Penalty 2452.079847 = -111660.556648 nChanged 48 SP:Iteration 17Q (3156.119532 sec): 3 clusters Score: Raw -114169.004007 + Penalty 2452.079847 = -111716.924160 nChanged 44 SP:Iteration 18Q (3156.163807 sec): 3 clusters Score: Raw -114214.132455 + Penalty 2452.079847 = -111762.052607 nChanged 43 SP:Iteration 19Q (3156.199956 sec): 3 clusters Score: Raw -114257.483795 + Penalty 2452.079847 = -111805.403947 nChanged 34 SP:Iteration 20F (3156.255630 sec): 3 clusters Score: Raw -114286.208924 + Penalty 2452.079847 = -111834.129077 nChanged 24 SP:Iteration 21Q (3156.301106 sec): 3 clusters Score: Raw -114297.962807 + Penalty 2452.079847 = -111845.882959 nChanged 13 SP:Iteration 22Q (3156.351368 sec): 3 clusters Score: Raw -114304.777449 + Penalty 2452.079847 = -111852.697602 nChanged 9 SP:Iteration 23Q (3156.390704 sec): 3 clusters Score: Raw -114312.449274 + Penalty 2452.079847 = -111860.369426 nChanged 10 SP:Iteration 24Q (3156.435888 sec): 3 clusters Score: Raw -114319.825051 + Penalty 2452.079847 = -111867.745204 nChanged 12 SP:Iteration 25Q (3156.482388 sec): 3 clusters Score: Raw -114326.473598 + Penalty 2452.079847 = -111874.393751 nChanged 4 SP:Iteration 26Q (3156.523800 sec): 3 clusters Score: Raw -114328.737021 + Penalty 2452.079847 = -111876.657174 nChanged 7 SP:Iteration 27Q (3156.567722 sec): 3 clusters Score: Raw -114332.505766 + Penalty 2452.079847 = -111880.425918 nChanged 4 SP:Iteration 28Q (3156.605470 sec): 3 clusters Score: Raw -114333.615809 + Penalty 2452.079847 = -111881.535962 nChanged 3 SP:Iteration 29Q (3156.654043 sec): 3 clusters Score: Raw -114334.185257 + Penalty 2452.079847 = -111882.105409 nChanged 1 SP:Iteration 30Q (3156.697108 sec): 3 clusters Score: Raw -114334.413642 + Penalty 2452.079847 = -111882.333795 nChanged 3 SP:Iteration 31Q (3156.732513 sec): 3 clusters Score: Raw -114335.790829 + Penalty 2452.079847 = -111883.710981 nChanged 0 SP:Iteration 32F (3156.779152 sec): 3 clusters Score: Raw -114335.790829 + Penalty 2452.079847 = -111883.710981 nChanged 0 Trying to split cluster 30 (2225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3156.812088 sec): 2 clusters Score: Raw -128010.758979 + Penalty 1252.470732 = -126758.288247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3156.848435 sec): 3 clusters Score: Raw -127039.069460 + Penalty 2504.941463 = -124534.127997 nChanged 787 SP:Iteration 1F (3156.901039 sec): 3 clusters Score: Raw -127543.829328 + Penalty 2504.941463 = -125038.887865 nChanged 204 SP:Iteration 2F (3156.955361 sec): 3 clusters Score: Raw -127715.390776 + Penalty 2504.941463 = -125210.449313 nChanged 143 SP:Iteration 3F (3156.997249 sec): 3 clusters Score: Raw -127854.206109 + Penalty 2504.941463 = -125349.264645 nChanged 155 SP:Iteration 4F (3157.036001 sec): 3 clusters Score: Raw -128022.313429 + Penalty 2504.941463 = -125517.371966 nChanged 136 SP:Iteration 5F (3157.076831 sec): 3 clusters Score: Raw -128180.272883 + Penalty 2504.941463 = -125675.331420 nChanged 126 SP:Iteration 6F (3157.121566 sec): 3 clusters Score: Raw -128322.264592 + Penalty 2504.941463 = -125817.323129 nChanged 97 SP:Iteration 7Q (3157.177717 sec): 3 clusters Score: Raw -128427.659802 + Penalty 2504.941463 = -125922.718339 nChanged 88 SP:Iteration 8Q (3157.216850 sec): 3 clusters Score: Raw -128517.462176 + Penalty 2504.941463 = -126012.520713 nChanged 59 SP:Iteration 9Q (3157.266163 sec): 3 clusters Score: Raw -128577.009726 + Penalty 2504.941463 = -126072.068262 nChanged 41 SP:Iteration 10Q (3157.308596 sec): 3 clusters Score: Raw -128609.481779 + Penalty 2504.941463 = -126104.540316 nChanged 19 SP:Iteration 11Q (3157.358996 sec): 3 clusters Score: Raw -128622.089228 + Penalty 2504.941463 = -126117.147765 nChanged 21 SP:Iteration 12Q (3157.403343 sec): 3 clusters Score: Raw -128638.945123 + Penalty 2504.941463 = -126134.003660 nChanged 14 SP:Iteration 13Q (3157.444329 sec): 3 clusters Score: Raw -128648.564593 + Penalty 2504.941463 = -126143.623130 nChanged 10 SP:Iteration 14Q (3157.492613 sec): 3 clusters Score: Raw -128657.232296 + Penalty 2504.941463 = -126152.290833 nChanged 9 SP:Iteration 15Q (3157.540623 sec): 3 clusters Score: Raw -128659.995336 + Penalty 2504.941463 = -126155.053873 nChanged 1 SP:Iteration 16Q (3157.593728 sec): 3 clusters Score: Raw -128660.396488 + Penalty 2504.941463 = -126155.455025 nChanged 0 SP:Iteration 17F (3157.633293 sec): 3 clusters Score: Raw -128660.396488 + Penalty 2504.941463 = -126155.455025 nChanged 0 Trying to split cluster 31 (1730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3157.658726 sec): 2 clusters Score: Raw -118341.023482 + Penalty 1211.579962 = -117129.443520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3157.706741 sec): 3 clusters Score: Raw -117614.954485 + Penalty 2423.159923 = -115191.794562 nChanged 616 SP:Iteration 1F (3157.755665 sec): 3 clusters Score: Raw -118056.778247 + Penalty 2423.159923 = -115633.618324 nChanged 145 SP:Iteration 2F (3157.805476 sec): 3 clusters Score: Raw -118164.588521 + Penalty 2423.159923 = -115741.428598 nChanged 54 SP:Iteration 3Q (3157.845444 sec): 3 clusters Score: Raw -118198.992056 + Penalty 2423.159923 = -115775.832132 nChanged 35 SP:Iteration 4Q (3157.898058 sec): 3 clusters Score: Raw -118221.050113 + Penalty 2423.159923 = -115797.890190 nChanged 25 SP:Iteration 5Q (3157.939097 sec): 3 clusters Score: Raw -118240.689101 + Penalty 2423.159923 = -115817.529178 nChanged 40 SP:Iteration 6Q (3157.979556 sec): 3 clusters Score: Raw -118264.373177 + Penalty 2423.159923 = -115841.213253 nChanged 20 SP:Iteration 7Q (3158.019677 sec): 3 clusters Score: Raw -118275.236663 + Penalty 2423.159923 = -115852.076740 nChanged 18 SP:Iteration 8Q (3158.072077 sec): 3 clusters Score: Raw -118282.873084 + Penalty 2423.159923 = -115859.713161 nChanged 14 SP:Iteration 9Q (3158.117580 sec): 3 clusters Score: Raw -118288.483466 + Penalty 2423.159923 = -115865.323543 nChanged 16 SP:Iteration 10Q (3158.163567 sec): 3 clusters Score: Raw -118297.009040 + Penalty 2423.159923 = -115873.849116 nChanged 15 SP:Iteration 11Q (3158.221018 sec): 3 clusters Score: Raw -118304.258105 + Penalty 2423.159923 = -115881.098182 nChanged 19 SP:Iteration 12Q (3158.263011 sec): 3 clusters Score: Raw -118316.755699 + Penalty 2423.159923 = -115893.595775 nChanged 16 SP:Iteration 13Q (3158.317495 sec): 3 clusters Score: Raw -118330.287289 + Penalty 2423.159923 = -115907.127365 nChanged 21 SP:Iteration 14Q (3158.354148 sec): 3 clusters Score: Raw -118341.376057 + Penalty 2423.159923 = -115918.216134 nChanged 12 SP:Iteration 15Q (3158.412177 sec): 3 clusters Score: Raw -118348.961325 + Penalty 2423.159923 = -115925.801401 nChanged 13 SP:Iteration 16Q (3158.458043 sec): 3 clusters Score: Raw -118353.947634 + Penalty 2423.159923 = -115930.787711 nChanged 7 SP:Iteration 17Q (3158.498218 sec): 3 clusters Score: Raw -118356.916184 + Penalty 2423.159923 = -115933.756260 nChanged 7 SP:Iteration 18Q (3158.549955 sec): 3 clusters Score: Raw -118360.678937 + Penalty 2423.159923 = -115937.519013 nChanged 8 SP:Iteration 19Q (3158.594393 sec): 3 clusters Score: Raw -118364.404351 + Penalty 2423.159923 = -115941.244427 nChanged 7 SP:Iteration 20F (3158.638186 sec): 3 clusters Score: Raw -118368.165688 + Penalty 2423.159923 = -115945.005765 nChanged 6 SP:Iteration 21Q (3158.694173 sec): 3 clusters Score: Raw -118370.856806 + Penalty 2423.159923 = -115947.696882 nChanged 7 SP:Iteration 22Q (3158.743259 sec): 3 clusters Score: Raw -118375.777730 + Penalty 2423.159923 = -115952.617807 nChanged 8 SP:Iteration 23Q (3158.791368 sec): 3 clusters Score: Raw -118380.994712 + Penalty 2423.159923 = -115957.834788 nChanged 7 SP:Iteration 24Q (3158.837070 sec): 3 clusters Score: Raw -118384.140323 + Penalty 2423.159923 = -115960.980399 nChanged 7 SP:Iteration 25Q (3158.880948 sec): 3 clusters Score: Raw -118388.708324 + Penalty 2423.159923 = -115965.548401 nChanged 8 SP:Iteration 26Q (3158.939091 sec): 3 clusters Score: Raw -118392.617283 + Penalty 2423.159923 = -115969.457360 nChanged 10 SP:Iteration 27Q (3158.986904 sec): 3 clusters Score: Raw -118399.404700 + Penalty 2423.159923 = -115976.244776 nChanged 7 SP:Iteration 28Q (3159.031388 sec): 3 clusters Score: Raw -118402.170315 + Penalty 2423.159923 = -115979.010391 nChanged 3 SP:Iteration 29Q (3159.079551 sec): 3 clusters Score: Raw -118403.681784 + Penalty 2423.159923 = -115980.521861 nChanged 3 SP:Iteration 30Q (3159.128850 sec): 3 clusters Score: Raw -118406.344014 + Penalty 2423.159923 = -115983.184090 nChanged 3 SP:Iteration 31Q (3159.177661 sec): 3 clusters Score: Raw -118408.135290 + Penalty 2423.159923 = -115984.975367 nChanged 3 SP:Iteration 32Q (3159.226369 sec): 3 clusters Score: Raw -118409.727750 + Penalty 2423.159923 = -115986.567826 nChanged 3 SP:Iteration 33Q (3159.276235 sec): 3 clusters Score: Raw -118411.428873 + Penalty 2423.159923 = -115988.268950 nChanged 1 SP:Iteration 34Q (3159.322831 sec): 3 clusters Score: Raw -118411.986480 + Penalty 2423.159923 = -115988.826556 nChanged 0 SP:Iteration 35F (3159.369904 sec): 3 clusters Score: Raw -118411.986480 + Penalty 2423.159923 = -115988.826556 nChanged 0 Trying to split cluster 32 (21171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3159.429096 sec): 2 clusters Score: Raw -1378246.987441 + Penalty 1618.562985 = -1376628.424456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3159.512629 sec): 3 clusters Score: Raw -1365437.219187 + Penalty 3237.125970 = -1362200.093217 nChanged 9546 SP:Iteration 1F (3159.590641 sec): 3 clusters Score: Raw -1370826.828199 + Penalty 3237.125970 = -1367589.702229 nChanged 1002 SP:Iteration 2Q (3159.671025 sec): 3 clusters Score: Raw -1371175.623553 + Penalty 3237.125970 = -1367938.497583 nChanged 929 SP:Iteration 3Q (3159.743085 sec): 3 clusters Score: Raw -1371536.969944 + Penalty 3237.125970 = -1368299.843974 nChanged 1022 SP:Iteration 4Q (3159.832925 sec): 3 clusters Score: Raw -1372023.327072 + Penalty 3237.125970 = -1368786.201102 nChanged 1126 SP:Iteration 5F (3159.909399 sec): 3 clusters Score: Raw -1372672.227718 + Penalty 3237.125970 = -1369435.101748 nChanged 1306 SP:Iteration 6F (3159.999705 sec): 3 clusters Score: Raw -1373541.545619 + Penalty 3237.125970 = -1370304.419649 nChanged 1366 SP:Iteration 7F (3160.081576 sec): 3 clusters Score: Raw -1374560.791883 + Penalty 3237.125970 = -1371323.665913 nChanged 1359 SP:Iteration 8F (3160.163233 sec): 3 clusters Score: Raw -1375674.227205 + Penalty 3237.125970 = -1372437.101236 nChanged 1189 SP:Iteration 9F (3160.243419 sec): 3 clusters Score: Raw -1376728.134004 + Penalty 3237.125970 = -1373491.008034 nChanged 882 SP:Iteration 10Q (3160.322211 sec): 3 clusters Score: Raw -1377526.184436 + Penalty 3237.125970 = -1374289.058466 nChanged 518 SP:Iteration 11Q (3160.401685 sec): 3 clusters Score: Raw -1377997.465041 + Penalty 3237.125970 = -1374760.339071 nChanged 277 SP:Iteration 12Q (3160.488261 sec): 3 clusters Score: Raw -1378233.030053 + Penalty 3237.125970 = -1374995.904083 nChanged 123 SP:Iteration 13Q (3160.567255 sec): 3 clusters Score: Raw -1378326.305034 + Penalty 3237.125970 = -1375089.179065 nChanged 69 SP:Iteration 14Q (3160.640651 sec): 3 clusters Score: Raw -1378384.811253 + Penalty 3237.125970 = -1375147.685283 nChanged 38 SP:Iteration 15Q (3160.707755 sec): 3 clusters Score: Raw -1378426.107953 + Penalty 3237.125970 = -1375188.981983 nChanged 21 SP:Iteration 16Q (3160.794477 sec): 3 clusters Score: Raw -1378442.243535 + Penalty 3237.125970 = -1375205.117565 nChanged 14 SP:Iteration 17Q (3160.862061 sec): 3 clusters Score: Raw -1378452.460267 + Penalty 3237.125970 = -1375215.334297 nChanged 5 SP:Iteration 18Q (3160.939395 sec): 3 clusters Score: Raw -1378456.321889 + Penalty 3237.125970 = -1375219.195919 nChanged 2 SP:Iteration 19Q (3161.023060 sec): 3 clusters Score: Raw -1378459.013637 + Penalty 3237.125970 = -1375221.887668 nChanged 5 SP:Iteration 20F (3161.104093 sec): 3 clusters Score: Raw -1378466.517140 + Penalty 3237.125970 = -1375229.391170 nChanged 8 SP:Iteration 21Q (3161.170290 sec): 3 clusters Score: Raw -1378477.391849 + Penalty 3237.125970 = -1375240.265879 nChanged 10 SP:Iteration 22Q (3161.245222 sec): 3 clusters Score: Raw -1378486.135577 + Penalty 3237.125970 = -1375249.009607 nChanged 7 SP:Iteration 23Q (3161.326492 sec): 3 clusters Score: Raw -1378493.011174 + Penalty 3237.125970 = -1375255.885204 nChanged 6 SP:Iteration 24Q (3161.395435 sec): 3 clusters Score: Raw -1378499.262056 + Penalty 3237.125970 = -1375262.136086 nChanged 6 SP:Iteration 25Q (3161.480172 sec): 3 clusters Score: Raw -1378505.375485 + Penalty 3237.125970 = -1375268.249515 nChanged 4 SP:Iteration 26Q (3161.552285 sec): 3 clusters Score: Raw -1378508.139486 + Penalty 3237.125970 = -1375271.013516 nChanged 1 SP:Iteration 27Q (3161.620894 sec): 3 clusters Score: Raw -1378508.961674 + Penalty 3237.125970 = -1375271.835705 nChanged 1 SP:Iteration 28Q (3161.702349 sec): 3 clusters Score: Raw -1378509.376922 + Penalty 3237.125970 = -1375272.250952 nChanged 0 SP:Iteration 29F (3161.783843 sec): 3 clusters Score: Raw -1378509.376922 + Penalty 3237.125970 = -1375272.250952 nChanged 0 Trying to split cluster 33 (1995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3161.815475 sec): 2 clusters Score: Raw -114355.084479 + Penalty 1234.739891 = -113120.344588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3161.851908 sec): 3 clusters Score: Raw -113532.052162 + Penalty 2469.479782 = -111062.572380 nChanged 693 SP:Iteration 1F (3161.912161 sec): 3 clusters Score: Raw -113999.973793 + Penalty 2469.479782 = -111530.494011 nChanged 144 SP:Iteration 2F (3161.950784 sec): 3 clusters Score: Raw -114115.348778 + Penalty 2469.479782 = -111645.868996 nChanged 113 SP:Iteration 3F (3162.001517 sec): 3 clusters Score: Raw -114229.597901 + Penalty 2469.479782 = -111760.118119 nChanged 109 SP:Iteration 4F (3162.050473 sec): 3 clusters Score: Raw -114332.362490 + Penalty 2469.479782 = -111862.882708 nChanged 88 SP:Iteration 5Q (3162.102684 sec): 3 clusters Score: Raw -114423.202247 + Penalty 2469.479782 = -111953.722465 nChanged 82 SP:Iteration 6Q (3162.154358 sec): 3 clusters Score: Raw -114490.350294 + Penalty 2469.479782 = -112020.870512 nChanged 61 SP:Iteration 7Q (3162.204056 sec): 3 clusters Score: Raw -114548.046153 + Penalty 2469.479782 = -112078.566371 nChanged 49 SP:Iteration 8Q (3162.249082 sec): 3 clusters Score: Raw -114597.651481 + Penalty 2469.479782 = -112128.171699 nChanged 53 SP:Iteration 9Q (3162.298477 sec): 3 clusters Score: Raw -114650.642600 + Penalty 2469.479782 = -112181.162818 nChanged 42 SP:Iteration 10Q (3162.347153 sec): 3 clusters Score: Raw -114684.570363 + Penalty 2469.479782 = -112215.090581 nChanged 39 SP:Iteration 11Q (3162.394303 sec): 3 clusters Score: Raw -114715.345413 + Penalty 2469.479782 = -112245.865631 nChanged 34 SP:Iteration 12Q (3162.450417 sec): 3 clusters Score: Raw -114749.487659 + Penalty 2469.479782 = -112280.007877 nChanged 31 SP:Iteration 13Q (3162.506770 sec): 3 clusters Score: Raw -114780.042413 + Penalty 2469.479782 = -112310.562631 nChanged 26 SP:Iteration 14Q (3162.557570 sec): 3 clusters Score: Raw -114805.844057 + Penalty 2469.479782 = -112336.364275 nChanged 28 SP:Iteration 15Q (3162.595460 sec): 3 clusters Score: Raw -114829.783809 + Penalty 2469.479782 = -112360.304027 nChanged 27 SP:Iteration 16Q (3162.643956 sec): 3 clusters Score: Raw -114862.883317 + Penalty 2469.479782 = -112393.403535 nChanged 35 SP:Iteration 17Q (3162.696713 sec): 3 clusters Score: Raw -114891.146489 + Penalty 2469.479782 = -112421.666707 nChanged 28 SP:Iteration 18Q (3162.749011 sec): 3 clusters Score: Raw -114916.748738 + Penalty 2469.479782 = -112447.268956 nChanged 28 SP:Iteration 19Q (3162.786261 sec): 3 clusters Score: Raw -114937.401963 + Penalty 2469.479782 = -112467.922181 nChanged 21 SP:Iteration 20F (3162.844991 sec): 3 clusters Score: Raw -114953.927027 + Penalty 2469.479782 = -112484.447245 nChanged 16 SP:Iteration 21Q (3162.883366 sec): 3 clusters Score: Raw -114963.693507 + Penalty 2469.479782 = -112494.213725 nChanged 13 SP:Iteration 22Q (3162.936061 sec): 3 clusters Score: Raw -114975.443922 + Penalty 2469.479782 = -112505.964140 nChanged 23 SP:Iteration 23Q (3162.984468 sec): 3 clusters Score: Raw -114997.302434 + Penalty 2469.479782 = -112527.822652 nChanged 26 SP:Iteration 24Q (3163.030540 sec): 3 clusters Score: Raw -115034.570573 + Penalty 2469.479782 = -112565.090791 nChanged 35 SP:Iteration 25Q (3163.080434 sec): 3 clusters Score: Raw -115099.783045 + Penalty 2469.479782 = -112630.303263 nChanged 33 SP:Iteration 26Q (3163.128058 sec): 3 clusters Score: Raw -115153.179000 + Penalty 2469.479782 = -112683.699218 nChanged 21 SP:Iteration 27Q (3163.175867 sec): 3 clusters Score: Raw -115168.041274 + Penalty 2469.479782 = -112698.561492 nChanged 7 SP:Iteration 28Q (3163.222163 sec): 3 clusters Score: Raw -115171.031316 + Penalty 2469.479782 = -112701.551534 nChanged 2 SP:Iteration 29Q (3163.273368 sec): 3 clusters Score: Raw -115171.906243 + Penalty 2469.479782 = -112702.426461 nChanged 2 SP:Iteration 30Q (3163.317991 sec): 3 clusters Score: Raw -115173.170808 + Penalty 2469.479782 = -112703.691026 nChanged 2 SP:Iteration 31Q (3163.374112 sec): 3 clusters Score: Raw -115174.579730 + Penalty 2469.479782 = -112705.099948 nChanged 1 SP:Iteration 32Q (3163.417923 sec): 3 clusters Score: Raw -115174.895333 + Penalty 2469.479782 = -112705.415551 nChanged 0 SP:Iteration 33F (3163.464436 sec): 3 clusters Score: Raw -115174.895333 + Penalty 2469.479782 = -112705.415551 nChanged 0 Trying to split cluster 34 (23204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3163.524615 sec): 2 clusters Score: Raw -1582503.970642 + Penalty 1633.462993 = -1580870.507649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3163.616871 sec): 3 clusters Score: Raw -1568377.499700 + Penalty 3266.925986 = -1565110.573714 nChanged 10549 SP:Iteration 1F (3163.697710 sec): 3 clusters Score: Raw -1574473.081128 + Penalty 3266.925986 = -1571206.155142 nChanged 1306 SP:Iteration 2F (3163.773394 sec): 3 clusters Score: Raw -1575024.182659 + Penalty 3266.925986 = -1571757.256673 nChanged 1215 SP:Iteration 3F (3163.866428 sec): 3 clusters Score: Raw -1575564.264443 + Penalty 3266.925986 = -1572297.338457 nChanged 1133 SP:Iteration 4Q (3163.952850 sec): 3 clusters Score: Raw -1576096.662639 + Penalty 3266.925986 = -1572829.736653 nChanged 1116 SP:Iteration 5Q (3164.035294 sec): 3 clusters Score: Raw -1576682.277582 + Penalty 3266.925986 = -1573415.351596 nChanged 1150 SP:Iteration 6Q (3164.125668 sec): 3 clusters Score: Raw -1577324.064923 + Penalty 3266.925986 = -1574057.138937 nChanged 1200 SP:Iteration 7F (3164.206647 sec): 3 clusters Score: Raw -1578054.485941 + Penalty 3266.925986 = -1574787.559955 nChanged 1181 SP:Iteration 8F (3164.282755 sec): 3 clusters Score: Raw -1578754.749179 + Penalty 3266.925986 = -1575487.823193 nChanged 1060 SP:Iteration 9Q (3164.369646 sec): 3 clusters Score: Raw -1579337.317153 + Penalty 3266.925986 = -1576070.391167 nChanged 872 SP:Iteration 10Q (3164.449587 sec): 3 clusters Score: Raw -1579751.701244 + Penalty 3266.925986 = -1576484.775258 nChanged 667 SP:Iteration 11Q (3164.538854 sec): 3 clusters Score: Raw -1580023.143204 + Penalty 3266.925986 = -1576756.217218 nChanged 483 SP:Iteration 12Q (3164.623665 sec): 3 clusters Score: Raw -1580179.035071 + Penalty 3266.925986 = -1576912.109085 nChanged 353 SP:Iteration 13Q (3164.695680 sec): 3 clusters Score: Raw -1580276.252900 + Penalty 3266.925986 = -1577009.326914 nChanged 280 SP:Iteration 14Q (3164.781085 sec): 3 clusters Score: Raw -1580346.558296 + Penalty 3266.925986 = -1577079.632310 nChanged 243 SP:Iteration 15Q (3164.871211 sec): 3 clusters Score: Raw -1580413.275755 + Penalty 3266.925986 = -1577146.349769 nChanged 228 SP:Iteration 16Q (3164.956486 sec): 3 clusters Score: Raw -1580476.307850 + Penalty 3266.925986 = -1577209.381864 nChanged 213 SP:Iteration 17Q (3165.028507 sec): 3 clusters Score: Raw -1580530.734618 + Penalty 3266.925986 = -1577263.808632 nChanged 226 SP:Iteration 18Q (3165.107001 sec): 3 clusters Score: Raw -1580582.478908 + Penalty 3266.925986 = -1577315.552922 nChanged 209 SP:Iteration 19Q (3165.199682 sec): 3 clusters Score: Raw -1580625.365942 + Penalty 3266.925986 = -1577358.439956 nChanged 174 SP:Iteration 20F (3165.267976 sec): 3 clusters Score: Raw -1580663.556728 + Penalty 3266.925986 = -1577396.630742 nChanged 181 SP:Iteration 21Q (3165.346643 sec): 3 clusters Score: Raw -1580708.550363 + Penalty 3266.925986 = -1577441.624377 nChanged 187 SP:Iteration 22Q (3165.431951 sec): 3 clusters Score: Raw -1580754.235305 + Penalty 3266.925986 = -1577487.309319 nChanged 182 SP:Iteration 23Q (3165.506597 sec): 3 clusters Score: Raw -1580794.189311 + Penalty 3266.925986 = -1577527.263325 nChanged 193 SP:Iteration 24Q (3165.590431 sec): 3 clusters Score: Raw -1580839.165469 + Penalty 3266.925986 = -1577572.239483 nChanged 181 SP:Iteration 25Q (3165.678521 sec): 3 clusters Score: Raw -1580882.970920 + Penalty 3266.925986 = -1577616.044934 nChanged 185 SP:Iteration 26Q (3165.764617 sec): 3 clusters Score: Raw -1580917.552704 + Penalty 3266.925986 = -1577650.626718 nChanged 174 SP:Iteration 27Q (3165.837222 sec): 3 clusters Score: Raw -1580952.311673 + Penalty 3266.925986 = -1577685.385687 nChanged 169 SP:Iteration 28Q (3165.927497 sec): 3 clusters Score: Raw -1580982.805675 + Penalty 3266.925986 = -1577715.879689 nChanged 135 SP:Iteration 29Q (3166.014500 sec): 3 clusters Score: Raw -1581008.423696 + Penalty 3266.925986 = -1577741.497710 nChanged 133 SP:Iteration 30Q (3166.092753 sec): 3 clusters Score: Raw -1581031.127583 + Penalty 3266.925986 = -1577764.201597 nChanged 113 SP:Iteration 31Q (3166.196759 sec): 3 clusters Score: Raw -1581048.087060 + Penalty 3266.925986 = -1577781.161074 nChanged 109 SP:Iteration 32Q (3166.283551 sec): 3 clusters Score: Raw -1581065.389589 + Penalty 3266.925986 = -1577798.463603 nChanged 120 SP:Iteration 33Q (3166.372396 sec): 3 clusters Score: Raw -1581083.927684 + Penalty 3266.925986 = -1577817.001699 nChanged 119 SP:Iteration 34Q (3166.461469 sec): 3 clusters Score: Raw -1581102.584443 + Penalty 3266.925986 = -1577835.658457 nChanged 124 SP:Iteration 35Q (3166.548367 sec): 3 clusters Score: Raw -1581123.509759 + Penalty 3266.925986 = -1577856.583773 nChanged 132 SP:Iteration 36Q (3166.637405 sec): 3 clusters Score: Raw -1581144.815452 + Penalty 3266.925986 = -1577877.889466 nChanged 142 SP:Iteration 37Q (3166.715350 sec): 3 clusters Score: Raw -1581172.028998 + Penalty 3266.925986 = -1577905.103012 nChanged 166 SP:Iteration 38Q (3166.804209 sec): 3 clusters Score: Raw -1581205.896301 + Penalty 3266.925986 = -1577938.970315 nChanged 178 SP:Iteration 39Q (3166.891908 sec): 3 clusters Score: Raw -1581243.629627 + Penalty 3266.925986 = -1577976.703641 nChanged 173 SP:Iteration 40F (3166.978777 sec): 3 clusters Score: Raw -1581278.723230 + Penalty 3266.925986 = -1578011.797244 nChanged 169 SP:Iteration 41Q (3167.068471 sec): 3 clusters Score: Raw -1581308.512363 + Penalty 3266.925986 = -1578041.586377 nChanged 153 SP:Iteration 42Q (3167.151936 sec): 3 clusters Score: Raw -1581332.752294 + Penalty 3266.925986 = -1578065.826309 nChanged 137 SP:Iteration 43Q (3167.241439 sec): 3 clusters Score: Raw -1581353.457404 + Penalty 3266.925986 = -1578086.531418 nChanged 139 SP:Iteration 44Q (3167.327606 sec): 3 clusters Score: Raw -1581374.896999 + Penalty 3266.925986 = -1578107.971013 nChanged 128 SP:Iteration 45Q (3167.416586 sec): 3 clusters Score: Raw -1581395.476863 + Penalty 3266.925986 = -1578128.550877 nChanged 121 SP:Iteration 46Q (3167.503855 sec): 3 clusters Score: Raw -1581414.300246 + Penalty 3266.925986 = -1578147.374260 nChanged 120 SP:Iteration 47Q (3167.589407 sec): 3 clusters Score: Raw -1581431.330656 + Penalty 3266.925986 = -1578164.404670 nChanged 102 SP:Iteration 48Q (3167.669025 sec): 3 clusters Score: Raw -1581445.513982 + Penalty 3266.925986 = -1578178.587996 nChanged 111 SP:Iteration 49Q (3167.760473 sec): 3 clusters Score: Raw -1581462.279646 + Penalty 3266.925986 = -1578195.353660 nChanged 117 SP:Iteration 50Q (3167.844847 sec): 3 clusters Score: Raw -1581479.873737 + Penalty 3266.925986 = -1578212.947751 nChanged 123 SP:Iteration 51Q (3167.926221 sec): 3 clusters Score: Raw -1581499.158447 + Penalty 3266.925986 = -1578232.232462 nChanged 126 SP:Iteration 52Q (3168.012640 sec): 3 clusters Score: Raw -1581520.342016 + Penalty 3266.925986 = -1578253.416030 nChanged 126 SP:Iteration 53Q (3168.111154 sec): 3 clusters Score: Raw -1581540.886269 + Penalty 3266.925986 = -1578273.960283 nChanged 114 SP:Iteration 54Q (3168.195222 sec): 3 clusters Score: Raw -1581555.910484 + Penalty 3266.925986 = -1578288.984498 nChanged 100 SP:Iteration 55Q (3168.282419 sec): 3 clusters Score: Raw -1581570.332343 + Penalty 3266.925986 = -1578303.406357 nChanged 112 SP:Iteration 56Q (3168.367605 sec): 3 clusters Score: Raw -1581587.162515 + Penalty 3266.925986 = -1578320.236529 nChanged 122 SP:Iteration 57Q (3168.453635 sec): 3 clusters Score: Raw -1581607.970822 + Penalty 3266.925986 = -1578341.044836 nChanged 129 SP:Iteration 58Q (3168.519709 sec): 3 clusters Score: Raw -1581629.824970 + Penalty 3266.925986 = -1578362.898984 nChanged 129 SP:Iteration 59Q (3168.616208 sec): 3 clusters Score: Raw -1581652.905247 + Penalty 3266.925986 = -1578385.979261 nChanged 108 SP:Iteration 60F (3168.704444 sec): 3 clusters Score: Raw -1581671.046637 + Penalty 3266.925986 = -1578404.120652 nChanged 124 SP:Iteration 61Q (3168.790335 sec): 3 clusters Score: Raw -1581694.139818 + Penalty 3266.925986 = -1578427.213832 nChanged 148 SP:Iteration 62Q (3168.876327 sec): 3 clusters Score: Raw -1581724.631024 + Penalty 3266.925986 = -1578457.705038 nChanged 140 SP:Iteration 63Q (3168.962474 sec): 3 clusters Score: Raw -1581756.673897 + Penalty 3266.925986 = -1578489.747911 nChanged 141 SP:Iteration 64Q (3169.047430 sec): 3 clusters Score: Raw -1581787.965564 + Penalty 3266.925986 = -1578521.039578 nChanged 129 SP:Iteration 65Q (3169.124029 sec): 3 clusters Score: Raw -1581812.592647 + Penalty 3266.925986 = -1578545.666661 nChanged 108 SP:Iteration 66Q (3169.219080 sec): 3 clusters Score: Raw -1581831.066866 + Penalty 3266.925986 = -1578564.140880 nChanged 92 SP:Iteration 67Q (3169.297392 sec): 3 clusters Score: Raw -1581844.103203 + Penalty 3266.925986 = -1578577.177218 nChanged 75 SP:Iteration 68Q (3169.379973 sec): 3 clusters Score: Raw -1581854.977280 + Penalty 3266.925986 = -1578588.051294 nChanged 76 SP:Iteration 69Q (3169.456897 sec): 3 clusters Score: Raw -1581866.778269 + Penalty 3266.925986 = -1578599.852283 nChanged 86 SP:Iteration 70Q (3169.551210 sec): 3 clusters Score: Raw -1581881.267525 + Penalty 3266.925986 = -1578614.341540 nChanged 86 SP:Iteration 71Q (3169.625297 sec): 3 clusters Score: Raw -1581894.704592 + Penalty 3266.925986 = -1578627.778606 nChanged 85 SP:Iteration 72Q (3169.723234 sec): 3 clusters Score: Raw -1581906.587225 + Penalty 3266.925986 = -1578639.661239 nChanged 80 SP:Iteration 73Q (3169.805236 sec): 3 clusters Score: Raw -1581918.860281 + Penalty 3266.925986 = -1578651.934295 nChanged 76 SP:Iteration 74Q (3169.885231 sec): 3 clusters Score: Raw -1581930.844832 + Penalty 3266.925986 = -1578663.918846 nChanged 80 SP:Iteration 75Q (3169.970153 sec): 3 clusters Score: Raw -1581942.756639 + Penalty 3266.925986 = -1578675.830653 nChanged 68 SP:Iteration 76Q (3170.054518 sec): 3 clusters Score: Raw -1581956.835269 + Penalty 3266.925986 = -1578689.909283 nChanged 93 SP:Iteration 77Q (3170.140420 sec): 3 clusters Score: Raw -1581972.809030 + Penalty 3266.925986 = -1578705.883044 nChanged 81 SP:Iteration 78Q (3170.223466 sec): 3 clusters Score: Raw -1581984.870035 + Penalty 3266.925986 = -1578717.944049 nChanged 74 SP:Iteration 79Q (3170.306792 sec): 3 clusters Score: Raw -1581996.888135 + Penalty 3266.925986 = -1578729.962149 nChanged 61 SP:Iteration 80F (3170.383959 sec): 3 clusters Score: Raw -1582007.820976 + Penalty 3266.925986 = -1578740.894990 nChanged 71 SP:Iteration 81Q (3170.472810 sec): 3 clusters Score: Raw -1582021.293748 + Penalty 3266.925986 = -1578754.367762 nChanged 69 SP:Iteration 82Q (3170.549040 sec): 3 clusters Score: Raw -1582032.073691 + Penalty 3266.925986 = -1578765.147705 nChanged 62 SP:Iteration 83Q (3170.633541 sec): 3 clusters Score: Raw -1582039.924188 + Penalty 3266.925986 = -1578772.998202 nChanged 48 SP:Iteration 84Q (3170.697279 sec): 3 clusters Score: Raw -1582046.016573 + Penalty 3266.925986 = -1578779.090587 nChanged 35 SP:Iteration 85Q (3170.778441 sec): 3 clusters Score: Raw -1582050.638960 + Penalty 3266.925986 = -1578783.712974 nChanged 31 SP:Iteration 86Q (3170.867894 sec): 3 clusters Score: Raw -1582054.662646 + Penalty 3266.925986 = -1578787.736661 nChanged 42 SP:Iteration 87Q (3170.944010 sec): 3 clusters Score: Raw -1582060.926687 + Penalty 3266.925986 = -1578794.000701 nChanged 47 SP:Iteration 88Q (3171.035475 sec): 3 clusters Score: Raw -1582068.842546 + Penalty 3266.925986 = -1578801.916560 nChanged 47 SP:Iteration 89Q (3171.111244 sec): 3 clusters Score: Raw -1582077.034831 + Penalty 3266.925986 = -1578810.108845 nChanged 53 SP:Iteration 90Q (3171.195634 sec): 3 clusters Score: Raw -1582086.590139 + Penalty 3266.925986 = -1578819.664153 nChanged 60 SP:Iteration 91Q (3171.286138 sec): 3 clusters Score: Raw -1582099.225911 + Penalty 3266.925986 = -1578832.299925 nChanged 82 SP:Iteration 92Q (3171.368435 sec): 3 clusters Score: Raw -1582118.880904 + Penalty 3266.925986 = -1578851.954918 nChanged 74 SP:Iteration 93Q (3171.449649 sec): 3 clusters Score: Raw -1582136.397352 + Penalty 3266.925986 = -1578869.471366 nChanged 72 SP:Iteration 94Q (3171.532010 sec): 3 clusters Score: Raw -1582152.546623 + Penalty 3266.925986 = -1578885.620638 nChanged 74 SP:Iteration 95Q (3171.607126 sec): 3 clusters Score: Raw -1582169.260152 + Penalty 3266.925986 = -1578902.334166 nChanged 57 SP:Iteration 96Q (3171.690269 sec): 3 clusters Score: Raw -1582181.257974 + Penalty 3266.925986 = -1578914.331988 nChanged 62 SP:Iteration 97Q (3171.779365 sec): 3 clusters Score: Raw -1582195.046851 + Penalty 3266.925986 = -1578928.120865 nChanged 65 SP:Iteration 98Q (3171.866794 sec): 3 clusters Score: Raw -1582208.347125 + Penalty 3266.925986 = -1578941.421139 nChanged 70 SP:Iteration 99Q (3171.950710 sec): 3 clusters Score: Raw -1582226.643696 + Penalty 3266.925986 = -1578959.717710 nChanged 86 SP:Iteration 100F (3172.041766 sec): 3 clusters Score: Raw -1582252.026095 + Penalty 3266.925986 = -1578985.100109 nChanged 89 SP:Iteration 101Q (3172.127347 sec): 3 clusters Score: Raw -1582276.884195 + Penalty 3266.925986 = -1579009.958209 nChanged 92 SP:Iteration 102Q (3172.214378 sec): 3 clusters Score: Raw -1582305.036160 + Penalty 3266.925986 = -1579038.110174 nChanged 96 SP:Iteration 103Q (3172.296392 sec): 3 clusters Score: Raw -1582338.216330 + Penalty 3266.925986 = -1579071.290344 nChanged 113 SP:Iteration 104Q (3172.381771 sec): 3 clusters Score: Raw -1582383.226804 + Penalty 3266.925986 = -1579116.300818 nChanged 124 SP:Iteration 105Q (3172.465861 sec): 3 clusters Score: Raw -1582433.678689 + Penalty 3266.925986 = -1579166.752703 nChanged 124 SP:Iteration 106Q (3172.547422 sec): 3 clusters Score: Raw -1582484.664439 + Penalty 3266.925986 = -1579217.738453 nChanged 106 SP:Iteration 107Q (3172.623204 sec): 3 clusters Score: Raw -1582527.475967 + Penalty 3266.925986 = -1579260.549981 nChanged 87 SP:Iteration 108Q (3172.708175 sec): 3 clusters Score: Raw -1582572.419805 + Penalty 3266.925986 = -1579305.493820 nChanged 92 SP:Iteration 109Q (3172.775603 sec): 3 clusters Score: Raw -1582615.553383 + Penalty 3266.925986 = -1579348.627397 nChanged 77 SP:Iteration 110Q (3172.860054 sec): 3 clusters Score: Raw -1582653.828557 + Penalty 3266.925986 = -1579386.902572 nChanged 92 SP:Iteration 111Q (3172.942713 sec): 3 clusters Score: Raw -1582703.521957 + Penalty 3266.925986 = -1579436.595971 nChanged 79 SP:Iteration 112Q (3173.019044 sec): 3 clusters Score: Raw -1582743.459327 + Penalty 3266.925986 = -1579476.533341 nChanged 86 SP:Iteration 113Q (3173.096873 sec): 3 clusters Score: Raw -1582789.026864 + Penalty 3266.925986 = -1579522.100878 nChanged 83 SP:Iteration 114Q (3173.180116 sec): 3 clusters Score: Raw -1582825.820551 + Penalty 3266.925986 = -1579558.894565 nChanged 75 SP:Iteration 115Q (3173.260464 sec): 3 clusters Score: Raw -1582856.900655 + Penalty 3266.925986 = -1579589.974669 nChanged 53 SP:Iteration 116Q (3173.343368 sec): 3 clusters Score: Raw -1582874.792959 + Penalty 3266.925986 = -1579607.866973 nChanged 32 SP:Iteration 117Q (3173.422252 sec): 3 clusters Score: Raw -1582882.043008 + Penalty 3266.925986 = -1579615.117022 nChanged 26 SP:Iteration 118Q (3173.503094 sec): 3 clusters Score: Raw -1582886.433651 + Penalty 3266.925986 = -1579619.507665 nChanged 15 SP:Iteration 119Q (3173.584666 sec): 3 clusters Score: Raw -1582889.071021 + Penalty 3266.925986 = -1579622.145035 nChanged 15 SP:Iteration 120F (3173.668457 sec): 3 clusters Score: Raw -1582891.688198 + Penalty 3266.925986 = -1579624.762212 nChanged 20 SP:Iteration 121Q (3173.747694 sec): 3 clusters Score: Raw -1582896.192616 + Penalty 3266.925986 = -1579629.266630 nChanged 18 SP:Iteration 122Q (3173.828545 sec): 3 clusters Score: Raw -1582899.358242 + Penalty 3266.925986 = -1579632.432256 nChanged 16 SP:Iteration 123Q (3173.909072 sec): 3 clusters Score: Raw -1582901.798733 + Penalty 3266.925986 = -1579634.872747 nChanged 14 SP:Iteration 124Q (3173.991933 sec): 3 clusters Score: Raw -1582903.807807 + Penalty 3266.925986 = -1579636.881821 nChanged 8 SP:Iteration 125Q (3174.071660 sec): 3 clusters Score: Raw -1582905.215816 + Penalty 3266.925986 = -1579638.289831 nChanged 8 SP:Iteration 126Q (3174.148822 sec): 3 clusters Score: Raw -1582906.514393 + Penalty 3266.925986 = -1579639.588407 nChanged 6 SP:Iteration 127Q (3174.226570 sec): 3 clusters Score: Raw -1582907.679143 + Penalty 3266.925986 = -1579640.753157 nChanged 4 SP:Iteration 128Q (3174.306454 sec): 3 clusters Score: Raw -1582908.287877 + Penalty 3266.925986 = -1579641.361891 nChanged 2 SP:Iteration 129Q (3174.379040 sec): 3 clusters Score: Raw -1582908.483979 + Penalty 3266.925986 = -1579641.557993 nChanged 1 SP:Iteration 130Q (3174.463534 sec): 3 clusters Score: Raw -1582908.603468 + Penalty 3266.925986 = -1579641.677482 nChanged 2 SP:Iteration 131Q (3174.545911 sec): 3 clusters Score: Raw -1582908.845592 + Penalty 3266.925986 = -1579641.919606 nChanged 0 SP:Iteration 132F (3174.632998 sec): 3 clusters Score: Raw -1582908.845592 + Penalty 3266.925986 = -1579641.919606 nChanged 0 Trying to split cluster 35 (3081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3174.666642 sec): 2 clusters Score: Raw -209273.230218 + Penalty 1305.364044 = -207967.866174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3174.715412 sec): 3 clusters Score: Raw -207855.738860 + Penalty 2610.728087 = -205245.010773 nChanged 1156 SP:Iteration 1F (3174.762615 sec): 3 clusters Score: Raw -208484.787979 + Penalty 2610.728087 = -205874.059892 nChanged 217 SP:Iteration 2F (3174.827288 sec): 3 clusters Score: Raw -208625.284227 + Penalty 2610.728087 = -206014.556140 nChanged 159 SP:Iteration 3F (3174.877095 sec): 3 clusters Score: Raw -208730.998232 + Penalty 2610.728087 = -206120.270145 nChanged 127 SP:Iteration 4Q (3174.925959 sec): 3 clusters Score: Raw -208811.848903 + Penalty 2610.728087 = -206201.120816 nChanged 109 SP:Iteration 5Q (3174.970378 sec): 3 clusters Score: Raw -208879.729726 + Penalty 2610.728087 = -206269.001639 nChanged 113 SP:Iteration 6Q (3175.021605 sec): 3 clusters Score: Raw -208953.309947 + Penalty 2610.728087 = -206342.581860 nChanged 115 SP:Iteration 7Q (3175.078718 sec): 3 clusters Score: Raw -209036.224469 + Penalty 2610.728087 = -206425.496382 nChanged 108 SP:Iteration 8Q (3175.120542 sec): 3 clusters Score: Raw -209114.847212 + Penalty 2610.728087 = -206504.119125 nChanged 122 SP:Iteration 9Q (3175.168499 sec): 3 clusters Score: Raw -209203.784246 + Penalty 2610.728087 = -206593.056159 nChanged 93 SP:Iteration 10Q (3175.222597 sec): 3 clusters Score: Raw -209263.963796 + Penalty 2610.728087 = -206653.235709 nChanged 70 SP:Iteration 11Q (3175.278057 sec): 3 clusters Score: Raw -209311.883225 + Penalty 2610.728087 = -206701.155138 nChanged 67 SP:Iteration 12Q (3175.325538 sec): 3 clusters Score: Raw -209355.505497 + Penalty 2610.728087 = -206744.777410 nChanged 67 SP:Iteration 13Q (3175.368123 sec): 3 clusters Score: Raw -209402.215884 + Penalty 2610.728087 = -206791.487796 nChanged 67 SP:Iteration 14Q (3175.429461 sec): 3 clusters Score: Raw -209444.214657 + Penalty 2610.728087 = -206833.486570 nChanged 47 SP:Iteration 15Q (3175.478008 sec): 3 clusters Score: Raw -209468.153057 + Penalty 2610.728087 = -206857.424970 nChanged 32 SP:Iteration 16Q (3175.536612 sec): 3 clusters Score: Raw -209486.783555 + Penalty 2610.728087 = -206876.055468 nChanged 23 SP:Iteration 17Q (3175.592328 sec): 3 clusters Score: Raw -209497.007929 + Penalty 2610.728087 = -206886.279842 nChanged 21 SP:Iteration 18Q (3175.642784 sec): 3 clusters Score: Raw -209506.988639 + Penalty 2610.728087 = -206896.260552 nChanged 20 SP:Iteration 19Q (3175.697913 sec): 3 clusters Score: Raw -209516.392116 + Penalty 2610.728087 = -206905.664029 nChanged 22 SP:Iteration 20F (3175.740116 sec): 3 clusters Score: Raw -209529.402934 + Penalty 2610.728087 = -206918.674847 nChanged 26 SP:Iteration 21Q (3175.794181 sec): 3 clusters Score: Raw -209545.374720 + Penalty 2610.728087 = -206934.646633 nChanged 26 SP:Iteration 22Q (3175.854021 sec): 3 clusters Score: Raw -209558.871061 + Penalty 2610.728087 = -206948.142974 nChanged 17 SP:Iteration 23Q (3175.899562 sec): 3 clusters Score: Raw -209569.418995 + Penalty 2610.728087 = -206958.690908 nChanged 12 SP:Iteration 24Q (3175.955427 sec): 3 clusters Score: Raw -209575.629083 + Penalty 2610.728087 = -206964.900996 nChanged 11 SP:Iteration 25Q (3176.008268 sec): 3 clusters Score: Raw -209580.964134 + Penalty 2610.728087 = -206970.236047 nChanged 11 SP:Iteration 26Q (3176.062968 sec): 3 clusters Score: Raw -209585.652774 + Penalty 2610.728087 = -206974.924687 nChanged 10 SP:Iteration 27Q (3176.108629 sec): 3 clusters Score: Raw -209589.039489 + Penalty 2610.728087 = -206978.311402 nChanged 3 SP:Iteration 28Q (3176.163537 sec): 3 clusters Score: Raw -209589.652396 + Penalty 2610.728087 = -206978.924309 nChanged 0 SP:Iteration 29F (3176.207633 sec): 3 clusters Score: Raw -209589.652396 + Penalty 2610.728087 = -206978.924309 nChanged 0 Trying to split cluster 36 (5812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3176.252841 sec): 2 clusters Score: Raw -396143.469552 + Penalty 1408.498004 = -394734.971548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3176.305442 sec): 3 clusters Score: Raw -392969.589365 + Penalty 2816.996008 = -390152.593357 nChanged 2454 SP:Iteration 1F (3176.354676 sec): 3 clusters Score: Raw -394342.088057 + Penalty 2816.996008 = -391525.092049 nChanged 453 SP:Iteration 2F (3176.425278 sec): 3 clusters Score: Raw -394626.395957 + Penalty 2816.996008 = -391809.399949 nChanged 384 SP:Iteration 3F (3176.480606 sec): 3 clusters Score: Raw -394872.591327 + Penalty 2816.996008 = -392055.595319 nChanged 313 SP:Iteration 4F (3176.533004 sec): 3 clusters Score: Raw -395080.929617 + Penalty 2816.996008 = -392263.933609 nChanged 305 SP:Iteration 5F (3176.597445 sec): 3 clusters Score: Raw -395289.902809 + Penalty 2816.996008 = -392472.906801 nChanged 289 SP:Iteration 6Q (3176.657837 sec): 3 clusters Score: Raw -395487.704335 + Penalty 2816.996008 = -392670.708327 nChanged 288 SP:Iteration 7Q (3176.709909 sec): 3 clusters Score: Raw -395702.354967 + Penalty 2816.996008 = -392885.358959 nChanged 260 SP:Iteration 8Q (3176.759281 sec): 3 clusters Score: Raw -395876.620524 + Penalty 2816.996008 = -393059.624516 nChanged 220 SP:Iteration 9Q (3176.819239 sec): 3 clusters Score: Raw -396026.110933 + Penalty 2816.996008 = -393209.114925 nChanged 180 SP:Iteration 10Q (3176.873751 sec): 3 clusters Score: Raw -396133.777742 + Penalty 2816.996008 = -393316.781734 nChanged 157 SP:Iteration 11Q (3176.919257 sec): 3 clusters Score: Raw -396221.660231 + Penalty 2816.996008 = -393404.664222 nChanged 132 SP:Iteration 12Q (3176.985084 sec): 3 clusters Score: Raw -396288.657078 + Penalty 2816.996008 = -393471.661070 nChanged 101 SP:Iteration 13Q (3177.033921 sec): 3 clusters Score: Raw -396332.425479 + Penalty 2816.996008 = -393515.429471 nChanged 71 SP:Iteration 14Q (3177.096318 sec): 3 clusters Score: Raw -396364.576142 + Penalty 2816.996008 = -393547.580134 nChanged 62 SP:Iteration 15Q (3177.148960 sec): 3 clusters Score: Raw -396390.582420 + Penalty 2816.996008 = -393573.586412 nChanged 53 SP:Iteration 16Q (3177.207074 sec): 3 clusters Score: Raw -396408.041522 + Penalty 2816.996008 = -393591.045514 nChanged 34 SP:Iteration 17Q (3177.255772 sec): 3 clusters Score: Raw -396418.818569 + Penalty 2816.996008 = -393601.822561 nChanged 32 SP:Iteration 18Q (3177.311794 sec): 3 clusters Score: Raw -396429.037624 + Penalty 2816.996008 = -393612.041616 nChanged 32 SP:Iteration 19Q (3177.360645 sec): 3 clusters Score: Raw -396438.205020 + Penalty 2816.996008 = -393621.209012 nChanged 26 SP:Iteration 20F (3177.425360 sec): 3 clusters Score: Raw -396447.168470 + Penalty 2816.996008 = -393630.172462 nChanged 30 SP:Iteration 21Q (3177.465892 sec): 3 clusters Score: Raw -396460.013488 + Penalty 2816.996008 = -393643.017479 nChanged 32 SP:Iteration 22Q (3177.525484 sec): 3 clusters Score: Raw -396470.909473 + Penalty 2816.996008 = -393653.913465 nChanged 20 SP:Iteration 23Q (3177.567196 sec): 3 clusters Score: Raw -396475.355830 + Penalty 2816.996008 = -393658.359822 nChanged 8 SP:Iteration 24Q (3177.632784 sec): 3 clusters Score: Raw -396477.151098 + Penalty 2816.996008 = -393660.155090 nChanged 10 SP:Iteration 25Q (3177.686225 sec): 3 clusters Score: Raw -396480.430515 + Penalty 2816.996008 = -393663.434507 nChanged 17 SP:Iteration 26Q (3177.738864 sec): 3 clusters Score: Raw -396486.383426 + Penalty 2816.996008 = -393669.387418 nChanged 15 SP:Iteration 27Q (3177.788273 sec): 3 clusters Score: Raw -396490.808056 + Penalty 2816.996008 = -393673.812048 nChanged 18 SP:Iteration 28Q (3177.850415 sec): 3 clusters Score: Raw -396494.232248 + Penalty 2816.996008 = -393677.236240 nChanged 11 SP:Iteration 29Q (3177.891749 sec): 3 clusters Score: Raw -396497.200102 + Penalty 2816.996008 = -393680.204094 nChanged 15 SP:Iteration 30Q (3177.943274 sec): 3 clusters Score: Raw -396500.363544 + Penalty 2816.996008 = -393683.367536 nChanged 11 SP:Iteration 31Q (3178.001845 sec): 3 clusters Score: Raw -396502.629294 + Penalty 2816.996008 = -393685.633286 nChanged 15 SP:Iteration 32Q (3178.058375 sec): 3 clusters Score: Raw -396508.385892 + Penalty 2816.996008 = -393691.389884 nChanged 14 SP:Iteration 33Q (3178.104411 sec): 3 clusters Score: Raw -396511.881477 + Penalty 2816.996008 = -393694.885469 nChanged 12 SP:Iteration 34Q (3178.152315 sec): 3 clusters Score: Raw -396513.815418 + Penalty 2816.996008 = -393696.819409 nChanged 6 SP:Iteration 35Q (3178.202935 sec): 3 clusters Score: Raw -396515.937649 + Penalty 2816.996008 = -393698.941641 nChanged 12 SP:Iteration 36Q (3178.254582 sec): 3 clusters Score: Raw -396518.519139 + Penalty 2816.996008 = -393701.523131 nChanged 5 SP:Iteration 37Q (3178.301514 sec): 3 clusters Score: Raw -396519.108077 + Penalty 2816.996008 = -393702.112069 nChanged 5 SP:Iteration 38Q (3178.366867 sec): 3 clusters Score: Raw -396519.686931 + Penalty 2816.996008 = -393702.690923 nChanged 3 SP:Iteration 39Q (3178.408854 sec): 3 clusters Score: Raw -396520.564452 + Penalty 2816.996008 = -393703.568444 nChanged 3 SP:Iteration 40F (3178.462867 sec): 3 clusters Score: Raw -396521.016549 + Penalty 2816.996008 = -393704.020541 nChanged 2 SP:Iteration 41Q (3178.523717 sec): 3 clusters Score: Raw -396521.615381 + Penalty 2816.996008 = -393704.619373 nChanged 6 SP:Iteration 42Q (3178.572091 sec): 3 clusters Score: Raw -396522.647538 + Penalty 2816.996008 = -393705.651530 nChanged 4 SP:Iteration 43Q (3178.628400 sec): 3 clusters Score: Raw -396523.139971 + Penalty 2816.996008 = -393706.143963 nChanged 2 SP:Iteration 44Q (3178.677831 sec): 3 clusters Score: Raw -396523.387865 + Penalty 2816.996008 = -393706.391857 nChanged 4 SP:Iteration 45Q (3178.732207 sec): 3 clusters Score: Raw -396524.107564 + Penalty 2816.996008 = -393707.111556 nChanged 3 SP:Iteration 46Q (3178.790316 sec): 3 clusters Score: Raw -396524.674130 + Penalty 2816.996008 = -393707.678121 nChanged 2 SP:Iteration 47Q (3178.841057 sec): 3 clusters Score: Raw -396525.017508 + Penalty 2816.996008 = -393708.021500 nChanged 2 SP:Iteration 48Q (3178.888589 sec): 3 clusters Score: Raw -396525.235625 + Penalty 2816.996008 = -393708.239617 nChanged 1 SP:Iteration 49Q (3178.956439 sec): 3 clusters Score: Raw -396525.318478 + Penalty 2816.996008 = -393708.322470 nChanged 1 SP:Iteration 50Q (3179.002417 sec): 3 clusters Score: Raw -396525.550720 + Penalty 2816.996008 = -393708.554712 nChanged 1 SP:Iteration 51Q (3179.065169 sec): 3 clusters Score: Raw -396525.672388 + Penalty 2816.996008 = -393708.676380 nChanged 1 SP:Iteration 52Q (3179.111939 sec): 3 clusters Score: Raw -396525.912235 + Penalty 2816.996008 = -393708.916227 nChanged 1 SP:Iteration 53Q (3179.164754 sec): 3 clusters Score: Raw -396526.120225 + Penalty 2816.996008 = -393709.124217 nChanged 1 SP:Iteration 54Q (3179.227206 sec): 3 clusters Score: Raw -396526.243655 + Penalty 2816.996008 = -393709.247647 nChanged 1 SP:Iteration 55Q (3179.270028 sec): 3 clusters Score: Raw -396526.293886 + Penalty 2816.996008 = -393709.297878 nChanged 0 SP:Iteration 56F (3179.334284 sec): 3 clusters Score: Raw -396526.293886 + Penalty 2816.996008 = -393709.297878 nChanged 0 Iteration 379Q (3183.833061 sec): 37 clusters Score: Raw -32162716.432052 + Penalty 76786.113438 = -32085930.318614 nChanged 116 Iteration 380F (3195.556933 sec): 37 clusters Score: Raw -32162721.200372 + Penalty 76786.113438 = -32085935.086934 nChanged 112 Iteration 381Q (3200.304310 sec): 37 clusters Score: Raw -32162724.465143 + Penalty 76786.113438 = -32085938.351704 nChanged 111 Iteration 382Q (3205.181976 sec): 37 clusters Score: Raw -32162728.117372 + Penalty 76786.113438 = -32085942.003934 nChanged 110 Iteration 383Q (3209.615441 sec): 37 clusters Score: Raw -32162733.102049 + Penalty 76786.113438 = -32085946.988611 nChanged 104 Iteration 384Q (3214.916406 sec): 37 clusters Score: Raw -32162737.505905 + Penalty 76786.113438 = -32085951.392467 nChanged 116 Iteration 385Q (3219.701617 sec): 37 clusters Score: Raw -32162742.840211 + Penalty 76786.113438 = -32085956.726773 nChanged 105 Iteration 386Q (3224.785883 sec): 37 clusters Score: Raw -32162746.931338 + Penalty 76786.113438 = -32085960.817900 nChanged 97 Iteration 387Q (3229.405892 sec): 37 clusters Score: Raw -32162749.698725 + Penalty 76786.113438 = -32085963.585287 nChanged 88 Iteration 388Q (3234.480557 sec): 37 clusters Score: Raw -32162752.504701 + Penalty 76786.113438 = -32085966.391262 nChanged 85 Iteration 389Q (3239.040657 sec): 37 clusters Score: Raw -32162755.539051 + Penalty 76786.113438 = -32085969.425612 nChanged 102 Iteration 390Q (3244.118360 sec): 37 clusters Score: Raw -32162759.203899 + Penalty 76786.113438 = -32085973.090461 nChanged 113 Iteration 391Q (3248.566046 sec): 37 clusters Score: Raw -32162762.580753 + Penalty 76786.113438 = -32085976.467314 nChanged 97 Iteration 392Q (3253.426243 sec): 37 clusters Score: Raw -32162766.682675 + Penalty 76786.113438 = -32085980.569236 nChanged 116 Iteration 393Q (3258.344686 sec): 37 clusters Score: Raw -32162770.968988 + Penalty 76786.113438 = -32085984.855550 nChanged 117 Iteration 394Q (3263.215977 sec): 37 clusters Score: Raw -32162775.120833 + Penalty 76786.113438 = -32085989.007394 nChanged 112 Iteration 395Q (3268.201471 sec): 37 clusters Score: Raw -32162779.069842 + Penalty 76786.113438 = -32085992.956404 nChanged 108 Iteration 396Q (3272.814901 sec): 37 clusters Score: Raw -32162783.974696 + Penalty 76786.113438 = -32085997.861258 nChanged 114 Iteration 397Q (3277.819824 sec): 37 clusters Score: Raw -32162788.787241 + Penalty 76786.113438 = -32086002.673803 nChanged 118 Iteration 398Q (3282.540474 sec): 37 clusters Score: Raw -32162793.664725 + Penalty 76786.113438 = -32086007.551286 nChanged 100 Iteration 399Q (3287.511547 sec): 37 clusters Score: Raw -32162798.639721 + Penalty 76786.113438 = -32086012.526283 nChanged 84 Iteration 400F (3299.206324 sec): 37 clusters Score: Raw -32162803.886713 + Penalty 76786.113438 = -32086017.773274 nChanged 96 Iteration 401Q (3303.635210 sec): 37 clusters Score: Raw -32162808.976943 + Penalty 76786.113438 = -32086022.863504 nChanged 95 Iteration 402Q (3308.415671 sec): 37 clusters Score: Raw -32162813.394963 + Penalty 76786.113438 = -32086027.281524 nChanged 85 Iteration 403Q (3313.257309 sec): 37 clusters Score: Raw -32162816.506864 + Penalty 76786.113438 = -32086030.393426 nChanged 72 Iteration 404Q (3317.881905 sec): 37 clusters Score: Raw -32162819.619339 + Penalty 76786.113438 = -32086033.505900 nChanged 63 Iteration 405Q (3322.901434 sec): 37 clusters Score: Raw -32162823.513987 + Penalty 76786.113438 = -32086037.400548 nChanged 74 Iteration 406Q (3327.655125 sec): 37 clusters Score: Raw -32162826.046942 + Penalty 76786.113438 = -32086039.933503 nChanged 65 Iteration 407Q (3332.785773 sec): 37 clusters Score: Raw -32162828.050120 + Penalty 76786.113438 = -32086041.936682 nChanged 71 Iteration 408Q (3337.552267 sec): 37 clusters Score: Raw -32162829.934737 + Penalty 76786.113438 = -32086043.821298 nChanged 63 Iteration 409Q (3342.638674 sec): 37 clusters Score: Raw -32162832.135817 + Penalty 76786.113438 = -32086046.022379 nChanged 54 Iteration 410Q (3347.206635 sec): 37 clusters Score: Raw -32162833.938309 + Penalty 76786.113438 = -32086047.824870 nChanged 56 Iteration 411Q (3352.263900 sec): 37 clusters Score: Raw -32162836.173531 + Penalty 76786.113438 = -32086050.060093 nChanged 53 Iteration 412Q (3356.976408 sec): 37 clusters Score: Raw -32162838.119630 + Penalty 76786.113438 = -32086052.006192 nChanged 51 Iteration 413Q (3361.937852 sec): 37 clusters Score: Raw -32162840.578987 + Penalty 76786.113438 = -32086054.465548 nChanged 52 Iteration 414Q (3366.549164 sec): 37 clusters Score: Raw -32162842.719328 + Penalty 76786.113438 = -32086056.605890 nChanged 46 Iteration 415Q (3371.370625 sec): 37 clusters Score: Raw -32162845.320473 + Penalty 76786.113438 = -32086059.207034 nChanged 59 Iteration 416Q (3376.294051 sec): 37 clusters Score: Raw -32162848.074456 + Penalty 76786.113438 = -32086061.961018 nChanged 64 Iteration 417Q (3380.688711 sec): 37 clusters Score: Raw -32162851.034861 + Penalty 76786.113438 = -32086064.921422 nChanged 71 Iteration 418Q (3385.749553 sec): 37 clusters Score: Raw -32162856.358141 + Penalty 76786.113438 = -32086070.244703 nChanged 70 Writing temp clu file Because OldScore, -32086064.921422, is greater than current (better) Score,-32086070.244703 Compute initial score before splitting: Score: Raw -32162856.358141 + Penalty 76786.113438 = -32086070.244703 Trying to split cluster 1 (8754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3385.951228 sec): 2 clusters Score: Raw -604241.932385 + Penalty 1475.055728 = -602766.876657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3386.015918 sec): 3 clusters Score: Raw -599344.703358 + Penalty 2950.111456 = -596394.591903 nChanged 3768 SP:Iteration 1F (3386.067315 sec): 3 clusters Score: Raw -601433.615016 + Penalty 2950.111456 = -598483.503561 nChanged 544 SP:Iteration 2F (3386.131346 sec): 3 clusters Score: Raw -601715.884405 + Penalty 2950.111456 = -598765.772949 nChanged 521 SP:Iteration 3F (3386.205768 sec): 3 clusters Score: Raw -602015.987760 + Penalty 2950.111456 = -599065.876304 nChanged 544 SP:Iteration 4F (3386.263767 sec): 3 clusters Score: Raw -602407.169410 + Penalty 2950.111456 = -599457.057954 nChanged 604 SP:Iteration 5F (3386.326114 sec): 3 clusters Score: Raw -602891.603570 + Penalty 2950.111456 = -599941.492114 nChanged 594 SP:Iteration 6F (3386.394710 sec): 3 clusters Score: Raw -603375.395488 + Penalty 2950.111456 = -600425.284032 nChanged 523 SP:Iteration 7F (3386.447726 sec): 3 clusters Score: Raw -603767.085056 + Penalty 2950.111456 = -600816.973600 nChanged 429 SP:Iteration 8Q (3386.516910 sec): 3 clusters Score: Raw -604056.590200 + Penalty 2950.111456 = -601106.478744 nChanged 301 SP:Iteration 9Q (3386.579157 sec): 3 clusters Score: Raw -604230.821712 + Penalty 2950.111456 = -601280.710256 nChanged 218 SP:Iteration 10Q (3386.638489 sec): 3 clusters Score: Raw -604348.138331 + Penalty 2950.111456 = -601398.026875 nChanged 154 SP:Iteration 11Q (3386.700880 sec): 3 clusters Score: Raw -604427.216104 + Penalty 2950.111456 = -601477.104648 nChanged 130 SP:Iteration 12Q (3386.765776 sec): 3 clusters Score: Raw -604488.055758 + Penalty 2950.111456 = -601537.944302 nChanged 93 SP:Iteration 13Q (3386.824733 sec): 3 clusters Score: Raw -604522.283765 + Penalty 2950.111456 = -601572.172310 nChanged 81 SP:Iteration 14Q (3386.888546 sec): 3 clusters Score: Raw -604553.376621 + Penalty 2950.111456 = -601603.265165 nChanged 69 SP:Iteration 15Q (3386.945920 sec): 3 clusters Score: Raw -604579.924445 + Penalty 2950.111456 = -601629.812990 nChanged 71 SP:Iteration 16Q (3387.009653 sec): 3 clusters Score: Raw -604610.200058 + Penalty 2950.111456 = -601660.088603 nChanged 69 SP:Iteration 17Q (3387.074868 sec): 3 clusters Score: Raw -604634.726561 + Penalty 2950.111456 = -601684.615105 nChanged 54 SP:Iteration 18Q (3387.137622 sec): 3 clusters Score: Raw -604648.647437 + Penalty 2950.111456 = -601698.535981 nChanged 35 SP:Iteration 19Q (3387.190737 sec): 3 clusters Score: Raw -604655.936911 + Penalty 2950.111456 = -601705.825455 nChanged 26 SP:Iteration 20F (3387.259450 sec): 3 clusters Score: Raw -604664.847976 + Penalty 2950.111456 = -601714.736520 nChanged 28 SP:Iteration 21Q (3387.325981 sec): 3 clusters Score: Raw -604671.259366 + Penalty 2950.111456 = -601721.147910 nChanged 29 SP:Iteration 22Q (3387.380696 sec): 3 clusters Score: Raw -604678.466666 + Penalty 2950.111456 = -601728.355210 nChanged 29 SP:Iteration 23Q (3387.447467 sec): 3 clusters Score: Raw -604687.640023 + Penalty 2950.111456 = -601737.528567 nChanged 30 SP:Iteration 24Q (3387.504684 sec): 3 clusters Score: Raw -604695.527026 + Penalty 2950.111456 = -601745.415570 nChanged 28 SP:Iteration 25Q (3387.572582 sec): 3 clusters Score: Raw -604702.422299 + Penalty 2950.111456 = -601752.310844 nChanged 38 SP:Iteration 26Q (3387.635971 sec): 3 clusters Score: Raw -604711.832890 + Penalty 2950.111456 = -601761.721434 nChanged 24 SP:Iteration 27Q (3387.686151 sec): 3 clusters Score: Raw -604717.127929 + Penalty 2950.111456 = -601767.016473 nChanged 24 SP:Iteration 28Q (3387.759231 sec): 3 clusters Score: Raw -604722.804563 + Penalty 2950.111456 = -601772.693107 nChanged 23 SP:Iteration 29Q (3387.824055 sec): 3 clusters Score: Raw -604728.863611 + Penalty 2950.111456 = -601778.752155 nChanged 13 SP:Iteration 30Q (3387.887248 sec): 3 clusters Score: Raw -604731.009587 + Penalty 2950.111456 = -601780.898131 nChanged 5 SP:Iteration 31Q (3387.945702 sec): 3 clusters Score: Raw -604731.805360 + Penalty 2950.111456 = -601781.693904 nChanged 8 SP:Iteration 32Q (3388.004785 sec): 3 clusters Score: Raw -604733.235352 + Penalty 2950.111456 = -601783.123896 nChanged 11 SP:Iteration 33Q (3388.067327 sec): 3 clusters Score: Raw -604736.457584 + Penalty 2950.111456 = -601786.346128 nChanged 8 SP:Iteration 34Q (3388.132524 sec): 3 clusters Score: Raw -604738.269711 + Penalty 2950.111456 = -601788.158256 nChanged 8 SP:Iteration 35Q (3388.190232 sec): 3 clusters Score: Raw -604739.368005 + Penalty 2950.111456 = -601789.256549 nChanged 4 SP:Iteration 36Q (3388.255087 sec): 3 clusters Score: Raw -604740.060449 + Penalty 2950.111456 = -601789.948994 nChanged 5 SP:Iteration 37Q (3388.316238 sec): 3 clusters Score: Raw -604741.015374 + Penalty 2950.111456 = -601790.903919 nChanged 8 SP:Iteration 38Q (3388.378261 sec): 3 clusters Score: Raw -604742.849492 + Penalty 2950.111456 = -601792.738036 nChanged 8 SP:Iteration 39Q (3388.438058 sec): 3 clusters Score: Raw -604744.460111 + Penalty 2950.111456 = -601794.348655 nChanged 9 SP:Iteration 40F (3388.494594 sec): 3 clusters Score: Raw -604746.462677 + Penalty 2950.111456 = -601796.351222 nChanged 3 SP:Iteration 41Q (3388.554431 sec): 3 clusters Score: Raw -604747.481772 + Penalty 2950.111456 = -601797.370317 nChanged 5 SP:Iteration 42Q (3388.608903 sec): 3 clusters Score: Raw -604748.752041 + Penalty 2950.111456 = -601798.640585 nChanged 7 SP:Iteration 43Q (3388.671276 sec): 3 clusters Score: Raw -604750.947544 + Penalty 2950.111456 = -601800.836088 nChanged 9 SP:Iteration 44Q (3388.729363 sec): 3 clusters Score: Raw -604752.673533 + Penalty 2950.111456 = -601802.562077 nChanged 5 SP:Iteration 45Q (3388.802273 sec): 3 clusters Score: Raw -604753.604652 + Penalty 2950.111456 = -601803.493196 nChanged 2 SP:Iteration 46Q (3388.863293 sec): 3 clusters Score: Raw -604754.359842 + Penalty 2950.111456 = -601804.248386 nChanged 3 SP:Iteration 47Q (3388.926153 sec): 3 clusters Score: Raw -604754.877488 + Penalty 2950.111456 = -601804.766033 nChanged 2 SP:Iteration 48Q (3388.990758 sec): 3 clusters Score: Raw -604755.287364 + Penalty 2950.111456 = -601805.175908 nChanged 3 SP:Iteration 49Q (3389.053872 sec): 3 clusters Score: Raw -604755.691908 + Penalty 2950.111456 = -601805.580453 nChanged 2 SP:Iteration 50Q (3389.115889 sec): 3 clusters Score: Raw -604756.101490 + Penalty 2950.111456 = -601805.990034 nChanged 5 SP:Iteration 51Q (3389.178446 sec): 3 clusters Score: Raw -604757.243100 + Penalty 2950.111456 = -601807.131645 nChanged 7 SP:Iteration 52Q (3389.240459 sec): 3 clusters Score: Raw -604758.914946 + Penalty 2950.111456 = -601808.803490 nChanged 9 SP:Iteration 53Q (3389.299712 sec): 3 clusters Score: Raw -604760.402638 + Penalty 2950.111456 = -601810.291183 nChanged 8 SP:Iteration 54Q (3389.363205 sec): 3 clusters Score: Raw -604761.761801 + Penalty 2950.111456 = -601811.650345 nChanged 11 SP:Iteration 55Q (3389.413471 sec): 3 clusters Score: Raw -604763.912676 + Penalty 2950.111456 = -601813.801221 nChanged 7 SP:Iteration 56Q (3389.483072 sec): 3 clusters Score: Raw -604765.085719 + Penalty 2950.111456 = -601814.974263 nChanged 7 SP:Iteration 57Q (3389.539346 sec): 3 clusters Score: Raw -604765.873304 + Penalty 2950.111456 = -601815.761848 nChanged 3 SP:Iteration 58Q (3389.599761 sec): 3 clusters Score: Raw -604766.352290 + Penalty 2950.111456 = -601816.240834 nChanged 1 SP:Iteration 59Q (3389.657377 sec): 3 clusters Score: Raw -604766.799089 + Penalty 2950.111456 = -601816.687634 nChanged 3 SP:Iteration 60F (3389.728489 sec): 3 clusters Score: Raw -604767.306666 + Penalty 2950.111456 = -601817.195210 nChanged 1 SP:Iteration 61Q (3389.797881 sec): 3 clusters Score: Raw -604767.355136 + Penalty 2950.111456 = -601817.243680 nChanged 0 SP:Iteration 62F (3389.861377 sec): 3 clusters Score: Raw -604767.355136 + Penalty 2950.111456 = -601817.243680 nChanged 0 Trying to split cluster 2 (10018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3389.900739 sec): 2 clusters Score: Raw -657417.607649 + Penalty 1496.972548 = -655920.635101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3389.967006 sec): 3 clusters Score: Raw -651723.513804 + Penalty 2993.945095 = -648729.568709 nChanged 4416 SP:Iteration 1F (3390.031971 sec): 3 clusters Score: Raw -654123.087313 + Penalty 2993.945095 = -651129.142218 nChanged 645 SP:Iteration 2F (3390.085961 sec): 3 clusters Score: Raw -654459.405560 + Penalty 2993.945095 = -651465.460465 nChanged 625 SP:Iteration 3F (3390.153670 sec): 3 clusters Score: Raw -654826.031499 + Penalty 2993.945095 = -651832.086404 nChanged 623 SP:Iteration 4F (3390.221536 sec): 3 clusters Score: Raw -655214.529633 + Penalty 2993.945095 = -652220.584538 nChanged 588 SP:Iteration 5F (3390.284635 sec): 3 clusters Score: Raw -655613.605712 + Penalty 2993.945095 = -652619.660617 nChanged 589 SP:Iteration 6F (3390.335238 sec): 3 clusters Score: Raw -656043.008902 + Penalty 2993.945095 = -653049.063807 nChanged 548 SP:Iteration 7F (3390.406454 sec): 3 clusters Score: Raw -656463.462130 + Penalty 2993.945095 = -653469.517035 nChanged 477 SP:Iteration 8Q (3390.476040 sec): 3 clusters Score: Raw -656842.740061 + Penalty 2993.945095 = -653848.794966 nChanged 358 SP:Iteration 9Q (3390.538531 sec): 3 clusters Score: Raw -657120.329303 + Penalty 2993.945095 = -654126.384208 nChanged 255 SP:Iteration 10Q (3390.608651 sec): 3 clusters Score: Raw -657311.299739 + Penalty 2993.945095 = -654317.354644 nChanged 167 SP:Iteration 11Q (3390.661769 sec): 3 clusters Score: Raw -657441.054811 + Penalty 2993.945095 = -654447.109716 nChanged 117 SP:Iteration 12Q (3390.736890 sec): 3 clusters Score: Raw -657526.296122 + Penalty 2993.945095 = -654532.351027 nChanged 61 SP:Iteration 13Q (3390.789610 sec): 3 clusters Score: Raw -657566.979884 + Penalty 2993.945095 = -654573.034789 nChanged 43 SP:Iteration 14Q (3390.854862 sec): 3 clusters Score: Raw -657598.895591 + Penalty 2993.945095 = -654604.950496 nChanged 32 SP:Iteration 15Q (3390.928554 sec): 3 clusters Score: Raw -657621.377643 + Penalty 2993.945095 = -654627.432548 nChanged 21 SP:Iteration 16Q (3390.990939 sec): 3 clusters Score: Raw -657636.362023 + Penalty 2993.945095 = -654642.416928 nChanged 20 SP:Iteration 17Q (3391.058741 sec): 3 clusters Score: Raw -657647.210673 + Penalty 2993.945095 = -654653.265578 nChanged 13 SP:Iteration 18Q (3391.124661 sec): 3 clusters Score: Raw -657657.720201 + Penalty 2993.945095 = -654663.775106 nChanged 13 SP:Iteration 19Q (3391.183882 sec): 3 clusters Score: Raw -657664.403771 + Penalty 2993.945095 = -654670.458676 nChanged 9 SP:Iteration 20F (3391.243675 sec): 3 clusters Score: Raw -657670.223896 + Penalty 2993.945095 = -654676.278801 nChanged 9 SP:Iteration 21Q (3391.298397 sec): 3 clusters Score: Raw -657676.433299 + Penalty 2993.945095 = -654682.488204 nChanged 11 SP:Iteration 22Q (3391.368345 sec): 3 clusters Score: Raw -657682.361347 + Penalty 2993.945095 = -654688.416252 nChanged 4 SP:Iteration 23Q (3391.433901 sec): 3 clusters Score: Raw -657684.450192 + Penalty 2993.945095 = -654690.505097 nChanged 2 SP:Iteration 24Q (3391.482491 sec): 3 clusters Score: Raw -657685.890605 + Penalty 2993.945095 = -654691.945510 nChanged 2 SP:Iteration 25Q (3391.546018 sec): 3 clusters Score: Raw -657686.751245 + Penalty 2993.945095 = -654692.806150 nChanged 1 SP:Iteration 26Q (3391.613095 sec): 3 clusters Score: Raw -657687.115239 + Penalty 2993.945095 = -654693.170144 nChanged 2 SP:Iteration 27Q (3391.679020 sec): 3 clusters Score: Raw -657687.541634 + Penalty 2993.945095 = -654693.596539 nChanged 0 SP:Iteration 28F (3391.747192 sec): 3 clusters Score: Raw -657687.541634 + Penalty 2993.945095 = -654693.596539 nChanged 0 Trying to split cluster 3 (8189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3391.783963 sec): 2 clusters Score: Raw -558796.247170 + Penalty 1464.213899 = -557332.033271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3391.848650 sec): 3 clusters Score: Raw -554243.746199 + Penalty 2928.427798 = -551315.318401 nChanged 3461 SP:Iteration 1F (3391.910190 sec): 3 clusters Score: Raw -556293.399456 + Penalty 2928.427798 = -553364.971658 nChanged 548 SP:Iteration 2F (3391.973908 sec): 3 clusters Score: Raw -556576.170569 + Penalty 2928.427798 = -553647.742772 nChanged 502 SP:Iteration 3F (3392.034206 sec): 3 clusters Score: Raw -556864.357884 + Penalty 2928.427798 = -553935.930087 nChanged 480 SP:Iteration 4F (3392.086576 sec): 3 clusters Score: Raw -557165.125812 + Penalty 2928.427798 = -554236.698014 nChanged 504 SP:Iteration 5F (3392.148496 sec): 3 clusters Score: Raw -557511.729019 + Penalty 2928.427798 = -554583.301221 nChanged 473 SP:Iteration 6F (3392.210668 sec): 3 clusters Score: Raw -557820.543972 + Penalty 2928.427798 = -554892.116175 nChanged 413 SP:Iteration 7F (3392.268927 sec): 3 clusters Score: Raw -558097.800053 + Penalty 2928.427798 = -555169.372256 nChanged 332 SP:Iteration 8Q (3392.340906 sec): 3 clusters Score: Raw -558301.492431 + Penalty 2928.427798 = -555373.064633 nChanged 231 SP:Iteration 9Q (3392.395862 sec): 3 clusters Score: Raw -558435.792122 + Penalty 2928.427798 = -555507.364324 nChanged 200 SP:Iteration 10Q (3392.464593 sec): 3 clusters Score: Raw -558563.784844 + Penalty 2928.427798 = -555635.357047 nChanged 148 SP:Iteration 11Q (3392.525745 sec): 3 clusters Score: Raw -558649.838665 + Penalty 2928.427798 = -555721.410868 nChanged 126 SP:Iteration 12Q (3392.569721 sec): 3 clusters Score: Raw -558737.478212 + Penalty 2928.427798 = -555809.050415 nChanged 118 SP:Iteration 13Q (3392.634696 sec): 3 clusters Score: Raw -558812.366564 + Penalty 2928.427798 = -555883.938766 nChanged 97 SP:Iteration 14Q (3392.702871 sec): 3 clusters Score: Raw -558865.459062 + Penalty 2928.427798 = -555937.031264 nChanged 48 SP:Iteration 15Q (3392.757095 sec): 3 clusters Score: Raw -558886.809503 + Penalty 2928.427798 = -555958.381705 nChanged 41 SP:Iteration 16Q (3392.821409 sec): 3 clusters Score: Raw -558903.260780 + Penalty 2928.427798 = -555974.832983 nChanged 40 SP:Iteration 17Q (3392.872004 sec): 3 clusters Score: Raw -558919.565145 + Penalty 2928.427798 = -555991.137347 nChanged 33 SP:Iteration 18Q (3392.945685 sec): 3 clusters Score: Raw -558934.467156 + Penalty 2928.427798 = -556006.039358 nChanged 33 SP:Iteration 19Q (3392.996981 sec): 3 clusters Score: Raw -558948.970776 + Penalty 2928.427798 = -556020.542978 nChanged 27 SP:Iteration 20F (3393.058915 sec): 3 clusters Score: Raw -558961.673016 + Penalty 2928.427798 = -556033.245218 nChanged 25 SP:Iteration 21Q (3393.115369 sec): 3 clusters Score: Raw -558976.018930 + Penalty 2928.427798 = -556047.591132 nChanged 23 SP:Iteration 22Q (3393.169245 sec): 3 clusters Score: Raw -558987.781200 + Penalty 2928.427798 = -556059.353402 nChanged 19 SP:Iteration 23Q (3393.238960 sec): 3 clusters Score: Raw -558996.514539 + Penalty 2928.427798 = -556068.086742 nChanged 17 SP:Iteration 24Q (3393.289744 sec): 3 clusters Score: Raw -559002.776700 + Penalty 2928.427798 = -556074.348903 nChanged 14 SP:Iteration 25Q (3393.356846 sec): 3 clusters Score: Raw -559007.989579 + Penalty 2928.427798 = -556079.561781 nChanged 8 SP:Iteration 26Q (3393.414519 sec): 3 clusters Score: Raw -559011.116617 + Penalty 2928.427798 = -556082.688820 nChanged 7 SP:Iteration 27Q (3393.476815 sec): 3 clusters Score: Raw -559015.441035 + Penalty 2928.427798 = -556087.013237 nChanged 6 SP:Iteration 28Q (3393.531807 sec): 3 clusters Score: Raw -559017.242523 + Penalty 2928.427798 = -556088.814726 nChanged 3 SP:Iteration 29Q (3393.590395 sec): 3 clusters Score: Raw -559018.050551 + Penalty 2928.427798 = -556089.622754 nChanged 0 SP:Iteration 30F (3393.638773 sec): 3 clusters Score: Raw -559018.050551 + Penalty 2928.427798 = -556089.622754 nChanged 0 Trying to split cluster 4 (10341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3393.684439 sec): 2 clusters Score: Raw -680053.427196 + Penalty 1502.129176 = -678551.298020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3393.744328 sec): 3 clusters Score: Raw -674249.845822 + Penalty 3004.258353 = -671245.587469 nChanged 4390 SP:Iteration 1F (3393.808464 sec): 3 clusters Score: Raw -676467.209922 + Penalty 3004.258353 = -673462.951569 nChanged 600 SP:Iteration 2F (3393.876469 sec): 3 clusters Score: Raw -676723.009564 + Penalty 3004.258353 = -673718.751211 nChanged 514 SP:Iteration 3Q (3393.947458 sec): 3 clusters Score: Raw -676931.556826 + Penalty 3004.258353 = -673927.298473 nChanged 435 SP:Iteration 4Q (3394.011915 sec): 3 clusters Score: Raw -677093.230400 + Penalty 3004.258353 = -674088.972047 nChanged 347 SP:Iteration 5Q (3394.083972 sec): 3 clusters Score: Raw -677219.188912 + Penalty 3004.258353 = -674214.930559 nChanged 313 SP:Iteration 6Q (3394.139290 sec): 3 clusters Score: Raw -677338.684510 + Penalty 3004.258353 = -674334.426157 nChanged 301 SP:Iteration 7Q (3394.205216 sec): 3 clusters Score: Raw -677435.332796 + Penalty 3004.258353 = -674431.074443 nChanged 266 SP:Iteration 8Q (3394.276396 sec): 3 clusters Score: Raw -677529.544774 + Penalty 3004.258353 = -674525.286421 nChanged 287 SP:Iteration 9Q (3394.338311 sec): 3 clusters Score: Raw -677631.854727 + Penalty 3004.258353 = -674627.596375 nChanged 283 SP:Iteration 10Q (3394.399432 sec): 3 clusters Score: Raw -677747.604835 + Penalty 3004.258353 = -674743.346482 nChanged 290 SP:Iteration 11Q (3394.464790 sec): 3 clusters Score: Raw -677874.793411 + Penalty 3004.258353 = -674870.535058 nChanged 316 SP:Iteration 12Q (3394.524007 sec): 3 clusters Score: Raw -678025.112197 + Penalty 3004.258353 = -675020.853844 nChanged 357 SP:Iteration 13Q (3394.591633 sec): 3 clusters Score: Raw -678217.127096 + Penalty 3004.258353 = -675212.868743 nChanged 383 SP:Iteration 14Q (3394.656769 sec): 3 clusters Score: Raw -678450.798969 + Penalty 3004.258353 = -675446.540616 nChanged 421 SP:Iteration 15Q (3394.718744 sec): 3 clusters Score: Raw -678718.613311 + Penalty 3004.258353 = -675714.354959 nChanged 410 SP:Iteration 16Q (3394.779593 sec): 3 clusters Score: Raw -678989.954615 + Penalty 3004.258353 = -675985.696262 nChanged 378 SP:Iteration 17Q (3394.850812 sec): 3 clusters Score: Raw -679256.035422 + Penalty 3004.258353 = -676251.777069 nChanged 331 SP:Iteration 18Q (3394.916112 sec): 3 clusters Score: Raw -679496.883276 + Penalty 3004.258353 = -676492.624923 nChanged 277 SP:Iteration 19Q (3394.973279 sec): 3 clusters Score: Raw -679687.375890 + Penalty 3004.258353 = -676683.117537 nChanged 216 SP:Iteration 20F (3395.036724 sec): 3 clusters Score: Raw -679845.906535 + Penalty 3004.258353 = -676841.648182 nChanged 162 SP:Iteration 21Q (3395.090371 sec): 3 clusters Score: Raw -679963.741233 + Penalty 3004.258353 = -676959.482880 nChanged 125 SP:Iteration 22Q (3395.151542 sec): 3 clusters Score: Raw -680051.800054 + Penalty 3004.258353 = -677047.541701 nChanged 80 SP:Iteration 23Q (3395.217733 sec): 3 clusters Score: Raw -680113.732201 + Penalty 3004.258353 = -677109.473848 nChanged 57 SP:Iteration 24Q (3395.267753 sec): 3 clusters Score: Raw -680149.958339 + Penalty 3004.258353 = -677145.699986 nChanged 37 SP:Iteration 25Q (3395.338223 sec): 3 clusters Score: Raw -680174.842148 + Penalty 3004.258353 = -677170.583795 nChanged 22 SP:Iteration 26Q (3395.388627 sec): 3 clusters Score: Raw -680188.719117 + Penalty 3004.258353 = -677184.460764 nChanged 22 SP:Iteration 27Q (3395.449399 sec): 3 clusters Score: Raw -680203.582349 + Penalty 3004.258353 = -677199.323996 nChanged 22 SP:Iteration 28Q (3395.507645 sec): 3 clusters Score: Raw -680218.797851 + Penalty 3004.258353 = -677214.539498 nChanged 12 SP:Iteration 29Q (3395.566672 sec): 3 clusters Score: Raw -680228.883944 + Penalty 3004.258353 = -677224.625591 nChanged 11 SP:Iteration 30Q (3395.626365 sec): 3 clusters Score: Raw -680236.109630 + Penalty 3004.258353 = -677231.851277 nChanged 10 SP:Iteration 31Q (3395.685110 sec): 3 clusters Score: Raw -680242.961110 + Penalty 3004.258353 = -677238.702757 nChanged 9 SP:Iteration 32Q (3395.730592 sec): 3 clusters Score: Raw -680249.617988 + Penalty 3004.258353 = -677245.359635 nChanged 7 SP:Iteration 33Q (3395.788129 sec): 3 clusters Score: Raw -680254.970067 + Penalty 3004.258353 = -677250.711714 nChanged 7 SP:Iteration 34Q (3395.846536 sec): 3 clusters Score: Raw -680259.402400 + Penalty 3004.258353 = -677255.144047 nChanged 7 SP:Iteration 35Q (3395.904367 sec): 3 clusters Score: Raw -680263.847040 + Penalty 3004.258353 = -677259.588687 nChanged 4 SP:Iteration 36Q (3395.949947 sec): 3 clusters Score: Raw -680265.795395 + Penalty 3004.258353 = -677261.537042 nChanged 2 SP:Iteration 37Q (3396.010839 sec): 3 clusters Score: Raw -680268.176188 + Penalty 3004.258353 = -677263.917835 nChanged 3 SP:Iteration 38Q (3396.062501 sec): 3 clusters Score: Raw -680269.236498 + Penalty 3004.258353 = -677264.978146 nChanged 2 SP:Iteration 39Q (3396.119291 sec): 3 clusters Score: Raw -680269.759034 + Penalty 3004.258353 = -677265.500681 nChanged 1 SP:Iteration 40F (3396.174158 sec): 3 clusters Score: Raw -680270.240390 + Penalty 3004.258353 = -677265.982037 nChanged 2 SP:Iteration 41Q (3396.228978 sec): 3 clusters Score: Raw -680270.830337 + Penalty 3004.258353 = -677266.571985 nChanged 0 SP:Iteration 42F (3396.289321 sec): 3 clusters Score: Raw -680270.830337 + Penalty 3004.258353 = -677266.571985 nChanged 0 Trying to split cluster 5 (19288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3396.346230 sec): 2 clusters Score: Raw -1338779.946681 + Penalty 1603.426243 = -1337176.520438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3396.417740 sec): 3 clusters Score: Raw -1327319.858345 + Penalty 3206.852486 = -1324113.005859 nChanged 8684 SP:Iteration 1F (3396.484887 sec): 3 clusters Score: Raw -1332195.564749 + Penalty 3206.852486 = -1328988.712263 nChanged 1080 SP:Iteration 2F (3396.568452 sec): 3 clusters Score: Raw -1332672.717489 + Penalty 3206.852486 = -1329465.865003 nChanged 1033 SP:Iteration 3F (3396.645779 sec): 3 clusters Score: Raw -1333162.645755 + Penalty 3206.852486 = -1329955.793269 nChanged 1049 SP:Iteration 4F (3396.715089 sec): 3 clusters Score: Raw -1333679.210991 + Penalty 3206.852486 = -1330472.358504 nChanged 1055 SP:Iteration 5F (3396.793009 sec): 3 clusters Score: Raw -1334306.008978 + Penalty 3206.852486 = -1331099.156491 nChanged 1177 SP:Iteration 6F (3396.869837 sec): 3 clusters Score: Raw -1335127.474635 + Penalty 3206.852486 = -1331920.622149 nChanged 1219 SP:Iteration 7F (3396.947704 sec): 3 clusters Score: Raw -1336089.101080 + Penalty 3206.852486 = -1332882.248593 nChanged 1157 SP:Iteration 8F (3397.021050 sec): 3 clusters Score: Raw -1337034.788668 + Penalty 3206.852486 = -1333827.936182 nChanged 962 SP:Iteration 9Q (3397.108969 sec): 3 clusters Score: Raw -1337835.293336 + Penalty 3206.852486 = -1334628.440850 nChanged 733 SP:Iteration 10Q (3397.190536 sec): 3 clusters Score: Raw -1338395.290572 + Penalty 3206.852486 = -1335188.438086 nChanged 509 SP:Iteration 11Q (3397.258395 sec): 3 clusters Score: Raw -1338729.534113 + Penalty 3206.852486 = -1335522.681627 nChanged 344 SP:Iteration 12Q (3397.348253 sec): 3 clusters Score: Raw -1338943.213683 + Penalty 3206.852486 = -1335736.361196 nChanged 269 SP:Iteration 13Q (3397.427403 sec): 3 clusters Score: Raw -1339115.369805 + Penalty 3206.852486 = -1335908.517319 nChanged 209 SP:Iteration 14Q (3397.503900 sec): 3 clusters Score: Raw -1339236.510549 + Penalty 3206.852486 = -1336029.658062 nChanged 171 SP:Iteration 15Q (3397.578941 sec): 3 clusters Score: Raw -1339335.196311 + Penalty 3206.852486 = -1336128.343825 nChanged 139 SP:Iteration 16Q (3397.658051 sec): 3 clusters Score: Raw -1339423.854203 + Penalty 3206.852486 = -1336217.001717 nChanged 126 SP:Iteration 17Q (3397.736139 sec): 3 clusters Score: Raw -1339498.982556 + Penalty 3206.852486 = -1336292.130069 nChanged 95 SP:Iteration 18Q (3397.810198 sec): 3 clusters Score: Raw -1339555.451440 + Penalty 3206.852486 = -1336348.598953 nChanged 80 SP:Iteration 19Q (3397.881522 sec): 3 clusters Score: Raw -1339599.836760 + Penalty 3206.852486 = -1336392.984274 nChanged 67 SP:Iteration 20F (3397.952369 sec): 3 clusters Score: Raw -1339696.895149 + Penalty 3206.852486 = -1336490.042662 nChanged 63 SP:Iteration 21Q (3398.033690 sec): 3 clusters Score: Raw -1339743.516792 + Penalty 3206.852486 = -1336536.664305 nChanged 46 SP:Iteration 22Q (3398.109419 sec): 3 clusters Score: Raw -1339762.696221 + Penalty 3206.852486 = -1336555.843734 nChanged 52 SP:Iteration 23Q (3398.182579 sec): 3 clusters Score: Raw -1339780.019412 + Penalty 3206.852486 = -1336573.166925 nChanged 32 SP:Iteration 24Q (3398.264841 sec): 3 clusters Score: Raw -1339789.522246 + Penalty 3206.852486 = -1336582.669759 nChanged 26 SP:Iteration 25Q (3398.345323 sec): 3 clusters Score: Raw -1339797.707421 + Penalty 3206.852486 = -1336590.854935 nChanged 23 SP:Iteration 26Q (3398.424397 sec): 3 clusters Score: Raw -1339803.559510 + Penalty 3206.852486 = -1336596.707024 nChanged 12 SP:Iteration 27Q (3398.501242 sec): 3 clusters Score: Raw -1339807.459343 + Penalty 3206.852486 = -1336600.606857 nChanged 9 SP:Iteration 28Q (3398.566491 sec): 3 clusters Score: Raw -1339809.454127 + Penalty 3206.852486 = -1336602.601641 nChanged 7 SP:Iteration 29Q (3398.641070 sec): 3 clusters Score: Raw -1339810.824094 + Penalty 3206.852486 = -1336603.971607 nChanged 7 SP:Iteration 30Q (3398.730402 sec): 3 clusters Score: Raw -1339812.552748 + Penalty 3206.852486 = -1336605.700261 nChanged 6 SP:Iteration 31Q (3398.798584 sec): 3 clusters Score: Raw -1339813.866547 + Penalty 3206.852486 = -1336607.014060 nChanged 7 SP:Iteration 32Q (3398.883916 sec): 3 clusters Score: Raw -1339815.123836 + Penalty 3206.852486 = -1336608.271350 nChanged 4 SP:Iteration 33Q (3398.957688 sec): 3 clusters Score: Raw -1339816.142345 + Penalty 3206.852486 = -1336609.289859 nChanged 3 SP:Iteration 34Q (3399.038444 sec): 3 clusters Score: Raw -1339816.651891 + Penalty 3206.852486 = -1336609.799404 nChanged 1 SP:Iteration 35Q (3399.116583 sec): 3 clusters Score: Raw -1339816.822490 + Penalty 3206.852486 = -1336609.970004 nChanged 1 SP:Iteration 36Q (3399.193969 sec): 3 clusters Score: Raw -1339816.972542 + Penalty 3206.852486 = -1336610.120056 nChanged 0 SP:Iteration 37F (3399.273455 sec): 3 clusters Score: Raw -1339816.972542 + Penalty 3206.852486 = -1336610.120056 nChanged 0 Trying to split cluster 6 (15156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3399.319367 sec): 2 clusters Score: Raw -980361.596399 + Penalty 1564.249663 = -978797.346736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3399.395649 sec): 3 clusters Score: Raw -971493.843497 + Penalty 3128.499326 = -968365.344171 nChanged 6782 SP:Iteration 1F (3399.471182 sec): 3 clusters Score: Raw -975551.785221 + Penalty 3128.499326 = -972423.285895 nChanged 1089 SP:Iteration 2F (3399.543777 sec): 3 clusters Score: Raw -976274.423753 + Penalty 3128.499326 = -973145.924427 nChanged 1077 SP:Iteration 3F (3399.613597 sec): 3 clusters Score: Raw -977033.058585 + Penalty 3128.499326 = -973904.559259 nChanged 1033 SP:Iteration 4F (3399.685913 sec): 3 clusters Score: Raw -977782.388230 + Penalty 3128.499326 = -974653.888904 nChanged 935 SP:Iteration 5F (3399.753763 sec): 3 clusters Score: Raw -978439.085329 + Penalty 3128.499326 = -975310.586003 nChanged 820 SP:Iteration 6F (3399.831967 sec): 3 clusters Score: Raw -978988.875436 + Penalty 3128.499326 = -975860.376110 nChanged 681 SP:Iteration 7Q (3399.910525 sec): 3 clusters Score: Raw -979352.417001 + Penalty 3128.499326 = -976223.917675 nChanged 517 SP:Iteration 8Q (3399.986295 sec): 3 clusters Score: Raw -979611.047837 + Penalty 3128.499326 = -976482.548511 nChanged 405 SP:Iteration 9Q (3400.058353 sec): 3 clusters Score: Raw -979788.454690 + Penalty 3128.499326 = -976659.955364 nChanged 299 SP:Iteration 10Q (3400.134815 sec): 3 clusters Score: Raw -979893.026342 + Penalty 3128.499326 = -976764.527016 nChanged 240 SP:Iteration 11Q (3400.212047 sec): 3 clusters Score: Raw -979962.934887 + Penalty 3128.499326 = -976834.435561 nChanged 174 SP:Iteration 12Q (3400.275490 sec): 3 clusters Score: Raw -980010.346723 + Penalty 3128.499326 = -976881.847397 nChanged 139 SP:Iteration 13Q (3400.349799 sec): 3 clusters Score: Raw -980039.905881 + Penalty 3128.499326 = -976911.406555 nChanged 110 SP:Iteration 14Q (3400.417380 sec): 3 clusters Score: Raw -980060.587068 + Penalty 3128.499326 = -976932.087742 nChanged 84 SP:Iteration 15Q (3400.493123 sec): 3 clusters Score: Raw -980073.335986 + Penalty 3128.499326 = -976944.836660 nChanged 51 SP:Iteration 16Q (3400.572070 sec): 3 clusters Score: Raw -980079.750670 + Penalty 3128.499326 = -976951.251344 nChanged 39 SP:Iteration 17Q (3400.647346 sec): 3 clusters Score: Raw -980085.167106 + Penalty 3128.499326 = -976956.667780 nChanged 30 SP:Iteration 18Q (3400.720480 sec): 3 clusters Score: Raw -980088.532188 + Penalty 3128.499326 = -976960.032862 nChanged 31 SP:Iteration 19Q (3400.790985 sec): 3 clusters Score: Raw -980092.330870 + Penalty 3128.499326 = -976963.831544 nChanged 30 SP:Iteration 20F (3400.864838 sec): 3 clusters Score: Raw -980095.689065 + Penalty 3128.499326 = -976967.189739 nChanged 33 SP:Iteration 21Q (3400.933571 sec): 3 clusters Score: Raw -980099.672345 + Penalty 3128.499326 = -976971.173019 nChanged 39 SP:Iteration 22Q (3401.010905 sec): 3 clusters Score: Raw -980104.976958 + Penalty 3128.499326 = -976976.477632 nChanged 44 SP:Iteration 23Q (3401.085015 sec): 3 clusters Score: Raw -980111.030652 + Penalty 3128.499326 = -976982.531326 nChanged 40 SP:Iteration 24Q (3401.154831 sec): 3 clusters Score: Raw -980114.835931 + Penalty 3128.499326 = -976986.336605 nChanged 38 SP:Iteration 25Q (3401.235910 sec): 3 clusters Score: Raw -980120.262476 + Penalty 3128.499326 = -976991.763150 nChanged 42 SP:Iteration 26Q (3401.305758 sec): 3 clusters Score: Raw -980125.648625 + Penalty 3128.499326 = -976997.149299 nChanged 37 SP:Iteration 27Q (3401.378757 sec): 3 clusters Score: Raw -980130.062858 + Penalty 3128.499326 = -977001.563532 nChanged 28 SP:Iteration 28Q (3401.453527 sec): 3 clusters Score: Raw -980133.484058 + Penalty 3128.499326 = -977004.984732 nChanged 31 SP:Iteration 29Q (3401.529757 sec): 3 clusters Score: Raw -980137.380069 + Penalty 3128.499326 = -977008.880743 nChanged 28 SP:Iteration 30Q (3401.597053 sec): 3 clusters Score: Raw -980140.585031 + Penalty 3128.499326 = -977012.085705 nChanged 26 SP:Iteration 31Q (3401.674244 sec): 3 clusters Score: Raw -980143.025413 + Penalty 3128.499326 = -977014.526087 nChanged 19 SP:Iteration 32Q (3401.745688 sec): 3 clusters Score: Raw -980144.790803 + Penalty 3128.499326 = -977016.291477 nChanged 15 SP:Iteration 33Q (3401.819382 sec): 3 clusters Score: Raw -980146.467125 + Penalty 3128.499326 = -977017.967799 nChanged 13 SP:Iteration 34Q (3401.885997 sec): 3 clusters Score: Raw -980147.423762 + Penalty 3128.499326 = -977018.924436 nChanged 14 SP:Iteration 35Q (3401.965280 sec): 3 clusters Score: Raw -980148.793240 + Penalty 3128.499326 = -977020.293914 nChanged 12 SP:Iteration 36Q (3402.036005 sec): 3 clusters Score: Raw -980149.879319 + Penalty 3128.499326 = -977021.379993 nChanged 9 SP:Iteration 37Q (3402.112702 sec): 3 clusters Score: Raw -980150.455295 + Penalty 3128.499326 = -977021.955969 nChanged 4 SP:Iteration 38Q (3402.185221 sec): 3 clusters Score: Raw -980150.773831 + Penalty 3128.499326 = -977022.274505 nChanged 5 SP:Iteration 39Q (3402.259605 sec): 3 clusters Score: Raw -980151.046194 + Penalty 3128.499326 = -977022.546868 nChanged 3 SP:Iteration 40F (3402.333513 sec): 3 clusters Score: Raw -980151.131950 + Penalty 3128.499326 = -977022.632624 nChanged 1 SP:Iteration 41Q (3402.401177 sec): 3 clusters Score: Raw -980151.167246 + Penalty 3128.499326 = -977022.667920 nChanged 0 SP:Iteration 42F (3402.463737 sec): 3 clusters Score: Raw -980151.167246 + Penalty 3128.499326 = -977022.667920 nChanged 0 Trying to split cluster 7 (87280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3402.619873 sec): 2 clusters Score: Raw -5946356.728185 + Penalty 1848.742451 = -5944507.985734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3402.808825 sec): 3 clusters Score: Raw -5889710.500148 + Penalty 3697.484902 = -5886013.015247 nChanged 41684 SP:Iteration 1F (3403.020076 sec): 3 clusters Score: Raw -5914333.845495 + Penalty 3697.484902 = -5910636.360593 nChanged 3942 SP:Iteration 2Q (3403.224297 sec): 3 clusters Score: Raw -5915947.409814 + Penalty 3697.484902 = -5912249.924912 nChanged 4445 SP:Iteration 3F (3403.422893 sec): 3 clusters Score: Raw -5918171.758843 + Penalty 3697.484902 = -5914474.273941 nChanged 5120 SP:Iteration 4F (3403.612262 sec): 3 clusters Score: Raw -5921359.396923 + Penalty 3697.484902 = -5917661.912021 nChanged 5808 SP:Iteration 5F (3403.797450 sec): 3 clusters Score: Raw -5925834.862623 + Penalty 3697.484902 = -5922137.377721 nChanged 6117 SP:Iteration 6F (3403.980048 sec): 3 clusters Score: Raw -5931249.867862 + Penalty 3697.484902 = -5927552.382960 nChanged 5643 SP:Iteration 7F (3404.177329 sec): 3 clusters Score: Raw -5936438.485887 + Penalty 3697.484902 = -5932741.000985 nChanged 4501 SP:Iteration 8F (3404.372975 sec): 3 clusters Score: Raw -5940258.666337 + Penalty 3697.484902 = -5936561.181436 nChanged 3275 SP:Iteration 9Q (3404.573183 sec): 3 clusters Score: Raw -5942700.990869 + Penalty 3697.484902 = -5939003.505967 nChanged 2257 SP:Iteration 10Q (3404.761806 sec): 3 clusters Score: Raw -5944157.199356 + Penalty 3697.484902 = -5940459.714454 nChanged 1676 SP:Iteration 11Q (3404.948410 sec): 3 clusters Score: Raw -5945131.105454 + Penalty 3697.484902 = -5941433.620553 nChanged 1234 SP:Iteration 12Q (3405.130232 sec): 3 clusters Score: Raw -5945768.521711 + Penalty 3697.484902 = -5942071.036809 nChanged 961 SP:Iteration 13Q (3405.295635 sec): 3 clusters Score: Raw -5946207.355741 + Penalty 3697.484902 = -5942509.870839 nChanged 708 SP:Iteration 14Q (3405.469398 sec): 3 clusters Score: Raw -5946497.591592 + Penalty 3697.484902 = -5942800.106690 nChanged 544 SP:Iteration 15Q (3405.646180 sec): 3 clusters Score: Raw -5946713.940472 + Penalty 3697.484902 = -5943016.455571 nChanged 401 SP:Iteration 16Q (3405.810541 sec): 3 clusters Score: Raw -5946845.306758 + Penalty 3697.484902 = -5943147.821856 nChanged 315 SP:Iteration 17Q (3405.997213 sec): 3 clusters Score: Raw -5946933.615756 + Penalty 3697.484902 = -5943236.130855 nChanged 224 SP:Iteration 18Q (3406.167356 sec): 3 clusters Score: Raw -5946996.264967 + Penalty 3697.484902 = -5943298.780065 nChanged 164 SP:Iteration 19Q (3406.337472 sec): 3 clusters Score: Raw -5947031.096248 + Penalty 3697.484902 = -5943333.611346 nChanged 112 SP:Iteration 20F (3406.539713 sec): 3 clusters Score: Raw -5947053.899952 + Penalty 3697.484902 = -5943356.415050 nChanged 86 SP:Iteration 21Q (3406.704114 sec): 3 clusters Score: Raw -5947073.293363 + Penalty 3697.484902 = -5943375.808462 nChanged 74 SP:Iteration 22Q (3406.875313 sec): 3 clusters Score: Raw -5947087.189984 + Penalty 3697.484902 = -5943389.705082 nChanged 61 SP:Iteration 23Q (3407.044634 sec): 3 clusters Score: Raw -5947097.122181 + Penalty 3697.484902 = -5943399.637279 nChanged 50 SP:Iteration 24Q (3407.209573 sec): 3 clusters Score: Raw -5947104.778926 + Penalty 3697.484902 = -5943407.294024 nChanged 35 SP:Iteration 25Q (3407.362731 sec): 3 clusters Score: Raw -5947110.206375 + Penalty 3697.484902 = -5943412.721474 nChanged 27 SP:Iteration 26Q (3407.540108 sec): 3 clusters Score: Raw -5947114.701137 + Penalty 3697.484902 = -5943417.216236 nChanged 27 SP:Iteration 27Q (3407.709511 sec): 3 clusters Score: Raw -5947119.011480 + Penalty 3697.484902 = -5943421.526579 nChanged 26 SP:Iteration 28Q (3407.872747 sec): 3 clusters Score: Raw -5947123.340367 + Penalty 3697.484902 = -5943425.855465 nChanged 26 SP:Iteration 29Q (3408.049670 sec): 3 clusters Score: Raw -5947127.150455 + Penalty 3697.484902 = -5943429.665553 nChanged 18 SP:Iteration 30Q (3408.216940 sec): 3 clusters Score: Raw -5947130.959214 + Penalty 3697.484902 = -5943433.474313 nChanged 18 SP:Iteration 31Q (3408.379731 sec): 3 clusters Score: Raw -5947133.331398 + Penalty 3697.484902 = -5943435.846497 nChanged 15 SP:Iteration 32Q (3408.538876 sec): 3 clusters Score: Raw -5947135.095999 + Penalty 3697.484902 = -5943437.611097 nChanged 11 SP:Iteration 33Q (3408.703932 sec): 3 clusters Score: Raw -5947136.387426 + Penalty 3697.484902 = -5943438.902524 nChanged 7 SP:Iteration 34Q (3408.870740 sec): 3 clusters Score: Raw -5947137.738424 + Penalty 3697.484902 = -5943440.253522 nChanged 12 SP:Iteration 35Q (3409.041863 sec): 3 clusters Score: Raw -5947140.340800 + Penalty 3697.484902 = -5943442.855898 nChanged 20 SP:Iteration 36Q (3409.207767 sec): 3 clusters Score: Raw -5947143.839120 + Penalty 3697.484902 = -5943446.354218 nChanged 18 SP:Iteration 37Q (3409.374290 sec): 3 clusters Score: Raw -5947147.647977 + Penalty 3697.484902 = -5943450.163075 nChanged 18 SP:Iteration 38Q (3409.548912 sec): 3 clusters Score: Raw -5947152.571637 + Penalty 3697.484902 = -5943455.086735 nChanged 30 SP:Iteration 39Q (3409.725042 sec): 3 clusters Score: Raw -5947157.887143 + Penalty 3697.484902 = -5943460.402241 nChanged 29 SP:Iteration 40F (3409.911001 sec): 3 clusters Score: Raw -5947162.038777 + Penalty 3697.484902 = -5943464.553875 nChanged 17 SP:Iteration 41Q (3410.073122 sec): 3 clusters Score: Raw -5947164.360905 + Penalty 3697.484902 = -5943466.876003 nChanged 15 SP:Iteration 42Q (3410.242338 sec): 3 clusters Score: Raw -5947166.701150 + Penalty 3697.484902 = -5943469.216248 nChanged 14 SP:Iteration 43Q (3410.418869 sec): 3 clusters Score: Raw -5947168.363370 + Penalty 3697.484902 = -5943470.878469 nChanged 7 SP:Iteration 44Q (3410.597011 sec): 3 clusters Score: Raw -5947169.173669 + Penalty 3697.484902 = -5943471.688767 nChanged 7 SP:Iteration 45Q (3410.755273 sec): 3 clusters Score: Raw -5947169.816310 + Penalty 3697.484902 = -5943472.331409 nChanged 3 SP:Iteration 46Q (3410.934172 sec): 3 clusters Score: Raw -5947170.250377 + Penalty 3697.484902 = -5943472.765475 nChanged 6 SP:Iteration 47Q (3411.101640 sec): 3 clusters Score: Raw -5947171.050711 + Penalty 3697.484902 = -5943473.565809 nChanged 10 SP:Iteration 48Q (3411.267320 sec): 3 clusters Score: Raw -5947172.649204 + Penalty 3697.484902 = -5943475.164302 nChanged 9 SP:Iteration 49Q (3411.429678 sec): 3 clusters Score: Raw -5947173.961644 + Penalty 3697.484902 = -5943476.476743 nChanged 9 SP:Iteration 50Q (3411.588759 sec): 3 clusters Score: Raw -5947175.255861 + Penalty 3697.484902 = -5943477.770959 nChanged 8 SP:Iteration 51Q (3411.745804 sec): 3 clusters Score: Raw -5947176.230639 + Penalty 3697.484902 = -5943478.745738 nChanged 5 SP:Iteration 52Q (3411.909943 sec): 3 clusters Score: Raw -5947176.900566 + Penalty 3697.484902 = -5943479.415664 nChanged 6 SP:Iteration 53Q (3412.075304 sec): 3 clusters Score: Raw -5947177.850778 + Penalty 3697.484902 = -5943480.365876 nChanged 6 SP:Iteration 54Q (3412.250692 sec): 3 clusters Score: Raw -5947178.598634 + Penalty 3697.484902 = -5943481.113732 nChanged 8 SP:Iteration 55Q (3412.418112 sec): 3 clusters Score: Raw -5947179.552555 + Penalty 3697.484902 = -5943482.067653 nChanged 0 SP:Iteration 56F (3412.602895 sec): 3 clusters Score: Raw -5947179.552555 + Penalty 3697.484902 = -5943482.067653 nChanged 0 Trying to split cluster 8 (5829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3412.634938 sec): 2 clusters Score: Raw -373668.558934 + Penalty 1408.972620 = -372259.586314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3412.697985 sec): 3 clusters Score: Raw -370619.655030 + Penalty 2817.945240 = -367801.709790 nChanged 2418 SP:Iteration 1F (3412.751278 sec): 3 clusters Score: Raw -372007.155340 + Penalty 2817.945240 = -369189.210100 nChanged 468 SP:Iteration 2F (3412.809363 sec): 3 clusters Score: Raw -372342.952474 + Penalty 2817.945240 = -369525.007235 nChanged 417 SP:Iteration 3F (3412.854295 sec): 3 clusters Score: Raw -372655.545564 + Penalty 2817.945240 = -369837.600324 nChanged 358 SP:Iteration 4F (3412.919075 sec): 3 clusters Score: Raw -372938.009414 + Penalty 2817.945240 = -370120.064174 nChanged 324 SP:Iteration 5F (3412.968363 sec): 3 clusters Score: Raw -373214.420872 + Penalty 2817.945240 = -370396.475632 nChanged 300 SP:Iteration 6F (3413.031267 sec): 3 clusters Score: Raw -373476.573399 + Penalty 2817.945240 = -370658.628159 nChanged 266 SP:Iteration 7Q (3413.079923 sec): 3 clusters Score: Raw -373677.335018 + Penalty 2817.945240 = -370859.389778 nChanged 178 SP:Iteration 8Q (3413.131223 sec): 3 clusters Score: Raw -373804.547183 + Penalty 2817.945240 = -370986.601943 nChanged 174 SP:Iteration 9Q (3413.193205 sec): 3 clusters Score: Raw -373914.728228 + Penalty 2817.945240 = -371096.782988 nChanged 136 SP:Iteration 10Q (3413.247543 sec): 3 clusters Score: Raw -373999.927852 + Penalty 2817.945240 = -371181.982612 nChanged 130 SP:Iteration 11Q (3413.291989 sec): 3 clusters Score: Raw -374067.047800 + Penalty 2817.945240 = -371249.102560 nChanged 94 SP:Iteration 12Q (3413.349311 sec): 3 clusters Score: Raw -374113.863706 + Penalty 2817.945240 = -371295.918466 nChanged 80 SP:Iteration 13Q (3413.398997 sec): 3 clusters Score: Raw -374153.283763 + Penalty 2817.945240 = -371335.338523 nChanged 73 SP:Iteration 14Q (3413.454156 sec): 3 clusters Score: Raw -374184.256425 + Penalty 2817.945240 = -371366.311185 nChanged 59 SP:Iteration 15Q (3413.512987 sec): 3 clusters Score: Raw -374209.930867 + Penalty 2817.945240 = -371391.985627 nChanged 58 SP:Iteration 16Q (3413.564913 sec): 3 clusters Score: Raw -374233.161351 + Penalty 2817.945240 = -371415.216111 nChanged 49 SP:Iteration 17Q (3413.625198 sec): 3 clusters Score: Raw -374255.877216 + Penalty 2817.945240 = -371437.931976 nChanged 48 SP:Iteration 18Q (3413.679044 sec): 3 clusters Score: Raw -374275.760155 + Penalty 2817.945240 = -371457.814915 nChanged 37 SP:Iteration 19Q (3413.718610 sec): 3 clusters Score: Raw -374289.666786 + Penalty 2817.945240 = -371471.721546 nChanged 36 SP:Iteration 20F (3413.774016 sec): 3 clusters Score: Raw -374302.463551 + Penalty 2817.945240 = -371484.518311 nChanged 31 SP:Iteration 21Q (3413.834571 sec): 3 clusters Score: Raw -374315.654033 + Penalty 2817.945240 = -371497.708793 nChanged 34 SP:Iteration 22Q (3413.894593 sec): 3 clusters Score: Raw -374330.434712 + Penalty 2817.945240 = -371512.489472 nChanged 48 SP:Iteration 23Q (3413.946261 sec): 3 clusters Score: Raw -374359.826335 + Penalty 2817.945240 = -371541.881096 nChanged 47 SP:Iteration 24Q (3414.003009 sec): 3 clusters Score: Raw -374389.985842 + Penalty 2817.945240 = -371572.040602 nChanged 50 SP:Iteration 25Q (3414.056411 sec): 3 clusters Score: Raw -374419.367300 + Penalty 2817.945240 = -371601.422060 nChanged 55 SP:Iteration 26Q (3414.110693 sec): 3 clusters Score: Raw -374446.827271 + Penalty 2817.945240 = -371628.882031 nChanged 46 SP:Iteration 27Q (3414.158704 sec): 3 clusters Score: Raw -374463.952085 + Penalty 2817.945240 = -371646.006845 nChanged 36 SP:Iteration 28Q (3414.215801 sec): 3 clusters Score: Raw -374475.755350 + Penalty 2817.945240 = -371657.810110 nChanged 29 SP:Iteration 29Q (3414.273990 sec): 3 clusters Score: Raw -374485.121153 + Penalty 2817.945240 = -371667.175913 nChanged 29 SP:Iteration 30Q (3414.335402 sec): 3 clusters Score: Raw -374496.029624 + Penalty 2817.945240 = -371678.084384 nChanged 27 SP:Iteration 31Q (3414.388751 sec): 3 clusters Score: Raw -374502.830981 + Penalty 2817.945240 = -371684.885741 nChanged 24 SP:Iteration 32Q (3414.444447 sec): 3 clusters Score: Raw -374510.554245 + Penalty 2817.945240 = -371692.609005 nChanged 26 SP:Iteration 33Q (3414.487979 sec): 3 clusters Score: Raw -374518.002386 + Penalty 2817.945240 = -371700.057146 nChanged 25 SP:Iteration 34Q (3414.550414 sec): 3 clusters Score: Raw -374523.704734 + Penalty 2817.945240 = -371705.759494 nChanged 23 SP:Iteration 35Q (3414.599179 sec): 3 clusters Score: Raw -374529.690626 + Penalty 2817.945240 = -371711.745386 nChanged 20 SP:Iteration 36Q (3414.650127 sec): 3 clusters Score: Raw -374534.761749 + Penalty 2817.945240 = -371716.816509 nChanged 21 SP:Iteration 37Q (3414.710830 sec): 3 clusters Score: Raw -374539.899882 + Penalty 2817.945240 = -371721.954642 nChanged 22 SP:Iteration 38Q (3414.759097 sec): 3 clusters Score: Raw -374546.215746 + Penalty 2817.945240 = -371728.270506 nChanged 20 SP:Iteration 39Q (3414.818196 sec): 3 clusters Score: Raw -374550.984925 + Penalty 2817.945240 = -371733.039685 nChanged 18 SP:Iteration 40F (3414.868209 sec): 3 clusters Score: Raw -374557.328190 + Penalty 2817.945240 = -371739.382950 nChanged 31 SP:Iteration 41Q (3414.935403 sec): 3 clusters Score: Raw -374566.115643 + Penalty 2817.945240 = -371748.170403 nChanged 30 SP:Iteration 42Q (3414.984801 sec): 3 clusters Score: Raw -374573.960332 + Penalty 2817.945240 = -371756.015092 nChanged 32 SP:Iteration 43Q (3415.042415 sec): 3 clusters Score: Raw -374582.132051 + Penalty 2817.945240 = -371764.186812 nChanged 36 SP:Iteration 44Q (3415.090316 sec): 3 clusters Score: Raw -374592.293259 + Penalty 2817.945240 = -371774.348019 nChanged 31 SP:Iteration 45Q (3415.142913 sec): 3 clusters Score: Raw -374602.508128 + Penalty 2817.945240 = -371784.562888 nChanged 32 SP:Iteration 46Q (3415.203347 sec): 3 clusters Score: Raw -374613.167641 + Penalty 2817.945240 = -371795.222401 nChanged 30 SP:Iteration 47Q (3415.248178 sec): 3 clusters Score: Raw -374622.260951 + Penalty 2817.945240 = -371804.315711 nChanged 35 SP:Iteration 48Q (3415.312585 sec): 3 clusters Score: Raw -374632.868871 + Penalty 2817.945240 = -371814.923631 nChanged 38 SP:Iteration 49Q (3415.367694 sec): 3 clusters Score: Raw -374648.608333 + Penalty 2817.945240 = -371830.663093 nChanged 45 SP:Iteration 50Q (3415.428501 sec): 3 clusters Score: Raw -374669.644374 + Penalty 2817.945240 = -371851.699134 nChanged 52 SP:Iteration 51Q (3415.481616 sec): 3 clusters Score: Raw -374700.869145 + Penalty 2817.945240 = -371882.923905 nChanged 61 SP:Iteration 52Q (3415.534121 sec): 3 clusters Score: Raw -374744.361893 + Penalty 2817.945240 = -371926.416653 nChanged 78 SP:Iteration 53Q (3415.593191 sec): 3 clusters Score: Raw -374814.292128 + Penalty 2817.945240 = -371996.346888 nChanged 82 SP:Iteration 54Q (3415.635619 sec): 3 clusters Score: Raw -374902.573861 + Penalty 2817.945240 = -372084.628621 nChanged 79 SP:Iteration 55Q (3415.698790 sec): 3 clusters Score: Raw -374972.044562 + Penalty 2817.945240 = -372154.099322 nChanged 64 SP:Iteration 56Q (3415.759702 sec): 3 clusters Score: Raw -375017.975338 + Penalty 2817.945240 = -372200.030098 nChanged 51 SP:Iteration 57Q (3415.812753 sec): 3 clusters Score: Raw -375059.714552 + Penalty 2817.945240 = -372241.769312 nChanged 51 SP:Iteration 58Q (3415.865082 sec): 3 clusters Score: Raw -375098.049558 + Penalty 2817.945240 = -372280.104318 nChanged 40 SP:Iteration 59Q (3415.912865 sec): 3 clusters Score: Raw -375134.012873 + Penalty 2817.945240 = -372316.067633 nChanged 36 SP:Iteration 60F (3415.958372 sec): 3 clusters Score: Raw -375157.043535 + Penalty 2817.945240 = -372339.098295 nChanged 30 SP:Iteration 61Q (3416.012550 sec): 3 clusters Score: Raw -375171.600606 + Penalty 2817.945240 = -372353.655366 nChanged 24 SP:Iteration 62Q (3416.073600 sec): 3 clusters Score: Raw -375180.403257 + Penalty 2817.945240 = -372362.458017 nChanged 12 SP:Iteration 63Q (3416.118168 sec): 3 clusters Score: Raw -375183.290881 + Penalty 2817.945240 = -372365.345641 nChanged 8 SP:Iteration 64Q (3416.181115 sec): 3 clusters Score: Raw -375185.110923 + Penalty 2817.945240 = -372367.165684 nChanged 5 SP:Iteration 65Q (3416.238704 sec): 3 clusters Score: Raw -375186.391310 + Penalty 2817.945240 = -372368.446070 nChanged 7 SP:Iteration 66Q (3416.280872 sec): 3 clusters Score: Raw -375189.834596 + Penalty 2817.945240 = -372371.889356 nChanged 9 SP:Iteration 67Q (3416.330551 sec): 3 clusters Score: Raw -375193.086616 + Penalty 2817.945240 = -372375.141376 nChanged 9 SP:Iteration 68Q (3416.382145 sec): 3 clusters Score: Raw -375197.882717 + Penalty 2817.945240 = -372379.937477 nChanged 11 SP:Iteration 69Q (3416.438240 sec): 3 clusters Score: Raw -375204.806172 + Penalty 2817.945240 = -372386.860932 nChanged 10 SP:Iteration 70Q (3416.497003 sec): 3 clusters Score: Raw -375211.006958 + Penalty 2817.945240 = -372393.061718 nChanged 14 SP:Iteration 71Q (3416.550893 sec): 3 clusters Score: Raw -375219.080284 + Penalty 2817.945240 = -372401.135045 nChanged 8 SP:Iteration 72Q (3416.604593 sec): 3 clusters Score: Raw -375224.630369 + Penalty 2817.945240 = -372406.685129 nChanged 12 SP:Iteration 73Q (3416.656853 sec): 3 clusters Score: Raw -375231.380213 + Penalty 2817.945240 = -372413.434973 nChanged 14 SP:Iteration 74Q (3416.704521 sec): 3 clusters Score: Raw -375241.663408 + Penalty 2817.945240 = -372423.718168 nChanged 15 SP:Iteration 75Q (3416.759165 sec): 3 clusters Score: Raw -375253.403676 + Penalty 2817.945240 = -372435.458436 nChanged 14 SP:Iteration 76Q (3416.799735 sec): 3 clusters Score: Raw -375266.264478 + Penalty 2817.945240 = -372448.319238 nChanged 14 SP:Iteration 77Q (3416.853134 sec): 3 clusters Score: Raw -375276.803295 + Penalty 2817.945240 = -372458.858055 nChanged 16 SP:Iteration 78Q (3416.910136 sec): 3 clusters Score: Raw -375285.372716 + Penalty 2817.945240 = -372467.427476 nChanged 11 SP:Iteration 79Q (3416.953224 sec): 3 clusters Score: Raw -375290.411550 + Penalty 2817.945240 = -372472.466311 nChanged 5 SP:Iteration 80F (3417.017145 sec): 3 clusters Score: Raw -375291.377715 + Penalty 2817.945240 = -372473.432475 nChanged 1 SP:Iteration 81Q (3417.066333 sec): 3 clusters Score: Raw -375291.659494 + Penalty 2817.945240 = -372473.714254 nChanged 0 SP:Iteration 82F (3417.118872 sec): 3 clusters Score: Raw -375291.659494 + Penalty 2817.945240 = -372473.714254 nChanged 0 Score: Raw -32164483.304778 + Penalty 78919.061034 = -32085564.243744 Splitting cluster 8 changes total score from -32086070.244703 to -32085564.243744 So it's not getting split. Trying to split cluster 9 (12899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3429.073838 sec): 2 clusters Score: Raw -877668.901457 + Penalty 1538.047074 = -876130.854384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3429.140934 sec): 3 clusters Score: Raw -870169.985166 + Penalty 3076.094147 = -867093.891019 nChanged 5712 SP:Iteration 1F (3429.202929 sec): 3 clusters Score: Raw -873554.406684 + Penalty 3076.094147 = -870478.312537 nChanged 944 SP:Iteration 2F (3429.268227 sec): 3 clusters Score: Raw -874159.596169 + Penalty 3076.094147 = -871083.502022 nChanged 874 SP:Iteration 3F (3429.329331 sec): 3 clusters Score: Raw -874713.868004 + Penalty 3076.094147 = -871637.773857 nChanged 780 SP:Iteration 4F (3429.407593 sec): 3 clusters Score: Raw -875226.934529 + Penalty 3076.094147 = -872150.840381 nChanged 726 SP:Iteration 5F (3429.476871 sec): 3 clusters Score: Raw -875703.132832 + Penalty 3076.094147 = -872627.038685 nChanged 663 SP:Iteration 6F (3429.547965 sec): 3 clusters Score: Raw -876080.662088 + Penalty 3076.094147 = -873004.567941 nChanged 528 SP:Iteration 7Q (3429.611586 sec): 3 clusters Score: Raw -876369.688142 + Penalty 3076.094147 = -873293.593995 nChanged 432 SP:Iteration 8Q (3429.670469 sec): 3 clusters Score: Raw -876580.511406 + Penalty 3076.094147 = -873504.417258 nChanged 334 SP:Iteration 9Q (3429.745363 sec): 3 clusters Score: Raw -876717.676094 + Penalty 3076.094147 = -873641.581946 nChanged 299 SP:Iteration 10Q (3429.818806 sec): 3 clusters Score: Raw -876836.468744 + Penalty 3076.094147 = -873760.374597 nChanged 245 SP:Iteration 11Q (3429.887490 sec): 3 clusters Score: Raw -876928.043149 + Penalty 3076.094147 = -873851.949002 nChanged 234 SP:Iteration 12Q (3429.955225 sec): 3 clusters Score: Raw -877015.520090 + Penalty 3076.094147 = -873939.425943 nChanged 220 SP:Iteration 13Q (3430.020755 sec): 3 clusters Score: Raw -877098.210981 + Penalty 3076.094147 = -874022.116834 nChanged 180 SP:Iteration 14Q (3430.093554 sec): 3 clusters Score: Raw -877155.235916 + Penalty 3076.094147 = -874079.141769 nChanged 163 SP:Iteration 15Q (3430.158975 sec): 3 clusters Score: Raw -877205.520162 + Penalty 3076.094147 = -874129.426015 nChanged 152 SP:Iteration 16Q (3430.229226 sec): 3 clusters Score: Raw -877246.945034 + Penalty 3076.094147 = -874170.850887 nChanged 144 SP:Iteration 17Q (3430.298845 sec): 3 clusters Score: Raw -877290.996489 + Penalty 3076.094147 = -874214.902342 nChanged 144 SP:Iteration 18Q (3430.370916 sec): 3 clusters Score: Raw -877327.916793 + Penalty 3076.094147 = -874251.822646 nChanged 123 SP:Iteration 19Q (3430.433436 sec): 3 clusters Score: Raw -877358.267507 + Penalty 3076.094147 = -874282.173360 nChanged 100 SP:Iteration 20F (3430.509506 sec): 3 clusters Score: Raw -877381.416142 + Penalty 3076.094147 = -874305.321995 nChanged 115 SP:Iteration 21Q (3430.569263 sec): 3 clusters Score: Raw -877409.314511 + Penalty 3076.094147 = -874333.220364 nChanged 105 SP:Iteration 22Q (3430.645475 sec): 3 clusters Score: Raw -877435.991619 + Penalty 3076.094147 = -874359.897472 nChanged 109 SP:Iteration 23Q (3430.711768 sec): 3 clusters Score: Raw -877462.320656 + Penalty 3076.094147 = -874386.226509 nChanged 107 SP:Iteration 24Q (3430.769022 sec): 3 clusters Score: Raw -877485.960868 + Penalty 3076.094147 = -874409.866721 nChanged 90 SP:Iteration 25Q (3430.834903 sec): 3 clusters Score: Raw -877505.017298 + Penalty 3076.094147 = -874428.923151 nChanged 84 SP:Iteration 26Q (3430.913310 sec): 3 clusters Score: Raw -877523.395872 + Penalty 3076.094147 = -874447.301725 nChanged 82 SP:Iteration 27Q (3430.977907 sec): 3 clusters Score: Raw -877544.563764 + Penalty 3076.094147 = -874468.469617 nChanged 82 SP:Iteration 28Q (3431.039480 sec): 3 clusters Score: Raw -877566.215732 + Penalty 3076.094147 = -874490.121585 nChanged 79 SP:Iteration 29Q (3431.109794 sec): 3 clusters Score: Raw -877585.176408 + Penalty 3076.094147 = -874509.082261 nChanged 65 SP:Iteration 30Q (3431.179240 sec): 3 clusters Score: Raw -877597.570909 + Penalty 3076.094147 = -874521.476762 nChanged 70 SP:Iteration 31Q (3431.234859 sec): 3 clusters Score: Raw -877611.745979 + Penalty 3076.094147 = -874535.651832 nChanged 80 SP:Iteration 32Q (3431.304358 sec): 3 clusters Score: Raw -877630.280859 + Penalty 3076.094147 = -874554.186711 nChanged 67 SP:Iteration 33Q (3431.371846 sec): 3 clusters Score: Raw -877642.591604 + Penalty 3076.094147 = -874566.497457 nChanged 59 SP:Iteration 34Q (3431.440237 sec): 3 clusters Score: Raw -877650.970653 + Penalty 3076.094147 = -874574.876506 nChanged 49 SP:Iteration 35Q (3431.500407 sec): 3 clusters Score: Raw -877658.745265 + Penalty 3076.094147 = -874582.651118 nChanged 55 SP:Iteration 36Q (3431.563779 sec): 3 clusters Score: Raw -877670.401017 + Penalty 3076.094147 = -874594.306869 nChanged 57 SP:Iteration 37Q (3431.627017 sec): 3 clusters Score: Raw -877681.321822 + Penalty 3076.094147 = -874605.227675 nChanged 50 SP:Iteration 38Q (3431.701636 sec): 3 clusters Score: Raw -877690.429434 + Penalty 3076.094147 = -874614.335287 nChanged 52 SP:Iteration 39Q (3431.766050 sec): 3 clusters Score: Raw -877700.527636 + Penalty 3076.094147 = -874624.433489 nChanged 40 SP:Iteration 40F (3431.825670 sec): 3 clusters Score: Raw -877705.589469 + Penalty 3076.094147 = -874629.495321 nChanged 28 SP:Iteration 41Q (3431.895670 sec): 3 clusters Score: Raw -877710.781859 + Penalty 3076.094147 = -874634.687712 nChanged 36 SP:Iteration 42Q (3431.965185 sec): 3 clusters Score: Raw -877716.955076 + Penalty 3076.094147 = -874640.860929 nChanged 34 SP:Iteration 43Q (3432.030123 sec): 3 clusters Score: Raw -877722.772879 + Penalty 3076.094147 = -874646.678732 nChanged 24 SP:Iteration 44Q (3432.087445 sec): 3 clusters Score: Raw -877725.742982 + Penalty 3076.094147 = -874649.648835 nChanged 31 SP:Iteration 45Q (3432.155841 sec): 3 clusters Score: Raw -877730.405526 + Penalty 3076.094147 = -874654.311379 nChanged 30 SP:Iteration 46Q (3432.220017 sec): 3 clusters Score: Raw -877734.750452 + Penalty 3076.094147 = -874658.656305 nChanged 36 SP:Iteration 47Q (3432.283032 sec): 3 clusters Score: Raw -877741.471637 + Penalty 3076.094147 = -874665.377490 nChanged 36 SP:Iteration 48Q (3432.351867 sec): 3 clusters Score: Raw -877747.771920 + Penalty 3076.094147 = -874671.677773 nChanged 39 SP:Iteration 49Q (3432.407459 sec): 3 clusters Score: Raw -877754.076954 + Penalty 3076.094147 = -874677.982807 nChanged 38 SP:Iteration 50Q (3432.470970 sec): 3 clusters Score: Raw -877760.885397 + Penalty 3076.094147 = -874684.791250 nChanged 34 SP:Iteration 51Q (3432.537416 sec): 3 clusters Score: Raw -877767.602246 + Penalty 3076.094147 = -874691.508099 nChanged 29 SP:Iteration 52Q (3432.598954 sec): 3 clusters Score: Raw -877772.880087 + Penalty 3076.094147 = -874696.785940 nChanged 31 SP:Iteration 53Q (3432.668085 sec): 3 clusters Score: Raw -877778.137161 + Penalty 3076.094147 = -874702.043014 nChanged 34 SP:Iteration 54Q (3432.734798 sec): 3 clusters Score: Raw -877783.990024 + Penalty 3076.094147 = -874707.895877 nChanged 24 SP:Iteration 55Q (3432.789879 sec): 3 clusters Score: Raw -877787.396141 + Penalty 3076.094147 = -874711.301994 nChanged 21 SP:Iteration 56Q (3432.867644 sec): 3 clusters Score: Raw -877790.403890 + Penalty 3076.094147 = -874714.309743 nChanged 19 SP:Iteration 57Q (3432.933799 sec): 3 clusters Score: Raw -877793.083094 + Penalty 3076.094147 = -874716.988947 nChanged 16 SP:Iteration 58Q (3433.002156 sec): 3 clusters Score: Raw -877795.332978 + Penalty 3076.094147 = -874719.238831 nChanged 21 SP:Iteration 59Q (3433.071170 sec): 3 clusters Score: Raw -877799.598733 + Penalty 3076.094147 = -874723.504586 nChanged 29 SP:Iteration 60F (3433.139576 sec): 3 clusters Score: Raw -877804.864989 + Penalty 3076.094147 = -874728.770841 nChanged 30 SP:Iteration 61Q (3433.207114 sec): 3 clusters Score: Raw -877810.779331 + Penalty 3076.094147 = -874734.685184 nChanged 29 SP:Iteration 62Q (3433.274439 sec): 3 clusters Score: Raw -877814.611070 + Penalty 3076.094147 = -874738.516923 nChanged 26 SP:Iteration 63Q (3433.339066 sec): 3 clusters Score: Raw -877818.142250 + Penalty 3076.094147 = -874742.048102 nChanged 29 SP:Iteration 64Q (3433.405783 sec): 3 clusters Score: Raw -877822.898496 + Penalty 3076.094147 = -874746.804349 nChanged 31 SP:Iteration 65Q (3433.475667 sec): 3 clusters Score: Raw -877828.719088 + Penalty 3076.094147 = -874752.624941 nChanged 41 SP:Iteration 66Q (3433.540988 sec): 3 clusters Score: Raw -877839.362873 + Penalty 3076.094147 = -874763.268726 nChanged 52 SP:Iteration 67Q (3433.598513 sec): 3 clusters Score: Raw -877851.091383 + Penalty 3076.094147 = -874774.997236 nChanged 50 SP:Iteration 68Q (3433.661455 sec): 3 clusters Score: Raw -877863.254119 + Penalty 3076.094147 = -874787.159972 nChanged 48 SP:Iteration 69Q (3433.734109 sec): 3 clusters Score: Raw -877874.582602 + Penalty 3076.094147 = -874798.488455 nChanged 50 SP:Iteration 70Q (3433.801288 sec): 3 clusters Score: Raw -877887.504252 + Penalty 3076.094147 = -874811.410105 nChanged 45 SP:Iteration 71Q (3433.861520 sec): 3 clusters Score: Raw -877898.199129 + Penalty 3076.094147 = -874822.104982 nChanged 32 SP:Iteration 72Q (3433.926978 sec): 3 clusters Score: Raw -877905.535038 + Penalty 3076.094147 = -874829.440891 nChanged 31 SP:Iteration 73Q (3433.996657 sec): 3 clusters Score: Raw -877910.978449 + Penalty 3076.094147 = -874834.884302 nChanged 21 SP:Iteration 74Q (3434.067094 sec): 3 clusters Score: Raw -877915.040313 + Penalty 3076.094147 = -874838.946166 nChanged 16 SP:Iteration 75Q (3434.134196 sec): 3 clusters Score: Raw -877917.137933 + Penalty 3076.094147 = -874841.043786 nChanged 11 SP:Iteration 76Q (3434.203063 sec): 3 clusters Score: Raw -877918.763314 + Penalty 3076.094147 = -874842.669167 nChanged 7 SP:Iteration 77Q (3434.261202 sec): 3 clusters Score: Raw -877919.450671 + Penalty 3076.094147 = -874843.356524 nChanged 5 SP:Iteration 78Q (3434.338301 sec): 3 clusters Score: Raw -877920.063179 + Penalty 3076.094147 = -874843.969032 nChanged 3 SP:Iteration 79Q (3434.399589 sec): 3 clusters Score: Raw -877920.414499 + Penalty 3076.094147 = -874844.320352 nChanged 1 SP:Iteration 80F (3434.469749 sec): 3 clusters Score: Raw -877920.528211 + Penalty 3076.094147 = -874844.434064 nChanged 1 SP:Iteration 81Q (3434.526537 sec): 3 clusters Score: Raw -877920.620490 + Penalty 3076.094147 = -874844.526343 nChanged 1 SP:Iteration 82Q (3434.599113 sec): 3 clusters Score: Raw -877920.698518 + Penalty 3076.094147 = -874844.604371 nChanged 1 SP:Iteration 83Q (3434.668791 sec): 3 clusters Score: Raw -877920.864445 + Penalty 3076.094147 = -874844.770298 nChanged 1 SP:Iteration 84Q (3434.736819 sec): 3 clusters Score: Raw -877920.964214 + Penalty 3076.094147 = -874844.870067 nChanged 1 SP:Iteration 85Q (3434.803359 sec): 3 clusters Score: Raw -877921.130147 + Penalty 3076.094147 = -874845.036000 nChanged 1 SP:Iteration 86Q (3434.866481 sec): 3 clusters Score: Raw -877921.164180 + Penalty 3076.094147 = -874845.070033 nChanged 0 SP:Iteration 87F (3434.931674 sec): 3 clusters Score: Raw -877921.164180 + Penalty 3076.094147 = -874845.070033 nChanged 0 Trying to split cluster 10 (77150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3435.073703 sec): 2 clusters Score: Raw -5301078.534307 + Penalty 1828.694864 = -5299249.839442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3435.242608 sec): 3 clusters Score: Raw -5251452.459303 + Penalty 3657.389729 = -5247795.069575 nChanged 36575 SP:Iteration 1F (3435.416436 sec): 3 clusters Score: Raw -5273257.932464 + Penalty 3657.389729 = -5269600.542735 nChanged 3871 SP:Iteration 2F (3435.595048 sec): 3 clusters Score: Raw -5275070.756945 + Penalty 3657.389729 = -5271413.367217 nChanged 4686 SP:Iteration 3F (3435.769963 sec): 3 clusters Score: Raw -5277793.892824 + Penalty 3657.389729 = -5274136.503096 nChanged 5673 SP:Iteration 4F (3435.951364 sec): 3 clusters Score: Raw -5281637.244831 + Penalty 3657.389729 = -5277979.855102 nChanged 6107 SP:Iteration 5F (3436.128483 sec): 3 clusters Score: Raw -5285863.310815 + Penalty 3657.389729 = -5282205.921086 nChanged 5517 SP:Iteration 6F (3436.303007 sec): 3 clusters Score: Raw -5289507.158969 + Penalty 3657.389729 = -5285849.769240 nChanged 4418 SP:Iteration 7F (3436.481562 sec): 3 clusters Score: Raw -5292465.025697 + Penalty 3657.389729 = -5288807.635968 nChanged 3315 SP:Iteration 8Q (3436.678045 sec): 3 clusters Score: Raw -5294865.279948 + Penalty 3657.389729 = -5291207.890219 nChanged 2526 SP:Iteration 9Q (3436.862919 sec): 3 clusters Score: Raw -5296757.077410 + Penalty 3657.389729 = -5293099.687681 nChanged 1958 SP:Iteration 10Q (3437.034229 sec): 3 clusters Score: Raw -5298060.509155 + Penalty 3657.389729 = -5294403.119426 nChanged 1458 SP:Iteration 11Q (3437.211348 sec): 3 clusters Score: Raw -5298835.854601 + Penalty 3657.389729 = -5295178.464873 nChanged 1116 SP:Iteration 12Q (3437.390162 sec): 3 clusters Score: Raw -5299343.114741 + Penalty 3657.389729 = -5295685.725012 nChanged 956 SP:Iteration 13Q (3437.563037 sec): 3 clusters Score: Raw -5299689.242373 + Penalty 3657.389729 = -5296031.852645 nChanged 852 SP:Iteration 14Q (3437.737339 sec): 3 clusters Score: Raw -5299963.838010 + Penalty 3657.389729 = -5296306.448281 nChanged 817 SP:Iteration 15Q (3437.896082 sec): 3 clusters Score: Raw -5300220.063183 + Penalty 3657.389729 = -5296562.673454 nChanged 761 SP:Iteration 16Q (3438.068474 sec): 3 clusters Score: Raw -5300450.462922 + Penalty 3657.389729 = -5296793.073193 nChanged 701 SP:Iteration 17Q (3438.237670 sec): 3 clusters Score: Raw -5300663.225557 + Penalty 3657.389729 = -5297005.835828 nChanged 662 SP:Iteration 18Q (3438.406580 sec): 3 clusters Score: Raw -5300871.680966 + Penalty 3657.389729 = -5297214.291237 nChanged 609 SP:Iteration 19Q (3438.573488 sec): 3 clusters Score: Raw -5301059.798778 + Penalty 3657.389729 = -5297402.409049 nChanged 545 SP:Iteration 20F (3438.746936 sec): 3 clusters Score: Raw -5301222.739349 + Penalty 3657.389729 = -5297565.349620 nChanged 501 SP:Iteration 21Q (3438.913374 sec): 3 clusters Score: Raw -5301361.809583 + Penalty 3657.389729 = -5297704.419854 nChanged 445 SP:Iteration 22Q (3439.076124 sec): 3 clusters Score: Raw -5301483.035247 + Penalty 3657.389729 = -5297825.645519 nChanged 401 SP:Iteration 23Q (3439.242601 sec): 3 clusters Score: Raw -5301591.632825 + Penalty 3657.389729 = -5297934.243097 nChanged 379 SP:Iteration 24Q (3439.405241 sec): 3 clusters Score: Raw -5301690.231547 + Penalty 3657.389729 = -5298032.841819 nChanged 299 SP:Iteration 25Q (3439.562074 sec): 3 clusters Score: Raw -5301763.161166 + Penalty 3657.389729 = -5298105.771438 nChanged 263 SP:Iteration 26Q (3439.713350 sec): 3 clusters Score: Raw -5301826.343781 + Penalty 3657.389729 = -5298168.954053 nChanged 235 SP:Iteration 27Q (3439.865397 sec): 3 clusters Score: Raw -5301880.525747 + Penalty 3657.389729 = -5298223.136018 nChanged 227 SP:Iteration 28Q (3440.028655 sec): 3 clusters Score: Raw -5301932.367164 + Penalty 3657.389729 = -5298274.977435 nChanged 204 SP:Iteration 29Q (3440.175045 sec): 3 clusters Score: Raw -5301978.304832 + Penalty 3657.389729 = -5298320.915103 nChanged 168 SP:Iteration 30Q (3440.331525 sec): 3 clusters Score: Raw -5302015.141762 + Penalty 3657.389729 = -5298357.752033 nChanged 175 SP:Iteration 31Q (3440.492385 sec): 3 clusters Score: Raw -5302052.754206 + Penalty 3657.389729 = -5298395.364477 nChanged 139 SP:Iteration 32Q (3440.651060 sec): 3 clusters Score: Raw -5302077.129918 + Penalty 3657.389729 = -5298419.740189 nChanged 115 SP:Iteration 33Q (3440.803889 sec): 3 clusters Score: Raw -5302094.865912 + Penalty 3657.389729 = -5298437.476183 nChanged 77 SP:Iteration 34Q (3440.959616 sec): 3 clusters Score: Raw -5302106.172484 + Penalty 3657.389729 = -5298448.782755 nChanged 57 SP:Iteration 35Q (3441.115965 sec): 3 clusters Score: Raw -5302114.167388 + Penalty 3657.389729 = -5298456.777659 nChanged 48 SP:Iteration 36Q (3441.268118 sec): 3 clusters Score: Raw -5302121.329075 + Penalty 3657.389729 = -5298463.939346 nChanged 41 SP:Iteration 37Q (3441.424245 sec): 3 clusters Score: Raw -5302126.706172 + Penalty 3657.389729 = -5298469.316443 nChanged 31 SP:Iteration 38Q (3441.571592 sec): 3 clusters Score: Raw -5302130.320164 + Penalty 3657.389729 = -5298472.930435 nChanged 30 SP:Iteration 39Q (3441.726100 sec): 3 clusters Score: Raw -5302134.075826 + Penalty 3657.389729 = -5298476.686097 nChanged 32 SP:Iteration 40F (3441.909270 sec): 3 clusters Score: Raw -5302137.116505 + Penalty 3657.389729 = -5298479.726776 nChanged 23 SP:Iteration 41Q (3442.070109 sec): 3 clusters Score: Raw -5302139.385385 + Penalty 3657.389729 = -5298481.995656 nChanged 25 SP:Iteration 42Q (3442.227019 sec): 3 clusters Score: Raw -5302141.601891 + Penalty 3657.389729 = -5298484.212162 nChanged 24 SP:Iteration 43Q (3442.382752 sec): 3 clusters Score: Raw -5302143.356479 + Penalty 3657.389729 = -5298485.966750 nChanged 14 SP:Iteration 44Q (3442.532239 sec): 3 clusters Score: Raw -5302144.319585 + Penalty 3657.389729 = -5298486.929856 nChanged 10 SP:Iteration 45Q (3442.690221 sec): 3 clusters Score: Raw -5302145.103890 + Penalty 3657.389729 = -5298487.714161 nChanged 10 SP:Iteration 46Q (3442.841587 sec): 3 clusters Score: Raw -5302145.784033 + Penalty 3657.389729 = -5298488.394305 nChanged 7 SP:Iteration 47Q (3442.987578 sec): 3 clusters Score: Raw -5302146.114608 + Penalty 3657.389729 = -5298488.724879 nChanged 5 SP:Iteration 48Q (3443.134841 sec): 3 clusters Score: Raw -5302146.340780 + Penalty 3657.389729 = -5298488.951051 nChanged 3 SP:Iteration 49Q (3443.296439 sec): 3 clusters Score: Raw -5302146.427686 + Penalty 3657.389729 = -5298489.037957 nChanged 1 SP:Iteration 50Q (3443.444279 sec): 3 clusters Score: Raw -5302146.439968 + Penalty 3657.389729 = -5298489.050239 nChanged 1 SP:Iteration 51Q (3443.605531 sec): 3 clusters Score: Raw -5302146.466253 + Penalty 3657.389729 = -5298489.076524 nChanged 1 SP:Iteration 52Q (3443.761528 sec): 3 clusters Score: Raw -5302146.538314 + Penalty 3657.389729 = -5298489.148586 nChanged 1 SP:Iteration 53Q (3443.907733 sec): 3 clusters Score: Raw -5302146.645392 + Penalty 3657.389729 = -5298489.255663 nChanged 4 SP:Iteration 54Q (3444.054676 sec): 3 clusters Score: Raw -5302147.018593 + Penalty 3657.389729 = -5298489.628864 nChanged 6 SP:Iteration 55Q (3444.203863 sec): 3 clusters Score: Raw -5302147.993187 + Penalty 3657.389729 = -5298490.603458 nChanged 7 SP:Iteration 56Q (3444.366819 sec): 3 clusters Score: Raw -5302148.904576 + Penalty 3657.389729 = -5298491.514847 nChanged 8 SP:Iteration 57Q (3444.543463 sec): 3 clusters Score: Raw -5302150.002215 + Penalty 3657.389729 = -5298492.612486 nChanged 13 SP:Iteration 58Q (3444.695278 sec): 3 clusters Score: Raw -5302151.253317 + Penalty 3657.389729 = -5298493.863588 nChanged 11 SP:Iteration 59Q (3444.855846 sec): 3 clusters Score: Raw -5302152.348764 + Penalty 3657.389729 = -5298494.959035 nChanged 11 SP:Iteration 60F (3445.033478 sec): 3 clusters Score: Raw -5302153.652795 + Penalty 3657.389729 = -5298496.263066 nChanged 15 SP:Iteration 61Q (3445.191421 sec): 3 clusters Score: Raw -5302155.007829 + Penalty 3657.389729 = -5298497.618101 nChanged 17 SP:Iteration 62Q (3445.344584 sec): 3 clusters Score: Raw -5302156.787601 + Penalty 3657.389729 = -5298499.397872 nChanged 12 SP:Iteration 63Q (3445.478828 sec): 3 clusters Score: Raw -5302158.684212 + Penalty 3657.389729 = -5298501.294484 nChanged 13 SP:Iteration 64Q (3445.633784 sec): 3 clusters Score: Raw -5302159.813194 + Penalty 3657.389729 = -5298502.423465 nChanged 8 SP:Iteration 65Q (3445.793042 sec): 3 clusters Score: Raw -5302160.905920 + Penalty 3657.389729 = -5298503.516192 nChanged 9 SP:Iteration 66Q (3445.949612 sec): 3 clusters Score: Raw -5302162.196391 + Penalty 3657.389729 = -5298504.806662 nChanged 15 SP:Iteration 67Q (3446.094599 sec): 3 clusters Score: Raw -5302163.939713 + Penalty 3657.389729 = -5298506.549985 nChanged 14 SP:Iteration 68Q (3446.253792 sec): 3 clusters Score: Raw -5302165.677882 + Penalty 3657.389729 = -5298508.288153 nChanged 13 SP:Iteration 69Q (3446.399356 sec): 3 clusters Score: Raw -5302166.799510 + Penalty 3657.389729 = -5298509.409781 nChanged 15 SP:Iteration 70Q (3446.557879 sec): 3 clusters Score: Raw -5302168.097406 + Penalty 3657.389729 = -5298510.707677 nChanged 11 SP:Iteration 71Q (3446.709437 sec): 3 clusters Score: Raw -5302168.910867 + Penalty 3657.389729 = -5298511.521138 nChanged 9 SP:Iteration 72Q (3446.861494 sec): 3 clusters Score: Raw -5302169.984449 + Penalty 3657.389729 = -5298512.594720 nChanged 8 SP:Iteration 73Q (3447.016856 sec): 3 clusters Score: Raw -5302170.618302 + Penalty 3657.389729 = -5298513.228573 nChanged 9 SP:Iteration 74Q (3447.165360 sec): 3 clusters Score: Raw -5302171.256916 + Penalty 3657.389729 = -5298513.867187 nChanged 6 SP:Iteration 75Q (3447.325033 sec): 3 clusters Score: Raw -5302171.999741 + Penalty 3657.389729 = -5298514.610012 nChanged 4 SP:Iteration 76Q (3447.483687 sec): 3 clusters Score: Raw -5302172.310306 + Penalty 3657.389729 = -5298514.920577 nChanged 5 SP:Iteration 77Q (3447.628755 sec): 3 clusters Score: Raw -5302172.666755 + Penalty 3657.389729 = -5298515.277026 nChanged 5 SP:Iteration 78Q (3447.786085 sec): 3 clusters Score: Raw -5302173.177034 + Penalty 3657.389729 = -5298515.787305 nChanged 4 SP:Iteration 79Q (3447.935544 sec): 3 clusters Score: Raw -5302173.495795 + Penalty 3657.389729 = -5298516.106066 nChanged 2 SP:Iteration 80F (3448.108339 sec): 3 clusters Score: Raw -5302173.666003 + Penalty 3657.389729 = -5298516.276274 nChanged 1 SP:Iteration 81Q (3448.256249 sec): 3 clusters Score: Raw -5302173.702949 + Penalty 3657.389729 = -5298516.313221 nChanged 3 SP:Iteration 82Q (3448.398834 sec): 3 clusters Score: Raw -5302174.063011 + Penalty 3657.389729 = -5298516.673282 nChanged 6 SP:Iteration 83Q (3448.552584 sec): 3 clusters Score: Raw -5302174.534592 + Penalty 3657.389729 = -5298517.144863 nChanged 5 SP:Iteration 84Q (3448.716167 sec): 3 clusters Score: Raw -5302174.994633 + Penalty 3657.389729 = -5298517.604904 nChanged 3 SP:Iteration 85Q (3448.866580 sec): 3 clusters Score: Raw -5302175.344801 + Penalty 3657.389729 = -5298517.955072 nChanged 5 SP:Iteration 86Q (3449.010621 sec): 3 clusters Score: Raw -5302175.769503 + Penalty 3657.389729 = -5298518.379775 nChanged 5 SP:Iteration 87Q (3449.156082 sec): 3 clusters Score: Raw -5302176.348306 + Penalty 3657.389729 = -5298518.958577 nChanged 6 SP:Iteration 88Q (3449.309444 sec): 3 clusters Score: Raw -5302177.230196 + Penalty 3657.389729 = -5298519.840467 nChanged 9 SP:Iteration 89Q (3449.468491 sec): 3 clusters Score: Raw -5302177.999591 + Penalty 3657.389729 = -5298520.609862 nChanged 8 SP:Iteration 90Q (3449.616958 sec): 3 clusters Score: Raw -5302179.040647 + Penalty 3657.389729 = -5298521.650919 nChanged 10 SP:Iteration 91Q (3449.779455 sec): 3 clusters Score: Raw -5302180.001432 + Penalty 3657.389729 = -5298522.611704 nChanged 5 SP:Iteration 92Q (3449.931308 sec): 3 clusters Score: Raw -5302180.628158 + Penalty 3657.389729 = -5298523.238430 nChanged 8 SP:Iteration 93Q (3450.076112 sec): 3 clusters Score: Raw -5302181.360823 + Penalty 3657.389729 = -5298523.971094 nChanged 5 SP:Iteration 94Q (3450.238284 sec): 3 clusters Score: Raw -5302181.868948 + Penalty 3657.389729 = -5298524.479219 nChanged 3 SP:Iteration 95Q (3450.389877 sec): 3 clusters Score: Raw -5302181.995395 + Penalty 3657.389729 = -5298524.605667 nChanged 1 SP:Iteration 96Q (3450.545064 sec): 3 clusters Score: Raw -5302182.099826 + Penalty 3657.389729 = -5298524.710098 nChanged 2 SP:Iteration 97Q (3450.700534 sec): 3 clusters Score: Raw -5302182.299670 + Penalty 3657.389729 = -5298524.909941 nChanged 2 SP:Iteration 98Q (3450.851640 sec): 3 clusters Score: Raw -5302182.368158 + Penalty 3657.389729 = -5298524.978429 nChanged 0 SP:Iteration 99F (3451.033835 sec): 3 clusters Score: Raw -5302182.368158 + Penalty 3657.389729 = -5298524.978429 nChanged 0 Trying to split cluster 11 (2584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3451.064158 sec): 2 clusters Score: Raw -167521.237302 + Penalty 1276.777753 = -166244.459549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3451.121511 sec): 3 clusters Score: Raw -166320.199186 + Penalty 2553.555506 = -163766.643679 nChanged 967 SP:Iteration 1F (3451.159018 sec): 3 clusters Score: Raw -166899.630161 + Penalty 2553.555506 = -164346.074655 nChanged 201 SP:Iteration 2F (3451.200253 sec): 3 clusters Score: Raw -167038.922210 + Penalty 2553.555506 = -164485.366704 nChanged 134 SP:Iteration 3F (3451.258944 sec): 3 clusters Score: Raw -167117.519680 + Penalty 2553.555506 = -164563.964174 nChanged 107 SP:Iteration 4Q (3451.298987 sec): 3 clusters Score: Raw -167203.478676 + Penalty 2553.555506 = -164649.923170 nChanged 114 SP:Iteration 5Q (3451.352926 sec): 3 clusters Score: Raw -167299.954874 + Penalty 2553.555506 = -164746.399368 nChanged 121 SP:Iteration 6Q (3451.400243 sec): 3 clusters Score: Raw -167414.841637 + Penalty 2553.555506 = -164861.286131 nChanged 121 SP:Iteration 7Q (3451.437494 sec): 3 clusters Score: Raw -167515.113949 + Penalty 2553.555506 = -164961.558443 nChanged 106 SP:Iteration 8Q (3451.488852 sec): 3 clusters Score: Raw -167603.197067 + Penalty 2553.555506 = -165049.641561 nChanged 100 SP:Iteration 9Q (3451.542663 sec): 3 clusters Score: Raw -167687.919364 + Penalty 2553.555506 = -165134.363858 nChanged 79 SP:Iteration 10Q (3451.583929 sec): 3 clusters Score: Raw -167754.809734 + Penalty 2553.555506 = -165201.254228 nChanged 62 SP:Iteration 11Q (3451.627772 sec): 3 clusters Score: Raw -167807.734582 + Penalty 2553.555506 = -165254.179076 nChanged 61 SP:Iteration 12Q (3451.676099 sec): 3 clusters Score: Raw -167857.978705 + Penalty 2553.555506 = -165304.423199 nChanged 43 SP:Iteration 13Q (3451.728278 sec): 3 clusters Score: Raw -167883.713293 + Penalty 2553.555506 = -165330.157787 nChanged 26 SP:Iteration 14Q (3451.776264 sec): 3 clusters Score: Raw -167903.291171 + Penalty 2553.555506 = -165349.735665 nChanged 22 SP:Iteration 15Q (3451.817471 sec): 3 clusters Score: Raw -167920.630755 + Penalty 2553.555506 = -165367.075249 nChanged 14 SP:Iteration 16Q (3451.861981 sec): 3 clusters Score: Raw -167929.860963 + Penalty 2553.555506 = -165376.305457 nChanged 2 SP:Iteration 17Q (3451.905544 sec): 3 clusters Score: Raw -167932.406638 + Penalty 2553.555506 = -165378.851132 nChanged 7 SP:Iteration 18Q (3451.947139 sec): 3 clusters Score: Raw -167936.617257 + Penalty 2553.555506 = -165383.061751 nChanged 6 SP:Iteration 19Q (3451.993803 sec): 3 clusters Score: Raw -167939.967173 + Penalty 2553.555506 = -165386.411667 nChanged 9 SP:Iteration 20F (3452.031701 sec): 3 clusters Score: Raw -167947.027848 + Penalty 2553.555506 = -165393.472342 nChanged 4 SP:Iteration 21Q (3452.071942 sec): 3 clusters Score: Raw -167949.583771 + Penalty 2553.555506 = -165396.028265 nChanged 4 SP:Iteration 22Q (3452.110686 sec): 3 clusters Score: Raw -167951.502809 + Penalty 2553.555506 = -165397.947303 nChanged 3 SP:Iteration 23Q (3452.167892 sec): 3 clusters Score: Raw -167953.497565 + Penalty 2553.555506 = -165399.942059 nChanged 1 SP:Iteration 24Q (3452.207298 sec): 3 clusters Score: Raw -167954.205475 + Penalty 2553.555506 = -165400.649969 nChanged 0 SP:Iteration 25F (3452.257251 sec): 3 clusters Score: Raw -167954.205475 + Penalty 2553.555506 = -165400.649969 nChanged 0 Trying to split cluster 12 (6389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3452.289672 sec): 2 clusters Score: Raw -425188.556746 + Penalty 1423.879119 = -423764.677627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3452.342786 sec): 3 clusters Score: Raw -421806.843567 + Penalty 2847.758238 = -418959.085329 nChanged 2647 SP:Iteration 1F (3452.397344 sec): 3 clusters Score: Raw -423251.271590 + Penalty 2847.758238 = -420403.513351 nChanged 377 SP:Iteration 2F (3452.443387 sec): 3 clusters Score: Raw -423426.477855 + Penalty 2847.758238 = -420578.719617 nChanged 296 SP:Iteration 3Q (3452.501498 sec): 3 clusters Score: Raw -423554.440287 + Penalty 2847.758238 = -420706.682049 nChanged 247 SP:Iteration 4Q (3452.548010 sec): 3 clusters Score: Raw -423679.684149 + Penalty 2847.758238 = -420831.925911 nChanged 232 SP:Iteration 5Q (3452.606720 sec): 3 clusters Score: Raw -423789.693327 + Penalty 2847.758238 = -420941.935088 nChanged 210 SP:Iteration 6Q (3452.658797 sec): 3 clusters Score: Raw -423886.225742 + Penalty 2847.758238 = -421038.467504 nChanged 196 SP:Iteration 7Q (3452.718574 sec): 3 clusters Score: Raw -423966.381281 + Penalty 2847.758238 = -421118.623043 nChanged 171 SP:Iteration 8Q (3452.770416 sec): 3 clusters Score: Raw -424048.629640 + Penalty 2847.758238 = -421200.871402 nChanged 191 SP:Iteration 9Q (3452.813287 sec): 3 clusters Score: Raw -424143.767309 + Penalty 2847.758238 = -421296.009071 nChanged 206 SP:Iteration 10Q (3452.879434 sec): 3 clusters Score: Raw -424253.489190 + Penalty 2847.758238 = -421405.730951 nChanged 201 SP:Iteration 11Q (3452.922015 sec): 3 clusters Score: Raw -424369.274955 + Penalty 2847.758238 = -421521.516716 nChanged 214 SP:Iteration 12Q (3452.981550 sec): 3 clusters Score: Raw -424489.598049 + Penalty 2847.758238 = -421641.839811 nChanged 211 SP:Iteration 13Q (3453.034230 sec): 3 clusters Score: Raw -424602.841652 + Penalty 2847.758238 = -421755.083414 nChanged 180 SP:Iteration 14Q (3453.086281 sec): 3 clusters Score: Raw -424696.395608 + Penalty 2847.758238 = -421848.637370 nChanged 148 SP:Iteration 15Q (3453.144091 sec): 3 clusters Score: Raw -424761.594633 + Penalty 2847.758238 = -421913.836395 nChanged 128 SP:Iteration 16Q (3453.207043 sec): 3 clusters Score: Raw -424811.177637 + Penalty 2847.758238 = -421963.419399 nChanged 113 SP:Iteration 17Q (3453.257907 sec): 3 clusters Score: Raw -424865.153012 + Penalty 2847.758238 = -422017.394774 nChanged 126 SP:Iteration 18Q (3453.314901 sec): 3 clusters Score: Raw -424917.549114 + Penalty 2847.758238 = -422069.790876 nChanged 109 SP:Iteration 19Q (3453.365227 sec): 3 clusters Score: Raw -424962.057946 + Penalty 2847.758238 = -422114.299708 nChanged 104 SP:Iteration 20F (3453.431466 sec): 3 clusters Score: Raw -425002.146999 + Penalty 2847.758238 = -422154.388761 nChanged 93 SP:Iteration 21Q (3453.490320 sec): 3 clusters Score: Raw -425034.927249 + Penalty 2847.758238 = -422187.169011 nChanged 78 SP:Iteration 22Q (3453.535361 sec): 3 clusters Score: Raw -425066.861875 + Penalty 2847.758238 = -422219.103637 nChanged 86 SP:Iteration 23Q (3453.590261 sec): 3 clusters Score: Raw -425094.626460 + Penalty 2847.758238 = -422246.868222 nChanged 66 SP:Iteration 24Q (3453.651270 sec): 3 clusters Score: Raw -425114.413803 + Penalty 2847.758238 = -422266.655564 nChanged 49 SP:Iteration 25Q (3453.703403 sec): 3 clusters Score: Raw -425129.057049 + Penalty 2847.758238 = -422281.298810 nChanged 51 SP:Iteration 26Q (3453.774161 sec): 3 clusters Score: Raw -425144.986168 + Penalty 2847.758238 = -422297.227930 nChanged 43 SP:Iteration 27Q (3453.828820 sec): 3 clusters Score: Raw -425156.542092 + Penalty 2847.758238 = -422308.783854 nChanged 38 SP:Iteration 28Q (3453.886135 sec): 3 clusters Score: Raw -425164.094467 + Penalty 2847.758238 = -422316.336229 nChanged 24 SP:Iteration 29Q (3453.933770 sec): 3 clusters Score: Raw -425168.626395 + Penalty 2847.758238 = -422320.868157 nChanged 24 SP:Iteration 30Q (3454.002203 sec): 3 clusters Score: Raw -425174.391312 + Penalty 2847.758238 = -422326.633074 nChanged 28 SP:Iteration 31Q (3454.059683 sec): 3 clusters Score: Raw -425181.242418 + Penalty 2847.758238 = -422333.484180 nChanged 27 SP:Iteration 32Q (3454.115889 sec): 3 clusters Score: Raw -425188.286058 + Penalty 2847.758238 = -422340.527820 nChanged 34 SP:Iteration 33Q (3454.170548 sec): 3 clusters Score: Raw -425199.307112 + Penalty 2847.758238 = -422351.548874 nChanged 24 SP:Iteration 34Q (3454.225908 sec): 3 clusters Score: Raw -425205.892570 + Penalty 2847.758238 = -422358.134332 nChanged 29 SP:Iteration 35Q (3454.276751 sec): 3 clusters Score: Raw -425213.473304 + Penalty 2847.758238 = -422365.715066 nChanged 25 SP:Iteration 36Q (3454.329274 sec): 3 clusters Score: Raw -425218.910843 + Penalty 2847.758238 = -422371.152605 nChanged 21 SP:Iteration 37Q (3454.389387 sec): 3 clusters Score: Raw -425224.159659 + Penalty 2847.758238 = -422376.401421 nChanged 22 SP:Iteration 38Q (3454.436557 sec): 3 clusters Score: Raw -425229.355162 + Penalty 2847.758238 = -422381.596923 nChanged 17 SP:Iteration 39Q (3454.492530 sec): 3 clusters Score: Raw -425232.364376 + Penalty 2847.758238 = -422384.606138 nChanged 19 SP:Iteration 40F (3454.547059 sec): 3 clusters Score: Raw -425237.181791 + Penalty 2847.758238 = -422389.423553 nChanged 26 SP:Iteration 41Q (3454.611595 sec): 3 clusters Score: Raw -425244.740234 + Penalty 2847.758238 = -422396.981995 nChanged 32 SP:Iteration 42Q (3454.668064 sec): 3 clusters Score: Raw -425252.857886 + Penalty 2847.758238 = -422405.099647 nChanged 32 SP:Iteration 43Q (3454.732485 sec): 3 clusters Score: Raw -425260.115725 + Penalty 2847.758238 = -422412.357487 nChanged 24 SP:Iteration 44Q (3454.780021 sec): 3 clusters Score: Raw -425266.692012 + Penalty 2847.758238 = -422418.933773 nChanged 28 SP:Iteration 45Q (3454.841096 sec): 3 clusters Score: Raw -425274.943602 + Penalty 2847.758238 = -422427.185364 nChanged 29 SP:Iteration 46Q (3454.892820 sec): 3 clusters Score: Raw -425281.740866 + Penalty 2847.758238 = -422433.982628 nChanged 29 SP:Iteration 47Q (3454.950480 sec): 3 clusters Score: Raw -425289.196507 + Penalty 2847.758238 = -422441.438269 nChanged 30 SP:Iteration 48Q (3454.993814 sec): 3 clusters Score: Raw -425296.673463 + Penalty 2847.758238 = -422448.915225 nChanged 26 SP:Iteration 49Q (3455.049582 sec): 3 clusters Score: Raw -425303.098765 + Penalty 2847.758238 = -422455.340526 nChanged 27 SP:Iteration 50Q (3455.106529 sec): 3 clusters Score: Raw -425309.707405 + Penalty 2847.758238 = -422461.949167 nChanged 35 SP:Iteration 51Q (3455.161516 sec): 3 clusters Score: Raw -425317.618352 + Penalty 2847.758238 = -422469.860114 nChanged 30 SP:Iteration 52Q (3455.227119 sec): 3 clusters Score: Raw -425325.851726 + Penalty 2847.758238 = -422478.093488 nChanged 29 SP:Iteration 53Q (3455.275141 sec): 3 clusters Score: Raw -425332.993498 + Penalty 2847.758238 = -422485.235260 nChanged 27 SP:Iteration 54Q (3455.325111 sec): 3 clusters Score: Raw -425343.448828 + Penalty 2847.758238 = -422495.690590 nChanged 35 SP:Iteration 55Q (3455.383966 sec): 3 clusters Score: Raw -425354.149483 + Penalty 2847.758238 = -422506.391245 nChanged 40 SP:Iteration 56Q (3455.444579 sec): 3 clusters Score: Raw -425365.027833 + Penalty 2847.758238 = -422517.269595 nChanged 36 SP:Iteration 57Q (3455.498187 sec): 3 clusters Score: Raw -425375.368671 + Penalty 2847.758238 = -422527.610433 nChanged 27 SP:Iteration 58Q (3455.552335 sec): 3 clusters Score: Raw -425382.205755 + Penalty 2847.758238 = -422534.447517 nChanged 29 SP:Iteration 59Q (3455.612320 sec): 3 clusters Score: Raw -425390.523051 + Penalty 2847.758238 = -422542.764813 nChanged 33 SP:Iteration 60F (3455.656032 sec): 3 clusters Score: Raw -425400.836252 + Penalty 2847.758238 = -422553.078014 nChanged 40 SP:Iteration 61Q (3455.711362 sec): 3 clusters Score: Raw -425411.066363 + Penalty 2847.758238 = -422563.308125 nChanged 19 SP:Iteration 62Q (3455.775077 sec): 3 clusters Score: Raw -425416.783012 + Penalty 2847.758238 = -422569.024774 nChanged 27 SP:Iteration 63Q (3455.818426 sec): 3 clusters Score: Raw -425423.602413 + Penalty 2847.758238 = -422575.844175 nChanged 30 SP:Iteration 64Q (3455.877061 sec): 3 clusters Score: Raw -425434.003883 + Penalty 2847.758238 = -422586.245645 nChanged 39 SP:Iteration 65Q (3455.936751 sec): 3 clusters Score: Raw -425445.676273 + Penalty 2847.758238 = -422597.918035 nChanged 30 SP:Iteration 66Q (3455.997027 sec): 3 clusters Score: Raw -425454.156363 + Penalty 2847.758238 = -422606.398125 nChanged 33 SP:Iteration 67Q (3456.055981 sec): 3 clusters Score: Raw -425463.127495 + Penalty 2847.758238 = -422615.369256 nChanged 26 SP:Iteration 68Q (3456.113880 sec): 3 clusters Score: Raw -425469.156817 + Penalty 2847.758238 = -422621.398578 nChanged 23 SP:Iteration 69Q (3456.170645 sec): 3 clusters Score: Raw -425474.644325 + Penalty 2847.758238 = -422626.886087 nChanged 28 SP:Iteration 70Q (3456.221305 sec): 3 clusters Score: Raw -425479.096188 + Penalty 2847.758238 = -422631.337950 nChanged 19 SP:Iteration 71Q (3456.264776 sec): 3 clusters Score: Raw -425482.709520 + Penalty 2847.758238 = -422634.951282 nChanged 15 SP:Iteration 72Q (3456.328755 sec): 3 clusters Score: Raw -425486.685083 + Penalty 2847.758238 = -422638.926845 nChanged 18 SP:Iteration 73Q (3456.377423 sec): 3 clusters Score: Raw -425491.492150 + Penalty 2847.758238 = -422643.733912 nChanged 17 SP:Iteration 74Q (3456.432523 sec): 3 clusters Score: Raw -425495.626426 + Penalty 2847.758238 = -422647.868188 nChanged 17 SP:Iteration 75Q (3456.487583 sec): 3 clusters Score: Raw -425500.308243 + Penalty 2847.758238 = -422652.550005 nChanged 15 SP:Iteration 76Q (3456.552741 sec): 3 clusters Score: Raw -425504.241666 + Penalty 2847.758238 = -422656.483427 nChanged 14 SP:Iteration 77Q (3456.601583 sec): 3 clusters Score: Raw -425506.679644 + Penalty 2847.758238 = -422658.921406 nChanged 11 SP:Iteration 78Q (3456.656059 sec): 3 clusters Score: Raw -425509.341871 + Penalty 2847.758238 = -422661.583633 nChanged 12 SP:Iteration 79Q (3456.712986 sec): 3 clusters Score: Raw -425512.100421 + Penalty 2847.758238 = -422664.342183 nChanged 13 SP:Iteration 80F (3456.767747 sec): 3 clusters Score: Raw -425517.126840 + Penalty 2847.758238 = -422669.368601 nChanged 18 SP:Iteration 81Q (3456.817669 sec): 3 clusters Score: Raw -425525.502865 + Penalty 2847.758238 = -422677.744627 nChanged 27 SP:Iteration 82Q (3456.878831 sec): 3 clusters Score: Raw -425533.337597 + Penalty 2847.758238 = -422685.579359 nChanged 22 SP:Iteration 83Q (3456.933960 sec): 3 clusters Score: Raw -425540.022332 + Penalty 2847.758238 = -422692.264094 nChanged 27 SP:Iteration 84Q (3456.981619 sec): 3 clusters Score: Raw -425548.882077 + Penalty 2847.758238 = -422701.123839 nChanged 26 SP:Iteration 85Q (3457.045808 sec): 3 clusters Score: Raw -425557.069829 + Penalty 2847.758238 = -422709.311591 nChanged 28 SP:Iteration 86Q (3457.104929 sec): 3 clusters Score: Raw -425565.091369 + Penalty 2847.758238 = -422717.333130 nChanged 21 SP:Iteration 87Q (3457.158932 sec): 3 clusters Score: Raw -425569.576408 + Penalty 2847.758238 = -422721.818170 nChanged 14 SP:Iteration 88Q (3457.220623 sec): 3 clusters Score: Raw -425572.366269 + Penalty 2847.758238 = -422724.608031 nChanged 15 SP:Iteration 89Q (3457.270198 sec): 3 clusters Score: Raw -425576.256248 + Penalty 2847.758238 = -422728.498009 nChanged 12 SP:Iteration 90Q (3457.329767 sec): 3 clusters Score: Raw -425580.345188 + Penalty 2847.758238 = -422732.586950 nChanged 21 SP:Iteration 91Q (3457.387710 sec): 3 clusters Score: Raw -425586.716358 + Penalty 2847.758238 = -422738.958120 nChanged 15 SP:Iteration 92Q (3457.442073 sec): 3 clusters Score: Raw -425590.365995 + Penalty 2847.758238 = -422742.607757 nChanged 12 SP:Iteration 93Q (3457.503137 sec): 3 clusters Score: Raw -425592.446842 + Penalty 2847.758238 = -422744.688604 nChanged 9 SP:Iteration 94Q (3457.545735 sec): 3 clusters Score: Raw -425594.251497 + Penalty 2847.758238 = -422746.493259 nChanged 14 SP:Iteration 95Q (3457.607021 sec): 3 clusters Score: Raw -425597.144646 + Penalty 2847.758238 = -422749.386408 nChanged 12 SP:Iteration 96Q (3457.660482 sec): 3 clusters Score: Raw -425599.229835 + Penalty 2847.758238 = -422751.471597 nChanged 11 SP:Iteration 97Q (3457.716171 sec): 3 clusters Score: Raw -425601.551400 + Penalty 2847.758238 = -422753.793162 nChanged 9 SP:Iteration 98Q (3457.767839 sec): 3 clusters Score: Raw -425603.048646 + Penalty 2847.758238 = -422755.290408 nChanged 4 SP:Iteration 99Q (3457.828889 sec): 3 clusters Score: Raw -425603.808979 + Penalty 2847.758238 = -422756.050741 nChanged 6 SP:Iteration 100F (3457.886273 sec): 3 clusters Score: Raw -425604.837480 + Penalty 2847.758238 = -422757.079241 nChanged 4 SP:Iteration 101Q (3457.942893 sec): 3 clusters Score: Raw -425605.545756 + Penalty 2847.758238 = -422757.787518 nChanged 5 SP:Iteration 102Q (3457.995317 sec): 3 clusters Score: Raw -425606.774416 + Penalty 2847.758238 = -422759.016178 nChanged 3 SP:Iteration 103Q (3458.053645 sec): 3 clusters Score: Raw -425607.410158 + Penalty 2847.758238 = -422759.651920 nChanged 5 SP:Iteration 104Q (3458.112213 sec): 3 clusters Score: Raw -425608.060411 + Penalty 2847.758238 = -422760.302172 nChanged 3 SP:Iteration 105Q (3458.164032 sec): 3 clusters Score: Raw -425608.576486 + Penalty 2847.758238 = -422760.818248 nChanged 3 SP:Iteration 106Q (3458.221545 sec): 3 clusters Score: Raw -425609.058180 + Penalty 2847.758238 = -422761.299942 nChanged 8 SP:Iteration 107Q (3458.262279 sec): 3 clusters Score: Raw -425610.529911 + Penalty 2847.758238 = -422762.771673 nChanged 2 SP:Iteration 108Q (3458.314877 sec): 3 clusters Score: Raw -425610.867970 + Penalty 2847.758238 = -422763.109732 nChanged 2 SP:Iteration 109Q (3458.370085 sec): 3 clusters Score: Raw -425611.602064 + Penalty 2847.758238 = -422763.843825 nChanged 5 SP:Iteration 110Q (3458.433607 sec): 3 clusters Score: Raw -425612.436610 + Penalty 2847.758238 = -422764.678372 nChanged 3 SP:Iteration 111Q (3458.484284 sec): 3 clusters Score: Raw -425613.159833 + Penalty 2847.758238 = -422765.401595 nChanged 4 SP:Iteration 112Q (3458.539135 sec): 3 clusters Score: Raw -425613.834266 + Penalty 2847.758238 = -422766.076027 nChanged 1 SP:Iteration 113Q (3458.586658 sec): 3 clusters Score: Raw -425614.072159 + Penalty 2847.758238 = -422766.313921 nChanged 1 SP:Iteration 114Q (3458.649885 sec): 3 clusters Score: Raw -425614.228431 + Penalty 2847.758238 = -422766.470193 nChanged 2 SP:Iteration 115Q (3458.707413 sec): 3 clusters Score: Raw -425614.623068 + Penalty 2847.758238 = -422766.864830 nChanged 1 SP:Iteration 116Q (3458.755423 sec): 3 clusters Score: Raw -425614.859464 + Penalty 2847.758238 = -422767.101226 nChanged 1 SP:Iteration 117Q (3458.813659 sec): 3 clusters Score: Raw -425615.152167 + Penalty 2847.758238 = -422767.393929 nChanged 1 SP:Iteration 118Q (3458.855660 sec): 3 clusters Score: Raw -425615.336021 + Penalty 2847.758238 = -422767.577783 nChanged 0 SP:Iteration 119F (3458.909105 sec): 3 clusters Score: Raw -425615.336021 + Penalty 2847.758238 = -422767.577783 nChanged 0 Trying to split cluster 13 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3458.932055 sec): 2 clusters Score: Raw -17605.844916 + Penalty 979.595260 = -16626.249657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3458.984755 sec): 3 clusters Score: Raw -17650.292672 + Penalty 1959.190519 = -15691.102153 nChanged 97 SP:Iteration 1F (3459.026816 sec): 3 clusters Score: Raw -17872.476240 + Penalty 1959.190519 = -15913.285721 nChanged 36 SP:Iteration 2F (3459.067801 sec): 3 clusters Score: Raw -17974.183008 + Penalty 1959.190519 = -16014.992488 nChanged 25 SP:Iteration 3F (3459.103728 sec): 3 clusters Score: Raw -18064.675581 + Penalty 1959.190519 = -16105.485062 nChanged 21 SP:Iteration 4F (3459.136245 sec): 3 clusters Score: Raw -18109.727788 + Penalty 1959.190519 = -16150.537269 nChanged 12 SP:Iteration 5Q (3459.183218 sec): 3 clusters Score: Raw -18147.918094 + Penalty 1959.190519 = -16188.727575 nChanged 13 SP:Iteration 6Q (3459.228415 sec): 3 clusters Score: Raw -18180.818304 + Penalty 1959.190519 = -16221.627785 nChanged 6 SP:Iteration 7Q (3459.275962 sec): 3 clusters Score: Raw -18191.688915 + Penalty 1959.190519 = -16232.498396 nChanged 5 SP:Iteration 8Q (3459.308681 sec): 3 clusters Score: Raw -18204.395138 + Penalty 1959.190519 = -16245.204619 nChanged 1 SP:Iteration 9Q (3459.349492 sec): 3 clusters Score: Raw -18214.150740 + Penalty 1959.190519 = -16254.960221 nChanged 1 SP:Iteration 10Q (3459.395880 sec): 3 clusters Score: Raw -18220.835980 + Penalty 1959.190519 = -16261.645461 nChanged 4 SP:Iteration 11Q (3459.433379 sec): 3 clusters Score: Raw -18231.664262 + Penalty 1959.190519 = -16272.473742 nChanged 0 SP:Iteration 12F (3459.477644 sec): 3 clusters Score: Raw -18231.664262 + Penalty 1959.190519 = -16272.473742 nChanged 0 Trying to split cluster 14 (55481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3459.563461 sec): 2 clusters Score: Raw -3563652.569695 + Penalty 1775.116834 = -3561877.452861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3459.695989 sec): 3 clusters Score: Raw -3528489.023041 + Penalty 3550.233667 = -3524938.789373 nChanged 26003 SP:Iteration 1F (3459.840680 sec): 3 clusters Score: Raw -3543992.580174 + Penalty 3550.233667 = -3540442.346507 nChanged 2705 SP:Iteration 2Q (3459.989527 sec): 3 clusters Score: Raw -3545182.080210 + Penalty 3550.233667 = -3541631.846543 nChanged 2970 SP:Iteration 3F (3460.121366 sec): 3 clusters Score: Raw -3546715.797116 + Penalty 3550.233667 = -3543165.563448 nChanged 3317 SP:Iteration 4F (3460.259491 sec): 3 clusters Score: Raw -3548694.171121 + Penalty 3550.233667 = -3545143.937454 nChanged 3545 SP:Iteration 5F (3460.389040 sec): 3 clusters Score: Raw -3550970.931441 + Penalty 3550.233667 = -3547420.697774 nChanged 3519 SP:Iteration 6F (3460.530183 sec): 3 clusters Score: Raw -3553403.265247 + Penalty 3550.233667 = -3549853.031579 nChanged 3259 SP:Iteration 7F (3460.674174 sec): 3 clusters Score: Raw -3555684.559646 + Penalty 3550.233667 = -3552134.325979 nChanged 2857 SP:Iteration 8F (3460.808811 sec): 3 clusters Score: Raw -3557515.222088 + Penalty 3550.233667 = -3553964.988421 nChanged 2348 SP:Iteration 9Q (3460.955018 sec): 3 clusters Score: Raw -3558724.482980 + Penalty 3550.233667 = -3555174.249313 nChanged 1772 SP:Iteration 10Q (3461.090002 sec): 3 clusters Score: Raw -3559514.023240 + Penalty 3550.233667 = -3555963.789573 nChanged 1396 SP:Iteration 11Q (3461.218425 sec): 3 clusters Score: Raw -3560065.128618 + Penalty 3550.233667 = -3556514.894951 nChanged 1183 SP:Iteration 12Q (3461.369617 sec): 3 clusters Score: Raw -3560452.219870 + Penalty 3550.233667 = -3556901.986202 nChanged 912 SP:Iteration 13Q (3461.503848 sec): 3 clusters Score: Raw -3560725.129434 + Penalty 3550.233667 = -3557174.895766 nChanged 820 SP:Iteration 14Q (3461.653577 sec): 3 clusters Score: Raw -3560952.950899 + Penalty 3550.233667 = -3557402.717232 nChanged 749 SP:Iteration 15Q (3461.787859 sec): 3 clusters Score: Raw -3561139.405975 + Penalty 3550.233667 = -3557589.172308 nChanged 624 SP:Iteration 16Q (3461.930676 sec): 3 clusters Score: Raw -3561281.350767 + Penalty 3550.233667 = -3557731.117100 nChanged 601 SP:Iteration 17Q (3462.076769 sec): 3 clusters Score: Raw -3561398.549200 + Penalty 3550.233667 = -3557848.315533 nChanged 504 SP:Iteration 18Q (3462.217959 sec): 3 clusters Score: Raw -3561486.278942 + Penalty 3550.233667 = -3557936.045275 nChanged 442 SP:Iteration 19Q (3462.348487 sec): 3 clusters Score: Raw -3561557.047802 + Penalty 3550.233667 = -3558006.814135 nChanged 413 SP:Iteration 20F (3462.485423 sec): 3 clusters Score: Raw -3561623.022133 + Penalty 3550.233667 = -3558072.788466 nChanged 396 SP:Iteration 21Q (3462.621237 sec): 3 clusters Score: Raw -3561676.586235 + Penalty 3550.233667 = -3558126.352568 nChanged 322 SP:Iteration 22Q (3462.769788 sec): 3 clusters Score: Raw -3561715.376794 + Penalty 3550.233667 = -3558165.143126 nChanged 283 SP:Iteration 23Q (3462.906246 sec): 3 clusters Score: Raw -3561746.480847 + Penalty 3550.233667 = -3558196.247180 nChanged 247 SP:Iteration 24Q (3463.051644 sec): 3 clusters Score: Raw -3561772.304202 + Penalty 3550.233667 = -3558222.070534 nChanged 243 SP:Iteration 25Q (3463.197373 sec): 3 clusters Score: Raw -3561796.793215 + Penalty 3550.233667 = -3558246.559547 nChanged 200 SP:Iteration 26Q (3463.333748 sec): 3 clusters Score: Raw -3561812.539112 + Penalty 3550.233667 = -3558262.305445 nChanged 155 SP:Iteration 27Q (3463.478787 sec): 3 clusters Score: Raw -3561822.347153 + Penalty 3550.233667 = -3558272.113486 nChanged 125 SP:Iteration 28Q (3463.614054 sec): 3 clusters Score: Raw -3561829.823987 + Penalty 3550.233667 = -3558279.590320 nChanged 105 SP:Iteration 29Q (3463.765432 sec): 3 clusters Score: Raw -3561835.707108 + Penalty 3550.233667 = -3558285.473441 nChanged 105 SP:Iteration 30Q (3463.895008 sec): 3 clusters Score: Raw -3561841.113091 + Penalty 3550.233667 = -3558290.879424 nChanged 90 SP:Iteration 31Q (3464.045790 sec): 3 clusters Score: Raw -3561847.264730 + Penalty 3550.233667 = -3558297.031063 nChanged 107 SP:Iteration 32Q (3464.178330 sec): 3 clusters Score: Raw -3561853.765799 + Penalty 3550.233667 = -3558303.532132 nChanged 99 SP:Iteration 33Q (3464.321212 sec): 3 clusters Score: Raw -3561859.482941 + Penalty 3550.233667 = -3558309.249274 nChanged 104 SP:Iteration 34Q (3464.453673 sec): 3 clusters Score: Raw -3561865.260545 + Penalty 3550.233667 = -3558315.026878 nChanged 94 SP:Iteration 35Q (3464.593495 sec): 3 clusters Score: Raw -3561870.285769 + Penalty 3550.233667 = -3558320.052102 nChanged 89 SP:Iteration 36Q (3464.732321 sec): 3 clusters Score: Raw -3561874.673597 + Penalty 3550.233667 = -3558324.439930 nChanged 86 SP:Iteration 37Q (3464.878214 sec): 3 clusters Score: Raw -3561879.344953 + Penalty 3550.233667 = -3558329.111286 nChanged 84 SP:Iteration 38Q (3465.017251 sec): 3 clusters Score: Raw -3561883.845972 + Penalty 3550.233667 = -3558333.612305 nChanged 83 SP:Iteration 39Q (3465.148472 sec): 3 clusters Score: Raw -3561888.103522 + Penalty 3550.233667 = -3558337.869855 nChanged 68 SP:Iteration 40F (3465.277329 sec): 3 clusters Score: Raw -3561891.516693 + Penalty 3550.233667 = -3558341.283026 nChanged 79 SP:Iteration 41Q (3465.412541 sec): 3 clusters Score: Raw -3561894.841230 + Penalty 3550.233667 = -3558344.607563 nChanged 56 SP:Iteration 42Q (3465.545506 sec): 3 clusters Score: Raw -3561897.226595 + Penalty 3550.233667 = -3558346.992928 nChanged 58 SP:Iteration 43Q (3465.692339 sec): 3 clusters Score: Raw -3561899.639316 + Penalty 3550.233667 = -3558349.405648 nChanged 63 SP:Iteration 44Q (3465.826683 sec): 3 clusters Score: Raw -3561902.249840 + Penalty 3550.233667 = -3558352.016173 nChanged 54 SP:Iteration 45Q (3465.964720 sec): 3 clusters Score: Raw -3561905.096273 + Penalty 3550.233667 = -3558354.862606 nChanged 68 SP:Iteration 46Q (3466.114038 sec): 3 clusters Score: Raw -3561908.095307 + Penalty 3550.233667 = -3558357.861640 nChanged 71 SP:Iteration 47Q (3466.258952 sec): 3 clusters Score: Raw -3561911.404519 + Penalty 3550.233667 = -3558361.170852 nChanged 61 SP:Iteration 48Q (3466.387351 sec): 3 clusters Score: Raw -3561914.098659 + Penalty 3550.233667 = -3558363.864992 nChanged 58 SP:Iteration 49Q (3466.515382 sec): 3 clusters Score: Raw -3561916.499695 + Penalty 3550.233667 = -3558366.266028 nChanged 52 SP:Iteration 50Q (3466.652936 sec): 3 clusters Score: Raw -3561918.621769 + Penalty 3550.233667 = -3558368.388102 nChanged 48 SP:Iteration 51Q (3466.789703 sec): 3 clusters Score: Raw -3561920.561056 + Penalty 3550.233667 = -3558370.327389 nChanged 43 SP:Iteration 52Q (3466.927939 sec): 3 clusters Score: Raw -3561922.242842 + Penalty 3550.233667 = -3558372.009175 nChanged 31 SP:Iteration 53Q (3467.059501 sec): 3 clusters Score: Raw -3561923.617626 + Penalty 3550.233667 = -3558373.383958 nChanged 37 SP:Iteration 54Q (3467.204597 sec): 3 clusters Score: Raw -3561925.181446 + Penalty 3550.233667 = -3558374.947778 nChanged 41 SP:Iteration 55Q (3467.350599 sec): 3 clusters Score: Raw -3561926.776597 + Penalty 3550.233667 = -3558376.542930 nChanged 46 SP:Iteration 56Q (3467.485543 sec): 3 clusters Score: Raw -3561928.586744 + Penalty 3550.233667 = -3558378.353077 nChanged 39 SP:Iteration 57Q (3467.623074 sec): 3 clusters Score: Raw -3561930.091701 + Penalty 3550.233667 = -3558379.858034 nChanged 45 SP:Iteration 58Q (3467.765953 sec): 3 clusters Score: Raw -3561931.696064 + Penalty 3550.233667 = -3558381.462397 nChanged 42 SP:Iteration 59Q (3467.909839 sec): 3 clusters Score: Raw -3561933.180550 + Penalty 3550.233667 = -3558382.946883 nChanged 37 SP:Iteration 60F (3468.038794 sec): 3 clusters Score: Raw -3561934.235822 + Penalty 3550.233667 = -3558384.002155 nChanged 28 SP:Iteration 61Q (3468.185941 sec): 3 clusters Score: Raw -3561935.234007 + Penalty 3550.233667 = -3558385.000340 nChanged 32 SP:Iteration 62Q (3468.331954 sec): 3 clusters Score: Raw -3561936.824480 + Penalty 3550.233667 = -3558386.590813 nChanged 39 SP:Iteration 63Q (3468.463636 sec): 3 clusters Score: Raw -3561938.448182 + Penalty 3550.233667 = -3558388.214515 nChanged 41 SP:Iteration 64Q (3468.598030 sec): 3 clusters Score: Raw -3561940.254332 + Penalty 3550.233667 = -3558390.020665 nChanged 62 SP:Iteration 65Q (3468.737688 sec): 3 clusters Score: Raw -3561943.074240 + Penalty 3550.233667 = -3558392.840573 nChanged 54 SP:Iteration 66Q (3468.876001 sec): 3 clusters Score: Raw -3561946.186896 + Penalty 3550.233667 = -3558395.953229 nChanged 60 SP:Iteration 67Q (3469.010135 sec): 3 clusters Score: Raw -3561949.434105 + Penalty 3550.233667 = -3558399.200438 nChanged 81 SP:Iteration 68Q (3469.144428 sec): 3 clusters Score: Raw -3561954.103681 + Penalty 3550.233667 = -3558403.870014 nChanged 82 SP:Iteration 69Q (3469.277313 sec): 3 clusters Score: Raw -3561959.238837 + Penalty 3550.233667 = -3558409.005170 nChanged 86 SP:Iteration 70Q (3469.421826 sec): 3 clusters Score: Raw -3561964.330516 + Penalty 3550.233667 = -3558414.096849 nChanged 94 SP:Iteration 71Q (3469.559274 sec): 3 clusters Score: Raw -3561970.128717 + Penalty 3550.233667 = -3558419.895050 nChanged 101 SP:Iteration 72Q (3469.699592 sec): 3 clusters Score: Raw -3561976.323993 + Penalty 3550.233667 = -3558426.090326 nChanged 109 SP:Iteration 73Q (3469.845691 sec): 3 clusters Score: Raw -3561983.757334 + Penalty 3550.233667 = -3558433.523667 nChanged 120 SP:Iteration 74Q (3469.980964 sec): 3 clusters Score: Raw -3561992.602730 + Penalty 3550.233667 = -3558442.369063 nChanged 138 SP:Iteration 75Q (3470.117302 sec): 3 clusters Score: Raw -3562002.885188 + Penalty 3550.233667 = -3558452.651521 nChanged 165 SP:Iteration 76Q (3470.248757 sec): 3 clusters Score: Raw -3562016.200160 + Penalty 3550.233667 = -3558465.966493 nChanged 177 SP:Iteration 77Q (3470.385247 sec): 3 clusters Score: Raw -3562032.209349 + Penalty 3550.233667 = -3558481.975681 nChanged 198 SP:Iteration 78Q (3470.517544 sec): 3 clusters Score: Raw -3562051.053809 + Penalty 3550.233667 = -3558500.820142 nChanged 202 SP:Iteration 79Q (3470.659181 sec): 3 clusters Score: Raw -3562072.697843 + Penalty 3550.233667 = -3558522.464176 nChanged 231 SP:Iteration 80F (3470.799580 sec): 3 clusters Score: Raw -3562098.193742 + Penalty 3550.233667 = -3558547.960075 nChanged 244 SP:Iteration 81Q (3470.935070 sec): 3 clusters Score: Raw -3562127.725298 + Penalty 3550.233667 = -3558577.491631 nChanged 260 SP:Iteration 82Q (3471.067142 sec): 3 clusters Score: Raw -3562158.058612 + Penalty 3550.233667 = -3558607.824945 nChanged 258 SP:Iteration 83Q (3471.207342 sec): 3 clusters Score: Raw -3562187.622601 + Penalty 3550.233667 = -3558637.388934 nChanged 274 SP:Iteration 84Q (3471.350567 sec): 3 clusters Score: Raw -3562221.124982 + Penalty 3550.233667 = -3558670.891315 nChanged 290 SP:Iteration 85Q (3471.489862 sec): 3 clusters Score: Raw -3562259.160374 + Penalty 3550.233667 = -3558708.926707 nChanged 310 SP:Iteration 86Q (3471.620126 sec): 3 clusters Score: Raw -3562300.765590 + Penalty 3550.233667 = -3558750.531923 nChanged 299 SP:Iteration 87Q (3471.749142 sec): 3 clusters Score: Raw -3562339.017791 + Penalty 3550.233667 = -3558788.784123 nChanged 296 SP:Iteration 88Q (3471.882560 sec): 3 clusters Score: Raw -3562375.525439 + Penalty 3550.233667 = -3558825.291772 nChanged 314 SP:Iteration 89Q (3472.012816 sec): 3 clusters Score: Raw -3562418.849827 + Penalty 3550.233667 = -3558868.616160 nChanged 327 SP:Iteration 90Q (3472.151387 sec): 3 clusters Score: Raw -3562469.181772 + Penalty 3550.233667 = -3558918.948105 nChanged 345 SP:Iteration 91Q (3472.291122 sec): 3 clusters Score: Raw -3562525.196863 + Penalty 3550.233667 = -3558974.963196 nChanged 333 SP:Iteration 92Q (3472.429514 sec): 3 clusters Score: Raw -3562576.268686 + Penalty 3550.233667 = -3559026.035019 nChanged 343 SP:Iteration 93Q (3472.558878 sec): 3 clusters Score: Raw -3562626.952189 + Penalty 3550.233667 = -3559076.718522 nChanged 327 SP:Iteration 94Q (3472.698689 sec): 3 clusters Score: Raw -3562676.530042 + Penalty 3550.233667 = -3559126.296375 nChanged 356 SP:Iteration 95Q (3472.837626 sec): 3 clusters Score: Raw -3562738.999382 + Penalty 3550.233667 = -3559188.765715 nChanged 355 SP:Iteration 96Q (3472.972094 sec): 3 clusters Score: Raw -3562798.443137 + Penalty 3550.233667 = -3559248.209470 nChanged 363 SP:Iteration 97Q (3473.110808 sec): 3 clusters Score: Raw -3562867.598222 + Penalty 3550.233667 = -3559317.364554 nChanged 397 SP:Iteration 98Q (3473.249589 sec): 3 clusters Score: Raw -3562945.361577 + Penalty 3550.233667 = -3559395.127910 nChanged 387 SP:Iteration 99Q (3473.406262 sec): 3 clusters Score: Raw -3563018.008356 + Penalty 3550.233667 = -3559467.774689 nChanged 367 SP:Iteration 100F (3473.548160 sec): 3 clusters Score: Raw -3563087.822441 + Penalty 3550.233667 = -3559537.588774 nChanged 351 SP:Iteration 101Q (3473.683907 sec): 3 clusters Score: Raw -3563153.015074 + Penalty 3550.233667 = -3559602.781407 nChanged 367 SP:Iteration 102Q (3473.824082 sec): 3 clusters Score: Raw -3563227.413110 + Penalty 3550.233667 = -3559677.179442 nChanged 399 SP:Iteration 103Q (3473.949535 sec): 3 clusters Score: Raw -3563311.497333 + Penalty 3550.233667 = -3559761.263666 nChanged 370 SP:Iteration 104Q (3474.088033 sec): 3 clusters Score: Raw -3563391.751662 + Penalty 3550.233667 = -3559841.517995 nChanged 371 SP:Iteration 105Q (3474.221248 sec): 3 clusters Score: Raw -3563477.337516 + Penalty 3550.233667 = -3559927.103849 nChanged 375 SP:Iteration 106Q (3474.358974 sec): 3 clusters Score: Raw -3563564.847966 + Penalty 3550.233667 = -3560014.614299 nChanged 383 SP:Iteration 107Q (3474.486545 sec): 3 clusters Score: Raw -3563657.909136 + Penalty 3550.233667 = -3560107.675469 nChanged 341 SP:Iteration 108Q (3474.613712 sec): 3 clusters Score: Raw -3563734.237546 + Penalty 3550.233667 = -3560184.003879 nChanged 304 SP:Iteration 109Q (3474.739147 sec): 3 clusters Score: Raw -3563802.829490 + Penalty 3550.233667 = -3560252.595823 nChanged 304 SP:Iteration 110Q (3474.861712 sec): 3 clusters Score: Raw -3563870.015851 + Penalty 3550.233667 = -3560319.782184 nChanged 267 SP:Iteration 111Q (3474.993719 sec): 3 clusters Score: Raw -3563927.189838 + Penalty 3550.233667 = -3560376.956171 nChanged 237 SP:Iteration 112Q (3475.117693 sec): 3 clusters Score: Raw -3563973.128155 + Penalty 3550.233667 = -3560422.894488 nChanged 193 SP:Iteration 113Q (3475.254108 sec): 3 clusters Score: Raw -3564006.338686 + Penalty 3550.233667 = -3560456.105019 nChanged 176 SP:Iteration 114Q (3475.381630 sec): 3 clusters Score: Raw -3564040.200652 + Penalty 3550.233667 = -3560489.966984 nChanged 170 SP:Iteration 115Q (3475.506723 sec): 3 clusters Score: Raw -3564073.369362 + Penalty 3550.233667 = -3560523.135695 nChanged 143 SP:Iteration 116Q (3475.647239 sec): 3 clusters Score: Raw -3564097.798183 + Penalty 3550.233667 = -3560547.564516 nChanged 120 SP:Iteration 117Q (3475.766552 sec): 3 clusters Score: Raw -3564118.088899 + Penalty 3550.233667 = -3560567.855231 nChanged 120 SP:Iteration 118Q (3475.900975 sec): 3 clusters Score: Raw -3564136.838994 + Penalty 3550.233667 = -3560586.605327 nChanged 101 SP:Iteration 119Q (3476.025823 sec): 3 clusters Score: Raw -3564151.887013 + Penalty 3550.233667 = -3560601.653346 nChanged 81 SP:Iteration 120F (3476.164055 sec): 3 clusters Score: Raw -3564163.289052 + Penalty 3550.233667 = -3560613.055385 nChanged 73 SP:Iteration 121Q (3476.299037 sec): 3 clusters Score: Raw -3564175.016604 + Penalty 3550.233667 = -3560624.782937 nChanged 85 SP:Iteration 122Q (3476.428688 sec): 3 clusters Score: Raw -3564187.111784 + Penalty 3550.233667 = -3560636.878117 nChanged 66 SP:Iteration 123Q (3476.554589 sec): 3 clusters Score: Raw -3564197.074239 + Penalty 3550.233667 = -3560646.840572 nChanged 53 SP:Iteration 124Q (3476.668538 sec): 3 clusters Score: Raw -3564205.134008 + Penalty 3550.233667 = -3560654.900340 nChanged 64 SP:Iteration 125Q (3476.800417 sec): 3 clusters Score: Raw -3564215.332057 + Penalty 3550.233667 = -3560665.098390 nChanged 47 SP:Iteration 126Q (3476.919107 sec): 3 clusters Score: Raw -3564222.170765 + Penalty 3550.233667 = -3560671.937098 nChanged 36 SP:Iteration 127Q (3477.054605 sec): 3 clusters Score: Raw -3564227.507656 + Penalty 3550.233667 = -3560677.273988 nChanged 40 SP:Iteration 128Q (3477.176733 sec): 3 clusters Score: Raw -3564232.608159 + Penalty 3550.233667 = -3560682.374492 nChanged 27 SP:Iteration 129Q (3477.306205 sec): 3 clusters Score: Raw -3564236.271780 + Penalty 3550.233667 = -3560686.038113 nChanged 20 SP:Iteration 130Q (3477.439045 sec): 3 clusters Score: Raw -3564238.587629 + Penalty 3550.233667 = -3560688.353962 nChanged 22 SP:Iteration 131Q (3477.573271 sec): 3 clusters Score: Raw -3564241.031520 + Penalty 3550.233667 = -3560690.797853 nChanged 16 SP:Iteration 132Q (3477.696410 sec): 3 clusters Score: Raw -3564242.810397 + Penalty 3550.233667 = -3560692.576730 nChanged 17 SP:Iteration 133Q (3477.809022 sec): 3 clusters Score: Raw -3564244.843504 + Penalty 3550.233667 = -3560694.609837 nChanged 16 SP:Iteration 134Q (3477.941818 sec): 3 clusters Score: Raw -3564246.801371 + Penalty 3550.233667 = -3560696.567704 nChanged 16 SP:Iteration 135Q (3478.072033 sec): 3 clusters Score: Raw -3564248.580099 + Penalty 3550.233667 = -3560698.346432 nChanged 19 SP:Iteration 136Q (3478.194895 sec): 3 clusters Score: Raw -3564250.445057 + Penalty 3550.233667 = -3560700.211390 nChanged 21 SP:Iteration 137Q (3478.322275 sec): 3 clusters Score: Raw -3564252.907021 + Penalty 3550.233667 = -3560702.673354 nChanged 20 SP:Iteration 138Q (3478.439475 sec): 3 clusters Score: Raw -3564254.922573 + Penalty 3550.233667 = -3560704.688906 nChanged 15 SP:Iteration 139Q (3478.566918 sec): 3 clusters Score: Raw -3564256.377032 + Penalty 3550.233667 = -3560706.143365 nChanged 16 SP:Iteration 140F (3478.703320 sec): 3 clusters Score: Raw -3564258.431701 + Penalty 3550.233667 = -3560708.198034 nChanged 14 SP:Iteration 141Q (3478.839299 sec): 3 clusters Score: Raw -3564260.079176 + Penalty 3550.233667 = -3560709.845509 nChanged 11 SP:Iteration 142Q (3478.962338 sec): 3 clusters Score: Raw -3564261.550321 + Penalty 3550.233667 = -3560711.316654 nChanged 12 SP:Iteration 143Q (3479.100017 sec): 3 clusters Score: Raw -3564263.079146 + Penalty 3550.233667 = -3560712.845478 nChanged 8 SP:Iteration 144Q (3479.222025 sec): 3 clusters Score: Raw -3564264.130172 + Penalty 3550.233667 = -3560713.896505 nChanged 16 SP:Iteration 145Q (3479.339047 sec): 3 clusters Score: Raw -3564266.017184 + Penalty 3550.233667 = -3560715.783517 nChanged 21 SP:Iteration 146Q (3479.470587 sec): 3 clusters Score: Raw -3564268.558395 + Penalty 3550.233667 = -3560718.324728 nChanged 20 SP:Iteration 147Q (3479.600077 sec): 3 clusters Score: Raw -3564271.188391 + Penalty 3550.233667 = -3560720.954724 nChanged 15 SP:Iteration 148Q (3479.732186 sec): 3 clusters Score: Raw -3564272.692836 + Penalty 3550.233667 = -3560722.459168 nChanged 8 SP:Iteration 149Q (3479.870198 sec): 3 clusters Score: Raw -3564273.413180 + Penalty 3550.233667 = -3560723.179512 nChanged 5 SP:Iteration 150Q (3479.983746 sec): 3 clusters Score: Raw -3564273.749025 + Penalty 3550.233667 = -3560723.515357 nChanged 6 SP:Iteration 151Q (3480.101694 sec): 3 clusters Score: Raw -3564274.391901 + Penalty 3550.233667 = -3560724.158234 nChanged 8 SP:Iteration 152Q (3480.223177 sec): 3 clusters Score: Raw -3564275.260597 + Penalty 3550.233667 = -3560725.026930 nChanged 8 SP:Iteration 153Q (3480.343996 sec): 3 clusters Score: Raw -3564276.014880 + Penalty 3550.233667 = -3560725.781213 nChanged 4 SP:Iteration 154Q (3480.449886 sec): 3 clusters Score: Raw -3564276.376514 + Penalty 3550.233667 = -3560726.142847 nChanged 6 SP:Iteration 155Q (3480.569170 sec): 3 clusters Score: Raw -3564276.930658 + Penalty 3550.233667 = -3560726.696991 nChanged 4 SP:Iteration 156Q (3480.694851 sec): 3 clusters Score: Raw -3564277.170597 + Penalty 3550.233667 = -3560726.936930 nChanged 3 SP:Iteration 157Q (3480.808189 sec): 3 clusters Score: Raw -3564277.363117 + Penalty 3550.233667 = -3560727.129450 nChanged 1 SP:Iteration 158Q (3480.940789 sec): 3 clusters Score: Raw -3564277.556346 + Penalty 3550.233667 = -3560727.322679 nChanged 2 SP:Iteration 159Q (3481.075377 sec): 3 clusters Score: Raw -3564277.894050 + Penalty 3550.233667 = -3560727.660383 nChanged 5 SP:Iteration 160F (3481.216665 sec): 3 clusters Score: Raw -3564278.308569 + Penalty 3550.233667 = -3560728.074902 nChanged 2 SP:Iteration 161Q (3481.344531 sec): 3 clusters Score: Raw -3564278.413425 + Penalty 3550.233667 = -3560728.179758 nChanged 2 SP:Iteration 162Q (3481.459622 sec): 3 clusters Score: Raw -3564278.593525 + Penalty 3550.233667 = -3560728.359858 nChanged 2 SP:Iteration 163Q (3481.581837 sec): 3 clusters Score: Raw -3564278.674560 + Penalty 3550.233667 = -3560728.440893 nChanged 2 SP:Iteration 164Q (3481.712001 sec): 3 clusters Score: Raw -3564278.833892 + Penalty 3550.233667 = -3560728.600225 nChanged 4 SP:Iteration 165Q (3481.832881 sec): 3 clusters Score: Raw -3564279.114824 + Penalty 3550.233667 = -3560728.881157 nChanged 2 SP:Iteration 166Q (3481.961046 sec): 3 clusters Score: Raw -3564279.215012 + Penalty 3550.233667 = -3560728.981344 nChanged 2 SP:Iteration 167Q (3482.083475 sec): 3 clusters Score: Raw -3564279.296948 + Penalty 3550.233667 = -3560729.063281 nChanged 1 SP:Iteration 168Q (3482.215701 sec): 3 clusters Score: Raw -3564279.398948 + Penalty 3550.233667 = -3560729.165281 nChanged 1 SP:Iteration 169Q (3482.347664 sec): 3 clusters Score: Raw -3564279.647427 + Penalty 3550.233667 = -3560729.413760 nChanged 1 SP:Iteration 170Q (3482.462549 sec): 3 clusters Score: Raw -3564279.727257 + Penalty 3550.233667 = -3560729.493590 nChanged 1 SP:Iteration 171Q (3482.593339 sec): 3 clusters Score: Raw -3564280.026972 + Penalty 3550.233667 = -3560729.793305 nChanged 3 SP:Iteration 172Q (3482.710901 sec): 3 clusters Score: Raw -3564280.333889 + Penalty 3550.233667 = -3560730.100222 nChanged 5 SP:Iteration 173Q (3482.850155 sec): 3 clusters Score: Raw -3564280.729714 + Penalty 3550.233667 = -3560730.496047 nChanged 1 SP:Iteration 174Q (3482.974208 sec): 3 clusters Score: Raw -3564280.789486 + Penalty 3550.233667 = -3560730.555819 nChanged 2 SP:Iteration 175Q (3483.096344 sec): 3 clusters Score: Raw -3564280.916268 + Penalty 3550.233667 = -3560730.682600 nChanged 1 SP:Iteration 176Q (3483.221995 sec): 3 clusters Score: Raw -3564280.972062 + Penalty 3550.233667 = -3560730.738395 nChanged 1 SP:Iteration 177Q (3483.355714 sec): 3 clusters Score: Raw -3564281.033459 + Penalty 3550.233667 = -3560730.799792 nChanged 1 SP:Iteration 178Q (3483.486441 sec): 3 clusters Score: Raw -3564281.096589 + Penalty 3550.233667 = -3560730.862922 nChanged 1 SP:Iteration 179Q (3483.617189 sec): 3 clusters Score: Raw -3564281.290440 + Penalty 3550.233667 = -3560731.056773 nChanged 2 SP:Iteration 180F (3483.751025 sec): 3 clusters Score: Raw -3564281.489992 + Penalty 3550.233667 = -3560731.256325 nChanged 0 Trying to split cluster 15 (11510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3483.799074 sec): 2 clusters Score: Raw -773891.333669 + Penalty 1519.532869 = -772371.800800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3483.864899 sec): 3 clusters Score: Raw -767351.679376 + Penalty 3039.065738 = -764312.613638 nChanged 5015 SP:Iteration 1F (3483.932892 sec): 3 clusters Score: Raw -770040.687923 + Penalty 3039.065738 = -767001.622184 nChanged 623 SP:Iteration 2F (3483.998459 sec): 3 clusters Score: Raw -770277.658845 + Penalty 3039.065738 = -767238.593107 nChanged 536 SP:Iteration 3Q (3484.065019 sec): 3 clusters Score: Raw -770469.636302 + Penalty 3039.065738 = -767430.570564 nChanged 458 SP:Iteration 4Q (3484.122919 sec): 3 clusters Score: Raw -770622.441614 + Penalty 3039.065738 = -767583.375876 nChanged 410 SP:Iteration 5Q (3484.184352 sec): 3 clusters Score: Raw -770763.164369 + Penalty 3039.065738 = -767724.098631 nChanged 395 SP:Iteration 6Q (3484.248736 sec): 3 clusters Score: Raw -770908.066793 + Penalty 3039.065738 = -767869.001055 nChanged 399 SP:Iteration 7Q (3484.319460 sec): 3 clusters Score: Raw -771060.533183 + Penalty 3039.065738 = -768021.467445 nChanged 398 SP:Iteration 8Q (3484.387962 sec): 3 clusters Score: Raw -771232.807873 + Penalty 3039.065738 = -768193.742135 nChanged 426 SP:Iteration 9Q (3484.445301 sec): 3 clusters Score: Raw -771433.550522 + Penalty 3039.065738 = -768394.484784 nChanged 471 SP:Iteration 10Q (3484.524894 sec): 3 clusters Score: Raw -771694.279116 + Penalty 3039.065738 = -768655.213378 nChanged 509 SP:Iteration 11Q (3484.592843 sec): 3 clusters Score: Raw -772017.463063 + Penalty 3039.065738 = -768978.397325 nChanged 542 SP:Iteration 12Q (3484.648379 sec): 3 clusters Score: Raw -772377.495920 + Penalty 3039.065738 = -769338.430182 nChanged 464 SP:Iteration 13Q (3484.728459 sec): 3 clusters Score: Raw -772705.554612 + Penalty 3039.065738 = -769666.488874 nChanged 389 SP:Iteration 14Q (3484.787668 sec): 3 clusters Score: Raw -773004.360508 + Penalty 3039.065738 = -769965.294770 nChanged 346 SP:Iteration 15Q (3484.848078 sec): 3 clusters Score: Raw -773230.761772 + Penalty 3039.065738 = -770191.696034 nChanged 260 SP:Iteration 16Q (3484.914785 sec): 3 clusters Score: Raw -773359.120635 + Penalty 3039.065738 = -770320.054897 nChanged 181 SP:Iteration 17Q (3484.980760 sec): 3 clusters Score: Raw -773437.066219 + Penalty 3039.065738 = -770398.000480 nChanged 140 SP:Iteration 18Q (3485.046498 sec): 3 clusters Score: Raw -773493.167473 + Penalty 3039.065738 = -770454.101735 nChanged 116 SP:Iteration 19Q (3485.119079 sec): 3 clusters Score: Raw -773539.055996 + Penalty 3039.065738 = -770499.990258 nChanged 82 SP:Iteration 20F (3485.180302 sec): 3 clusters Score: Raw -773563.858091 + Penalty 3039.065738 = -770524.792353 nChanged 63 SP:Iteration 21Q (3485.242085 sec): 3 clusters Score: Raw -773580.351702 + Penalty 3039.065738 = -770541.285964 nChanged 51 SP:Iteration 22Q (3485.313959 sec): 3 clusters Score: Raw -773594.542196 + Penalty 3039.065738 = -770555.476458 nChanged 50 SP:Iteration 23Q (3485.382243 sec): 3 clusters Score: Raw -773607.301428 + Penalty 3039.065738 = -770568.235690 nChanged 46 SP:Iteration 24Q (3485.445904 sec): 3 clusters Score: Raw -773618.644178 + Penalty 3039.065738 = -770579.578440 nChanged 44 SP:Iteration 25Q (3485.500655 sec): 3 clusters Score: Raw -773629.730763 + Penalty 3039.065738 = -770590.665025 nChanged 32 SP:Iteration 26Q (3485.568651 sec): 3 clusters Score: Raw -773638.534186 + Penalty 3039.065738 = -770599.468448 nChanged 34 SP:Iteration 27Q (3485.632668 sec): 3 clusters Score: Raw -773647.515788 + Penalty 3039.065738 = -770608.450050 nChanged 40 SP:Iteration 28Q (3485.687593 sec): 3 clusters Score: Raw -773658.902668 + Penalty 3039.065738 = -770619.836930 nChanged 47 SP:Iteration 29Q (3485.751019 sec): 3 clusters Score: Raw -773670.641656 + Penalty 3039.065738 = -770631.575918 nChanged 38 SP:Iteration 30Q (3485.822869 sec): 3 clusters Score: Raw -773680.909727 + Penalty 3039.065738 = -770641.843989 nChanged 37 SP:Iteration 31Q (3485.878920 sec): 3 clusters Score: Raw -773693.554161 + Penalty 3039.065738 = -770654.488423 nChanged 38 SP:Iteration 32Q (3485.938462 sec): 3 clusters Score: Raw -773706.048330 + Penalty 3039.065738 = -770666.982592 nChanged 38 SP:Iteration 33Q (3486.007908 sec): 3 clusters Score: Raw -773716.504881 + Penalty 3039.065738 = -770677.439143 nChanged 35 SP:Iteration 34Q (3486.075954 sec): 3 clusters Score: Raw -773727.175691 + Penalty 3039.065738 = -770688.109953 nChanged 42 SP:Iteration 35Q (3486.142510 sec): 3 clusters Score: Raw -773738.029445 + Penalty 3039.065738 = -770698.963707 nChanged 30 SP:Iteration 36Q (3486.201940 sec): 3 clusters Score: Raw -773747.304993 + Penalty 3039.065738 = -770708.239255 nChanged 34 SP:Iteration 37Q (3486.265633 sec): 3 clusters Score: Raw -773757.858682 + Penalty 3039.065738 = -770718.792944 nChanged 25 SP:Iteration 38Q (3486.325433 sec): 3 clusters Score: Raw -773765.003819 + Penalty 3039.065738 = -770725.938080 nChanged 28 SP:Iteration 39Q (3486.379082 sec): 3 clusters Score: Raw -773775.194969 + Penalty 3039.065738 = -770736.129231 nChanged 34 SP:Iteration 40F (3486.448572 sec): 3 clusters Score: Raw -773787.054364 + Penalty 3039.065738 = -770747.988626 nChanged 33 SP:Iteration 41Q (3486.501495 sec): 3 clusters Score: Raw -773803.076843 + Penalty 3039.065738 = -770764.011104 nChanged 39 SP:Iteration 42Q (3486.575769 sec): 3 clusters Score: Raw -773822.450345 + Penalty 3039.065738 = -770783.384607 nChanged 41 SP:Iteration 43Q (3486.635778 sec): 3 clusters Score: Raw -773845.218890 + Penalty 3039.065738 = -770806.153152 nChanged 56 SP:Iteration 44Q (3486.705387 sec): 3 clusters Score: Raw -773871.732969 + Penalty 3039.065738 = -770832.667231 nChanged 49 SP:Iteration 45Q (3486.769528 sec): 3 clusters Score: Raw -773894.284593 + Penalty 3039.065738 = -770855.218855 nChanged 44 SP:Iteration 46Q (3486.826838 sec): 3 clusters Score: Raw -773919.890426 + Penalty 3039.065738 = -770880.824688 nChanged 48 SP:Iteration 47Q (3486.888538 sec): 3 clusters Score: Raw -773945.065913 + Penalty 3039.065738 = -770906.000175 nChanged 39 SP:Iteration 48Q (3486.952120 sec): 3 clusters Score: Raw -773963.615522 + Penalty 3039.065738 = -770924.549784 nChanged 42 SP:Iteration 49Q (3487.018979 sec): 3 clusters Score: Raw -773981.871495 + Penalty 3039.065738 = -770942.805756 nChanged 35 SP:Iteration 50Q (3487.083153 sec): 3 clusters Score: Raw -773995.050741 + Penalty 3039.065738 = -770955.985003 nChanged 25 SP:Iteration 51Q (3487.132801 sec): 3 clusters Score: Raw -774006.091790 + Penalty 3039.065738 = -770967.026052 nChanged 21 SP:Iteration 52Q (3487.195925 sec): 3 clusters Score: Raw -774012.944086 + Penalty 3039.065738 = -770973.878347 nChanged 21 SP:Iteration 53Q (3487.252398 sec): 3 clusters Score: Raw -774020.556501 + Penalty 3039.065738 = -770981.490763 nChanged 19 SP:Iteration 54Q (3487.307242 sec): 3 clusters Score: Raw -774028.156508 + Penalty 3039.065738 = -770989.090770 nChanged 13 SP:Iteration 55Q (3487.363454 sec): 3 clusters Score: Raw -774032.241174 + Penalty 3039.065738 = -770993.175436 nChanged 15 SP:Iteration 56Q (3487.427136 sec): 3 clusters Score: Raw -774037.720142 + Penalty 3039.065738 = -770998.654404 nChanged 16 SP:Iteration 57Q (3487.480066 sec): 3 clusters Score: Raw -774043.347067 + Penalty 3039.065738 = -771004.281329 nChanged 22 SP:Iteration 58Q (3487.546174 sec): 3 clusters Score: Raw -774052.685163 + Penalty 3039.065738 = -771013.619425 nChanged 18 SP:Iteration 59Q (3487.605829 sec): 3 clusters Score: Raw -774059.805739 + Penalty 3039.065738 = -771020.740001 nChanged 19 SP:Iteration 60F (3487.678283 sec): 3 clusters Score: Raw -774066.766532 + Penalty 3039.065738 = -771027.700794 nChanged 17 SP:Iteration 61Q (3487.726839 sec): 3 clusters Score: Raw -774072.057988 + Penalty 3039.065738 = -771032.992250 nChanged 12 SP:Iteration 62Q (3487.791773 sec): 3 clusters Score: Raw -774076.467632 + Penalty 3039.065738 = -771037.401894 nChanged 13 SP:Iteration 63Q (3487.851238 sec): 3 clusters Score: Raw -774082.067040 + Penalty 3039.065738 = -771043.001302 nChanged 16 SP:Iteration 64Q (3487.915091 sec): 3 clusters Score: Raw -774090.030032 + Penalty 3039.065738 = -771050.964293 nChanged 14 SP:Iteration 65Q (3487.963219 sec): 3 clusters Score: Raw -774096.068711 + Penalty 3039.065738 = -771057.002973 nChanged 11 SP:Iteration 66Q (3488.019964 sec): 3 clusters Score: Raw -774099.242623 + Penalty 3039.065738 = -771060.176885 nChanged 6 SP:Iteration 67Q (3488.089540 sec): 3 clusters Score: Raw -774100.714595 + Penalty 3039.065738 = -771061.648857 nChanged 4 SP:Iteration 68Q (3488.138439 sec): 3 clusters Score: Raw -774101.680327 + Penalty 3039.065738 = -771062.614589 nChanged 4 SP:Iteration 69Q (3488.195500 sec): 3 clusters Score: Raw -774102.657250 + Penalty 3039.065738 = -771063.591511 nChanged 6 SP:Iteration 70Q (3488.257688 sec): 3 clusters Score: Raw -774104.304066 + Penalty 3039.065738 = -771065.238328 nChanged 0 SP:Iteration 71F (3488.321107 sec): 3 clusters Score: Raw -774104.304066 + Penalty 3039.065738 = -771065.238328 nChanged 0 Trying to split cluster 16 (460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3488.349444 sec): 2 clusters Score: Raw -21467.773562 + Penalty 996.324305 = -20471.449258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3488.392802 sec): 3 clusters Score: Raw -21407.803758 + Penalty 1992.648609 = -19415.155149 nChanged 131 SP:Iteration 1F (3488.433074 sec): 3 clusters Score: Raw -21639.713355 + Penalty 1992.648609 = -19647.064746 nChanged 40 SP:Iteration 2F (3488.487981 sec): 3 clusters Score: Raw -21736.314016 + Penalty 1992.648609 = -19743.665406 nChanged 28 SP:Iteration 3F (3488.528186 sec): 3 clusters Score: Raw -21821.214152 + Penalty 1992.648609 = -19828.565543 nChanged 14 SP:Iteration 4Q (3488.573930 sec): 3 clusters Score: Raw -21888.667093 + Penalty 1992.648609 = -19896.018484 nChanged 12 SP:Iteration 5Q (3488.617407 sec): 3 clusters Score: Raw -21966.683511 + Penalty 1992.648609 = -19974.034902 nChanged 14 SP:Iteration 6Q (3488.656612 sec): 3 clusters Score: Raw -22015.028223 + Penalty 1992.648609 = -20022.379614 nChanged 12 SP:Iteration 7Q (3488.703720 sec): 3 clusters Score: Raw -22044.339130 + Penalty 1992.648609 = -20051.690521 nChanged 8 SP:Iteration 8Q (3488.745219 sec): 3 clusters Score: Raw -22064.645451 + Penalty 1992.648609 = -20071.996842 nChanged 2 SP:Iteration 9Q (3488.785446 sec): 3 clusters Score: Raw -22068.838177 + Penalty 1992.648609 = -20076.189568 nChanged 1 SP:Iteration 10Q (3488.829480 sec): 3 clusters Score: Raw -22071.152688 + Penalty 1992.648609 = -20078.504079 nChanged 2 SP:Iteration 11Q (3488.869540 sec): 3 clusters Score: Raw -22073.971346 + Penalty 1992.648609 = -20081.322737 nChanged 1 SP:Iteration 12Q (3488.912866 sec): 3 clusters Score: Raw -22075.625426 + Penalty 1992.648609 = -20082.976817 nChanged 1 SP:Iteration 13Q (3488.957432 sec): 3 clusters Score: Raw -22076.552927 + Penalty 1992.648609 = -20083.904318 nChanged 2 SP:Iteration 14Q (3489.001820 sec): 3 clusters Score: Raw -22080.349102 + Penalty 1992.648609 = -20087.700493 nChanged 0 SP:Iteration 15F (3489.040079 sec): 3 clusters Score: Raw -22080.349102 + Penalty 1992.648609 = -20087.700493 nChanged 0 Trying to split cluster 17 (11041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3489.079162 sec): 2 clusters Score: Raw -666261.660356 + Penalty 1512.772771 = -664748.887586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3489.147141 sec): 3 clusters Score: Raw -660037.244974 + Penalty 3025.545541 = -657011.699433 nChanged 4816 SP:Iteration 1F (3489.219005 sec): 3 clusters Score: Raw -662866.585517 + Penalty 3025.545541 = -659841.039976 nChanged 868 SP:Iteration 2F (3489.281927 sec): 3 clusters Score: Raw -663579.516531 + Penalty 3025.545541 = -660553.970990 nChanged 922 SP:Iteration 3F (3489.339850 sec): 3 clusters Score: Raw -664439.971112 + Penalty 3025.545541 = -661414.425571 nChanged 929 SP:Iteration 4F (3489.413346 sec): 3 clusters Score: Raw -665316.788351 + Penalty 3025.545541 = -662291.242810 nChanged 812 SP:Iteration 5F (3489.480365 sec): 3 clusters Score: Raw -665951.861843 + Penalty 3025.545541 = -662926.316302 nChanged 584 SP:Iteration 6F (3489.537224 sec): 3 clusters Score: Raw -666288.882152 + Penalty 3025.545541 = -663263.336611 nChanged 418 SP:Iteration 7Q (3489.614209 sec): 3 clusters Score: Raw -666469.689445 + Penalty 3025.545541 = -663444.143904 nChanged 266 SP:Iteration 8Q (3489.678531 sec): 3 clusters Score: Raw -666554.337942 + Penalty 3025.545541 = -663528.792401 nChanged 175 SP:Iteration 9Q (3489.741622 sec): 3 clusters Score: Raw -666598.033975 + Penalty 3025.545541 = -663572.488434 nChanged 114 SP:Iteration 10Q (3489.806390 sec): 3 clusters Score: Raw -666626.135018 + Penalty 3025.545541 = -663600.589477 nChanged 114 SP:Iteration 11Q (3489.873214 sec): 3 clusters Score: Raw -666655.102325 + Penalty 3025.545541 = -663629.556784 nChanged 117 SP:Iteration 12Q (3489.940021 sec): 3 clusters Score: Raw -666683.335297 + Penalty 3025.545541 = -663657.789756 nChanged 107 SP:Iteration 13Q (3489.995700 sec): 3 clusters Score: Raw -666711.237048 + Penalty 3025.545541 = -663685.691507 nChanged 116 SP:Iteration 14Q (3490.070232 sec): 3 clusters Score: Raw -666743.927649 + Penalty 3025.545541 = -663718.382108 nChanged 142 SP:Iteration 15Q (3490.136774 sec): 3 clusters Score: Raw -666786.985619 + Penalty 3025.545541 = -663761.440078 nChanged 146 SP:Iteration 16Q (3490.194614 sec): 3 clusters Score: Raw -666831.009202 + Penalty 3025.545541 = -663805.463661 nChanged 145 SP:Iteration 17Q (3490.265950 sec): 3 clusters Score: Raw -666881.073201 + Penalty 3025.545541 = -663855.527660 nChanged 151 SP:Iteration 18Q (3490.333663 sec): 3 clusters Score: Raw -666932.734832 + Penalty 3025.545541 = -663907.189291 nChanged 142 SP:Iteration 19Q (3490.395374 sec): 3 clusters Score: Raw -666977.585858 + Penalty 3025.545541 = -663952.040317 nChanged 133 SP:Iteration 20F (3490.458328 sec): 3 clusters Score: Raw -667018.109752 + Penalty 3025.545541 = -663992.564211 nChanged 131 SP:Iteration 21Q (3490.523176 sec): 3 clusters Score: Raw -667055.980929 + Penalty 3025.545541 = -664030.435388 nChanged 119 SP:Iteration 22Q (3490.576932 sec): 3 clusters Score: Raw -667091.069968 + Penalty 3025.545541 = -664065.524427 nChanged 99 SP:Iteration 23Q (3490.640531 sec): 3 clusters Score: Raw -667121.824065 + Penalty 3025.545541 = -664096.278524 nChanged 80 SP:Iteration 24Q (3490.718179 sec): 3 clusters Score: Raw -667146.979974 + Penalty 3025.545541 = -664121.434433 nChanged 68 SP:Iteration 25Q (3490.776668 sec): 3 clusters Score: Raw -667171.375840 + Penalty 3025.545541 = -664145.830299 nChanged 64 SP:Iteration 26Q (3490.841862 sec): 3 clusters Score: Raw -667191.013750 + Penalty 3025.545541 = -664165.468209 nChanged 67 SP:Iteration 27Q (3490.900859 sec): 3 clusters Score: Raw -667212.617033 + Penalty 3025.545541 = -664187.071492 nChanged 77 SP:Iteration 28Q (3490.970251 sec): 3 clusters Score: Raw -667239.141258 + Penalty 3025.545541 = -664213.595717 nChanged 74 SP:Iteration 29Q (3491.027108 sec): 3 clusters Score: Raw -667269.185212 + Penalty 3025.545541 = -664243.639671 nChanged 63 SP:Iteration 30Q (3491.098585 sec): 3 clusters Score: Raw -667291.470313 + Penalty 3025.545541 = -664265.924772 nChanged 61 SP:Iteration 31Q (3491.162557 sec): 3 clusters Score: Raw -667310.312144 + Penalty 3025.545541 = -664284.766603 nChanged 50 SP:Iteration 32Q (3491.225680 sec): 3 clusters Score: Raw -667322.072938 + Penalty 3025.545541 = -664296.527397 nChanged 36 SP:Iteration 33Q (3491.285831 sec): 3 clusters Score: Raw -667331.606616 + Penalty 3025.545541 = -664306.061075 nChanged 24 SP:Iteration 34Q (3491.357935 sec): 3 clusters Score: Raw -667336.256704 + Penalty 3025.545541 = -664310.711163 nChanged 14 SP:Iteration 35Q (3491.418340 sec): 3 clusters Score: Raw -667338.508973 + Penalty 3025.545541 = -664312.963432 nChanged 14 SP:Iteration 36Q (3491.484701 sec): 3 clusters Score: Raw -667340.851629 + Penalty 3025.545541 = -664315.306088 nChanged 11 SP:Iteration 37Q (3491.549556 sec): 3 clusters Score: Raw -667342.807854 + Penalty 3025.545541 = -664317.262313 nChanged 12 SP:Iteration 38Q (3491.607341 sec): 3 clusters Score: Raw -667345.246592 + Penalty 3025.545541 = -664319.701051 nChanged 10 SP:Iteration 39Q (3491.672684 sec): 3 clusters Score: Raw -667348.422642 + Penalty 3025.545541 = -664322.877101 nChanged 17 SP:Iteration 40F (3491.749609 sec): 3 clusters Score: Raw -667352.428343 + Penalty 3025.545541 = -664326.882802 nChanged 14 SP:Iteration 41Q (3491.811284 sec): 3 clusters Score: Raw -667355.608642 + Penalty 3025.545541 = -664330.063101 nChanged 16 SP:Iteration 42Q (3491.866326 sec): 3 clusters Score: Raw -667358.377651 + Penalty 3025.545541 = -664332.832110 nChanged 10 SP:Iteration 43Q (3491.930372 sec): 3 clusters Score: Raw -667360.376601 + Penalty 3025.545541 = -664334.831060 nChanged 8 SP:Iteration 44Q (3491.992768 sec): 3 clusters Score: Raw -667362.020890 + Penalty 3025.545541 = -664336.475349 nChanged 9 SP:Iteration 45Q (3492.054375 sec): 3 clusters Score: Raw -667364.472972 + Penalty 3025.545541 = -664338.927431 nChanged 9 SP:Iteration 46Q (3492.118759 sec): 3 clusters Score: Raw -667367.855812 + Penalty 3025.545541 = -664342.310271 nChanged 9 SP:Iteration 47Q (3492.179932 sec): 3 clusters Score: Raw -667372.209809 + Penalty 3025.545541 = -664346.664268 nChanged 12 SP:Iteration 48Q (3492.236574 sec): 3 clusters Score: Raw -667374.733273 + Penalty 3025.545541 = -664349.187732 nChanged 7 SP:Iteration 49Q (3492.312176 sec): 3 clusters Score: Raw -667376.377434 + Penalty 3025.545541 = -664350.831893 nChanged 4 SP:Iteration 50Q (3492.375469 sec): 3 clusters Score: Raw -667378.117109 + Penalty 3025.545541 = -664352.571568 nChanged 3 SP:Iteration 51Q (3492.427545 sec): 3 clusters Score: Raw -667379.009809 + Penalty 3025.545541 = -664353.464268 nChanged 4 SP:Iteration 52Q (3492.491757 sec): 3 clusters Score: Raw -667379.694929 + Penalty 3025.545541 = -664354.149388 nChanged 3 SP:Iteration 53Q (3492.553051 sec): 3 clusters Score: Raw -667380.996040 + Penalty 3025.545541 = -664355.450499 nChanged 3 SP:Iteration 54Q (3492.619761 sec): 3 clusters Score: Raw -667381.970690 + Penalty 3025.545541 = -664356.425149 nChanged 4 SP:Iteration 55Q (3492.683210 sec): 3 clusters Score: Raw -667383.267765 + Penalty 3025.545541 = -664357.722224 nChanged 7 SP:Iteration 56Q (3492.747360 sec): 3 clusters Score: Raw -667384.997816 + Penalty 3025.545541 = -664359.452274 nChanged 9 SP:Iteration 57Q (3492.810512 sec): 3 clusters Score: Raw -667386.738600 + Penalty 3025.545541 = -664361.193059 nChanged 11 SP:Iteration 58Q (3492.876946 sec): 3 clusters Score: Raw -667390.120380 + Penalty 3025.545541 = -664364.574839 nChanged 9 SP:Iteration 59Q (3492.942578 sec): 3 clusters Score: Raw -667391.989551 + Penalty 3025.545541 = -664366.444010 nChanged 7 SP:Iteration 60F (3492.999708 sec): 3 clusters Score: Raw -667393.694350 + Penalty 3025.545541 = -664368.148809 nChanged 3 SP:Iteration 61Q (3493.073024 sec): 3 clusters Score: Raw -667394.084709 + Penalty 3025.545541 = -664368.539168 nChanged 1 SP:Iteration 62Q (3493.131962 sec): 3 clusters Score: Raw -667394.277026 + Penalty 3025.545541 = -664368.731485 nChanged 2 SP:Iteration 63Q (3493.185826 sec): 3 clusters Score: Raw -667394.557270 + Penalty 3025.545541 = -664369.011729 nChanged 1 SP:Iteration 64Q (3493.249345 sec): 3 clusters Score: Raw -667394.766415 + Penalty 3025.545541 = -664369.220874 nChanged 1 SP:Iteration 65Q (3493.309482 sec): 3 clusters Score: Raw -667395.441594 + Penalty 3025.545541 = -664369.896053 nChanged 2 SP:Iteration 66Q (3493.374544 sec): 3 clusters Score: Raw -667395.828774 + Penalty 3025.545541 = -664370.283233 nChanged 2 SP:Iteration 67Q (3493.448759 sec): 3 clusters Score: Raw -667396.012861 + Penalty 3025.545541 = -664370.467320 nChanged 2 SP:Iteration 68Q (3493.508889 sec): 3 clusters Score: Raw -667396.511128 + Penalty 3025.545541 = -664370.965587 nChanged 2 SP:Iteration 69Q (3493.567315 sec): 3 clusters Score: Raw -667397.294460 + Penalty 3025.545541 = -664371.748919 nChanged 1 SP:Iteration 70Q (3493.626288 sec): 3 clusters Score: Raw -667397.719055 + Penalty 3025.545541 = -664372.173514 nChanged 2 SP:Iteration 71Q (3493.700653 sec): 3 clusters Score: Raw -667398.619486 + Penalty 3025.545541 = -664373.073945 nChanged 1 SP:Iteration 72Q (3493.765980 sec): 3 clusters Score: Raw -667398.721170 + Penalty 3025.545541 = -664373.175629 nChanged 0 SP:Iteration 73F (3493.821151 sec): 3 clusters Score: Raw -667398.721170 + Penalty 3025.545541 = -664373.175629 nChanged 0 Trying to split cluster 18 (2928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3493.850897 sec): 2 clusters Score: Raw -173830.900022 + Penalty 1297.087167 = -172533.812855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3493.895259 sec): 3 clusters Score: Raw -172446.125936 + Penalty 2594.174334 = -169851.951601 nChanged 1119 SP:Iteration 1F (3493.941774 sec): 3 clusters Score: Raw -173164.325464 + Penalty 2594.174334 = -170570.151130 nChanged 244 SP:Iteration 2F (3493.989457 sec): 3 clusters Score: Raw -173353.235456 + Penalty 2594.174334 = -170759.061122 nChanged 173 SP:Iteration 3F (3494.046743 sec): 3 clusters Score: Raw -173494.750898 + Penalty 2594.174334 = -170900.576563 nChanged 153 SP:Iteration 4F (3494.094768 sec): 3 clusters Score: Raw -173633.105877 + Penalty 2594.174334 = -171038.931542 nChanged 135 SP:Iteration 5Q (3494.132928 sec): 3 clusters Score: Raw -173742.115010 + Penalty 2594.174334 = -171147.940675 nChanged 112 SP:Iteration 6Q (3494.177901 sec): 3 clusters Score: Raw -173844.215368 + Penalty 2594.174334 = -171250.041034 nChanged 111 SP:Iteration 7Q (3494.237540 sec): 3 clusters Score: Raw -173948.778505 + Penalty 2594.174334 = -171354.604171 nChanged 122 SP:Iteration 8Q (3494.281897 sec): 3 clusters Score: Raw -174059.487283 + Penalty 2594.174334 = -171465.312948 nChanged 108 SP:Iteration 9Q (3494.334867 sec): 3 clusters Score: Raw -174164.768363 + Penalty 2594.174334 = -171570.594028 nChanged 106 SP:Iteration 10Q (3494.375264 sec): 3 clusters Score: Raw -174254.372060 + Penalty 2594.174334 = -171660.197726 nChanged 94 SP:Iteration 11Q (3494.417105 sec): 3 clusters Score: Raw -174329.513637 + Penalty 2594.174334 = -171735.339303 nChanged 70 SP:Iteration 12Q (3494.467609 sec): 3 clusters Score: Raw -174388.416357 + Penalty 2594.174334 = -171794.242022 nChanged 69 SP:Iteration 13Q (3494.512575 sec): 3 clusters Score: Raw -174450.602349 + Penalty 2594.174334 = -171856.428015 nChanged 62 SP:Iteration 14Q (3494.553596 sec): 3 clusters Score: Raw -174505.436328 + Penalty 2594.174334 = -171911.261993 nChanged 66 SP:Iteration 15Q (3494.602689 sec): 3 clusters Score: Raw -174542.141049 + Penalty 2594.174334 = -171947.966715 nChanged 37 SP:Iteration 16Q (3494.653879 sec): 3 clusters Score: Raw -174556.314253 + Penalty 2594.174334 = -171962.139919 nChanged 18 SP:Iteration 17Q (3494.707196 sec): 3 clusters Score: Raw -174562.643107 + Penalty 2594.174334 = -171968.468773 nChanged 13 SP:Iteration 18Q (3494.765536 sec): 3 clusters Score: Raw -174567.526943 + Penalty 2594.174334 = -171973.352609 nChanged 14 SP:Iteration 19Q (3494.816812 sec): 3 clusters Score: Raw -174572.653409 + Penalty 2594.174334 = -171978.479075 nChanged 10 SP:Iteration 20F (3494.866480 sec): 3 clusters Score: Raw -174576.686520 + Penalty 2594.174334 = -171982.512186 nChanged 7 SP:Iteration 21Q (3494.899731 sec): 3 clusters Score: Raw -174578.531528 + Penalty 2594.174334 = -171984.357194 nChanged 8 SP:Iteration 22Q (3494.947278 sec): 3 clusters Score: Raw -174581.288079 + Penalty 2594.174334 = -171987.113745 nChanged 7 SP:Iteration 23Q (3494.988115 sec): 3 clusters Score: Raw -174583.484064 + Penalty 2594.174334 = -171989.309730 nChanged 4 SP:Iteration 24Q (3495.034925 sec): 3 clusters Score: Raw -174584.932614 + Penalty 2594.174334 = -171990.758279 nChanged 4 SP:Iteration 25Q (3495.084890 sec): 3 clusters Score: Raw -174585.622644 + Penalty 2594.174334 = -171991.448310 nChanged 2 SP:Iteration 26Q (3495.124345 sec): 3 clusters Score: Raw -174585.932714 + Penalty 2594.174334 = -171991.758380 nChanged 1 SP:Iteration 27Q (3495.160057 sec): 3 clusters Score: Raw -174586.469276 + Penalty 2594.174334 = -171992.294942 nChanged 0 SP:Iteration 28F (3495.200011 sec): 3 clusters Score: Raw -174586.469276 + Penalty 2594.174334 = -171992.294942 nChanged 0 Trying to split cluster 19 (3408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3495.227516 sec): 2 clusters Score: Raw -189131.490254 + Penalty 1321.755644 = -187809.734609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3495.281116 sec): 3 clusters Score: Raw -187516.525172 + Penalty 2643.511289 = -184873.013883 nChanged 1299 SP:Iteration 1F (3495.330310 sec): 3 clusters Score: Raw -188469.303610 + Penalty 2643.511289 = -185825.792322 nChanged 345 SP:Iteration 2F (3495.376106 sec): 3 clusters Score: Raw -188770.824058 + Penalty 2643.511289 = -186127.312770 nChanged 235 SP:Iteration 3F (3495.421772 sec): 3 clusters Score: Raw -189011.134429 + Penalty 2643.511289 = -186367.623140 nChanged 207 SP:Iteration 4F (3495.467266 sec): 3 clusters Score: Raw -189263.623703 + Penalty 2643.511289 = -186620.112414 nChanged 212 SP:Iteration 5F (3495.522607 sec): 3 clusters Score: Raw -189512.849440 + Penalty 2643.511289 = -186869.338152 nChanged 168 SP:Iteration 6Q (3495.576111 sec): 3 clusters Score: Raw -189690.118530 + Penalty 2643.511289 = -187046.607241 nChanged 133 SP:Iteration 7Q (3495.621839 sec): 3 clusters Score: Raw -189841.256459 + Penalty 2643.511289 = -187197.745170 nChanged 111 SP:Iteration 8Q (3495.660418 sec): 3 clusters Score: Raw -189952.413531 + Penalty 2643.511289 = -187308.902243 nChanged 90 SP:Iteration 9Q (3495.715950 sec): 3 clusters Score: Raw -190031.432061 + Penalty 2643.511289 = -187387.920773 nChanged 49 SP:Iteration 10Q (3495.772150 sec): 3 clusters Score: Raw -190067.940884 + Penalty 2643.511289 = -187424.429595 nChanged 29 SP:Iteration 11Q (3495.820646 sec): 3 clusters Score: Raw -190088.119260 + Penalty 2643.511289 = -187444.607971 nChanged 19 SP:Iteration 12Q (3495.865728 sec): 3 clusters Score: Raw -190099.427071 + Penalty 2643.511289 = -187455.915783 nChanged 24 SP:Iteration 13Q (3495.901684 sec): 3 clusters Score: Raw -190112.567310 + Penalty 2643.511289 = -187469.056021 nChanged 11 SP:Iteration 14Q (3495.959484 sec): 3 clusters Score: Raw -190120.148488 + Penalty 2643.511289 = -187476.637199 nChanged 13 SP:Iteration 15Q (3496.007200 sec): 3 clusters Score: Raw -190129.510476 + Penalty 2643.511289 = -187485.999188 nChanged 12 SP:Iteration 16Q (3496.060958 sec): 3 clusters Score: Raw -190134.054568 + Penalty 2643.511289 = -187490.543280 nChanged 6 SP:Iteration 17Q (3496.096033 sec): 3 clusters Score: Raw -190137.069363 + Penalty 2643.511289 = -187493.558074 nChanged 8 SP:Iteration 18Q (3496.137512 sec): 3 clusters Score: Raw -190139.637110 + Penalty 2643.511289 = -187496.125822 nChanged 3 SP:Iteration 19Q (3496.195211 sec): 3 clusters Score: Raw -190140.606713 + Penalty 2643.511289 = -187497.095425 nChanged 0 SP:Iteration 20F (3496.243116 sec): 3 clusters Score: Raw -190140.606713 + Penalty 2643.511289 = -187497.095425 nChanged 0 Trying to split cluster 20 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3496.266085 sec): 2 clusters Score: Raw -25068.994652 + Penalty 969.914978 = -24099.079674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3496.310824 sec): 3 clusters Score: Raw -25042.573336 + Penalty 1939.829957 = -23102.743379 nChanged 73 SP:Iteration 1F (3496.347396 sec): 3 clusters Score: Raw -25156.439885 + Penalty 1939.829957 = -23216.609928 nChanged 22 SP:Iteration 2F (3496.393075 sec): 3 clusters Score: Raw -25196.858785 + Penalty 1939.829957 = -23257.028828 nChanged 13 SP:Iteration 3Q (3496.436699 sec): 3 clusters Score: Raw -25213.898674 + Penalty 1939.829957 = -23274.068717 nChanged 1 SP:Iteration 4Q (3496.472563 sec): 3 clusters Score: Raw -25215.781240 + Penalty 1939.829957 = -23275.951283 nChanged 1 SP:Iteration 5Q (3496.524128 sec): 3 clusters Score: Raw -25218.861354 + Penalty 1939.829957 = -23279.031397 nChanged 1 SP:Iteration 6Q (3496.570304 sec): 3 clusters Score: Raw -25220.367114 + Penalty 1939.829957 = -23280.537157 nChanged 1 SP:Iteration 7Q (3496.613186 sec): 3 clusters Score: Raw -25221.212065 + Penalty 1939.829957 = -23281.382108 nChanged 0 SP:Iteration 8F (3496.646905 sec): 3 clusters Score: Raw -25221.212065 + Penalty 1939.829957 = -23281.382108 nChanged 0 Trying to split cluster 21 (4426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3496.683969 sec): 2 clusters Score: Raw -292722.188420 + Penalty 1364.228372 = -291357.960048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3496.725193 sec): 3 clusters Score: Raw -290457.919197 + Penalty 2728.456744 = -287729.462453 nChanged 1761 SP:Iteration 1F (3496.787212 sec): 3 clusters Score: Raw -291376.628438 + Penalty 2728.456744 = -288648.171694 nChanged 321 SP:Iteration 2F (3496.835953 sec): 3 clusters Score: Raw -291541.047293 + Penalty 2728.456744 = -288812.590549 nChanged 221 SP:Iteration 3Q (3496.884655 sec): 3 clusters Score: Raw -291665.015619 + Penalty 2728.456744 = -288936.558875 nChanged 201 SP:Iteration 4Q (3496.944721 sec): 3 clusters Score: Raw -291787.204443 + Penalty 2728.456744 = -289058.747699 nChanged 184 SP:Iteration 5Q (3496.999215 sec): 3 clusters Score: Raw -291896.890228 + Penalty 2728.456744 = -289168.433483 nChanged 165 SP:Iteration 6Q (3497.053017 sec): 3 clusters Score: Raw -291977.903166 + Penalty 2728.456744 = -289249.446422 nChanged 137 SP:Iteration 7Q (3497.108502 sec): 3 clusters Score: Raw -292051.587290 + Penalty 2728.456744 = -289323.130546 nChanged 135 SP:Iteration 8Q (3497.163855 sec): 3 clusters Score: Raw -292120.217456 + Penalty 2728.456744 = -289391.760712 nChanged 132 SP:Iteration 9Q (3497.218133 sec): 3 clusters Score: Raw -292183.706651 + Penalty 2728.456744 = -289455.249907 nChanged 130 SP:Iteration 10Q (3497.267590 sec): 3 clusters Score: Raw -292248.580070 + Penalty 2728.456744 = -289520.123326 nChanged 126 SP:Iteration 11Q (3497.321052 sec): 3 clusters Score: Raw -292320.190340 + Penalty 2728.456744 = -289591.733595 nChanged 113 SP:Iteration 12Q (3497.366358 sec): 3 clusters Score: Raw -292380.196028 + Penalty 2728.456744 = -289651.739284 nChanged 105 SP:Iteration 13Q (3497.417179 sec): 3 clusters Score: Raw -292437.236165 + Penalty 2728.456744 = -289708.779421 nChanged 93 SP:Iteration 14Q (3497.465516 sec): 3 clusters Score: Raw -292490.023531 + Penalty 2728.456744 = -289761.566786 nChanged 92 SP:Iteration 15Q (3497.523759 sec): 3 clusters Score: Raw -292536.311987 + Penalty 2728.456744 = -289807.855243 nChanged 77 SP:Iteration 16Q (3497.577224 sec): 3 clusters Score: Raw -292579.340734 + Penalty 2728.456744 = -289850.883990 nChanged 73 SP:Iteration 17Q (3497.619384 sec): 3 clusters Score: Raw -292619.542806 + Penalty 2728.456744 = -289891.086061 nChanged 67 SP:Iteration 18Q (3497.671564 sec): 3 clusters Score: Raw -292659.740938 + Penalty 2728.456744 = -289931.284194 nChanged 46 SP:Iteration 19Q (3497.720563 sec): 3 clusters Score: Raw -292682.714702 + Penalty 2728.456744 = -289954.257958 nChanged 42 SP:Iteration 20F (3497.772610 sec): 3 clusters Score: Raw -292706.435343 + Penalty 2728.456744 = -289977.978598 nChanged 43 SP:Iteration 21Q (3497.830714 sec): 3 clusters Score: Raw -292730.389958 + Penalty 2728.456744 = -290001.933214 nChanged 52 SP:Iteration 22Q (3497.884242 sec): 3 clusters Score: Raw -292755.573014 + Penalty 2728.456744 = -290027.116270 nChanged 39 SP:Iteration 23Q (3497.932352 sec): 3 clusters Score: Raw -292775.921725 + Penalty 2728.456744 = -290047.464981 nChanged 38 SP:Iteration 24Q (3497.989880 sec): 3 clusters Score: Raw -292798.247971 + Penalty 2728.456744 = -290069.791227 nChanged 30 SP:Iteration 25Q (3498.043830 sec): 3 clusters Score: Raw -292815.162014 + Penalty 2728.456744 = -290086.705270 nChanged 34 SP:Iteration 26Q (3498.096306 sec): 3 clusters Score: Raw -292831.763094 + Penalty 2728.456744 = -290103.306350 nChanged 29 SP:Iteration 27Q (3498.146975 sec): 3 clusters Score: Raw -292846.779627 + Penalty 2728.456744 = -290118.322883 nChanged 26 SP:Iteration 28Q (3498.198338 sec): 3 clusters Score: Raw -292859.543881 + Penalty 2728.456744 = -290131.087137 nChanged 20 SP:Iteration 29Q (3498.249629 sec): 3 clusters Score: Raw -292871.763566 + Penalty 2728.456744 = -290143.306822 nChanged 21 SP:Iteration 30Q (3498.305296 sec): 3 clusters Score: Raw -292882.162175 + Penalty 2728.456744 = -290153.705431 nChanged 19 SP:Iteration 31Q (3498.361830 sec): 3 clusters Score: Raw -292893.127331 + Penalty 2728.456744 = -290164.670586 nChanged 13 SP:Iteration 32Q (3498.420041 sec): 3 clusters Score: Raw -292901.905470 + Penalty 2728.456744 = -290173.448726 nChanged 12 SP:Iteration 33Q (3498.475560 sec): 3 clusters Score: Raw -292909.052678 + Penalty 2728.456744 = -290180.595934 nChanged 12 SP:Iteration 34Q (3498.525028 sec): 3 clusters Score: Raw -292916.414593 + Penalty 2728.456744 = -290187.957848 nChanged 12 SP:Iteration 35Q (3498.575747 sec): 3 clusters Score: Raw -292923.100171 + Penalty 2728.456744 = -290194.643426 nChanged 8 SP:Iteration 36Q (3498.619539 sec): 3 clusters Score: Raw -292927.897381 + Penalty 2728.456744 = -290199.440637 nChanged 8 SP:Iteration 37Q (3498.679492 sec): 3 clusters Score: Raw -292933.374213 + Penalty 2728.456744 = -290204.917468 nChanged 11 SP:Iteration 38Q (3498.724916 sec): 3 clusters Score: Raw -292942.320277 + Penalty 2728.456744 = -290213.863533 nChanged 11 SP:Iteration 39Q (3498.772579 sec): 3 clusters Score: Raw -292950.785984 + Penalty 2728.456744 = -290222.329239 nChanged 11 SP:Iteration 40F (3498.831971 sec): 3 clusters Score: Raw -292959.419941 + Penalty 2728.456744 = -290230.963197 nChanged 10 SP:Iteration 41Q (3498.883015 sec): 3 clusters Score: Raw -292965.323695 + Penalty 2728.456744 = -290236.866951 nChanged 3 SP:Iteration 42Q (3498.935265 sec): 3 clusters Score: Raw -292966.851931 + Penalty 2728.456744 = -290238.395187 nChanged 0 SP:Iteration 43F (3498.989526 sec): 3 clusters Score: Raw -292966.851931 + Penalty 2728.456744 = -290238.395187 nChanged 0 Trying to split cluster 22 (5336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3499.025727 sec): 2 clusters Score: Raw -365195.461788 + Penalty 1394.612633 = -363800.849155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3499.078391 sec): 3 clusters Score: Raw -362421.525706 + Penalty 2789.225266 = -359632.300440 nChanged 2178 SP:Iteration 1F (3499.129510 sec): 3 clusters Score: Raw -363648.072734 + Penalty 2789.225266 = -360858.847468 nChanged 384 SP:Iteration 2F (3499.188834 sec): 3 clusters Score: Raw -363869.512150 + Penalty 2789.225266 = -361080.286884 nChanged 287 SP:Iteration 3F (3499.231121 sec): 3 clusters Score: Raw -364021.609518 + Penalty 2789.225266 = -361232.384252 nChanged 236 SP:Iteration 4Q (3499.283875 sec): 3 clusters Score: Raw -364153.323715 + Penalty 2789.225266 = -361364.098449 nChanged 227 SP:Iteration 5Q (3499.344994 sec): 3 clusters Score: Raw -364284.090517 + Penalty 2789.225266 = -361494.865251 nChanged 214 SP:Iteration 6Q (3499.390008 sec): 3 clusters Score: Raw -364422.737096 + Penalty 2789.225266 = -361633.511830 nChanged 231 SP:Iteration 7Q (3499.457050 sec): 3 clusters Score: Raw -364609.911353 + Penalty 2789.225266 = -361820.686087 nChanged 282 SP:Iteration 8F (3499.511287 sec): 3 clusters Score: Raw -364849.640188 + Penalty 2789.225266 = -362060.414922 nChanged 304 SP:Iteration 9F (3499.564767 sec): 3 clusters Score: Raw -365129.585001 + Penalty 2789.225266 = -362340.359735 nChanged 272 SP:Iteration 10F (3499.608486 sec): 3 clusters Score: Raw -365349.950884 + Penalty 2789.225266 = -362560.725618 nChanged 254 SP:Iteration 11Q (3499.666049 sec): 3 clusters Score: Raw -365524.134615 + Penalty 2789.225266 = -362734.909349 nChanged 197 SP:Iteration 12Q (3499.725299 sec): 3 clusters Score: Raw -365641.600944 + Penalty 2789.225266 = -362852.375678 nChanged 140 SP:Iteration 13Q (3499.777356 sec): 3 clusters Score: Raw -365709.894894 + Penalty 2789.225266 = -362920.669628 nChanged 96 SP:Iteration 14Q (3499.836272 sec): 3 clusters Score: Raw -365754.537775 + Penalty 2789.225266 = -362965.312509 nChanged 79 SP:Iteration 15Q (3499.890486 sec): 3 clusters Score: Raw -365786.032123 + Penalty 2789.225266 = -362996.806857 nChanged 42 SP:Iteration 16Q (3499.928305 sec): 3 clusters Score: Raw -365801.339222 + Penalty 2789.225266 = -363012.113956 nChanged 41 SP:Iteration 17Q (3499.988574 sec): 3 clusters Score: Raw -365812.412127 + Penalty 2789.225266 = -363023.186861 nChanged 26 SP:Iteration 18Q (3500.036925 sec): 3 clusters Score: Raw -365819.820402 + Penalty 2789.225266 = -363030.595136 nChanged 21 SP:Iteration 19Q (3500.093132 sec): 3 clusters Score: Raw -365826.742888 + Penalty 2789.225266 = -363037.517622 nChanged 10 SP:Iteration 20F (3500.144200 sec): 3 clusters Score: Raw -365829.913334 + Penalty 2789.225266 = -363040.688068 nChanged 7 SP:Iteration 21Q (3500.205049 sec): 3 clusters Score: Raw -365831.488164 + Penalty 2789.225266 = -363042.262898 nChanged 6 SP:Iteration 22Q (3500.250776 sec): 3 clusters Score: Raw -365833.382098 + Penalty 2789.225266 = -363044.156832 nChanged 4 SP:Iteration 23Q (3500.303632 sec): 3 clusters Score: Raw -365834.233861 + Penalty 2789.225266 = -363045.008595 nChanged 3 SP:Iteration 24Q (3500.359460 sec): 3 clusters Score: Raw -365834.959018 + Penalty 2789.225266 = -363045.733752 nChanged 2 SP:Iteration 25Q (3500.414210 sec): 3 clusters Score: Raw -365835.684114 + Penalty 2789.225266 = -363046.458848 nChanged 1 SP:Iteration 26Q (3500.459123 sec): 3 clusters Score: Raw -365835.993989 + Penalty 2789.225266 = -363046.768723 nChanged 1 SP:Iteration 27Q (3500.511387 sec): 3 clusters Score: Raw -365836.171051 + Penalty 2789.225266 = -363046.945785 nChanged 0 SP:Iteration 28F (3500.572756 sec): 3 clusters Score: Raw -365836.171051 + Penalty 2789.225266 = -363046.945785 nChanged 0 Trying to split cluster 23 (44741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3500.653399 sec): 2 clusters Score: Raw -3055211.095969 + Penalty 1740.154908 = -3053470.941061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3500.784593 sec): 3 clusters Score: Raw -3027065.519738 + Penalty 3480.309816 = -3023585.209922 nChanged 20915 SP:Iteration 1F (3500.900787 sec): 3 clusters Score: Raw -3039225.412757 + Penalty 3480.309816 = -3035745.102941 nChanged 2236 SP:Iteration 2Q (3501.037150 sec): 3 clusters Score: Raw -3040113.982715 + Penalty 3480.309816 = -3036633.672900 nChanged 2390 SP:Iteration 3F (3501.154788 sec): 3 clusters Score: Raw -3041195.257182 + Penalty 3480.309816 = -3037714.947366 nChanged 2586 SP:Iteration 4F (3501.274090 sec): 3 clusters Score: Raw -3042604.469096 + Penalty 3480.309816 = -3039124.159280 nChanged 2752 SP:Iteration 5F (3501.389240 sec): 3 clusters Score: Raw -3044342.759132 + Penalty 3480.309816 = -3040862.449317 nChanged 2765 SP:Iteration 6F (3501.503010 sec): 3 clusters Score: Raw -3046248.834185 + Penalty 3480.309816 = -3042768.524369 nChanged 2546 SP:Iteration 7F (3501.621292 sec): 3 clusters Score: Raw -3048205.020338 + Penalty 3480.309816 = -3044724.710523 nChanged 2243 SP:Iteration 8F (3501.736239 sec): 3 clusters Score: Raw -3049977.563999 + Penalty 3480.309816 = -3046497.254183 nChanged 1842 SP:Iteration 9Q (3501.869093 sec): 3 clusters Score: Raw -3051481.406418 + Penalty 3480.309816 = -3048001.096603 nChanged 1426 SP:Iteration 10Q (3501.997539 sec): 3 clusters Score: Raw -3052536.543219 + Penalty 3480.309816 = -3049056.233404 nChanged 1053 SP:Iteration 11Q (3502.121714 sec): 3 clusters Score: Raw -3053258.928698 + Penalty 3480.309816 = -3049778.618882 nChanged 855 SP:Iteration 12Q (3502.233621 sec): 3 clusters Score: Raw -3053798.382188 + Penalty 3480.309816 = -3050318.072372 nChanged 701 SP:Iteration 13Q (3502.354771 sec): 3 clusters Score: Raw -3054226.469589 + Penalty 3480.309816 = -3050746.159773 nChanged 627 SP:Iteration 14Q (3502.475186 sec): 3 clusters Score: Raw -3054587.024778 + Penalty 3480.309816 = -3051106.714963 nChanged 524 SP:Iteration 15Q (3502.580677 sec): 3 clusters Score: Raw -3054872.519908 + Penalty 3480.309816 = -3051392.210092 nChanged 447 SP:Iteration 16Q (3502.693315 sec): 3 clusters Score: Raw -3055116.389094 + Penalty 3480.309816 = -3051636.079278 nChanged 331 SP:Iteration 17Q (3502.782679 sec): 3 clusters Score: Raw -3055282.057015 + Penalty 3480.309816 = -3051801.747200 nChanged 264 SP:Iteration 18Q (3502.902517 sec): 3 clusters Score: Raw -3055408.996812 + Penalty 3480.309816 = -3051928.686996 nChanged 210 SP:Iteration 19Q (3503.020171 sec): 3 clusters Score: Raw -3055506.458829 + Penalty 3480.309816 = -3052026.149013 nChanged 159 SP:Iteration 20F (3503.135819 sec): 3 clusters Score: Raw -3055577.499137 + Penalty 3480.309816 = -3052097.189321 nChanged 132 SP:Iteration 21Q (3503.240565 sec): 3 clusters Score: Raw -3055632.267607 + Penalty 3480.309816 = -3052151.957791 nChanged 105 SP:Iteration 22Q (3503.347577 sec): 3 clusters Score: Raw -3055673.767181 + Penalty 3480.309816 = -3052193.457365 nChanged 65 SP:Iteration 23Q (3503.468542 sec): 3 clusters Score: Raw -3055699.561705 + Penalty 3480.309816 = -3052219.251889 nChanged 54 SP:Iteration 24Q (3503.583500 sec): 3 clusters Score: Raw -3055722.122140 + Penalty 3480.309816 = -3052241.812325 nChanged 54 SP:Iteration 25Q (3503.689844 sec): 3 clusters Score: Raw -3055745.611421 + Penalty 3480.309816 = -3052265.301606 nChanged 39 SP:Iteration 26Q (3503.787350 sec): 3 clusters Score: Raw -3055760.336172 + Penalty 3480.309816 = -3052280.026357 nChanged 31 SP:Iteration 27Q (3503.907318 sec): 3 clusters Score: Raw -3055774.498091 + Penalty 3480.309816 = -3052294.188276 nChanged 25 SP:Iteration 28Q (3504.020827 sec): 3 clusters Score: Raw -3055784.730422 + Penalty 3480.309816 = -3052304.420607 nChanged 19 SP:Iteration 29Q (3504.126371 sec): 3 clusters Score: Raw -3055791.122288 + Penalty 3480.309816 = -3052310.812473 nChanged 14 SP:Iteration 30Q (3504.233912 sec): 3 clusters Score: Raw -3055795.939426 + Penalty 3480.309816 = -3052315.629611 nChanged 15 SP:Iteration 31Q (3504.334179 sec): 3 clusters Score: Raw -3055800.289064 + Penalty 3480.309816 = -3052319.979249 nChanged 8 SP:Iteration 32Q (3504.437977 sec): 3 clusters Score: Raw -3055801.967829 + Penalty 3480.309816 = -3052321.658014 nChanged 10 SP:Iteration 33Q (3504.554236 sec): 3 clusters Score: Raw -3055805.389736 + Penalty 3480.309816 = -3052325.079921 nChanged 11 SP:Iteration 34Q (3504.661350 sec): 3 clusters Score: Raw -3055812.523213 + Penalty 3480.309816 = -3052332.213397 nChanged 15 SP:Iteration 35Q (3504.771225 sec): 3 clusters Score: Raw -3055819.350896 + Penalty 3480.309816 = -3052339.041080 nChanged 14 SP:Iteration 36Q (3504.881750 sec): 3 clusters Score: Raw -3055826.415771 + Penalty 3480.309816 = -3052346.105955 nChanged 15 SP:Iteration 37Q (3504.990947 sec): 3 clusters Score: Raw -3055832.804038 + Penalty 3480.309816 = -3052352.494223 nChanged 15 SP:Iteration 38Q (3505.108830 sec): 3 clusters Score: Raw -3055839.781885 + Penalty 3480.309816 = -3052359.472070 nChanged 15 SP:Iteration 39Q (3505.216579 sec): 3 clusters Score: Raw -3055844.582072 + Penalty 3480.309816 = -3052364.272256 nChanged 9 SP:Iteration 40F (3505.341245 sec): 3 clusters Score: Raw -3055848.160465 + Penalty 3480.309816 = -3052367.850649 nChanged 9 SP:Iteration 41Q (3505.442672 sec): 3 clusters Score: Raw -3055851.496553 + Penalty 3480.309816 = -3052371.186737 nChanged 8 SP:Iteration 42Q (3505.550468 sec): 3 clusters Score: Raw -3055855.492540 + Penalty 3480.309816 = -3052375.182724 nChanged 8 SP:Iteration 43Q (3505.670810 sec): 3 clusters Score: Raw -3055857.902544 + Penalty 3480.309816 = -3052377.592729 nChanged 6 SP:Iteration 44Q (3505.782229 sec): 3 clusters Score: Raw -3055860.567418 + Penalty 3480.309816 = -3052380.257603 nChanged 5 SP:Iteration 45Q (3505.889788 sec): 3 clusters Score: Raw -3055862.367007 + Penalty 3480.309816 = -3052382.057192 nChanged 6 SP:Iteration 46Q (3506.000383 sec): 3 clusters Score: Raw -3055864.435766 + Penalty 3480.309816 = -3052384.125951 nChanged 9 SP:Iteration 47Q (3506.102862 sec): 3 clusters Score: Raw -3055869.595299 + Penalty 3480.309816 = -3052389.285484 nChanged 11 SP:Iteration 48Q (3506.213099 sec): 3 clusters Score: Raw -3055875.268677 + Penalty 3480.309816 = -3052394.958862 nChanged 13 SP:Iteration 49Q (3506.311090 sec): 3 clusters Score: Raw -3055881.660831 + Penalty 3480.309816 = -3052401.351015 nChanged 9 SP:Iteration 50Q (3506.422770 sec): 3 clusters Score: Raw -3055885.900060 + Penalty 3480.309816 = -3052405.590245 nChanged 10 SP:Iteration 51Q (3506.530226 sec): 3 clusters Score: Raw -3055889.565454 + Penalty 3480.309816 = -3052409.255638 nChanged 9 SP:Iteration 52Q (3506.642747 sec): 3 clusters Score: Raw -3055893.313678 + Penalty 3480.309816 = -3052413.003862 nChanged 6 SP:Iteration 53Q (3506.741684 sec): 3 clusters Score: Raw -3055895.141862 + Penalty 3480.309816 = -3052414.832046 nChanged 3 SP:Iteration 54Q (3506.852167 sec): 3 clusters Score: Raw -3055896.473749 + Penalty 3480.309816 = -3052416.163934 nChanged 3 SP:Iteration 55Q (3506.962496 sec): 3 clusters Score: Raw -3055898.092027 + Penalty 3480.309816 = -3052417.782211 nChanged 2 SP:Iteration 56Q (3507.065566 sec): 3 clusters Score: Raw -3055899.300942 + Penalty 3480.309816 = -3052418.991127 nChanged 2 SP:Iteration 57Q (3507.168693 sec): 3 clusters Score: Raw -3055900.637700 + Penalty 3480.309816 = -3052420.327884 nChanged 3 SP:Iteration 58Q (3507.275306 sec): 3 clusters Score: Raw -3055901.760377 + Penalty 3480.309816 = -3052421.450562 nChanged 0 SP:Iteration 59F (3507.387184 sec): 3 clusters Score: Raw -3055901.760377 + Penalty 3480.309816 = -3052421.450562 nChanged 0 Trying to split cluster 24 (29664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3507.443878 sec): 2 clusters Score: Raw -2027183.693098 + Penalty 1673.374539 = -2025510.318559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3507.549076 sec): 3 clusters Score: Raw -2008857.063906 + Penalty 3346.749077 = -2005510.314828 nChanged 13589 SP:Iteration 1F (3507.637421 sec): 3 clusters Score: Raw -2016562.751399 + Penalty 3346.749077 = -2013216.002322 nChanged 1577 SP:Iteration 2F (3507.730589 sec): 3 clusters Score: Raw -2017166.679268 + Penalty 3346.749077 = -2013819.930191 nChanged 1560 SP:Iteration 3F (3507.830287 sec): 3 clusters Score: Raw -2017826.783414 + Penalty 3346.749077 = -2014480.034337 nChanged 1606 SP:Iteration 4F (3507.924999 sec): 3 clusters Score: Raw -2018613.512446 + Penalty 3346.749077 = -2015266.763368 nChanged 1742 SP:Iteration 5F (3508.027779 sec): 3 clusters Score: Raw -2019641.514004 + Penalty 3346.749077 = -2016294.764927 nChanged 1903 SP:Iteration 6F (3508.110772 sec): 3 clusters Score: Raw -2020887.020008 + Penalty 3346.749077 = -2017540.270931 nChanged 1869 SP:Iteration 7F (3508.209152 sec): 3 clusters Score: Raw -2022232.246842 + Penalty 3346.749077 = -2018885.497765 nChanged 1761 SP:Iteration 8F (3508.300446 sec): 3 clusters Score: Raw -2023617.491549 + Penalty 3346.749077 = -2020270.742472 nChanged 1443 SP:Iteration 9Q (3508.405563 sec): 3 clusters Score: Raw -2024771.569757 + Penalty 3346.749077 = -2021424.820680 nChanged 1082 SP:Iteration 10Q (3508.497996 sec): 3 clusters Score: Raw -2025606.168266 + Penalty 3346.749077 = -2022259.419188 nChanged 799 SP:Iteration 11Q (3508.585890 sec): 3 clusters Score: Raw -2026197.220632 + Penalty 3346.749077 = -2022850.471555 nChanged 579 SP:Iteration 12Q (3508.674365 sec): 3 clusters Score: Raw -2026595.706565 + Penalty 3346.749077 = -2023248.957488 nChanged 398 SP:Iteration 13Q (3508.756284 sec): 3 clusters Score: Raw -2026833.072512 + Penalty 3346.749077 = -2023486.323435 nChanged 298 SP:Iteration 14Q (3508.857721 sec): 3 clusters Score: Raw -2027000.957941 + Penalty 3346.749077 = -2023654.208864 nChanged 246 SP:Iteration 15Q (3508.938847 sec): 3 clusters Score: Raw -2027134.376940 + Penalty 3346.749077 = -2023787.627863 nChanged 199 SP:Iteration 16Q (3509.017846 sec): 3 clusters Score: Raw -2027243.539394 + Penalty 3346.749077 = -2023896.790317 nChanged 168 SP:Iteration 17Q (3509.110869 sec): 3 clusters Score: Raw -2027348.459200 + Penalty 3346.749077 = -2024001.710123 nChanged 155 SP:Iteration 18Q (3509.199895 sec): 3 clusters Score: Raw -2027456.503853 + Penalty 3346.749077 = -2024109.754776 nChanged 123 SP:Iteration 19Q (3509.291070 sec): 3 clusters Score: Raw -2027543.675292 + Penalty 3346.749077 = -2024196.926215 nChanged 99 SP:Iteration 20F (3509.392105 sec): 3 clusters Score: Raw -2027605.183949 + Penalty 3346.749077 = -2024258.434872 nChanged 66 SP:Iteration 21Q (3509.473969 sec): 3 clusters Score: Raw -2027650.802116 + Penalty 3346.749077 = -2024304.053039 nChanged 58 SP:Iteration 22Q (3509.574015 sec): 3 clusters Score: Raw -2027688.404027 + Penalty 3346.749077 = -2024341.654949 nChanged 42 SP:Iteration 23Q (3509.658559 sec): 3 clusters Score: Raw -2027716.396253 + Penalty 3346.749077 = -2024369.647176 nChanged 42 SP:Iteration 24Q (3509.744542 sec): 3 clusters Score: Raw -2027753.594701 + Penalty 3346.749077 = -2024406.845624 nChanged 45 SP:Iteration 25Q (3509.830244 sec): 3 clusters Score: Raw -2027790.549896 + Penalty 3346.749077 = -2024443.800819 nChanged 33 SP:Iteration 26Q (3509.918211 sec): 3 clusters Score: Raw -2027823.530703 + Penalty 3346.749077 = -2024476.781626 nChanged 40 SP:Iteration 27Q (3510.005359 sec): 3 clusters Score: Raw -2027865.162409 + Penalty 3346.749077 = -2024518.413332 nChanged 38 SP:Iteration 28Q (3510.091879 sec): 3 clusters Score: Raw -2027899.934871 + Penalty 3346.749077 = -2024553.185794 nChanged 29 SP:Iteration 29Q (3510.181255 sec): 3 clusters Score: Raw -2027920.023625 + Penalty 3346.749077 = -2024573.274548 nChanged 28 SP:Iteration 30Q (3510.260516 sec): 3 clusters Score: Raw -2027935.956004 + Penalty 3346.749077 = -2024589.206926 nChanged 25 SP:Iteration 31Q (3510.349831 sec): 3 clusters Score: Raw -2027946.656245 + Penalty 3346.749077 = -2024599.907168 nChanged 13 SP:Iteration 32Q (3510.434465 sec): 3 clusters Score: Raw -2027951.615373 + Penalty 3346.749077 = -2024604.866296 nChanged 11 SP:Iteration 33Q (3510.517714 sec): 3 clusters Score: Raw -2027956.695946 + Penalty 3346.749077 = -2024609.946869 nChanged 5 SP:Iteration 34Q (3510.602911 sec): 3 clusters Score: Raw -2027958.514781 + Penalty 3346.749077 = -2024611.765704 nChanged 5 SP:Iteration 35Q (3510.687091 sec): 3 clusters Score: Raw -2027960.079519 + Penalty 3346.749077 = -2024613.330442 nChanged 3 SP:Iteration 36Q (3510.769832 sec): 3 clusters Score: Raw -2027961.255723 + Penalty 3346.749077 = -2024614.506646 nChanged 1 SP:Iteration 37Q (3510.847702 sec): 3 clusters Score: Raw -2027961.710474 + Penalty 3346.749077 = -2024614.961397 nChanged 1 SP:Iteration 38Q (3510.945366 sec): 3 clusters Score: Raw -2027961.823743 + Penalty 3346.749077 = -2024615.074666 nChanged 1 SP:Iteration 39Q (3511.030501 sec): 3 clusters Score: Raw -2027962.319487 + Penalty 3346.749077 = -2024615.570410 nChanged 0 SP:Iteration 40F (3511.126483 sec): 3 clusters Score: Raw -2027962.319487 + Penalty 3346.749077 = -2024615.570410 nChanged 0 Trying to split cluster 25 (1213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3511.158951 sec): 2 clusters Score: Raw -80703.346776 + Penalty 1153.888435 = -79549.458341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3511.204300 sec): 3 clusters Score: Raw -80268.794076 + Penalty 2307.776870 = -77961.017206 nChanged 397 SP:Iteration 1F (3511.252530 sec): 3 clusters Score: Raw -80559.116687 + Penalty 2307.776870 = -78251.339816 nChanged 77 SP:Iteration 2F (3511.303106 sec): 3 clusters Score: Raw -80621.957736 + Penalty 2307.776870 = -78314.180866 nChanged 40 SP:Iteration 3Q (3511.348880 sec): 3 clusters Score: Raw -80666.608349 + Penalty 2307.776870 = -78358.831479 nChanged 26 SP:Iteration 4Q (3511.393072 sec): 3 clusters Score: Raw -80689.362344 + Penalty 2307.776870 = -78381.585474 nChanged 20 SP:Iteration 5Q (3511.433362 sec): 3 clusters Score: Raw -80704.751161 + Penalty 2307.776870 = -78396.974291 nChanged 14 SP:Iteration 6Q (3511.477082 sec): 3 clusters Score: Raw -80715.179580 + Penalty 2307.776870 = -78407.402709 nChanged 8 SP:Iteration 7Q (3511.524747 sec): 3 clusters Score: Raw -80720.237485 + Penalty 2307.776870 = -78412.460615 nChanged 1 SP:Iteration 8Q (3511.570169 sec): 3 clusters Score: Raw -80720.668899 + Penalty 2307.776870 = -78412.892029 nChanged 0 SP:Iteration 9F (3511.619324 sec): 3 clusters Score: Raw -80720.668899 + Penalty 2307.776870 = -78412.892029 nChanged 0 Trying to split cluster 26 (4663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3511.650562 sec): 2 clusters Score: Raw -322109.804974 + Penalty 1372.704823 = -320737.100151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3511.702189 sec): 3 clusters Score: Raw -319679.425986 + Penalty 2745.409646 = -316934.016340 nChanged 1877 SP:Iteration 1F (3511.764400 sec): 3 clusters Score: Raw -320688.000738 + Penalty 2745.409646 = -317942.591091 nChanged 334 SP:Iteration 2F (3511.814770 sec): 3 clusters Score: Raw -320857.723011 + Penalty 2745.409646 = -318112.313364 nChanged 240 SP:Iteration 3F (3511.870839 sec): 3 clusters Score: Raw -320983.780443 + Penalty 2745.409646 = -318238.370796 nChanged 191 SP:Iteration 4Q (3511.918686 sec): 3 clusters Score: Raw -321073.600837 + Penalty 2745.409646 = -318328.191191 nChanged 162 SP:Iteration 5Q (3511.976907 sec): 3 clusters Score: Raw -321171.562658 + Penalty 2745.409646 = -318426.153012 nChanged 188 SP:Iteration 6Q (3512.028219 sec): 3 clusters Score: Raw -321266.588328 + Penalty 2745.409646 = -318521.178681 nChanged 152 SP:Iteration 7Q (3512.071781 sec): 3 clusters Score: Raw -321351.836616 + Penalty 2745.409646 = -318606.426969 nChanged 166 SP:Iteration 8Q (3512.123857 sec): 3 clusters Score: Raw -321448.285609 + Penalty 2745.409646 = -318702.875963 nChanged 181 SP:Iteration 9Q (3512.175352 sec): 3 clusters Score: Raw -321555.436356 + Penalty 2745.409646 = -318810.026709 nChanged 187 SP:Iteration 10Q (3512.237625 sec): 3 clusters Score: Raw -321659.642515 + Penalty 2745.409646 = -318914.232868 nChanged 168 SP:Iteration 11Q (3512.278796 sec): 3 clusters Score: Raw -321761.723138 + Penalty 2745.409646 = -319016.313491 nChanged 174 SP:Iteration 12Q (3512.337868 sec): 3 clusters Score: Raw -321861.694018 + Penalty 2745.409646 = -319116.284372 nChanged 163 SP:Iteration 13Q (3512.386586 sec): 3 clusters Score: Raw -321944.495210 + Penalty 2745.409646 = -319199.085564 nChanged 125 SP:Iteration 14Q (3512.441493 sec): 3 clusters Score: Raw -322006.998946 + Penalty 2745.409646 = -319261.589300 nChanged 123 SP:Iteration 15Q (3512.494558 sec): 3 clusters Score: Raw -322072.665019 + Penalty 2745.409646 = -319327.255373 nChanged 110 SP:Iteration 16Q (3512.560341 sec): 3 clusters Score: Raw -322128.109632 + Penalty 2745.409646 = -319382.699986 nChanged 94 SP:Iteration 17Q (3512.611746 sec): 3 clusters Score: Raw -322168.333611 + Penalty 2745.409646 = -319422.923965 nChanged 57 SP:Iteration 18Q (3512.667478 sec): 3 clusters Score: Raw -322194.989976 + Penalty 2745.409646 = -319449.580329 nChanged 59 SP:Iteration 19Q (3512.713768 sec): 3 clusters Score: Raw -322225.131418 + Penalty 2745.409646 = -319479.721771 nChanged 58 SP:Iteration 20F (3512.774800 sec): 3 clusters Score: Raw -322252.496960 + Penalty 2745.409646 = -319507.087314 nChanged 46 SP:Iteration 21Q (3512.823483 sec): 3 clusters Score: Raw -322271.257232 + Penalty 2745.409646 = -319525.847585 nChanged 46 SP:Iteration 22Q (3512.868998 sec): 3 clusters Score: Raw -322287.464936 + Penalty 2745.409646 = -319542.055290 nChanged 35 SP:Iteration 23Q (3512.929264 sec): 3 clusters Score: Raw -322299.731881 + Penalty 2745.409646 = -319554.322234 nChanged 30 SP:Iteration 24Q (3512.978048 sec): 3 clusters Score: Raw -322310.965349 + Penalty 2745.409646 = -319565.555703 nChanged 33 SP:Iteration 25Q (3513.027602 sec): 3 clusters Score: Raw -322326.797980 + Penalty 2745.409646 = -319581.388333 nChanged 36 SP:Iteration 26Q (3513.082991 sec): 3 clusters Score: Raw -322342.373977 + Penalty 2745.409646 = -319596.964331 nChanged 41 SP:Iteration 27Q (3513.137597 sec): 3 clusters Score: Raw -322359.608517 + Penalty 2745.409646 = -319614.198871 nChanged 28 SP:Iteration 28Q (3513.192631 sec): 3 clusters Score: Raw -322370.820455 + Penalty 2745.409646 = -319625.410809 nChanged 21 SP:Iteration 29Q (3513.250192 sec): 3 clusters Score: Raw -322377.551521 + Penalty 2745.409646 = -319632.141875 nChanged 17 SP:Iteration 30Q (3513.306868 sec): 3 clusters Score: Raw -322382.695631 + Penalty 2745.409646 = -319637.285985 nChanged 14 SP:Iteration 31Q (3513.361423 sec): 3 clusters Score: Raw -322388.078240 + Penalty 2745.409646 = -319642.668594 nChanged 15 SP:Iteration 32Q (3513.406339 sec): 3 clusters Score: Raw -322393.613692 + Penalty 2745.409646 = -319648.204045 nChanged 19 SP:Iteration 33Q (3513.457782 sec): 3 clusters Score: Raw -322399.366150 + Penalty 2745.409646 = -319653.956504 nChanged 14 SP:Iteration 34Q (3513.514955 sec): 3 clusters Score: Raw -322403.463925 + Penalty 2745.409646 = -319658.054279 nChanged 10 SP:Iteration 35Q (3513.567225 sec): 3 clusters Score: Raw -322407.589985 + Penalty 2745.409646 = -319662.180338 nChanged 10 SP:Iteration 36Q (3513.618181 sec): 3 clusters Score: Raw -322409.955590 + Penalty 2745.409646 = -319664.545944 nChanged 5 SP:Iteration 37Q (3513.671033 sec): 3 clusters Score: Raw -322411.338245 + Penalty 2745.409646 = -319665.928599 nChanged 7 SP:Iteration 38Q (3513.724636 sec): 3 clusters Score: Raw -322412.531361 + Penalty 2745.409646 = -319667.121715 nChanged 5 SP:Iteration 39Q (3513.778156 sec): 3 clusters Score: Raw -322413.403690 + Penalty 2745.409646 = -319667.994044 nChanged 1 SP:Iteration 40F (3513.831475 sec): 3 clusters Score: Raw -322413.575224 + Penalty 2745.409646 = -319668.165578 nChanged 0 Trying to split cluster 27 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3513.854851 sec): 2 clusters Score: Raw -13616.264794 + Penalty 906.091729 = -12710.173065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3513.906345 sec): 3 clusters Score: Raw -13682.910415 + Penalty 1812.183459 = -11870.726956 nChanged 39 SP:Iteration 1F (3513.952002 sec): 3 clusters Score: Raw -13759.202100 + Penalty 1812.183459 = -11947.018641 nChanged 6 SP:Iteration 2Q (3514.002515 sec): 3 clusters Score: Raw -13773.016836 + Penalty 1812.183459 = -11960.833377 nChanged 4 SP:Iteration 3Q (3514.049126 sec): 3 clusters Score: Raw -13783.439353 + Penalty 1812.183459 = -11971.255894 nChanged 2 SP:Iteration 4Q (3514.089691 sec): 3 clusters Score: Raw -13794.135225 + Penalty 1812.183459 = -11981.951766 nChanged 3 SP:Iteration 5Q (3514.130083 sec): 3 clusters Score: Raw -13801.457266 + Penalty 1812.183459 = -11989.273808 nChanged 2 SP:Iteration 6Q (3514.169869 sec): 3 clusters Score: Raw -13807.917013 + Penalty 1812.183459 = -11995.733554 nChanged 0 SP:Iteration 7F (3514.225448 sec): 3 clusters Score: Raw -13807.917013 + Penalty 1812.183459 = -11995.733554 nChanged 0 Trying to split cluster 28 (2038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3514.250661 sec): 2 clusters Score: Raw -132028.825419 + Penalty 1238.205185 = -130790.620234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3514.295320 sec): 3 clusters Score: Raw -131142.841925 + Penalty 2476.410369 = -128666.431555 nChanged 721 SP:Iteration 1F (3514.352463 sec): 3 clusters Score: Raw -131632.310897 + Penalty 2476.410369 = -129155.900527 nChanged 187 SP:Iteration 2F (3514.401605 sec): 3 clusters Score: Raw -131798.334097 + Penalty 2476.410369 = -129321.923727 nChanged 119 SP:Iteration 3F (3514.453180 sec): 3 clusters Score: Raw -131903.470543 + Penalty 2476.410369 = -129427.060174 nChanged 81 SP:Iteration 4Q (3514.487308 sec): 3 clusters Score: Raw -131962.240853 + Penalty 2476.410369 = -129485.830484 nChanged 57 SP:Iteration 5Q (3514.529588 sec): 3 clusters Score: Raw -131992.500148 + Penalty 2476.410369 = -129516.089778 nChanged 33 SP:Iteration 6Q (3514.581667 sec): 3 clusters Score: Raw -132008.353527 + Penalty 2476.410369 = -129531.943157 nChanged 33 SP:Iteration 7Q (3514.627133 sec): 3 clusters Score: Raw -132024.723144 + Penalty 2476.410369 = -129548.312775 nChanged 27 SP:Iteration 8Q (3514.676150 sec): 3 clusters Score: Raw -132041.391421 + Penalty 2476.410369 = -129564.981052 nChanged 32 SP:Iteration 9Q (3514.709824 sec): 3 clusters Score: Raw -132061.826046 + Penalty 2476.410369 = -129585.415677 nChanged 26 SP:Iteration 10Q (3514.760539 sec): 3 clusters Score: Raw -132076.171350 + Penalty 2476.410369 = -129599.760980 nChanged 22 SP:Iteration 11Q (3514.800196 sec): 3 clusters Score: Raw -132088.684788 + Penalty 2476.410369 = -129612.274418 nChanged 21 SP:Iteration 12Q (3514.846253 sec): 3 clusters Score: Raw -132101.722860 + Penalty 2476.410369 = -129625.312490 nChanged 20 SP:Iteration 13Q (3514.882146 sec): 3 clusters Score: Raw -132114.619198 + Penalty 2476.410369 = -129638.208828 nChanged 22 SP:Iteration 14Q (3514.942776 sec): 3 clusters Score: Raw -132128.592462 + Penalty 2476.410369 = -129652.182092 nChanged 26 SP:Iteration 15Q (3514.982120 sec): 3 clusters Score: Raw -132143.276834 + Penalty 2476.410369 = -129666.866465 nChanged 27 SP:Iteration 16Q (3515.030353 sec): 3 clusters Score: Raw -132163.299124 + Penalty 2476.410369 = -129686.888755 nChanged 30 SP:Iteration 17Q (3515.075231 sec): 3 clusters Score: Raw -132183.217886 + Penalty 2476.410369 = -129706.807516 nChanged 23 SP:Iteration 18Q (3515.123900 sec): 3 clusters Score: Raw -132194.415125 + Penalty 2476.410369 = -129718.004755 nChanged 16 SP:Iteration 19Q (3515.167260 sec): 3 clusters Score: Raw -132201.707378 + Penalty 2476.410369 = -129725.297008 nChanged 16 SP:Iteration 20F (3515.201209 sec): 3 clusters Score: Raw -132210.507058 + Penalty 2476.410369 = -129734.096688 nChanged 10 SP:Iteration 21Q (3515.256820 sec): 3 clusters Score: Raw -132216.898645 + Penalty 2476.410369 = -129740.488275 nChanged 14 SP:Iteration 22Q (3515.300269 sec): 3 clusters Score: Raw -132228.623310 + Penalty 2476.410369 = -129752.212940 nChanged 23 SP:Iteration 23Q (3515.338442 sec): 3 clusters Score: Raw -132243.843653 + Penalty 2476.410369 = -129767.433284 nChanged 23 SP:Iteration 24Q (3515.380314 sec): 3 clusters Score: Raw -132255.044845 + Penalty 2476.410369 = -129778.634476 nChanged 13 SP:Iteration 25Q (3515.436580 sec): 3 clusters Score: Raw -132260.977794 + Penalty 2476.410369 = -129784.567424 nChanged 7 SP:Iteration 26Q (3515.488956 sec): 3 clusters Score: Raw -132264.288679 + Penalty 2476.410369 = -129787.878310 nChanged 6 SP:Iteration 27Q (3515.535273 sec): 3 clusters Score: Raw -132267.599080 + Penalty 2476.410369 = -129791.188710 nChanged 8 SP:Iteration 28Q (3515.575997 sec): 3 clusters Score: Raw -132274.114167 + Penalty 2476.410369 = -129797.703798 nChanged 10 SP:Iteration 29Q (3515.624385 sec): 3 clusters Score: Raw -132280.344657 + Penalty 2476.410369 = -129803.934287 nChanged 7 SP:Iteration 30Q (3515.661365 sec): 3 clusters Score: Raw -132285.454352 + Penalty 2476.410369 = -129809.043982 nChanged 10 SP:Iteration 31Q (3515.706064 sec): 3 clusters Score: Raw -132292.014469 + Penalty 2476.410369 = -129815.604100 nChanged 7 SP:Iteration 32Q (3515.753113 sec): 3 clusters Score: Raw -132298.705204 + Penalty 2476.410369 = -129822.294834 nChanged 9 SP:Iteration 33Q (3515.793106 sec): 3 clusters Score: Raw -132303.936586 + Penalty 2476.410369 = -129827.526216 nChanged 8 SP:Iteration 34Q (3515.832024 sec): 3 clusters Score: Raw -132308.188780 + Penalty 2476.410369 = -129831.778410 nChanged 8 SP:Iteration 35Q (3515.880260 sec): 3 clusters Score: Raw -132312.230045 + Penalty 2476.410369 = -129835.819676 nChanged 7 SP:Iteration 36Q (3515.921521 sec): 3 clusters Score: Raw -132315.300789 + Penalty 2476.410369 = -129838.890420 nChanged 6 SP:Iteration 37Q (3515.962094 sec): 3 clusters Score: Raw -132322.824160 + Penalty 2476.410369 = -129846.413791 nChanged 11 SP:Iteration 38Q (3516.007191 sec): 3 clusters Score: Raw -132330.507467 + Penalty 2476.410369 = -129854.097097 nChanged 7 SP:Iteration 39Q (3516.049594 sec): 3 clusters Score: Raw -132335.896353 + Penalty 2476.410369 = -129859.485984 nChanged 7 SP:Iteration 40F (3516.102145 sec): 3 clusters Score: Raw -132341.703116 + Penalty 2476.410369 = -129865.292746 nChanged 9 SP:Iteration 41Q (3516.141983 sec): 3 clusters Score: Raw -132348.560217 + Penalty 2476.410369 = -129872.149848 nChanged 7 SP:Iteration 42Q (3516.187448 sec): 3 clusters Score: Raw -132354.312300 + Penalty 2476.410369 = -129877.901930 nChanged 5 SP:Iteration 43Q (3516.247490 sec): 3 clusters Score: Raw -132358.691589 + Penalty 2476.410369 = -129882.281220 nChanged 5 SP:Iteration 44Q (3516.290657 sec): 3 clusters Score: Raw -132363.534198 + Penalty 2476.410369 = -129887.123828 nChanged 6 SP:Iteration 45Q (3516.336437 sec): 3 clusters Score: Raw -132368.207884 + Penalty 2476.410369 = -129891.797514 nChanged 3 SP:Iteration 46Q (3516.369991 sec): 3 clusters Score: Raw -132369.109589 + Penalty 2476.410369 = -129892.699220 nChanged 1 SP:Iteration 47Q (3516.419363 sec): 3 clusters Score: Raw -132369.519522 + Penalty 2476.410369 = -129893.109153 nChanged 0 SP:Iteration 48F (3516.467697 sec): 3 clusters Score: Raw -132369.519522 + Penalty 2476.410369 = -129893.109153 nChanged 0 Trying to split cluster 29 (1894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3516.488928 sec): 2 clusters Score: Raw -113985.293476 + Penalty 1226.297519 = -112758.995956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3516.541129 sec): 3 clusters Score: Raw -113159.558794 + Penalty 2452.595039 = -110706.963755 nChanged 653 SP:Iteration 1F (3516.579712 sec): 3 clusters Score: Raw -113651.370957 + Penalty 2452.595039 = -111198.775918 nChanged 156 SP:Iteration 2F (3516.634580 sec): 3 clusters Score: Raw -113769.430355 + Penalty 2452.595039 = -111316.835316 nChanged 99 SP:Iteration 3F (3516.674507 sec): 3 clusters Score: Raw -113833.195881 + Penalty 2452.595039 = -111380.600842 nChanged 57 SP:Iteration 4Q (3516.723651 sec): 3 clusters Score: Raw -113871.555739 + Penalty 2452.595039 = -111418.960700 nChanged 38 SP:Iteration 5Q (3516.764419 sec): 3 clusters Score: Raw -113891.676023 + Penalty 2452.595039 = -111439.080984 nChanged 27 SP:Iteration 6Q (3516.809551 sec): 3 clusters Score: Raw -113908.372735 + Penalty 2452.595039 = -111455.777696 nChanged 27 SP:Iteration 7Q (3516.868516 sec): 3 clusters Score: Raw -113926.862897 + Penalty 2452.595039 = -111474.267858 nChanged 29 SP:Iteration 8Q (3516.905452 sec): 3 clusters Score: Raw -113946.601233 + Penalty 2452.595039 = -111494.006194 nChanged 17 SP:Iteration 9Q (3516.961994 sec): 3 clusters Score: Raw -113956.014192 + Penalty 2452.595039 = -111503.419153 nChanged 15 SP:Iteration 10Q (3517.011431 sec): 3 clusters Score: Raw -113966.777730 + Penalty 2452.595039 = -111514.182691 nChanged 15 SP:Iteration 11Q (3517.049416 sec): 3 clusters Score: Raw -113975.137958 + Penalty 2452.595039 = -111522.542919 nChanged 13 SP:Iteration 12Q (3517.105200 sec): 3 clusters Score: Raw -113984.798059 + Penalty 2452.595039 = -111532.203020 nChanged 16 SP:Iteration 13Q (3517.151036 sec): 3 clusters Score: Raw -113992.822885 + Penalty 2452.595039 = -111540.227846 nChanged 17 SP:Iteration 14Q (3517.207220 sec): 3 clusters Score: Raw -114002.100617 + Penalty 2452.595039 = -111549.505578 nChanged 11 SP:Iteration 15Q (3517.253005 sec): 3 clusters Score: Raw -114009.952544 + Penalty 2452.595039 = -111557.357505 nChanged 15 SP:Iteration 16Q (3517.292248 sec): 3 clusters Score: Raw -114017.415700 + Penalty 2452.595039 = -111564.820661 nChanged 8 SP:Iteration 17Q (3517.341896 sec): 3 clusters Score: Raw -114022.598337 + Penalty 2452.595039 = -111570.003298 nChanged 7 SP:Iteration 18Q (3517.390087 sec): 3 clusters Score: Raw -114027.609595 + Penalty 2452.595039 = -111575.014556 nChanged 9 SP:Iteration 19Q (3517.443871 sec): 3 clusters Score: Raw -114031.388150 + Penalty 2452.595039 = -111578.793111 nChanged 8 SP:Iteration 20F (3517.484572 sec): 3 clusters Score: Raw -114035.397892 + Penalty 2452.595039 = -111582.802853 nChanged 4 SP:Iteration 21Q (3517.538046 sec): 3 clusters Score: Raw -114037.679297 + Penalty 2452.595039 = -111585.084258 nChanged 5 SP:Iteration 22Q (3517.580499 sec): 3 clusters Score: Raw -114040.718578 + Penalty 2452.595039 = -111588.123539 nChanged 8 SP:Iteration 23Q (3517.630402 sec): 3 clusters Score: Raw -114044.466741 + Penalty 2452.595039 = -111591.871702 nChanged 4 SP:Iteration 24Q (3517.683971 sec): 3 clusters Score: Raw -114047.457247 + Penalty 2452.595039 = -111594.862208 nChanged 3 SP:Iteration 25Q (3517.724894 sec): 3 clusters Score: Raw -114048.664795 + Penalty 2452.595039 = -111596.069756 nChanged 4 SP:Iteration 26Q (3517.777572 sec): 3 clusters Score: Raw -114050.277262 + Penalty 2452.595039 = -111597.682223 nChanged 1 SP:Iteration 27Q (3517.820672 sec): 3 clusters Score: Raw -114050.649186 + Penalty 2452.595039 = -111598.054147 nChanged 1 SP:Iteration 28Q (3517.865734 sec): 3 clusters Score: Raw -114051.088018 + Penalty 2452.595039 = -111598.492979 nChanged 1 SP:Iteration 29Q (3517.914222 sec): 3 clusters Score: Raw -114051.181456 + Penalty 2452.595039 = -111598.586417 nChanged 1 SP:Iteration 30Q (3517.968353 sec): 3 clusters Score: Raw -114051.357185 + Penalty 2452.595039 = -111598.762146 nChanged 3 SP:Iteration 31Q (3518.020373 sec): 3 clusters Score: Raw -114052.753781 + Penalty 2452.595039 = -111600.158742 nChanged 5 SP:Iteration 32Q (3518.058809 sec): 3 clusters Score: Raw -114054.951477 + Penalty 2452.595039 = -111602.356438 nChanged 10 SP:Iteration 33Q (3518.110830 sec): 3 clusters Score: Raw -114062.611466 + Penalty 2452.595039 = -111610.016428 nChanged 21 SP:Iteration 34Q (3518.149926 sec): 3 clusters Score: Raw -114076.873456 + Penalty 2452.595039 = -111624.278417 nChanged 23 SP:Iteration 35Q (3518.199097 sec): 3 clusters Score: Raw -114096.617754 + Penalty 2452.595039 = -111644.022715 nChanged 36 SP:Iteration 36Q (3518.252366 sec): 3 clusters Score: Raw -114129.236512 + Penalty 2452.595039 = -111676.641473 nChanged 36 SP:Iteration 37Q (3518.308958 sec): 3 clusters Score: Raw -114170.149730 + Penalty 2452.595039 = -111717.554691 nChanged 46 SP:Iteration 38Q (3518.343731 sec): 3 clusters Score: Raw -114226.614801 + Penalty 2452.595039 = -111774.019762 nChanged 39 SP:Iteration 39Q (3518.401353 sec): 3 clusters Score: Raw -114271.121701 + Penalty 2452.595039 = -111818.526662 nChanged 32 SP:Iteration 40F (3518.455216 sec): 3 clusters Score: Raw -114296.670164 + Penalty 2452.595039 = -111844.075125 nChanged 31 SP:Iteration 41Q (3518.503925 sec): 3 clusters Score: Raw -114316.493052 + Penalty 2452.595039 = -111863.898013 nChanged 21 SP:Iteration 42Q (3518.540965 sec): 3 clusters Score: Raw -114331.010349 + Penalty 2452.595039 = -111878.415311 nChanged 18 SP:Iteration 43Q (3518.592171 sec): 3 clusters Score: Raw -114344.706961 + Penalty 2452.595039 = -111892.111922 nChanged 11 SP:Iteration 44Q (3518.649703 sec): 3 clusters Score: Raw -114350.981991 + Penalty 2452.595039 = -111898.386952 nChanged 8 SP:Iteration 45Q (3518.691291 sec): 3 clusters Score: Raw -114358.986946 + Penalty 2452.595039 = -111906.391907 nChanged 9 SP:Iteration 46Q (3518.742324 sec): 3 clusters Score: Raw -114367.762697 + Penalty 2452.595039 = -111915.167658 nChanged 13 SP:Iteration 47Q (3518.782957 sec): 3 clusters Score: Raw -114374.572122 + Penalty 2452.595039 = -111921.977083 nChanged 14 SP:Iteration 48Q (3518.838465 sec): 3 clusters Score: Raw -114388.355333 + Penalty 2452.595039 = -111935.760294 nChanged 15 SP:Iteration 49Q (3518.879235 sec): 3 clusters Score: Raw -114405.691138 + Penalty 2452.595039 = -111953.096099 nChanged 22 SP:Iteration 50Q (3518.926281 sec): 3 clusters Score: Raw -114421.206754 + Penalty 2452.595039 = -111968.611715 nChanged 13 SP:Iteration 51Q (3518.979555 sec): 3 clusters Score: Raw -114430.945816 + Penalty 2452.595039 = -111978.350777 nChanged 16 SP:Iteration 52Q (3519.032918 sec): 3 clusters Score: Raw -114441.659286 + Penalty 2452.595039 = -111989.064247 nChanged 16 SP:Iteration 53Q (3519.069525 sec): 3 clusters Score: Raw -114450.526037 + Penalty 2452.595039 = -111997.930998 nChanged 10 SP:Iteration 54Q (3519.113082 sec): 3 clusters Score: Raw -114458.886406 + Penalty 2452.595039 = -112006.291367 nChanged 12 SP:Iteration 55Q (3519.157743 sec): 3 clusters Score: Raw -114466.673546 + Penalty 2452.595039 = -112014.078507 nChanged 10 SP:Iteration 56Q (3519.206573 sec): 3 clusters Score: Raw -114473.580471 + Penalty 2452.595039 = -112020.985432 nChanged 9 SP:Iteration 57Q (3519.256466 sec): 3 clusters Score: Raw -114479.274483 + Penalty 2452.595039 = -112026.679444 nChanged 8 SP:Iteration 58Q (3519.310095 sec): 3 clusters Score: Raw -114484.930518 + Penalty 2452.595039 = -112032.335479 nChanged 12 SP:Iteration 59Q (3519.351519 sec): 3 clusters Score: Raw -114493.116118 + Penalty 2452.595039 = -112040.521079 nChanged 9 SP:Iteration 60F (3519.407738 sec): 3 clusters Score: Raw -114498.978642 + Penalty 2452.595039 = -112046.383603 nChanged 9 SP:Iteration 61Q (3519.446673 sec): 3 clusters Score: Raw -114505.774629 + Penalty 2452.595039 = -112053.179590 nChanged 7 SP:Iteration 62Q (3519.498849 sec): 3 clusters Score: Raw -114509.986411 + Penalty 2452.595039 = -112057.391372 nChanged 6 SP:Iteration 63Q (3519.549789 sec): 3 clusters Score: Raw -114515.294753 + Penalty 2452.595039 = -112062.699714 nChanged 10 SP:Iteration 64Q (3519.594697 sec): 3 clusters Score: Raw -114523.476845 + Penalty 2452.595039 = -112070.881806 nChanged 9 SP:Iteration 65Q (3519.649261 sec): 3 clusters Score: Raw -114527.635532 + Penalty 2452.595039 = -112075.040494 nChanged 7 SP:Iteration 66Q (3519.685760 sec): 3 clusters Score: Raw -114531.932538 + Penalty 2452.595039 = -112079.337499 nChanged 9 SP:Iteration 67Q (3519.732968 sec): 3 clusters Score: Raw -114539.593623 + Penalty 2452.595039 = -112086.998584 nChanged 11 SP:Iteration 68Q (3519.788250 sec): 3 clusters Score: Raw -114550.699833 + Penalty 2452.595039 = -112098.104794 nChanged 13 SP:Iteration 69Q (3519.829260 sec): 3 clusters Score: Raw -114559.329800 + Penalty 2452.595039 = -112106.734761 nChanged 15 SP:Iteration 70Q (3519.882003 sec): 3 clusters Score: Raw -114572.412035 + Penalty 2452.595039 = -112119.816996 nChanged 24 SP:Iteration 71Q (3519.929915 sec): 3 clusters Score: Raw -114593.314919 + Penalty 2452.595039 = -112140.719880 nChanged 12 SP:Iteration 72Q (3519.982318 sec): 3 clusters Score: Raw -114604.049595 + Penalty 2452.595039 = -112151.454556 nChanged 14 SP:Iteration 73Q (3520.019178 sec): 3 clusters Score: Raw -114614.550018 + Penalty 2452.595039 = -112161.954979 nChanged 8 SP:Iteration 74Q (3520.067044 sec): 3 clusters Score: Raw -114620.681283 + Penalty 2452.595039 = -112168.086244 nChanged 5 SP:Iteration 75Q (3520.115723 sec): 3 clusters Score: Raw -114624.042804 + Penalty 2452.595039 = -112171.447765 nChanged 4 SP:Iteration 76Q (3520.163244 sec): 3 clusters Score: Raw -114626.530807 + Penalty 2452.595039 = -112173.935768 nChanged 8 SP:Iteration 77Q (3520.212764 sec): 3 clusters Score: Raw -114633.218753 + Penalty 2452.595039 = -112180.623714 nChanged 6 SP:Iteration 78Q (3520.267424 sec): 3 clusters Score: Raw -114640.525076 + Penalty 2452.595039 = -112187.930037 nChanged 9 SP:Iteration 79Q (3520.308245 sec): 3 clusters Score: Raw -114650.317007 + Penalty 2452.595039 = -112197.721968 nChanged 16 SP:Iteration 80F (3520.358471 sec): 3 clusters Score: Raw -114675.447844 + Penalty 2452.595039 = -112222.852805 nChanged 28 SP:Iteration 81Q (3520.408951 sec): 3 clusters Score: Raw -114706.299891 + Penalty 2452.595039 = -112253.704852 nChanged 26 SP:Iteration 82Q (3520.456423 sec): 3 clusters Score: Raw -114745.196103 + Penalty 2452.595039 = -112292.601065 nChanged 25 SP:Iteration 83Q (3520.509855 sec): 3 clusters Score: Raw -114771.139486 + Penalty 2452.595039 = -112318.544447 nChanged 29 SP:Iteration 84Q (3520.564353 sec): 3 clusters Score: Raw -114802.090151 + Penalty 2452.595039 = -112349.495112 nChanged 23 SP:Iteration 85Q (3520.604217 sec): 3 clusters Score: Raw -114825.230149 + Penalty 2452.595039 = -112372.635110 nChanged 16 SP:Iteration 86Q (3520.657590 sec): 3 clusters Score: Raw -114845.312422 + Penalty 2452.595039 = -112392.717383 nChanged 16 SP:Iteration 87Q (3520.710083 sec): 3 clusters Score: Raw -114856.989039 + Penalty 2452.595039 = -112404.394000 nChanged 15 SP:Iteration 88Q (3520.746595 sec): 3 clusters Score: Raw -114869.556369 + Penalty 2452.595039 = -112416.961330 nChanged 15 SP:Iteration 89Q (3520.805272 sec): 3 clusters Score: Raw -114889.680663 + Penalty 2452.595039 = -112437.085624 nChanged 13 SP:Iteration 90Q (3520.845952 sec): 3 clusters Score: Raw -114915.307183 + Penalty 2452.595039 = -112462.712144 nChanged 21 SP:Iteration 91Q (3520.903635 sec): 3 clusters Score: Raw -114939.601898 + Penalty 2452.595039 = -112487.006859 nChanged 19 SP:Iteration 92Q (3520.942050 sec): 3 clusters Score: Raw -114962.892667 + Penalty 2452.595039 = -112510.297628 nChanged 22 SP:Iteration 93Q (3520.989902 sec): 3 clusters Score: Raw -114986.037067 + Penalty 2452.595039 = -112533.442028 nChanged 17 SP:Iteration 94Q (3521.049383 sec): 3 clusters Score: Raw -115003.332266 + Penalty 2452.595039 = -112550.737228 nChanged 13 SP:Iteration 95Q (3521.095540 sec): 3 clusters Score: Raw -115014.116186 + Penalty 2452.595039 = -112561.521147 nChanged 9 SP:Iteration 96Q (3521.142963 sec): 3 clusters Score: Raw -115019.204587 + Penalty 2452.595039 = -112566.609548 nChanged 6 SP:Iteration 97Q (3521.191539 sec): 3 clusters Score: Raw -115022.540322 + Penalty 2452.595039 = -112569.945283 nChanged 4 SP:Iteration 98Q (3521.243711 sec): 3 clusters Score: Raw -115025.343092 + Penalty 2452.595039 = -112572.748053 nChanged 4 SP:Iteration 99Q (3521.288525 sec): 3 clusters Score: Raw -115029.079373 + Penalty 2452.595039 = -112576.484334 nChanged 4 SP:Iteration 100F (3521.327098 sec): 3 clusters Score: Raw -115032.675879 + Penalty 2452.595039 = -112580.080840 nChanged 3 SP:Iteration 101Q (3521.378269 sec): 3 clusters Score: Raw -115035.181769 + Penalty 2452.595039 = -112582.586731 nChanged 5 SP:Iteration 102Q (3521.418398 sec): 3 clusters Score: Raw -115038.630330 + Penalty 2452.595039 = -112586.035291 nChanged 2 SP:Iteration 103Q (3521.469400 sec): 3 clusters Score: Raw -115040.449078 + Penalty 2452.595039 = -112587.854039 nChanged 0 SP:Iteration 104F (3521.526991 sec): 3 clusters Score: Raw -115040.449078 + Penalty 2452.595039 = -112587.854039 nChanged 0 Trying to split cluster 30 (2068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3521.541951 sec): 2 clusters Score: Raw -118030.796632 + Penalty 1240.579801 = -116790.216832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3521.599460 sec): 3 clusters Score: Raw -117150.951484 + Penalty 2481.159602 = -114669.791883 nChanged 710 SP:Iteration 1F (3521.639319 sec): 3 clusters Score: Raw -117606.469749 + Penalty 2481.159602 = -115125.310148 nChanged 176 SP:Iteration 2F (3521.690740 sec): 3 clusters Score: Raw -117734.279026 + Penalty 2481.159602 = -115253.119424 nChanged 114 SP:Iteration 3F (3521.740496 sec): 3 clusters Score: Raw -117811.603462 + Penalty 2481.159602 = -115330.443860 nChanged 68 SP:Iteration 4Q (3521.788217 sec): 3 clusters Score: Raw -117849.044544 + Penalty 2481.159602 = -115367.884942 nChanged 47 SP:Iteration 5Q (3521.834761 sec): 3 clusters Score: Raw -117874.550106 + Penalty 2481.159602 = -115393.390504 nChanged 31 SP:Iteration 6Q (3521.870880 sec): 3 clusters Score: Raw -117893.734250 + Penalty 2481.159602 = -115412.574648 nChanged 29 SP:Iteration 7Q (3521.914052 sec): 3 clusters Score: Raw -117911.836504 + Penalty 2481.159602 = -115430.676902 nChanged 34 SP:Iteration 8Q (3521.960539 sec): 3 clusters Score: Raw -117929.575113 + Penalty 2481.159602 = -115448.415512 nChanged 28 SP:Iteration 9Q (3522.017962 sec): 3 clusters Score: Raw -117945.828596 + Penalty 2481.159602 = -115464.668994 nChanged 31 SP:Iteration 10Q (3522.067490 sec): 3 clusters Score: Raw -117959.944119 + Penalty 2481.159602 = -115478.784518 nChanged 22 SP:Iteration 11Q (3522.117004 sec): 3 clusters Score: Raw -117973.176163 + Penalty 2481.159602 = -115492.016562 nChanged 22 SP:Iteration 12Q (3522.165081 sec): 3 clusters Score: Raw -117987.231026 + Penalty 2481.159602 = -115506.071424 nChanged 20 SP:Iteration 13Q (3522.210730 sec): 3 clusters Score: Raw -118001.492359 + Penalty 2481.159602 = -115520.332757 nChanged 27 SP:Iteration 14Q (3522.256357 sec): 3 clusters Score: Raw -118026.069697 + Penalty 2481.159602 = -115544.910095 nChanged 42 SP:Iteration 15Q (3522.300887 sec): 3 clusters Score: Raw -118061.334284 + Penalty 2481.159602 = -115580.174683 nChanged 48 SP:Iteration 16Q (3522.333614 sec): 3 clusters Score: Raw -118102.935489 + Penalty 2481.159602 = -115621.775888 nChanged 55 SP:Iteration 17Q (3522.388234 sec): 3 clusters Score: Raw -118174.184991 + Penalty 2481.159602 = -115693.025390 nChanged 78 SP:Iteration 18Q (3522.437991 sec): 3 clusters Score: Raw -118292.746494 + Penalty 2481.159602 = -115811.586893 nChanged 88 SP:Iteration 19Q (3522.485778 sec): 3 clusters Score: Raw -118401.251098 + Penalty 2481.159602 = -115920.091496 nChanged 96 SP:Iteration 20F (3522.523878 sec): 3 clusters Score: Raw -118515.086354 + Penalty 2481.159602 = -116033.926752 nChanged 76 SP:Iteration 21Q (3522.564440 sec): 3 clusters Score: Raw -118593.130876 + Penalty 2481.159602 = -116111.971275 nChanged 57 SP:Iteration 22Q (3522.618885 sec): 3 clusters Score: Raw -118649.910921 + Penalty 2481.159602 = -116168.751320 nChanged 65 SP:Iteration 23Q (3522.657410 sec): 3 clusters Score: Raw -118703.643980 + Penalty 2481.159602 = -116222.484378 nChanged 40 SP:Iteration 24Q (3522.713646 sec): 3 clusters Score: Raw -118733.754444 + Penalty 2481.159602 = -116252.594843 nChanged 30 SP:Iteration 25Q (3522.750428 sec): 3 clusters Score: Raw -118754.384092 + Penalty 2481.159602 = -116273.224491 nChanged 14 SP:Iteration 26Q (3522.805011 sec): 3 clusters Score: Raw -118764.914594 + Penalty 2481.159602 = -116283.754992 nChanged 13 SP:Iteration 27Q (3522.850006 sec): 3 clusters Score: Raw -118774.301878 + Penalty 2481.159602 = -116293.142276 nChanged 10 SP:Iteration 28Q (3522.887975 sec): 3 clusters Score: Raw -118782.408782 + Penalty 2481.159602 = -116301.249180 nChanged 9 SP:Iteration 29Q (3522.929379 sec): 3 clusters Score: Raw -118786.440608 + Penalty 2481.159602 = -116305.281006 nChanged 7 SP:Iteration 30Q (3522.973224 sec): 3 clusters Score: Raw -118791.690954 + Penalty 2481.159602 = -116310.531352 nChanged 9 SP:Iteration 31Q (3523.023569 sec): 3 clusters Score: Raw -118796.378884 + Penalty 2481.159602 = -116315.219282 nChanged 7 SP:Iteration 32Q (3523.069374 sec): 3 clusters Score: Raw -118799.995741 + Penalty 2481.159602 = -116318.836139 nChanged 2 SP:Iteration 33Q (3523.108125 sec): 3 clusters Score: Raw -118801.866825 + Penalty 2481.159602 = -116320.707223 nChanged 1 SP:Iteration 34Q (3523.157096 sec): 3 clusters Score: Raw -118802.361977 + Penalty 2481.159602 = -116321.202376 nChanged 1 SP:Iteration 35Q (3523.202195 sec): 3 clusters Score: Raw -118803.220071 + Penalty 2481.159602 = -116322.060470 nChanged 1 SP:Iteration 36Q (3523.245527 sec): 3 clusters Score: Raw -118803.413049 + Penalty 2481.159602 = -116322.253447 nChanged 1 SP:Iteration 37Q (3523.288173 sec): 3 clusters Score: Raw -118803.805302 + Penalty 2481.159602 = -116322.645700 nChanged 0 SP:Iteration 38F (3523.332828 sec): 3 clusters Score: Raw -118803.805302 + Penalty 2481.159602 = -116322.645700 nChanged 0 Trying to split cluster 31 (1730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3523.349707 sec): 2 clusters Score: Raw -118341.023482 + Penalty 1211.579962 = -117129.443520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3523.399309 sec): 3 clusters Score: Raw -117603.309124 + Penalty 2423.159923 = -115180.149201 nChanged 614 SP:Iteration 1F (3523.449548 sec): 3 clusters Score: Raw -117983.480888 + Penalty 2423.159923 = -115560.320965 nChanged 143 SP:Iteration 2F (3523.490223 sec): 3 clusters Score: Raw -118078.262655 + Penalty 2423.159923 = -115655.102732 nChanged 80 SP:Iteration 3Q (3523.530219 sec): 3 clusters Score: Raw -118132.299798 + Penalty 2423.159923 = -115709.139874 nChanged 51 SP:Iteration 4Q (3523.578610 sec): 3 clusters Score: Raw -118170.762138 + Penalty 2423.159923 = -115747.602214 nChanged 35 SP:Iteration 5Q (3523.623678 sec): 3 clusters Score: Raw -118205.351691 + Penalty 2423.159923 = -115782.191768 nChanged 30 SP:Iteration 6Q (3523.667799 sec): 3 clusters Score: Raw -118224.859002 + Penalty 2423.159923 = -115801.699079 nChanged 23 SP:Iteration 7Q (3523.711136 sec): 3 clusters Score: Raw -118242.031649 + Penalty 2423.159923 = -115818.871726 nChanged 24 SP:Iteration 8Q (3523.755239 sec): 3 clusters Score: Raw -118257.891864 + Penalty 2423.159923 = -115834.731940 nChanged 17 SP:Iteration 9Q (3523.798607 sec): 3 clusters Score: Raw -118265.468456 + Penalty 2423.159923 = -115842.308533 nChanged 6 SP:Iteration 10Q (3523.844930 sec): 3 clusters Score: Raw -118268.073905 + Penalty 2423.159923 = -115844.913982 nChanged 5 SP:Iteration 11Q (3523.900919 sec): 3 clusters Score: Raw -118270.109333 + Penalty 2423.159923 = -115846.949410 nChanged 6 SP:Iteration 12Q (3523.937534 sec): 3 clusters Score: Raw -118272.124742 + Penalty 2423.159923 = -115848.964819 nChanged 4 SP:Iteration 13Q (3523.990535 sec): 3 clusters Score: Raw -118273.330462 + Penalty 2423.159923 = -115850.170538 nChanged 6 SP:Iteration 14Q (3524.032858 sec): 3 clusters Score: Raw -118276.962053 + Penalty 2423.159923 = -115853.802130 nChanged 7 SP:Iteration 15Q (3524.080989 sec): 3 clusters Score: Raw -118281.861968 + Penalty 2423.159923 = -115858.702045 nChanged 13 SP:Iteration 16Q (3524.132099 sec): 3 clusters Score: Raw -118288.443278 + Penalty 2423.159923 = -115865.283354 nChanged 12 SP:Iteration 17Q (3524.181294 sec): 3 clusters Score: Raw -118294.879188 + Penalty 2423.159923 = -115871.719264 nChanged 12 SP:Iteration 18Q (3524.237362 sec): 3 clusters Score: Raw -118302.212505 + Penalty 2423.159923 = -115879.052581 nChanged 13 SP:Iteration 19Q (3524.287837 sec): 3 clusters Score: Raw -118309.170341 + Penalty 2423.159923 = -115886.010418 nChanged 10 SP:Iteration 20F (3524.327440 sec): 3 clusters Score: Raw -118314.293553 + Penalty 2423.159923 = -115891.133630 nChanged 8 SP:Iteration 21Q (3524.380357 sec): 3 clusters Score: Raw -118317.532717 + Penalty 2423.159923 = -115894.372794 nChanged 9 SP:Iteration 22Q (3524.435530 sec): 3 clusters Score: Raw -118322.110331 + Penalty 2423.159923 = -115898.950407 nChanged 10 SP:Iteration 23Q (3524.470981 sec): 3 clusters Score: Raw -118326.841400 + Penalty 2423.159923 = -115903.681477 nChanged 7 SP:Iteration 24Q (3524.527778 sec): 3 clusters Score: Raw -118331.615033 + Penalty 2423.159923 = -115908.455110 nChanged 4 SP:Iteration 25Q (3524.567612 sec): 3 clusters Score: Raw -118337.000680 + Penalty 2423.159923 = -115913.840756 nChanged 7 SP:Iteration 26Q (3524.616540 sec): 3 clusters Score: Raw -118339.996194 + Penalty 2423.159923 = -115916.836270 nChanged 5 SP:Iteration 27Q (3524.663672 sec): 3 clusters Score: Raw -118342.033511 + Penalty 2423.159923 = -115918.873587 nChanged 3 SP:Iteration 28Q (3524.706769 sec): 3 clusters Score: Raw -118344.403382 + Penalty 2423.159923 = -115921.243458 nChanged 3 SP:Iteration 29Q (3524.761867 sec): 3 clusters Score: Raw -118345.286462 + Penalty 2423.159923 = -115922.126538 nChanged 1 SP:Iteration 30Q (3524.813043 sec): 3 clusters Score: Raw -118345.608366 + Penalty 2423.159923 = -115922.448442 nChanged 2 SP:Iteration 31Q (3524.858347 sec): 3 clusters Score: Raw -118345.982876 + Penalty 2423.159923 = -115922.822952 nChanged 1 SP:Iteration 32Q (3524.904969 sec): 3 clusters Score: Raw -118346.530461 + Penalty 2423.159923 = -115923.370538 nChanged 1 SP:Iteration 33Q (3524.959008 sec): 3 clusters Score: Raw -118346.784822 + Penalty 2423.159923 = -115923.624898 nChanged 0 SP:Iteration 34F (3525.005485 sec): 3 clusters Score: Raw -118346.784822 + Penalty 2423.159923 = -115923.624898 nChanged 0 Trying to split cluster 32 (21169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3525.051211 sec): 2 clusters Score: Raw -1378126.186466 + Penalty 1618.547633 = -1376507.638833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3525.140723 sec): 3 clusters Score: Raw -1365371.386465 + Penalty 3237.095266 = -1362134.291199 nChanged 9679 SP:Iteration 1F (3525.223565 sec): 3 clusters Score: Raw -1370724.449910 + Penalty 3237.095266 = -1367487.354644 nChanged 1131 SP:Iteration 2F (3525.309950 sec): 3 clusters Score: Raw -1371254.724506 + Penalty 3237.095266 = -1368017.629240 nChanged 1127 SP:Iteration 3F (3525.389771 sec): 3 clusters Score: Raw -1371874.273758 + Penalty 3237.095266 = -1368637.178492 nChanged 1268 SP:Iteration 4F (3525.470187 sec): 3 clusters Score: Raw -1372736.850264 + Penalty 3237.095266 = -1369499.754997 nChanged 1475 SP:Iteration 5F (3525.547735 sec): 3 clusters Score: Raw -1373917.093075 + Penalty 3237.095266 = -1370679.997809 nChanged 1483 SP:Iteration 6F (3525.630881 sec): 3 clusters Score: Raw -1375201.375479 + Penalty 3237.095266 = -1371964.280213 nChanged 1314 SP:Iteration 7F (3525.709998 sec): 3 clusters Score: Raw -1376389.220693 + Penalty 3237.095266 = -1373152.125427 nChanged 1015 SP:Iteration 8Q (3525.796533 sec): 3 clusters Score: Raw -1377319.886840 + Penalty 3237.095266 = -1374082.791573 nChanged 641 SP:Iteration 9Q (3525.877793 sec): 3 clusters Score: Raw -1377877.971992 + Penalty 3237.095266 = -1374640.876726 nChanged 378 SP:Iteration 10Q (3525.955210 sec): 3 clusters Score: Raw -1378162.879649 + Penalty 3237.095266 = -1374925.784382 nChanged 227 SP:Iteration 11Q (3526.033012 sec): 3 clusters Score: Raw -1378312.963588 + Penalty 3237.095266 = -1375075.868322 nChanged 146 SP:Iteration 12Q (3526.110715 sec): 3 clusters Score: Raw -1378401.026218 + Penalty 3237.095266 = -1375163.930952 nChanged 100 SP:Iteration 13Q (3526.182217 sec): 3 clusters Score: Raw -1378455.684169 + Penalty 3237.095266 = -1375218.588903 nChanged 65 SP:Iteration 14Q (3526.246788 sec): 3 clusters Score: Raw -1378492.291762 + Penalty 3237.095266 = -1375255.196496 nChanged 53 SP:Iteration 15Q (3526.323551 sec): 3 clusters Score: Raw -1378524.931110 + Penalty 3237.095266 = -1375287.835844 nChanged 43 SP:Iteration 16Q (3526.402763 sec): 3 clusters Score: Raw -1378551.337344 + Penalty 3237.095266 = -1375314.242078 nChanged 37 SP:Iteration 17Q (3526.478029 sec): 3 clusters Score: Raw -1378570.244061 + Penalty 3237.095266 = -1375333.148795 nChanged 22 SP:Iteration 18Q (3526.555490 sec): 3 clusters Score: Raw -1378582.001372 + Penalty 3237.095266 = -1375344.906106 nChanged 15 SP:Iteration 19Q (3526.631844 sec): 3 clusters Score: Raw -1378589.032343 + Penalty 3237.095266 = -1375351.937077 nChanged 11 SP:Iteration 20F (3526.715130 sec): 3 clusters Score: Raw -1378594.498535 + Penalty 3237.095266 = -1375357.403269 nChanged 8 SP:Iteration 21Q (3526.784310 sec): 3 clusters Score: Raw -1378598.697724 + Penalty 3237.095266 = -1375361.602458 nChanged 5 SP:Iteration 22Q (3526.855694 sec): 3 clusters Score: Raw -1378601.714928 + Penalty 3237.095266 = -1375364.619662 nChanged 5 SP:Iteration 23Q (3526.933188 sec): 3 clusters Score: Raw -1378604.161605 + Penalty 3237.095266 = -1375367.066339 nChanged 5 SP:Iteration 24Q (3527.009360 sec): 3 clusters Score: Raw -1378606.006340 + Penalty 3237.095266 = -1375368.911074 nChanged 3 SP:Iteration 25Q (3527.086241 sec): 3 clusters Score: Raw -1378607.434400 + Penalty 3237.095266 = -1375370.339134 nChanged 5 SP:Iteration 26Q (3527.161079 sec): 3 clusters Score: Raw -1378610.026905 + Penalty 3237.095266 = -1375372.931639 nChanged 2 SP:Iteration 27Q (3527.236731 sec): 3 clusters Score: Raw -1378610.870026 + Penalty 3237.095266 = -1375373.774760 nChanged 2 SP:Iteration 28Q (3527.315894 sec): 3 clusters Score: Raw -1378611.736081 + Penalty 3237.095266 = -1375374.640815 nChanged 2 SP:Iteration 29Q (3527.388427 sec): 3 clusters Score: Raw -1378613.444650 + Penalty 3237.095266 = -1375376.349384 nChanged 3 SP:Iteration 30Q (3527.466042 sec): 3 clusters Score: Raw -1378614.287093 + Penalty 3237.095266 = -1375377.191827 nChanged 2 SP:Iteration 31Q (3527.542542 sec): 3 clusters Score: Raw -1378615.461674 + Penalty 3237.095266 = -1375378.366408 nChanged 2 SP:Iteration 32Q (3527.617866 sec): 3 clusters Score: Raw -1378616.391863 + Penalty 3237.095266 = -1375379.296597 nChanged 4 SP:Iteration 33Q (3527.689385 sec): 3 clusters Score: Raw -1378617.645908 + Penalty 3237.095266 = -1375380.550641 nChanged 1 SP:Iteration 34Q (3527.765032 sec): 3 clusters Score: Raw -1378617.907311 + Penalty 3237.095266 = -1375380.812045 nChanged 0 SP:Iteration 35F (3527.848284 sec): 3 clusters Score: Raw -1378617.907311 + Penalty 3237.095266 = -1375380.812045 nChanged 0 Trying to split cluster 33 (2002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3527.878020 sec): 2 clusters Score: Raw -114719.819880 + Penalty 1235.309068 = -113484.510812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3527.925442 sec): 3 clusters Score: Raw -113861.310308 + Penalty 2470.618137 = -111390.692171 nChanged 689 SP:Iteration 1F (3527.971209 sec): 3 clusters Score: Raw -114325.787548 + Penalty 2470.618137 = -111855.169411 nChanged 160 SP:Iteration 2F (3528.021989 sec): 3 clusters Score: Raw -114456.760188 + Penalty 2470.618137 = -111986.142051 nChanged 112 SP:Iteration 3F (3528.066775 sec): 3 clusters Score: Raw -114578.712006 + Penalty 2470.618137 = -112108.093869 nChanged 88 SP:Iteration 4Q (3528.118445 sec): 3 clusters Score: Raw -114654.579061 + Penalty 2470.618137 = -112183.960924 nChanged 56 SP:Iteration 5Q (3528.161028 sec): 3 clusters Score: Raw -114691.905008 + Penalty 2470.618137 = -112221.286871 nChanged 50 SP:Iteration 6Q (3528.205021 sec): 3 clusters Score: Raw -114716.333303 + Penalty 2470.618137 = -112245.715166 nChanged 33 SP:Iteration 7Q (3528.248516 sec): 3 clusters Score: Raw -114734.324749 + Penalty 2470.618137 = -112263.706612 nChanged 32 SP:Iteration 8Q (3528.294675 sec): 3 clusters Score: Raw -114757.171373 + Penalty 2470.618137 = -112286.553236 nChanged 33 SP:Iteration 9Q (3528.343105 sec): 3 clusters Score: Raw -114782.660922 + Penalty 2470.618137 = -112312.042785 nChanged 30 SP:Iteration 10Q (3528.391471 sec): 3 clusters Score: Raw -114796.260645 + Penalty 2470.618137 = -112325.642508 nChanged 17 SP:Iteration 11Q (3528.439131 sec): 3 clusters Score: Raw -114801.064661 + Penalty 2470.618137 = -112330.446524 nChanged 5 SP:Iteration 12Q (3528.505184 sec): 3 clusters Score: Raw -114802.107997 + Penalty 2470.618137 = -112331.489860 nChanged 2 SP:Iteration 13Q (3528.553302 sec): 3 clusters Score: Raw -114803.430456 + Penalty 2470.618137 = -112332.812319 nChanged 4 SP:Iteration 14Q (3528.592161 sec): 3 clusters Score: Raw -114807.047032 + Penalty 2470.618137 = -112336.428895 nChanged 6 SP:Iteration 15Q (3528.640507 sec): 3 clusters Score: Raw -114810.974605 + Penalty 2470.618137 = -112340.356468 nChanged 6 SP:Iteration 16Q (3528.701074 sec): 3 clusters Score: Raw -114812.674910 + Penalty 2470.618137 = -112342.056773 nChanged 2 SP:Iteration 17Q (3528.745904 sec): 3 clusters Score: Raw -114813.236609 + Penalty 2470.618137 = -112342.618472 nChanged 1 SP:Iteration 18Q (3528.789577 sec): 3 clusters Score: Raw -114815.167503 + Penalty 2470.618137 = -112344.549366 nChanged 4 SP:Iteration 19Q (3528.839162 sec): 3 clusters Score: Raw -114818.630698 + Penalty 2470.618137 = -112348.012561 nChanged 10 SP:Iteration 20F (3528.885421 sec): 3 clusters Score: Raw -114824.367389 + Penalty 2470.618137 = -112353.749252 nChanged 8 SP:Iteration 21Q (3528.933911 sec): 3 clusters Score: Raw -114831.270148 + Penalty 2470.618137 = -112360.652011 nChanged 13 SP:Iteration 22Q (3528.979188 sec): 3 clusters Score: Raw -114842.472172 + Penalty 2470.618137 = -112371.854035 nChanged 24 SP:Iteration 23Q (3529.027522 sec): 3 clusters Score: Raw -114866.285910 + Penalty 2470.618137 = -112395.667773 nChanged 31 SP:Iteration 24Q (3529.076003 sec): 3 clusters Score: Raw -114892.943931 + Penalty 2470.618137 = -112422.325794 nChanged 28 SP:Iteration 25Q (3529.125490 sec): 3 clusters Score: Raw -114917.561322 + Penalty 2470.618137 = -112446.943185 nChanged 37 SP:Iteration 26Q (3529.175153 sec): 3 clusters Score: Raw -114951.475625 + Penalty 2470.618137 = -112480.857489 nChanged 47 SP:Iteration 27Q (3529.218566 sec): 3 clusters Score: Raw -115003.720105 + Penalty 2470.618137 = -112533.101968 nChanged 46 SP:Iteration 28Q (3529.264413 sec): 3 clusters Score: Raw -115055.948485 + Penalty 2470.618137 = -112585.330348 nChanged 35 SP:Iteration 29Q (3529.303647 sec): 3 clusters Score: Raw -115092.168010 + Penalty 2470.618137 = -112621.549873 nChanged 39 SP:Iteration 30Q (3529.351399 sec): 3 clusters Score: Raw -115125.309327 + Penalty 2470.618137 = -112654.691190 nChanged 36 SP:Iteration 31Q (3529.403946 sec): 3 clusters Score: Raw -115158.464451 + Penalty 2470.618137 = -112687.846314 nChanged 32 SP:Iteration 32Q (3529.440556 sec): 3 clusters Score: Raw -115180.468603 + Penalty 2470.618137 = -112709.850466 nChanged 21 SP:Iteration 33Q (3529.491197 sec): 3 clusters Score: Raw -115201.796437 + Penalty 2470.618137 = -112731.178300 nChanged 18 SP:Iteration 34Q (3529.528677 sec): 3 clusters Score: Raw -115218.057164 + Penalty 2470.618137 = -112747.439027 nChanged 21 SP:Iteration 35Q (3529.575185 sec): 3 clusters Score: Raw -115228.302666 + Penalty 2470.618137 = -112757.684529 nChanged 16 SP:Iteration 36Q (3529.616856 sec): 3 clusters Score: Raw -115235.807681 + Penalty 2470.618137 = -112765.189544 nChanged 9 SP:Iteration 37Q (3529.653229 sec): 3 clusters Score: Raw -115240.104476 + Penalty 2470.618137 = -112769.486339 nChanged 7 SP:Iteration 38Q (3529.699847 sec): 3 clusters Score: Raw -115244.350887 + Penalty 2470.618137 = -112773.732750 nChanged 9 SP:Iteration 39Q (3529.758809 sec): 3 clusters Score: Raw -115249.250357 + Penalty 2470.618137 = -112778.632220 nChanged 11 SP:Iteration 40F (3529.795394 sec): 3 clusters Score: Raw -115256.953269 + Penalty 2470.618137 = -112786.335132 nChanged 12 SP:Iteration 41Q (3529.849563 sec): 3 clusters Score: Raw -115267.534415 + Penalty 2470.618137 = -112796.916278 nChanged 14 SP:Iteration 42Q (3529.885093 sec): 3 clusters Score: Raw -115275.164449 + Penalty 2470.618137 = -112804.546312 nChanged 9 SP:Iteration 43Q (3529.929806 sec): 3 clusters Score: Raw -115278.730724 + Penalty 2470.618137 = -112808.112587 nChanged 6 SP:Iteration 44Q (3529.977441 sec): 3 clusters Score: Raw -115281.200798 + Penalty 2470.618137 = -112810.582661 nChanged 1 SP:Iteration 45Q (3530.024681 sec): 3 clusters Score: Raw -115281.817992 + Penalty 2470.618137 = -112811.199855 nChanged 1 SP:Iteration 46Q (3530.069741 sec): 3 clusters Score: Raw -115282.011066 + Penalty 2470.618137 = -112811.392929 nChanged 0 SP:Iteration 47F (3530.110199 sec): 3 clusters Score: Raw -115282.011066 + Penalty 2470.618137 = -112811.392929 nChanged 0 Trying to split cluster 34 (22172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3530.169264 sec): 2 clusters Score: Raw -1512465.676748 + Penalty 1626.070145 = -1510839.606603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3530.243324 sec): 3 clusters Score: Raw -1498951.798197 + Penalty 3252.140291 = -1495699.657906 nChanged 10157 SP:Iteration 1F (3530.326159 sec): 3 clusters Score: Raw -1504645.364574 + Penalty 3252.140291 = -1501393.224283 nChanged 1376 SP:Iteration 2F (3530.416640 sec): 3 clusters Score: Raw -1505352.010872 + Penalty 3252.140291 = -1502099.870581 nChanged 1437 SP:Iteration 3F (3530.496219 sec): 3 clusters Score: Raw -1506159.005358 + Penalty 3252.140291 = -1502906.865067 nChanged 1518 SP:Iteration 4F (3530.572547 sec): 3 clusters Score: Raw -1507125.498161 + Penalty 3252.140291 = -1503873.357870 nChanged 1518 SP:Iteration 5F (3530.661933 sec): 3 clusters Score: Raw -1508174.109795 + Penalty 3252.140291 = -1504921.969504 nChanged 1463 SP:Iteration 6F (3530.736447 sec): 3 clusters Score: Raw -1509205.399052 + Penalty 3252.140291 = -1505953.258762 nChanged 1212 SP:Iteration 7F (3530.827488 sec): 3 clusters Score: Raw -1510010.576676 + Penalty 3252.140291 = -1506758.436385 nChanged 934 SP:Iteration 8Q (3530.906793 sec): 3 clusters Score: Raw -1510605.113547 + Penalty 3252.140291 = -1507352.973256 nChanged 708 SP:Iteration 9Q (3530.989373 sec): 3 clusters Score: Raw -1511018.675420 + Penalty 3252.140291 = -1507766.535129 nChanged 592 SP:Iteration 10Q (3531.067599 sec): 3 clusters Score: Raw -1511330.805434 + Penalty 3252.140291 = -1508078.665143 nChanged 449 SP:Iteration 11Q (3531.158953 sec): 3 clusters Score: Raw -1511547.979884 + Penalty 3252.140291 = -1508295.839593 nChanged 345 SP:Iteration 12Q (3531.241838 sec): 3 clusters Score: Raw -1511708.915215 + Penalty 3252.140291 = -1508456.774924 nChanged 302 SP:Iteration 13Q (3531.323802 sec): 3 clusters Score: Raw -1511850.708517 + Penalty 3252.140291 = -1508598.568226 nChanged 280 SP:Iteration 14Q (3531.410403 sec): 3 clusters Score: Raw -1511981.614245 + Penalty 3252.140291 = -1508729.473954 nChanged 242 SP:Iteration 15Q (3531.497171 sec): 3 clusters Score: Raw -1512093.990377 + Penalty 3252.140291 = -1508841.850086 nChanged 217 SP:Iteration 16Q (3531.584043 sec): 3 clusters Score: Raw -1512200.409922 + Penalty 3252.140291 = -1508948.269631 nChanged 192 SP:Iteration 17Q (3531.665448 sec): 3 clusters Score: Raw -1512285.005904 + Penalty 3252.140291 = -1509032.865613 nChanged 164 SP:Iteration 18Q (3531.747439 sec): 3 clusters Score: Raw -1512359.667829 + Penalty 3252.140291 = -1509107.527538 nChanged 138 SP:Iteration 19Q (3531.830464 sec): 3 clusters Score: Raw -1512426.151649 + Penalty 3252.140291 = -1509174.011358 nChanged 127 SP:Iteration 20F (3531.908931 sec): 3 clusters Score: Raw -1512484.593799 + Penalty 3252.140291 = -1509232.453508 nChanged 117 SP:Iteration 21Q (3531.990364 sec): 3 clusters Score: Raw -1512542.802272 + Penalty 3252.140291 = -1509290.661981 nChanged 109 SP:Iteration 22Q (3532.073657 sec): 3 clusters Score: Raw -1512596.872229 + Penalty 3252.140291 = -1509344.731938 nChanged 93 SP:Iteration 23Q (3532.146044 sec): 3 clusters Score: Raw -1512651.972205 + Penalty 3252.140291 = -1509399.831914 nChanged 80 SP:Iteration 24Q (3532.230681 sec): 3 clusters Score: Raw -1512692.169647 + Penalty 3252.140291 = -1509440.029356 nChanged 62 SP:Iteration 25Q (3532.310008 sec): 3 clusters Score: Raw -1512714.961164 + Penalty 3252.140291 = -1509462.820873 nChanged 42 SP:Iteration 26Q (3532.385162 sec): 3 clusters Score: Raw -1512729.302157 + Penalty 3252.140291 = -1509477.161866 nChanged 30 SP:Iteration 27Q (3532.456599 sec): 3 clusters Score: Raw -1512739.419480 + Penalty 3252.140291 = -1509487.279189 nChanged 31 SP:Iteration 28Q (3532.532372 sec): 3 clusters Score: Raw -1512750.208630 + Penalty 3252.140291 = -1509498.068339 nChanged 29 SP:Iteration 29Q (3532.618378 sec): 3 clusters Score: Raw -1512762.772422 + Penalty 3252.140291 = -1509510.632131 nChanged 30 SP:Iteration 30Q (3532.696294 sec): 3 clusters Score: Raw -1512775.464423 + Penalty 3252.140291 = -1509523.324132 nChanged 24 SP:Iteration 31Q (3532.780126 sec): 3 clusters Score: Raw -1512783.750065 + Penalty 3252.140291 = -1509531.609774 nChanged 24 SP:Iteration 32Q (3532.856840 sec): 3 clusters Score: Raw -1512791.311935 + Penalty 3252.140291 = -1509539.171644 nChanged 13 SP:Iteration 33Q (3532.930833 sec): 3 clusters Score: Raw -1512796.301011 + Penalty 3252.140291 = -1509544.160720 nChanged 17 SP:Iteration 34Q (3533.009678 sec): 3 clusters Score: Raw -1512804.492887 + Penalty 3252.140291 = -1509552.352596 nChanged 25 SP:Iteration 35Q (3533.078341 sec): 3 clusters Score: Raw -1512814.333897 + Penalty 3252.140291 = -1509562.193606 nChanged 14 SP:Iteration 36Q (3533.172508 sec): 3 clusters Score: Raw -1512818.485777 + Penalty 3252.140291 = -1509566.345487 nChanged 11 SP:Iteration 37Q (3533.238806 sec): 3 clusters Score: Raw -1512821.697327 + Penalty 3252.140291 = -1509569.557036 nChanged 8 SP:Iteration 38Q (3533.321820 sec): 3 clusters Score: Raw -1512825.148189 + Penalty 3252.140291 = -1509573.007898 nChanged 8 SP:Iteration 39Q (3533.399886 sec): 3 clusters Score: Raw -1512828.789551 + Penalty 3252.140291 = -1509576.649260 nChanged 9 SP:Iteration 40F (3533.481204 sec): 3 clusters Score: Raw -1512832.394002 + Penalty 3252.140291 = -1509580.253711 nChanged 5 SP:Iteration 41Q (3533.561093 sec): 3 clusters Score: Raw -1512834.059539 + Penalty 3252.140291 = -1509581.919248 nChanged 3 SP:Iteration 42Q (3533.641889 sec): 3 clusters Score: Raw -1512834.664710 + Penalty 3252.140291 = -1509582.524419 nChanged 3 SP:Iteration 43Q (3533.708447 sec): 3 clusters Score: Raw -1512835.200107 + Penalty 3252.140291 = -1509583.059816 nChanged 0 SP:Iteration 44F (3533.800820 sec): 3 clusters Score: Raw -1512835.200107 + Penalty 3252.140291 = -1509583.059816 nChanged 0 Trying to split cluster 35 (3081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3533.830056 sec): 2 clusters Score: Raw -209273.230218 + Penalty 1305.364044 = -207967.866174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3533.882719 sec): 3 clusters Score: Raw -207833.311358 + Penalty 2610.728087 = -205222.583271 nChanged 1162 SP:Iteration 1F (3533.937682 sec): 3 clusters Score: Raw -208515.735349 + Penalty 2610.728087 = -205905.007262 nChanged 217 SP:Iteration 2F (3533.990231 sec): 3 clusters Score: Raw -208645.746543 + Penalty 2610.728087 = -206035.018456 nChanged 141 SP:Iteration 3Q (3534.037040 sec): 3 clusters Score: Raw -208709.521272 + Penalty 2610.728087 = -206098.793185 nChanged 89 SP:Iteration 4Q (3534.087881 sec): 3 clusters Score: Raw -208751.371139 + Penalty 2610.728087 = -206140.643052 nChanged 70 SP:Iteration 5Q (3534.143710 sec): 3 clusters Score: Raw -208794.286825 + Penalty 2610.728087 = -206183.558738 nChanged 82 SP:Iteration 6Q (3534.199864 sec): 3 clusters Score: Raw -208843.658936 + Penalty 2610.728087 = -206232.930849 nChanged 69 SP:Iteration 7Q (3534.240068 sec): 3 clusters Score: Raw -208878.369228 + Penalty 2610.728087 = -206267.641141 nChanged 65 SP:Iteration 8Q (3534.301303 sec): 3 clusters Score: Raw -208916.077093 + Penalty 2610.728087 = -206305.349006 nChanged 65 SP:Iteration 9Q (3534.350064 sec): 3 clusters Score: Raw -208957.749124 + Penalty 2610.728087 = -206347.021037 nChanged 76 SP:Iteration 10Q (3534.398490 sec): 3 clusters Score: Raw -209015.168125 + Penalty 2610.728087 = -206404.440037 nChanged 90 SP:Iteration 11Q (3534.438333 sec): 3 clusters Score: Raw -209078.263782 + Penalty 2610.728087 = -206467.535695 nChanged 78 SP:Iteration 12Q (3534.485269 sec): 3 clusters Score: Raw -209127.405762 + Penalty 2610.728087 = -206516.677675 nChanged 73 SP:Iteration 13Q (3534.542784 sec): 3 clusters Score: Raw -209173.708365 + Penalty 2610.728087 = -206562.980278 nChanged 78 SP:Iteration 14Q (3534.591083 sec): 3 clusters Score: Raw -209225.534686 + Penalty 2610.728087 = -206614.806599 nChanged 88 SP:Iteration 15Q (3534.638293 sec): 3 clusters Score: Raw -209286.944412 + Penalty 2610.728087 = -206676.216325 nChanged 74 SP:Iteration 16Q (3534.689780 sec): 3 clusters Score: Raw -209337.600493 + Penalty 2610.728087 = -206726.872406 nChanged 78 SP:Iteration 17Q (3534.737319 sec): 3 clusters Score: Raw -209387.594937 + Penalty 2610.728087 = -206776.866850 nChanged 64 SP:Iteration 18Q (3534.782852 sec): 3 clusters Score: Raw -209429.045895 + Penalty 2610.728087 = -206818.317808 nChanged 51 SP:Iteration 19Q (3534.840050 sec): 3 clusters Score: Raw -209457.696871 + Penalty 2610.728087 = -206846.968784 nChanged 39 SP:Iteration 20F (3534.895620 sec): 3 clusters Score: Raw -209478.964686 + Penalty 2610.728087 = -206868.236599 nChanged 39 SP:Iteration 21Q (3534.944669 sec): 3 clusters Score: Raw -209500.905614 + Penalty 2610.728087 = -206890.177527 nChanged 32 SP:Iteration 22Q (3534.993103 sec): 3 clusters Score: Raw -209517.632995 + Penalty 2610.728087 = -206906.904908 nChanged 31 SP:Iteration 23Q (3535.038347 sec): 3 clusters Score: Raw -209533.415850 + Penalty 2610.728087 = -206922.687763 nChanged 29 SP:Iteration 24Q (3535.099068 sec): 3 clusters Score: Raw -209547.911514 + Penalty 2610.728087 = -206937.183427 nChanged 23 SP:Iteration 25Q (3535.150695 sec): 3 clusters Score: Raw -209559.386562 + Penalty 2610.728087 = -206948.658475 nChanged 19 SP:Iteration 26Q (3535.202057 sec): 3 clusters Score: Raw -209570.293835 + Penalty 2610.728087 = -206959.565748 nChanged 25 SP:Iteration 27Q (3535.257212 sec): 3 clusters Score: Raw -209581.703157 + Penalty 2610.728087 = -206970.975070 nChanged 24 SP:Iteration 28Q (3535.307152 sec): 3 clusters Score: Raw -209590.599990 + Penalty 2610.728087 = -206979.871903 nChanged 16 SP:Iteration 29Q (3535.357904 sec): 3 clusters Score: Raw -209597.024392 + Penalty 2610.728087 = -206986.296305 nChanged 16 SP:Iteration 30Q (3535.401467 sec): 3 clusters Score: Raw -209602.506269 + Penalty 2610.728087 = -206991.778182 nChanged 14 SP:Iteration 31Q (3535.453426 sec): 3 clusters Score: Raw -209606.960437 + Penalty 2610.728087 = -206996.232350 nChanged 9 SP:Iteration 32Q (3535.501710 sec): 3 clusters Score: Raw -209610.242363 + Penalty 2610.728087 = -206999.514276 nChanged 7 SP:Iteration 33Q (3535.555407 sec): 3 clusters Score: Raw -209613.264766 + Penalty 2610.728087 = -207002.536679 nChanged 4 SP:Iteration 34Q (3535.597460 sec): 3 clusters Score: Raw -209614.333126 + Penalty 2610.728087 = -207003.605039 nChanged 4 SP:Iteration 35Q (3535.659604 sec): 3 clusters Score: Raw -209615.591828 + Penalty 2610.728087 = -207004.863741 nChanged 3 SP:Iteration 36Q (3535.704643 sec): 3 clusters Score: Raw -209615.944136 + Penalty 2610.728087 = -207005.216049 nChanged 1 SP:Iteration 37Q (3535.750162 sec): 3 clusters Score: Raw -209616.263384 + Penalty 2610.728087 = -207005.535297 nChanged 1 SP:Iteration 38Q (3535.809442 sec): 3 clusters Score: Raw -209616.775695 + Penalty 2610.728087 = -207006.047608 nChanged 1 SP:Iteration 39Q (3535.862279 sec): 3 clusters Score: Raw -209616.982760 + Penalty 2610.728087 = -207006.254673 nChanged 2 SP:Iteration 40F (3535.912146 sec): 3 clusters Score: Raw -209617.774534 + Penalty 2610.728087 = -207007.046447 nChanged 1 SP:Iteration 41Q (3535.954495 sec): 3 clusters Score: Raw -209618.003150 + Penalty 2610.728087 = -207007.275063 nChanged 3 SP:Iteration 42Q (3536.000055 sec): 3 clusters Score: Raw -209618.576434 + Penalty 2610.728087 = -207007.848347 nChanged 3 SP:Iteration 43Q (3536.043243 sec): 3 clusters Score: Raw -209619.187518 + Penalty 2610.728087 = -207008.459431 nChanged 1 SP:Iteration 44Q (3536.099670 sec): 3 clusters Score: Raw -209619.549177 + Penalty 2610.728087 = -207008.821090 nChanged 3 SP:Iteration 45Q (3536.142464 sec): 3 clusters Score: Raw -209620.748933 + Penalty 2610.728087 = -207010.020846 nChanged 3 SP:Iteration 46Q (3536.180459 sec): 3 clusters Score: Raw -209621.796395 + Penalty 2610.728087 = -207011.068308 nChanged 4 SP:Iteration 47Q (3536.219018 sec): 3 clusters Score: Raw -209623.619119 + Penalty 2610.728087 = -207012.891032 nChanged 7 SP:Iteration 48Q (3536.269954 sec): 3 clusters Score: Raw -209626.355741 + Penalty 2610.728087 = -207015.627654 nChanged 8 SP:Iteration 49Q (3536.319118 sec): 3 clusters Score: Raw -209628.965151 + Penalty 2610.728087 = -207018.237064 nChanged 6 SP:Iteration 50Q (3536.360553 sec): 3 clusters Score: Raw -209631.286203 + Penalty 2610.728087 = -207020.558116 nChanged 6 SP:Iteration 51Q (3536.407134 sec): 3 clusters Score: Raw -209633.229434 + Penalty 2610.728087 = -207022.501347 nChanged 6 SP:Iteration 52Q (3536.459260 sec): 3 clusters Score: Raw -209634.751565 + Penalty 2610.728087 = -207024.023478 nChanged 1 SP:Iteration 53Q (3536.510031 sec): 3 clusters Score: Raw -209635.124609 + Penalty 2610.728087 = -207024.396522 nChanged 0 SP:Iteration 54F (3536.563843 sec): 3 clusters Score: Raw -209635.124609 + Penalty 2610.728087 = -207024.396522 nChanged 0 Trying to split cluster 36 (5752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3536.592372 sec): 2 clusters Score: Raw -392083.995740 + Penalty 1406.811721 = -390677.184019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3536.655244 sec): 3 clusters Score: Raw -389032.476591 + Penalty 2813.623442 = -386218.853149 nChanged 2381 SP:Iteration 1F (3536.703256 sec): 3 clusters Score: Raw -390369.226796 + Penalty 2813.623442 = -387555.603354 nChanged 432 SP:Iteration 2F (3536.762144 sec): 3 clusters Score: Raw -390630.862400 + Penalty 2813.623442 = -387817.238957 nChanged 345 SP:Iteration 3F (3536.806004 sec): 3 clusters Score: Raw -390817.271193 + Penalty 2813.623442 = -388003.647751 nChanged 262 SP:Iteration 4Q (3536.865598 sec): 3 clusters Score: Raw -390958.851521 + Penalty 2813.623442 = -388145.228079 nChanged 231 SP:Iteration 5Q (3536.907897 sec): 3 clusters Score: Raw -391087.766190 + Penalty 2813.623442 = -388274.142748 nChanged 217 SP:Iteration 6Q (3536.967096 sec): 3 clusters Score: Raw -391240.007912 + Penalty 2813.623442 = -388426.384470 nChanged 219 SP:Iteration 7Q (3537.010991 sec): 3 clusters Score: Raw -391360.477487 + Penalty 2813.623442 = -388546.854044 nChanged 197 SP:Iteration 8Q (3537.068813 sec): 3 clusters Score: Raw -391476.411489 + Penalty 2813.623442 = -388662.788047 nChanged 168 SP:Iteration 9Q (3537.129567 sec): 3 clusters Score: Raw -391604.156393 + Penalty 2813.623442 = -388790.532951 nChanged 192 SP:Iteration 10Q (3537.172753 sec): 3 clusters Score: Raw -391725.473460 + Penalty 2813.623442 = -388911.850018 nChanged 192 SP:Iteration 11Q (3537.237340 sec): 3 clusters Score: Raw -391841.368587 + Penalty 2813.623442 = -389027.745145 nChanged 174 SP:Iteration 12Q (3537.285359 sec): 3 clusters Score: Raw -391952.013736 + Penalty 2813.623442 = -389138.390293 nChanged 165 SP:Iteration 13Q (3537.331785 sec): 3 clusters Score: Raw -392032.099656 + Penalty 2813.623442 = -389218.476213 nChanged 118 SP:Iteration 14Q (3537.387933 sec): 3 clusters Score: Raw -392079.853349 + Penalty 2813.623442 = -389266.229907 nChanged 99 SP:Iteration 15Q (3537.438076 sec): 3 clusters Score: Raw -392116.741374 + Penalty 2813.623442 = -389303.117931 nChanged 69 SP:Iteration 16Q (3537.490954 sec): 3 clusters Score: Raw -392140.245003 + Penalty 2813.623442 = -389326.621561 nChanged 64 SP:Iteration 17Q (3537.538794 sec): 3 clusters Score: Raw -392167.721605 + Penalty 2813.623442 = -389354.098163 nChanged 76 SP:Iteration 18Q (3537.606173 sec): 3 clusters Score: Raw -392195.379414 + Penalty 2813.623442 = -389381.755972 nChanged 73 SP:Iteration 19Q (3537.649549 sec): 3 clusters Score: Raw -392224.047101 + Penalty 2813.623442 = -389410.423658 nChanged 63 SP:Iteration 20F (3537.698576 sec): 3 clusters Score: Raw -392248.075666 + Penalty 2813.623442 = -389434.452223 nChanged 58 SP:Iteration 21Q (3537.759235 sec): 3 clusters Score: Raw -392268.664153 + Penalty 2813.623442 = -389455.040711 nChanged 49 SP:Iteration 22Q (3537.802625 sec): 3 clusters Score: Raw -392285.119770 + Penalty 2813.623442 = -389471.496328 nChanged 44 SP:Iteration 23Q (3537.860026 sec): 3 clusters Score: Raw -392297.778981 + Penalty 2813.623442 = -389484.155539 nChanged 37 SP:Iteration 24Q (3537.922459 sec): 3 clusters Score: Raw -392307.252615 + Penalty 2813.623442 = -389493.629173 nChanged 25 SP:Iteration 25Q (3537.970513 sec): 3 clusters Score: Raw -392314.132424 + Penalty 2813.623442 = -389500.508982 nChanged 18 SP:Iteration 26Q (3538.031125 sec): 3 clusters Score: Raw -392317.577394 + Penalty 2813.623442 = -389503.953952 nChanged 15 SP:Iteration 27Q (3538.081130 sec): 3 clusters Score: Raw -392321.110034 + Penalty 2813.623442 = -389507.486592 nChanged 15 SP:Iteration 28Q (3538.142777 sec): 3 clusters Score: Raw -392324.692391 + Penalty 2813.623442 = -389511.068949 nChanged 21 SP:Iteration 29Q (3538.199321 sec): 3 clusters Score: Raw -392329.402758 + Penalty 2813.623442 = -389515.779316 nChanged 15 SP:Iteration 30Q (3538.262020 sec): 3 clusters Score: Raw -392332.729627 + Penalty 2813.623442 = -389519.106185 nChanged 11 SP:Iteration 31Q (3538.313730 sec): 3 clusters Score: Raw -392336.154227 + Penalty 2813.623442 = -389522.530785 nChanged 11 SP:Iteration 32Q (3538.372978 sec): 3 clusters Score: Raw -392338.437718 + Penalty 2813.623442 = -389524.814275 nChanged 13 SP:Iteration 33Q (3538.428086 sec): 3 clusters Score: Raw -392341.625064 + Penalty 2813.623442 = -389528.001622 nChanged 17 SP:Iteration 34Q (3538.487423 sec): 3 clusters Score: Raw -392345.534474 + Penalty 2813.623442 = -389531.911032 nChanged 12 SP:Iteration 35Q (3538.546990 sec): 3 clusters Score: Raw -392349.090243 + Penalty 2813.623442 = -389535.466801 nChanged 9 SP:Iteration 36Q (3538.594999 sec): 3 clusters Score: Raw -392351.618200 + Penalty 2813.623442 = -389537.994757 nChanged 9 SP:Iteration 37Q (3538.652384 sec): 3 clusters Score: Raw -392353.421659 + Penalty 2813.623442 = -389539.798216 nChanged 10 SP:Iteration 38Q (3538.707046 sec): 3 clusters Score: Raw -392356.026817 + Penalty 2813.623442 = -389542.403374 nChanged 13 SP:Iteration 39Q (3538.764161 sec): 3 clusters Score: Raw -392358.855108 + Penalty 2813.623442 = -389545.231666 nChanged 7 SP:Iteration 40F (3538.825165 sec): 3 clusters Score: Raw -392361.148582 + Penalty 2813.623442 = -389547.525140 nChanged 9 SP:Iteration 41Q (3538.883556 sec): 3 clusters Score: Raw -392363.760936 + Penalty 2813.623442 = -389550.137494 nChanged 9 SP:Iteration 42Q (3538.929389 sec): 3 clusters Score: Raw -392365.627773 + Penalty 2813.623442 = -389552.004331 nChanged 6 SP:Iteration 43Q (3538.987145 sec): 3 clusters Score: Raw -392366.638079 + Penalty 2813.623442 = -389553.014637 nChanged 5 SP:Iteration 44Q (3539.041850 sec): 3 clusters Score: Raw -392367.348254 + Penalty 2813.623442 = -389553.724811 nChanged 5 SP:Iteration 45Q (3539.098705 sec): 3 clusters Score: Raw -392368.314098 + Penalty 2813.623442 = -389554.690655 nChanged 7 SP:Iteration 46Q (3539.147862 sec): 3 clusters Score: Raw -392369.274936 + Penalty 2813.623442 = -389555.651494 nChanged 4 SP:Iteration 47Q (3539.200826 sec): 3 clusters Score: Raw -392370.042651 + Penalty 2813.623442 = -389556.419209 nChanged 1 SP:Iteration 48Q (3539.254132 sec): 3 clusters Score: Raw -392370.454486 + Penalty 2813.623442 = -389556.831044 nChanged 2 SP:Iteration 49Q (3539.320076 sec): 3 clusters Score: Raw -392370.883170 + Penalty 2813.623442 = -389557.259728 nChanged 5 SP:Iteration 50Q (3539.370205 sec): 3 clusters Score: Raw -392371.538381 + Penalty 2813.623442 = -389557.914939 nChanged 6 SP:Iteration 51Q (3539.419048 sec): 3 clusters Score: Raw -392372.978903 + Penalty 2813.623442 = -389559.355461 nChanged 6 SP:Iteration 52Q (3539.482878 sec): 3 clusters Score: Raw -392374.541871 + Penalty 2813.623442 = -389560.918428 nChanged 6 SP:Iteration 53Q (3539.538967 sec): 3 clusters Score: Raw -392375.419408 + Penalty 2813.623442 = -389561.795965 nChanged 4 SP:Iteration 54Q (3539.600272 sec): 3 clusters Score: Raw -392376.235186 + Penalty 2813.623442 = -389562.611744 nChanged 2 SP:Iteration 55Q (3539.643921 sec): 3 clusters Score: Raw -392376.489158 + Penalty 2813.623442 = -389562.865716 nChanged 0 SP:Iteration 56F (3539.707539 sec): 3 clusters Score: Raw -392376.489158 + Penalty 2813.623442 = -389562.865716 nChanged 0 Iteration 419Q (3544.288505 sec): 37 clusters Score: Raw -32162861.308111 + Penalty 76786.113438 = -32086075.194673 nChanged 73 Iteration 420F (3555.896103 sec): 37 clusters Score: Raw -32162866.823537 + Penalty 76786.113438 = -32086080.710099 nChanged 86 Iteration 421Q (3560.800919 sec): 37 clusters Score: Raw -32162873.008094 + Penalty 76786.113438 = -32086086.894656 nChanged 69 Iteration 422Q (3565.705140 sec): 37 clusters Score: Raw -32162877.494856 + Penalty 76786.113438 = -32086091.381418 nChanged 70 Iteration 423Q (3570.717397 sec): 37 clusters Score: Raw -32162880.549712 + Penalty 76786.113438 = -32086094.436274 nChanged 58 Iteration 424Q (3575.399082 sec): 37 clusters Score: Raw -32162882.741680 + Penalty 76786.113438 = -32086096.628241 nChanged 58 Iteration 425Q (3580.482727 sec): 37 clusters Score: Raw -32162885.590961 + Penalty 76786.113438 = -32086099.477523 nChanged 69 Iteration 426Q (3585.150641 sec): 37 clusters Score: Raw -32162888.303791 + Penalty 76786.113438 = -32086102.190353 nChanged 68 Iteration 427Q (3590.195550 sec): 37 clusters Score: Raw -32162891.584079 + Penalty 76786.113438 = -32086105.470640 nChanged 80 Iteration 428Q (3594.830365 sec): 37 clusters Score: Raw -32162897.663280 + Penalty 76786.113438 = -32086111.549842 nChanged 75 Iteration 429Q (3599.907418 sec): 37 clusters Score: Raw -32162901.415714 + Penalty 76786.113438 = -32086115.302276 nChanged 75 Iteration 430Q (3604.577953 sec): 37 clusters Score: Raw -32162907.564660 + Penalty 76786.113438 = -32086121.451222 nChanged 85 Iteration 431Q (3609.486241 sec): 37 clusters Score: Raw -32162913.560610 + Penalty 76786.113438 = -32086127.447171 nChanged 104 Iteration 432Q (3614.268186 sec): 37 clusters Score: Raw -32162920.047624 + Penalty 76786.113438 = -32086133.934185 nChanged 91 Iteration 433Q (3619.238782 sec): 37 clusters Score: Raw -32162925.413071 + Penalty 76786.113438 = -32086139.299633 nChanged 84 Iteration 434Q (3623.768146 sec): 37 clusters Score: Raw -32162930.323818 + Penalty 76786.113438 = -32086144.210379 nChanged 81 Iteration 435Q (3628.499838 sec): 37 clusters Score: Raw -32162935.216603 + Penalty 76786.113438 = -32086149.103165 nChanged 71 Iteration 436Q (3633.451695 sec): 37 clusters Score: Raw -32162938.453643 + Penalty 76786.113438 = -32086152.340205 nChanged 83 Iteration 437Q (3638.090369 sec): 37 clusters Score: Raw -32162942.788088 + Penalty 76786.113438 = -32086156.674650 nChanged 87 Iteration 438Q (3643.095075 sec): 37 clusters Score: Raw -32162946.708246 + Penalty 76786.113438 = -32086160.594807 nChanged 64 Iteration 439Q (3647.842730 sec): 37 clusters Score: Raw -32162949.772914 + Penalty 76786.113438 = -32086163.659476 nChanged 71 Iteration 440F (3659.540734 sec): 37 clusters Score: Raw -32162952.358008 + Penalty 76786.113438 = -32086166.244570 nChanged 58 Iteration 441Q (3664.427573 sec): 37 clusters Score: Raw -32162954.215724 + Penalty 76786.113438 = -32086168.102285 nChanged 63 Iteration 442Q (3669.077453 sec): 37 clusters Score: Raw -32162956.553958 + Penalty 76786.113438 = -32086170.440520 nChanged 78 Iteration 443Q (3673.798235 sec): 37 clusters Score: Raw -32162959.998461 + Penalty 76786.113438 = -32086173.885022 nChanged 74 Iteration 444Q (3678.666908 sec): 37 clusters Score: Raw -32162962.382416 + Penalty 76786.113438 = -32086176.268978 nChanged 58 Iteration 445Q (3683.511879 sec): 37 clusters Score: Raw -32162964.008089 + Penalty 76786.113438 = -32086177.894651 nChanged 64 Iteration 446Q (3688.624951 sec): 37 clusters Score: Raw -32162965.784200 + Penalty 76786.113438 = -32086179.670762 nChanged 51 Iteration 447Q (3693.417143 sec): 37 clusters Score: Raw -32162967.162959 + Penalty 76786.113438 = -32086181.049520 nChanged 41 Iteration 448Q (3698.536603 sec): 37 clusters Score: Raw -32162968.203428 + Penalty 76786.113438 = -32086182.089990 nChanged 37 Iteration 449Q (3703.190536 sec): 37 clusters Score: Raw -32162969.602607 + Penalty 76786.113438 = -32086183.489169 nChanged 34 Iteration 450Q (3708.318351 sec): 37 clusters Score: Raw -32162970.486596 + Penalty 76786.113438 = -32086184.373157 nChanged 39 Iteration 451Q (3712.992150 sec): 37 clusters Score: Raw -32162972.132482 + Penalty 76786.113438 = -32086186.019044 nChanged 40 Iteration 452Q (3717.948025 sec): 37 clusters Score: Raw -32162974.558162 + Penalty 76786.113438 = -32086188.444724 nChanged 47 Iteration 453Q (3722.721011 sec): 37 clusters Score: Raw -32162977.287826 + Penalty 76786.113438 = -32086191.174388 nChanged 65 Iteration 454Q (3727.699197 sec): 37 clusters Score: Raw -32162980.213763 + Penalty 76786.113438 = -32086194.100325 nChanged 67 Iteration 455Q (3732.411253 sec): 37 clusters Score: Raw -32162984.823802 + Penalty 76786.113438 = -32086198.710363 nChanged 78 Iteration 456Q (3737.290405 sec): 37 clusters Score: Raw -32162989.866304 + Penalty 76786.113438 = -32086203.752865 nChanged 79 Iteration 457Q (3741.835671 sec): 37 clusters Score: Raw -32162996.317907 + Penalty 76786.113438 = -32086210.204469 nChanged 84 Iteration 458Q (3746.663635 sec): 37 clusters Score: Raw -32163001.173186 + Penalty 76786.113438 = -32086215.059747 nChanged 75 Writing temp clu file Because OldScore, -32086210.204469, is greater than current (better) Score,-32086215.059747 Compute initial score before splitting: Score: Raw -32163001.173186 + Penalty 76786.113438 = -32086215.059747 Trying to split cluster 1 (8753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3746.856529 sec): 2 clusters Score: Raw -604175.051485 + Penalty 1475.037164 = -602700.014321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3746.916075 sec): 3 clusters Score: Raw -599243.682394 + Penalty 2950.074328 = -596293.608067 nChanged 3799 SP:Iteration 1F (3746.970397 sec): 3 clusters Score: Raw -601414.676573 + Penalty 2950.074328 = -598464.602245 nChanged 624 SP:Iteration 2F (3747.027538 sec): 3 clusters Score: Raw -601804.699252 + Penalty 2950.074328 = -598854.624924 nChanged 631 SP:Iteration 3F (3747.084183 sec): 3 clusters Score: Raw -602252.372148 + Penalty 2950.074328 = -599302.297820 nChanged 599 SP:Iteration 4F (3747.150903 sec): 3 clusters Score: Raw -602679.716221 + Penalty 2950.074328 = -599729.641893 nChanged 571 SP:Iteration 5F (3747.204860 sec): 3 clusters Score: Raw -603085.436786 + Penalty 2950.074328 = -600135.362458 nChanged 485 SP:Iteration 6F (3747.264379 sec): 3 clusters Score: Raw -603407.346342 + Penalty 2950.074328 = -600457.272015 nChanged 422 SP:Iteration 7Q (3747.327683 sec): 3 clusters Score: Raw -603675.216323 + Penalty 2950.074328 = -600725.141995 nChanged 321 SP:Iteration 8Q (3747.375591 sec): 3 clusters Score: Raw -603854.548075 + Penalty 2950.074328 = -600904.473747 nChanged 264 SP:Iteration 9Q (3747.426402 sec): 3 clusters Score: Raw -603974.650079 + Penalty 2950.074328 = -601024.575751 nChanged 190 SP:Iteration 10Q (3747.495765 sec): 3 clusters Score: Raw -604060.476882 + Penalty 2950.074328 = -601110.402554 nChanged 150 SP:Iteration 11Q (3747.545843 sec): 3 clusters Score: Raw -604137.435554 + Penalty 2950.074328 = -601187.361226 nChanged 162 SP:Iteration 12Q (3747.609893 sec): 3 clusters Score: Raw -604220.070260 + Penalty 2950.074328 = -601269.995933 nChanged 149 SP:Iteration 13Q (3747.654346 sec): 3 clusters Score: Raw -604291.396774 + Penalty 2950.074328 = -601341.322446 nChanged 119 SP:Iteration 14Q (3747.714632 sec): 3 clusters Score: Raw -604335.869182 + Penalty 2950.074328 = -601385.794854 nChanged 93 SP:Iteration 15Q (3747.766427 sec): 3 clusters Score: Raw -604369.901548 + Penalty 2950.074328 = -601419.827220 nChanged 72 SP:Iteration 16Q (3747.824867 sec): 3 clusters Score: Raw -604397.200192 + Penalty 2950.074328 = -601447.125864 nChanged 75 SP:Iteration 17Q (3747.890021 sec): 3 clusters Score: Raw -604419.424970 + Penalty 2950.074328 = -601469.350642 nChanged 57 SP:Iteration 18Q (3747.945623 sec): 3 clusters Score: Raw -604439.763444 + Penalty 2950.074328 = -601489.689116 nChanged 57 SP:Iteration 19Q (3747.991780 sec): 3 clusters Score: Raw -604457.733445 + Penalty 2950.074328 = -601507.659117 nChanged 50 SP:Iteration 20F (3748.050824 sec): 3 clusters Score: Raw -604471.955620 + Penalty 2950.074328 = -601521.881292 nChanged 42 SP:Iteration 21Q (3748.116240 sec): 3 clusters Score: Raw -604484.375657 + Penalty 2950.074328 = -601534.301330 nChanged 47 SP:Iteration 22Q (3748.175626 sec): 3 clusters Score: Raw -604499.329263 + Penalty 2950.074328 = -601549.254935 nChanged 52 SP:Iteration 23Q (3748.228115 sec): 3 clusters Score: Raw -604515.213460 + Penalty 2950.074328 = -601565.139132 nChanged 39 SP:Iteration 24Q (3748.297381 sec): 3 clusters Score: Raw -604524.179972 + Penalty 2950.074328 = -601574.105644 nChanged 49 SP:Iteration 25Q (3748.351722 sec): 3 clusters Score: Raw -604540.856691 + Penalty 2950.074328 = -601590.782364 nChanged 41 SP:Iteration 26Q (3748.402974 sec): 3 clusters Score: Raw -604553.138286 + Penalty 2950.074328 = -601603.063958 nChanged 35 SP:Iteration 27Q (3748.467688 sec): 3 clusters Score: Raw -604561.073716 + Penalty 2950.074328 = -601610.999388 nChanged 28 SP:Iteration 28Q (3748.525463 sec): 3 clusters Score: Raw -604568.386472 + Penalty 2950.074328 = -601618.312144 nChanged 34 SP:Iteration 29Q (3748.591177 sec): 3 clusters Score: Raw -604579.186106 + Penalty 2950.074328 = -601629.111778 nChanged 34 SP:Iteration 30Q (3748.648063 sec): 3 clusters Score: Raw -604589.022375 + Penalty 2950.074328 = -601638.948048 nChanged 30 SP:Iteration 31Q (3748.709034 sec): 3 clusters Score: Raw -604596.537856 + Penalty 2950.074328 = -601646.463529 nChanged 22 SP:Iteration 32Q (3748.767075 sec): 3 clusters Score: Raw -604599.608239 + Penalty 2950.074328 = -601649.533911 nChanged 16 SP:Iteration 33Q (3748.824657 sec): 3 clusters Score: Raw -604603.120037 + Penalty 2950.074328 = -601653.045709 nChanged 21 SP:Iteration 34Q (3748.891183 sec): 3 clusters Score: Raw -604606.415064 + Penalty 2950.074328 = -601656.340736 nChanged 20 SP:Iteration 35Q (3748.951561 sec): 3 clusters Score: Raw -604610.956286 + Penalty 2950.074328 = -601660.881958 nChanged 19 SP:Iteration 36Q (3749.016280 sec): 3 clusters Score: Raw -604615.247867 + Penalty 2950.074328 = -601665.173539 nChanged 14 SP:Iteration 37Q (3749.075528 sec): 3 clusters Score: Raw -604617.548634 + Penalty 2950.074328 = -601667.474306 nChanged 10 SP:Iteration 38Q (3749.137826 sec): 3 clusters Score: Raw -604619.332924 + Penalty 2950.074328 = -601669.258597 nChanged 11 SP:Iteration 39Q (3749.187640 sec): 3 clusters Score: Raw -604620.978327 + Penalty 2950.074328 = -601670.903999 nChanged 13 SP:Iteration 40F (3749.252271 sec): 3 clusters Score: Raw -604622.750275 + Penalty 2950.074328 = -601672.675947 nChanged 11 SP:Iteration 41Q (3749.318677 sec): 3 clusters Score: Raw -604624.363302 + Penalty 2950.074328 = -601674.288975 nChanged 10 SP:Iteration 42Q (3749.370691 sec): 3 clusters Score: Raw -604626.402323 + Penalty 2950.074328 = -601676.327995 nChanged 16 SP:Iteration 43Q (3749.436806 sec): 3 clusters Score: Raw -604628.738332 + Penalty 2950.074328 = -601678.664005 nChanged 12 SP:Iteration 44Q (3749.491401 sec): 3 clusters Score: Raw -604630.672518 + Penalty 2950.074328 = -601680.598190 nChanged 15 SP:Iteration 45Q (3749.557791 sec): 3 clusters Score: Raw -604633.134772 + Penalty 2950.074328 = -601683.060444 nChanged 15 SP:Iteration 46Q (3749.610076 sec): 3 clusters Score: Raw -604635.643799 + Penalty 2950.074328 = -601685.569471 nChanged 14 SP:Iteration 47Q (3749.677443 sec): 3 clusters Score: Raw -604638.635087 + Penalty 2950.074328 = -601688.560759 nChanged 9 SP:Iteration 48Q (3749.740100 sec): 3 clusters Score: Raw -604640.504745 + Penalty 2950.074328 = -601690.430418 nChanged 8 SP:Iteration 49Q (3749.791914 sec): 3 clusters Score: Raw -604641.796887 + Penalty 2950.074328 = -601691.722559 nChanged 7 SP:Iteration 50Q (3749.865331 sec): 3 clusters Score: Raw -604642.827766 + Penalty 2950.074328 = -601692.753438 nChanged 5 SP:Iteration 51Q (3749.923809 sec): 3 clusters Score: Raw -604643.687991 + Penalty 2950.074328 = -601693.613663 nChanged 3 SP:Iteration 52Q (3749.986888 sec): 3 clusters Score: Raw -604644.209908 + Penalty 2950.074328 = -601694.135580 nChanged 6 SP:Iteration 53Q (3750.048657 sec): 3 clusters Score: Raw -604645.262870 + Penalty 2950.074328 = -601695.188543 nChanged 7 SP:Iteration 54Q (3750.106513 sec): 3 clusters Score: Raw -604646.287154 + Penalty 2950.074328 = -601696.212826 nChanged 7 SP:Iteration 55Q (3750.167740 sec): 3 clusters Score: Raw -604647.161166 + Penalty 2950.074328 = -601697.086838 nChanged 7 SP:Iteration 56Q (3750.215689 sec): 3 clusters Score: Raw -604648.405737 + Penalty 2950.074328 = -601698.331409 nChanged 5 SP:Iteration 57Q (3750.275395 sec): 3 clusters Score: Raw -604648.842189 + Penalty 2950.074328 = -601698.767861 nChanged 3 SP:Iteration 58Q (3750.340565 sec): 3 clusters Score: Raw -604649.264436 + Penalty 2950.074328 = -601699.190108 nChanged 4 SP:Iteration 59Q (3750.393921 sec): 3 clusters Score: Raw -604650.047397 + Penalty 2950.074328 = -601699.973070 nChanged 7 SP:Iteration 60F (3750.459275 sec): 3 clusters Score: Raw -604651.151418 + Penalty 2950.074328 = -601701.077090 nChanged 5 SP:Iteration 61Q (3750.514707 sec): 3 clusters Score: Raw -604651.843114 + Penalty 2950.074328 = -601701.768787 nChanged 11 SP:Iteration 62Q (3750.578487 sec): 3 clusters Score: Raw -604653.823769 + Penalty 2950.074328 = -601703.749441 nChanged 9 SP:Iteration 63Q (3750.636758 sec): 3 clusters Score: Raw -604655.786279 + Penalty 2950.074328 = -601705.711951 nChanged 7 SP:Iteration 64Q (3750.689571 sec): 3 clusters Score: Raw -604656.840323 + Penalty 2950.074328 = -601706.765995 nChanged 10 SP:Iteration 65Q (3750.755006 sec): 3 clusters Score: Raw -604658.746423 + Penalty 2950.074328 = -601708.672095 nChanged 13 SP:Iteration 66Q (3750.816709 sec): 3 clusters Score: Raw -604661.171635 + Penalty 2950.074328 = -601711.097308 nChanged 12 SP:Iteration 67Q (3750.874991 sec): 3 clusters Score: Raw -604663.216594 + Penalty 2950.074328 = -601713.142266 nChanged 10 SP:Iteration 68Q (3750.932516 sec): 3 clusters Score: Raw -604665.084359 + Penalty 2950.074328 = -601715.010031 nChanged 13 SP:Iteration 69Q (3750.991289 sec): 3 clusters Score: Raw -604667.369243 + Penalty 2950.074328 = -601717.294915 nChanged 12 SP:Iteration 70Q (3751.060505 sec): 3 clusters Score: Raw -604671.280356 + Penalty 2950.074328 = -601721.206028 nChanged 30 SP:Iteration 71Q (3751.114320 sec): 3 clusters Score: Raw -604678.645754 + Penalty 2950.074328 = -601728.571427 nChanged 32 SP:Iteration 72Q (3751.177733 sec): 3 clusters Score: Raw -604686.856577 + Penalty 2950.074328 = -601736.782250 nChanged 19 SP:Iteration 73Q (3751.228077 sec): 3 clusters Score: Raw -604691.865686 + Penalty 2950.074328 = -601741.791358 nChanged 23 SP:Iteration 74Q (3751.296122 sec): 3 clusters Score: Raw -604697.312913 + Penalty 2950.074328 = -601747.238585 nChanged 15 SP:Iteration 75Q (3751.352643 sec): 3 clusters Score: Raw -604700.688684 + Penalty 2950.074328 = -601750.614356 nChanged 14 SP:Iteration 76Q (3751.405615 sec): 3 clusters Score: Raw -604703.782009 + Penalty 2950.074328 = -601753.707681 nChanged 15 SP:Iteration 77Q (3751.471817 sec): 3 clusters Score: Raw -604706.937144 + Penalty 2950.074328 = -601756.862816 nChanged 17 SP:Iteration 78Q (3751.532263 sec): 3 clusters Score: Raw -604711.306377 + Penalty 2950.074328 = -601761.232049 nChanged 20 SP:Iteration 79Q (3751.594668 sec): 3 clusters Score: Raw -604716.628750 + Penalty 2950.074328 = -601766.554422 nChanged 19 SP:Iteration 80F (3751.655754 sec): 3 clusters Score: Raw -604723.390316 + Penalty 2950.074328 = -601773.315988 nChanged 19 SP:Iteration 81Q (3751.714708 sec): 3 clusters Score: Raw -604729.367766 + Penalty 2950.074328 = -601779.293438 nChanged 16 SP:Iteration 82Q (3751.773863 sec): 3 clusters Score: Raw -604733.347400 + Penalty 2950.074328 = -601783.273072 nChanged 7 SP:Iteration 83Q (3751.835646 sec): 3 clusters Score: Raw -604734.734629 + Penalty 2950.074328 = -601784.660301 nChanged 11 SP:Iteration 84Q (3751.892993 sec): 3 clusters Score: Raw -604737.488867 + Penalty 2950.074328 = -601787.414540 nChanged 11 SP:Iteration 85Q (3751.943345 sec): 3 clusters Score: Raw -604740.621191 + Penalty 2950.074328 = -601790.546863 nChanged 13 SP:Iteration 86Q (3752.012403 sec): 3 clusters Score: Raw -604744.547462 + Penalty 2950.074328 = -601794.473134 nChanged 9 SP:Iteration 87Q (3752.068899 sec): 3 clusters Score: Raw -604746.608577 + Penalty 2950.074328 = -601796.534249 nChanged 2 SP:Iteration 88Q (3752.136618 sec): 3 clusters Score: Raw -604747.084792 + Penalty 2950.074328 = -601797.010464 nChanged 3 SP:Iteration 89Q (3752.192191 sec): 3 clusters Score: Raw -604747.321734 + Penalty 2950.074328 = -601797.247406 nChanged 2 SP:Iteration 90Q (3752.243005 sec): 3 clusters Score: Raw -604747.847126 + Penalty 2950.074328 = -601797.772798 nChanged 2 SP:Iteration 91Q (3752.310994 sec): 3 clusters Score: Raw -604748.443085 + Penalty 2950.074328 = -601798.368757 nChanged 2 SP:Iteration 92Q (3752.361525 sec): 3 clusters Score: Raw -604749.194076 + Penalty 2950.074328 = -601799.119748 nChanged 4 SP:Iteration 93Q (3752.420315 sec): 3 clusters Score: Raw -604750.282580 + Penalty 2950.074328 = -601800.208253 nChanged 4 SP:Iteration 94Q (3752.469069 sec): 3 clusters Score: Raw -604751.654784 + Penalty 2950.074328 = -601801.580456 nChanged 5 SP:Iteration 95Q (3752.526594 sec): 3 clusters Score: Raw -604752.975181 + Penalty 2950.074328 = -601802.900853 nChanged 6 SP:Iteration 96Q (3752.586829 sec): 3 clusters Score: Raw -604754.645739 + Penalty 2950.074328 = -601804.571411 nChanged 8 SP:Iteration 97Q (3752.638785 sec): 3 clusters Score: Raw -604756.397299 + Penalty 2950.074328 = -601806.322971 nChanged 6 SP:Iteration 98Q (3752.699011 sec): 3 clusters Score: Raw -604757.960160 + Penalty 2950.074328 = -601807.885833 nChanged 5 SP:Iteration 99Q (3752.763816 sec): 3 clusters Score: Raw -604759.486986 + Penalty 2950.074328 = -601809.412658 nChanged 7 SP:Iteration 100F (3752.819838 sec): 3 clusters Score: Raw -604761.222132 + Penalty 2950.074328 = -601811.147804 nChanged 8 SP:Iteration 101Q (3752.873228 sec): 3 clusters Score: Raw -604762.860519 + Penalty 2950.074328 = -601812.786192 nChanged 7 SP:Iteration 102Q (3752.923407 sec): 3 clusters Score: Raw -604764.335275 + Penalty 2950.074328 = -601814.260947 nChanged 7 SP:Iteration 103Q (3752.985793 sec): 3 clusters Score: Raw -604765.689565 + Penalty 2950.074328 = -601815.615238 nChanged 5 SP:Iteration 104Q (3753.038439 sec): 3 clusters Score: Raw -604767.133401 + Penalty 2950.074328 = -601817.059073 nChanged 7 SP:Iteration 105Q (3753.103249 sec): 3 clusters Score: Raw -604769.008139 + Penalty 2950.074328 = -601818.933812 nChanged 5 SP:Iteration 106Q (3753.156930 sec): 3 clusters Score: Raw -604770.247155 + Penalty 2950.074328 = -601820.172827 nChanged 3 SP:Iteration 107Q (3753.210527 sec): 3 clusters Score: Raw -604770.971713 + Penalty 2950.074328 = -601820.897386 nChanged 2 SP:Iteration 108Q (3753.271380 sec): 3 clusters Score: Raw -604771.323311 + Penalty 2950.074328 = -601821.248983 nChanged 1 SP:Iteration 109Q (3753.325236 sec): 3 clusters Score: Raw -604771.451262 + Penalty 2950.074328 = -601821.376934 nChanged 1 SP:Iteration 110Q (3753.383522 sec): 3 clusters Score: Raw -604772.140505 + Penalty 2950.074328 = -601822.066177 nChanged 3 SP:Iteration 111Q (3753.444376 sec): 3 clusters Score: Raw -604772.874780 + Penalty 2950.074328 = -601822.800452 nChanged 1 SP:Iteration 112Q (3753.504016 sec): 3 clusters Score: Raw -604773.151677 + Penalty 2950.074328 = -601823.077349 nChanged 1 SP:Iteration 113Q (3753.563688 sec): 3 clusters Score: Raw -604773.313024 + Penalty 2950.074328 = -601823.238696 nChanged 0 SP:Iteration 114F (3753.622762 sec): 3 clusters Score: Raw -604773.313024 + Penalty 2950.074328 = -601823.238696 nChanged 0 Trying to split cluster 2 (9990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3753.653313 sec): 2 clusters Score: Raw -655593.147713 + Penalty 1496.517729 = -654096.629984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3753.716010 sec): 3 clusters Score: Raw -649967.697614 + Penalty 2993.035458 = -646974.662156 nChanged 4321 SP:Iteration 1F (3753.773011 sec): 3 clusters Score: Raw -652287.466230 + Penalty 2993.035458 = -649294.430772 nChanged 634 SP:Iteration 2F (3753.832281 sec): 3 clusters Score: Raw -652567.563375 + Penalty 2993.035458 = -649574.527916 nChanged 520 SP:Iteration 3F (3753.900626 sec): 3 clusters Score: Raw -652822.599742 + Penalty 2993.035458 = -649829.564284 nChanged 481 SP:Iteration 4Q (3753.948543 sec): 3 clusters Score: Raw -653048.760626 + Penalty 2993.035458 = -650055.725167 nChanged 470 SP:Iteration 5Q (3754.017295 sec): 3 clusters Score: Raw -653315.402794 + Penalty 2993.035458 = -650322.367335 nChanged 492 SP:Iteration 6Q (3754.068839 sec): 3 clusters Score: Raw -653606.021858 + Penalty 2993.035458 = -650612.986400 nChanged 510 SP:Iteration 7F (3754.132047 sec): 3 clusters Score: Raw -653934.728445 + Penalty 2993.035458 = -650941.692987 nChanged 498 SP:Iteration 8Q (3754.188653 sec): 3 clusters Score: Raw -654287.394161 + Penalty 2993.035458 = -651294.358702 nChanged 491 SP:Iteration 9Q (3754.256981 sec): 3 clusters Score: Raw -654634.482756 + Penalty 2993.035458 = -651641.447297 nChanged 393 SP:Iteration 10Q (3754.304929 sec): 3 clusters Score: Raw -654918.382283 + Penalty 2993.035458 = -651925.346825 nChanged 318 SP:Iteration 11Q (3754.370534 sec): 3 clusters Score: Raw -655161.067119 + Penalty 2993.035458 = -652168.031660 nChanged 257 SP:Iteration 12Q (3754.428798 sec): 3 clusters Score: Raw -655369.290506 + Penalty 2993.035458 = -652376.255048 nChanged 222 SP:Iteration 13Q (3754.476218 sec): 3 clusters Score: Raw -655540.155243 + Penalty 2993.035458 = -652547.119784 nChanged 182 SP:Iteration 14Q (3754.536988 sec): 3 clusters Score: Raw -655668.219229 + Penalty 2993.035458 = -652675.183771 nChanged 160 SP:Iteration 15Q (3754.602771 sec): 3 clusters Score: Raw -655766.344375 + Penalty 2993.035458 = -652773.308916 nChanged 96 SP:Iteration 16Q (3754.648782 sec): 3 clusters Score: Raw -655816.227089 + Penalty 2993.035458 = -652823.191631 nChanged 78 SP:Iteration 17Q (3754.710608 sec): 3 clusters Score: Raw -655844.606404 + Penalty 2993.035458 = -652851.570946 nChanged 61 SP:Iteration 18Q (3754.762323 sec): 3 clusters Score: Raw -655867.772318 + Penalty 2993.035458 = -652874.736860 nChanged 41 SP:Iteration 19Q (3754.818894 sec): 3 clusters Score: Raw -655881.656367 + Penalty 2993.035458 = -652888.620909 nChanged 41 SP:Iteration 20F (3754.876463 sec): 3 clusters Score: Raw -655893.274565 + Penalty 2993.035458 = -652900.239106 nChanged 35 SP:Iteration 21Q (3754.934229 sec): 3 clusters Score: Raw -655905.549034 + Penalty 2993.035458 = -652912.513576 nChanged 26 SP:Iteration 22Q (3754.995773 sec): 3 clusters Score: Raw -655912.083991 + Penalty 2993.035458 = -652919.048533 nChanged 18 SP:Iteration 23Q (3755.055680 sec): 3 clusters Score: Raw -655916.251930 + Penalty 2993.035458 = -652923.216472 nChanged 16 SP:Iteration 24Q (3755.119894 sec): 3 clusters Score: Raw -655919.783134 + Penalty 2993.035458 = -652926.747676 nChanged 16 SP:Iteration 25Q (3755.171728 sec): 3 clusters Score: Raw -655922.744981 + Penalty 2993.035458 = -652929.709523 nChanged 16 SP:Iteration 26Q (3755.243147 sec): 3 clusters Score: Raw -655927.516182 + Penalty 2993.035458 = -652934.480723 nChanged 13 SP:Iteration 27Q (3755.299040 sec): 3 clusters Score: Raw -655929.985955 + Penalty 2993.035458 = -652936.950496 nChanged 8 SP:Iteration 28Q (3755.364530 sec): 3 clusters Score: Raw -655931.484556 + Penalty 2993.035458 = -652938.449098 nChanged 11 SP:Iteration 29Q (3755.414250 sec): 3 clusters Score: Raw -655934.106161 + Penalty 2993.035458 = -652941.070703 nChanged 8 SP:Iteration 30Q (3755.476365 sec): 3 clusters Score: Raw -655937.026314 + Penalty 2993.035458 = -652943.990856 nChanged 9 SP:Iteration 31Q (3755.542033 sec): 3 clusters Score: Raw -655939.061166 + Penalty 2993.035458 = -652946.025708 nChanged 7 SP:Iteration 32Q (3755.592028 sec): 3 clusters Score: Raw -655940.093129 + Penalty 2993.035458 = -652947.057670 nChanged 7 SP:Iteration 33Q (3755.658884 sec): 3 clusters Score: Raw -655941.255764 + Penalty 2993.035458 = -652948.220306 nChanged 3 SP:Iteration 34Q (3755.730188 sec): 3 clusters Score: Raw -655941.760339 + Penalty 2993.035458 = -652948.724881 nChanged 1 SP:Iteration 35Q (3755.790393 sec): 3 clusters Score: Raw -655942.011958 + Penalty 2993.035458 = -652948.976500 nChanged 0 SP:Iteration 36F (3755.841377 sec): 3 clusters Score: Raw -655942.011958 + Penalty 2993.035458 = -652948.976500 nChanged 0 Trying to split cluster 3 (8180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3755.879224 sec): 2 clusters Score: Raw -558278.958199 + Penalty 1464.035207 = -556814.922992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3755.938788 sec): 3 clusters Score: Raw -553631.622062 + Penalty 2928.070415 = -550703.551647 nChanged 3533 SP:Iteration 1F (3756.011777 sec): 3 clusters Score: Raw -555560.963521 + Penalty 2928.070415 = -552632.893106 nChanged 536 SP:Iteration 2F (3756.071521 sec): 3 clusters Score: Raw -555886.679325 + Penalty 2928.070415 = -552958.608910 nChanged 527 SP:Iteration 3F (3756.137676 sec): 3 clusters Score: Raw -556191.223708 + Penalty 2928.070415 = -553263.153293 nChanged 453 SP:Iteration 4F (3756.198735 sec): 3 clusters Score: Raw -556471.431660 + Penalty 2928.070415 = -553543.361245 nChanged 454 SP:Iteration 5F (3756.247558 sec): 3 clusters Score: Raw -556763.422730 + Penalty 2928.070415 = -553835.352316 nChanged 424 SP:Iteration 6F (3756.312188 sec): 3 clusters Score: Raw -557011.372951 + Penalty 2928.070415 = -554083.302536 nChanged 387 SP:Iteration 7Q (3756.371386 sec): 3 clusters Score: Raw -557233.017022 + Penalty 2928.070415 = -554304.946607 nChanged 355 SP:Iteration 8Q (3756.434171 sec): 3 clusters Score: Raw -557408.274650 + Penalty 2928.070415 = -554480.204235 nChanged 296 SP:Iteration 9Q (3756.507483 sec): 3 clusters Score: Raw -557540.361160 + Penalty 2928.070415 = -554612.290746 nChanged 281 SP:Iteration 10Q (3756.558575 sec): 3 clusters Score: Raw -557669.292386 + Penalty 2928.070415 = -554741.221972 nChanged 243 SP:Iteration 11Q (3756.630229 sec): 3 clusters Score: Raw -557777.121712 + Penalty 2928.070415 = -554849.051297 nChanged 204 SP:Iteration 12Q (3756.684154 sec): 3 clusters Score: Raw -557865.297685 + Penalty 2928.070415 = -554937.227270 nChanged 183 SP:Iteration 13Q (3756.744912 sec): 3 clusters Score: Raw -557939.732669 + Penalty 2928.070415 = -555011.662255 nChanged 154 SP:Iteration 14Q (3756.794183 sec): 3 clusters Score: Raw -557997.253234 + Penalty 2928.070415 = -555069.182819 nChanged 141 SP:Iteration 15Q (3756.858497 sec): 3 clusters Score: Raw -558049.422943 + Penalty 2928.070415 = -555121.352528 nChanged 127 SP:Iteration 16Q (3756.909146 sec): 3 clusters Score: Raw -558090.172901 + Penalty 2928.070415 = -555162.102487 nChanged 104 SP:Iteration 17Q (3756.964578 sec): 3 clusters Score: Raw -558125.939356 + Penalty 2928.070415 = -555197.868942 nChanged 87 SP:Iteration 18Q (3757.026700 sec): 3 clusters Score: Raw -558161.415665 + Penalty 2928.070415 = -555233.345251 nChanged 97 SP:Iteration 19Q (3757.099252 sec): 3 clusters Score: Raw -558199.018392 + Penalty 2928.070415 = -555270.947977 nChanged 98 SP:Iteration 20F (3757.158438 sec): 3 clusters Score: Raw -558237.078707 + Penalty 2928.070415 = -555309.008293 nChanged 103 SP:Iteration 21Q (3757.223035 sec): 3 clusters Score: Raw -558275.031424 + Penalty 2928.070415 = -555346.961009 nChanged 88 SP:Iteration 22Q (3757.282102 sec): 3 clusters Score: Raw -558305.804090 + Penalty 2928.070415 = -555377.733675 nChanged 67 SP:Iteration 23Q (3757.326453 sec): 3 clusters Score: Raw -558328.204045 + Penalty 2928.070415 = -555400.133630 nChanged 67 SP:Iteration 24Q (3757.382498 sec): 3 clusters Score: Raw -558350.145853 + Penalty 2928.070415 = -555422.075438 nChanged 53 SP:Iteration 25Q (3757.447716 sec): 3 clusters Score: Raw -558368.082545 + Penalty 2928.070415 = -555440.012130 nChanged 58 SP:Iteration 26Q (3757.494607 sec): 3 clusters Score: Raw -558384.870328 + Penalty 2928.070415 = -555456.799913 nChanged 51 SP:Iteration 27Q (3757.551272 sec): 3 clusters Score: Raw -558401.408417 + Penalty 2928.070415 = -555473.338002 nChanged 52 SP:Iteration 28Q (3757.620906 sec): 3 clusters Score: Raw -558415.885856 + Penalty 2928.070415 = -555487.815441 nChanged 47 SP:Iteration 29Q (3757.684428 sec): 3 clusters Score: Raw -558430.484033 + Penalty 2928.070415 = -555502.413619 nChanged 51 SP:Iteration 30Q (3757.734110 sec): 3 clusters Score: Raw -558446.194603 + Penalty 2928.070415 = -555518.124189 nChanged 51 SP:Iteration 31Q (3757.797572 sec): 3 clusters Score: Raw -558463.610694 + Penalty 2928.070415 = -555535.540279 nChanged 48 SP:Iteration 32Q (3757.866070 sec): 3 clusters Score: Raw -558480.121130 + Penalty 2928.070415 = -555552.050715 nChanged 47 SP:Iteration 33Q (3757.913102 sec): 3 clusters Score: Raw -558495.423759 + Penalty 2928.070415 = -555567.353344 nChanged 53 SP:Iteration 34Q (3757.976201 sec): 3 clusters Score: Raw -558513.217040 + Penalty 2928.070415 = -555585.146625 nChanged 38 SP:Iteration 35Q (3758.029234 sec): 3 clusters Score: Raw -558526.648745 + Penalty 2928.070415 = -555598.578330 nChanged 32 SP:Iteration 36Q (3758.097622 sec): 3 clusters Score: Raw -558535.435779 + Penalty 2928.070415 = -555607.365364 nChanged 26 SP:Iteration 37Q (3758.156819 sec): 3 clusters Score: Raw -558541.691489 + Penalty 2928.070415 = -555613.621074 nChanged 21 SP:Iteration 38Q (3758.211131 sec): 3 clusters Score: Raw -558547.397812 + Penalty 2928.070415 = -555619.327398 nChanged 15 SP:Iteration 39Q (3758.279658 sec): 3 clusters Score: Raw -558552.747273 + Penalty 2928.070415 = -555624.676858 nChanged 18 SP:Iteration 40F (3758.342556 sec): 3 clusters Score: Raw -558558.155657 + Penalty 2928.070415 = -555630.085242 nChanged 8 SP:Iteration 41Q (3758.395765 sec): 3 clusters Score: Raw -558561.526856 + Penalty 2928.070415 = -555633.456441 nChanged 10 SP:Iteration 42Q (3758.458582 sec): 3 clusters Score: Raw -558564.879207 + Penalty 2928.070415 = -555636.808792 nChanged 13 SP:Iteration 43Q (3758.515496 sec): 3 clusters Score: Raw -558569.184253 + Penalty 2928.070415 = -555641.113838 nChanged 11 SP:Iteration 44Q (3758.577651 sec): 3 clusters Score: Raw -558571.984150 + Penalty 2928.070415 = -555643.913736 nChanged 10 SP:Iteration 45Q (3758.640201 sec): 3 clusters Score: Raw -558574.133983 + Penalty 2928.070415 = -555646.063569 nChanged 9 SP:Iteration 46Q (3758.706057 sec): 3 clusters Score: Raw -558576.543824 + Penalty 2928.070415 = -555648.473409 nChanged 10 SP:Iteration 47Q (3758.762383 sec): 3 clusters Score: Raw -558579.478323 + Penalty 2928.070415 = -555651.407908 nChanged 8 SP:Iteration 48Q (3758.835442 sec): 3 clusters Score: Raw -558582.933527 + Penalty 2928.070415 = -555654.863112 nChanged 14 SP:Iteration 49Q (3758.892509 sec): 3 clusters Score: Raw -558587.550945 + Penalty 2928.070415 = -555659.480531 nChanged 10 SP:Iteration 50Q (3758.955373 sec): 3 clusters Score: Raw -558591.985719 + Penalty 2928.070415 = -555663.915305 nChanged 6 SP:Iteration 51Q (3759.015447 sec): 3 clusters Score: Raw -558595.573504 + Penalty 2928.070415 = -555667.503090 nChanged 9 SP:Iteration 52Q (3759.064872 sec): 3 clusters Score: Raw -558599.070153 + Penalty 2928.070415 = -555670.999738 nChanged 11 SP:Iteration 53Q (3759.132718 sec): 3 clusters Score: Raw -558602.168052 + Penalty 2928.070415 = -555674.097637 nChanged 8 SP:Iteration 54Q (3759.187800 sec): 3 clusters Score: Raw -558603.801912 + Penalty 2928.070415 = -555675.731498 nChanged 6 SP:Iteration 55Q (3759.259514 sec): 3 clusters Score: Raw -558605.455765 + Penalty 2928.070415 = -555677.385350 nChanged 10 SP:Iteration 56Q (3759.317983 sec): 3 clusters Score: Raw -558608.660002 + Penalty 2928.070415 = -555680.589587 nChanged 10 SP:Iteration 57Q (3759.377956 sec): 3 clusters Score: Raw -558611.695587 + Penalty 2928.070415 = -555683.625173 nChanged 11 SP:Iteration 58Q (3759.440060 sec): 3 clusters Score: Raw -558614.337944 + Penalty 2928.070415 = -555686.267529 nChanged 3 SP:Iteration 59Q (3759.499897 sec): 3 clusters Score: Raw -558614.912465 + Penalty 2928.070415 = -555686.842050 nChanged 7 SP:Iteration 60F (3759.561607 sec): 3 clusters Score: Raw -558616.621209 + Penalty 2928.070415 = -555688.550795 nChanged 2 SP:Iteration 61Q (3759.622616 sec): 3 clusters Score: Raw -558616.875705 + Penalty 2928.070415 = -555688.805290 nChanged 2 SP:Iteration 62Q (3759.672770 sec): 3 clusters Score: Raw -558617.286640 + Penalty 2928.070415 = -555689.216226 nChanged 4 SP:Iteration 63Q (3759.732035 sec): 3 clusters Score: Raw -558618.187263 + Penalty 2928.070415 = -555690.116848 nChanged 6 SP:Iteration 64Q (3759.801797 sec): 3 clusters Score: Raw -558619.264476 + Penalty 2928.070415 = -555691.194061 nChanged 3 SP:Iteration 65Q (3759.862718 sec): 3 clusters Score: Raw -558619.934569 + Penalty 2928.070415 = -555691.864155 nChanged 2 SP:Iteration 66Q (3759.925616 sec): 3 clusters Score: Raw -558620.430430 + Penalty 2928.070415 = -555692.360016 nChanged 2 SP:Iteration 67Q (3759.985368 sec): 3 clusters Score: Raw -558620.858977 + Penalty 2928.070415 = -555692.788562 nChanged 4 SP:Iteration 68Q (3760.044701 sec): 3 clusters Score: Raw -558622.677527 + Penalty 2928.070415 = -555694.607112 nChanged 7 SP:Iteration 69Q (3760.096810 sec): 3 clusters Score: Raw -558625.360783 + Penalty 2928.070415 = -555697.290368 nChanged 9 SP:Iteration 70Q (3760.158035 sec): 3 clusters Score: Raw -558628.673640 + Penalty 2928.070415 = -555700.603225 nChanged 6 SP:Iteration 71Q (3760.219430 sec): 3 clusters Score: Raw -558630.883630 + Penalty 2928.070415 = -555702.813215 nChanged 9 SP:Iteration 72Q (3760.291564 sec): 3 clusters Score: Raw -558633.244255 + Penalty 2928.070415 = -555705.173840 nChanged 5 SP:Iteration 73Q (3760.351957 sec): 3 clusters Score: Raw -558634.351470 + Penalty 2928.070415 = -555706.281055 nChanged 1 SP:Iteration 74Q (3760.403528 sec): 3 clusters Score: Raw -558634.511292 + Penalty 2928.070415 = -555706.440877 nChanged 0 SP:Iteration 75F (3760.466588 sec): 3 clusters Score: Raw -558634.511292 + Penalty 2928.070415 = -555706.440877 nChanged 0 Trying to split cluster 4 (10341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3760.504509 sec): 2 clusters Score: Raw -680053.427196 + Penalty 1502.129176 = -678551.298020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3760.568003 sec): 3 clusters Score: Raw -674201.172296 + Penalty 3004.258353 = -671196.913943 nChanged 4465 SP:Iteration 1F (3760.631574 sec): 3 clusters Score: Raw -676622.249665 + Penalty 3004.258353 = -673617.991312 nChanged 573 SP:Iteration 2F (3760.695865 sec): 3 clusters Score: Raw -676849.324395 + Penalty 3004.258353 = -673845.066042 nChanged 499 SP:Iteration 3Q (3760.767039 sec): 3 clusters Score: Raw -677071.996915 + Penalty 3004.258353 = -674067.738562 nChanged 537 SP:Iteration 4F (3760.822259 sec): 3 clusters Score: Raw -677326.490109 + Penalty 3004.258353 = -674322.231756 nChanged 554 SP:Iteration 5F (3760.891521 sec): 3 clusters Score: Raw -677624.421406 + Penalty 3004.258353 = -674620.163053 nChanged 571 SP:Iteration 6F (3760.961523 sec): 3 clusters Score: Raw -677967.657399 + Penalty 3004.258353 = -674963.399046 nChanged 645 SP:Iteration 7F (3761.018500 sec): 3 clusters Score: Raw -678433.577791 + Penalty 3004.258353 = -675429.319438 nChanged 653 SP:Iteration 8F (3761.091619 sec): 3 clusters Score: Raw -678936.445003 + Penalty 3004.258353 = -675932.186650 nChanged 599 SP:Iteration 9F (3761.150650 sec): 3 clusters Score: Raw -679430.675050 + Penalty 3004.258353 = -676426.416697 nChanged 493 SP:Iteration 10Q (3761.218567 sec): 3 clusters Score: Raw -679843.765907 + Penalty 3004.258353 = -676839.507554 nChanged 390 SP:Iteration 11Q (3761.277859 sec): 3 clusters Score: Raw -680160.560700 + Penalty 3004.258353 = -677156.302347 nChanged 276 SP:Iteration 12Q (3761.344665 sec): 3 clusters Score: Raw -680365.928989 + Penalty 3004.258353 = -677361.670637 nChanged 156 SP:Iteration 13Q (3761.420192 sec): 3 clusters Score: Raw -680467.342836 + Penalty 3004.258353 = -677463.084483 nChanged 96 SP:Iteration 14Q (3761.479101 sec): 3 clusters Score: Raw -680525.581266 + Penalty 3004.258353 = -677521.322913 nChanged 61 SP:Iteration 15Q (3761.540907 sec): 3 clusters Score: Raw -680559.221140 + Penalty 3004.258353 = -677554.962787 nChanged 42 SP:Iteration 16Q (3761.593658 sec): 3 clusters Score: Raw -680581.255756 + Penalty 3004.258353 = -677576.997403 nChanged 25 SP:Iteration 17Q (3761.646537 sec): 3 clusters Score: Raw -680594.022383 + Penalty 3004.258353 = -677589.764030 nChanged 13 SP:Iteration 18Q (3761.712293 sec): 3 clusters Score: Raw -680600.938779 + Penalty 3004.258353 = -677596.680426 nChanged 12 SP:Iteration 19Q (3761.774062 sec): 3 clusters Score: Raw -680608.421230 + Penalty 3004.258353 = -677604.162877 nChanged 12 SP:Iteration 20F (3761.826465 sec): 3 clusters Score: Raw -680614.365847 + Penalty 3004.258353 = -677610.107494 nChanged 4 SP:Iteration 21Q (3761.896651 sec): 3 clusters Score: Raw -680616.189791 + Penalty 3004.258353 = -677611.931438 nChanged 3 SP:Iteration 22Q (3761.952279 sec): 3 clusters Score: Raw -680616.939398 + Penalty 3004.258353 = -677612.681045 nChanged 1 SP:Iteration 23Q (3762.020451 sec): 3 clusters Score: Raw -680617.210386 + Penalty 3004.258353 = -677612.952034 nChanged 1 SP:Iteration 24Q (3762.084125 sec): 3 clusters Score: Raw -680617.464602 + Penalty 3004.258353 = -677613.206249 nChanged 1 SP:Iteration 25Q (3762.150781 sec): 3 clusters Score: Raw -680618.068618 + Penalty 3004.258353 = -677613.810265 nChanged 1 SP:Iteration 26Q (3762.217029 sec): 3 clusters Score: Raw -680618.476518 + Penalty 3004.258353 = -677614.218165 nChanged 2 SP:Iteration 27Q (3762.281981 sec): 3 clusters Score: Raw -680619.109248 + Penalty 3004.258353 = -677614.850895 nChanged 3 SP:Iteration 28Q (3762.344344 sec): 3 clusters Score: Raw -680620.492095 + Penalty 3004.258353 = -677616.233742 nChanged 2 SP:Iteration 29Q (3762.402020 sec): 3 clusters Score: Raw -680621.129359 + Penalty 3004.258353 = -677616.871006 nChanged 0 SP:Iteration 30F (3762.480781 sec): 3 clusters Score: Raw -680621.129359 + Penalty 3004.258353 = -677616.871006 nChanged 0 Trying to split cluster 5 (19288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3762.531981 sec): 2 clusters Score: Raw -1338779.946681 + Penalty 1603.426243 = -1337176.520438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3762.615025 sec): 3 clusters Score: Raw -1327240.727104 + Penalty 3206.852486 = -1324033.874617 nChanged 8710 SP:Iteration 1F (3762.695001 sec): 3 clusters Score: Raw -1332077.854958 + Penalty 3206.852486 = -1328871.002471 nChanged 1044 SP:Iteration 2F (3762.768757 sec): 3 clusters Score: Raw -1332507.427933 + Penalty 3206.852486 = -1329300.575446 nChanged 1031 SP:Iteration 3F (3762.849809 sec): 3 clusters Score: Raw -1333039.293909 + Penalty 3206.852486 = -1329832.441423 nChanged 1139 SP:Iteration 4F (3762.930990 sec): 3 clusters Score: Raw -1333698.279069 + Penalty 3206.852486 = -1330491.426582 nChanged 1248 SP:Iteration 5F (3763.012694 sec): 3 clusters Score: Raw -1334553.164814 + Penalty 3206.852486 = -1331346.312328 nChanged 1383 SP:Iteration 6F (3763.088587 sec): 3 clusters Score: Raw -1335639.254137 + Penalty 3206.852486 = -1332432.401650 nChanged 1445 SP:Iteration 7F (3763.161931 sec): 3 clusters Score: Raw -1336812.474663 + Penalty 3206.852486 = -1333605.622176 nChanged 1266 SP:Iteration 8F (3763.250631 sec): 3 clusters Score: Raw -1337731.063339 + Penalty 3206.852486 = -1334524.210852 nChanged 956 SP:Iteration 9Q (3763.322180 sec): 3 clusters Score: Raw -1338333.324301 + Penalty 3206.852486 = -1335126.471815 nChanged 702 SP:Iteration 10Q (3763.400425 sec): 3 clusters Score: Raw -1338737.973063 + Penalty 3206.852486 = -1335531.120576 nChanged 563 SP:Iteration 11Q (3763.484851 sec): 3 clusters Score: Raw -1339034.682663 + Penalty 3206.852486 = -1335827.830177 nChanged 437 SP:Iteration 12Q (3763.573141 sec): 3 clusters Score: Raw -1339232.728418 + Penalty 3206.852486 = -1336025.875931 nChanged 335 SP:Iteration 13Q (3763.655756 sec): 3 clusters Score: Raw -1339378.332006 + Penalty 3206.852486 = -1336171.479519 nChanged 288 SP:Iteration 14Q (3763.740667 sec): 3 clusters Score: Raw -1339492.588785 + Penalty 3206.852486 = -1336285.736299 nChanged 240 SP:Iteration 15Q (3763.823148 sec): 3 clusters Score: Raw -1339579.893827 + Penalty 3206.852486 = -1336373.041341 nChanged 181 SP:Iteration 16Q (3763.904537 sec): 3 clusters Score: Raw -1339631.734082 + Penalty 3206.852486 = -1336424.881596 nChanged 121 SP:Iteration 17Q (3763.971712 sec): 3 clusters Score: Raw -1339663.935219 + Penalty 3206.852486 = -1336457.082732 nChanged 96 SP:Iteration 18Q (3764.053880 sec): 3 clusters Score: Raw -1339689.297499 + Penalty 3206.852486 = -1336482.445013 nChanged 91 SP:Iteration 19Q (3764.134886 sec): 3 clusters Score: Raw -1339713.151751 + Penalty 3206.852486 = -1336506.299264 nChanged 79 SP:Iteration 20F (3764.218878 sec): 3 clusters Score: Raw -1339733.662116 + Penalty 3206.852486 = -1336526.809630 nChanged 65 SP:Iteration 21Q (3764.307131 sec): 3 clusters Score: Raw -1339748.621176 + Penalty 3206.852486 = -1336541.768690 nChanged 40 SP:Iteration 22Q (3764.379467 sec): 3 clusters Score: Raw -1339756.761759 + Penalty 3206.852486 = -1336549.909272 nChanged 31 SP:Iteration 23Q (3764.467846 sec): 3 clusters Score: Raw -1339762.968503 + Penalty 3206.852486 = -1336556.116017 nChanged 29 SP:Iteration 24Q (3764.547681 sec): 3 clusters Score: Raw -1339769.118639 + Penalty 3206.852486 = -1336562.266153 nChanged 23 SP:Iteration 25Q (3764.629870 sec): 3 clusters Score: Raw -1339773.866737 + Penalty 3206.852486 = -1336567.014251 nChanged 25 SP:Iteration 26Q (3764.711745 sec): 3 clusters Score: Raw -1339778.626163 + Penalty 3206.852486 = -1336571.773676 nChanged 20 SP:Iteration 27Q (3764.793273 sec): 3 clusters Score: Raw -1339782.609431 + Penalty 3206.852486 = -1336575.756944 nChanged 18 SP:Iteration 28Q (3764.874193 sec): 3 clusters Score: Raw -1339786.921460 + Penalty 3206.852486 = -1336580.068974 nChanged 16 SP:Iteration 29Q (3764.950748 sec): 3 clusters Score: Raw -1339790.501533 + Penalty 3206.852486 = -1336583.649047 nChanged 19 SP:Iteration 30Q (3765.026831 sec): 3 clusters Score: Raw -1339795.458406 + Penalty 3206.852486 = -1336588.605919 nChanged 17 SP:Iteration 31Q (3765.107990 sec): 3 clusters Score: Raw -1339798.812826 + Penalty 3206.852486 = -1336591.960340 nChanged 14 SP:Iteration 32Q (3765.180568 sec): 3 clusters Score: Raw -1339801.957228 + Penalty 3206.852486 = -1336595.104741 nChanged 9 SP:Iteration 33Q (3765.255426 sec): 3 clusters Score: Raw -1339802.964508 + Penalty 3206.852486 = -1336596.112022 nChanged 2 SP:Iteration 34Q (3765.341175 sec): 3 clusters Score: Raw -1339803.133972 + Penalty 3206.852486 = -1336596.281486 nChanged 1 SP:Iteration 35Q (3765.426833 sec): 3 clusters Score: Raw -1339803.266078 + Penalty 3206.852486 = -1336596.413591 nChanged 1 SP:Iteration 36Q (3765.504479 sec): 3 clusters Score: Raw -1339803.336810 + Penalty 3206.852486 = -1336596.484323 nChanged 1 SP:Iteration 37Q (3765.581526 sec): 3 clusters Score: Raw -1339803.530735 + Penalty 3206.852486 = -1336596.678249 nChanged 3 SP:Iteration 38Q (3765.661150 sec): 3 clusters Score: Raw -1339803.998633 + Penalty 3206.852486 = -1336597.146146 nChanged 3 SP:Iteration 39Q (3765.733087 sec): 3 clusters Score: Raw -1339804.512806 + Penalty 3206.852486 = -1336597.660320 nChanged 4 SP:Iteration 40F (3765.818150 sec): 3 clusters Score: Raw -1339805.060117 + Penalty 3206.852486 = -1336598.207630 nChanged 4 SP:Iteration 41Q (3765.886921 sec): 3 clusters Score: Raw -1339805.471420 + Penalty 3206.852486 = -1336598.618933 nChanged 2 SP:Iteration 42Q (3765.965470 sec): 3 clusters Score: Raw -1339805.954633 + Penalty 3206.852486 = -1336599.102147 nChanged 1 SP:Iteration 43Q (3766.032889 sec): 3 clusters Score: Raw -1339806.065056 + Penalty 3206.852486 = -1336599.212569 nChanged 2 SP:Iteration 44Q (3766.109710 sec): 3 clusters Score: Raw -1339806.296281 + Penalty 3206.852486 = -1336599.443794 nChanged 2 SP:Iteration 45Q (3766.181475 sec): 3 clusters Score: Raw -1339806.744642 + Penalty 3206.852486 = -1336599.892156 nChanged 3 SP:Iteration 46Q (3766.259241 sec): 3 clusters Score: Raw -1339807.248039 + Penalty 3206.852486 = -1336600.395552 nChanged 3 SP:Iteration 47Q (3766.326840 sec): 3 clusters Score: Raw -1339807.818104 + Penalty 3206.852486 = -1336600.965617 nChanged 3 SP:Iteration 48Q (3766.409250 sec): 3 clusters Score: Raw -1339808.301698 + Penalty 3206.852486 = -1336601.449211 nChanged 3 SP:Iteration 49Q (3766.481342 sec): 3 clusters Score: Raw -1339808.955795 + Penalty 3206.852486 = -1336602.103308 nChanged 5 SP:Iteration 50Q (3766.548653 sec): 3 clusters Score: Raw -1339809.597684 + Penalty 3206.852486 = -1336602.745198 nChanged 4 SP:Iteration 51Q (3766.634617 sec): 3 clusters Score: Raw -1339810.088909 + Penalty 3206.852486 = -1336603.236423 nChanged 2 SP:Iteration 52Q (3766.702783 sec): 3 clusters Score: Raw -1339810.279281 + Penalty 3206.852486 = -1336603.426795 nChanged 2 SP:Iteration 53Q (3766.788902 sec): 3 clusters Score: Raw -1339810.406708 + Penalty 3206.852486 = -1336603.554222 nChanged 2 SP:Iteration 54Q (3766.858745 sec): 3 clusters Score: Raw -1339810.559184 + Penalty 3206.852486 = -1336603.706697 nChanged 2 SP:Iteration 55Q (3766.933791 sec): 3 clusters Score: Raw -1339811.004689 + Penalty 3206.852486 = -1336604.152203 nChanged 2 SP:Iteration 56Q (3767.005687 sec): 3 clusters Score: Raw -1339811.258704 + Penalty 3206.852486 = -1336604.406217 nChanged 1 SP:Iteration 57Q (3767.091107 sec): 3 clusters Score: Raw -1339811.368542 + Penalty 3206.852486 = -1336604.516055 nChanged 0 SP:Iteration 58F (3767.158563 sec): 3 clusters Score: Raw -1339811.368542 + Penalty 3206.852486 = -1336604.516055 nChanged 0 Trying to split cluster 6 (14709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3767.201442 sec): 2 clusters Score: Raw -950016.057736 + Penalty 1559.384910 = -948456.672827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3767.271200 sec): 3 clusters Score: Raw -941388.789495 + Penalty 3118.769820 = -938270.019675 nChanged 6507 SP:Iteration 1F (3767.341939 sec): 3 clusters Score: Raw -944931.942277 + Penalty 3118.769820 = -941813.172457 nChanged 869 SP:Iteration 2F (3767.413678 sec): 3 clusters Score: Raw -945283.103163 + Penalty 3118.769820 = -942164.333343 nChanged 736 SP:Iteration 3F (3767.478171 sec): 3 clusters Score: Raw -945591.381166 + Penalty 3118.769820 = -942472.611346 nChanged 776 SP:Iteration 4F (3767.540049 sec): 3 clusters Score: Raw -945992.973428 + Penalty 3118.769820 = -942874.203608 nChanged 874 SP:Iteration 5F (3767.611326 sec): 3 clusters Score: Raw -946562.507351 + Penalty 3118.769820 = -943443.737531 nChanged 974 SP:Iteration 6F (3767.681679 sec): 3 clusters Score: Raw -947307.515355 + Penalty 3118.769820 = -944188.745535 nChanged 1034 SP:Iteration 7F (3767.747482 sec): 3 clusters Score: Raw -948091.156869 + Penalty 3118.769820 = -944972.387049 nChanged 891 SP:Iteration 8F (3767.819952 sec): 3 clusters Score: Raw -948799.204594 + Penalty 3118.769820 = -945680.434774 nChanged 730 SP:Iteration 9Q (3767.889927 sec): 3 clusters Score: Raw -949370.761830 + Penalty 3118.769820 = -946251.992010 nChanged 531 SP:Iteration 10Q (3767.957072 sec): 3 clusters Score: Raw -949760.135188 + Penalty 3118.769820 = -946641.365368 nChanged 363 SP:Iteration 11Q (3768.029840 sec): 3 clusters Score: Raw -950027.087781 + Penalty 3118.769820 = -946908.317962 nChanged 277 SP:Iteration 12Q (3768.093990 sec): 3 clusters Score: Raw -950256.464698 + Penalty 3118.769820 = -947137.694878 nChanged 208 SP:Iteration 13Q (3768.175341 sec): 3 clusters Score: Raw -950430.553900 + Penalty 3118.769820 = -947311.784080 nChanged 160 SP:Iteration 14Q (3768.248397 sec): 3 clusters Score: Raw -950584.267696 + Penalty 3118.769820 = -947465.497877 nChanged 134 SP:Iteration 15Q (3768.321142 sec): 3 clusters Score: Raw -950703.104403 + Penalty 3118.769820 = -947584.334583 nChanged 90 SP:Iteration 16Q (3768.385418 sec): 3 clusters Score: Raw -950792.336856 + Penalty 3118.769820 = -947673.567036 nChanged 68 SP:Iteration 17Q (3768.444088 sec): 3 clusters Score: Raw -950840.660864 + Penalty 3118.769820 = -947721.891044 nChanged 49 SP:Iteration 18Q (3768.519508 sec): 3 clusters Score: Raw -950878.578837 + Penalty 3118.769820 = -947759.809017 nChanged 40 SP:Iteration 19Q (3768.589345 sec): 3 clusters Score: Raw -950898.451295 + Penalty 3118.769820 = -947779.681475 nChanged 43 SP:Iteration 20F (3768.649743 sec): 3 clusters Score: Raw -950915.919469 + Penalty 3118.769820 = -947797.149649 nChanged 27 SP:Iteration 21Q (3768.723511 sec): 3 clusters Score: Raw -950924.894757 + Penalty 3118.769820 = -947806.124937 nChanged 16 SP:Iteration 22Q (3768.787773 sec): 3 clusters Score: Raw -950929.464670 + Penalty 3118.769820 = -947810.694850 nChanged 11 SP:Iteration 23Q (3768.855512 sec): 3 clusters Score: Raw -950932.227198 + Penalty 3118.769820 = -947813.457378 nChanged 10 SP:Iteration 24Q (3768.919343 sec): 3 clusters Score: Raw -950935.765438 + Penalty 3118.769820 = -947816.995618 nChanged 10 SP:Iteration 25Q (3768.994740 sec): 3 clusters Score: Raw -950938.310345 + Penalty 3118.769820 = -947819.540525 nChanged 8 SP:Iteration 26Q (3769.058549 sec): 3 clusters Score: Raw -950941.402644 + Penalty 3118.769820 = -947822.632824 nChanged 7 SP:Iteration 27Q (3769.127538 sec): 3 clusters Score: Raw -950943.698844 + Penalty 3118.769820 = -947824.929024 nChanged 6 SP:Iteration 28Q (3769.196627 sec): 3 clusters Score: Raw -950944.833971 + Penalty 3118.769820 = -947826.064151 nChanged 4 SP:Iteration 29Q (3769.262416 sec): 3 clusters Score: Raw -950945.851086 + Penalty 3118.769820 = -947827.081266 nChanged 5 SP:Iteration 30Q (3769.327685 sec): 3 clusters Score: Raw -950946.948994 + Penalty 3118.769820 = -947828.179174 nChanged 7 SP:Iteration 31Q (3769.395097 sec): 3 clusters Score: Raw -950947.992369 + Penalty 3118.769820 = -947829.222549 nChanged 3 SP:Iteration 32Q (3769.453355 sec): 3 clusters Score: Raw -950948.717847 + Penalty 3118.769820 = -947829.948027 nChanged 3 SP:Iteration 33Q (3769.528419 sec): 3 clusters Score: Raw -950949.902442 + Penalty 3118.769820 = -947831.132622 nChanged 6 SP:Iteration 34Q (3769.596135 sec): 3 clusters Score: Raw -950951.175026 + Penalty 3118.769820 = -947832.405206 nChanged 6 SP:Iteration 35Q (3769.660611 sec): 3 clusters Score: Raw -950952.609707 + Penalty 3118.769820 = -947833.839887 nChanged 4 SP:Iteration 36Q (3769.731926 sec): 3 clusters Score: Raw -950953.419234 + Penalty 3118.769820 = -947834.649414 nChanged 4 SP:Iteration 37Q (3769.801602 sec): 3 clusters Score: Raw -950954.467294 + Penalty 3118.769820 = -947835.697474 nChanged 2 SP:Iteration 38Q (3769.871729 sec): 3 clusters Score: Raw -950954.867623 + Penalty 3118.769820 = -947836.097803 nChanged 1 SP:Iteration 39Q (3769.941240 sec): 3 clusters Score: Raw -950954.989539 + Penalty 3118.769820 = -947836.219719 nChanged 0 SP:Iteration 40F (3770.001004 sec): 3 clusters Score: Raw -950954.989539 + Penalty 3118.769820 = -947836.219719 nChanged 0 Trying to split cluster 7 (86980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3770.153307 sec): 2 clusters Score: Raw -5926769.608453 + Penalty 1848.182941 = -5924921.425512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3770.356619 sec): 3 clusters Score: Raw -5870609.564732 + Penalty 3696.365883 = -5866913.198849 nChanged 41502 SP:Iteration 1F (3770.550612 sec): 3 clusters Score: Raw -5894819.044993 + Penalty 3696.365883 = -5891122.679110 nChanged 3336 SP:Iteration 2Q (3770.758971 sec): 3 clusters Score: Raw -5895821.580939 + Penalty 3696.365883 = -5892125.215056 nChanged 3484 SP:Iteration 3Q (3770.956965 sec): 3 clusters Score: Raw -5897026.347093 + Penalty 3696.365883 = -5893329.981210 nChanged 3835 SP:Iteration 4Q (3771.160373 sec): 3 clusters Score: Raw -5898507.817849 + Penalty 3696.365883 = -5894811.451966 nChanged 4206 SP:Iteration 5Q (3771.367502 sec): 3 clusters Score: Raw -5900232.479520 + Penalty 3696.365883 = -5896536.113637 nChanged 4378 SP:Iteration 6F (3771.557515 sec): 3 clusters Score: Raw -5902328.984175 + Penalty 3696.365883 = -5898632.618292 nChanged 4638 SP:Iteration 7F (3771.756960 sec): 3 clusters Score: Raw -5904845.057853 + Penalty 3696.365883 = -5901148.691970 nChanged 4890 SP:Iteration 8F (3771.950800 sec): 3 clusters Score: Raw -5907882.476977 + Penalty 3696.365883 = -5904186.111094 nChanged 4734 SP:Iteration 9F (3772.132825 sec): 3 clusters Score: Raw -5910972.047608 + Penalty 3696.365883 = -5907275.681725 nChanged 4302 SP:Iteration 10Q (3772.343873 sec): 3 clusters Score: Raw -5913476.263968 + Penalty 3696.365883 = -5909779.898085 nChanged 3491 SP:Iteration 11Q (3772.556208 sec): 3 clusters Score: Raw -5914947.328236 + Penalty 3696.365883 = -5911250.962353 nChanged 2360 SP:Iteration 12Q (3772.762007 sec): 3 clusters Score: Raw -5915670.538777 + Penalty 3696.365883 = -5911974.172894 nChanged 1643 SP:Iteration 13Q (3772.962205 sec): 3 clusters Score: Raw -5916076.513495 + Penalty 3696.365883 = -5912380.147612 nChanged 1241 SP:Iteration 14Q (3773.154536 sec): 3 clusters Score: Raw -5916370.890297 + Penalty 3696.365883 = -5912674.524414 nChanged 1118 SP:Iteration 15Q (3773.371572 sec): 3 clusters Score: Raw -5916637.898164 + Penalty 3696.365883 = -5912941.532281 nChanged 1081 SP:Iteration 16Q (3773.584880 sec): 3 clusters Score: Raw -5916879.429729 + Penalty 3696.365883 = -5913183.063846 nChanged 974 SP:Iteration 17Q (3773.795254 sec): 3 clusters Score: Raw -5917087.178474 + Penalty 3696.365883 = -5913390.812591 nChanged 955 SP:Iteration 18Q (3774.002820 sec): 3 clusters Score: Raw -5917292.961467 + Penalty 3696.365883 = -5913596.595584 nChanged 949 SP:Iteration 19Q (3774.200255 sec): 3 clusters Score: Raw -5917501.132402 + Penalty 3696.365883 = -5913804.766519 nChanged 944 SP:Iteration 20F (3774.398705 sec): 3 clusters Score: Raw -5917707.356060 + Penalty 3696.365883 = -5914010.990177 nChanged 961 SP:Iteration 21Q (3774.606423 sec): 3 clusters Score: Raw -5917912.802563 + Penalty 3696.365883 = -5914216.436680 nChanged 898 SP:Iteration 22Q (3774.794283 sec): 3 clusters Score: Raw -5918088.861441 + Penalty 3696.365883 = -5914392.495558 nChanged 819 SP:Iteration 23Q (3774.991083 sec): 3 clusters Score: Raw -5918243.463690 + Penalty 3696.365883 = -5914547.097807 nChanged 845 SP:Iteration 24Q (3775.194540 sec): 3 clusters Score: Raw -5918414.221906 + Penalty 3696.365883 = -5914717.856023 nChanged 869 SP:Iteration 25Q (3775.378361 sec): 3 clusters Score: Raw -5918596.799081 + Penalty 3696.365883 = -5914900.433198 nChanged 890 SP:Iteration 26Q (3775.582580 sec): 3 clusters Score: Raw -5918779.677506 + Penalty 3696.365883 = -5915083.311623 nChanged 785 SP:Iteration 27Q (3775.791038 sec): 3 clusters Score: Raw -5918926.916754 + Penalty 3696.365883 = -5915230.550871 nChanged 770 SP:Iteration 28Q (3775.989617 sec): 3 clusters Score: Raw -5919066.668223 + Penalty 3696.365883 = -5915370.302340 nChanged 723 SP:Iteration 29Q (3776.186865 sec): 3 clusters Score: Raw -5919189.594709 + Penalty 3696.365883 = -5915493.228826 nChanged 670 SP:Iteration 30Q (3776.376451 sec): 3 clusters Score: Raw -5919304.971548 + Penalty 3696.365883 = -5915608.605665 nChanged 648 SP:Iteration 31Q (3776.555479 sec): 3 clusters Score: Raw -5919411.533734 + Penalty 3696.365883 = -5915715.167851 nChanged 664 SP:Iteration 32Q (3776.749584 sec): 3 clusters Score: Raw -5919514.935373 + Penalty 3696.365883 = -5915818.569490 nChanged 661 SP:Iteration 33Q (3776.943717 sec): 3 clusters Score: Raw -5919615.059056 + Penalty 3696.365883 = -5915918.693173 nChanged 624 SP:Iteration 34Q (3777.141787 sec): 3 clusters Score: Raw -5919702.791971 + Penalty 3696.365883 = -5916006.426088 nChanged 570 SP:Iteration 35Q (3777.342328 sec): 3 clusters Score: Raw -5919784.467339 + Penalty 3696.365883 = -5916088.101456 nChanged 562 SP:Iteration 36Q (3777.540620 sec): 3 clusters Score: Raw -5919864.404693 + Penalty 3696.365883 = -5916168.038810 nChanged 596 SP:Iteration 37Q (3777.733907 sec): 3 clusters Score: Raw -5919948.099343 + Penalty 3696.365883 = -5916251.733460 nChanged 571 SP:Iteration 38Q (3777.930772 sec): 3 clusters Score: Raw -5920028.548508 + Penalty 3696.365883 = -5916332.182625 nChanged 568 SP:Iteration 39Q (3778.121980 sec): 3 clusters Score: Raw -5920113.290481 + Penalty 3696.365883 = -5916416.924598 nChanged 593 SP:Iteration 40F (3778.327901 sec): 3 clusters Score: Raw -5920207.389915 + Penalty 3696.365883 = -5916511.024032 nChanged 620 SP:Iteration 41Q (3778.520463 sec): 3 clusters Score: Raw -5920305.046383 + Penalty 3696.365883 = -5916608.680500 nChanged 649 SP:Iteration 42Q (3778.712093 sec): 3 clusters Score: Raw -5920410.528459 + Penalty 3696.365883 = -5916714.162576 nChanged 665 SP:Iteration 43Q (3778.909855 sec): 3 clusters Score: Raw -5920521.896276 + Penalty 3696.365883 = -5916825.530393 nChanged 720 SP:Iteration 44Q (3779.109221 sec): 3 clusters Score: Raw -5920650.404195 + Penalty 3696.365883 = -5916954.038312 nChanged 784 SP:Iteration 45Q (3779.291197 sec): 3 clusters Score: Raw -5920801.357811 + Penalty 3696.365883 = -5917104.991928 nChanged 798 SP:Iteration 46Q (3779.491635 sec): 3 clusters Score: Raw -5920965.385797 + Penalty 3696.365883 = -5917269.019914 nChanged 863 SP:Iteration 47Q (3779.688467 sec): 3 clusters Score: Raw -5921147.656276 + Penalty 3696.365883 = -5917451.290393 nChanged 857 SP:Iteration 48Q (3779.874038 sec): 3 clusters Score: Raw -5921325.378906 + Penalty 3696.365883 = -5917629.013023 nChanged 840 SP:Iteration 49Q (3780.075997 sec): 3 clusters Score: Raw -5921503.240517 + Penalty 3696.365883 = -5917806.874634 nChanged 836 SP:Iteration 50Q (3780.263505 sec): 3 clusters Score: Raw -5921682.740816 + Penalty 3696.365883 = -5917986.374933 nChanged 853 SP:Iteration 51Q (3780.451602 sec): 3 clusters Score: Raw -5921865.499286 + Penalty 3696.365883 = -5918169.133403 nChanged 803 SP:Iteration 52Q (3780.636839 sec): 3 clusters Score: Raw -5922038.061476 + Penalty 3696.365883 = -5918341.695593 nChanged 855 SP:Iteration 53Q (3780.829523 sec): 3 clusters Score: Raw -5922236.282640 + Penalty 3696.365883 = -5918539.916757 nChanged 869 SP:Iteration 54Q (3781.014331 sec): 3 clusters Score: Raw -5922444.125251 + Penalty 3696.365883 = -5918747.759368 nChanged 830 SP:Iteration 55Q (3781.190522 sec): 3 clusters Score: Raw -5922647.692006 + Penalty 3696.365883 = -5918951.326123 nChanged 862 SP:Iteration 56Q (3781.363944 sec): 3 clusters Score: Raw -5922874.444056 + Penalty 3696.365883 = -5919178.078173 nChanged 848 SP:Iteration 57Q (3781.551858 sec): 3 clusters Score: Raw -5923105.587225 + Penalty 3696.365883 = -5919409.221342 nChanged 865 SP:Iteration 58Q (3781.721876 sec): 3 clusters Score: Raw -5923354.680051 + Penalty 3696.365883 = -5919658.314168 nChanged 868 SP:Iteration 59Q (3781.903674 sec): 3 clusters Score: Raw -5923615.109754 + Penalty 3696.365883 = -5919918.743871 nChanged 894 SP:Iteration 60F (3782.097796 sec): 3 clusters Score: Raw -5923901.762756 + Penalty 3696.365883 = -5920205.396873 nChanged 892 SP:Iteration 61Q (3782.276928 sec): 3 clusters Score: Raw -5924188.267200 + Penalty 3696.365883 = -5920491.901317 nChanged 850 SP:Iteration 62Q (3782.451373 sec): 3 clusters Score: Raw -5924474.354080 + Penalty 3696.365883 = -5920777.988197 nChanged 873 SP:Iteration 63Q (3782.625049 sec): 3 clusters Score: Raw -5924779.021506 + Penalty 3696.365883 = -5921082.655623 nChanged 805 SP:Iteration 64Q (3782.801895 sec): 3 clusters Score: Raw -5925056.085736 + Penalty 3696.365883 = -5921359.719853 nChanged 765 SP:Iteration 65Q (3782.958880 sec): 3 clusters Score: Raw -5925314.525075 + Penalty 3696.365883 = -5921618.159192 nChanged 663 SP:Iteration 66Q (3783.138688 sec): 3 clusters Score: Raw -5925539.061371 + Penalty 3696.365883 = -5921842.695488 nChanged 638 SP:Iteration 67Q (3783.303010 sec): 3 clusters Score: Raw -5925753.531589 + Penalty 3696.365883 = -5922057.165706 nChanged 600 SP:Iteration 68Q (3783.484845 sec): 3 clusters Score: Raw -5925957.929450 + Penalty 3696.365883 = -5922261.563567 nChanged 530 SP:Iteration 69Q (3783.646216 sec): 3 clusters Score: Raw -5926150.281264 + Penalty 3696.365883 = -5922453.915381 nChanged 498 SP:Iteration 70Q (3783.819063 sec): 3 clusters Score: Raw -5926326.052368 + Penalty 3696.365883 = -5922629.686485 nChanged 440 SP:Iteration 71Q (3783.990266 sec): 3 clusters Score: Raw -5926486.435483 + Penalty 3696.365883 = -5922790.069600 nChanged 383 SP:Iteration 72Q (3784.158633 sec): 3 clusters Score: Raw -5926627.460801 + Penalty 3696.365883 = -5922931.094918 nChanged 351 SP:Iteration 73Q (3784.334891 sec): 3 clusters Score: Raw -5926756.136831 + Penalty 3696.365883 = -5923059.770948 nChanged 317 SP:Iteration 74Q (3784.491149 sec): 3 clusters Score: Raw -5926887.099636 + Penalty 3696.365883 = -5923190.733753 nChanged 291 SP:Iteration 75Q (3784.654101 sec): 3 clusters Score: Raw -5927004.384273 + Penalty 3696.365883 = -5923308.018390 nChanged 235 SP:Iteration 76Q (3784.807554 sec): 3 clusters Score: Raw -5927090.914127 + Penalty 3696.365883 = -5923394.548244 nChanged 174 SP:Iteration 77Q (3784.967779 sec): 3 clusters Score: Raw -5927154.533741 + Penalty 3696.365883 = -5923458.167858 nChanged 155 SP:Iteration 78Q (3785.124615 sec): 3 clusters Score: Raw -5927213.171940 + Penalty 3696.365883 = -5923516.806057 nChanged 124 SP:Iteration 79Q (3785.290194 sec): 3 clusters Score: Raw -5927253.828801 + Penalty 3696.365883 = -5923557.462918 nChanged 87 SP:Iteration 80F (3785.482357 sec): 3 clusters Score: Raw -5927281.717700 + Penalty 3696.365883 = -5923585.351817 nChanged 81 SP:Iteration 81Q (3785.640608 sec): 3 clusters Score: Raw -5927309.023102 + Penalty 3696.365883 = -5923612.657219 nChanged 71 SP:Iteration 82Q (3785.803392 sec): 3 clusters Score: Raw -5927331.211753 + Penalty 3696.365883 = -5923634.845870 nChanged 75 SP:Iteration 83Q (3785.965703 sec): 3 clusters Score: Raw -5927352.479152 + Penalty 3696.365883 = -5923656.113269 nChanged 60 SP:Iteration 84Q (3786.140305 sec): 3 clusters Score: Raw -5927367.695866 + Penalty 3696.365883 = -5923671.329983 nChanged 51 SP:Iteration 85Q (3786.309230 sec): 3 clusters Score: Raw -5927380.438368 + Penalty 3696.365883 = -5923684.072485 nChanged 55 SP:Iteration 86Q (3786.476344 sec): 3 clusters Score: Raw -5927393.345572 + Penalty 3696.365883 = -5923696.979689 nChanged 38 SP:Iteration 87Q (3786.646137 sec): 3 clusters Score: Raw -5927402.849551 + Penalty 3696.365883 = -5923706.483668 nChanged 45 SP:Iteration 88Q (3786.815261 sec): 3 clusters Score: Raw -5927412.397889 + Penalty 3696.365883 = -5923716.032006 nChanged 37 SP:Iteration 89Q (3786.974530 sec): 3 clusters Score: Raw -5927421.258729 + Penalty 3696.365883 = -5923724.892846 nChanged 26 SP:Iteration 90Q (3787.139536 sec): 3 clusters Score: Raw -5927426.462108 + Penalty 3696.365883 = -5923730.096225 nChanged 29 SP:Iteration 91Q (3787.300683 sec): 3 clusters Score: Raw -5927432.165142 + Penalty 3696.365883 = -5923735.799259 nChanged 13 SP:Iteration 92Q (3787.467802 sec): 3 clusters Score: Raw -5927435.974090 + Penalty 3696.365883 = -5923739.608207 nChanged 16 SP:Iteration 93Q (3787.631401 sec): 3 clusters Score: Raw -5927440.536217 + Penalty 3696.365883 = -5923744.170334 nChanged 22 SP:Iteration 94Q (3787.797681 sec): 3 clusters Score: Raw -5927445.036088 + Penalty 3696.365883 = -5923748.670205 nChanged 18 SP:Iteration 95Q (3787.959961 sec): 3 clusters Score: Raw -5927448.605171 + Penalty 3696.365883 = -5923752.239288 nChanged 15 SP:Iteration 96Q (3788.127980 sec): 3 clusters Score: Raw -5927452.025480 + Penalty 3696.365883 = -5923755.659597 nChanged 9 SP:Iteration 97Q (3788.292576 sec): 3 clusters Score: Raw -5927453.357263 + Penalty 3696.365883 = -5923756.991380 nChanged 7 SP:Iteration 98Q (3788.460503 sec): 3 clusters Score: Raw -5927454.818967 + Penalty 3696.365883 = -5923758.453084 nChanged 10 SP:Iteration 99Q (3788.615979 sec): 3 clusters Score: Raw -5927456.655386 + Penalty 3696.365883 = -5923760.289503 nChanged 12 SP:Iteration 100F (3788.811815 sec): 3 clusters Score: Raw -5927459.274403 + Penalty 3696.365883 = -5923762.908520 nChanged 12 SP:Iteration 101Q (3788.985380 sec): 3 clusters Score: Raw -5927461.314137 + Penalty 3696.365883 = -5923764.948254 nChanged 9 SP:Iteration 102Q (3789.137890 sec): 3 clusters Score: Raw -5927462.481529 + Penalty 3696.365883 = -5923766.115646 nChanged 5 SP:Iteration 103Q (3789.301964 sec): 3 clusters Score: Raw -5927462.891961 + Penalty 3696.365883 = -5923766.526078 nChanged 3 SP:Iteration 104Q (3789.458820 sec): 3 clusters Score: Raw -5927463.192964 + Penalty 3696.365883 = -5923766.827081 nChanged 2 SP:Iteration 105Q (3789.623068 sec): 3 clusters Score: Raw -5927463.391692 + Penalty 3696.365883 = -5923767.025809 nChanged 2 SP:Iteration 106Q (3789.799877 sec): 3 clusters Score: Raw -5927463.512873 + Penalty 3696.365883 = -5923767.146990 nChanged 2 SP:Iteration 107Q (3789.963140 sec): 3 clusters Score: Raw -5927464.016270 + Penalty 3696.365883 = -5923767.650387 nChanged 2 SP:Iteration 108Q (3790.121890 sec): 3 clusters Score: Raw -5927464.243026 + Penalty 3696.365883 = -5923767.877143 nChanged 1 SP:Iteration 109Q (3790.282939 sec): 3 clusters Score: Raw -5927464.347947 + Penalty 3696.365883 = -5923767.982064 nChanged 0 SP:Iteration 110F (3790.474050 sec): 3 clusters Score: Raw -5927464.347947 + Penalty 3696.365883 = -5923767.982064 nChanged 0 Trying to split cluster 8 (5829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3790.513776 sec): 2 clusters Score: Raw -373668.558934 + Penalty 1408.972620 = -372259.586314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3790.573631 sec): 3 clusters Score: Raw -370539.843718 + Penalty 2817.945240 = -367721.898478 nChanged 2417 SP:Iteration 1F (3790.632615 sec): 3 clusters Score: Raw -371947.123846 + Penalty 2817.945240 = -369129.178606 nChanged 465 SP:Iteration 2F (3790.686217 sec): 3 clusters Score: Raw -372304.634977 + Penalty 2817.945240 = -369486.689737 nChanged 441 SP:Iteration 3F (3790.741626 sec): 3 clusters Score: Raw -372724.134249 + Penalty 2817.945240 = -369906.189009 nChanged 467 SP:Iteration 4F (3790.786458 sec): 3 clusters Score: Raw -373236.039710 + Penalty 2817.945240 = -370418.094470 nChanged 431 SP:Iteration 5F (3790.843062 sec): 3 clusters Score: Raw -373707.487521 + Penalty 2817.945240 = -370889.542281 nChanged 370 SP:Iteration 6F (3790.896993 sec): 3 clusters Score: Raw -373954.346140 + Penalty 2817.945240 = -371136.400900 nChanged 253 SP:Iteration 7Q (3790.963396 sec): 3 clusters Score: Raw -374070.558955 + Penalty 2817.945240 = -371252.613715 nChanged 159 SP:Iteration 8Q (3791.022099 sec): 3 clusters Score: Raw -374126.664011 + Penalty 2817.945240 = -371308.718771 nChanged 92 SP:Iteration 9Q (3791.071270 sec): 3 clusters Score: Raw -374153.204096 + Penalty 2817.945240 = -371335.258856 nChanged 65 SP:Iteration 10Q (3791.120839 sec): 3 clusters Score: Raw -374169.614867 + Penalty 2817.945240 = -371351.669628 nChanged 44 SP:Iteration 11Q (3791.177127 sec): 3 clusters Score: Raw -374180.240084 + Penalty 2817.945240 = -371362.294844 nChanged 37 SP:Iteration 12Q (3791.225156 sec): 3 clusters Score: Raw -374188.983116 + Penalty 2817.945240 = -371371.037876 nChanged 33 SP:Iteration 13Q (3791.285325 sec): 3 clusters Score: Raw -374196.738702 + Penalty 2817.945240 = -371378.793462 nChanged 27 SP:Iteration 14Q (3791.328675 sec): 3 clusters Score: Raw -374204.329459 + Penalty 2817.945240 = -371386.384220 nChanged 34 SP:Iteration 15Q (3791.381071 sec): 3 clusters Score: Raw -374212.417276 + Penalty 2817.945240 = -371394.472036 nChanged 32 SP:Iteration 16Q (3791.434253 sec): 3 clusters Score: Raw -374218.962483 + Penalty 2817.945240 = -371401.017244 nChanged 25 SP:Iteration 17Q (3791.486844 sec): 3 clusters Score: Raw -374224.368051 + Penalty 2817.945240 = -371406.422812 nChanged 21 SP:Iteration 18Q (3791.547305 sec): 3 clusters Score: Raw -374228.208552 + Penalty 2817.945240 = -371410.263313 nChanged 14 SP:Iteration 19Q (3791.599607 sec): 3 clusters Score: Raw -374230.460114 + Penalty 2817.945240 = -371412.514874 nChanged 15 SP:Iteration 20F (3791.667013 sec): 3 clusters Score: Raw -374233.400314 + Penalty 2817.945240 = -371415.455074 nChanged 14 SP:Iteration 21Q (3791.713727 sec): 3 clusters Score: Raw -374235.807550 + Penalty 2817.945240 = -371417.862310 nChanged 14 SP:Iteration 22Q (3791.771607 sec): 3 clusters Score: Raw -374238.826605 + Penalty 2817.945240 = -371420.881365 nChanged 20 SP:Iteration 23Q (3791.836128 sec): 3 clusters Score: Raw -374243.435389 + Penalty 2817.945240 = -371425.490149 nChanged 19 SP:Iteration 24Q (3791.880374 sec): 3 clusters Score: Raw -374247.364331 + Penalty 2817.945240 = -371429.419091 nChanged 16 SP:Iteration 25Q (3791.939341 sec): 3 clusters Score: Raw -374251.264610 + Penalty 2817.945240 = -371433.319370 nChanged 14 SP:Iteration 26Q (3791.992173 sec): 3 clusters Score: Raw -374254.185953 + Penalty 2817.945240 = -371436.240713 nChanged 15 SP:Iteration 27Q (3792.042436 sec): 3 clusters Score: Raw -374257.012415 + Penalty 2817.945240 = -371439.067175 nChanged 18 SP:Iteration 28Q (3792.102789 sec): 3 clusters Score: Raw -374260.790655 + Penalty 2817.945240 = -371442.845415 nChanged 15 SP:Iteration 29Q (3792.155231 sec): 3 clusters Score: Raw -374263.887709 + Penalty 2817.945240 = -371445.942469 nChanged 12 SP:Iteration 30Q (3792.214994 sec): 3 clusters Score: Raw -374266.027971 + Penalty 2817.945240 = -371448.082731 nChanged 14 SP:Iteration 31Q (3792.273661 sec): 3 clusters Score: Raw -374269.109768 + Penalty 2817.945240 = -371451.164528 nChanged 15 SP:Iteration 32Q (3792.319180 sec): 3 clusters Score: Raw -374272.099423 + Penalty 2817.945240 = -371454.154183 nChanged 14 SP:Iteration 33Q (3792.382126 sec): 3 clusters Score: Raw -374276.252063 + Penalty 2817.945240 = -371458.306823 nChanged 19 SP:Iteration 34Q (3792.440549 sec): 3 clusters Score: Raw -374280.491781 + Penalty 2817.945240 = -371462.546541 nChanged 10 SP:Iteration 35Q (3792.499732 sec): 3 clusters Score: Raw -374282.461300 + Penalty 2817.945240 = -371464.516060 nChanged 8 SP:Iteration 36Q (3792.552770 sec): 3 clusters Score: Raw -374283.740240 + Penalty 2817.945240 = -371465.795001 nChanged 10 SP:Iteration 37Q (3792.602458 sec): 3 clusters Score: Raw -374285.847521 + Penalty 2817.945240 = -371467.902281 nChanged 14 SP:Iteration 38Q (3792.669712 sec): 3 clusters Score: Raw -374288.835127 + Penalty 2817.945240 = -371470.889887 nChanged 12 SP:Iteration 39Q (3792.724147 sec): 3 clusters Score: Raw -374291.289707 + Penalty 2817.945240 = -371473.344467 nChanged 14 SP:Iteration 40F (3792.776926 sec): 3 clusters Score: Raw -374293.499326 + Penalty 2817.945240 = -371475.554086 nChanged 11 SP:Iteration 41Q (3792.832744 sec): 3 clusters Score: Raw -374295.482242 + Penalty 2817.945240 = -371477.537002 nChanged 12 SP:Iteration 42Q (3792.887545 sec): 3 clusters Score: Raw -374297.813414 + Penalty 2817.945240 = -371479.868174 nChanged 6 SP:Iteration 43Q (3792.937631 sec): 3 clusters Score: Raw -374299.173430 + Penalty 2817.945240 = -371481.228190 nChanged 6 SP:Iteration 44Q (3792.990528 sec): 3 clusters Score: Raw -374300.287356 + Penalty 2817.945240 = -371482.342116 nChanged 8 SP:Iteration 45Q (3793.037733 sec): 3 clusters Score: Raw -374301.838141 + Penalty 2817.945240 = -371483.892901 nChanged 11 SP:Iteration 46Q (3793.102709 sec): 3 clusters Score: Raw -374304.689418 + Penalty 2817.945240 = -371486.744178 nChanged 12 SP:Iteration 47Q (3793.153191 sec): 3 clusters Score: Raw -374307.466523 + Penalty 2817.945240 = -371489.521283 nChanged 9 SP:Iteration 48Q (3793.197251 sec): 3 clusters Score: Raw -374309.156316 + Penalty 2817.945240 = -371491.211077 nChanged 7 SP:Iteration 49Q (3793.261634 sec): 3 clusters Score: Raw -374310.505725 + Penalty 2817.945240 = -371492.560485 nChanged 6 SP:Iteration 50Q (3793.308702 sec): 3 clusters Score: Raw -374312.343556 + Penalty 2817.945240 = -371494.398316 nChanged 14 SP:Iteration 51Q (3793.366290 sec): 3 clusters Score: Raw -374316.626584 + Penalty 2817.945240 = -371498.681344 nChanged 12 SP:Iteration 52Q (3793.418840 sec): 3 clusters Score: Raw -374321.029104 + Penalty 2817.945240 = -371503.083864 nChanged 13 SP:Iteration 53Q (3793.464281 sec): 3 clusters Score: Raw -374324.984590 + Penalty 2817.945240 = -371507.039350 nChanged 9 SP:Iteration 54Q (3793.519824 sec): 3 clusters Score: Raw -374327.559698 + Penalty 2817.945240 = -371509.614458 nChanged 14 SP:Iteration 55Q (3793.583196 sec): 3 clusters Score: Raw -374330.890328 + Penalty 2817.945240 = -371512.945088 nChanged 17 SP:Iteration 56Q (3793.628210 sec): 3 clusters Score: Raw -374335.810723 + Penalty 2817.945240 = -371517.865483 nChanged 16 SP:Iteration 57Q (3793.686447 sec): 3 clusters Score: Raw -374340.168257 + Penalty 2817.945240 = -371522.223017 nChanged 16 SP:Iteration 58Q (3793.732055 sec): 3 clusters Score: Raw -374343.269750 + Penalty 2817.945240 = -371525.324510 nChanged 7 SP:Iteration 59Q (3793.783707 sec): 3 clusters Score: Raw -374345.003056 + Penalty 2817.945240 = -371527.057816 nChanged 11 SP:Iteration 60F (3793.847769 sec): 3 clusters Score: Raw -374347.617539 + Penalty 2817.945240 = -371529.672299 nChanged 7 SP:Iteration 61Q (3793.895156 sec): 3 clusters Score: Raw -374349.335842 + Penalty 2817.945240 = -371531.390602 nChanged 11 SP:Iteration 62Q (3793.952471 sec): 3 clusters Score: Raw -374351.019488 + Penalty 2817.945240 = -371533.074248 nChanged 8 SP:Iteration 63Q (3794.009403 sec): 3 clusters Score: Raw -374352.785304 + Penalty 2817.945240 = -371534.840064 nChanged 15 SP:Iteration 64Q (3794.053878 sec): 3 clusters Score: Raw -374355.459289 + Penalty 2817.945240 = -371537.514049 nChanged 6 SP:Iteration 65Q (3794.106226 sec): 3 clusters Score: Raw -374356.363004 + Penalty 2817.945240 = -371538.417764 nChanged 5 SP:Iteration 66Q (3794.155002 sec): 3 clusters Score: Raw -374357.154776 + Penalty 2817.945240 = -371539.209536 nChanged 3 SP:Iteration 67Q (3794.208575 sec): 3 clusters Score: Raw -374357.743210 + Penalty 2817.945240 = -371539.797970 nChanged 5 SP:Iteration 68Q (3794.260644 sec): 3 clusters Score: Raw -374358.412389 + Penalty 2817.945240 = -371540.467149 nChanged 7 SP:Iteration 69Q (3794.316077 sec): 3 clusters Score: Raw -374360.096773 + Penalty 2817.945240 = -371542.151533 nChanged 7 SP:Iteration 70Q (3794.360904 sec): 3 clusters Score: Raw -374361.271703 + Penalty 2817.945240 = -371543.326463 nChanged 4 SP:Iteration 71Q (3794.409909 sec): 3 clusters Score: Raw -374362.155221 + Penalty 2817.945240 = -371544.209981 nChanged 7 SP:Iteration 72Q (3794.463012 sec): 3 clusters Score: Raw -374363.564182 + Penalty 2817.945240 = -371545.618942 nChanged 4 SP:Iteration 73Q (3794.518858 sec): 3 clusters Score: Raw -374364.699139 + Penalty 2817.945240 = -371546.753899 nChanged 4 SP:Iteration 74Q (3794.573093 sec): 3 clusters Score: Raw -374365.513380 + Penalty 2817.945240 = -371547.568140 nChanged 4 SP:Iteration 75Q (3794.615558 sec): 3 clusters Score: Raw -374365.971974 + Penalty 2817.945240 = -371548.026734 nChanged 3 SP:Iteration 76Q (3794.673169 sec): 3 clusters Score: Raw -374366.853606 + Penalty 2817.945240 = -371548.908367 nChanged 5 SP:Iteration 77Q (3794.733313 sec): 3 clusters Score: Raw -374367.915218 + Penalty 2817.945240 = -371549.969979 nChanged 4 SP:Iteration 78Q (3794.779839 sec): 3 clusters Score: Raw -374369.322497 + Penalty 2817.945240 = -371551.377257 nChanged 8 SP:Iteration 79Q (3794.835949 sec): 3 clusters Score: Raw -374370.731053 + Penalty 2817.945240 = -371552.785813 nChanged 4 SP:Iteration 80F (3794.880994 sec): 3 clusters Score: Raw -374371.317770 + Penalty 2817.945240 = -371553.372530 nChanged 2 SP:Iteration 81Q (3794.948050 sec): 3 clusters Score: Raw -374371.692059 + Penalty 2817.945240 = -371553.746819 nChanged 2 SP:Iteration 82Q (3795.008561 sec): 3 clusters Score: Raw -374372.431266 + Penalty 2817.945240 = -371554.486026 nChanged 4 SP:Iteration 83Q (3795.060800 sec): 3 clusters Score: Raw -374372.910575 + Penalty 2817.945240 = -371554.965335 nChanged 2 SP:Iteration 84Q (3795.116794 sec): 3 clusters Score: Raw -374373.418387 + Penalty 2817.945240 = -371555.473147 nChanged 2 SP:Iteration 85Q (3795.174263 sec): 3 clusters Score: Raw -374373.766875 + Penalty 2817.945240 = -371555.821635 nChanged 1 SP:Iteration 86Q (3795.226449 sec): 3 clusters Score: Raw -374374.006687 + Penalty 2817.945240 = -371556.061447 nChanged 0 SP:Iteration 87F (3795.283989 sec): 3 clusters Score: Raw -374374.006687 + Penalty 2817.945240 = -371556.061447 nChanged 0 Trying to split cluster 9 (12900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3795.332291 sec): 2 clusters Score: Raw -877705.237215 + Penalty 1538.059671 = -876167.177545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3795.401127 sec): 3 clusters Score: Raw -870253.590059 + Penalty 3076.119342 = -867177.470717 nChanged 5672 SP:Iteration 1F (3795.469182 sec): 3 clusters Score: Raw -873341.290709 + Penalty 3076.119342 = -870265.171367 nChanged 742 SP:Iteration 2F (3795.525494 sec): 3 clusters Score: Raw -873622.758453 + Penalty 3076.119342 = -870546.639111 nChanged 602 SP:Iteration 3Q (3795.594885 sec): 3 clusters Score: Raw -873883.306254 + Penalty 3076.119342 = -870807.186912 nChanged 585 SP:Iteration 4Q (3795.667524 sec): 3 clusters Score: Raw -874164.663961 + Penalty 3076.119342 = -871088.544620 nChanged 543 SP:Iteration 5Q (3795.730918 sec): 3 clusters Score: Raw -874432.731987 + Penalty 3076.119342 = -871356.612646 nChanged 579 SP:Iteration 6Q (3795.801764 sec): 3 clusters Score: Raw -874768.963741 + Penalty 3076.119342 = -871692.844399 nChanged 653 SP:Iteration 7F (3795.878538 sec): 3 clusters Score: Raw -875177.606231 + Penalty 3076.119342 = -872101.486889 nChanged 675 SP:Iteration 8F (3795.939396 sec): 3 clusters Score: Raw -875617.312708 + Penalty 3076.119342 = -872541.193366 nChanged 674 SP:Iteration 9F (3796.010279 sec): 3 clusters Score: Raw -876047.678530 + Penalty 3076.119342 = -872971.559188 nChanged 591 SP:Iteration 10Q (3796.079995 sec): 3 clusters Score: Raw -876402.174316 + Penalty 3076.119342 = -873326.054974 nChanged 536 SP:Iteration 11Q (3796.146227 sec): 3 clusters Score: Raw -876707.653576 + Penalty 3076.119342 = -873631.534234 nChanged 449 SP:Iteration 12Q (3796.212842 sec): 3 clusters Score: Raw -876937.996649 + Penalty 3076.119342 = -873861.877307 nChanged 376 SP:Iteration 13Q (3796.282946 sec): 3 clusters Score: Raw -877089.204237 + Penalty 3076.119342 = -874013.084895 nChanged 270 SP:Iteration 14Q (3796.350836 sec): 3 clusters Score: Raw -877185.540936 + Penalty 3076.119342 = -874109.421594 nChanged 187 SP:Iteration 15Q (3796.408937 sec): 3 clusters Score: Raw -877245.879173 + Penalty 3076.119342 = -874169.759831 nChanged 168 SP:Iteration 16Q (3796.480546 sec): 3 clusters Score: Raw -877287.645423 + Penalty 3076.119342 = -874211.526081 nChanged 111 SP:Iteration 17Q (3796.546316 sec): 3 clusters Score: Raw -877309.429282 + Penalty 3076.119342 = -874233.309940 nChanged 79 SP:Iteration 18Q (3796.622244 sec): 3 clusters Score: Raw -877325.363358 + Penalty 3076.119342 = -874249.244017 nChanged 63 SP:Iteration 19Q (3796.693033 sec): 3 clusters Score: Raw -877335.109969 + Penalty 3076.119342 = -874258.990627 nChanged 46 SP:Iteration 20F (3796.759958 sec): 3 clusters Score: Raw -877343.798227 + Penalty 3076.119342 = -874267.678886 nChanged 56 SP:Iteration 21Q (3796.829314 sec): 3 clusters Score: Raw -877354.824038 + Penalty 3076.119342 = -874278.704696 nChanged 59 SP:Iteration 22Q (3796.901661 sec): 3 clusters Score: Raw -877365.047956 + Penalty 3076.119342 = -874288.928614 nChanged 44 SP:Iteration 23Q (3796.957174 sec): 3 clusters Score: Raw -877371.446372 + Penalty 3076.119342 = -874295.327030 nChanged 45 SP:Iteration 24Q (3797.035695 sec): 3 clusters Score: Raw -877377.609096 + Penalty 3076.119342 = -874301.489754 nChanged 36 SP:Iteration 25Q (3797.098220 sec): 3 clusters Score: Raw -877382.400081 + Penalty 3076.119342 = -874306.280740 nChanged 36 SP:Iteration 26Q (3797.172785 sec): 3 clusters Score: Raw -877387.774636 + Penalty 3076.119342 = -874311.655294 nChanged 33 SP:Iteration 27Q (3797.226156 sec): 3 clusters Score: Raw -877391.918433 + Penalty 3076.119342 = -874315.799091 nChanged 38 SP:Iteration 28Q (3797.305116 sec): 3 clusters Score: Raw -877397.576013 + Penalty 3076.119342 = -874321.456671 nChanged 35 SP:Iteration 29Q (3797.372970 sec): 3 clusters Score: Raw -877401.629517 + Penalty 3076.119342 = -874325.510176 nChanged 27 SP:Iteration 30Q (3797.440518 sec): 3 clusters Score: Raw -877404.377872 + Penalty 3076.119342 = -874328.258530 nChanged 28 SP:Iteration 31Q (3797.495448 sec): 3 clusters Score: Raw -877408.351554 + Penalty 3076.119342 = -874332.232212 nChanged 48 SP:Iteration 32Q (3797.572704 sec): 3 clusters Score: Raw -877415.719580 + Penalty 3076.119342 = -874339.600238 nChanged 41 SP:Iteration 33Q (3797.642564 sec): 3 clusters Score: Raw -877420.444441 + Penalty 3076.119342 = -874344.325099 nChanged 29 SP:Iteration 34Q (3797.699161 sec): 3 clusters Score: Raw -877423.526865 + Penalty 3076.119342 = -874347.407524 nChanged 35 SP:Iteration 35Q (3797.769844 sec): 3 clusters Score: Raw -877429.676840 + Penalty 3076.119342 = -874353.557498 nChanged 45 SP:Iteration 36Q (3797.839760 sec): 3 clusters Score: Raw -877437.991820 + Penalty 3076.119342 = -874361.872478 nChanged 49 SP:Iteration 37Q (3797.908194 sec): 3 clusters Score: Raw -877445.265449 + Penalty 3076.119342 = -874369.146107 nChanged 34 SP:Iteration 38Q (3797.973100 sec): 3 clusters Score: Raw -877449.102020 + Penalty 3076.119342 = -874372.982678 nChanged 31 SP:Iteration 39Q (3798.037024 sec): 3 clusters Score: Raw -877452.781073 + Penalty 3076.119342 = -874376.661731 nChanged 36 SP:Iteration 40F (3798.103475 sec): 3 clusters Score: Raw -877457.714172 + Penalty 3076.119342 = -874381.594830 nChanged 34 SP:Iteration 41Q (3798.174829 sec): 3 clusters Score: Raw -877463.915401 + Penalty 3076.119342 = -874387.796060 nChanged 43 SP:Iteration 42Q (3798.227613 sec): 3 clusters Score: Raw -877471.530634 + Penalty 3076.119342 = -874395.411292 nChanged 39 SP:Iteration 43Q (3798.306558 sec): 3 clusters Score: Raw -877477.717968 + Penalty 3076.119342 = -874401.598626 nChanged 36 SP:Iteration 44Q (3798.365887 sec): 3 clusters Score: Raw -877483.773821 + Penalty 3076.119342 = -874407.654479 nChanged 40 SP:Iteration 45Q (3798.435156 sec): 3 clusters Score: Raw -877490.551306 + Penalty 3076.119342 = -874414.431964 nChanged 37 SP:Iteration 46Q (3798.513136 sec): 3 clusters Score: Raw -877496.780740 + Penalty 3076.119342 = -874420.661398 nChanged 29 SP:Iteration 47Q (3798.582779 sec): 3 clusters Score: Raw -877500.329539 + Penalty 3076.119342 = -874424.210197 nChanged 26 SP:Iteration 48Q (3798.640720 sec): 3 clusters Score: Raw -877503.536744 + Penalty 3076.119342 = -874427.417403 nChanged 27 SP:Iteration 49Q (3798.718984 sec): 3 clusters Score: Raw -877506.663675 + Penalty 3076.119342 = -874430.544333 nChanged 17 SP:Iteration 50Q (3798.787409 sec): 3 clusters Score: Raw -877508.947653 + Penalty 3076.119342 = -874432.828311 nChanged 19 SP:Iteration 51Q (3798.843057 sec): 3 clusters Score: Raw -877511.613388 + Penalty 3076.119342 = -874435.494046 nChanged 19 SP:Iteration 52Q (3798.914124 sec): 3 clusters Score: Raw -877514.122232 + Penalty 3076.119342 = -874438.002890 nChanged 21 SP:Iteration 53Q (3798.978603 sec): 3 clusters Score: Raw -877517.342464 + Penalty 3076.119342 = -874441.223122 nChanged 31 SP:Iteration 54Q (3799.045414 sec): 3 clusters Score: Raw -877523.546130 + Penalty 3076.119342 = -874447.426788 nChanged 36 SP:Iteration 55Q (3799.121336 sec): 3 clusters Score: Raw -877529.819650 + Penalty 3076.119342 = -874453.700308 nChanged 44 SP:Iteration 56Q (3799.190550 sec): 3 clusters Score: Raw -877536.949963 + Penalty 3076.119342 = -874460.830621 nChanged 37 SP:Iteration 57Q (3799.250344 sec): 3 clusters Score: Raw -877543.268106 + Penalty 3076.119342 = -874467.148764 nChanged 45 SP:Iteration 58Q (3799.324044 sec): 3 clusters Score: Raw -877551.226508 + Penalty 3076.119342 = -874475.107167 nChanged 40 SP:Iteration 59Q (3799.392648 sec): 3 clusters Score: Raw -877557.769926 + Penalty 3076.119342 = -874481.650584 nChanged 36 SP:Iteration 60F (3799.462682 sec): 3 clusters Score: Raw -877563.313776 + Penalty 3076.119342 = -874487.194435 nChanged 36 SP:Iteration 61Q (3799.530113 sec): 3 clusters Score: Raw -877570.716475 + Penalty 3076.119342 = -874494.597133 nChanged 40 SP:Iteration 62Q (3799.600646 sec): 3 clusters Score: Raw -877578.910620 + Penalty 3076.119342 = -874502.791278 nChanged 39 SP:Iteration 63Q (3799.662511 sec): 3 clusters Score: Raw -877586.374919 + Penalty 3076.119342 = -874510.255577 nChanged 39 SP:Iteration 64Q (3799.730198 sec): 3 clusters Score: Raw -877593.172315 + Penalty 3076.119342 = -874517.052973 nChanged 41 SP:Iteration 65Q (3799.792106 sec): 3 clusters Score: Raw -877598.762317 + Penalty 3076.119342 = -874522.642975 nChanged 33 SP:Iteration 66Q (3799.855798 sec): 3 clusters Score: Raw -877604.984996 + Penalty 3076.119342 = -874528.865654 nChanged 43 SP:Iteration 67Q (3799.918419 sec): 3 clusters Score: Raw -877613.699546 + Penalty 3076.119342 = -874537.580204 nChanged 44 SP:Iteration 68Q (3799.972323 sec): 3 clusters Score: Raw -877622.578988 + Penalty 3076.119342 = -874546.459646 nChanged 56 SP:Iteration 69Q (3800.050991 sec): 3 clusters Score: Raw -877634.175770 + Penalty 3076.119342 = -874558.056429 nChanged 60 SP:Iteration 70Q (3800.110869 sec): 3 clusters Score: Raw -877647.449067 + Penalty 3076.119342 = -874571.329725 nChanged 68 SP:Iteration 71Q (3800.187767 sec): 3 clusters Score: Raw -877663.155733 + Penalty 3076.119342 = -874587.036391 nChanged 73 SP:Iteration 72Q (3800.257389 sec): 3 clusters Score: Raw -877681.975195 + Penalty 3076.119342 = -874605.855853 nChanged 83 SP:Iteration 73Q (3800.324104 sec): 3 clusters Score: Raw -877703.204543 + Penalty 3076.119342 = -874627.085201 nChanged 68 SP:Iteration 74Q (3800.385818 sec): 3 clusters Score: Raw -877724.397799 + Penalty 3076.119342 = -874648.278457 nChanged 80 SP:Iteration 75Q (3800.459660 sec): 3 clusters Score: Raw -877745.270302 + Penalty 3076.119342 = -874669.150961 nChanged 68 SP:Iteration 76Q (3800.519078 sec): 3 clusters Score: Raw -877759.849452 + Penalty 3076.119342 = -874683.730110 nChanged 61 SP:Iteration 77Q (3800.583678 sec): 3 clusters Score: Raw -877772.013356 + Penalty 3076.119342 = -874695.894014 nChanged 60 SP:Iteration 78Q (3800.642610 sec): 3 clusters Score: Raw -877783.684713 + Penalty 3076.119342 = -874707.565372 nChanged 46 SP:Iteration 79Q (3800.699316 sec): 3 clusters Score: Raw -877792.399581 + Penalty 3076.119342 = -874716.280239 nChanged 49 SP:Iteration 80F (3800.764574 sec): 3 clusters Score: Raw -877804.092539 + Penalty 3076.119342 = -874727.973198 nChanged 46 SP:Iteration 81Q (3800.841703 sec): 3 clusters Score: Raw -877812.850606 + Penalty 3076.119342 = -874736.731265 nChanged 40 SP:Iteration 82Q (3800.901475 sec): 3 clusters Score: Raw -877819.243131 + Penalty 3076.119342 = -874743.123789 nChanged 40 SP:Iteration 83Q (3800.963955 sec): 3 clusters Score: Raw -877825.615985 + Penalty 3076.119342 = -874749.496643 nChanged 42 SP:Iteration 84Q (3801.026643 sec): 3 clusters Score: Raw -877832.882216 + Penalty 3076.119342 = -874756.762874 nChanged 40 SP:Iteration 85Q (3801.084549 sec): 3 clusters Score: Raw -877839.672832 + Penalty 3076.119342 = -874763.553490 nChanged 39 SP:Iteration 86Q (3801.149308 sec): 3 clusters Score: Raw -877845.303271 + Penalty 3076.119342 = -874769.183929 nChanged 34 SP:Iteration 87Q (3801.223737 sec): 3 clusters Score: Raw -877850.565394 + Penalty 3076.119342 = -874774.446053 nChanged 42 SP:Iteration 88Q (3801.288446 sec): 3 clusters Score: Raw -877857.942408 + Penalty 3076.119342 = -874781.823066 nChanged 41 SP:Iteration 89Q (3801.358114 sec): 3 clusters Score: Raw -877866.134244 + Penalty 3076.119342 = -874790.014902 nChanged 46 SP:Iteration 90Q (3801.412216 sec): 3 clusters Score: Raw -877874.788142 + Penalty 3076.119342 = -874798.668800 nChanged 54 SP:Iteration 91Q (3801.474150 sec): 3 clusters Score: Raw -877887.052900 + Penalty 3076.119342 = -874810.933558 nChanged 65 SP:Iteration 92Q (3801.544660 sec): 3 clusters Score: Raw -877902.906180 + Penalty 3076.119342 = -874826.786838 nChanged 69 SP:Iteration 93Q (3801.599711 sec): 3 clusters Score: Raw -877916.813447 + Penalty 3076.119342 = -874840.694105 nChanged 57 SP:Iteration 94Q (3801.673966 sec): 3 clusters Score: Raw -877928.701841 + Penalty 3076.119342 = -874852.582499 nChanged 56 SP:Iteration 95Q (3801.739422 sec): 3 clusters Score: Raw -877940.883997 + Penalty 3076.119342 = -874864.764655 nChanged 41 SP:Iteration 96Q (3801.800122 sec): 3 clusters Score: Raw -877948.929528 + Penalty 3076.119342 = -874872.810187 nChanged 47 SP:Iteration 97Q (3801.856658 sec): 3 clusters Score: Raw -877958.937307 + Penalty 3076.119342 = -874882.817966 nChanged 46 SP:Iteration 98Q (3801.922641 sec): 3 clusters Score: Raw -877968.735793 + Penalty 3076.119342 = -874892.616451 nChanged 52 SP:Iteration 99Q (3801.975050 sec): 3 clusters Score: Raw -877981.053455 + Penalty 3076.119342 = -874904.934113 nChanged 46 SP:Iteration 100F (3802.041441 sec): 3 clusters Score: Raw -877990.288146 + Penalty 3076.119342 = -874914.168804 nChanged 38 SP:Iteration 101Q (3802.110465 sec): 3 clusters Score: Raw -877997.582133 + Penalty 3076.119342 = -874921.462791 nChanged 30 SP:Iteration 102Q (3802.168491 sec): 3 clusters Score: Raw -878002.922895 + Penalty 3076.119342 = -874926.803553 nChanged 26 SP:Iteration 103Q (3802.234688 sec): 3 clusters Score: Raw -878008.149092 + Penalty 3076.119342 = -874932.029750 nChanged 27 SP:Iteration 104Q (3802.300143 sec): 3 clusters Score: Raw -878012.214540 + Penalty 3076.119342 = -874936.095198 nChanged 27 SP:Iteration 105Q (3802.357490 sec): 3 clusters Score: Raw -878017.790348 + Penalty 3076.119342 = -874941.671006 nChanged 30 SP:Iteration 106Q (3802.426683 sec): 3 clusters Score: Raw -878023.997663 + Penalty 3076.119342 = -874947.878321 nChanged 19 SP:Iteration 107Q (3802.489640 sec): 3 clusters Score: Raw -878027.302468 + Penalty 3076.119342 = -874951.183126 nChanged 17 SP:Iteration 108Q (3802.554605 sec): 3 clusters Score: Raw -878029.638640 + Penalty 3076.119342 = -874953.519298 nChanged 15 SP:Iteration 109Q (3802.609684 sec): 3 clusters Score: Raw -878031.659751 + Penalty 3076.119342 = -874955.540410 nChanged 15 SP:Iteration 110Q (3802.672637 sec): 3 clusters Score: Raw -878033.459043 + Penalty 3076.119342 = -874957.339701 nChanged 5 SP:Iteration 111Q (3802.734472 sec): 3 clusters Score: Raw -878033.907302 + Penalty 3076.119342 = -874957.787960 nChanged 8 SP:Iteration 112Q (3802.797895 sec): 3 clusters Score: Raw -878034.706411 + Penalty 3076.119342 = -874958.587069 nChanged 5 SP:Iteration 113Q (3802.854406 sec): 3 clusters Score: Raw -878035.254279 + Penalty 3076.119342 = -874959.134937 nChanged 8 SP:Iteration 114Q (3802.923092 sec): 3 clusters Score: Raw -878036.087494 + Penalty 3076.119342 = -874959.968152 nChanged 9 SP:Iteration 115Q (3802.994547 sec): 3 clusters Score: Raw -878037.395971 + Penalty 3076.119342 = -874961.276629 nChanged 11 SP:Iteration 116Q (3803.060088 sec): 3 clusters Score: Raw -878038.906567 + Penalty 3076.119342 = -874962.787225 nChanged 10 SP:Iteration 117Q (3803.122469 sec): 3 clusters Score: Raw -878040.222332 + Penalty 3076.119342 = -874964.102991 nChanged 10 SP:Iteration 118Q (3803.179805 sec): 3 clusters Score: Raw -878041.816223 + Penalty 3076.119342 = -874965.696881 nChanged 12 SP:Iteration 119Q (3803.246533 sec): 3 clusters Score: Raw -878043.864444 + Penalty 3076.119342 = -874967.745102 nChanged 12 SP:Iteration 120F (3803.308124 sec): 3 clusters Score: Raw -878045.349778 + Penalty 3076.119342 = -874969.230437 nChanged 9 SP:Iteration 121Q (3803.371049 sec): 3 clusters Score: Raw -878046.703386 + Penalty 3076.119342 = -874970.584044 nChanged 3 SP:Iteration 122Q (3803.438918 sec): 3 clusters Score: Raw -878046.982211 + Penalty 3076.119342 = -874970.862869 nChanged 6 SP:Iteration 123Q (3803.501076 sec): 3 clusters Score: Raw -878048.172453 + Penalty 3076.119342 = -874972.053111 nChanged 8 SP:Iteration 124Q (3803.563390 sec): 3 clusters Score: Raw -878049.232616 + Penalty 3076.119342 = -874973.113274 nChanged 4 SP:Iteration 125Q (3803.633842 sec): 3 clusters Score: Raw -878049.760203 + Penalty 3076.119342 = -874973.640861 nChanged 3 SP:Iteration 126Q (3803.692246 sec): 3 clusters Score: Raw -878049.920263 + Penalty 3076.119342 = -874973.800921 nChanged 2 SP:Iteration 127Q (3803.765030 sec): 3 clusters Score: Raw -878050.011740 + Penalty 3076.119342 = -874973.892399 nChanged 2 SP:Iteration 128Q (3803.825124 sec): 3 clusters Score: Raw -878050.130576 + Penalty 3076.119342 = -874974.011234 nChanged 1 SP:Iteration 129Q (3803.895790 sec): 3 clusters Score: Raw -878050.189974 + Penalty 3076.119342 = -874974.070632 nChanged 2 SP:Iteration 130Q (3803.957309 sec): 3 clusters Score: Raw -878050.578138 + Penalty 3076.119342 = -874974.458796 nChanged 4 SP:Iteration 131Q (3804.025918 sec): 3 clusters Score: Raw -878051.080918 + Penalty 3076.119342 = -874974.961576 nChanged 6 SP:Iteration 132Q (3804.094061 sec): 3 clusters Score: Raw -878052.113722 + Penalty 3076.119342 = -874975.994380 nChanged 0 SP:Iteration 133F (3804.161784 sec): 3 clusters Score: Raw -878052.113722 + Penalty 3076.119342 = -874975.994380 nChanged 0 Trying to split cluster 10 (77133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3804.294425 sec): 2 clusters Score: Raw -5299998.772935 + Penalty 1828.659054 = -5298170.113882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3804.476787 sec): 3 clusters Score: Raw -5250345.320663 + Penalty 3657.318107 = -5246688.002556 nChanged 36793 SP:Iteration 1F (3804.654820 sec): 3 clusters Score: Raw -5271202.160355 + Penalty 3657.318107 = -5267544.842248 nChanged 3140 SP:Iteration 2Q (3804.854242 sec): 3 clusters Score: Raw -5272346.665729 + Penalty 3657.318107 = -5268689.347621 nChanged 3840 SP:Iteration 3Q (3805.044170 sec): 3 clusters Score: Raw -5274220.899765 + Penalty 3657.318107 = -5270563.581658 nChanged 4861 SP:Iteration 4F (3805.226844 sec): 3 clusters Score: Raw -5277194.584290 + Penalty 3657.318107 = -5273537.266183 nChanged 5757 SP:Iteration 5F (3805.399065 sec): 3 clusters Score: Raw -5280905.989309 + Penalty 3657.318107 = -5277248.671202 nChanged 5674 SP:Iteration 6F (3805.576562 sec): 3 clusters Score: Raw -5284447.923976 + Penalty 3657.318107 = -5280790.605869 nChanged 5079 SP:Iteration 7F (3805.753777 sec): 3 clusters Score: Raw -5287311.087559 + Penalty 3657.318107 = -5283653.769452 nChanged 4061 SP:Iteration 8F (3805.927962 sec): 3 clusters Score: Raw -5289393.638582 + Penalty 3657.318107 = -5285736.320475 nChanged 3144 SP:Iteration 9Q (3806.104075 sec): 3 clusters Score: Raw -5291009.948565 + Penalty 3657.318107 = -5287352.630458 nChanged 2646 SP:Iteration 10Q (3806.293801 sec): 3 clusters Score: Raw -5292464.564157 + Penalty 3657.318107 = -5288807.246050 nChanged 2180 SP:Iteration 11Q (3806.488906 sec): 3 clusters Score: Raw -5293683.372284 + Penalty 3657.318107 = -5290026.054177 nChanged 1811 SP:Iteration 12Q (3806.673495 sec): 3 clusters Score: Raw -5294680.321234 + Penalty 3657.318107 = -5291023.003127 nChanged 1635 SP:Iteration 13Q (3806.863737 sec): 3 clusters Score: Raw -5295571.933676 + Penalty 3657.318107 = -5291914.615569 nChanged 1477 SP:Iteration 14Q (3807.048273 sec): 3 clusters Score: Raw -5296360.409182 + Penalty 3657.318107 = -5292703.091075 nChanged 1354 SP:Iteration 15Q (3807.234664 sec): 3 clusters Score: Raw -5297064.148049 + Penalty 3657.318107 = -5293406.829942 nChanged 1253 SP:Iteration 16Q (3807.422516 sec): 3 clusters Score: Raw -5297663.688408 + Penalty 3657.318107 = -5294006.370301 nChanged 1173 SP:Iteration 17Q (3807.597191 sec): 3 clusters Score: Raw -5298185.759628 + Penalty 3657.318107 = -5294528.441521 nChanged 1041 SP:Iteration 18Q (3807.771289 sec): 3 clusters Score: Raw -5298630.691264 + Penalty 3657.318107 = -5294973.373157 nChanged 951 SP:Iteration 19Q (3807.950337 sec): 3 clusters Score: Raw -5299030.933495 + Penalty 3657.318107 = -5295373.615387 nChanged 905 SP:Iteration 20F (3808.121987 sec): 3 clusters Score: Raw -5299403.417598 + Penalty 3657.318107 = -5295746.099491 nChanged 787 SP:Iteration 21Q (3808.301201 sec): 3 clusters Score: Raw -5299699.016459 + Penalty 3657.318107 = -5296041.698352 nChanged 648 SP:Iteration 22Q (3808.474914 sec): 3 clusters Score: Raw -5299925.783682 + Penalty 3657.318107 = -5296268.465575 nChanged 590 SP:Iteration 23Q (3808.654294 sec): 3 clusters Score: Raw -5300124.999104 + Penalty 3657.318107 = -5296467.680997 nChanged 512 SP:Iteration 24Q (3808.821098 sec): 3 clusters Score: Raw -5300288.795938 + Penalty 3657.318107 = -5296631.477831 nChanged 436 SP:Iteration 25Q (3808.981484 sec): 3 clusters Score: Raw -5300414.130361 + Penalty 3657.318107 = -5296756.812254 nChanged 373 SP:Iteration 26Q (3809.130647 sec): 3 clusters Score: Raw -5300514.985278 + Penalty 3657.318107 = -5296857.667171 nChanged 345 SP:Iteration 27Q (3809.293355 sec): 3 clusters Score: Raw -5300602.966506 + Penalty 3657.318107 = -5296945.648398 nChanged 292 SP:Iteration 28Q (3809.454129 sec): 3 clusters Score: Raw -5300677.803640 + Penalty 3657.318107 = -5297020.485533 nChanged 266 SP:Iteration 29Q (3809.620504 sec): 3 clusters Score: Raw -5300741.980419 + Penalty 3657.318107 = -5297084.662312 nChanged 230 SP:Iteration 30Q (3809.788465 sec): 3 clusters Score: Raw -5300795.342204 + Penalty 3657.318107 = -5297138.024097 nChanged 220 SP:Iteration 31Q (3809.944027 sec): 3 clusters Score: Raw -5300848.305968 + Penalty 3657.318107 = -5297190.987861 nChanged 200 SP:Iteration 32Q (3810.099599 sec): 3 clusters Score: Raw -5300895.271415 + Penalty 3657.318107 = -5297237.953308 nChanged 165 SP:Iteration 33Q (3810.254909 sec): 3 clusters Score: Raw -5300931.112033 + Penalty 3657.318107 = -5297273.793926 nChanged 154 SP:Iteration 34Q (3810.413297 sec): 3 clusters Score: Raw -5300958.873800 + Penalty 3657.318107 = -5297301.555693 nChanged 108 SP:Iteration 35Q (3810.578693 sec): 3 clusters Score: Raw -5300975.327560 + Penalty 3657.318107 = -5297318.009453 nChanged 84 SP:Iteration 36Q (3810.729398 sec): 3 clusters Score: Raw -5300987.822152 + Penalty 3657.318107 = -5297330.504045 nChanged 75 SP:Iteration 37Q (3810.883477 sec): 3 clusters Score: Raw -5300999.777698 + Penalty 3657.318107 = -5297342.459591 nChanged 64 SP:Iteration 38Q (3811.034538 sec): 3 clusters Score: Raw -5301008.191313 + Penalty 3657.318107 = -5297350.873206 nChanged 66 SP:Iteration 39Q (3811.180617 sec): 3 clusters Score: Raw -5301017.876482 + Penalty 3657.318107 = -5297360.558375 nChanged 49 SP:Iteration 40F (3811.361103 sec): 3 clusters Score: Raw -5301025.830039 + Penalty 3657.318107 = -5297368.511932 nChanged 47 SP:Iteration 41Q (3811.527137 sec): 3 clusters Score: Raw -5301031.575059 + Penalty 3657.318107 = -5297374.256952 nChanged 30 SP:Iteration 42Q (3811.677835 sec): 3 clusters Score: Raw -5301035.150788 + Penalty 3657.318107 = -5297377.832681 nChanged 23 SP:Iteration 43Q (3811.819572 sec): 3 clusters Score: Raw -5301037.566682 + Penalty 3657.318107 = -5297380.248575 nChanged 18 SP:Iteration 44Q (3811.985537 sec): 3 clusters Score: Raw -5301039.707739 + Penalty 3657.318107 = -5297382.389632 nChanged 24 SP:Iteration 45Q (3812.145949 sec): 3 clusters Score: Raw -5301042.805322 + Penalty 3657.318107 = -5297385.487215 nChanged 23 SP:Iteration 46Q (3812.291900 sec): 3 clusters Score: Raw -5301045.188754 + Penalty 3657.318107 = -5297387.870647 nChanged 22 SP:Iteration 47Q (3812.440401 sec): 3 clusters Score: Raw -5301047.450130 + Penalty 3657.318107 = -5297390.132023 nChanged 21 SP:Iteration 48Q (3812.588438 sec): 3 clusters Score: Raw -5301050.068882 + Penalty 3657.318107 = -5297392.750775 nChanged 25 SP:Iteration 49Q (3812.750615 sec): 3 clusters Score: Raw -5301052.510100 + Penalty 3657.318107 = -5297395.191993 nChanged 22 SP:Iteration 50Q (3812.897968 sec): 3 clusters Score: Raw -5301054.457408 + Penalty 3657.318107 = -5297397.139300 nChanged 14 SP:Iteration 51Q (3813.063363 sec): 3 clusters Score: Raw -5301055.385946 + Penalty 3657.318107 = -5297398.067839 nChanged 14 SP:Iteration 52Q (3813.221250 sec): 3 clusters Score: Raw -5301056.341736 + Penalty 3657.318107 = -5297399.023629 nChanged 12 SP:Iteration 53Q (3813.367317 sec): 3 clusters Score: Raw -5301057.047781 + Penalty 3657.318107 = -5297399.729674 nChanged 12 SP:Iteration 54Q (3813.525551 sec): 3 clusters Score: Raw -5301057.787324 + Penalty 3657.318107 = -5297400.469216 nChanged 8 SP:Iteration 55Q (3813.676020 sec): 3 clusters Score: Raw -5301058.720389 + Penalty 3657.318107 = -5297401.402282 nChanged 10 SP:Iteration 56Q (3813.824627 sec): 3 clusters Score: Raw -5301059.757593 + Penalty 3657.318107 = -5297402.439486 nChanged 8 SP:Iteration 57Q (3813.968288 sec): 3 clusters Score: Raw -5301060.309414 + Penalty 3657.318107 = -5297402.991307 nChanged 12 SP:Iteration 58Q (3814.116468 sec): 3 clusters Score: Raw -5301061.279237 + Penalty 3657.318107 = -5297403.961130 nChanged 13 SP:Iteration 59Q (3814.277107 sec): 3 clusters Score: Raw -5301062.331256 + Penalty 3657.318107 = -5297405.013148 nChanged 12 SP:Iteration 60F (3814.461621 sec): 3 clusters Score: Raw -5301063.724568 + Penalty 3657.318107 = -5297406.406461 nChanged 18 SP:Iteration 61Q (3814.625350 sec): 3 clusters Score: Raw -5301065.700456 + Penalty 3657.318107 = -5297408.382348 nChanged 15 SP:Iteration 62Q (3814.791645 sec): 3 clusters Score: Raw -5301067.191147 + Penalty 3657.318107 = -5297409.873040 nChanged 12 SP:Iteration 63Q (3814.963488 sec): 3 clusters Score: Raw -5301068.586215 + Penalty 3657.318107 = -5297411.268108 nChanged 10 SP:Iteration 64Q (3815.112886 sec): 3 clusters Score: Raw -5301069.821022 + Penalty 3657.318107 = -5297412.502915 nChanged 11 SP:Iteration 65Q (3815.277587 sec): 3 clusters Score: Raw -5301070.850393 + Penalty 3657.318107 = -5297413.532286 nChanged 8 SP:Iteration 66Q (3815.442867 sec): 3 clusters Score: Raw -5301071.365664 + Penalty 3657.318107 = -5297414.047556 nChanged 7 SP:Iteration 67Q (3815.608291 sec): 3 clusters Score: Raw -5301072.183762 + Penalty 3657.318107 = -5297414.865655 nChanged 11 SP:Iteration 68Q (3815.761687 sec): 3 clusters Score: Raw -5301073.176527 + Penalty 3657.318107 = -5297415.858420 nChanged 9 SP:Iteration 69Q (3815.936939 sec): 3 clusters Score: Raw -5301074.275972 + Penalty 3657.318107 = -5297416.957865 nChanged 11 SP:Iteration 70Q (3816.116194 sec): 3 clusters Score: Raw -5301075.419594 + Penalty 3657.318107 = -5297418.101487 nChanged 5 SP:Iteration 71Q (3816.274646 sec): 3 clusters Score: Raw -5301075.853995 + Penalty 3657.318107 = -5297418.535887 nChanged 2 SP:Iteration 72Q (3816.441974 sec): 3 clusters Score: Raw -5301076.008400 + Penalty 3657.318107 = -5297418.690293 nChanged 2 SP:Iteration 73Q (3816.600776 sec): 3 clusters Score: Raw -5301076.153658 + Penalty 3657.318107 = -5297418.835551 nChanged 2 SP:Iteration 74Q (3816.750675 sec): 3 clusters Score: Raw -5301076.496861 + Penalty 3657.318107 = -5297419.178754 nChanged 4 SP:Iteration 75Q (3816.926117 sec): 3 clusters Score: Raw -5301076.984489 + Penalty 3657.318107 = -5297419.666382 nChanged 6 SP:Iteration 76Q (3817.093444 sec): 3 clusters Score: Raw -5301077.506704 + Penalty 3657.318107 = -5297420.188597 nChanged 5 SP:Iteration 77Q (3817.241584 sec): 3 clusters Score: Raw -5301078.041085 + Penalty 3657.318107 = -5297420.722978 nChanged 5 SP:Iteration 78Q (3817.399685 sec): 3 clusters Score: Raw -5301078.464206 + Penalty 3657.318107 = -5297421.146099 nChanged 4 SP:Iteration 79Q (3817.549905 sec): 3 clusters Score: Raw -5301078.929535 + Penalty 3657.318107 = -5297421.611428 nChanged 3 SP:Iteration 80F (3817.725172 sec): 3 clusters Score: Raw -5301079.379893 + Penalty 3657.318107 = -5297422.061785 nChanged 8 SP:Iteration 81Q (3817.887472 sec): 3 clusters Score: Raw -5301080.384887 + Penalty 3657.318107 = -5297423.066779 nChanged 5 SP:Iteration 82Q (3818.043512 sec): 3 clusters Score: Raw -5301080.841704 + Penalty 3657.318107 = -5297423.523597 nChanged 3 SP:Iteration 83Q (3818.194157 sec): 3 clusters Score: Raw -5301081.094128 + Penalty 3657.318107 = -5297423.776021 nChanged 1 SP:Iteration 84Q (3818.366266 sec): 3 clusters Score: Raw -5301081.132161 + Penalty 3657.318107 = -5297423.814054 nChanged 1 SP:Iteration 85Q (3818.509609 sec): 3 clusters Score: Raw -5301081.249824 + Penalty 3657.318107 = -5297423.931716 nChanged 2 SP:Iteration 86Q (3818.672459 sec): 3 clusters Score: Raw -5301081.404185 + Penalty 3657.318107 = -5297424.086078 nChanged 2 SP:Iteration 87Q (3818.819735 sec): 3 clusters Score: Raw -5301081.700303 + Penalty 3657.318107 = -5297424.382196 nChanged 6 SP:Iteration 88Q (3818.977660 sec): 3 clusters Score: Raw -5301082.553208 + Penalty 3657.318107 = -5297425.235101 nChanged 6 SP:Iteration 89Q (3819.124635 sec): 3 clusters Score: Raw -5301083.327212 + Penalty 3657.318107 = -5297426.009105 nChanged 3 SP:Iteration 90Q (3819.275312 sec): 3 clusters Score: Raw -5301083.817080 + Penalty 3657.318107 = -5297426.498973 nChanged 6 SP:Iteration 91Q (3819.424282 sec): 3 clusters Score: Raw -5301084.200898 + Penalty 3657.318107 = -5297426.882790 nChanged 6 SP:Iteration 92Q (3819.586136 sec): 3 clusters Score: Raw -5301084.612251 + Penalty 3657.318107 = -5297427.294144 nChanged 5 SP:Iteration 93Q (3819.748593 sec): 3 clusters Score: Raw -5301084.932274 + Penalty 3657.318107 = -5297427.614166 nChanged 2 SP:Iteration 94Q (3819.903615 sec): 3 clusters Score: Raw -5301085.308534 + Penalty 3657.318107 = -5297427.990427 nChanged 2 SP:Iteration 95Q (3820.074171 sec): 3 clusters Score: Raw -5301085.423521 + Penalty 3657.318107 = -5297428.105414 nChanged 1 SP:Iteration 96Q (3820.245508 sec): 3 clusters Score: Raw -5301085.474356 + Penalty 3657.318107 = -5297428.156249 nChanged 0 SP:Iteration 97F (3820.424052 sec): 3 clusters Score: Raw -5301085.474356 + Penalty 3657.318107 = -5297428.156249 nChanged 0 Trying to split cluster 11 (2587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3820.465629 sec): 2 clusters Score: Raw -167693.895829 + Penalty 1276.966305 = -166416.929524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3820.514453 sec): 3 clusters Score: Raw -166565.103168 + Penalty 2553.932609 = -164011.170559 nChanged 943 SP:Iteration 1F (3820.565501 sec): 3 clusters Score: Raw -167269.488669 + Penalty 2553.932609 = -164715.556060 nChanged 279 SP:Iteration 2F (3820.611719 sec): 3 clusters Score: Raw -167547.629633 + Penalty 2553.932609 = -164993.697023 nChanged 192 SP:Iteration 3F (3820.655762 sec): 3 clusters Score: Raw -167712.174157 + Penalty 2553.932609 = -165158.241548 nChanged 121 SP:Iteration 4Q (3820.710577 sec): 3 clusters Score: Raw -167819.236490 + Penalty 2553.932609 = -165265.303880 nChanged 102 SP:Iteration 5Q (3820.767385 sec): 3 clusters Score: Raw -167911.790306 + Penalty 2553.932609 = -165357.857696 nChanged 86 SP:Iteration 6Q (3820.820090 sec): 3 clusters Score: Raw -167992.958841 + Penalty 2553.932609 = -165439.026232 nChanged 72 SP:Iteration 7Q (3820.861359 sec): 3 clusters Score: Raw -168061.931174 + Penalty 2553.932609 = -165507.998565 nChanged 58 SP:Iteration 8Q (3820.913605 sec): 3 clusters Score: Raw -168113.068948 + Penalty 2553.932609 = -165559.136338 nChanged 42 SP:Iteration 9Q (3820.963770 sec): 3 clusters Score: Raw -168150.341724 + Penalty 2553.932609 = -165596.409115 nChanged 29 SP:Iteration 10Q (3821.014292 sec): 3 clusters Score: Raw -168171.880497 + Penalty 2553.932609 = -165617.947888 nChanged 23 SP:Iteration 11Q (3821.062428 sec): 3 clusters Score: Raw -168183.559952 + Penalty 2553.932609 = -165629.627342 nChanged 13 SP:Iteration 12Q (3821.110131 sec): 3 clusters Score: Raw -168191.762453 + Penalty 2553.932609 = -165637.829844 nChanged 12 SP:Iteration 13Q (3821.158347 sec): 3 clusters Score: Raw -168200.035154 + Penalty 2553.932609 = -165646.102545 nChanged 11 SP:Iteration 14Q (3821.206234 sec): 3 clusters Score: Raw -168206.626913 + Penalty 2553.932609 = -165652.694304 nChanged 9 SP:Iteration 15Q (3821.243827 sec): 3 clusters Score: Raw -168217.426962 + Penalty 2553.932609 = -165663.494353 nChanged 10 SP:Iteration 16Q (3821.292051 sec): 3 clusters Score: Raw -168221.796057 + Penalty 2553.932609 = -165667.863448 nChanged 7 SP:Iteration 17Q (3821.347405 sec): 3 clusters Score: Raw -168224.851587 + Penalty 2553.932609 = -165670.918978 nChanged 3 SP:Iteration 18Q (3821.390833 sec): 3 clusters Score: Raw -168225.833500 + Penalty 2553.932609 = -165671.900891 nChanged 3 SP:Iteration 19Q (3821.445835 sec): 3 clusters Score: Raw -168227.723969 + Penalty 2553.932609 = -165673.791360 nChanged 6 SP:Iteration 20F (3821.488967 sec): 3 clusters Score: Raw -168230.583199 + Penalty 2553.932609 = -165676.650590 nChanged 3 SP:Iteration 21Q (3821.540450 sec): 3 clusters Score: Raw -168233.039298 + Penalty 2553.932609 = -165679.106689 nChanged 3 SP:Iteration 22Q (3821.598436 sec): 3 clusters Score: Raw -168234.804597 + Penalty 2553.932609 = -165680.871988 nChanged 1 SP:Iteration 23Q (3821.641693 sec): 3 clusters Score: Raw -168235.041142 + Penalty 2553.932609 = -165681.108533 nChanged 2 SP:Iteration 24Q (3821.690540 sec): 3 clusters Score: Raw -168236.338715 + Penalty 2553.932609 = -165682.406106 nChanged 1 SP:Iteration 25Q (3821.728494 sec): 3 clusters Score: Raw -168237.078414 + Penalty 2553.932609 = -165683.145805 nChanged 2 SP:Iteration 26Q (3821.771894 sec): 3 clusters Score: Raw -168237.500164 + Penalty 2553.932609 = -165683.567555 nChanged 2 SP:Iteration 27Q (3821.815987 sec): 3 clusters Score: Raw -168238.121022 + Penalty 2553.932609 = -165684.188412 nChanged 0 SP:Iteration 28F (3821.866651 sec): 3 clusters Score: Raw -168238.121022 + Penalty 2553.932609 = -165684.188412 nChanged 0 Trying to split cluster 12 (6389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3821.898320 sec): 2 clusters Score: Raw -425188.556746 + Penalty 1423.879119 = -423764.677627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3821.954345 sec): 3 clusters Score: Raw -421774.103099 + Penalty 2847.758238 = -418926.344861 nChanged 2603 SP:Iteration 1F (3822.001601 sec): 3 clusters Score: Raw -423225.568450 + Penalty 2847.758238 = -420377.810212 nChanged 484 SP:Iteration 2F (3822.052347 sec): 3 clusters Score: Raw -423521.592309 + Penalty 2847.758238 = -420673.834071 nChanged 408 SP:Iteration 3F (3822.116381 sec): 3 clusters Score: Raw -423784.099879 + Penalty 2847.758238 = -420936.341641 nChanged 367 SP:Iteration 4F (3822.165326 sec): 3 clusters Score: Raw -424022.495988 + Penalty 2847.758238 = -421174.737750 nChanged 353 SP:Iteration 5F (3822.213608 sec): 3 clusters Score: Raw -424273.467276 + Penalty 2847.758238 = -421425.709038 nChanged 358 SP:Iteration 6F (3822.277810 sec): 3 clusters Score: Raw -424545.084368 + Penalty 2847.758238 = -421697.326130 nChanged 316 SP:Iteration 7Q (3822.322913 sec): 3 clusters Score: Raw -424808.288613 + Penalty 2847.758238 = -421960.530374 nChanged 265 SP:Iteration 8Q (3822.381176 sec): 3 clusters Score: Raw -425019.514598 + Penalty 2847.758238 = -422171.756360 nChanged 225 SP:Iteration 9Q (3822.434189 sec): 3 clusters Score: Raw -425208.115969 + Penalty 2847.758238 = -422360.357731 nChanged 195 SP:Iteration 10Q (3822.500101 sec): 3 clusters Score: Raw -425353.766298 + Penalty 2847.758238 = -422506.008060 nChanged 139 SP:Iteration 11Q (3822.541084 sec): 3 clusters Score: Raw -425442.157059 + Penalty 2847.758238 = -422594.398821 nChanged 93 SP:Iteration 12Q (3822.593626 sec): 3 clusters Score: Raw -425499.517815 + Penalty 2847.758238 = -422651.759576 nChanged 75 SP:Iteration 13Q (3822.662112 sec): 3 clusters Score: Raw -425534.314293 + Penalty 2847.758238 = -422686.556055 nChanged 57 SP:Iteration 14Q (3822.704803 sec): 3 clusters Score: Raw -425557.203942 + Penalty 2847.758238 = -422709.445704 nChanged 40 SP:Iteration 15Q (3822.758745 sec): 3 clusters Score: Raw -425570.472621 + Penalty 2847.758238 = -422722.714383 nChanged 27 SP:Iteration 16Q (3822.823654 sec): 3 clusters Score: Raw -425580.296790 + Penalty 2847.758238 = -422732.538552 nChanged 28 SP:Iteration 17Q (3822.870215 sec): 3 clusters Score: Raw -425593.392139 + Penalty 2847.758238 = -422745.633900 nChanged 26 SP:Iteration 18Q (3822.923593 sec): 3 clusters Score: Raw -425602.895370 + Penalty 2847.758238 = -422755.137132 nChanged 28 SP:Iteration 19Q (3822.971324 sec): 3 clusters Score: Raw -425612.683421 + Penalty 2847.758238 = -422764.925183 nChanged 21 SP:Iteration 20F (3823.027892 sec): 3 clusters Score: Raw -425620.191531 + Penalty 2847.758238 = -422772.433293 nChanged 17 SP:Iteration 21Q (3823.078739 sec): 3 clusters Score: Raw -425624.068696 + Penalty 2847.758238 = -422776.310458 nChanged 14 SP:Iteration 22Q (3823.126844 sec): 3 clusters Score: Raw -425628.747877 + Penalty 2847.758238 = -422780.989639 nChanged 13 SP:Iteration 23Q (3823.184665 sec): 3 clusters Score: Raw -425632.703772 + Penalty 2847.758238 = -422784.945534 nChanged 7 SP:Iteration 24Q (3823.231703 sec): 3 clusters Score: Raw -425634.578619 + Penalty 2847.758238 = -422786.820380 nChanged 6 SP:Iteration 25Q (3823.289577 sec): 3 clusters Score: Raw -425636.562632 + Penalty 2847.758238 = -422788.804394 nChanged 3 SP:Iteration 26Q (3823.341159 sec): 3 clusters Score: Raw -425637.979885 + Penalty 2847.758238 = -422790.221646 nChanged 6 SP:Iteration 27Q (3823.393629 sec): 3 clusters Score: Raw -425640.036020 + Penalty 2847.758238 = -422792.277782 nChanged 4 SP:Iteration 28Q (3823.448178 sec): 3 clusters Score: Raw -425640.719639 + Penalty 2847.758238 = -422792.961401 nChanged 0 SP:Iteration 29F (3823.495880 sec): 3 clusters Score: Raw -425640.719639 + Penalty 2847.758238 = -422792.961401 nChanged 0 Trying to split cluster 13 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3823.518587 sec): 2 clusters Score: Raw -17605.844916 + Penalty 979.595260 = -16626.249657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3823.558063 sec): 3 clusters Score: Raw -17685.006332 + Penalty 1959.190519 = -15725.815813 nChanged 105 SP:Iteration 1F (3823.593442 sec): 3 clusters Score: Raw -17958.415943 + Penalty 1959.190519 = -15999.225423 nChanged 27 SP:Iteration 2F (3823.631319 sec): 3 clusters Score: Raw -18019.770858 + Penalty 1959.190519 = -16060.580339 nChanged 13 SP:Iteration 3Q (3823.682067 sec): 3 clusters Score: Raw -18042.986511 + Penalty 1959.190519 = -16083.795992 nChanged 4 SP:Iteration 4Q (3823.724528 sec): 3 clusters Score: Raw -18061.001004 + Penalty 1959.190519 = -16101.810485 nChanged 4 SP:Iteration 5Q (3823.770920 sec): 3 clusters Score: Raw -18071.896373 + Penalty 1959.190519 = -16112.705854 nChanged 4 SP:Iteration 6Q (3823.815369 sec): 3 clusters Score: Raw -18076.072132 + Penalty 1959.190519 = -16116.881613 nChanged 3 SP:Iteration 7Q (3823.855568 sec): 3 clusters Score: Raw -18081.544621 + Penalty 1959.190519 = -16122.354102 nChanged 4 SP:Iteration 8Q (3823.900309 sec): 3 clusters Score: Raw -18095.614265 + Penalty 1959.190519 = -16136.423746 nChanged 4 SP:Iteration 9Q (3823.948560 sec): 3 clusters Score: Raw -18102.451894 + Penalty 1959.190519 = -16143.261375 nChanged 1 SP:Iteration 10Q (3823.993146 sec): 3 clusters Score: Raw -18103.893352 + Penalty 1959.190519 = -16144.702833 nChanged 0 SP:Iteration 11F (3824.041842 sec): 3 clusters Score: Raw -18103.893352 + Penalty 1959.190519 = -16144.702833 nChanged 0 Trying to split cluster 14 (55455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3824.150844 sec): 2 clusters Score: Raw -3563128.558128 + Penalty 1775.040664 = -3561353.517464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3824.291909 sec): 3 clusters Score: Raw -3527791.175341 + Penalty 3550.081327 = -3524241.094014 nChanged 26025 SP:Iteration 1F (3824.426015 sec): 3 clusters Score: Raw -3542267.489949 + Penalty 3550.081327 = -3538717.408622 nChanged 1834 SP:Iteration 2Q (3824.568180 sec): 3 clusters Score: Raw -3542690.590826 + Penalty 3550.081327 = -3539140.509499 nChanged 1809 SP:Iteration 3Q (3824.731751 sec): 3 clusters Score: Raw -3543109.030499 + Penalty 3550.081327 = -3539558.949172 nChanged 1771 SP:Iteration 4Q (3824.876908 sec): 3 clusters Score: Raw -3543550.942771 + Penalty 3550.081327 = -3540000.861444 nChanged 1876 SP:Iteration 5Q (3825.022849 sec): 3 clusters Score: Raw -3544139.028386 + Penalty 3550.081327 = -3540588.947059 nChanged 2171 SP:Iteration 6Q (3825.174410 sec): 3 clusters Score: Raw -3544976.912886 + Penalty 3550.081327 = -3541426.831559 nChanged 2638 SP:Iteration 7Q (3825.325953 sec): 3 clusters Score: Raw -3546357.634896 + Penalty 3550.081327 = -3542807.553569 nChanged 3262 SP:Iteration 8F (3825.468366 sec): 3 clusters Score: Raw -3548570.429781 + Penalty 3550.081327 = -3545020.348454 nChanged 3765 SP:Iteration 9F (3825.607513 sec): 3 clusters Score: Raw -3551731.991730 + Penalty 3550.081327 = -3548181.910403 nChanged 3690 SP:Iteration 10F (3825.745077 sec): 3 clusters Score: Raw -3555162.817923 + Penalty 3550.081327 = -3551612.736596 nChanged 3125 SP:Iteration 11F (3825.882057 sec): 3 clusters Score: Raw -3557784.248111 + Penalty 3550.081327 = -3554234.166784 nChanged 2298 SP:Iteration 12Q (3826.023792 sec): 3 clusters Score: Raw -3559377.794445 + Penalty 3550.081327 = -3555827.713118 nChanged 1676 SP:Iteration 13Q (3826.170852 sec): 3 clusters Score: Raw -3560385.725463 + Penalty 3550.081327 = -3556835.644136 nChanged 1208 SP:Iteration 14Q (3826.313251 sec): 3 clusters Score: Raw -3561087.473881 + Penalty 3550.081327 = -3557537.392554 nChanged 1038 SP:Iteration 15Q (3826.454585 sec): 3 clusters Score: Raw -3561681.243713 + Penalty 3550.081327 = -3558131.162386 nChanged 901 SP:Iteration 16Q (3826.586265 sec): 3 clusters Score: Raw -3562230.517677 + Penalty 3550.081327 = -3558680.436350 nChanged 749 SP:Iteration 17Q (3826.710375 sec): 3 clusters Score: Raw -3562695.153554 + Penalty 3550.081327 = -3559145.072227 nChanged 639 SP:Iteration 18Q (3826.835485 sec): 3 clusters Score: Raw -3563107.910171 + Penalty 3550.081327 = -3559557.828844 nChanged 517 SP:Iteration 19Q (3826.964213 sec): 3 clusters Score: Raw -3563394.477442 + Penalty 3550.081327 = -3559844.396115 nChanged 432 SP:Iteration 20F (3827.102057 sec): 3 clusters Score: Raw -3563614.523318 + Penalty 3550.081327 = -3560064.441991 nChanged 363 SP:Iteration 21Q (3827.227937 sec): 3 clusters Score: Raw -3563778.430064 + Penalty 3550.081327 = -3560228.348737 nChanged 315 SP:Iteration 22Q (3827.341825 sec): 3 clusters Score: Raw -3563931.762693 + Penalty 3550.081327 = -3560381.681366 nChanged 267 SP:Iteration 23Q (3827.473942 sec): 3 clusters Score: Raw -3564052.451260 + Penalty 3550.081327 = -3560502.369933 nChanged 210 SP:Iteration 24Q (3827.603644 sec): 3 clusters Score: Raw -3564128.489205 + Penalty 3550.081327 = -3560578.407878 nChanged 162 SP:Iteration 25Q (3827.719495 sec): 3 clusters Score: Raw -3564187.998088 + Penalty 3550.081327 = -3560637.916761 nChanged 127 SP:Iteration 26Q (3827.852234 sec): 3 clusters Score: Raw -3564240.895851 + Penalty 3550.081327 = -3560690.814524 nChanged 123 SP:Iteration 27Q (3827.962479 sec): 3 clusters Score: Raw -3564292.519743 + Penalty 3550.081327 = -3560742.438416 nChanged 98 SP:Iteration 28Q (3828.090214 sec): 3 clusters Score: Raw -3564324.539237 + Penalty 3550.081327 = -3560774.457910 nChanged 89 SP:Iteration 29Q (3828.210753 sec): 3 clusters Score: Raw -3564349.803575 + Penalty 3550.081327 = -3560799.722248 nChanged 67 SP:Iteration 30Q (3828.336892 sec): 3 clusters Score: Raw -3564363.982644 + Penalty 3550.081327 = -3560813.901317 nChanged 48 SP:Iteration 31Q (3828.469105 sec): 3 clusters Score: Raw -3564373.231447 + Penalty 3550.081327 = -3560823.150120 nChanged 41 SP:Iteration 32Q (3828.584832 sec): 3 clusters Score: Raw -3564381.180294 + Penalty 3550.081327 = -3560831.098967 nChanged 33 SP:Iteration 33Q (3828.703161 sec): 3 clusters Score: Raw -3564386.559716 + Penalty 3550.081327 = -3560836.478389 nChanged 26 SP:Iteration 34Q (3828.850839 sec): 3 clusters Score: Raw -3564391.441169 + Penalty 3550.081327 = -3560841.359842 nChanged 36 SP:Iteration 35Q (3828.975782 sec): 3 clusters Score: Raw -3564398.485998 + Penalty 3550.081327 = -3560848.404671 nChanged 31 SP:Iteration 36Q (3829.090047 sec): 3 clusters Score: Raw -3564404.515115 + Penalty 3550.081327 = -3560854.433788 nChanged 22 SP:Iteration 37Q (3829.214726 sec): 3 clusters Score: Raw -3564409.237785 + Penalty 3550.081327 = -3560859.156458 nChanged 15 SP:Iteration 38Q (3829.338826 sec): 3 clusters Score: Raw -3564412.251139 + Penalty 3550.081327 = -3560862.169812 nChanged 15 SP:Iteration 39Q (3829.459703 sec): 3 clusters Score: Raw -3564414.874098 + Penalty 3550.081327 = -3560864.792771 nChanged 12 SP:Iteration 40F (3829.590969 sec): 3 clusters Score: Raw -3564417.189891 + Penalty 3550.081327 = -3560867.108564 nChanged 15 SP:Iteration 41Q (3829.719576 sec): 3 clusters Score: Raw -3564419.326882 + Penalty 3550.081327 = -3560869.245555 nChanged 8 SP:Iteration 42Q (3829.849593 sec): 3 clusters Score: Raw -3564420.247755 + Penalty 3550.081327 = -3560870.166428 nChanged 8 SP:Iteration 43Q (3829.963665 sec): 3 clusters Score: Raw -3564421.311865 + Penalty 3550.081327 = -3560871.230538 nChanged 9 SP:Iteration 44Q (3830.094431 sec): 3 clusters Score: Raw -3564422.573498 + Penalty 3550.081327 = -3560872.492171 nChanged 9 SP:Iteration 45Q (3830.225120 sec): 3 clusters Score: Raw -3564423.719707 + Penalty 3550.081327 = -3560873.638380 nChanged 4 SP:Iteration 46Q (3830.345730 sec): 3 clusters Score: Raw -3564424.028475 + Penalty 3550.081327 = -3560873.947148 nChanged 5 SP:Iteration 47Q (3830.470149 sec): 3 clusters Score: Raw -3564424.797311 + Penalty 3550.081327 = -3560874.715984 nChanged 8 SP:Iteration 48Q (3830.589002 sec): 3 clusters Score: Raw -3564426.221796 + Penalty 3550.081327 = -3560876.140469 nChanged 8 SP:Iteration 49Q (3830.711333 sec): 3 clusters Score: Raw -3564427.235264 + Penalty 3550.081327 = -3560877.153937 nChanged 4 SP:Iteration 50Q (3830.833031 sec): 3 clusters Score: Raw -3564427.544184 + Penalty 3550.081327 = -3560877.462857 nChanged 2 SP:Iteration 51Q (3830.959659 sec): 3 clusters Score: Raw -3564427.714793 + Penalty 3550.081327 = -3560877.633466 nChanged 1 SP:Iteration 52Q (3831.076732 sec): 3 clusters Score: Raw -3564427.810676 + Penalty 3550.081327 = -3560877.729349 nChanged 1 SP:Iteration 53Q (3831.205804 sec): 3 clusters Score: Raw -3564427.984933 + Penalty 3550.081327 = -3560877.903606 nChanged 3 SP:Iteration 54Q (3831.326444 sec): 3 clusters Score: Raw -3564428.166408 + Penalty 3550.081327 = -3560878.085081 nChanged 1 SP:Iteration 55Q (3831.452193 sec): 3 clusters Score: Raw -3564428.331445 + Penalty 3550.081327 = -3560878.250117 nChanged 0 SP:Iteration 56F (3831.588077 sec): 3 clusters Score: Raw -3564428.331445 + Penalty 3550.081327 = -3560878.250117 nChanged 0 Trying to split cluster 15 (11509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3831.638784 sec): 2 clusters Score: Raw -773825.599906 + Penalty 1519.518750 = -772306.081155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3831.705912 sec): 3 clusters Score: Raw -767147.132140 + Penalty 3039.037501 = -764108.094639 nChanged 5028 SP:Iteration 1F (3831.769844 sec): 3 clusters Score: Raw -769889.202476 + Penalty 3039.037501 = -766850.164976 nChanged 661 SP:Iteration 2F (3831.831378 sec): 3 clusters Score: Raw -770137.742809 + Penalty 3039.037501 = -767098.705309 nChanged 540 SP:Iteration 3Q (3831.897541 sec): 3 clusters Score: Raw -770350.634656 + Penalty 3039.037501 = -767311.597155 nChanged 514 SP:Iteration 4Q (3831.973325 sec): 3 clusters Score: Raw -770554.643175 + Penalty 3039.037501 = -767515.605675 nChanged 433 SP:Iteration 5Q (3832.042621 sec): 3 clusters Score: Raw -770717.211910 + Penalty 3039.037501 = -767678.174410 nChanged 391 SP:Iteration 6Q (3832.111285 sec): 3 clusters Score: Raw -770871.269278 + Penalty 3039.037501 = -767832.231777 nChanged 399 SP:Iteration 7Q (3832.181023 sec): 3 clusters Score: Raw -771052.644338 + Penalty 3039.037501 = -768013.606837 nChanged 404 SP:Iteration 8Q (3832.247053 sec): 3 clusters Score: Raw -771272.971965 + Penalty 3039.037501 = -768233.934464 nChanged 430 SP:Iteration 9Q (3832.304784 sec): 3 clusters Score: Raw -771508.982373 + Penalty 3039.037501 = -768469.944873 nChanged 468 SP:Iteration 10Q (3832.370961 sec): 3 clusters Score: Raw -771774.470109 + Penalty 3039.037501 = -768735.432608 nChanged 486 SP:Iteration 11Q (3832.435135 sec): 3 clusters Score: Raw -772069.368070 + Penalty 3039.037501 = -769030.330570 nChanged 468 SP:Iteration 12Q (3832.501133 sec): 3 clusters Score: Raw -772334.177559 + Penalty 3039.037501 = -769295.140058 nChanged 370 SP:Iteration 13Q (3832.580742 sec): 3 clusters Score: Raw -772523.174851 + Penalty 3039.037501 = -769484.137350 nChanged 302 SP:Iteration 14Q (3832.636065 sec): 3 clusters Score: Raw -772652.824487 + Penalty 3039.037501 = -769613.786986 nChanged 239 SP:Iteration 15Q (3832.705903 sec): 3 clusters Score: Raw -772738.637590 + Penalty 3039.037501 = -769699.600089 nChanged 192 SP:Iteration 16Q (3832.773176 sec): 3 clusters Score: Raw -772806.457195 + Penalty 3039.037501 = -769767.419695 nChanged 175 SP:Iteration 17Q (3832.840504 sec): 3 clusters Score: Raw -772856.398717 + Penalty 3039.037501 = -769817.361216 nChanged 145 SP:Iteration 18Q (3832.911707 sec): 3 clusters Score: Raw -772895.268792 + Penalty 3039.037501 = -769856.231291 nChanged 112 SP:Iteration 19Q (3832.977214 sec): 3 clusters Score: Raw -772924.511692 + Penalty 3039.037501 = -769885.474191 nChanged 118 SP:Iteration 20F (3833.028649 sec): 3 clusters Score: Raw -772960.345091 + Penalty 3039.037501 = -769921.307591 nChanged 127 SP:Iteration 21Q (3833.105928 sec): 3 clusters Score: Raw -772998.590034 + Penalty 3039.037501 = -769959.552534 nChanged 110 SP:Iteration 22Q (3833.170563 sec): 3 clusters Score: Raw -773031.491260 + Penalty 3039.037501 = -769992.453760 nChanged 118 SP:Iteration 23Q (3833.223550 sec): 3 clusters Score: Raw -773070.717480 + Penalty 3039.037501 = -770031.679980 nChanged 153 SP:Iteration 24Q (3833.299918 sec): 3 clusters Score: Raw -773126.963632 + Penalty 3039.037501 = -770087.926132 nChanged 161 SP:Iteration 25Q (3833.356105 sec): 3 clusters Score: Raw -773186.027280 + Penalty 3039.037501 = -770146.989779 nChanged 158 SP:Iteration 26Q (3833.422465 sec): 3 clusters Score: Raw -773244.176239 + Penalty 3039.037501 = -770205.138739 nChanged 158 SP:Iteration 27Q (3833.499461 sec): 3 clusters Score: Raw -773300.364517 + Penalty 3039.037501 = -770261.327017 nChanged 150 SP:Iteration 28Q (3833.566101 sec): 3 clusters Score: Raw -773358.048693 + Penalty 3039.037501 = -770319.011193 nChanged 170 SP:Iteration 29Q (3833.633602 sec): 3 clusters Score: Raw -773431.744691 + Penalty 3039.037501 = -770392.707191 nChanged 169 SP:Iteration 30Q (3833.702493 sec): 3 clusters Score: Raw -773500.529693 + Penalty 3039.037501 = -770461.492193 nChanged 140 SP:Iteration 31Q (3833.759712 sec): 3 clusters Score: Raw -773557.161799 + Penalty 3039.037501 = -770518.124299 nChanged 145 SP:Iteration 32Q (3833.829322 sec): 3 clusters Score: Raw -773623.227416 + Penalty 3039.037501 = -770584.189915 nChanged 160 SP:Iteration 33Q (3833.894610 sec): 3 clusters Score: Raw -773700.818102 + Penalty 3039.037501 = -770661.780601 nChanged 163 SP:Iteration 34Q (3833.961265 sec): 3 clusters Score: Raw -773773.743970 + Penalty 3039.037501 = -770734.706470 nChanged 160 SP:Iteration 35Q (3834.028228 sec): 3 clusters Score: Raw -773854.932933 + Penalty 3039.037501 = -770815.895432 nChanged 153 SP:Iteration 36Q (3834.094270 sec): 3 clusters Score: Raw -773922.606548 + Penalty 3039.037501 = -770883.569048 nChanged 130 SP:Iteration 37Q (3834.149243 sec): 3 clusters Score: Raw -773976.479816 + Penalty 3039.037501 = -770937.442315 nChanged 123 SP:Iteration 38Q (3834.210048 sec): 3 clusters Score: Raw -774016.266417 + Penalty 3039.037501 = -770977.228917 nChanged 91 SP:Iteration 39Q (3834.284206 sec): 3 clusters Score: Raw -774037.942144 + Penalty 3039.037501 = -770998.904643 nChanged 66 SP:Iteration 40F (3834.351708 sec): 3 clusters Score: Raw -774055.892336 + Penalty 3039.037501 = -771016.854835 nChanged 53 SP:Iteration 41Q (3834.411612 sec): 3 clusters Score: Raw -774067.790225 + Penalty 3039.037501 = -771028.752724 nChanged 53 SP:Iteration 42Q (3834.470375 sec): 3 clusters Score: Raw -774081.643351 + Penalty 3039.037501 = -771042.605851 nChanged 47 SP:Iteration 43Q (3834.525995 sec): 3 clusters Score: Raw -774092.125690 + Penalty 3039.037501 = -771053.088189 nChanged 32 SP:Iteration 44Q (3834.600104 sec): 3 clusters Score: Raw -774097.516096 + Penalty 3039.037501 = -771058.478596 nChanged 24 SP:Iteration 45Q (3834.665100 sec): 3 clusters Score: Raw -774101.067076 + Penalty 3039.037501 = -771062.029575 nChanged 13 SP:Iteration 46Q (3834.724415 sec): 3 clusters Score: Raw -774103.368298 + Penalty 3039.037501 = -771064.330797 nChanged 13 SP:Iteration 47Q (3834.800315 sec): 3 clusters Score: Raw -774105.765927 + Penalty 3039.037501 = -771066.728426 nChanged 16 SP:Iteration 48Q (3834.865831 sec): 3 clusters Score: Raw -774108.139867 + Penalty 3039.037501 = -771069.102367 nChanged 15 SP:Iteration 49Q (3834.926396 sec): 3 clusters Score: Raw -774110.595478 + Penalty 3039.037501 = -771071.557978 nChanged 15 SP:Iteration 50Q (3834.990317 sec): 3 clusters Score: Raw -774113.200272 + Penalty 3039.037501 = -771074.162771 nChanged 11 SP:Iteration 51Q (3835.058184 sec): 3 clusters Score: Raw -774115.173893 + Penalty 3039.037501 = -771076.136392 nChanged 11 SP:Iteration 52Q (3835.124453 sec): 3 clusters Score: Raw -774116.448101 + Penalty 3039.037501 = -771077.410600 nChanged 6 SP:Iteration 53Q (3835.186203 sec): 3 clusters Score: Raw -774117.068887 + Penalty 3039.037501 = -771078.031386 nChanged 7 SP:Iteration 54Q (3835.237726 sec): 3 clusters Score: Raw -774117.940379 + Penalty 3039.037501 = -771078.902879 nChanged 5 SP:Iteration 55Q (3835.312303 sec): 3 clusters Score: Raw -774118.560501 + Penalty 3039.037501 = -771079.523000 nChanged 8 SP:Iteration 56Q (3835.371638 sec): 3 clusters Score: Raw -774119.442997 + Penalty 3039.037501 = -771080.405497 nChanged 8 SP:Iteration 57Q (3835.438070 sec): 3 clusters Score: Raw -774120.229095 + Penalty 3039.037501 = -771081.191595 nChanged 3 SP:Iteration 58Q (3835.500690 sec): 3 clusters Score: Raw -774120.509115 + Penalty 3039.037501 = -771081.471614 nChanged 5 SP:Iteration 59Q (3835.566657 sec): 3 clusters Score: Raw -774120.923065 + Penalty 3039.037501 = -771081.885564 nChanged 6 SP:Iteration 60F (3835.630744 sec): 3 clusters Score: Raw -774121.794682 + Penalty 3039.037501 = -771082.757181 nChanged 6 SP:Iteration 61Q (3835.693801 sec): 3 clusters Score: Raw -774122.481903 + Penalty 3039.037501 = -771083.444402 nChanged 5 SP:Iteration 62Q (3835.759492 sec): 3 clusters Score: Raw -774122.827714 + Penalty 3039.037501 = -771083.790214 nChanged 3 SP:Iteration 63Q (3835.808412 sec): 3 clusters Score: Raw -774123.098925 + Penalty 3039.037501 = -771084.061425 nChanged 3 SP:Iteration 64Q (3835.877161 sec): 3 clusters Score: Raw -774123.418803 + Penalty 3039.037501 = -771084.381302 nChanged 6 SP:Iteration 65Q (3835.927591 sec): 3 clusters Score: Raw -774124.159971 + Penalty 3039.037501 = -771085.122471 nChanged 7 SP:Iteration 66Q (3835.991246 sec): 3 clusters Score: Raw -774125.337039 + Penalty 3039.037501 = -771086.299538 nChanged 11 SP:Iteration 67Q (3836.064441 sec): 3 clusters Score: Raw -774127.350464 + Penalty 3039.037501 = -771088.312964 nChanged 17 SP:Iteration 68Q (3836.123099 sec): 3 clusters Score: Raw -774130.160276 + Penalty 3039.037501 = -771091.122775 nChanged 9 SP:Iteration 69Q (3836.190568 sec): 3 clusters Score: Raw -774131.575770 + Penalty 3039.037501 = -771092.538270 nChanged 9 SP:Iteration 70Q (3836.244288 sec): 3 clusters Score: Raw -774132.638723 + Penalty 3039.037501 = -771093.601223 nChanged 8 SP:Iteration 71Q (3836.305232 sec): 3 clusters Score: Raw -774133.619444 + Penalty 3039.037501 = -771094.581944 nChanged 7 SP:Iteration 72Q (3836.367862 sec): 3 clusters Score: Raw -774134.721668 + Penalty 3039.037501 = -771095.684168 nChanged 14 SP:Iteration 73Q (3836.437391 sec): 3 clusters Score: Raw -774136.481224 + Penalty 3039.037501 = -771097.443723 nChanged 12 SP:Iteration 74Q (3836.489152 sec): 3 clusters Score: Raw -774137.827294 + Penalty 3039.037501 = -771098.789794 nChanged 9 SP:Iteration 75Q (3836.560370 sec): 3 clusters Score: Raw -774138.762233 + Penalty 3039.037501 = -771099.724733 nChanged 8 SP:Iteration 76Q (3836.606715 sec): 3 clusters Score: Raw -774139.994755 + Penalty 3039.037501 = -771100.957255 nChanged 6 SP:Iteration 77Q (3836.663141 sec): 3 clusters Score: Raw -774140.510728 + Penalty 3039.037501 = -771101.473227 nChanged 4 SP:Iteration 78Q (3836.732614 sec): 3 clusters Score: Raw -774141.036777 + Penalty 3039.037501 = -771101.999276 nChanged 2 SP:Iteration 79Q (3836.791565 sec): 3 clusters Score: Raw -774141.111758 + Penalty 3039.037501 = -771102.074257 nChanged 0 SP:Iteration 80F (3836.852731 sec): 3 clusters Score: Raw -774141.111758 + Penalty 3039.037501 = -771102.074257 nChanged 0 Trying to split cluster 16 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3836.868704 sec): 2 clusters Score: Raw -21394.466294 + Penalty 995.616242 = -20398.850052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3836.919439 sec): 3 clusters Score: Raw -21386.833152 + Penalty 1991.232485 = -19395.600667 nChanged 111 SP:Iteration 1F (3836.951511 sec): 3 clusters Score: Raw -21586.321062 + Penalty 1991.232485 = -19595.088577 nChanged 31 SP:Iteration 2F (3836.987184 sec): 3 clusters Score: Raw -21666.673966 + Penalty 1991.232485 = -19675.441481 nChanged 22 SP:Iteration 3Q (3837.023271 sec): 3 clusters Score: Raw -21730.974190 + Penalty 1991.232485 = -19739.741706 nChanged 13 SP:Iteration 4Q (3837.062341 sec): 3 clusters Score: Raw -21767.000563 + Penalty 1991.232485 = -19775.768078 nChanged 4 SP:Iteration 5Q (3837.106912 sec): 3 clusters Score: Raw -21775.104063 + Penalty 1991.232485 = -19783.871578 nChanged 3 SP:Iteration 6Q (3837.149062 sec): 3 clusters Score: Raw -21777.916211 + Penalty 1991.232485 = -19786.683726 nChanged 3 SP:Iteration 7Q (3837.200602 sec): 3 clusters Score: Raw -21784.583343 + Penalty 1991.232485 = -19793.350858 nChanged 1 SP:Iteration 8Q (3837.235834 sec): 3 clusters Score: Raw -21786.862003 + Penalty 1991.232485 = -19795.629519 nChanged 1 SP:Iteration 9Q (3837.292330 sec): 3 clusters Score: Raw -21788.188077 + Penalty 1991.232485 = -19796.955592 nChanged 2 SP:Iteration 10Q (3837.333275 sec): 3 clusters Score: Raw -21790.561031 + Penalty 1991.232485 = -19799.328546 nChanged 2 SP:Iteration 11Q (3837.379889 sec): 3 clusters Score: Raw -21792.606315 + Penalty 1991.232485 = -19801.373830 nChanged 1 SP:Iteration 12Q (3837.419677 sec): 3 clusters Score: Raw -21794.166056 + Penalty 1991.232485 = -19802.933571 nChanged 2 SP:Iteration 13Q (3837.456668 sec): 3 clusters Score: Raw -21796.745714 + Penalty 1991.232485 = -19805.513229 nChanged 1 SP:Iteration 14Q (3837.510624 sec): 3 clusters Score: Raw -21797.266733 + Penalty 1991.232485 = -19806.034248 nChanged 0 SP:Iteration 15F (3837.554013 sec): 3 clusters Score: Raw -21797.266733 + Penalty 1991.232485 = -19806.034248 nChanged 0 Trying to split cluster 17 (11292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3837.590689 sec): 2 clusters Score: Raw -683280.825086 + Penalty 1516.425591 = -681764.399495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3837.648819 sec): 3 clusters Score: Raw -676855.935004 + Penalty 3032.851182 = -673823.083822 nChanged 4966 SP:Iteration 1F (3837.709889 sec): 3 clusters Score: Raw -679660.832097 + Penalty 3032.851182 = -676627.980916 nChanged 817 SP:Iteration 2F (3837.762410 sec): 3 clusters Score: Raw -680188.060395 + Penalty 3032.851182 = -677155.209213 nChanged 832 SP:Iteration 3F (3837.835106 sec): 3 clusters Score: Raw -680815.908822 + Penalty 3032.851182 = -677783.057641 nChanged 922 SP:Iteration 4F (3837.887467 sec): 3 clusters Score: Raw -681640.874888 + Penalty 3032.851182 = -678608.023706 nChanged 903 SP:Iteration 5F (3837.954073 sec): 3 clusters Score: Raw -682397.303261 + Penalty 3032.851182 = -679364.452080 nChanged 745 SP:Iteration 6F (3838.015432 sec): 3 clusters Score: Raw -682970.630039 + Penalty 3032.851182 = -679937.778858 nChanged 546 SP:Iteration 7Q (3838.075704 sec): 3 clusters Score: Raw -683324.385906 + Penalty 3032.851182 = -680291.534724 nChanged 346 SP:Iteration 8Q (3838.141574 sec): 3 clusters Score: Raw -683513.629672 + Penalty 3032.851182 = -680480.778490 nChanged 252 SP:Iteration 9Q (3838.201572 sec): 3 clusters Score: Raw -683624.134524 + Penalty 3032.851182 = -680591.283343 nChanged 157 SP:Iteration 10Q (3838.273718 sec): 3 clusters Score: Raw -683681.279194 + Penalty 3032.851182 = -680648.428012 nChanged 128 SP:Iteration 11Q (3838.333514 sec): 3 clusters Score: Raw -683727.903451 + Penalty 3032.851182 = -680695.052269 nChanged 108 SP:Iteration 12Q (3838.402453 sec): 3 clusters Score: Raw -683770.540353 + Penalty 3032.851182 = -680737.689172 nChanged 135 SP:Iteration 13Q (3838.464632 sec): 3 clusters Score: Raw -683820.157182 + Penalty 3032.851182 = -680787.306000 nChanged 113 SP:Iteration 14Q (3838.532799 sec): 3 clusters Score: Raw -683861.839098 + Penalty 3032.851182 = -680828.987917 nChanged 111 SP:Iteration 15Q (3838.596352 sec): 3 clusters Score: Raw -683904.265274 + Penalty 3032.851182 = -680871.414092 nChanged 106 SP:Iteration 16Q (3838.675082 sec): 3 clusters Score: Raw -683941.789103 + Penalty 3032.851182 = -680908.937922 nChanged 102 SP:Iteration 17Q (3838.736785 sec): 3 clusters Score: Raw -683975.400455 + Penalty 3032.851182 = -680942.549274 nChanged 93 SP:Iteration 18Q (3838.799417 sec): 3 clusters Score: Raw -684002.012410 + Penalty 3032.851182 = -680969.161229 nChanged 65 SP:Iteration 19Q (3838.875769 sec): 3 clusters Score: Raw -684019.780113 + Penalty 3032.851182 = -680986.928932 nChanged 53 SP:Iteration 20F (3838.928622 sec): 3 clusters Score: Raw -684035.844723 + Penalty 3032.851182 = -681002.993542 nChanged 42 SP:Iteration 21Q (3839.001812 sec): 3 clusters Score: Raw -684047.922344 + Penalty 3032.851182 = -681015.071163 nChanged 41 SP:Iteration 22Q (3839.063690 sec): 3 clusters Score: Raw -684057.571661 + Penalty 3032.851182 = -681024.720480 nChanged 26 SP:Iteration 23Q (3839.126763 sec): 3 clusters Score: Raw -684062.852419 + Penalty 3032.851182 = -681030.001238 nChanged 22 SP:Iteration 24Q (3839.198125 sec): 3 clusters Score: Raw -684067.924251 + Penalty 3032.851182 = -681035.073070 nChanged 23 SP:Iteration 25Q (3839.263962 sec): 3 clusters Score: Raw -684074.417825 + Penalty 3032.851182 = -681041.566644 nChanged 30 SP:Iteration 26Q (3839.328504 sec): 3 clusters Score: Raw -684083.864407 + Penalty 3032.851182 = -681051.013225 nChanged 30 SP:Iteration 27Q (3839.398485 sec): 3 clusters Score: Raw -684092.534690 + Penalty 3032.851182 = -681059.683508 nChanged 22 SP:Iteration 28Q (3839.463974 sec): 3 clusters Score: Raw -684100.130917 + Penalty 3032.851182 = -681067.279735 nChanged 27 SP:Iteration 29Q (3839.531877 sec): 3 clusters Score: Raw -684108.108092 + Penalty 3032.851182 = -681075.256911 nChanged 31 SP:Iteration 30Q (3839.593630 sec): 3 clusters Score: Raw -684118.809497 + Penalty 3032.851182 = -681085.958315 nChanged 30 SP:Iteration 31Q (3839.654225 sec): 3 clusters Score: Raw -684126.590751 + Penalty 3032.851182 = -681093.739569 nChanged 19 SP:Iteration 32Q (3839.718796 sec): 3 clusters Score: Raw -684132.422529 + Penalty 3032.851182 = -681099.571347 nChanged 25 SP:Iteration 33Q (3839.772252 sec): 3 clusters Score: Raw -684140.094155 + Penalty 3032.851182 = -681107.242973 nChanged 26 SP:Iteration 34Q (3839.843671 sec): 3 clusters Score: Raw -684148.575456 + Penalty 3032.851182 = -681115.724275 nChanged 18 SP:Iteration 35Q (3839.907553 sec): 3 clusters Score: Raw -684153.931433 + Penalty 3032.851182 = -681121.080252 nChanged 18 SP:Iteration 36Q (3839.975143 sec): 3 clusters Score: Raw -684160.672073 + Penalty 3032.851182 = -681127.820892 nChanged 15 SP:Iteration 37Q (3840.042333 sec): 3 clusters Score: Raw -684166.528221 + Penalty 3032.851182 = -681133.677039 nChanged 15 SP:Iteration 38Q (3840.106696 sec): 3 clusters Score: Raw -684172.115646 + Penalty 3032.851182 = -681139.264465 nChanged 15 SP:Iteration 39Q (3840.155243 sec): 3 clusters Score: Raw -684177.513351 + Penalty 3032.851182 = -681144.662170 nChanged 8 SP:Iteration 40F (3840.215615 sec): 3 clusters Score: Raw -684180.386259 + Penalty 3032.851182 = -681147.535077 nChanged 7 SP:Iteration 41Q (3840.286554 sec): 3 clusters Score: Raw -684184.467007 + Penalty 3032.851182 = -681151.615825 nChanged 10 SP:Iteration 42Q (3840.347042 sec): 3 clusters Score: Raw -684187.758224 + Penalty 3032.851182 = -681154.907043 nChanged 9 SP:Iteration 43Q (3840.412119 sec): 3 clusters Score: Raw -684191.231119 + Penalty 3032.851182 = -681158.379937 nChanged 10 SP:Iteration 44Q (3840.471910 sec): 3 clusters Score: Raw -684198.571964 + Penalty 3032.851182 = -681165.720782 nChanged 12 SP:Iteration 45Q (3840.536972 sec): 3 clusters Score: Raw -684202.489044 + Penalty 3032.851182 = -681169.637863 nChanged 7 SP:Iteration 46Q (3840.594188 sec): 3 clusters Score: Raw -684204.232633 + Penalty 3032.851182 = -681171.381452 nChanged 1 SP:Iteration 47Q (3840.656462 sec): 3 clusters Score: Raw -684204.613615 + Penalty 3032.851182 = -681171.762433 nChanged 1 SP:Iteration 48Q (3840.726066 sec): 3 clusters Score: Raw -684204.747740 + Penalty 3032.851182 = -681171.896559 nChanged 0 SP:Iteration 49F (3840.782895 sec): 3 clusters Score: Raw -684204.747740 + Penalty 3032.851182 = -681171.896559 nChanged 0 Trying to split cluster 18 (2930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3840.821859 sec): 2 clusters Score: Raw -173934.549783 + Penalty 1297.198127 = -172637.351657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3840.871462 sec): 3 clusters Score: Raw -172607.053426 + Penalty 2594.396253 = -170012.657173 nChanged 1123 SP:Iteration 1F (3840.923840 sec): 3 clusters Score: Raw -173353.103471 + Penalty 2594.396253 = -170758.707218 nChanged 243 SP:Iteration 2F (3840.974443 sec): 3 clusters Score: Raw -173571.064535 + Penalty 2594.396253 = -170976.668282 nChanged 195 SP:Iteration 3F (3841.019083 sec): 3 clusters Score: Raw -173778.024462 + Penalty 2594.396253 = -171183.628208 nChanged 172 SP:Iteration 4F (3841.064971 sec): 3 clusters Score: Raw -173986.325483 + Penalty 2594.396253 = -171391.929230 nChanged 163 SP:Iteration 5F (3841.114407 sec): 3 clusters Score: Raw -174128.144674 + Penalty 2594.396253 = -171533.748421 nChanged 117 SP:Iteration 6Q (3841.169172 sec): 3 clusters Score: Raw -174209.194806 + Penalty 2594.396253 = -171614.798552 nChanged 86 SP:Iteration 7Q (3841.217950 sec): 3 clusters Score: Raw -174277.938910 + Penalty 2594.396253 = -171683.542656 nChanged 74 SP:Iteration 8Q (3841.266329 sec): 3 clusters Score: Raw -174316.528398 + Penalty 2594.396253 = -171722.132145 nChanged 60 SP:Iteration 9Q (3841.315295 sec): 3 clusters Score: Raw -174348.250055 + Penalty 2594.396253 = -171753.853802 nChanged 39 SP:Iteration 10Q (3841.362316 sec): 3 clusters Score: Raw -174366.910016 + Penalty 2594.396253 = -171772.513763 nChanged 32 SP:Iteration 11Q (3841.414844 sec): 3 clusters Score: Raw -174378.875441 + Penalty 2594.396253 = -171784.479188 nChanged 27 SP:Iteration 12Q (3841.454498 sec): 3 clusters Score: Raw -174391.217320 + Penalty 2594.396253 = -171796.821067 nChanged 19 SP:Iteration 13Q (3841.505957 sec): 3 clusters Score: Raw -174397.734059 + Penalty 2594.396253 = -171803.337805 nChanged 12 SP:Iteration 14Q (3841.566559 sec): 3 clusters Score: Raw -174402.200840 + Penalty 2594.396253 = -171807.804587 nChanged 9 SP:Iteration 15Q (3841.612038 sec): 3 clusters Score: Raw -174405.614335 + Penalty 2594.396253 = -171811.218082 nChanged 7 SP:Iteration 16Q (3841.664831 sec): 3 clusters Score: Raw -174408.125227 + Penalty 2594.396253 = -171813.728974 nChanged 6 SP:Iteration 17Q (3841.717517 sec): 3 clusters Score: Raw -174409.315779 + Penalty 2594.396253 = -171814.919526 nChanged 2 SP:Iteration 18Q (3841.767215 sec): 3 clusters Score: Raw -174409.775718 + Penalty 2594.396253 = -171815.379465 nChanged 2 SP:Iteration 19Q (3841.813476 sec): 3 clusters Score: Raw -174410.511390 + Penalty 2594.396253 = -171816.115137 nChanged 1 SP:Iteration 20F (3841.859148 sec): 3 clusters Score: Raw -174410.626602 + Penalty 2594.396253 = -171816.230349 nChanged 1 SP:Iteration 21Q (3841.907266 sec): 3 clusters Score: Raw -174410.801607 + Penalty 2594.396253 = -171816.405354 nChanged 4 SP:Iteration 22Q (3841.965945 sec): 3 clusters Score: Raw -174411.883723 + Penalty 2594.396253 = -171817.487470 nChanged 2 SP:Iteration 23Q (3842.020520 sec): 3 clusters Score: Raw -174412.066109 + Penalty 2594.396253 = -171817.669856 nChanged 0 SP:Iteration 24F (3842.061433 sec): 3 clusters Score: Raw -174412.066109 + Penalty 2594.396253 = -171817.669856 nChanged 0 Trying to split cluster 19 (3416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3842.087076 sec): 2 clusters Score: Raw -189636.366109 + Penalty 1322.136653 = -188314.229456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3842.139393 sec): 3 clusters Score: Raw -187964.514049 + Penalty 2644.273305 = -185320.240744 nChanged 1374 SP:Iteration 1F (3842.191936 sec): 3 clusters Score: Raw -188962.010146 + Penalty 2644.273305 = -186317.736840 nChanged 295 SP:Iteration 2F (3842.243147 sec): 3 clusters Score: Raw -189220.667479 + Penalty 2644.273305 = -186576.394173 nChanged 226 SP:Iteration 3F (3842.294838 sec): 3 clusters Score: Raw -189490.208466 + Penalty 2644.273305 = -186845.935161 nChanged 233 SP:Iteration 4F (3842.346186 sec): 3 clusters Score: Raw -189796.478038 + Penalty 2644.273305 = -187152.204732 nChanged 197 SP:Iteration 5F (3842.398476 sec): 3 clusters Score: Raw -190040.312947 + Penalty 2644.273305 = -187396.039642 nChanged 182 SP:Iteration 6F (3842.452682 sec): 3 clusters Score: Raw -190231.862857 + Penalty 2644.273305 = -187587.589552 nChanged 125 SP:Iteration 7Q (3842.514127 sec): 3 clusters Score: Raw -190361.706472 + Penalty 2644.273305 = -187717.433167 nChanged 108 SP:Iteration 8Q (3842.555197 sec): 3 clusters Score: Raw -190456.236236 + Penalty 2644.273305 = -187811.962931 nChanged 85 SP:Iteration 9Q (3842.602917 sec): 3 clusters Score: Raw -190504.994081 + Penalty 2644.273305 = -187860.720775 nChanged 44 SP:Iteration 10Q (3842.652738 sec): 3 clusters Score: Raw -190533.224083 + Penalty 2644.273305 = -187888.950778 nChanged 38 SP:Iteration 11Q (3842.716705 sec): 3 clusters Score: Raw -190554.875745 + Penalty 2644.273305 = -187910.602440 nChanged 30 SP:Iteration 12Q (3842.779429 sec): 3 clusters Score: Raw -190571.324655 + Penalty 2644.273305 = -187927.051350 nChanged 26 SP:Iteration 13Q (3842.816520 sec): 3 clusters Score: Raw -190581.489275 + Penalty 2644.273305 = -187937.215969 nChanged 19 SP:Iteration 14Q (3842.874082 sec): 3 clusters Score: Raw -190586.971856 + Penalty 2644.273305 = -187942.698550 nChanged 11 SP:Iteration 15Q (3842.926328 sec): 3 clusters Score: Raw -190591.269096 + Penalty 2644.273305 = -187946.995791 nChanged 9 SP:Iteration 16Q (3842.969725 sec): 3 clusters Score: Raw -190595.734101 + Penalty 2644.273305 = -187951.460795 nChanged 7 SP:Iteration 17Q (3843.018359 sec): 3 clusters Score: Raw -190598.049137 + Penalty 2644.273305 = -187953.775832 nChanged 5 SP:Iteration 18Q (3843.066272 sec): 3 clusters Score: Raw -190598.977198 + Penalty 2644.273305 = -187954.703892 nChanged 3 SP:Iteration 19Q (3843.126231 sec): 3 clusters Score: Raw -190599.358814 + Penalty 2644.273305 = -187955.085509 nChanged 0 SP:Iteration 20F (3843.171805 sec): 3 clusters Score: Raw -190599.358814 + Penalty 2644.273305 = -187955.085509 nChanged 0 Trying to split cluster 20 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3843.193066 sec): 2 clusters Score: Raw -25068.994652 + Penalty 969.914978 = -24099.079674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3843.238312 sec): 3 clusters Score: Raw -25096.940308 + Penalty 1939.829957 = -23157.110351 nChanged 70 SP:Iteration 1F (3843.290074 sec): 3 clusters Score: Raw -25213.514305 + Penalty 1939.829957 = -23273.684348 nChanged 17 SP:Iteration 2Q (3843.332303 sec): 3 clusters Score: Raw -25239.707761 + Penalty 1939.829957 = -23299.877804 nChanged 8 SP:Iteration 3Q (3843.362609 sec): 3 clusters Score: Raw -25258.606080 + Penalty 1939.829957 = -23318.776123 nChanged 6 SP:Iteration 4Q (3843.394769 sec): 3 clusters Score: Raw -25267.062392 + Penalty 1939.829957 = -23327.232435 nChanged 3 SP:Iteration 5Q (3843.428634 sec): 3 clusters Score: Raw -25271.364181 + Penalty 1939.829957 = -23331.534224 nChanged 1 SP:Iteration 6Q (3843.472512 sec): 3 clusters Score: Raw -25273.655489 + Penalty 1939.829957 = -23333.825532 nChanged 0 SP:Iteration 7F (3843.512836 sec): 3 clusters Score: Raw -25273.655489 + Penalty 1939.829957 = -23333.825532 nChanged 0 Trying to split cluster 21 (4424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3843.535992 sec): 2 clusters Score: Raw -292591.399108 + Penalty 1364.154926 = -291227.244182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3843.589773 sec): 3 clusters Score: Raw -290371.379520 + Penalty 2728.309852 = -287643.069668 nChanged 1774 SP:Iteration 1F (3843.634800 sec): 3 clusters Score: Raw -291294.237041 + Penalty 2728.309852 = -288565.927189 nChanged 289 SP:Iteration 2F (3843.691303 sec): 3 clusters Score: Raw -291431.180766 + Penalty 2728.309852 = -288702.870914 nChanged 205 SP:Iteration 3Q (3843.746125 sec): 3 clusters Score: Raw -291531.346534 + Penalty 2728.309852 = -288803.036683 nChanged 167 SP:Iteration 4Q (3843.800370 sec): 3 clusters Score: Raw -291620.310827 + Penalty 2728.309852 = -288892.000975 nChanged 152 SP:Iteration 5Q (3843.847445 sec): 3 clusters Score: Raw -291687.721119 + Penalty 2728.309852 = -288959.411268 nChanged 124 SP:Iteration 6Q (3843.892251 sec): 3 clusters Score: Raw -291730.575910 + Penalty 2728.309852 = -289002.266058 nChanged 97 SP:Iteration 7Q (3843.946035 sec): 3 clusters Score: Raw -291767.679432 + Penalty 2728.309852 = -289039.369580 nChanged 69 SP:Iteration 8Q (3843.999400 sec): 3 clusters Score: Raw -291789.653684 + Penalty 2728.309852 = -289061.343833 nChanged 54 SP:Iteration 9Q (3844.053974 sec): 3 clusters Score: Raw -291806.651970 + Penalty 2728.309852 = -289078.342119 nChanged 50 SP:Iteration 10Q (3844.103046 sec): 3 clusters Score: Raw -291825.374535 + Penalty 2728.309852 = -289097.064683 nChanged 55 SP:Iteration 11Q (3844.153089 sec): 3 clusters Score: Raw -291845.451467 + Penalty 2728.309852 = -289117.141616 nChanged 57 SP:Iteration 12Q (3844.202425 sec): 3 clusters Score: Raw -291865.939067 + Penalty 2728.309852 = -289137.629215 nChanged 45 SP:Iteration 13Q (3844.258419 sec): 3 clusters Score: Raw -291879.055616 + Penalty 2728.309852 = -289150.745765 nChanged 62 SP:Iteration 14Q (3844.311297 sec): 3 clusters Score: Raw -291900.740824 + Penalty 2728.309852 = -289172.430973 nChanged 77 SP:Iteration 15Q (3844.357344 sec): 3 clusters Score: Raw -291934.167583 + Penalty 2728.309852 = -289205.857732 nChanged 72 SP:Iteration 16Q (3844.413720 sec): 3 clusters Score: Raw -291973.089917 + Penalty 2728.309852 = -289244.780065 nChanged 83 SP:Iteration 17Q (3844.457041 sec): 3 clusters Score: Raw -292023.077029 + Penalty 2728.309852 = -289294.767178 nChanged 98 SP:Iteration 18Q (3844.508647 sec): 3 clusters Score: Raw -292100.231846 + Penalty 2728.309852 = -289371.921994 nChanged 93 SP:Iteration 19Q (3844.568377 sec): 3 clusters Score: Raw -292176.371025 + Penalty 2728.309852 = -289448.061173 nChanged 100 SP:Iteration 20F (3844.614922 sec): 3 clusters Score: Raw -292258.875980 + Penalty 2728.309852 = -289530.566128 nChanged 90 SP:Iteration 21Q (3844.665564 sec): 3 clusters Score: Raw -292325.984419 + Penalty 2728.309852 = -289597.674568 nChanged 96 SP:Iteration 22Q (3844.721633 sec): 3 clusters Score: Raw -292392.908125 + Penalty 2728.309852 = -289664.598274 nChanged 88 SP:Iteration 23Q (3844.777561 sec): 3 clusters Score: Raw -292441.263345 + Penalty 2728.309852 = -289712.953494 nChanged 63 SP:Iteration 24Q (3844.822122 sec): 3 clusters Score: Raw -292471.176426 + Penalty 2728.309852 = -289742.866575 nChanged 50 SP:Iteration 25Q (3844.863921 sec): 3 clusters Score: Raw -292501.949019 + Penalty 2728.309852 = -289773.639168 nChanged 48 SP:Iteration 26Q (3844.919299 sec): 3 clusters Score: Raw -292523.632399 + Penalty 2728.309852 = -289795.322548 nChanged 45 SP:Iteration 27Q (3844.971386 sec): 3 clusters Score: Raw -292546.498849 + Penalty 2728.309852 = -289818.188997 nChanged 36 SP:Iteration 28Q (3845.026911 sec): 3 clusters Score: Raw -292564.337235 + Penalty 2728.309852 = -289836.027384 nChanged 29 SP:Iteration 29Q (3845.071639 sec): 3 clusters Score: Raw -292578.726516 + Penalty 2728.309852 = -289850.416664 nChanged 25 SP:Iteration 30Q (3845.120738 sec): 3 clusters Score: Raw -292590.666011 + Penalty 2728.309852 = -289862.356159 nChanged 19 SP:Iteration 31Q (3845.165804 sec): 3 clusters Score: Raw -292599.642030 + Penalty 2728.309852 = -289871.332178 nChanged 22 SP:Iteration 32Q (3845.209091 sec): 3 clusters Score: Raw -292608.676224 + Penalty 2728.309852 = -289880.366372 nChanged 25 SP:Iteration 33Q (3845.257816 sec): 3 clusters Score: Raw -292618.624563 + Penalty 2728.309852 = -289890.314712 nChanged 14 SP:Iteration 34Q (3845.309917 sec): 3 clusters Score: Raw -292623.972776 + Penalty 2728.309852 = -289895.662925 nChanged 17 SP:Iteration 35Q (3845.355830 sec): 3 clusters Score: Raw -292630.495948 + Penalty 2728.309852 = -289902.186097 nChanged 13 SP:Iteration 36Q (3845.398485 sec): 3 clusters Score: Raw -292635.729371 + Penalty 2728.309852 = -289907.419519 nChanged 10 SP:Iteration 37Q (3845.444697 sec): 3 clusters Score: Raw -292640.502948 + Penalty 2728.309852 = -289912.193096 nChanged 17 SP:Iteration 38Q (3845.486716 sec): 3 clusters Score: Raw -292647.132566 + Penalty 2728.309852 = -289918.822714 nChanged 17 SP:Iteration 39Q (3845.532404 sec): 3 clusters Score: Raw -292654.397621 + Penalty 2728.309852 = -289926.087769 nChanged 12 SP:Iteration 40F (3845.586419 sec): 3 clusters Score: Raw -292660.707593 + Penalty 2728.309852 = -289932.397741 nChanged 14 SP:Iteration 41Q (3845.638848 sec): 3 clusters Score: Raw -292665.317093 + Penalty 2728.309852 = -289937.007242 nChanged 13 SP:Iteration 42Q (3845.690732 sec): 3 clusters Score: Raw -292671.908815 + Penalty 2728.309852 = -289943.598964 nChanged 16 SP:Iteration 43Q (3845.746467 sec): 3 clusters Score: Raw -292679.792999 + Penalty 2728.309852 = -289951.483148 nChanged 11 SP:Iteration 44Q (3845.796626 sec): 3 clusters Score: Raw -292683.383667 + Penalty 2728.309852 = -289955.073815 nChanged 11 SP:Iteration 45Q (3845.847144 sec): 3 clusters Score: Raw -292688.520995 + Penalty 2728.309852 = -289960.211143 nChanged 9 SP:Iteration 46Q (3845.907648 sec): 3 clusters Score: Raw -292693.028101 + Penalty 2728.309852 = -289964.718249 nChanged 6 SP:Iteration 47Q (3845.957051 sec): 3 clusters Score: Raw -292696.521346 + Penalty 2728.309852 = -289968.211495 nChanged 6 SP:Iteration 48Q (3846.011046 sec): 3 clusters Score: Raw -292698.576734 + Penalty 2728.309852 = -289970.266883 nChanged 5 SP:Iteration 49Q (3846.065463 sec): 3 clusters Score: Raw -292701.153681 + Penalty 2728.309852 = -289972.843830 nChanged 6 SP:Iteration 50Q (3846.122351 sec): 3 clusters Score: Raw -292703.259605 + Penalty 2728.309852 = -289974.949754 nChanged 2 SP:Iteration 51Q (3846.163614 sec): 3 clusters Score: Raw -292703.875820 + Penalty 2728.309852 = -289975.565969 nChanged 1 SP:Iteration 52Q (3846.217348 sec): 3 clusters Score: Raw -292704.206082 + Penalty 2728.309852 = -289975.896230 nChanged 3 SP:Iteration 53Q (3846.278072 sec): 3 clusters Score: Raw -292705.078063 + Penalty 2728.309852 = -289976.768211 nChanged 2 SP:Iteration 54Q (3846.328559 sec): 3 clusters Score: Raw -292705.540421 + Penalty 2728.309852 = -289977.230570 nChanged 2 SP:Iteration 55Q (3846.381827 sec): 3 clusters Score: Raw -292706.064139 + Penalty 2728.309852 = -289977.754287 nChanged 3 SP:Iteration 56Q (3846.427608 sec): 3 clusters Score: Raw -292707.071972 + Penalty 2728.309852 = -289978.762120 nChanged 1 SP:Iteration 57Q (3846.478659 sec): 3 clusters Score: Raw -292707.332849 + Penalty 2728.309852 = -289979.022998 nChanged 1 SP:Iteration 58Q (3846.532615 sec): 3 clusters Score: Raw -292707.808427 + Penalty 2728.309852 = -289979.498575 nChanged 2 SP:Iteration 59Q (3846.577559 sec): 3 clusters Score: Raw -292709.184718 + Penalty 2728.309852 = -289980.874866 nChanged 3 SP:Iteration 60F (3846.644878 sec): 3 clusters Score: Raw -292710.633373 + Penalty 2728.309852 = -289982.323521 nChanged 2 SP:Iteration 61Q (3846.692961 sec): 3 clusters Score: Raw -292711.749091 + Penalty 2728.309852 = -289983.439239 nChanged 3 SP:Iteration 62Q (3846.743005 sec): 3 clusters Score: Raw -292714.900742 + Penalty 2728.309852 = -289986.590890 nChanged 8 SP:Iteration 63Q (3846.803033 sec): 3 clusters Score: Raw -292717.854877 + Penalty 2728.309852 = -289989.545025 nChanged 4 SP:Iteration 64Q (3846.848328 sec): 3 clusters Score: Raw -292719.614814 + Penalty 2728.309852 = -289991.304962 nChanged 2 SP:Iteration 65Q (3846.902712 sec): 3 clusters Score: Raw -292720.930167 + Penalty 2728.309852 = -289992.620316 nChanged 0 SP:Iteration 66F (3846.941735 sec): 3 clusters Score: Raw -292720.930167 + Penalty 2728.309852 = -289992.620316 nChanged 0 Trying to split cluster 22 (5336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3846.978294 sec): 2 clusters Score: Raw -365195.461788 + Penalty 1394.612633 = -363800.849155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3847.035799 sec): 3 clusters Score: Raw -362347.443279 + Penalty 2789.225266 = -359558.218013 nChanged 2214 SP:Iteration 1F (3847.089108 sec): 3 clusters Score: Raw -363534.070072 + Penalty 2789.225266 = -360744.844806 nChanged 345 SP:Iteration 2F (3847.131500 sec): 3 clusters Score: Raw -363721.619996 + Penalty 2789.225266 = -360932.394730 nChanged 288 SP:Iteration 3F (3847.195250 sec): 3 clusters Score: Raw -363897.832137 + Penalty 2789.225266 = -361108.606871 nChanged 272 SP:Iteration 4F (3847.252970 sec): 3 clusters Score: Raw -364079.864031 + Penalty 2789.225266 = -361290.638765 nChanged 271 SP:Iteration 5F (3847.307653 sec): 3 clusters Score: Raw -364282.797207 + Penalty 2789.225266 = -361493.571941 nChanged 292 SP:Iteration 6F (3847.359061 sec): 3 clusters Score: Raw -364551.896623 + Penalty 2789.225266 = -361762.671357 nChanged 340 SP:Iteration 7F (3847.401512 sec): 3 clusters Score: Raw -364842.826882 + Penalty 2789.225266 = -362053.601616 nChanged 341 SP:Iteration 8F (3847.463179 sec): 3 clusters Score: Raw -365180.090469 + Penalty 2789.225266 = -362390.865203 nChanged 333 SP:Iteration 9F (3847.516982 sec): 3 clusters Score: Raw -365443.069013 + Penalty 2789.225266 = -362653.843747 nChanged 246 SP:Iteration 10Q (3847.565597 sec): 3 clusters Score: Raw -365589.885213 + Penalty 2789.225266 = -362800.659947 nChanged 156 SP:Iteration 11Q (3847.622715 sec): 3 clusters Score: Raw -365663.126885 + Penalty 2789.225266 = -362873.901619 nChanged 99 SP:Iteration 12Q (3847.674856 sec): 3 clusters Score: Raw -365716.035126 + Penalty 2789.225266 = -362926.809860 nChanged 76 SP:Iteration 13Q (3847.741215 sec): 3 clusters Score: Raw -365746.132747 + Penalty 2789.225266 = -362956.907481 nChanged 57 SP:Iteration 14Q (3847.798617 sec): 3 clusters Score: Raw -365765.749145 + Penalty 2789.225266 = -362976.523879 nChanged 33 SP:Iteration 15Q (3847.845041 sec): 3 clusters Score: Raw -365776.776133 + Penalty 2789.225266 = -362987.550867 nChanged 26 SP:Iteration 16Q (3847.900192 sec): 3 clusters Score: Raw -365784.359586 + Penalty 2789.225266 = -362995.134320 nChanged 19 SP:Iteration 17Q (3847.956228 sec): 3 clusters Score: Raw -365789.880346 + Penalty 2789.225266 = -363000.655080 nChanged 21 SP:Iteration 18Q (3848.011627 sec): 3 clusters Score: Raw -365795.291932 + Penalty 2789.225266 = -363006.066666 nChanged 16 SP:Iteration 19Q (3848.058219 sec): 3 clusters Score: Raw -365799.631440 + Penalty 2789.225266 = -363010.406174 nChanged 10 SP:Iteration 20F (3848.120900 sec): 3 clusters Score: Raw -365802.159019 + Penalty 2789.225266 = -363012.933753 nChanged 11 SP:Iteration 21Q (3848.165346 sec): 3 clusters Score: Raw -365805.511994 + Penalty 2789.225266 = -363016.286728 nChanged 7 SP:Iteration 22Q (3848.223460 sec): 3 clusters Score: Raw -365807.453763 + Penalty 2789.225266 = -363018.228497 nChanged 14 SP:Iteration 23Q (3848.268787 sec): 3 clusters Score: Raw -365811.618853 + Penalty 2789.225266 = -363022.393588 nChanged 11 SP:Iteration 24Q (3848.328424 sec): 3 clusters Score: Raw -365815.764569 + Penalty 2789.225266 = -363026.539303 nChanged 11 SP:Iteration 25Q (3848.384095 sec): 3 clusters Score: Raw -365819.748058 + Penalty 2789.225266 = -363030.522793 nChanged 11 SP:Iteration 26Q (3848.438122 sec): 3 clusters Score: Raw -365822.866561 + Penalty 2789.225266 = -363033.641295 nChanged 11 SP:Iteration 27Q (3848.492186 sec): 3 clusters Score: Raw -365825.966011 + Penalty 2789.225266 = -363036.740745 nChanged 9 SP:Iteration 28Q (3848.539301 sec): 3 clusters Score: Raw -365827.548843 + Penalty 2789.225266 = -363038.323577 nChanged 4 SP:Iteration 29Q (3848.599564 sec): 3 clusters Score: Raw -365828.355344 + Penalty 2789.225266 = -363039.130078 nChanged 1 SP:Iteration 30Q (3848.655168 sec): 3 clusters Score: Raw -365828.477682 + Penalty 2789.225266 = -363039.252416 nChanged 0 SP:Iteration 31F (3848.710212 sec): 3 clusters Score: Raw -365828.477682 + Penalty 2789.225266 = -363039.252416 nChanged 0 Trying to split cluster 23 (45361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3848.789228 sec): 2 clusters Score: Raw -3095399.491234 + Penalty 1742.391297 = -3093657.099937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3848.924006 sec): 3 clusters Score: Raw -3067006.170265 + Penalty 3484.782595 = -3063521.387670 nChanged 21121 SP:Iteration 1F (3849.040453 sec): 3 clusters Score: Raw -3078789.179551 + Penalty 3484.782595 = -3075304.396956 nChanged 2074 SP:Iteration 2Q (3849.166140 sec): 3 clusters Score: Raw -3079528.901324 + Penalty 3484.782595 = -3076044.118729 nChanged 2332 SP:Iteration 3F (3849.289616 sec): 3 clusters Score: Raw -3080525.928917 + Penalty 3484.782595 = -3077041.146322 nChanged 2710 SP:Iteration 4F (3849.418375 sec): 3 clusters Score: Raw -3081986.289787 + Penalty 3484.782595 = -3078501.507192 nChanged 3230 SP:Iteration 5F (3849.535651 sec): 3 clusters Score: Raw -3084151.511965 + Penalty 3484.782595 = -3080666.729370 nChanged 3618 SP:Iteration 6F (3849.662047 sec): 3 clusters Score: Raw -3087049.424998 + Penalty 3484.782595 = -3083564.642404 nChanged 3464 SP:Iteration 7F (3849.785791 sec): 3 clusters Score: Raw -3090138.424219 + Penalty 3484.782595 = -3086653.641625 nChanged 2800 SP:Iteration 8F (3849.903480 sec): 3 clusters Score: Raw -3092819.435754 + Penalty 3484.782595 = -3089334.653159 nChanged 1710 SP:Iteration 9Q (3850.031440 sec): 3 clusters Score: Raw -3094450.035654 + Penalty 3484.782595 = -3090965.253059 nChanged 888 SP:Iteration 10Q (3850.154943 sec): 3 clusters Score: Raw -3095267.256519 + Penalty 3484.782595 = -3091782.473924 nChanged 382 SP:Iteration 11Q (3850.271585 sec): 3 clusters Score: Raw -3095606.087441 + Penalty 3484.782595 = -3092121.304846 nChanged 188 SP:Iteration 12Q (3850.388622 sec): 3 clusters Score: Raw -3095776.041874 + Penalty 3484.782595 = -3092291.259279 nChanged 105 SP:Iteration 13Q (3850.499024 sec): 3 clusters Score: Raw -3095880.827742 + Penalty 3484.782595 = -3092396.045147 nChanged 73 SP:Iteration 14Q (3850.602099 sec): 3 clusters Score: Raw -3095960.163111 + Penalty 3484.782595 = -3092475.380516 nChanged 44 SP:Iteration 15Q (3850.702975 sec): 3 clusters Score: Raw -3096005.060025 + Penalty 3484.782595 = -3092520.277431 nChanged 33 SP:Iteration 16Q (3850.801348 sec): 3 clusters Score: Raw -3096032.552107 + Penalty 3484.782595 = -3092547.769513 nChanged 25 SP:Iteration 17Q (3850.916841 sec): 3 clusters Score: Raw -3096051.822791 + Penalty 3484.782595 = -3092567.040196 nChanged 19 SP:Iteration 18Q (3851.024112 sec): 3 clusters Score: Raw -3096064.450797 + Penalty 3484.782595 = -3092579.668202 nChanged 20 SP:Iteration 19Q (3851.124181 sec): 3 clusters Score: Raw -3096081.781644 + Penalty 3484.782595 = -3092596.999049 nChanged 15 SP:Iteration 20F (3851.243981 sec): 3 clusters Score: Raw -3096097.339227 + Penalty 3484.782595 = -3092612.556632 nChanged 17 SP:Iteration 21Q (3851.360997 sec): 3 clusters Score: Raw -3096108.862453 + Penalty 3484.782595 = -3092624.079858 nChanged 17 SP:Iteration 22Q (3851.475969 sec): 3 clusters Score: Raw -3096117.883365 + Penalty 3484.782595 = -3092633.100770 nChanged 19 SP:Iteration 23Q (3851.593802 sec): 3 clusters Score: Raw -3096131.126867 + Penalty 3484.782595 = -3092646.344272 nChanged 16 SP:Iteration 24Q (3851.705212 sec): 3 clusters Score: Raw -3096139.398942 + Penalty 3484.782595 = -3092654.616347 nChanged 10 SP:Iteration 25Q (3851.818879 sec): 3 clusters Score: Raw -3096148.263876 + Penalty 3484.782595 = -3092663.481282 nChanged 10 SP:Iteration 26Q (3851.926620 sec): 3 clusters Score: Raw -3096155.837065 + Penalty 3484.782595 = -3092671.054470 nChanged 7 SP:Iteration 27Q (3852.025500 sec): 3 clusters Score: Raw -3096161.591816 + Penalty 3484.782595 = -3092676.809222 nChanged 2 SP:Iteration 28Q (3852.135802 sec): 3 clusters Score: Raw -3096162.581092 + Penalty 3484.782595 = -3092677.798497 nChanged 3 SP:Iteration 29Q (3852.242359 sec): 3 clusters Score: Raw -3096163.832094 + Penalty 3484.782595 = -3092679.049500 nChanged 3 SP:Iteration 30Q (3852.354694 sec): 3 clusters Score: Raw -3096165.131276 + Penalty 3484.782595 = -3092680.348681 nChanged 0 SP:Iteration 31F (3852.479356 sec): 3 clusters Score: Raw -3096165.131276 + Penalty 3484.782595 = -3092680.348681 nChanged 0 Trying to split cluster 24 (30394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3852.548065 sec): 2 clusters Score: Raw -2076252.544935 + Penalty 1677.325081 = -2074575.219854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3852.642384 sec): 3 clusters Score: Raw -2057355.401231 + Penalty 3354.650162 = -2054000.751069 nChanged 14055 SP:Iteration 1F (3852.745527 sec): 3 clusters Score: Raw -2065162.522705 + Penalty 3354.650162 = -2061807.872543 nChanged 1388 SP:Iteration 2Q (3852.848194 sec): 3 clusters Score: Raw -2065573.508798 + Penalty 3354.650162 = -2062218.858635 nChanged 1305 SP:Iteration 3Q (3852.948254 sec): 3 clusters Score: Raw -2066020.629985 + Penalty 3354.650162 = -2062665.979823 nChanged 1325 SP:Iteration 4Q (3853.045037 sec): 3 clusters Score: Raw -2066530.854944 + Penalty 3354.650162 = -2063176.204782 nChanged 1454 SP:Iteration 5Q (3853.147083 sec): 3 clusters Score: Raw -2067223.414478 + Penalty 3354.650162 = -2063868.764315 nChanged 1685 SP:Iteration 6F (3853.245426 sec): 3 clusters Score: Raw -2068252.387464 + Penalty 3354.650162 = -2064897.737301 nChanged 1839 SP:Iteration 7F (3853.338188 sec): 3 clusters Score: Raw -2069606.226258 + Penalty 3354.650162 = -2066251.576096 nChanged 1787 SP:Iteration 8F (3853.435418 sec): 3 clusters Score: Raw -2071070.750907 + Penalty 3354.650162 = -2067716.100744 nChanged 1643 SP:Iteration 9F (3853.528915 sec): 3 clusters Score: Raw -2072370.501418 + Penalty 3354.650162 = -2069015.851256 nChanged 1281 SP:Iteration 10Q (3853.628574 sec): 3 clusters Score: Raw -2073225.335477 + Penalty 3354.650162 = -2069870.685315 nChanged 998 SP:Iteration 11Q (3853.723293 sec): 3 clusters Score: Raw -2073753.331279 + Penalty 3354.650162 = -2070398.681117 nChanged 695 SP:Iteration 12Q (3853.822662 sec): 3 clusters Score: Raw -2074053.446976 + Penalty 3354.650162 = -2070698.796813 nChanged 536 SP:Iteration 13Q (3853.911936 sec): 3 clusters Score: Raw -2074278.352639 + Penalty 3354.650162 = -2070923.702477 nChanged 495 SP:Iteration 14Q (3854.013169 sec): 3 clusters Score: Raw -2074490.441513 + Penalty 3354.650162 = -2071135.791351 nChanged 448 SP:Iteration 15Q (3854.095564 sec): 3 clusters Score: Raw -2074687.912193 + Penalty 3354.650162 = -2071333.262031 nChanged 436 SP:Iteration 16Q (3854.200724 sec): 3 clusters Score: Raw -2074866.874426 + Penalty 3354.650162 = -2071512.224263 nChanged 401 SP:Iteration 17Q (3854.292683 sec): 3 clusters Score: Raw -2075024.407193 + Penalty 3354.650162 = -2071669.757031 nChanged 334 SP:Iteration 18Q (3854.383571 sec): 3 clusters Score: Raw -2075158.840602 + Penalty 3354.650162 = -2071804.190440 nChanged 343 SP:Iteration 19Q (3854.476294 sec): 3 clusters Score: Raw -2075301.826645 + Penalty 3354.650162 = -2071947.176483 nChanged 318 SP:Iteration 20F (3854.573418 sec): 3 clusters Score: Raw -2075434.941184 + Penalty 3354.650162 = -2072080.291021 nChanged 293 SP:Iteration 21Q (3854.674442 sec): 3 clusters Score: Raw -2075557.606740 + Penalty 3354.650162 = -2072202.956578 nChanged 285 SP:Iteration 22Q (3854.771802 sec): 3 clusters Score: Raw -2075673.455711 + Penalty 3354.650162 = -2072318.805549 nChanged 258 SP:Iteration 23Q (3854.865145 sec): 3 clusters Score: Raw -2075777.528518 + Penalty 3354.650162 = -2072422.878355 nChanged 260 SP:Iteration 24Q (3854.955811 sec): 3 clusters Score: Raw -2075883.440901 + Penalty 3354.650162 = -2072528.790739 nChanged 231 SP:Iteration 25Q (3855.050768 sec): 3 clusters Score: Raw -2075976.459521 + Penalty 3354.650162 = -2072621.809358 nChanged 199 SP:Iteration 26Q (3855.143851 sec): 3 clusters Score: Raw -2076053.074437 + Penalty 3354.650162 = -2072698.424275 nChanged 173 SP:Iteration 27Q (3855.231218 sec): 3 clusters Score: Raw -2076116.931866 + Penalty 3354.650162 = -2072762.281704 nChanged 155 SP:Iteration 28Q (3855.313407 sec): 3 clusters Score: Raw -2076170.582787 + Penalty 3354.650162 = -2072815.932625 nChanged 117 SP:Iteration 29Q (3855.404739 sec): 3 clusters Score: Raw -2076213.219898 + Penalty 3354.650162 = -2072858.569736 nChanged 102 SP:Iteration 30Q (3855.497133 sec): 3 clusters Score: Raw -2076252.029984 + Penalty 3354.650162 = -2072897.379822 nChanged 91 SP:Iteration 31Q (3855.577747 sec): 3 clusters Score: Raw -2076285.936786 + Penalty 3354.650162 = -2072931.286623 nChanged 82 SP:Iteration 32Q (3855.665427 sec): 3 clusters Score: Raw -2076320.013504 + Penalty 3354.650162 = -2072965.363341 nChanged 107 SP:Iteration 33Q (3855.758504 sec): 3 clusters Score: Raw -2076366.883698 + Penalty 3354.650162 = -2073012.233536 nChanged 88 SP:Iteration 34Q (3855.840044 sec): 3 clusters Score: Raw -2076404.177905 + Penalty 3354.650162 = -2073049.527743 nChanged 72 SP:Iteration 35Q (3855.929999 sec): 3 clusters Score: Raw -2076428.854067 + Penalty 3354.650162 = -2073074.203905 nChanged 64 SP:Iteration 36Q (3856.026579 sec): 3 clusters Score: Raw -2076448.093563 + Penalty 3354.650162 = -2073093.443401 nChanged 48 SP:Iteration 37Q (3856.115349 sec): 3 clusters Score: Raw -2076463.209632 + Penalty 3354.650162 = -2073108.559470 nChanged 40 SP:Iteration 38Q (3856.203180 sec): 3 clusters Score: Raw -2076475.198272 + Penalty 3354.650162 = -2073120.548109 nChanged 36 SP:Iteration 39Q (3856.290332 sec): 3 clusters Score: Raw -2076487.326674 + Penalty 3354.650162 = -2073132.676511 nChanged 39 SP:Iteration 40F (3856.379578 sec): 3 clusters Score: Raw -2076501.937405 + Penalty 3354.650162 = -2073147.287243 nChanged 34 SP:Iteration 41Q (3856.471964 sec): 3 clusters Score: Raw -2076514.426345 + Penalty 3354.650162 = -2073159.776183 nChanged 28 SP:Iteration 42Q (3856.560984 sec): 3 clusters Score: Raw -2076523.240752 + Penalty 3354.650162 = -2073168.590589 nChanged 22 SP:Iteration 43Q (3856.650198 sec): 3 clusters Score: Raw -2076529.424712 + Penalty 3354.650162 = -2073174.774550 nChanged 27 SP:Iteration 44Q (3856.737058 sec): 3 clusters Score: Raw -2076537.499428 + Penalty 3354.650162 = -2073182.849266 nChanged 26 SP:Iteration 45Q (3856.828308 sec): 3 clusters Score: Raw -2076545.580477 + Penalty 3354.650162 = -2073190.930314 nChanged 22 SP:Iteration 46Q (3856.915445 sec): 3 clusters Score: Raw -2076552.092290 + Penalty 3354.650162 = -2073197.442127 nChanged 23 SP:Iteration 47Q (3857.006842 sec): 3 clusters Score: Raw -2076560.779502 + Penalty 3354.650162 = -2073206.129340 nChanged 22 SP:Iteration 48Q (3857.093384 sec): 3 clusters Score: Raw -2076569.738649 + Penalty 3354.650162 = -2073215.088487 nChanged 26 SP:Iteration 49Q (3857.177725 sec): 3 clusters Score: Raw -2076582.169691 + Penalty 3354.650162 = -2073227.519529 nChanged 23 SP:Iteration 50Q (3857.266076 sec): 3 clusters Score: Raw -2076591.109892 + Penalty 3354.650162 = -2073236.459730 nChanged 17 SP:Iteration 51Q (3857.353964 sec): 3 clusters Score: Raw -2076596.837866 + Penalty 3354.650162 = -2073242.187703 nChanged 22 SP:Iteration 52Q (3857.441075 sec): 3 clusters Score: Raw -2076604.731115 + Penalty 3354.650162 = -2073250.080953 nChanged 22 SP:Iteration 53Q (3857.530886 sec): 3 clusters Score: Raw -2076613.703418 + Penalty 3354.650162 = -2073259.053256 nChanged 20 SP:Iteration 54Q (3857.617633 sec): 3 clusters Score: Raw -2076624.378046 + Penalty 3354.650162 = -2073269.727884 nChanged 26 SP:Iteration 55Q (3857.707908 sec): 3 clusters Score: Raw -2076635.567634 + Penalty 3354.650162 = -2073280.917472 nChanged 19 SP:Iteration 56Q (3857.798160 sec): 3 clusters Score: Raw -2076643.106067 + Penalty 3354.650162 = -2073288.455905 nChanged 13 SP:Iteration 57Q (3857.883529 sec): 3 clusters Score: Raw -2076647.387583 + Penalty 3354.650162 = -2073292.737421 nChanged 8 SP:Iteration 58Q (3857.959563 sec): 3 clusters Score: Raw -2076650.665329 + Penalty 3354.650162 = -2073296.015167 nChanged 7 SP:Iteration 59Q (3858.056895 sec): 3 clusters Score: Raw -2076652.790368 + Penalty 3354.650162 = -2073298.140206 nChanged 7 SP:Iteration 60F (3858.144614 sec): 3 clusters Score: Raw -2076656.116519 + Penalty 3354.650162 = -2073301.466356 nChanged 8 SP:Iteration 61Q (3858.230310 sec): 3 clusters Score: Raw -2076659.161301 + Penalty 3354.650162 = -2073304.511139 nChanged 8 SP:Iteration 62Q (3858.317124 sec): 3 clusters Score: Raw -2076661.708078 + Penalty 3354.650162 = -2073307.057916 nChanged 5 SP:Iteration 63Q (3858.401036 sec): 3 clusters Score: Raw -2076662.704112 + Penalty 3354.650162 = -2073308.053949 nChanged 2 SP:Iteration 64Q (3858.486539 sec): 3 clusters Score: Raw -2076663.137603 + Penalty 3354.650162 = -2073308.487440 nChanged 2 SP:Iteration 65Q (3858.572397 sec): 3 clusters Score: Raw -2076663.671630 + Penalty 3354.650162 = -2073309.021468 nChanged 1 SP:Iteration 66Q (3858.650398 sec): 3 clusters Score: Raw -2076663.891139 + Penalty 3354.650162 = -2073309.240977 nChanged 0 SP:Iteration 67F (3858.747421 sec): 3 clusters Score: Raw -2076663.891139 + Penalty 3354.650162 = -2073309.240977 nChanged 0 Trying to split cluster 25 (1213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3858.774003 sec): 2 clusters Score: Raw -80703.346776 + Penalty 1153.888435 = -79549.458341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3858.809169 sec): 3 clusters Score: Raw -80291.020381 + Penalty 2307.776870 = -77983.243510 nChanged 393 SP:Iteration 1F (3858.855990 sec): 3 clusters Score: Raw -80669.547751 + Penalty 2307.776870 = -78361.770881 nChanged 106 SP:Iteration 2F (3858.903389 sec): 3 clusters Score: Raw -80770.476107 + Penalty 2307.776870 = -78462.699236 nChanged 54 SP:Iteration 3Q (3858.933484 sec): 3 clusters Score: Raw -80812.433832 + Penalty 2307.776870 = -78504.656962 nChanged 46 SP:Iteration 4Q (3858.968175 sec): 3 clusters Score: Raw -80854.053312 + Penalty 2307.776870 = -78546.276442 nChanged 36 SP:Iteration 5Q (3859.012589 sec): 3 clusters Score: Raw -80879.486432 + Penalty 2307.776870 = -78571.709562 nChanged 21 SP:Iteration 6Q (3859.057442 sec): 3 clusters Score: Raw -80898.149130 + Penalty 2307.776870 = -78590.372260 nChanged 26 SP:Iteration 7Q (3859.104666 sec): 3 clusters Score: Raw -80921.346967 + Penalty 2307.776870 = -78613.570096 nChanged 21 SP:Iteration 8Q (3859.139819 sec): 3 clusters Score: Raw -80940.782666 + Penalty 2307.776870 = -78633.005796 nChanged 22 SP:Iteration 9Q (3859.190693 sec): 3 clusters Score: Raw -80960.504754 + Penalty 2307.776870 = -78652.727883 nChanged 20 SP:Iteration 10Q (3859.238755 sec): 3 clusters Score: Raw -80974.592327 + Penalty 2307.776870 = -78666.815457 nChanged 11 SP:Iteration 11Q (3859.269188 sec): 3 clusters Score: Raw -80981.546046 + Penalty 2307.776870 = -78673.769175 nChanged 10 SP:Iteration 12Q (3859.323855 sec): 3 clusters Score: Raw -80987.269165 + Penalty 2307.776870 = -78679.492294 nChanged 9 SP:Iteration 13Q (3859.357763 sec): 3 clusters Score: Raw -80995.802307 + Penalty 2307.776870 = -78688.025436 nChanged 9 SP:Iteration 14Q (3859.399763 sec): 3 clusters Score: Raw -81003.298948 + Penalty 2307.776870 = -78695.522078 nChanged 4 SP:Iteration 15Q (3859.447361 sec): 3 clusters Score: Raw -81007.028888 + Penalty 2307.776870 = -78699.252018 nChanged 2 SP:Iteration 16Q (3859.485845 sec): 3 clusters Score: Raw -81008.120931 + Penalty 2307.776870 = -78700.344060 nChanged 0 SP:Iteration 17F (3859.536279 sec): 3 clusters Score: Raw -81008.120931 + Penalty 2307.776870 = -78700.344060 nChanged 0 Trying to split cluster 26 (4663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3859.563004 sec): 2 clusters Score: Raw -322109.804974 + Penalty 1372.704823 = -320737.100151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3859.608828 sec): 3 clusters Score: Raw -319629.620764 + Penalty 2745.409646 = -316884.211117 nChanged 1925 SP:Iteration 1F (3859.667966 sec): 3 clusters Score: Raw -320686.101748 + Penalty 2745.409646 = -317940.692102 nChanged 380 SP:Iteration 2F (3859.712491 sec): 3 clusters Score: Raw -320899.077469 + Penalty 2745.409646 = -318153.667822 nChanged 284 SP:Iteration 3F (3859.762137 sec): 3 clusters Score: Raw -321066.640317 + Penalty 2745.409646 = -318321.230671 nChanged 245 SP:Iteration 4F (3859.812907 sec): 3 clusters Score: Raw -321210.939729 + Penalty 2745.409646 = -318465.530083 nChanged 239 SP:Iteration 5F (3859.854172 sec): 3 clusters Score: Raw -321379.199787 + Penalty 2745.409646 = -318633.790140 nChanged 274 SP:Iteration 6F (3859.914647 sec): 3 clusters Score: Raw -321581.918171 + Penalty 2745.409646 = -318836.508524 nChanged 246 SP:Iteration 7F (3859.959499 sec): 3 clusters Score: Raw -321782.674536 + Penalty 2745.409646 = -319037.264890 nChanged 224 SP:Iteration 8Q (3860.013540 sec): 3 clusters Score: Raw -321969.284903 + Penalty 2745.409646 = -319223.875256 nChanged 192 SP:Iteration 9Q (3860.066472 sec): 3 clusters Score: Raw -322116.149289 + Penalty 2745.409646 = -319370.739642 nChanged 142 SP:Iteration 10Q (3860.118009 sec): 3 clusters Score: Raw -322218.561189 + Penalty 2745.409646 = -319473.151542 nChanged 115 SP:Iteration 11Q (3860.169934 sec): 3 clusters Score: Raw -322290.360873 + Penalty 2745.409646 = -319544.951227 nChanged 79 SP:Iteration 12Q (3860.221733 sec): 3 clusters Score: Raw -322346.228514 + Penalty 2745.409646 = -319600.818868 nChanged 63 SP:Iteration 13Q (3860.273922 sec): 3 clusters Score: Raw -322383.797000 + Penalty 2745.409646 = -319638.387353 nChanged 41 SP:Iteration 14Q (3860.324407 sec): 3 clusters Score: Raw -322404.024701 + Penalty 2745.409646 = -319658.615054 nChanged 28 SP:Iteration 15Q (3860.376688 sec): 3 clusters Score: Raw -322421.119883 + Penalty 2745.409646 = -319675.710237 nChanged 32 SP:Iteration 16Q (3860.430580 sec): 3 clusters Score: Raw -322441.263553 + Penalty 2745.409646 = -319695.853906 nChanged 29 SP:Iteration 17Q (3860.483570 sec): 3 clusters Score: Raw -322454.007476 + Penalty 2745.409646 = -319708.597829 nChanged 22 SP:Iteration 18Q (3860.538924 sec): 3 clusters Score: Raw -322465.457495 + Penalty 2745.409646 = -319720.047849 nChanged 23 SP:Iteration 19Q (3860.580834 sec): 3 clusters Score: Raw -322476.869568 + Penalty 2745.409646 = -319731.459921 nChanged 19 SP:Iteration 20F (3860.641068 sec): 3 clusters Score: Raw -322486.457396 + Penalty 2745.409646 = -319741.047749 nChanged 12 SP:Iteration 21Q (3860.696667 sec): 3 clusters Score: Raw -322491.812632 + Penalty 2745.409646 = -319746.402985 nChanged 6 SP:Iteration 22Q (3860.749574 sec): 3 clusters Score: Raw -322494.139841 + Penalty 2745.409646 = -319748.730194 nChanged 5 SP:Iteration 23Q (3860.790714 sec): 3 clusters Score: Raw -322496.068939 + Penalty 2745.409646 = -319750.659292 nChanged 4 SP:Iteration 24Q (3860.843864 sec): 3 clusters Score: Raw -322497.223434 + Penalty 2745.409646 = -319751.813787 nChanged 2 SP:Iteration 25Q (3860.905210 sec): 3 clusters Score: Raw -322497.975594 + Penalty 2745.409646 = -319752.565948 nChanged 3 SP:Iteration 26Q (3860.958271 sec): 3 clusters Score: Raw -322499.773087 + Penalty 2745.409646 = -319754.363441 nChanged 2 SP:Iteration 27Q (3861.012436 sec): 3 clusters Score: Raw -322500.758001 + Penalty 2745.409646 = -319755.348354 nChanged 3 SP:Iteration 28Q (3861.067449 sec): 3 clusters Score: Raw -322501.765650 + Penalty 2745.409646 = -319756.356004 nChanged 2 SP:Iteration 29Q (3861.119896 sec): 3 clusters Score: Raw -322502.271854 + Penalty 2745.409646 = -319756.862207 nChanged 1 SP:Iteration 30Q (3861.169899 sec): 3 clusters Score: Raw -322502.662260 + Penalty 2745.409646 = -319757.252614 nChanged 1 SP:Iteration 31Q (3861.223058 sec): 3 clusters Score: Raw -322502.805128 + Penalty 2745.409646 = -319757.395481 nChanged 0 SP:Iteration 32F (3861.266630 sec): 3 clusters Score: Raw -322502.805128 + Penalty 2745.409646 = -319757.395481 nChanged 0 Trying to split cluster 27 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3861.298787 sec): 2 clusters Score: Raw -13717.174347 + Penalty 907.318150 = -12809.856197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3861.334474 sec): 3 clusters Score: Raw -13791.641697 + Penalty 1814.636300 = -11977.005396 nChanged 50 SP:Iteration 1F (3861.380374 sec): 3 clusters Score: Raw -13901.363090 + Penalty 1814.636300 = -12086.726790 nChanged 13 SP:Iteration 2Q (3861.429709 sec): 3 clusters Score: Raw -13938.681251 + Penalty 1814.636300 = -12124.044951 nChanged 4 SP:Iteration 3Q (3861.475979 sec): 3 clusters Score: Raw -13955.046954 + Penalty 1814.636300 = -12140.410653 nChanged 5 SP:Iteration 4Q (3861.517788 sec): 3 clusters Score: Raw -13970.259732 + Penalty 1814.636300 = -12155.623431 nChanged 3 SP:Iteration 5Q (3861.564900 sec): 3 clusters Score: Raw -13981.553970 + Penalty 1814.636300 = -12166.917670 nChanged 3 SP:Iteration 6Q (3861.612495 sec): 3 clusters Score: Raw -13987.837870 + Penalty 1814.636300 = -12173.201570 nChanged 1 SP:Iteration 7Q (3861.658381 sec): 3 clusters Score: Raw -13988.513639 + Penalty 1814.636300 = -12173.877338 nChanged 0 SP:Iteration 8F (3861.705099 sec): 3 clusters Score: Raw -13988.513639 + Penalty 1814.636300 = -12173.877338 nChanged 0 Trying to split cluster 28 (2038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3861.729703 sec): 2 clusters Score: Raw -132028.825419 + Penalty 1238.205185 = -130790.620234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3861.783596 sec): 3 clusters Score: Raw -131152.151120 + Penalty 2476.410369 = -128675.740750 nChanged 721 SP:Iteration 1F (3861.829927 sec): 3 clusters Score: Raw -131607.958979 + Penalty 2476.410369 = -129131.548610 nChanged 140 SP:Iteration 2F (3861.875512 sec): 3 clusters Score: Raw -131696.540475 + Penalty 2476.410369 = -129220.130106 nChanged 88 SP:Iteration 3Q (3861.916645 sec): 3 clusters Score: Raw -131758.322234 + Penalty 2476.410369 = -129281.911864 nChanged 61 SP:Iteration 4Q (3861.967792 sec): 3 clusters Score: Raw -131811.953116 + Penalty 2476.410369 = -129335.542747 nChanged 65 SP:Iteration 5Q (3862.014573 sec): 3 clusters Score: Raw -131860.592953 + Penalty 2476.410369 = -129384.182584 nChanged 57 SP:Iteration 6Q (3862.065095 sec): 3 clusters Score: Raw -131898.234742 + Penalty 2476.410369 = -129421.824372 nChanged 46 SP:Iteration 7Q (3862.120936 sec): 3 clusters Score: Raw -131934.941934 + Penalty 2476.410369 = -129458.531565 nChanged 50 SP:Iteration 8Q (3862.160994 sec): 3 clusters Score: Raw -131966.422403 + Penalty 2476.410369 = -129490.012033 nChanged 40 SP:Iteration 9Q (3862.223421 sec): 3 clusters Score: Raw -131989.195253 + Penalty 2476.410369 = -129512.784883 nChanged 35 SP:Iteration 10Q (3862.269398 sec): 3 clusters Score: Raw -132007.402871 + Penalty 2476.410369 = -129530.992502 nChanged 29 SP:Iteration 11Q (3862.312011 sec): 3 clusters Score: Raw -132026.897640 + Penalty 2476.410369 = -129550.487270 nChanged 36 SP:Iteration 12Q (3862.366679 sec): 3 clusters Score: Raw -132048.672735 + Penalty 2476.410369 = -129572.262365 nChanged 34 SP:Iteration 13Q (3862.415783 sec): 3 clusters Score: Raw -132070.045694 + Penalty 2476.410369 = -129593.635324 nChanged 41 SP:Iteration 14Q (3862.461884 sec): 3 clusters Score: Raw -132106.328526 + Penalty 2476.410369 = -129629.918157 nChanged 44 SP:Iteration 15Q (3862.509247 sec): 3 clusters Score: Raw -132138.612594 + Penalty 2476.410369 = -129662.202225 nChanged 30 SP:Iteration 16Q (3862.562726 sec): 3 clusters Score: Raw -132156.017138 + Penalty 2476.410369 = -129679.606769 nChanged 31 SP:Iteration 17Q (3862.600159 sec): 3 clusters Score: Raw -132181.250723 + Penalty 2476.410369 = -129704.840353 nChanged 35 SP:Iteration 18Q (3862.659656 sec): 3 clusters Score: Raw -132206.118610 + Penalty 2476.410369 = -129729.708240 nChanged 28 SP:Iteration 19Q (3862.700498 sec): 3 clusters Score: Raw -132227.380465 + Penalty 2476.410369 = -129750.970096 nChanged 21 SP:Iteration 20F (3862.754393 sec): 3 clusters Score: Raw -132245.431889 + Penalty 2476.410369 = -129769.021519 nChanged 17 SP:Iteration 21Q (3862.801664 sec): 3 clusters Score: Raw -132256.731910 + Penalty 2476.410369 = -129780.321541 nChanged 11 SP:Iteration 22Q (3862.846013 sec): 3 clusters Score: Raw -132262.598311 + Penalty 2476.410369 = -129786.187941 nChanged 7 SP:Iteration 23Q (3862.889426 sec): 3 clusters Score: Raw -132265.493267 + Penalty 2476.410369 = -129789.082897 nChanged 6 SP:Iteration 24Q (3862.941785 sec): 3 clusters Score: Raw -132272.080392 + Penalty 2476.410369 = -129795.670023 nChanged 8 SP:Iteration 25Q (3862.982880 sec): 3 clusters Score: Raw -132277.672713 + Penalty 2476.410369 = -129801.262343 nChanged 9 SP:Iteration 26Q (3863.030530 sec): 3 clusters Score: Raw -132283.044279 + Penalty 2476.410369 = -129806.633910 nChanged 9 SP:Iteration 27Q (3863.090287 sec): 3 clusters Score: Raw -132288.968298 + Penalty 2476.410369 = -129812.557929 nChanged 7 SP:Iteration 28Q (3863.131157 sec): 3 clusters Score: Raw -132292.805661 + Penalty 2476.410369 = -129816.395292 nChanged 8 SP:Iteration 29Q (3863.186814 sec): 3 clusters Score: Raw -132296.008998 + Penalty 2476.410369 = -129819.598628 nChanged 8 SP:Iteration 30Q (3863.238058 sec): 3 clusters Score: Raw -132298.967676 + Penalty 2476.410369 = -129822.557307 nChanged 6 SP:Iteration 31Q (3863.285812 sec): 3 clusters Score: Raw -132303.410259 + Penalty 2476.410369 = -129826.999889 nChanged 7 SP:Iteration 32Q (3863.332146 sec): 3 clusters Score: Raw -132306.573001 + Penalty 2476.410369 = -129830.162632 nChanged 3 SP:Iteration 33Q (3863.379839 sec): 3 clusters Score: Raw -132308.167090 + Penalty 2476.410369 = -129831.756720 nChanged 3 SP:Iteration 34Q (3863.420683 sec): 3 clusters Score: Raw -132309.545654 + Penalty 2476.410369 = -129833.135285 nChanged 4 SP:Iteration 35Q (3863.463071 sec): 3 clusters Score: Raw -132311.816438 + Penalty 2476.410369 = -129835.406068 nChanged 7 SP:Iteration 36Q (3863.516807 sec): 3 clusters Score: Raw -132316.585618 + Penalty 2476.410369 = -129840.175248 nChanged 8 SP:Iteration 37Q (3863.555445 sec): 3 clusters Score: Raw -132321.520347 + Penalty 2476.410369 = -129845.109978 nChanged 6 SP:Iteration 38Q (3863.603714 sec): 3 clusters Score: Raw -132325.723297 + Penalty 2476.410369 = -129849.312927 nChanged 3 SP:Iteration 39Q (3863.654650 sec): 3 clusters Score: Raw -132327.564162 + Penalty 2476.410369 = -129851.153793 nChanged 3 SP:Iteration 40F (3863.708010 sec): 3 clusters Score: Raw -132329.929215 + Penalty 2476.410369 = -129853.518845 nChanged 4 SP:Iteration 41Q (3863.758368 sec): 3 clusters Score: Raw -132334.441634 + Penalty 2476.410369 = -129858.031265 nChanged 6 SP:Iteration 42Q (3863.792830 sec): 3 clusters Score: Raw -132339.275044 + Penalty 2476.410369 = -129862.864675 nChanged 5 SP:Iteration 43Q (3863.840872 sec): 3 clusters Score: Raw -132341.957552 + Penalty 2476.410369 = -129865.547183 nChanged 2 SP:Iteration 44Q (3863.893375 sec): 3 clusters Score: Raw -132343.281662 + Penalty 2476.410369 = -129866.871293 nChanged 2 SP:Iteration 45Q (3863.930549 sec): 3 clusters Score: Raw -132344.807452 + Penalty 2476.410369 = -129868.397082 nChanged 1 SP:Iteration 46Q (3863.985025 sec): 3 clusters Score: Raw -132345.119925 + Penalty 2476.410369 = -129868.709556 nChanged 0 SP:Iteration 47F (3864.022096 sec): 3 clusters Score: Raw -132345.119925 + Penalty 2476.410369 = -129868.709556 nChanged 0 Trying to split cluster 29 (1896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3864.048378 sec): 2 clusters Score: Raw -114118.613006 + Penalty 1226.469023 = -112892.143982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3864.101640 sec): 3 clusters Score: Raw -113317.083384 + Penalty 2452.938047 = -110864.145337 nChanged 704 SP:Iteration 1F (3864.144255 sec): 3 clusters Score: Raw -113839.882530 + Penalty 2452.938047 = -111386.944483 nChanged 154 SP:Iteration 2F (3864.193264 sec): 3 clusters Score: Raw -114000.673799 + Penalty 2452.938047 = -111547.735752 nChanged 104 SP:Iteration 3F (3864.242312 sec): 3 clusters Score: Raw -114100.705511 + Penalty 2452.938047 = -111647.767464 nChanged 90 SP:Iteration 4Q (3864.302067 sec): 3 clusters Score: Raw -114196.890317 + Penalty 2452.938047 = -111743.952270 nChanged 93 SP:Iteration 5Q (3864.352501 sec): 3 clusters Score: Raw -114293.097091 + Penalty 2452.938047 = -111840.159044 nChanged 82 SP:Iteration 6Q (3864.390525 sec): 3 clusters Score: Raw -114375.224374 + Penalty 2452.938047 = -111922.286327 nChanged 73 SP:Iteration 7Q (3864.438343 sec): 3 clusters Score: Raw -114438.500408 + Penalty 2452.938047 = -111985.562361 nChanged 41 SP:Iteration 8Q (3864.487255 sec): 3 clusters Score: Raw -114467.100266 + Penalty 2452.938047 = -112014.162219 nChanged 28 SP:Iteration 9Q (3864.538914 sec): 3 clusters Score: Raw -114490.191012 + Penalty 2452.938047 = -112037.252966 nChanged 23 SP:Iteration 10Q (3864.580142 sec): 3 clusters Score: Raw -114512.699989 + Penalty 2452.938047 = -112059.761943 nChanged 27 SP:Iteration 11Q (3864.630123 sec): 3 clusters Score: Raw -114535.634217 + Penalty 2452.938047 = -112082.696170 nChanged 30 SP:Iteration 12Q (3864.679452 sec): 3 clusters Score: Raw -114558.577860 + Penalty 2452.938047 = -112105.639813 nChanged 24 SP:Iteration 13Q (3864.732308 sec): 3 clusters Score: Raw -114573.875107 + Penalty 2452.938047 = -112120.937060 nChanged 21 SP:Iteration 14Q (3864.772540 sec): 3 clusters Score: Raw -114592.568908 + Penalty 2452.938047 = -112139.630861 nChanged 19 SP:Iteration 15Q (3864.831992 sec): 3 clusters Score: Raw -114605.362514 + Penalty 2452.938047 = -112152.424468 nChanged 16 SP:Iteration 16Q (3864.877704 sec): 3 clusters Score: Raw -114614.442806 + Penalty 2452.938047 = -112161.504759 nChanged 13 SP:Iteration 17Q (3864.917196 sec): 3 clusters Score: Raw -114624.056352 + Penalty 2452.938047 = -112171.118305 nChanged 9 SP:Iteration 18Q (3864.965589 sec): 3 clusters Score: Raw -114632.174118 + Penalty 2452.938047 = -112179.236071 nChanged 9 SP:Iteration 19Q (3865.013047 sec): 3 clusters Score: Raw -114638.322788 + Penalty 2452.938047 = -112185.384741 nChanged 6 SP:Iteration 20F (3865.068693 sec): 3 clusters Score: Raw -114641.318938 + Penalty 2452.938047 = -112188.380891 nChanged 1 SP:Iteration 21Q (3865.109115 sec): 3 clusters Score: Raw -114642.916148 + Penalty 2452.938047 = -112189.978102 nChanged 3 SP:Iteration 22Q (3865.145170 sec): 3 clusters Score: Raw -114644.331749 + Penalty 2452.938047 = -112191.393702 nChanged 1 SP:Iteration 23Q (3865.184017 sec): 3 clusters Score: Raw -114644.640165 + Penalty 2452.938047 = -112191.702119 nChanged 1 SP:Iteration 24Q (3865.235325 sec): 3 clusters Score: Raw -114645.322288 + Penalty 2452.938047 = -112192.384241 nChanged 2 SP:Iteration 25Q (3865.283401 sec): 3 clusters Score: Raw -114647.165916 + Penalty 2452.938047 = -112194.227869 nChanged 5 SP:Iteration 26Q (3865.319139 sec): 3 clusters Score: Raw -114650.518894 + Penalty 2452.938047 = -112197.580847 nChanged 3 SP:Iteration 27Q (3865.374057 sec): 3 clusters Score: Raw -114652.882802 + Penalty 2452.938047 = -112199.944755 nChanged 2 SP:Iteration 28Q (3865.411581 sec): 3 clusters Score: Raw -114653.822879 + Penalty 2452.938047 = -112200.884832 nChanged 2 SP:Iteration 29Q (3865.456411 sec): 3 clusters Score: Raw -114654.501117 + Penalty 2452.938047 = -112201.563070 nChanged 1 SP:Iteration 30Q (3865.499337 sec): 3 clusters Score: Raw -114654.846036 + Penalty 2452.938047 = -112201.907989 nChanged 1 SP:Iteration 31Q (3865.542683 sec): 3 clusters Score: Raw -114655.668373 + Penalty 2452.938047 = -112202.730326 nChanged 1 SP:Iteration 32Q (3865.596915 sec): 3 clusters Score: Raw -114656.316113 + Penalty 2452.938047 = -112203.378066 nChanged 2 SP:Iteration 33Q (3865.644101 sec): 3 clusters Score: Raw -114656.675473 + Penalty 2452.938047 = -112203.737426 nChanged 3 SP:Iteration 34Q (3865.677282 sec): 3 clusters Score: Raw -114658.742391 + Penalty 2452.938047 = -112205.804344 nChanged 1 SP:Iteration 35Q (3865.730301 sec): 3 clusters Score: Raw -114660.341573 + Penalty 2452.938047 = -112207.403526 nChanged 2 SP:Iteration 36Q (3865.776796 sec): 3 clusters Score: Raw -114660.955219 + Penalty 2452.938047 = -112208.017172 nChanged 1 SP:Iteration 37Q (3865.829151 sec): 3 clusters Score: Raw -114661.210382 + Penalty 2452.938047 = -112208.272335 nChanged 1 SP:Iteration 38Q (3865.865315 sec): 3 clusters Score: Raw -114661.395847 + Penalty 2452.938047 = -112208.457800 nChanged 1 SP:Iteration 39Q (3865.922895 sec): 3 clusters Score: Raw -114661.815757 + Penalty 2452.938047 = -112208.877710 nChanged 2 SP:Iteration 40F (3865.961804 sec): 3 clusters Score: Raw -114662.572343 + Penalty 2452.938047 = -112209.634296 nChanged 2 SP:Iteration 41Q (3866.008731 sec): 3 clusters Score: Raw -114663.119872 + Penalty 2452.938047 = -112210.181825 nChanged 3 SP:Iteration 42Q (3866.050262 sec): 3 clusters Score: Raw -114664.180923 + Penalty 2452.938047 = -112211.242876 nChanged 1 SP:Iteration 43Q (3866.101853 sec): 3 clusters Score: Raw -114664.629636 + Penalty 2452.938047 = -112211.691589 nChanged 0 SP:Iteration 44F (3866.138759 sec): 3 clusters Score: Raw -114664.629636 + Penalty 2452.938047 = -112211.691589 nChanged 0 Trying to split cluster 30 (1935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3866.165649 sec): 2 clusters Score: Raw -109108.368130 + Penalty 1229.777673 = -107878.590457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3866.208187 sec): 3 clusters Score: Raw -108291.822165 + Penalty 2459.555347 = -105832.266818 nChanged 674 SP:Iteration 1F (3866.249661 sec): 3 clusters Score: Raw -108716.322267 + Penalty 2459.555347 = -106256.766921 nChanged 142 SP:Iteration 2F (3866.297062 sec): 3 clusters Score: Raw -108823.583651 + Penalty 2459.555347 = -106364.028304 nChanged 107 SP:Iteration 3F (3866.333732 sec): 3 clusters Score: Raw -108909.557636 + Penalty 2459.555347 = -106450.002289 nChanged 85 SP:Iteration 4Q (3866.379542 sec): 3 clusters Score: Raw -108996.050884 + Penalty 2459.555347 = -106536.495537 nChanged 86 SP:Iteration 5Q (3866.423123 sec): 3 clusters Score: Raw -109104.422246 + Penalty 2459.555347 = -106644.866899 nChanged 105 SP:Iteration 6F (3866.466553 sec): 3 clusters Score: Raw -109267.906672 + Penalty 2459.555347 = -106808.351325 nChanged 114 SP:Iteration 7F (3866.519946 sec): 3 clusters Score: Raw -109451.731038 + Penalty 2459.555347 = -106992.175691 nChanged 107 SP:Iteration 8F (3866.576221 sec): 3 clusters Score: Raw -109606.496367 + Penalty 2459.555347 = -107146.941020 nChanged 90 SP:Iteration 9Q (3866.618858 sec): 3 clusters Score: Raw -109742.235247 + Penalty 2459.555347 = -107282.679900 nChanged 61 SP:Iteration 10Q (3866.665693 sec): 3 clusters Score: Raw -109814.545523 + Penalty 2459.555347 = -107354.990177 nChanged 44 SP:Iteration 11Q (3866.711957 sec): 3 clusters Score: Raw -109855.825965 + Penalty 2459.555347 = -107396.270619 nChanged 25 SP:Iteration 12Q (3866.755069 sec): 3 clusters Score: Raw -109872.217723 + Penalty 2459.555347 = -107412.662377 nChanged 12 SP:Iteration 13Q (3866.794506 sec): 3 clusters Score: Raw -109879.165566 + Penalty 2459.555347 = -107419.610219 nChanged 6 SP:Iteration 14Q (3866.836371 sec): 3 clusters Score: Raw -109882.206125 + Penalty 2459.555347 = -107422.650778 nChanged 4 SP:Iteration 15Q (3866.872274 sec): 3 clusters Score: Raw -109884.247600 + Penalty 2459.555347 = -107424.692253 nChanged 2 SP:Iteration 16Q (3866.906137 sec): 3 clusters Score: Raw -109884.878657 + Penalty 2459.555347 = -107425.323310 nChanged 1 SP:Iteration 17Q (3866.959619 sec): 3 clusters Score: Raw -109885.199975 + Penalty 2459.555347 = -107425.644628 nChanged 0 SP:Iteration 18F (3867.009636 sec): 3 clusters Score: Raw -109885.199975 + Penalty 2459.555347 = -107425.644628 nChanged 0 Trying to split cluster 31 (1730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3867.023863 sec): 2 clusters Score: Raw -118341.023482 + Penalty 1211.579962 = -117129.443520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3867.062328 sec): 3 clusters Score: Raw -117589.794635 + Penalty 2423.159923 = -115166.634711 nChanged 626 SP:Iteration 1F (3867.102000 sec): 3 clusters Score: Raw -117967.601140 + Penalty 2423.159923 = -115544.441216 nChanged 131 SP:Iteration 2F (3867.140941 sec): 3 clusters Score: Raw -118065.268342 + Penalty 2423.159923 = -115642.108419 nChanged 93 SP:Iteration 3F (3867.182680 sec): 3 clusters Score: Raw -118135.027927 + Penalty 2423.159923 = -115711.868003 nChanged 55 SP:Iteration 4Q (3867.231228 sec): 3 clusters Score: Raw -118172.664604 + Penalty 2423.159923 = -115749.504680 nChanged 42 SP:Iteration 5Q (3867.283930 sec): 3 clusters Score: Raw -118195.762404 + Penalty 2423.159923 = -115772.602481 nChanged 23 SP:Iteration 6Q (3867.330822 sec): 3 clusters Score: Raw -118210.551889 + Penalty 2423.159923 = -115787.391966 nChanged 20 SP:Iteration 7Q (3867.376127 sec): 3 clusters Score: Raw -118219.910520 + Penalty 2423.159923 = -115796.750597 nChanged 20 SP:Iteration 8Q (3867.427860 sec): 3 clusters Score: Raw -118230.988242 + Penalty 2423.159923 = -115807.828318 nChanged 13 SP:Iteration 9Q (3867.471952 sec): 3 clusters Score: Raw -118237.571768 + Penalty 2423.159923 = -115814.411845 nChanged 14 SP:Iteration 10Q (3867.511910 sec): 3 clusters Score: Raw -118245.795113 + Penalty 2423.159923 = -115822.635190 nChanged 17 SP:Iteration 11Q (3867.563621 sec): 3 clusters Score: Raw -118254.099845 + Penalty 2423.159923 = -115830.939922 nChanged 8 SP:Iteration 12Q (3867.610210 sec): 3 clusters Score: Raw -118257.354126 + Penalty 2423.159923 = -115834.194202 nChanged 6 SP:Iteration 13Q (3867.655922 sec): 3 clusters Score: Raw -118260.370989 + Penalty 2423.159923 = -115837.211065 nChanged 2 SP:Iteration 14Q (3867.704897 sec): 3 clusters Score: Raw -118261.550419 + Penalty 2423.159923 = -115838.390496 nChanged 1 SP:Iteration 15Q (3867.758594 sec): 3 clusters Score: Raw -118262.327339 + Penalty 2423.159923 = -115839.167416 nChanged 3 SP:Iteration 16Q (3867.804378 sec): 3 clusters Score: Raw -118263.193778 + Penalty 2423.159923 = -115840.033855 nChanged 3 SP:Iteration 17Q (3867.863656 sec): 3 clusters Score: Raw -118264.235612 + Penalty 2423.159923 = -115841.075689 nChanged 1 SP:Iteration 18Q (3867.912628 sec): 3 clusters Score: Raw -118265.397773 + Penalty 2423.159923 = -115842.237849 nChanged 3 SP:Iteration 19Q (3867.954028 sec): 3 clusters Score: Raw -118266.297951 + Penalty 2423.159923 = -115843.138027 nChanged 2 SP:Iteration 20F (3868.004042 sec): 3 clusters Score: Raw -118267.073864 + Penalty 2423.159923 = -115843.913941 nChanged 4 SP:Iteration 21Q (3868.052412 sec): 3 clusters Score: Raw -118270.392928 + Penalty 2423.159923 = -115847.233004 nChanged 6 SP:Iteration 22Q (3868.100218 sec): 3 clusters Score: Raw -118274.647294 + Penalty 2423.159923 = -115851.487371 nChanged 8 SP:Iteration 23Q (3868.145573 sec): 3 clusters Score: Raw -118278.305652 + Penalty 2423.159923 = -115855.145729 nChanged 3 SP:Iteration 24Q (3868.195052 sec): 3 clusters Score: Raw -118279.411997 + Penalty 2423.159923 = -115856.252074 nChanged 1 SP:Iteration 25Q (3868.240532 sec): 3 clusters Score: Raw -118279.638976 + Penalty 2423.159923 = -115856.479053 nChanged 2 SP:Iteration 26Q (3868.286800 sec): 3 clusters Score: Raw -118280.884760 + Penalty 2423.159923 = -115857.724837 nChanged 4 SP:Iteration 27Q (3868.337581 sec): 3 clusters Score: Raw -118282.737208 + Penalty 2423.159923 = -115859.577285 nChanged 6 SP:Iteration 28Q (3868.376903 sec): 3 clusters Score: Raw -118285.170354 + Penalty 2423.159923 = -115862.010430 nChanged 3 SP:Iteration 29Q (3868.422622 sec): 3 clusters Score: Raw -118287.019461 + Penalty 2423.159923 = -115863.859537 nChanged 2 SP:Iteration 30Q (3868.473923 sec): 3 clusters Score: Raw -118287.560819 + Penalty 2423.159923 = -115864.400895 nChanged 1 SP:Iteration 31Q (3868.520205 sec): 3 clusters Score: Raw -118287.806865 + Penalty 2423.159923 = -115864.646942 nChanged 2 SP:Iteration 32Q (3868.561044 sec): 3 clusters Score: Raw -118288.664155 + Penalty 2423.159923 = -115865.504231 nChanged 1 SP:Iteration 33Q (3868.616245 sec): 3 clusters Score: Raw -118289.101357 + Penalty 2423.159923 = -115865.941433 nChanged 2 SP:Iteration 34Q (3868.659689 sec): 3 clusters Score: Raw -118289.364498 + Penalty 2423.159923 = -115866.204575 nChanged 2 SP:Iteration 35Q (3868.710569 sec): 3 clusters Score: Raw -118290.296606 + Penalty 2423.159923 = -115867.136683 nChanged 3 SP:Iteration 36Q (3868.756029 sec): 3 clusters Score: Raw -118291.800859 + Penalty 2423.159923 = -115868.640935 nChanged 4 SP:Iteration 37Q (3868.807957 sec): 3 clusters Score: Raw -118293.641421 + Penalty 2423.159923 = -115870.481497 nChanged 2 SP:Iteration 38Q (3868.852882 sec): 3 clusters Score: Raw -118294.386210 + Penalty 2423.159923 = -115871.226286 nChanged 3 SP:Iteration 39Q (3868.894060 sec): 3 clusters Score: Raw -118296.496078 + Penalty 2423.159923 = -115873.336155 nChanged 4 SP:Iteration 40F (3868.942652 sec): 3 clusters Score: Raw -118297.216963 + Penalty 2423.159923 = -115874.057040 nChanged 1 SP:Iteration 41Q (3868.989409 sec): 3 clusters Score: Raw -118297.353985 + Penalty 2423.159923 = -115874.194062 nChanged 0 SP:Iteration 42F (3869.046006 sec): 3 clusters Score: Raw -118297.353985 + Penalty 2423.159923 = -115874.194062 nChanged 0 Trying to split cluster 32 (21170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3869.098675 sec): 2 clusters Score: Raw -1378167.931019 + Penalty 1618.555309 = -1376549.375710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3869.170515 sec): 3 clusters Score: Raw -1365490.820901 + Penalty 3237.110618 = -1362253.710283 nChanged 9541 SP:Iteration 1F (3869.256273 sec): 3 clusters Score: Raw -1370963.918732 + Penalty 3237.110618 = -1367726.808113 nChanged 1146 SP:Iteration 2F (3869.341825 sec): 3 clusters Score: Raw -1371429.730333 + Penalty 3237.110618 = -1368192.619715 nChanged 1115 SP:Iteration 3F (3869.425402 sec): 3 clusters Score: Raw -1371946.241605 + Penalty 3237.110618 = -1368709.130986 nChanged 1210 SP:Iteration 4F (3869.498678 sec): 3 clusters Score: Raw -1372623.629007 + Penalty 3237.110618 = -1369386.518389 nChanged 1303 SP:Iteration 5F (3869.587385 sec): 3 clusters Score: Raw -1373444.283791 + Penalty 3237.110618 = -1370207.173172 nChanged 1381 SP:Iteration 6F (3869.663095 sec): 3 clusters Score: Raw -1374325.225309 + Penalty 3237.110618 = -1371088.114691 nChanged 1286 SP:Iteration 7F (3869.742277 sec): 3 clusters Score: Raw -1375155.569845 + Penalty 3237.110618 = -1371918.459226 nChanged 1108 SP:Iteration 8F (3869.833895 sec): 3 clusters Score: Raw -1375847.417191 + Penalty 3237.110618 = -1372610.306573 nChanged 924 SP:Iteration 9Q (3869.918697 sec): 3 clusters Score: Raw -1376423.043395 + Penalty 3237.110618 = -1373185.932776 nChanged 785 SP:Iteration 10Q (3869.997662 sec): 3 clusters Score: Raw -1376900.099030 + Penalty 3237.110618 = -1373662.988412 nChanged 614 SP:Iteration 11Q (3870.078686 sec): 3 clusters Score: Raw -1377261.708719 + Penalty 3237.110618 = -1374024.598101 nChanged 501 SP:Iteration 12Q (3870.158581 sec): 3 clusters Score: Raw -1377567.750497 + Penalty 3237.110618 = -1374330.639878 nChanged 410 SP:Iteration 13Q (3870.242483 sec): 3 clusters Score: Raw -1377805.089842 + Penalty 3237.110618 = -1374567.979223 nChanged 290 SP:Iteration 14Q (3870.332404 sec): 3 clusters Score: Raw -1377966.704657 + Penalty 3237.110618 = -1374729.594039 nChanged 211 SP:Iteration 15Q (3870.414610 sec): 3 clusters Score: Raw -1378090.908418 + Penalty 3237.110618 = -1374853.797799 nChanged 155 SP:Iteration 16Q (3870.487840 sec): 3 clusters Score: Raw -1378180.982561 + Penalty 3237.110618 = -1374943.871943 nChanged 123 SP:Iteration 17Q (3870.580346 sec): 3 clusters Score: Raw -1378253.777777 + Penalty 3237.110618 = -1375016.667159 nChanged 90 SP:Iteration 18Q (3870.661997 sec): 3 clusters Score: Raw -1378301.042710 + Penalty 3237.110618 = -1375063.932092 nChanged 57 SP:Iteration 19Q (3870.745946 sec): 3 clusters Score: Raw -1378331.083301 + Penalty 3237.110618 = -1375093.972682 nChanged 44 SP:Iteration 20F (3870.830598 sec): 3 clusters Score: Raw -1378356.668545 + Penalty 3237.110618 = -1375119.557926 nChanged 43 SP:Iteration 21Q (3870.911602 sec): 3 clusters Score: Raw -1378380.466959 + Penalty 3237.110618 = -1375143.356341 nChanged 30 SP:Iteration 22Q (3870.989359 sec): 3 clusters Score: Raw -1378397.898456 + Penalty 3237.110618 = -1375160.787837 nChanged 30 SP:Iteration 23Q (3871.069731 sec): 3 clusters Score: Raw -1378414.723099 + Penalty 3237.110618 = -1375177.612480 nChanged 26 SP:Iteration 24Q (3871.152414 sec): 3 clusters Score: Raw -1378431.329660 + Penalty 3237.110618 = -1375194.219041 nChanged 23 SP:Iteration 25Q (3871.232851 sec): 3 clusters Score: Raw -1378444.315762 + Penalty 3237.110618 = -1375207.205144 nChanged 23 SP:Iteration 26Q (3871.315573 sec): 3 clusters Score: Raw -1378456.646371 + Penalty 3237.110618 = -1375219.535752 nChanged 19 SP:Iteration 27Q (3871.390790 sec): 3 clusters Score: Raw -1378467.742137 + Penalty 3237.110618 = -1375230.631519 nChanged 14 SP:Iteration 28Q (3871.468463 sec): 3 clusters Score: Raw -1378475.885619 + Penalty 3237.110618 = -1375238.775000 nChanged 11 SP:Iteration 29Q (3871.541485 sec): 3 clusters Score: Raw -1378481.157017 + Penalty 3237.110618 = -1375244.046399 nChanged 5 SP:Iteration 30Q (3871.619286 sec): 3 clusters Score: Raw -1378483.572165 + Penalty 3237.110618 = -1375246.461547 nChanged 5 SP:Iteration 31Q (3871.686354 sec): 3 clusters Score: Raw -1378485.934464 + Penalty 3237.110618 = -1375248.823846 nChanged 3 SP:Iteration 32Q (3871.770302 sec): 3 clusters Score: Raw -1378486.853873 + Penalty 3237.110618 = -1375249.743254 nChanged 1 SP:Iteration 33Q (3871.853611 sec): 3 clusters Score: Raw -1378487.156840 + Penalty 3237.110618 = -1375250.046222 nChanged 1 SP:Iteration 34Q (3871.932621 sec): 3 clusters Score: Raw -1378487.485491 + Penalty 3237.110618 = -1375250.374873 nChanged 1 SP:Iteration 35Q (3872.008981 sec): 3 clusters Score: Raw -1378488.173909 + Penalty 3237.110618 = -1375251.063291 nChanged 2 SP:Iteration 36Q (3872.081070 sec): 3 clusters Score: Raw -1378489.255690 + Penalty 3237.110618 = -1375252.145072 nChanged 0 SP:Iteration 37F (3872.160958 sec): 3 clusters Score: Raw -1378489.255690 + Penalty 3237.110618 = -1375252.145072 nChanged 0 Trying to split cluster 33 (2012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3872.185456 sec): 2 clusters Score: Raw -115282.752114 + Penalty 1236.118736 = -114046.633378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3872.235354 sec): 3 clusters Score: Raw -114451.452616 + Penalty 2472.237473 = -111979.215143 nChanged 710 SP:Iteration 1F (3872.279664 sec): 3 clusters Score: Raw -114928.023262 + Penalty 2472.237473 = -112455.785789 nChanged 156 SP:Iteration 2F (3872.326401 sec): 3 clusters Score: Raw -115051.399461 + Penalty 2472.237473 = -112579.161989 nChanged 108 SP:Iteration 3F (3872.381588 sec): 3 clusters Score: Raw -115137.179956 + Penalty 2472.237473 = -112664.942484 nChanged 82 SP:Iteration 4Q (3872.425635 sec): 3 clusters Score: Raw -115201.557091 + Penalty 2472.237473 = -112729.319618 nChanged 59 SP:Iteration 5Q (3872.465808 sec): 3 clusters Score: Raw -115247.417135 + Penalty 2472.237473 = -112775.179663 nChanged 61 SP:Iteration 6Q (3872.519769 sec): 3 clusters Score: Raw -115299.507476 + Penalty 2472.237473 = -112827.270003 nChanged 50 SP:Iteration 7Q (3872.563876 sec): 3 clusters Score: Raw -115334.388155 + Penalty 2472.237473 = -112862.150682 nChanged 41 SP:Iteration 8Q (3872.610992 sec): 3 clusters Score: Raw -115365.466633 + Penalty 2472.237473 = -112893.229161 nChanged 39 SP:Iteration 9Q (3872.663844 sec): 3 clusters Score: Raw -115391.532729 + Penalty 2472.237473 = -112919.295256 nChanged 39 SP:Iteration 10Q (3872.711746 sec): 3 clusters Score: Raw -115417.365830 + Penalty 2472.237473 = -112945.128357 nChanged 39 SP:Iteration 11Q (3872.761334 sec): 3 clusters Score: Raw -115443.727014 + Penalty 2472.237473 = -112971.489541 nChanged 40 SP:Iteration 12Q (3872.808219 sec): 3 clusters Score: Raw -115473.434538 + Penalty 2472.237473 = -113001.197065 nChanged 41 SP:Iteration 13Q (3872.856135 sec): 3 clusters Score: Raw -115513.061335 + Penalty 2472.237473 = -113040.823862 nChanged 51 SP:Iteration 14Q (3872.896458 sec): 3 clusters Score: Raw -115559.273423 + Penalty 2472.237473 = -113087.035950 nChanged 51 SP:Iteration 15Q (3872.944683 sec): 3 clusters Score: Raw -115603.608554 + Penalty 2472.237473 = -113131.371081 nChanged 59 SP:Iteration 16Q (3872.996590 sec): 3 clusters Score: Raw -115652.692388 + Penalty 2472.237473 = -113180.454916 nChanged 55 SP:Iteration 17Q (3873.043296 sec): 3 clusters Score: Raw -115691.485760 + Penalty 2472.237473 = -113219.248287 nChanged 42 SP:Iteration 18Q (3873.078598 sec): 3 clusters Score: Raw -115714.138933 + Penalty 2472.237473 = -113241.901461 nChanged 28 SP:Iteration 19Q (3873.133248 sec): 3 clusters Score: Raw -115728.898975 + Penalty 2472.237473 = -113256.661502 nChanged 27 SP:Iteration 20F (3873.177410 sec): 3 clusters Score: Raw -115741.815373 + Penalty 2472.237473 = -113269.577900 nChanged 26 SP:Iteration 21Q (3873.226515 sec): 3 clusters Score: Raw -115762.511054 + Penalty 2472.237473 = -113290.273581 nChanged 23 SP:Iteration 22Q (3873.268521 sec): 3 clusters Score: Raw -115779.078353 + Penalty 2472.237473 = -113306.840880 nChanged 19 SP:Iteration 23Q (3873.316151 sec): 3 clusters Score: Raw -115791.575942 + Penalty 2472.237473 = -113319.338470 nChanged 15 SP:Iteration 24Q (3873.360389 sec): 3 clusters Score: Raw -115799.829111 + Penalty 2472.237473 = -113327.591638 nChanged 9 SP:Iteration 25Q (3873.413463 sec): 3 clusters Score: Raw -115803.072118 + Penalty 2472.237473 = -113330.834646 nChanged 7 SP:Iteration 26Q (3873.457791 sec): 3 clusters Score: Raw -115806.112876 + Penalty 2472.237473 = -113333.875404 nChanged 4 SP:Iteration 27Q (3873.501610 sec): 3 clusters Score: Raw -115808.505854 + Penalty 2472.237473 = -113336.268382 nChanged 5 SP:Iteration 28Q (3873.541141 sec): 3 clusters Score: Raw -115810.311357 + Penalty 2472.237473 = -113338.073885 nChanged 5 SP:Iteration 29Q (3873.583552 sec): 3 clusters Score: Raw -115812.713578 + Penalty 2472.237473 = -113340.476105 nChanged 1 SP:Iteration 30Q (3873.637277 sec): 3 clusters Score: Raw -115813.011252 + Penalty 2472.237473 = -113340.773780 nChanged 1 SP:Iteration 31Q (3873.683338 sec): 3 clusters Score: Raw -115813.223352 + Penalty 2472.237473 = -113340.985879 nChanged 1 SP:Iteration 32Q (3873.719589 sec): 3 clusters Score: Raw -115813.554046 + Penalty 2472.237473 = -113341.316574 nChanged 1 SP:Iteration 33Q (3873.772792 sec): 3 clusters Score: Raw -115813.888662 + Penalty 2472.237473 = -113341.651190 nChanged 1 SP:Iteration 34Q (3873.820815 sec): 3 clusters Score: Raw -115814.189251 + Penalty 2472.237473 = -113341.951778 nChanged 2 SP:Iteration 35Q (3873.865664 sec): 3 clusters Score: Raw -115814.858321 + Penalty 2472.237473 = -113342.620848 nChanged 2 SP:Iteration 36Q (3873.899481 sec): 3 clusters Score: Raw -115815.241749 + Penalty 2472.237473 = -113343.004276 nChanged 0 SP:Iteration 37F (3873.948860 sec): 3 clusters Score: Raw -115815.241749 + Penalty 2472.237473 = -113343.004276 nChanged 0 Trying to split cluster 34 (21563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3873.994782 sec): 2 clusters Score: Raw -1471066.706527 + Penalty 1621.544301 = -1469445.162226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3874.081408 sec): 3 clusters Score: Raw -1457948.576889 + Penalty 3243.088603 = -1454705.488286 nChanged 9910 SP:Iteration 1F (3874.160811 sec): 3 clusters Score: Raw -1463621.802616 + Penalty 3243.088603 = -1460378.714013 nChanged 1303 SP:Iteration 2F (3874.237435 sec): 3 clusters Score: Raw -1464293.132028 + Penalty 3243.088603 = -1461050.043425 nChanged 1416 SP:Iteration 3F (3874.308818 sec): 3 clusters Score: Raw -1465085.763618 + Penalty 3243.088603 = -1461842.675016 nChanged 1484 SP:Iteration 4F (3874.385817 sec): 3 clusters Score: Raw -1466041.662116 + Penalty 3243.088603 = -1462798.573514 nChanged 1517 SP:Iteration 5F (3874.476189 sec): 3 clusters Score: Raw -1467067.782753 + Penalty 3243.088603 = -1463824.694150 nChanged 1388 SP:Iteration 6F (3874.553302 sec): 3 clusters Score: Raw -1467914.491813 + Penalty 3243.088603 = -1464671.403210 nChanged 1090 SP:Iteration 7F (3874.643162 sec): 3 clusters Score: Raw -1468602.366062 + Penalty 3243.088603 = -1465359.277459 nChanged 888 SP:Iteration 8Q (3874.715295 sec): 3 clusters Score: Raw -1469119.196492 + Penalty 3243.088603 = -1465876.107889 nChanged 680 SP:Iteration 9Q (3874.799220 sec): 3 clusters Score: Raw -1469525.891150 + Penalty 3243.088603 = -1466282.802547 nChanged 572 SP:Iteration 10Q (3874.884556 sec): 3 clusters Score: Raw -1469868.172886 + Penalty 3243.088603 = -1466625.084284 nChanged 451 SP:Iteration 11Q (3874.969742 sec): 3 clusters Score: Raw -1470134.159720 + Penalty 3243.088603 = -1466891.071118 nChanged 379 SP:Iteration 12Q (3875.051586 sec): 3 clusters Score: Raw -1470334.309838 + Penalty 3243.088603 = -1467091.221236 nChanged 299 SP:Iteration 13Q (3875.137546 sec): 3 clusters Score: Raw -1470483.521118 + Penalty 3243.088603 = -1467240.432515 nChanged 252 SP:Iteration 14Q (3875.221016 sec): 3 clusters Score: Raw -1470597.164343 + Penalty 3243.088603 = -1467354.075740 nChanged 220 SP:Iteration 15Q (3875.304814 sec): 3 clusters Score: Raw -1470698.791855 + Penalty 3243.088603 = -1467455.703252 nChanged 192 SP:Iteration 16Q (3875.382358 sec): 3 clusters Score: Raw -1470769.477047 + Penalty 3243.088603 = -1467526.388444 nChanged 138 SP:Iteration 17Q (3875.464653 sec): 3 clusters Score: Raw -1470817.320606 + Penalty 3243.088603 = -1467574.232003 nChanged 137 SP:Iteration 18Q (3875.541808 sec): 3 clusters Score: Raw -1470858.910531 + Penalty 3243.088603 = -1467615.821929 nChanged 129 SP:Iteration 19Q (3875.625267 sec): 3 clusters Score: Raw -1470897.824723 + Penalty 3243.088603 = -1467654.736120 nChanged 115 SP:Iteration 20F (3875.698578 sec): 3 clusters Score: Raw -1470936.881931 + Penalty 3243.088603 = -1467693.793328 nChanged 109 SP:Iteration 21Q (3875.779317 sec): 3 clusters Score: Raw -1470971.347870 + Penalty 3243.088603 = -1467728.259267 nChanged 111 SP:Iteration 22Q (3875.863353 sec): 3 clusters Score: Raw -1471005.995754 + Penalty 3243.088603 = -1467762.907151 nChanged 103 SP:Iteration 23Q (3875.944926 sec): 3 clusters Score: Raw -1471037.823649 + Penalty 3243.088603 = -1467794.735046 nChanged 98 SP:Iteration 24Q (3876.021380 sec): 3 clusters Score: Raw -1471070.576768 + Penalty 3243.088603 = -1467827.488165 nChanged 104 SP:Iteration 25Q (3876.094211 sec): 3 clusters Score: Raw -1471104.298520 + Penalty 3243.088603 = -1467861.209917 nChanged 111 SP:Iteration 26Q (3876.179842 sec): 3 clusters Score: Raw -1471142.291979 + Penalty 3243.088603 = -1467899.203376 nChanged 98 SP:Iteration 27Q (3876.259364 sec): 3 clusters Score: Raw -1471176.783028 + Penalty 3243.088603 = -1467933.694425 nChanged 96 SP:Iteration 28Q (3876.335536 sec): 3 clusters Score: Raw -1471213.165721 + Penalty 3243.088603 = -1467970.077118 nChanged 81 SP:Iteration 29Q (3876.414422 sec): 3 clusters Score: Raw -1471241.006961 + Penalty 3243.088603 = -1467997.918358 nChanged 69 SP:Iteration 30Q (3876.494814 sec): 3 clusters Score: Raw -1471266.072274 + Penalty 3243.088603 = -1468022.983672 nChanged 74 SP:Iteration 31Q (3876.572592 sec): 3 clusters Score: Raw -1471294.078386 + Penalty 3243.088603 = -1468050.989783 nChanged 73 SP:Iteration 32Q (3876.648249 sec): 3 clusters Score: Raw -1471324.954932 + Penalty 3243.088603 = -1468081.866330 nChanged 73 SP:Iteration 33Q (3876.727724 sec): 3 clusters Score: Raw -1471351.943411 + Penalty 3243.088603 = -1468108.854808 nChanged 65 SP:Iteration 34Q (3876.802076 sec): 3 clusters Score: Raw -1471371.105644 + Penalty 3243.088603 = -1468128.017041 nChanged 53 SP:Iteration 35Q (3876.881274 sec): 3 clusters Score: Raw -1471389.938007 + Penalty 3243.088603 = -1468146.849404 nChanged 47 SP:Iteration 36Q (3876.955653 sec): 3 clusters Score: Raw -1471405.365879 + Penalty 3243.088603 = -1468162.277276 nChanged 48 SP:Iteration 37Q (3877.031036 sec): 3 clusters Score: Raw -1471420.846962 + Penalty 3243.088603 = -1468177.758359 nChanged 46 SP:Iteration 38Q (3877.112075 sec): 3 clusters Score: Raw -1471433.665894 + Penalty 3243.088603 = -1468190.577292 nChanged 35 SP:Iteration 39Q (3877.190179 sec): 3 clusters Score: Raw -1471443.172899 + Penalty 3243.088603 = -1468200.084297 nChanged 32 SP:Iteration 40F (3877.276134 sec): 3 clusters Score: Raw -1471450.353337 + Penalty 3243.088603 = -1468207.264734 nChanged 20 SP:Iteration 41Q (3877.353177 sec): 3 clusters Score: Raw -1471453.932407 + Penalty 3243.088603 = -1468210.843804 nChanged 13 SP:Iteration 42Q (3877.428948 sec): 3 clusters Score: Raw -1471456.322085 + Penalty 3243.088603 = -1468213.233483 nChanged 16 SP:Iteration 43Q (3877.498238 sec): 3 clusters Score: Raw -1471459.271313 + Penalty 3243.088603 = -1468216.182711 nChanged 12 SP:Iteration 44Q (3877.566214 sec): 3 clusters Score: Raw -1471461.998452 + Penalty 3243.088603 = -1468218.909850 nChanged 17 SP:Iteration 45Q (3877.654302 sec): 3 clusters Score: Raw -1471465.589598 + Penalty 3243.088603 = -1468222.500995 nChanged 10 SP:Iteration 46Q (3877.725957 sec): 3 clusters Score: Raw -1471468.147121 + Penalty 3243.088603 = -1468225.058518 nChanged 9 SP:Iteration 47Q (3877.807405 sec): 3 clusters Score: Raw -1471469.310432 + Penalty 3243.088603 = -1468226.221830 nChanged 5 SP:Iteration 48Q (3877.880740 sec): 3 clusters Score: Raw -1471469.957071 + Penalty 3243.088603 = -1468226.868468 nChanged 4 SP:Iteration 49Q (3877.959107 sec): 3 clusters Score: Raw -1471470.547484 + Penalty 3243.088603 = -1468227.458881 nChanged 3 SP:Iteration 50Q (3878.035106 sec): 3 clusters Score: Raw -1471470.850139 + Penalty 3243.088603 = -1468227.761536 nChanged 1 SP:Iteration 51Q (3878.119525 sec): 3 clusters Score: Raw -1471471.047839 + Penalty 3243.088603 = -1468227.959236 nChanged 1 SP:Iteration 52Q (3878.192687 sec): 3 clusters Score: Raw -1471471.175563 + Penalty 3243.088603 = -1468228.086961 nChanged 1 SP:Iteration 53Q (3878.266820 sec): 3 clusters Score: Raw -1471471.390251 + Penalty 3243.088603 = -1468228.301648 nChanged 0 SP:Iteration 54F (3878.352822 sec): 3 clusters Score: Raw -1471471.390251 + Penalty 3243.088603 = -1468228.301648 nChanged 0 Trying to split cluster 35 (3081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3878.381189 sec): 2 clusters Score: Raw -209273.230218 + Penalty 1305.364044 = -207967.866174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3878.430493 sec): 3 clusters Score: Raw -207788.438911 + Penalty 2610.728087 = -205177.710824 nChanged 1162 SP:Iteration 1F (3878.469004 sec): 3 clusters Score: Raw -208485.958600 + Penalty 2610.728087 = -205875.230513 nChanged 226 SP:Iteration 2F (3878.525577 sec): 3 clusters Score: Raw -208630.853410 + Penalty 2610.728087 = -206020.125323 nChanged 161 SP:Iteration 3F (3878.566837 sec): 3 clusters Score: Raw -208735.697882 + Penalty 2610.728087 = -206124.969795 nChanged 143 SP:Iteration 4Q (3878.625278 sec): 3 clusters Score: Raw -208845.068658 + Penalty 2610.728087 = -206234.340571 nChanged 149 SP:Iteration 5Q (3878.674777 sec): 3 clusters Score: Raw -208957.799149 + Penalty 2610.728087 = -206347.071061 nChanged 131 SP:Iteration 6Q (3878.714744 sec): 3 clusters Score: Raw -209052.281785 + Penalty 2610.728087 = -206441.553698 nChanged 123 SP:Iteration 7Q (3878.762730 sec): 3 clusters Score: Raw -209146.529550 + Penalty 2610.728087 = -206535.801463 nChanged 109 SP:Iteration 8Q (3878.812613 sec): 3 clusters Score: Raw -209221.478766 + Penalty 2610.728087 = -206610.750679 nChanged 78 SP:Iteration 9Q (3878.866775 sec): 3 clusters Score: Raw -209277.399361 + Penalty 2610.728087 = -206666.671274 nChanged 91 SP:Iteration 10Q (3878.923858 sec): 3 clusters Score: Raw -209344.312430 + Penalty 2610.728087 = -206733.584343 nChanged 74 SP:Iteration 11Q (3878.964428 sec): 3 clusters Score: Raw -209397.051264 + Penalty 2610.728087 = -206786.323177 nChanged 57 SP:Iteration 12Q (3879.023425 sec): 3 clusters Score: Raw -209435.758099 + Penalty 2610.728087 = -206825.030012 nChanged 51 SP:Iteration 13Q (3879.070653 sec): 3 clusters Score: Raw -209467.745274 + Penalty 2610.728087 = -206857.017187 nChanged 44 SP:Iteration 14Q (3879.120654 sec): 3 clusters Score: Raw -209493.547258 + Penalty 2610.728087 = -206882.819171 nChanged 37 SP:Iteration 15Q (3879.160490 sec): 3 clusters Score: Raw -209513.502529 + Penalty 2610.728087 = -206902.774442 nChanged 29 SP:Iteration 16Q (3879.213612 sec): 3 clusters Score: Raw -209526.628782 + Penalty 2610.728087 = -206915.900694 nChanged 22 SP:Iteration 17Q (3879.275246 sec): 3 clusters Score: Raw -209534.605885 + Penalty 2610.728087 = -206923.877798 nChanged 15 SP:Iteration 18Q (3879.319017 sec): 3 clusters Score: Raw -209543.814583 + Penalty 2610.728087 = -206933.086496 nChanged 16 SP:Iteration 19Q (3879.363335 sec): 3 clusters Score: Raw -209550.111194 + Penalty 2610.728087 = -206939.383107 nChanged 8 SP:Iteration 20F (3879.419397 sec): 3 clusters Score: Raw -209553.186570 + Penalty 2610.728087 = -206942.458483 nChanged 10 SP:Iteration 21Q (3879.459093 sec): 3 clusters Score: Raw -209556.280114 + Penalty 2610.728087 = -206945.552027 nChanged 9 SP:Iteration 22Q (3879.505055 sec): 3 clusters Score: Raw -209559.358159 + Penalty 2610.728087 = -206948.630072 nChanged 6 SP:Iteration 23Q (3879.552236 sec): 3 clusters Score: Raw -209562.337208 + Penalty 2610.728087 = -206951.609121 nChanged 6 SP:Iteration 24Q (3879.613661 sec): 3 clusters Score: Raw -209564.590694 + Penalty 2610.728087 = -206953.862607 nChanged 1 SP:Iteration 25Q (3879.671250 sec): 3 clusters Score: Raw -209564.850264 + Penalty 2610.728087 = -206954.122177 nChanged 4 SP:Iteration 26Q (3879.719815 sec): 3 clusters Score: Raw -209566.417949 + Penalty 2610.728087 = -206955.689862 nChanged 4 SP:Iteration 27Q (3879.763564 sec): 3 clusters Score: Raw -209567.993530 + Penalty 2610.728087 = -206957.265443 nChanged 6 SP:Iteration 28Q (3879.817899 sec): 3 clusters Score: Raw -209569.907544 + Penalty 2610.728087 = -206959.179457 nChanged 4 SP:Iteration 29Q (3879.872886 sec): 3 clusters Score: Raw -209571.300083 + Penalty 2610.728087 = -206960.571996 nChanged 6 SP:Iteration 30Q (3879.926882 sec): 3 clusters Score: Raw -209574.501610 + Penalty 2610.728087 = -206963.773523 nChanged 9 SP:Iteration 31Q (3879.978710 sec): 3 clusters Score: Raw -209578.753599 + Penalty 2610.728087 = -206968.025512 nChanged 10 SP:Iteration 32Q (3880.020635 sec): 3 clusters Score: Raw -209582.481013 + Penalty 2610.728087 = -206971.752926 nChanged 8 SP:Iteration 33Q (3880.076976 sec): 3 clusters Score: Raw -209584.944585 + Penalty 2610.728087 = -206974.216498 nChanged 6 SP:Iteration 34Q (3880.116850 sec): 3 clusters Score: Raw -209586.428264 + Penalty 2610.728087 = -206975.700177 nChanged 3 SP:Iteration 35Q (3880.166578 sec): 3 clusters Score: Raw -209587.144656 + Penalty 2610.728087 = -206976.416569 nChanged 0 SP:Iteration 36F (3880.218987 sec): 3 clusters Score: Raw -209587.144656 + Penalty 2610.728087 = -206976.416569 nChanged 0 Trying to split cluster 36 (5696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3880.264505 sec): 2 clusters Score: Raw -388246.161812 + Penalty 1405.221911 = -386840.939901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3880.315317 sec): 3 clusters Score: Raw -385240.517994 + Penalty 2810.443822 = -382430.074172 nChanged 2325 SP:Iteration 1F (3880.363682 sec): 3 clusters Score: Raw -386560.772166 + Penalty 2810.443822 = -383750.328344 nChanged 416 SP:Iteration 2F (3880.427335 sec): 3 clusters Score: Raw -386810.216582 + Penalty 2810.443822 = -383999.772760 nChanged 343 SP:Iteration 3F (3880.477703 sec): 3 clusters Score: Raw -387054.777244 + Penalty 2810.443822 = -384244.333422 nChanged 287 SP:Iteration 4F (3880.534010 sec): 3 clusters Score: Raw -387239.432310 + Penalty 2810.443822 = -384428.988487 nChanged 257 SP:Iteration 5Q (3880.585868 sec): 3 clusters Score: Raw -387413.584752 + Penalty 2810.443822 = -384603.140929 nChanged 265 SP:Iteration 6Q (3880.642291 sec): 3 clusters Score: Raw -387615.616739 + Penalty 2810.443822 = -384805.172917 nChanged 293 SP:Iteration 7F (3880.688675 sec): 3 clusters Score: Raw -387797.502030 + Penalty 2810.443822 = -384987.058208 nChanged 212 SP:Iteration 8Q (3880.743934 sec): 3 clusters Score: Raw -387909.167208 + Penalty 2810.443822 = -385098.723386 nChanged 187 SP:Iteration 9Q (3880.791976 sec): 3 clusters Score: Raw -387999.848802 + Penalty 2810.443822 = -385189.404979 nChanged 162 SP:Iteration 10Q (3880.847004 sec): 3 clusters Score: Raw -388080.675843 + Penalty 2810.443822 = -385270.232021 nChanged 136 SP:Iteration 11Q (3880.909375 sec): 3 clusters Score: Raw -388142.144297 + Penalty 2810.443822 = -385331.700475 nChanged 129 SP:Iteration 12Q (3880.955477 sec): 3 clusters Score: Raw -388202.961216 + Penalty 2810.443822 = -385392.517394 nChanged 117 SP:Iteration 13Q (3881.013392 sec): 3 clusters Score: Raw -388254.165766 + Penalty 2810.443822 = -385443.721943 nChanged 108 SP:Iteration 14Q (3881.063128 sec): 3 clusters Score: Raw -388297.684429 + Penalty 2810.443822 = -385487.240606 nChanged 88 SP:Iteration 15Q (3881.118699 sec): 3 clusters Score: Raw -388331.136761 + Penalty 2810.443822 = -385520.692939 nChanged 82 SP:Iteration 16Q (3881.173214 sec): 3 clusters Score: Raw -388359.788836 + Penalty 2810.443822 = -385549.345013 nChanged 56 SP:Iteration 17Q (3881.222556 sec): 3 clusters Score: Raw -388379.661687 + Penalty 2810.443822 = -385569.217865 nChanged 54 SP:Iteration 18Q (3881.276407 sec): 3 clusters Score: Raw -388394.899363 + Penalty 2810.443822 = -385584.455541 nChanged 40 SP:Iteration 19Q (3881.324219 sec): 3 clusters Score: Raw -388406.771449 + Penalty 2810.443822 = -385596.327627 nChanged 41 SP:Iteration 20F (3881.377188 sec): 3 clusters Score: Raw -388417.900914 + Penalty 2810.443822 = -385607.457092 nChanged 35 SP:Iteration 21Q (3881.441102 sec): 3 clusters Score: Raw -388427.939181 + Penalty 2810.443822 = -385617.495359 nChanged 34 SP:Iteration 22Q (3881.489009 sec): 3 clusters Score: Raw -388438.238152 + Penalty 2810.443822 = -385627.794330 nChanged 30 SP:Iteration 23Q (3881.540753 sec): 3 clusters Score: Raw -388447.370229 + Penalty 2810.443822 = -385636.926407 nChanged 31 SP:Iteration 24Q (3881.593346 sec): 3 clusters Score: Raw -388457.029849 + Penalty 2810.443822 = -385646.586027 nChanged 27 SP:Iteration 25Q (3881.651415 sec): 3 clusters Score: Raw -388463.206668 + Penalty 2810.443822 = -385652.762846 nChanged 23 SP:Iteration 26Q (3881.696058 sec): 3 clusters Score: Raw -388469.302669 + Penalty 2810.443822 = -385658.858847 nChanged 19 SP:Iteration 27Q (3881.754597 sec): 3 clusters Score: Raw -388473.940332 + Penalty 2810.443822 = -385663.496510 nChanged 21 SP:Iteration 28Q (3881.809815 sec): 3 clusters Score: Raw -388481.573216 + Penalty 2810.443822 = -385671.129394 nChanged 21 SP:Iteration 29Q (3881.855315 sec): 3 clusters Score: Raw -388487.871100 + Penalty 2810.443822 = -385677.427278 nChanged 21 SP:Iteration 30Q (3881.919296 sec): 3 clusters Score: Raw -388492.432277 + Penalty 2810.443822 = -385681.988454 nChanged 19 SP:Iteration 31Q (3881.963736 sec): 3 clusters Score: Raw -388497.621621 + Penalty 2810.443822 = -385687.177798 nChanged 17 SP:Iteration 32Q (3882.023678 sec): 3 clusters Score: Raw -388503.421517 + Penalty 2810.443822 = -385692.977695 nChanged 20 SP:Iteration 33Q (3882.064808 sec): 3 clusters Score: Raw -388507.649418 + Penalty 2810.443822 = -385697.205596 nChanged 13 SP:Iteration 34Q (3882.117009 sec): 3 clusters Score: Raw -388512.112603 + Penalty 2810.443822 = -385701.668780 nChanged 16 SP:Iteration 35Q (3882.170229 sec): 3 clusters Score: Raw -388516.247046 + Penalty 2810.443822 = -385705.803224 nChanged 16 SP:Iteration 36Q (3882.219478 sec): 3 clusters Score: Raw -388520.616223 + Penalty 2810.443822 = -385710.172401 nChanged 9 SP:Iteration 37Q (3882.270865 sec): 3 clusters Score: Raw -388523.525772 + Penalty 2810.443822 = -385713.081950 nChanged 8 SP:Iteration 38Q (3882.330936 sec): 3 clusters Score: Raw -388525.502813 + Penalty 2810.443822 = -385715.058990 nChanged 7 SP:Iteration 39Q (3882.376893 sec): 3 clusters Score: Raw -388527.479121 + Penalty 2810.443822 = -385717.035298 nChanged 9 SP:Iteration 40F (3882.443538 sec): 3 clusters Score: Raw -388529.123541 + Penalty 2810.443822 = -385718.679719 nChanged 3 SP:Iteration 41Q (3882.489550 sec): 3 clusters Score: Raw -388529.929854 + Penalty 2810.443822 = -385719.486032 nChanged 6 SP:Iteration 42Q (3882.548782 sec): 3 clusters Score: Raw -388531.854192 + Penalty 2810.443822 = -385721.410369 nChanged 8 SP:Iteration 43Q (3882.608223 sec): 3 clusters Score: Raw -388533.691126 + Penalty 2810.443822 = -385723.247303 nChanged 4 SP:Iteration 44Q (3882.665916 sec): 3 clusters Score: Raw -388534.358295 + Penalty 2810.443822 = -385723.914473 nChanged 2 SP:Iteration 45Q (3882.720625 sec): 3 clusters Score: Raw -388534.962010 + Penalty 2810.443822 = -385724.518188 nChanged 1 SP:Iteration 46Q (3882.765357 sec): 3 clusters Score: Raw -388535.132048 + Penalty 2810.443822 = -385724.688226 nChanged 1 SP:Iteration 47Q (3882.828738 sec): 3 clusters Score: Raw -388535.344593 + Penalty 2810.443822 = -385724.900771 nChanged 0 SP:Iteration 48F (3882.879734 sec): 3 clusters Score: Raw -388535.344593 + Penalty 2810.443822 = -385724.900771 nChanged 0 Iteration 459Q (3887.461966 sec): 37 clusters Score: Raw -32163006.617460 + Penalty 76786.113438 = -32086220.504021 nChanged 75 Iteration 460F (3899.051694 sec): 37 clusters Score: Raw -32163010.247251 + Penalty 76786.113438 = -32086224.133813 nChanged 85 Iteration 461Q (3903.895895 sec): 37 clusters Score: Raw -32163015.640322 + Penalty 76786.113438 = -32086229.526883 nChanged 94 Iteration 462Q (3908.675018 sec): 37 clusters Score: Raw -32163028.750269 + Penalty 76786.113438 = -32086242.636830 nChanged 123 Iteration 463Q (3913.337865 sec): 37 clusters Score: Raw -32163042.437228 + Penalty 76786.113438 = -32086256.323789 nChanged 111 Iteration 464Q (3917.795151 sec): 37 clusters Score: Raw -32163052.384604 + Penalty 76786.113438 = -32086266.271165 nChanged 93 Iteration 465Q (3922.085324 sec): 37 clusters Score: Raw -32163062.682848 + Penalty 76786.113438 = -32086276.569410 nChanged 94 Iteration 466Q (3926.322980 sec): 37 clusters Score: Raw -32163072.204325 + Penalty 76786.113438 = -32086286.090887 nChanged 93 Iteration 467Q (3931.142271 sec): 37 clusters Score: Raw -32163081.947276 + Penalty 76786.113438 = -32086295.833838 nChanged 109 Iteration 468Q (3935.817885 sec): 37 clusters Score: Raw -32163102.748178 + Penalty 76786.113438 = -32086316.634740 nChanged 146 Iteration 469Q (3940.896723 sec): 37 clusters Score: Raw -32163124.392931 + Penalty 76786.113438 = -32086338.279492 nChanged 125 Iteration 470Q (3945.439283 sec): 37 clusters Score: Raw -32163144.329683 + Penalty 76786.113438 = -32086358.216244 nChanged 124 Iteration 471Q (3950.414604 sec): 37 clusters Score: Raw -32163159.278335 + Penalty 76786.113438 = -32086373.164897 nChanged 118 Iteration 472Q (3955.075011 sec): 37 clusters Score: Raw -32163169.092629 + Penalty 76786.113438 = -32086382.979190 nChanged 131 Iteration 473Q (3960.076280 sec): 37 clusters Score: Raw -32163179.998895 + Penalty 76786.113438 = -32086393.885456 nChanged 123 Iteration 474Q (3964.751383 sec): 37 clusters Score: Raw -32163188.480579 + Penalty 76786.113438 = -32086402.367141 nChanged 138 Iteration 475Q (3969.661321 sec): 37 clusters Score: Raw -32163196.320356 + Penalty 76786.113438 = -32086410.206917 nChanged 100 Iteration 476Q (3974.725018 sec): 37 clusters Score: Raw -32163203.315286 + Penalty 76786.113438 = -32086417.201847 nChanged 101 Iteration 477Q (3979.179498 sec): 37 clusters Score: Raw -32163209.994742 + Penalty 76786.113438 = -32086423.881304 nChanged 100 Iteration 478Q (3984.118590 sec): 37 clusters Score: Raw -32163216.186974 + Penalty 76786.113438 = -32086430.073535 nChanged 111 Iteration 479Q (3988.694719 sec): 37 clusters Score: Raw -32163221.973815 + Penalty 76786.113438 = -32086435.860376 nChanged 100 Iteration 480F (4000.419737 sec): 37 clusters Score: Raw -32163241.739650 + Penalty 76786.113438 = -32086455.626212 nChanged 91 Iteration 481Q (4005.420880 sec): 37 clusters Score: Raw -32163249.235671 + Penalty 76786.113438 = -32086463.122232 nChanged 116 Iteration 482Q (4010.039312 sec): 37 clusters Score: Raw -32163263.568159 + Penalty 76786.113438 = -32086477.454720 nChanged 141 Iteration 483Q (4014.865534 sec): 37 clusters Score: Raw -32163276.278312 + Penalty 76786.113438 = -32086490.164874 nChanged 129 Iteration 484Q (4019.712884 sec): 37 clusters Score: Raw -32163287.672134 + Penalty 76786.113438 = -32086501.558696 nChanged 123 Iteration 485Q (4024.256413 sec): 37 clusters Score: Raw -32163297.732020 + Penalty 76786.113438 = -32086511.618582 nChanged 122 Iteration 486Q (4029.236945 sec): 37 clusters Score: Raw -32163309.270901 + Penalty 76786.113438 = -32086523.157463 nChanged 144 Iteration 487Q (4033.897808 sec): 37 clusters Score: Raw -32163322.802818 + Penalty 76786.113438 = -32086536.689380 nChanged 146 Iteration 488Q (4039.010686 sec): 37 clusters Score: Raw -32163338.551912 + Penalty 76786.113438 = -32086552.438473 nChanged 162 Iteration 489Q (4043.696574 sec): 37 clusters Score: Raw -32163360.211748 + Penalty 76786.113438 = -32086574.098310 nChanged 156 Iteration 490Q (4048.770473 sec): 37 clusters Score: Raw -32163375.760829 + Penalty 76786.113438 = -32086589.647391 nChanged 164 Iteration 491Q (4053.523086 sec): 37 clusters Score: Raw -32163392.798923 + Penalty 76786.113438 = -32086606.685485 nChanged 162 Iteration 492Q (4058.553129 sec): 37 clusters Score: Raw -32163408.006127 + Penalty 76786.113438 = -32086621.892689 nChanged 160 Iteration 493Q (4063.256230 sec): 37 clusters Score: Raw -32163420.950431 + Penalty 76786.113438 = -32086634.836993 nChanged 144 Iteration 494Q (4068.156208 sec): 37 clusters Score: Raw -32163430.124872 + Penalty 76786.113438 = -32086644.011433 nChanged 135 Iteration 495Q (4072.785663 sec): 37 clusters Score: Raw -32163439.609676 + Penalty 76786.113438 = -32086653.496237 nChanged 148 Iteration 496Q (4077.551722 sec): 37 clusters Score: Raw -32163449.106055 + Penalty 76786.113438 = -32086662.992617 nChanged 136 Iteration 497Q (4082.329211 sec): 37 clusters Score: Raw -32163458.292477 + Penalty 76786.113438 = -32086672.179038 nChanged 125 Iteration 498Q (4086.922654 sec): 37 clusters Score: Raw -32163463.482242 + Penalty 76786.113438 = -32086677.368803 nChanged 111 Writing temp clu file Because OldScore, -32086672.179038, is greater than current (better) Score,-32086677.368803 Compute initial score before splitting: Score: Raw -32163463.482242 + Penalty 76786.113438 = -32086677.368803 Trying to split cluster 1 (8750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4087.133156 sec): 2 clusters Score: Raw -603932.888905 + Penalty 1474.981459 = -602457.907446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4087.191991 sec): 3 clusters Score: Raw -598962.186961 + Penalty 2949.962918 = -596012.224042 nChanged 3784 SP:Iteration 1F (4087.238579 sec): 3 clusters Score: Raw -601066.218086 + Penalty 2949.962918 = -598116.255168 nChanged 626 SP:Iteration 2F (4087.298257 sec): 3 clusters Score: Raw -601427.646011 + Penalty 2949.962918 = -598477.683093 nChanged 616 SP:Iteration 3F (4087.350496 sec): 3 clusters Score: Raw -601887.653618 + Penalty 2949.962918 = -598937.690700 nChanged 660 SP:Iteration 4F (4087.404660 sec): 3 clusters Score: Raw -602423.648890 + Penalty 2949.962918 = -599473.685971 nChanged 660 SP:Iteration 5F (4087.465015 sec): 3 clusters Score: Raw -602997.393601 + Penalty 2949.962918 = -600047.430683 nChanged 597 SP:Iteration 6F (4087.526556 sec): 3 clusters Score: Raw -603458.811198 + Penalty 2949.962918 = -600508.848279 nChanged 440 SP:Iteration 7F (4087.578886 sec): 3 clusters Score: Raw -603760.818072 + Penalty 2949.962918 = -600810.855153 nChanged 298 SP:Iteration 8Q (4087.649528 sec): 3 clusters Score: Raw -603926.669298 + Penalty 2949.962918 = -600976.706380 nChanged 197 SP:Iteration 9Q (4087.705413 sec): 3 clusters Score: Raw -604025.741858 + Penalty 2949.962918 = -601075.778939 nChanged 139 SP:Iteration 10Q (4087.763015 sec): 3 clusters Score: Raw -604094.436602 + Penalty 2949.962918 = -601144.473684 nChanged 107 SP:Iteration 11Q (4087.815062 sec): 3 clusters Score: Raw -604145.561578 + Penalty 2949.962918 = -601195.598660 nChanged 105 SP:Iteration 12Q (4087.870383 sec): 3 clusters Score: Raw -604195.453209 + Penalty 2949.962918 = -601245.490291 nChanged 95 SP:Iteration 13Q (4087.937261 sec): 3 clusters Score: Raw -604229.554277 + Penalty 2949.962918 = -601279.591359 nChanged 77 SP:Iteration 14Q (4087.993218 sec): 3 clusters Score: Raw -604258.497995 + Penalty 2949.962918 = -601308.535077 nChanged 55 SP:Iteration 15Q (4088.049904 sec): 3 clusters Score: Raw -604276.199084 + Penalty 2949.962918 = -601326.236166 nChanged 50 SP:Iteration 16Q (4088.107990 sec): 3 clusters Score: Raw -604292.957735 + Penalty 2949.962918 = -601342.994816 nChanged 48 SP:Iteration 17Q (4088.168078 sec): 3 clusters Score: Raw -604307.797886 + Penalty 2949.962918 = -601357.834967 nChanged 47 SP:Iteration 18Q (4088.230926 sec): 3 clusters Score: Raw -604324.452508 + Penalty 2949.962918 = -601374.489590 nChanged 44 SP:Iteration 19Q (4088.279701 sec): 3 clusters Score: Raw -604342.026718 + Penalty 2949.962918 = -601392.063799 nChanged 34 SP:Iteration 20F (4088.330606 sec): 3 clusters Score: Raw -604353.904462 + Penalty 2949.962918 = -601403.941543 nChanged 31 SP:Iteration 21Q (4088.389026 sec): 3 clusters Score: Raw -604360.766858 + Penalty 2949.962918 = -601410.803939 nChanged 18 SP:Iteration 22Q (4088.449402 sec): 3 clusters Score: Raw -604364.298798 + Penalty 2949.962918 = -601414.335880 nChanged 14 SP:Iteration 23Q (4088.512800 sec): 3 clusters Score: Raw -604367.186111 + Penalty 2949.962918 = -601417.223192 nChanged 14 SP:Iteration 24Q (4088.563644 sec): 3 clusters Score: Raw -604369.833997 + Penalty 2949.962918 = -601419.871079 nChanged 17 SP:Iteration 25Q (4088.624405 sec): 3 clusters Score: Raw -604374.819144 + Penalty 2949.962918 = -601424.856226 nChanged 23 SP:Iteration 26Q (4088.688653 sec): 3 clusters Score: Raw -604380.703357 + Penalty 2949.962918 = -601430.740439 nChanged 25 SP:Iteration 27Q (4088.739323 sec): 3 clusters Score: Raw -604385.434631 + Penalty 2949.962918 = -601435.471713 nChanged 18 SP:Iteration 28Q (4088.794204 sec): 3 clusters Score: Raw -604388.078619 + Penalty 2949.962918 = -601438.115701 nChanged 15 SP:Iteration 29Q (4088.860038 sec): 3 clusters Score: Raw -604391.130655 + Penalty 2949.962918 = -601441.167737 nChanged 18 SP:Iteration 30Q (4088.909376 sec): 3 clusters Score: Raw -604395.954764 + Penalty 2949.962918 = -601445.991846 nChanged 25 SP:Iteration 31Q (4088.966826 sec): 3 clusters Score: Raw -604400.722543 + Penalty 2949.962918 = -601450.759625 nChanged 10 SP:Iteration 32Q (4089.029504 sec): 3 clusters Score: Raw -604402.356491 + Penalty 2949.962918 = -601452.393572 nChanged 13 SP:Iteration 33Q (4089.086730 sec): 3 clusters Score: Raw -604404.427780 + Penalty 2949.962918 = -601454.464862 nChanged 10 SP:Iteration 34Q (4089.154772 sec): 3 clusters Score: Raw -604406.250097 + Penalty 2949.962918 = -601456.287179 nChanged 10 SP:Iteration 35Q (4089.204049 sec): 3 clusters Score: Raw -604408.640608 + Penalty 2949.962918 = -601458.677690 nChanged 13 SP:Iteration 36Q (4089.269958 sec): 3 clusters Score: Raw -604411.354612 + Penalty 2949.962918 = -601461.391693 nChanged 14 SP:Iteration 37Q (4089.319524 sec): 3 clusters Score: Raw -604413.983978 + Penalty 2949.962918 = -601464.021060 nChanged 14 SP:Iteration 38Q (4089.382977 sec): 3 clusters Score: Raw -604416.173900 + Penalty 2949.962918 = -601466.210981 nChanged 12 SP:Iteration 39Q (4089.435203 sec): 3 clusters Score: Raw -604418.443791 + Penalty 2949.962918 = -601468.480873 nChanged 9 SP:Iteration 40F (4089.499372 sec): 3 clusters Score: Raw -604420.423727 + Penalty 2949.962918 = -601470.460809 nChanged 11 SP:Iteration 41Q (4089.566734 sec): 3 clusters Score: Raw -604423.368553 + Penalty 2949.962918 = -601473.405635 nChanged 10 SP:Iteration 42Q (4089.623627 sec): 3 clusters Score: Raw -604425.552528 + Penalty 2949.962918 = -601475.589610 nChanged 11 SP:Iteration 43Q (4089.676378 sec): 3 clusters Score: Raw -604427.537103 + Penalty 2949.962918 = -601477.574185 nChanged 10 SP:Iteration 44Q (4089.748965 sec): 3 clusters Score: Raw -604430.262894 + Penalty 2949.962918 = -601480.299975 nChanged 14 SP:Iteration 45Q (4089.808188 sec): 3 clusters Score: Raw -604433.255450 + Penalty 2949.962918 = -601483.292531 nChanged 8 SP:Iteration 46Q (4089.869678 sec): 3 clusters Score: Raw -604434.604319 + Penalty 2949.962918 = -601484.641401 nChanged 8 SP:Iteration 47Q (4089.931296 sec): 3 clusters Score: Raw -604436.418313 + Penalty 2949.962918 = -601486.455395 nChanged 9 SP:Iteration 48Q (4089.992113 sec): 3 clusters Score: Raw -604439.334477 + Penalty 2949.962918 = -601489.371558 nChanged 11 SP:Iteration 49Q (4090.051014 sec): 3 clusters Score: Raw -604441.590659 + Penalty 2949.962918 = -601491.627741 nChanged 9 SP:Iteration 50Q (4090.103727 sec): 3 clusters Score: Raw -604443.145237 + Penalty 2949.962918 = -601493.182318 nChanged 6 SP:Iteration 51Q (4090.166745 sec): 3 clusters Score: Raw -604444.809662 + Penalty 2949.962918 = -601494.846744 nChanged 10 SP:Iteration 52Q (4090.235799 sec): 3 clusters Score: Raw -604446.605857 + Penalty 2949.962918 = -601496.642939 nChanged 5 SP:Iteration 53Q (4090.290746 sec): 3 clusters Score: Raw -604447.444965 + Penalty 2949.962918 = -601497.482047 nChanged 5 SP:Iteration 54Q (4090.343124 sec): 3 clusters Score: Raw -604448.163298 + Penalty 2949.962918 = -601498.200379 nChanged 7 SP:Iteration 55Q (4090.413808 sec): 3 clusters Score: Raw -604449.749040 + Penalty 2949.962918 = -601499.786122 nChanged 7 SP:Iteration 56Q (4090.461065 sec): 3 clusters Score: Raw -604451.267267 + Penalty 2949.962918 = -601501.304349 nChanged 7 SP:Iteration 57Q (4090.528164 sec): 3 clusters Score: Raw -604453.293395 + Penalty 2949.962918 = -601503.330476 nChanged 14 SP:Iteration 58Q (4090.573085 sec): 3 clusters Score: Raw -604456.557022 + Penalty 2949.962918 = -601506.594104 nChanged 12 SP:Iteration 59Q (4090.629259 sec): 3 clusters Score: Raw -604458.848476 + Penalty 2949.962918 = -601508.885558 nChanged 9 SP:Iteration 60F (4090.696574 sec): 3 clusters Score: Raw -604460.158178 + Penalty 2949.962918 = -601510.195259 nChanged 7 SP:Iteration 61Q (4090.756343 sec): 3 clusters Score: Raw -604461.641641 + Penalty 2949.962918 = -601511.678722 nChanged 8 SP:Iteration 62Q (4090.818740 sec): 3 clusters Score: Raw -604463.576593 + Penalty 2949.962918 = -601513.613674 nChanged 11 SP:Iteration 63Q (4090.873576 sec): 3 clusters Score: Raw -604466.699087 + Penalty 2949.962918 = -601516.736169 nChanged 7 SP:Iteration 64Q (4090.932511 sec): 3 clusters Score: Raw -604468.240772 + Penalty 2949.962918 = -601518.277854 nChanged 10 SP:Iteration 65Q (4090.986815 sec): 3 clusters Score: Raw -604470.974252 + Penalty 2949.962918 = -601521.011334 nChanged 13 SP:Iteration 66Q (4091.048907 sec): 3 clusters Score: Raw -604475.087399 + Penalty 2949.962918 = -601525.124481 nChanged 16 SP:Iteration 67Q (4091.099521 sec): 3 clusters Score: Raw -604480.123539 + Penalty 2949.962918 = -601530.160621 nChanged 14 SP:Iteration 68Q (4091.168512 sec): 3 clusters Score: Raw -604483.757182 + Penalty 2949.962918 = -601533.794263 nChanged 11 SP:Iteration 69Q (4091.227429 sec): 3 clusters Score: Raw -604486.897464 + Penalty 2949.962918 = -601536.934546 nChanged 11 SP:Iteration 70Q (4091.285008 sec): 3 clusters Score: Raw -604489.484451 + Penalty 2949.962918 = -601539.521532 nChanged 8 SP:Iteration 71Q (4091.335848 sec): 3 clusters Score: Raw -604490.949882 + Penalty 2949.962918 = -601540.986963 nChanged 10 SP:Iteration 72Q (4091.400081 sec): 3 clusters Score: Raw -604493.211938 + Penalty 2949.962918 = -601543.249020 nChanged 6 SP:Iteration 73Q (4091.463524 sec): 3 clusters Score: Raw -604494.539205 + Penalty 2949.962918 = -601544.576287 nChanged 6 SP:Iteration 74Q (4091.521148 sec): 3 clusters Score: Raw -604495.922750 + Penalty 2949.962918 = -601545.959831 nChanged 4 SP:Iteration 75Q (4091.569115 sec): 3 clusters Score: Raw -604497.078605 + Penalty 2949.962918 = -601547.115686 nChanged 5 SP:Iteration 76Q (4091.639990 sec): 3 clusters Score: Raw -604498.334155 + Penalty 2949.962918 = -601548.371237 nChanged 3 SP:Iteration 77Q (4091.694019 sec): 3 clusters Score: Raw -604499.250532 + Penalty 2949.962918 = -601549.287613 nChanged 6 SP:Iteration 78Q (4091.741962 sec): 3 clusters Score: Raw -604500.722382 + Penalty 2949.962918 = -601550.759464 nChanged 4 SP:Iteration 79Q (4091.802312 sec): 3 clusters Score: Raw -604501.435979 + Penalty 2949.962918 = -601551.473061 nChanged 4 SP:Iteration 80F (4091.868123 sec): 3 clusters Score: Raw -604502.608389 + Penalty 2949.962918 = -601552.645471 nChanged 6 SP:Iteration 81Q (4091.921090 sec): 3 clusters Score: Raw -604503.788638 + Penalty 2949.962918 = -601553.825719 nChanged 5 SP:Iteration 82Q (4091.980751 sec): 3 clusters Score: Raw -604504.501695 + Penalty 2949.962918 = -601554.538777 nChanged 3 SP:Iteration 83Q (4092.043892 sec): 3 clusters Score: Raw -604505.216011 + Penalty 2949.962918 = -601555.253093 nChanged 1 SP:Iteration 84Q (4092.111429 sec): 3 clusters Score: Raw -604505.598185 + Penalty 2949.962918 = -601555.635267 nChanged 1 SP:Iteration 85Q (4092.172496 sec): 3 clusters Score: Raw -604505.848531 + Penalty 2949.962918 = -601555.885613 nChanged 0 SP:Iteration 86F (4092.231063 sec): 3 clusters Score: Raw -604505.848531 + Penalty 2949.962918 = -601555.885613 nChanged 0 Trying to split cluster 2 (9970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4092.269405 sec): 2 clusters Score: Raw -654293.948040 + Penalty 1496.192078 = -652797.755963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4092.329052 sec): 3 clusters Score: Raw -648593.465773 + Penalty 2992.384155 = -645601.081618 nChanged 4293 SP:Iteration 1F (4092.402205 sec): 3 clusters Score: Raw -650844.953130 + Penalty 2992.384155 = -647852.568974 nChanged 565 SP:Iteration 2F (4092.467432 sec): 3 clusters Score: Raw -651080.375349 + Penalty 2992.384155 = -648087.991193 nChanged 500 SP:Iteration 3F (4092.530823 sec): 3 clusters Score: Raw -651335.843410 + Penalty 2992.384155 = -648343.459255 nChanged 486 SP:Iteration 4Q (4092.594211 sec): 3 clusters Score: Raw -651612.399097 + Penalty 2992.384155 = -648620.014942 nChanged 572 SP:Iteration 5F (4092.654207 sec): 3 clusters Score: Raw -651975.710423 + Penalty 2992.384155 = -648983.326267 nChanged 608 SP:Iteration 6F (4092.713488 sec): 3 clusters Score: Raw -652431.589710 + Penalty 2992.384155 = -649439.205555 nChanged 661 SP:Iteration 7F (4092.769962 sec): 3 clusters Score: Raw -652967.522158 + Penalty 2992.384155 = -649975.138002 nChanged 576 SP:Iteration 8F (4092.829507 sec): 3 clusters Score: Raw -653417.286147 + Penalty 2992.384155 = -650424.901991 nChanged 446 SP:Iteration 9Q (4092.904282 sec): 3 clusters Score: Raw -653775.358021 + Penalty 2992.384155 = -650782.973866 nChanged 325 SP:Iteration 10Q (4092.965090 sec): 3 clusters Score: Raw -654022.392958 + Penalty 2992.384155 = -651030.008803 nChanged 223 SP:Iteration 11Q (4093.031703 sec): 3 clusters Score: Raw -654162.501003 + Penalty 2992.384155 = -651170.116847 nChanged 137 SP:Iteration 12Q (4093.083441 sec): 3 clusters Score: Raw -654262.204290 + Penalty 2992.384155 = -651269.820135 nChanged 119 SP:Iteration 13Q (4093.153941 sec): 3 clusters Score: Raw -654340.857990 + Penalty 2992.384155 = -651348.473835 nChanged 96 SP:Iteration 14Q (4093.214757 sec): 3 clusters Score: Raw -654414.193460 + Penalty 2992.384155 = -651421.809305 nChanged 89 SP:Iteration 15Q (4093.275170 sec): 3 clusters Score: Raw -654483.799772 + Penalty 2992.384155 = -651491.415616 nChanged 78 SP:Iteration 16Q (4093.321802 sec): 3 clusters Score: Raw -654554.567654 + Penalty 2992.384155 = -651562.183498 nChanged 74 SP:Iteration 17Q (4093.379929 sec): 3 clusters Score: Raw -654614.903116 + Penalty 2992.384155 = -651622.518961 nChanged 65 SP:Iteration 18Q (4093.442207 sec): 3 clusters Score: Raw -654650.541353 + Penalty 2992.384155 = -651658.157197 nChanged 40 SP:Iteration 19Q (4093.497754 sec): 3 clusters Score: Raw -654673.397578 + Penalty 2992.384155 = -651681.013422 nChanged 31 SP:Iteration 20F (4093.567442 sec): 3 clusters Score: Raw -654685.614634 + Penalty 2992.384155 = -651693.230479 nChanged 19 SP:Iteration 21Q (4093.633328 sec): 3 clusters Score: Raw -654693.700131 + Penalty 2992.384155 = -651701.315976 nChanged 14 SP:Iteration 22Q (4093.693863 sec): 3 clusters Score: Raw -654698.995394 + Penalty 2992.384155 = -651706.611238 nChanged 13 SP:Iteration 23Q (4093.747925 sec): 3 clusters Score: Raw -654703.659355 + Penalty 2992.384155 = -651711.275199 nChanged 14 SP:Iteration 24Q (4093.801956 sec): 3 clusters Score: Raw -654708.278029 + Penalty 2992.384155 = -651715.893874 nChanged 8 SP:Iteration 25Q (4093.861002 sec): 3 clusters Score: Raw -654710.878250 + Penalty 2992.384155 = -651718.494095 nChanged 12 SP:Iteration 26Q (4093.924846 sec): 3 clusters Score: Raw -654714.940235 + Penalty 2992.384155 = -651722.556080 nChanged 8 SP:Iteration 27Q (4093.982914 sec): 3 clusters Score: Raw -654717.460250 + Penalty 2992.384155 = -651725.076094 nChanged 5 SP:Iteration 28Q (4094.040387 sec): 3 clusters Score: Raw -654718.770016 + Penalty 2992.384155 = -651726.385861 nChanged 4 SP:Iteration 29Q (4094.107339 sec): 3 clusters Score: Raw -654719.609388 + Penalty 2992.384155 = -651727.225233 nChanged 1 SP:Iteration 30Q (4094.168134 sec): 3 clusters Score: Raw -654720.089546 + Penalty 2992.384155 = -651727.705390 nChanged 0 SP:Iteration 31F (4094.219706 sec): 3 clusters Score: Raw -654720.089546 + Penalty 2992.384155 = -651727.705390 nChanged 0 Trying to split cluster 3 (8173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4094.255813 sec): 2 clusters Score: Raw -557860.140073 + Penalty 1463.896089 = -556396.243984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4094.302505 sec): 3 clusters Score: Raw -553421.868908 + Penalty 2927.792178 = -550494.076729 nChanged 3502 SP:Iteration 1F (4094.366788 sec): 3 clusters Score: Raw -555429.801207 + Penalty 2927.792178 = -552502.009029 nChanged 537 SP:Iteration 2F (4094.414359 sec): 3 clusters Score: Raw -555725.334655 + Penalty 2927.792178 = -552797.542477 nChanged 465 SP:Iteration 3F (4094.469875 sec): 3 clusters Score: Raw -556031.921676 + Penalty 2927.792178 = -553104.129497 nChanged 454 SP:Iteration 4F (4094.541429 sec): 3 clusters Score: Raw -556322.061073 + Penalty 2927.792178 = -553394.268895 nChanged 440 SP:Iteration 5F (4094.598615 sec): 3 clusters Score: Raw -556612.859787 + Penalty 2927.792178 = -553685.067609 nChanged 401 SP:Iteration 6Q (4094.651754 sec): 3 clusters Score: Raw -556864.584337 + Penalty 2927.792178 = -553936.792159 nChanged 368 SP:Iteration 7Q (4094.705103 sec): 3 clusters Score: Raw -557048.680274 + Penalty 2927.792178 = -554120.888096 nChanged 289 SP:Iteration 8Q (4094.767978 sec): 3 clusters Score: Raw -557174.273600 + Penalty 2927.792178 = -554246.481422 nChanged 211 SP:Iteration 9Q (4094.818058 sec): 3 clusters Score: Raw -557255.730236 + Penalty 2927.792178 = -554327.938058 nChanged 194 SP:Iteration 10Q (4094.880745 sec): 3 clusters Score: Raw -557340.422265 + Penalty 2927.792178 = -554412.630087 nChanged 184 SP:Iteration 11Q (4094.932408 sec): 3 clusters Score: Raw -557412.746702 + Penalty 2927.792178 = -554484.954524 nChanged 154 SP:Iteration 12Q (4094.990816 sec): 3 clusters Score: Raw -557467.521772 + Penalty 2927.792178 = -554539.729594 nChanged 148 SP:Iteration 13Q (4095.060705 sec): 3 clusters Score: Raw -557513.317724 + Penalty 2927.792178 = -554585.525546 nChanged 128 SP:Iteration 14Q (4095.114682 sec): 3 clusters Score: Raw -557561.197132 + Penalty 2927.792178 = -554633.404954 nChanged 130 SP:Iteration 15Q (4095.165388 sec): 3 clusters Score: Raw -557606.004674 + Penalty 2927.792178 = -554678.212496 nChanged 89 SP:Iteration 16Q (4095.229672 sec): 3 clusters Score: Raw -557631.084927 + Penalty 2927.792178 = -554703.292749 nChanged 75 SP:Iteration 17Q (4095.272986 sec): 3 clusters Score: Raw -557650.383863 + Penalty 2927.792178 = -554722.591685 nChanged 58 SP:Iteration 18Q (4095.332308 sec): 3 clusters Score: Raw -557664.820193 + Penalty 2927.792178 = -554737.028014 nChanged 46 SP:Iteration 19Q (4095.389142 sec): 3 clusters Score: Raw -557674.852594 + Penalty 2927.792178 = -554747.060416 nChanged 34 SP:Iteration 20F (4095.439772 sec): 3 clusters Score: Raw -557681.476940 + Penalty 2927.792178 = -554753.684762 nChanged 34 SP:Iteration 21Q (4095.500638 sec): 3 clusters Score: Raw -557690.373781 + Penalty 2927.792178 = -554762.581603 nChanged 38 SP:Iteration 22Q (4095.567175 sec): 3 clusters Score: Raw -557697.583363 + Penalty 2927.792178 = -554769.791185 nChanged 29 SP:Iteration 23Q (4095.615950 sec): 3 clusters Score: Raw -557703.880713 + Penalty 2927.792178 = -554776.088535 nChanged 30 SP:Iteration 24Q (4095.683958 sec): 3 clusters Score: Raw -557711.133962 + Penalty 2927.792178 = -554783.341784 nChanged 36 SP:Iteration 25Q (4095.730713 sec): 3 clusters Score: Raw -557719.363223 + Penalty 2927.792178 = -554791.571045 nChanged 25 SP:Iteration 26Q (4095.791824 sec): 3 clusters Score: Raw -557724.959923 + Penalty 2927.792178 = -554797.167745 nChanged 26 SP:Iteration 27Q (4095.849336 sec): 3 clusters Score: Raw -557729.054811 + Penalty 2927.792178 = -554801.262633 nChanged 16 SP:Iteration 28Q (4095.908181 sec): 3 clusters Score: Raw -557732.212017 + Penalty 2927.792178 = -554804.419838 nChanged 20 SP:Iteration 29Q (4095.966259 sec): 3 clusters Score: Raw -557736.624477 + Penalty 2927.792178 = -554808.832299 nChanged 23 SP:Iteration 30Q (4096.022874 sec): 3 clusters Score: Raw -557741.256804 + Penalty 2927.792178 = -554813.464626 nChanged 24 SP:Iteration 31Q (4096.079442 sec): 3 clusters Score: Raw -557745.766983 + Penalty 2927.792178 = -554817.974805 nChanged 21 SP:Iteration 32Q (4096.138253 sec): 3 clusters Score: Raw -557750.634470 + Penalty 2927.792178 = -554822.842292 nChanged 30 SP:Iteration 33Q (4096.195659 sec): 3 clusters Score: Raw -557756.943987 + Penalty 2927.792178 = -554829.151809 nChanged 26 SP:Iteration 34Q (4096.262459 sec): 3 clusters Score: Raw -557761.171793 + Penalty 2927.792178 = -554833.379615 nChanged 26 SP:Iteration 35Q (4096.318529 sec): 3 clusters Score: Raw -557766.597958 + Penalty 2927.792178 = -554838.805780 nChanged 28 SP:Iteration 36Q (4096.379792 sec): 3 clusters Score: Raw -557772.198135 + Penalty 2927.792178 = -554844.405957 nChanged 22 SP:Iteration 37Q (4096.436473 sec): 3 clusters Score: Raw -557776.235671 + Penalty 2927.792178 = -554848.443492 nChanged 24 SP:Iteration 38Q (4096.485806 sec): 3 clusters Score: Raw -557781.262408 + Penalty 2927.792178 = -554853.470230 nChanged 25 SP:Iteration 39Q (4096.544621 sec): 3 clusters Score: Raw -557785.442022 + Penalty 2927.792178 = -554857.649844 nChanged 17 SP:Iteration 40F (4096.616670 sec): 3 clusters Score: Raw -557788.273825 + Penalty 2927.792178 = -554860.481647 nChanged 13 SP:Iteration 41Q (4096.670486 sec): 3 clusters Score: Raw -557790.300214 + Penalty 2927.792178 = -554862.508036 nChanged 14 SP:Iteration 42Q (4096.725327 sec): 3 clusters Score: Raw -557792.632918 + Penalty 2927.792178 = -554864.840740 nChanged 13 SP:Iteration 43Q (4096.797538 sec): 3 clusters Score: Raw -557794.781931 + Penalty 2927.792178 = -554866.989753 nChanged 14 SP:Iteration 44Q (4096.856608 sec): 3 clusters Score: Raw -557796.993463 + Penalty 2927.792178 = -554869.201284 nChanged 13 SP:Iteration 45Q (4096.913710 sec): 3 clusters Score: Raw -557799.174088 + Penalty 2927.792178 = -554871.381910 nChanged 14 SP:Iteration 46Q (4096.965877 sec): 3 clusters Score: Raw -557801.611598 + Penalty 2927.792178 = -554873.819420 nChanged 12 SP:Iteration 47Q (4097.029884 sec): 3 clusters Score: Raw -557803.949475 + Penalty 2927.792178 = -554876.157297 nChanged 12 SP:Iteration 48Q (4097.082932 sec): 3 clusters Score: Raw -557805.635065 + Penalty 2927.792178 = -554877.842887 nChanged 10 SP:Iteration 49Q (4097.144234 sec): 3 clusters Score: Raw -557806.538222 + Penalty 2927.792178 = -554878.746044 nChanged 6 SP:Iteration 50Q (4097.207764 sec): 3 clusters Score: Raw -557806.978045 + Penalty 2927.792178 = -554879.185867 nChanged 3 SP:Iteration 51Q (4097.261485 sec): 3 clusters Score: Raw -557807.284886 + Penalty 2927.792178 = -554879.492708 nChanged 4 SP:Iteration 52Q (4097.320807 sec): 3 clusters Score: Raw -557807.667387 + Penalty 2927.792178 = -554879.875208 nChanged 4 SP:Iteration 53Q (4097.389646 sec): 3 clusters Score: Raw -557807.954058 + Penalty 2927.792178 = -554880.161880 nChanged 2 SP:Iteration 54Q (4097.447239 sec): 3 clusters Score: Raw -557808.134954 + Penalty 2927.792178 = -554880.342776 nChanged 2 SP:Iteration 55Q (4097.508944 sec): 3 clusters Score: Raw -557808.224109 + Penalty 2927.792178 = -554880.431931 nChanged 0 SP:Iteration 56F (4097.570167 sec): 3 clusters Score: Raw -557808.224109 + Penalty 2927.792178 = -554880.431931 nChanged 0 Trying to split cluster 4 (10342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4097.606581 sec): 2 clusters Score: Raw -680113.913144 + Penalty 1502.144890 = -678611.768254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4097.662445 sec): 3 clusters Score: Raw -674274.953797 + Penalty 3004.289780 = -671270.664017 nChanged 4479 SP:Iteration 1F (4097.726691 sec): 3 clusters Score: Raw -676575.010596 + Penalty 3004.289780 = -673570.720817 nChanged 597 SP:Iteration 2F (4097.801530 sec): 3 clusters Score: Raw -676812.894816 + Penalty 3004.289780 = -673808.605037 nChanged 517 SP:Iteration 3Q (4097.861538 sec): 3 clusters Score: Raw -676999.819824 + Penalty 3004.289780 = -673995.530044 nChanged 419 SP:Iteration 4Q (4097.929341 sec): 3 clusters Score: Raw -677158.643166 + Penalty 3004.289780 = -674154.353387 nChanged 374 SP:Iteration 5Q (4097.980025 sec): 3 clusters Score: Raw -677320.319518 + Penalty 3004.289780 = -674316.029738 nChanged 423 SP:Iteration 6Q (4098.046664 sec): 3 clusters Score: Raw -677538.149455 + Penalty 3004.289780 = -674533.859676 nChanged 494 SP:Iteration 7Q (4098.103547 sec): 3 clusters Score: Raw -677818.054573 + Penalty 3004.289780 = -674813.764793 nChanged 584 SP:Iteration 8F (4098.168093 sec): 3 clusters Score: Raw -678203.723357 + Penalty 3004.289780 = -675199.433577 nChanged 632 SP:Iteration 9F (4098.232874 sec): 3 clusters Score: Raw -678705.999327 + Penalty 3004.289780 = -675701.709547 nChanged 638 SP:Iteration 10F (4098.297986 sec): 3 clusters Score: Raw -679280.880824 + Penalty 3004.289780 = -676276.591044 nChanged 597 SP:Iteration 11F (4098.354075 sec): 3 clusters Score: Raw -679823.123356 + Penalty 3004.289780 = -676818.833577 nChanged 391 SP:Iteration 12Q (4098.430518 sec): 3 clusters Score: Raw -680182.807902 + Penalty 3004.289780 = -677178.518122 nChanged 254 SP:Iteration 13Q (4098.485877 sec): 3 clusters Score: Raw -680421.251562 + Penalty 3004.289780 = -677416.961782 nChanged 127 SP:Iteration 14Q (4098.554760 sec): 3 clusters Score: Raw -680522.598679 + Penalty 3004.289780 = -677518.308899 nChanged 81 SP:Iteration 15Q (4098.619884 sec): 3 clusters Score: Raw -680587.979679 + Penalty 3004.289780 = -677583.689899 nChanged 45 SP:Iteration 16Q (4098.678479 sec): 3 clusters Score: Raw -680623.847210 + Penalty 3004.289780 = -677619.557431 nChanged 22 SP:Iteration 17Q (4098.732231 sec): 3 clusters Score: Raw -680639.106913 + Penalty 3004.289780 = -677634.817133 nChanged 14 SP:Iteration 18Q (4098.806884 sec): 3 clusters Score: Raw -680649.372599 + Penalty 3004.289780 = -677645.082820 nChanged 7 SP:Iteration 19Q (4098.873084 sec): 3 clusters Score: Raw -680654.103286 + Penalty 3004.289780 = -677649.813506 nChanged 5 SP:Iteration 20F (4098.925520 sec): 3 clusters Score: Raw -680660.910893 + Penalty 3004.289780 = -677656.621113 nChanged 3 SP:Iteration 21Q (4099.000296 sec): 3 clusters Score: Raw -680665.012809 + Penalty 3004.289780 = -677660.723029 nChanged 4 SP:Iteration 22Q (4099.060308 sec): 3 clusters Score: Raw -680667.523524 + Penalty 3004.289780 = -677663.233745 nChanged 4 SP:Iteration 23Q (4099.120390 sec): 3 clusters Score: Raw -680669.826108 + Penalty 3004.289780 = -677665.536328 nChanged 3 SP:Iteration 24Q (4099.184806 sec): 3 clusters Score: Raw -680672.228111 + Penalty 3004.289780 = -677667.938331 nChanged 5 SP:Iteration 25Q (4099.246305 sec): 3 clusters Score: Raw -680676.217175 + Penalty 3004.289780 = -677671.927395 nChanged 5 SP:Iteration 26Q (4099.305396 sec): 3 clusters Score: Raw -680679.253930 + Penalty 3004.289780 = -677674.964150 nChanged 1 SP:Iteration 27Q (4099.356247 sec): 3 clusters Score: Raw -680679.631491 + Penalty 3004.289780 = -677675.341712 nChanged 1 SP:Iteration 28Q (4099.432761 sec): 3 clusters Score: Raw -680679.838961 + Penalty 3004.289780 = -677675.549182 nChanged 0 SP:Iteration 29F (4099.496045 sec): 3 clusters Score: Raw -680679.838961 + Penalty 3004.289780 = -677675.549182 nChanged 0 Trying to split cluster 5 (19287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4099.545608 sec): 2 clusters Score: Raw -1338722.811595 + Penalty 1603.417818 = -1337119.393777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4099.627495 sec): 3 clusters Score: Raw -1327179.159726 + Penalty 3206.835636 = -1323972.324090 nChanged 8657 SP:Iteration 1F (4099.700071 sec): 3 clusters Score: Raw -1332028.321598 + Penalty 3206.835636 = -1328821.485962 nChanged 1273 SP:Iteration 2F (4099.787508 sec): 3 clusters Score: Raw -1332934.805889 + Penalty 3206.835636 = -1329727.970252 nChanged 1475 SP:Iteration 3F (4099.860260 sec): 3 clusters Score: Raw -1334049.920696 + Penalty 3206.835636 = -1330843.085060 nChanged 1538 SP:Iteration 4F (4099.935568 sec): 3 clusters Score: Raw -1335186.206592 + Penalty 3206.835636 = -1331979.370956 nChanged 1480 SP:Iteration 5F (4100.009901 sec): 3 clusters Score: Raw -1336156.478368 + Penalty 3206.835636 = -1332949.642732 nChanged 1266 SP:Iteration 6F (4100.087647 sec): 3 clusters Score: Raw -1336873.610455 + Penalty 3206.835636 = -1333666.774818 nChanged 934 SP:Iteration 7Q (4100.178232 sec): 3 clusters Score: Raw -1337352.240181 + Penalty 3206.835636 = -1334145.404545 nChanged 766 SP:Iteration 8Q (4100.260277 sec): 3 clusters Score: Raw -1337711.047964 + Penalty 3206.835636 = -1334504.212328 nChanged 646 SP:Iteration 9Q (4100.339492 sec): 3 clusters Score: Raw -1338003.354432 + Penalty 3206.835636 = -1334796.518795 nChanged 576 SP:Iteration 10Q (4100.415434 sec): 3 clusters Score: Raw -1338248.624997 + Penalty 3206.835636 = -1335041.789361 nChanged 553 SP:Iteration 11Q (4100.491531 sec): 3 clusters Score: Raw -1338479.014163 + Penalty 3206.835636 = -1335272.178527 nChanged 489 SP:Iteration 12Q (4100.572199 sec): 3 clusters Score: Raw -1338683.663982 + Penalty 3206.835636 = -1335476.828346 nChanged 439 SP:Iteration 13Q (4100.647564 sec): 3 clusters Score: Raw -1338870.971651 + Penalty 3206.835636 = -1335664.136015 nChanged 410 SP:Iteration 14Q (4100.731597 sec): 3 clusters Score: Raw -1339042.287165 + Penalty 3206.835636 = -1335835.451529 nChanged 383 SP:Iteration 15Q (4100.808190 sec): 3 clusters Score: Raw -1339195.458979 + Penalty 3206.835636 = -1335988.623343 nChanged 339 SP:Iteration 16Q (4100.899063 sec): 3 clusters Score: Raw -1339331.339885 + Penalty 3206.835636 = -1336124.504249 nChanged 296 SP:Iteration 17Q (4100.978881 sec): 3 clusters Score: Raw -1339444.067879 + Penalty 3206.835636 = -1336237.232243 nChanged 234 SP:Iteration 18Q (4101.062839 sec): 3 clusters Score: Raw -1339522.556785 + Penalty 3206.835636 = -1336315.721149 nChanged 167 SP:Iteration 19Q (4101.130731 sec): 3 clusters Score: Raw -1339570.895673 + Penalty 3206.835636 = -1336364.060037 nChanged 118 SP:Iteration 20F (4101.206136 sec): 3 clusters Score: Raw -1339602.098671 + Penalty 3206.835636 = -1336395.263035 nChanged 107 SP:Iteration 21Q (4101.282056 sec): 3 clusters Score: Raw -1339632.249324 + Penalty 3206.835636 = -1336425.413688 nChanged 98 SP:Iteration 22Q (4101.362792 sec): 3 clusters Score: Raw -1339659.443261 + Penalty 3206.835636 = -1336452.607625 nChanged 65 SP:Iteration 23Q (4101.434125 sec): 3 clusters Score: Raw -1339672.856944 + Penalty 3206.835636 = -1336466.021308 nChanged 46 SP:Iteration 24Q (4101.511927 sec): 3 clusters Score: Raw -1339681.052928 + Penalty 3206.835636 = -1336474.217292 nChanged 39 SP:Iteration 25Q (4101.599326 sec): 3 clusters Score: Raw -1339689.579839 + Penalty 3206.835636 = -1336482.744203 nChanged 36 SP:Iteration 26Q (4101.672039 sec): 3 clusters Score: Raw -1339696.396002 + Penalty 3206.835636 = -1336489.560366 nChanged 22 SP:Iteration 27Q (4101.755407 sec): 3 clusters Score: Raw -1339701.081369 + Penalty 3206.835636 = -1336494.245733 nChanged 22 SP:Iteration 28Q (4101.833446 sec): 3 clusters Score: Raw -1339705.519125 + Penalty 3206.835636 = -1336498.683489 nChanged 19 SP:Iteration 29Q (4101.918796 sec): 3 clusters Score: Raw -1339709.204395 + Penalty 3206.835636 = -1336502.368758 nChanged 18 SP:Iteration 30Q (4101.999245 sec): 3 clusters Score: Raw -1339712.982260 + Penalty 3206.835636 = -1336506.146624 nChanged 18 SP:Iteration 31Q (4102.078585 sec): 3 clusters Score: Raw -1339716.205997 + Penalty 3206.835636 = -1336509.370361 nChanged 14 SP:Iteration 32Q (4102.150243 sec): 3 clusters Score: Raw -1339719.200900 + Penalty 3206.835636 = -1336512.365264 nChanged 14 SP:Iteration 33Q (4102.233425 sec): 3 clusters Score: Raw -1339722.477025 + Penalty 3206.835636 = -1336515.641388 nChanged 18 SP:Iteration 34Q (4102.314539 sec): 3 clusters Score: Raw -1339726.323508 + Penalty 3206.835636 = -1336519.487872 nChanged 15 SP:Iteration 35Q (4102.395821 sec): 3 clusters Score: Raw -1339728.939708 + Penalty 3206.835636 = -1336522.104072 nChanged 9 SP:Iteration 36Q (4102.472332 sec): 3 clusters Score: Raw -1339730.610331 + Penalty 3206.835636 = -1336523.774695 nChanged 13 SP:Iteration 37Q (4102.540359 sec): 3 clusters Score: Raw -1339733.777878 + Penalty 3206.835636 = -1336526.942241 nChanged 9 SP:Iteration 38Q (4102.619915 sec): 3 clusters Score: Raw -1339735.187455 + Penalty 3206.835636 = -1336528.351819 nChanged 4 SP:Iteration 39Q (4102.698761 sec): 3 clusters Score: Raw -1339736.032985 + Penalty 3206.835636 = -1336529.197349 nChanged 8 SP:Iteration 40F (4102.771723 sec): 3 clusters Score: Raw -1339738.193293 + Penalty 3206.835636 = -1336531.357657 nChanged 11 SP:Iteration 41Q (4102.857221 sec): 3 clusters Score: Raw -1339739.981619 + Penalty 3206.835636 = -1336533.145983 nChanged 7 SP:Iteration 42Q (4102.930855 sec): 3 clusters Score: Raw -1339740.804011 + Penalty 3206.835636 = -1336533.968375 nChanged 7 SP:Iteration 43Q (4103.011993 sec): 3 clusters Score: Raw -1339741.611390 + Penalty 3206.835636 = -1336534.775754 nChanged 3 SP:Iteration 44Q (4103.076976 sec): 3 clusters Score: Raw -1339742.213810 + Penalty 3206.835636 = -1336535.378174 nChanged 2 SP:Iteration 45Q (4103.160145 sec): 3 clusters Score: Raw -1339742.362388 + Penalty 3206.835636 = -1336535.526752 nChanged 1 SP:Iteration 46Q (4103.227275 sec): 3 clusters Score: Raw -1339742.485157 + Penalty 3206.835636 = -1336535.649521 nChanged 2 SP:Iteration 47Q (4103.319799 sec): 3 clusters Score: Raw -1339742.818460 + Penalty 3206.835636 = -1336535.982824 nChanged 1 SP:Iteration 48Q (4103.393993 sec): 3 clusters Score: Raw -1339742.888820 + Penalty 3206.835636 = -1336536.053183 nChanged 0 SP:Iteration 49F (4103.464643 sec): 3 clusters Score: Raw -1339742.888820 + Penalty 3206.835636 = -1336536.053183 nChanged 0 Trying to split cluster 6 (14189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4103.506695 sec): 2 clusters Score: Raw -914791.037652 + Penalty 1553.536123 = -913237.501529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4103.584391 sec): 3 clusters Score: Raw -906530.736246 + Penalty 3107.072246 = -903423.664000 nChanged 6289 SP:Iteration 1F (4103.642940 sec): 3 clusters Score: Raw -910337.066821 + Penalty 3107.072246 = -907229.994575 nChanged 988 SP:Iteration 2F (4103.717907 sec): 3 clusters Score: Raw -910911.825109 + Penalty 3107.072246 = -907804.752862 nChanged 893 SP:Iteration 3F (4103.790602 sec): 3 clusters Score: Raw -911523.168448 + Penalty 3107.072246 = -908416.096201 nChanged 949 SP:Iteration 4F (4103.857386 sec): 3 clusters Score: Raw -912259.011350 + Penalty 3107.072246 = -909151.939104 nChanged 896 SP:Iteration 5F (4103.930298 sec): 3 clusters Score: Raw -912963.970353 + Penalty 3107.072246 = -909856.898107 nChanged 824 SP:Iteration 6F (4103.992316 sec): 3 clusters Score: Raw -913533.027713 + Penalty 3107.072246 = -910425.955466 nChanged 676 SP:Iteration 7Q (4104.070346 sec): 3 clusters Score: Raw -913946.965802 + Penalty 3107.072246 = -910839.893556 nChanged 486 SP:Iteration 8Q (4104.144854 sec): 3 clusters Score: Raw -914198.500647 + Penalty 3107.072246 = -911091.428401 nChanged 380 SP:Iteration 9Q (4104.214615 sec): 3 clusters Score: Raw -914361.275322 + Penalty 3107.072246 = -911254.203076 nChanged 297 SP:Iteration 10Q (4104.278609 sec): 3 clusters Score: Raw -914479.403375 + Penalty 3107.072246 = -911372.331129 nChanged 244 SP:Iteration 11Q (4104.359246 sec): 3 clusters Score: Raw -914569.895418 + Penalty 3107.072246 = -911462.823172 nChanged 228 SP:Iteration 12Q (4104.420649 sec): 3 clusters Score: Raw -914654.548408 + Penalty 3107.072246 = -911547.476162 nChanged 221 SP:Iteration 13Q (4104.481140 sec): 3 clusters Score: Raw -914749.495268 + Penalty 3107.072246 = -911642.423022 nChanged 218 SP:Iteration 14Q (4104.559010 sec): 3 clusters Score: Raw -914842.005572 + Penalty 3107.072246 = -911734.933326 nChanged 206 SP:Iteration 15Q (4104.614251 sec): 3 clusters Score: Raw -914928.036575 + Penalty 3107.072246 = -911820.964329 nChanged 186 SP:Iteration 16Q (4104.681257 sec): 3 clusters Score: Raw -915006.748678 + Penalty 3107.072246 = -911899.676432 nChanged 212 SP:Iteration 17Q (4104.761246 sec): 3 clusters Score: Raw -915110.548373 + Penalty 3107.072246 = -912003.476127 nChanged 186 SP:Iteration 18Q (4104.830690 sec): 3 clusters Score: Raw -915201.447709 + Penalty 3107.072246 = -912094.375463 nChanged 175 SP:Iteration 19Q (4104.901997 sec): 3 clusters Score: Raw -915266.419261 + Penalty 3107.072246 = -912159.347015 nChanged 112 SP:Iteration 20F (4104.969222 sec): 3 clusters Score: Raw -915302.875772 + Penalty 3107.072246 = -912195.803526 nChanged 123 SP:Iteration 21Q (4105.041302 sec): 3 clusters Score: Raw -915343.510580 + Penalty 3107.072246 = -912236.438334 nChanged 82 SP:Iteration 22Q (4105.109367 sec): 3 clusters Score: Raw -915369.758522 + Penalty 3107.072246 = -912262.686276 nChanged 88 SP:Iteration 23Q (4105.174971 sec): 3 clusters Score: Raw -915395.108493 + Penalty 3107.072246 = -912288.036247 nChanged 83 SP:Iteration 24Q (4105.240350 sec): 3 clusters Score: Raw -915418.857789 + Penalty 3107.072246 = -912311.785543 nChanged 90 SP:Iteration 25Q (4105.309856 sec): 3 clusters Score: Raw -915445.796353 + Penalty 3107.072246 = -912338.724107 nChanged 92 SP:Iteration 26Q (4105.387019 sec): 3 clusters Score: Raw -915472.773398 + Penalty 3107.072246 = -912365.701152 nChanged 78 SP:Iteration 27Q (4105.453371 sec): 3 clusters Score: Raw -915495.895725 + Penalty 3107.072246 = -912388.823479 nChanged 84 SP:Iteration 28Q (4105.511447 sec): 3 clusters Score: Raw -915525.685219 + Penalty 3107.072246 = -912418.612973 nChanged 63 SP:Iteration 29Q (4105.588162 sec): 3 clusters Score: Raw -915547.507504 + Penalty 3107.072246 = -912440.435258 nChanged 54 SP:Iteration 30Q (4105.654515 sec): 3 clusters Score: Raw -915564.405752 + Penalty 3107.072246 = -912457.333506 nChanged 60 SP:Iteration 31Q (4105.722409 sec): 3 clusters Score: Raw -915582.135303 + Penalty 3107.072246 = -912475.063057 nChanged 58 SP:Iteration 32Q (4105.786769 sec): 3 clusters Score: Raw -915598.555550 + Penalty 3107.072246 = -912491.483304 nChanged 56 SP:Iteration 33Q (4105.844580 sec): 3 clusters Score: Raw -915611.540755 + Penalty 3107.072246 = -912504.468509 nChanged 37 SP:Iteration 34Q (4105.919620 sec): 3 clusters Score: Raw -915620.051741 + Penalty 3107.072246 = -912512.979495 nChanged 46 SP:Iteration 35Q (4105.976377 sec): 3 clusters Score: Raw -915630.201967 + Penalty 3107.072246 = -912523.129721 nChanged 31 SP:Iteration 36Q (4106.049041 sec): 3 clusters Score: Raw -915639.985490 + Penalty 3107.072246 = -912532.913244 nChanged 35 SP:Iteration 37Q (4106.125045 sec): 3 clusters Score: Raw -915649.559312 + Penalty 3107.072246 = -912542.487066 nChanged 23 SP:Iteration 38Q (4106.188804 sec): 3 clusters Score: Raw -915655.290340 + Penalty 3107.072246 = -912548.218094 nChanged 34 SP:Iteration 39Q (4106.260858 sec): 3 clusters Score: Raw -915662.313205 + Penalty 3107.072246 = -912555.240959 nChanged 32 SP:Iteration 40F (4106.329381 sec): 3 clusters Score: Raw -915669.911056 + Penalty 3107.072246 = -912562.838810 nChanged 26 SP:Iteration 41Q (4106.387680 sec): 3 clusters Score: Raw -915676.457408 + Penalty 3107.072246 = -912569.385162 nChanged 23 SP:Iteration 42Q (4106.456781 sec): 3 clusters Score: Raw -915681.396098 + Penalty 3107.072246 = -912574.323852 nChanged 25 SP:Iteration 43Q (4106.535664 sec): 3 clusters Score: Raw -915688.308089 + Penalty 3107.072246 = -912581.235843 nChanged 33 SP:Iteration 44Q (4106.603676 sec): 3 clusters Score: Raw -915699.304301 + Penalty 3107.072246 = -912592.232055 nChanged 31 SP:Iteration 45Q (4106.672330 sec): 3 clusters Score: Raw -915708.062048 + Penalty 3107.072246 = -912600.989802 nChanged 26 SP:Iteration 46Q (4106.744632 sec): 3 clusters Score: Raw -915714.331067 + Penalty 3107.072246 = -912607.258821 nChanged 21 SP:Iteration 47Q (4106.811007 sec): 3 clusters Score: Raw -915718.708293 + Penalty 3107.072246 = -912611.636047 nChanged 18 SP:Iteration 48Q (4106.869478 sec): 3 clusters Score: Raw -915723.076488 + Penalty 3107.072246 = -912616.004242 nChanged 20 SP:Iteration 49Q (4106.941276 sec): 3 clusters Score: Raw -915728.620537 + Penalty 3107.072246 = -912621.548291 nChanged 13 SP:Iteration 50Q (4107.013806 sec): 3 clusters Score: Raw -915731.261549 + Penalty 3107.072246 = -912624.189303 nChanged 6 SP:Iteration 51Q (4107.080177 sec): 3 clusters Score: Raw -915732.413899 + Penalty 3107.072246 = -912625.341653 nChanged 6 SP:Iteration 52Q (4107.145501 sec): 3 clusters Score: Raw -915733.503800 + Penalty 3107.072246 = -912626.431554 nChanged 6 SP:Iteration 53Q (4107.205608 sec): 3 clusters Score: Raw -915734.717018 + Penalty 3107.072246 = -912627.644772 nChanged 7 SP:Iteration 54Q (4107.279366 sec): 3 clusters Score: Raw -915736.294780 + Penalty 3107.072246 = -912629.222534 nChanged 4 SP:Iteration 55Q (4107.340447 sec): 3 clusters Score: Raw -915737.283683 + Penalty 3107.072246 = -912630.211436 nChanged 3 SP:Iteration 56Q (4107.411809 sec): 3 clusters Score: Raw -915737.926116 + Penalty 3107.072246 = -912630.853870 nChanged 6 SP:Iteration 57Q (4107.469119 sec): 3 clusters Score: Raw -915739.071373 + Penalty 3107.072246 = -912631.999127 nChanged 7 SP:Iteration 58Q (4107.536222 sec): 3 clusters Score: Raw -915740.387478 + Penalty 3107.072246 = -912633.315232 nChanged 1 SP:Iteration 59Q (4107.603352 sec): 3 clusters Score: Raw -915740.551590 + Penalty 3107.072246 = -912633.479344 nChanged 2 SP:Iteration 60F (4107.666680 sec): 3 clusters Score: Raw -915740.998523 + Penalty 3107.072246 = -912633.926277 nChanged 0 Trying to split cluster 7 (86210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4107.821735 sec): 2 clusters Score: Raw -5876463.994926 + Penalty 1846.737987 = -5874617.256939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4108.025450 sec): 3 clusters Score: Raw -5820700.942583 + Penalty 3693.475974 = -5817007.466609 nChanged 41167 SP:Iteration 1F (4108.214338 sec): 3 clusters Score: Raw -5844163.928862 + Penalty 3693.475974 = -5840470.452888 nChanged 3102 SP:Iteration 2Q (4108.412262 sec): 3 clusters Score: Raw -5844990.955950 + Penalty 3693.475974 = -5841297.479976 nChanged 3211 SP:Iteration 3Q (4108.623573 sec): 3 clusters Score: Raw -5845984.200528 + Penalty 3693.475974 = -5842290.724554 nChanged 3537 SP:Iteration 4Q (4108.834237 sec): 3 clusters Score: Raw -5847237.851328 + Penalty 3693.475974 = -5843544.375354 nChanged 3857 SP:Iteration 5Q (4109.049762 sec): 3 clusters Score: Raw -5848788.355622 + Penalty 3693.475974 = -5845094.879648 nChanged 4172 SP:Iteration 6Q (4109.261844 sec): 3 clusters Score: Raw -5850683.795167 + Penalty 3693.475974 = -5846990.319193 nChanged 4546 SP:Iteration 7F (4109.462556 sec): 3 clusters Score: Raw -5852930.826935 + Penalty 3693.475974 = -5849237.350961 nChanged 4629 SP:Iteration 8F (4109.661525 sec): 3 clusters Score: Raw -5855356.492041 + Penalty 3693.475974 = -5851663.016066 nChanged 4646 SP:Iteration 9F (4109.862607 sec): 3 clusters Score: Raw -5857872.087281 + Penalty 3693.475974 = -5854178.611306 nChanged 4419 SP:Iteration 10F (4110.050666 sec): 3 clusters Score: Raw -5860424.678054 + Penalty 3693.475974 = -5856731.202079 nChanged 4130 SP:Iteration 11Q (4110.260874 sec): 3 clusters Score: Raw -5862849.645683 + Penalty 3693.475974 = -5859156.169709 nChanged 3679 SP:Iteration 12Q (4110.455534 sec): 3 clusters Score: Raw -5864707.714519 + Penalty 3693.475974 = -5861014.238545 nChanged 2824 SP:Iteration 13Q (4110.649632 sec): 3 clusters Score: Raw -5865726.879232 + Penalty 3693.475974 = -5862033.403257 nChanged 1893 SP:Iteration 14Q (4110.847286 sec): 3 clusters Score: Raw -5866242.148860 + Penalty 3693.475974 = -5862548.672885 nChanged 1354 SP:Iteration 15Q (4111.042709 sec): 3 clusters Score: Raw -5866545.355452 + Penalty 3693.475974 = -5862851.879478 nChanged 1097 SP:Iteration 16Q (4111.242498 sec): 3 clusters Score: Raw -5866785.798546 + Penalty 3693.475974 = -5863092.322572 nChanged 991 SP:Iteration 17Q (4111.439333 sec): 3 clusters Score: Raw -5866995.477612 + Penalty 3693.475974 = -5863302.001638 nChanged 909 SP:Iteration 18Q (4111.638446 sec): 3 clusters Score: Raw -5867174.439060 + Penalty 3693.475974 = -5863480.963086 nChanged 818 SP:Iteration 19Q (4111.842496 sec): 3 clusters Score: Raw -5867315.980599 + Penalty 3693.475974 = -5863622.504625 nChanged 736 SP:Iteration 20F (4112.035792 sec): 3 clusters Score: Raw -5867443.229667 + Penalty 3693.475974 = -5863749.753693 nChanged 668 SP:Iteration 21Q (4112.233694 sec): 3 clusters Score: Raw -5867549.413333 + Penalty 3693.475974 = -5863855.937359 nChanged 665 SP:Iteration 22Q (4112.417399 sec): 3 clusters Score: Raw -5867646.977135 + Penalty 3693.475974 = -5863953.501161 nChanged 625 SP:Iteration 23Q (4112.617238 sec): 3 clusters Score: Raw -5867735.244099 + Penalty 3693.475974 = -5864041.768125 nChanged 552 SP:Iteration 24Q (4112.812672 sec): 3 clusters Score: Raw -5867807.936281 + Penalty 3693.475974 = -5864114.460306 nChanged 522 SP:Iteration 25Q (4112.998265 sec): 3 clusters Score: Raw -5867873.385466 + Penalty 3693.475974 = -5864179.909491 nChanged 461 SP:Iteration 26Q (4113.196742 sec): 3 clusters Score: Raw -5867922.608468 + Penalty 3693.475974 = -5864229.132494 nChanged 394 SP:Iteration 27Q (4113.396813 sec): 3 clusters Score: Raw -5867958.383409 + Penalty 3693.475974 = -5864264.907435 nChanged 353 SP:Iteration 28Q (4113.585057 sec): 3 clusters Score: Raw -5867987.035556 + Penalty 3693.475974 = -5864293.559582 nChanged 294 SP:Iteration 29Q (4113.786778 sec): 3 clusters Score: Raw -5868008.137332 + Penalty 3693.475974 = -5864314.661358 nChanged 280 SP:Iteration 30Q (4113.987802 sec): 3 clusters Score: Raw -5868025.381978 + Penalty 3693.475974 = -5864331.906004 nChanged 232 SP:Iteration 31Q (4114.182176 sec): 3 clusters Score: Raw -5868040.246294 + Penalty 3693.475974 = -5864346.770320 nChanged 236 SP:Iteration 32Q (4114.378005 sec): 3 clusters Score: Raw -5868056.457423 + Penalty 3693.475974 = -5864362.981448 nChanged 215 SP:Iteration 33Q (4114.578941 sec): 3 clusters Score: Raw -5868070.080504 + Penalty 3693.475974 = -5864376.604530 nChanged 198 SP:Iteration 34Q (4114.774936 sec): 3 clusters Score: Raw -5868083.954033 + Penalty 3693.475974 = -5864390.478058 nChanged 220 SP:Iteration 35Q (4114.977666 sec): 3 clusters Score: Raw -5868097.286201 + Penalty 3693.475974 = -5864403.810227 nChanged 202 SP:Iteration 36Q (4115.179290 sec): 3 clusters Score: Raw -5868108.345163 + Penalty 3693.475974 = -5864414.869189 nChanged 174 SP:Iteration 37Q (4115.364508 sec): 3 clusters Score: Raw -5868117.817196 + Penalty 3693.475974 = -5864424.341222 nChanged 155 SP:Iteration 38Q (4115.555535 sec): 3 clusters Score: Raw -5868126.081828 + Penalty 3693.475974 = -5864432.605854 nChanged 166 SP:Iteration 39Q (4115.747482 sec): 3 clusters Score: Raw -5868136.796660 + Penalty 3693.475974 = -5864443.320686 nChanged 185 SP:Iteration 40F (4115.942007 sec): 3 clusters Score: Raw -5868147.976181 + Penalty 3693.475974 = -5864454.500207 nChanged 178 SP:Iteration 41Q (4116.131235 sec): 3 clusters Score: Raw -5868158.548134 + Penalty 3693.475974 = -5864465.072160 nChanged 183 SP:Iteration 42Q (4116.335542 sec): 3 clusters Score: Raw -5868169.342575 + Penalty 3693.475974 = -5864475.866601 nChanged 188 SP:Iteration 43Q (4116.550456 sec): 3 clusters Score: Raw -5868180.478838 + Penalty 3693.475974 = -5864487.002864 nChanged 175 SP:Iteration 44Q (4116.750715 sec): 3 clusters Score: Raw -5868189.891661 + Penalty 3693.475974 = -5864496.415687 nChanged 178 SP:Iteration 45Q (4116.941847 sec): 3 clusters Score: Raw -5868199.507321 + Penalty 3693.475974 = -5864506.031347 nChanged 203 SP:Iteration 46Q (4117.133655 sec): 3 clusters Score: Raw -5868211.518750 + Penalty 3693.475974 = -5864518.042776 nChanged 215 SP:Iteration 47Q (4117.316572 sec): 3 clusters Score: Raw -5868226.042029 + Penalty 3693.475974 = -5864532.566054 nChanged 211 SP:Iteration 48Q (4117.515151 sec): 3 clusters Score: Raw -5868240.635313 + Penalty 3693.475974 = -5864547.159339 nChanged 220 SP:Iteration 49Q (4117.711151 sec): 3 clusters Score: Raw -5868257.870041 + Penalty 3693.475974 = -5864564.394067 nChanged 225 SP:Iteration 50Q (4117.911452 sec): 3 clusters Score: Raw -5868276.598945 + Penalty 3693.475974 = -5864583.122971 nChanged 266 SP:Iteration 51Q (4118.104467 sec): 3 clusters Score: Raw -5868300.090671 + Penalty 3693.475974 = -5864606.614697 nChanged 278 SP:Iteration 52Q (4118.296263 sec): 3 clusters Score: Raw -5868323.375596 + Penalty 3693.475974 = -5864629.899622 nChanged 269 SP:Iteration 53Q (4118.474219 sec): 3 clusters Score: Raw -5868349.683041 + Penalty 3693.475974 = -5864656.207067 nChanged 305 SP:Iteration 54Q (4118.679585 sec): 3 clusters Score: Raw -5868382.857234 + Penalty 3693.475974 = -5864689.381260 nChanged 335 SP:Iteration 55Q (4118.880151 sec): 3 clusters Score: Raw -5868417.386936 + Penalty 3693.475974 = -5864723.910962 nChanged 347 SP:Iteration 56Q (4119.075659 sec): 3 clusters Score: Raw -5868458.223638 + Penalty 3693.475974 = -5864764.747664 nChanged 395 SP:Iteration 57Q (4119.273801 sec): 3 clusters Score: Raw -5868508.843542 + Penalty 3693.475974 = -5864815.367567 nChanged 435 SP:Iteration 58Q (4119.466529 sec): 3 clusters Score: Raw -5868565.989793 + Penalty 3693.475974 = -5864872.513819 nChanged 478 SP:Iteration 59Q (4119.665874 sec): 3 clusters Score: Raw -5868628.893631 + Penalty 3693.475974 = -5864935.417657 nChanged 471 SP:Iteration 60F (4119.862560 sec): 3 clusters Score: Raw -5868694.526539 + Penalty 3693.475974 = -5865001.050565 nChanged 493 SP:Iteration 61Q (4120.060747 sec): 3 clusters Score: Raw -5868764.634163 + Penalty 3693.475974 = -5865071.158188 nChanged 482 SP:Iteration 62Q (4120.241484 sec): 3 clusters Score: Raw -5868834.230180 + Penalty 3693.475974 = -5865140.754206 nChanged 516 SP:Iteration 63Q (4120.436899 sec): 3 clusters Score: Raw -5868911.206168 + Penalty 3693.475974 = -5865217.730194 nChanged 543 SP:Iteration 64Q (4120.640017 sec): 3 clusters Score: Raw -5868993.948277 + Penalty 3693.475974 = -5865300.472303 nChanged 552 SP:Iteration 65Q (4120.835780 sec): 3 clusters Score: Raw -5869084.192566 + Penalty 3693.475974 = -5865390.716592 nChanged 583 SP:Iteration 66Q (4121.021508 sec): 3 clusters Score: Raw -5869184.348445 + Penalty 3693.475974 = -5865490.872471 nChanged 589 SP:Iteration 67Q (4121.219136 sec): 3 clusters Score: Raw -5869286.576937 + Penalty 3693.475974 = -5865593.100963 nChanged 616 SP:Iteration 68Q (4121.419094 sec): 3 clusters Score: Raw -5869411.091110 + Penalty 3693.475974 = -5865717.615135 nChanged 665 SP:Iteration 69Q (4121.611214 sec): 3 clusters Score: Raw -5869539.252586 + Penalty 3693.475974 = -5865845.776612 nChanged 686 SP:Iteration 70Q (4121.802872 sec): 3 clusters Score: Raw -5869667.263521 + Penalty 3693.475974 = -5865973.787546 nChanged 703 SP:Iteration 71Q (4121.993336 sec): 3 clusters Score: Raw -5869800.201459 + Penalty 3693.475974 = -5866106.725485 nChanged 715 SP:Iteration 72Q (4122.185707 sec): 3 clusters Score: Raw -5869931.184932 + Penalty 3693.475974 = -5866237.708958 nChanged 688 SP:Iteration 73Q (4122.372600 sec): 3 clusters Score: Raw -5870058.835402 + Penalty 3693.475974 = -5866365.359428 nChanged 699 SP:Iteration 74Q (4122.558646 sec): 3 clusters Score: Raw -5870185.459551 + Penalty 3693.475974 = -5866491.983577 nChanged 701 SP:Iteration 75Q (4122.741861 sec): 3 clusters Score: Raw -5870312.542393 + Penalty 3693.475974 = -5866619.066419 nChanged 731 SP:Iteration 76Q (4122.936416 sec): 3 clusters Score: Raw -5870454.444861 + Penalty 3693.475974 = -5866760.968887 nChanged 748 SP:Iteration 77Q (4123.126162 sec): 3 clusters Score: Raw -5870593.214504 + Penalty 3693.475974 = -5866899.738530 nChanged 689 SP:Iteration 78Q (4123.323091 sec): 3 clusters Score: Raw -5870717.950844 + Penalty 3693.475974 = -5867024.474870 nChanged 691 SP:Iteration 79Q (4123.516568 sec): 3 clusters Score: Raw -5870847.374872 + Penalty 3693.475974 = -5867153.898898 nChanged 732 SP:Iteration 80F (4123.708266 sec): 3 clusters Score: Raw -5870985.061425 + Penalty 3693.475974 = -5867291.585451 nChanged 745 SP:Iteration 81Q (4123.887313 sec): 3 clusters Score: Raw -5871130.110680 + Penalty 3693.475974 = -5867436.634705 nChanged 756 SP:Iteration 82Q (4124.071375 sec): 3 clusters Score: Raw -5871273.119276 + Penalty 3693.475974 = -5867579.643301 nChanged 711 SP:Iteration 83Q (4124.262055 sec): 3 clusters Score: Raw -5871411.581627 + Penalty 3693.475974 = -5867718.105653 nChanged 761 SP:Iteration 84Q (4124.453903 sec): 3 clusters Score: Raw -5871575.606431 + Penalty 3693.475974 = -5867882.130457 nChanged 780 SP:Iteration 85Q (4124.633348 sec): 3 clusters Score: Raw -5871759.617917 + Penalty 3693.475974 = -5868066.141943 nChanged 758 SP:Iteration 86Q (4124.816969 sec): 3 clusters Score: Raw -5871942.057627 + Penalty 3693.475974 = -5868248.581652 nChanged 759 SP:Iteration 87Q (4124.995197 sec): 3 clusters Score: Raw -5872134.661173 + Penalty 3693.475974 = -5868441.185199 nChanged 738 SP:Iteration 88Q (4125.176346 sec): 3 clusters Score: Raw -5872332.934530 + Penalty 3693.475974 = -5868639.458556 nChanged 740 SP:Iteration 89Q (4125.354331 sec): 3 clusters Score: Raw -5872550.895726 + Penalty 3693.475974 = -5868857.419752 nChanged 775 SP:Iteration 90Q (4125.531160 sec): 3 clusters Score: Raw -5872788.314645 + Penalty 3693.475974 = -5869094.838671 nChanged 771 SP:Iteration 91Q (4125.720151 sec): 3 clusters Score: Raw -5873037.392977 + Penalty 3693.475974 = -5869343.917003 nChanged 766 SP:Iteration 92Q (4125.907134 sec): 3 clusters Score: Raw -5873295.629226 + Penalty 3693.475974 = -5869602.153252 nChanged 757 SP:Iteration 93Q (4126.086250 sec): 3 clusters Score: Raw -5873559.446844 + Penalty 3693.475974 = -5869865.970870 nChanged 743 SP:Iteration 94Q (4126.259923 sec): 3 clusters Score: Raw -5873834.845491 + Penalty 3693.475974 = -5870141.369517 nChanged 725 SP:Iteration 95Q (4126.444120 sec): 3 clusters Score: Raw -5874099.766215 + Penalty 3693.475974 = -5870406.290240 nChanged 675 SP:Iteration 96Q (4126.610374 sec): 3 clusters Score: Raw -5874335.668080 + Penalty 3693.475974 = -5870642.192105 nChanged 631 SP:Iteration 97Q (4126.791772 sec): 3 clusters Score: Raw -5874561.100036 + Penalty 3693.475974 = -5870867.624062 nChanged 599 SP:Iteration 98Q (4126.973467 sec): 3 clusters Score: Raw -5874778.960442 + Penalty 3693.475974 = -5871085.484468 nChanged 567 SP:Iteration 99Q (4127.147943 sec): 3 clusters Score: Raw -5874989.838287 + Penalty 3693.475974 = -5871296.362313 nChanged 528 SP:Iteration 100F (4127.340326 sec): 3 clusters Score: Raw -5875198.424720 + Penalty 3693.475974 = -5871504.948746 nChanged 519 SP:Iteration 101Q (4127.528743 sec): 3 clusters Score: Raw -5875404.961456 + Penalty 3693.475974 = -5871711.485482 nChanged 471 SP:Iteration 102Q (4127.681289 sec): 3 clusters Score: Raw -5875575.942956 + Penalty 3693.475974 = -5871882.466981 nChanged 401 SP:Iteration 103Q (4127.854019 sec): 3 clusters Score: Raw -5875713.282038 + Penalty 3693.475974 = -5872019.806064 nChanged 386 SP:Iteration 104Q (4128.019417 sec): 3 clusters Score: Raw -5875845.061826 + Penalty 3693.475974 = -5872151.585851 nChanged 342 SP:Iteration 105Q (4128.195741 sec): 3 clusters Score: Raw -5875955.366092 + Penalty 3693.475974 = -5872261.890118 nChanged 319 SP:Iteration 106Q (4128.370820 sec): 3 clusters Score: Raw -5876049.358796 + Penalty 3693.475974 = -5872355.882822 nChanged 302 SP:Iteration 107Q (4128.558293 sec): 3 clusters Score: Raw -5876135.694998 + Penalty 3693.475974 = -5872442.219023 nChanged 263 SP:Iteration 108Q (4128.714930 sec): 3 clusters Score: Raw -5876204.284253 + Penalty 3693.475974 = -5872510.808279 nChanged 236 SP:Iteration 109Q (4128.890818 sec): 3 clusters Score: Raw -5876264.174665 + Penalty 3693.475974 = -5872570.698691 nChanged 234 SP:Iteration 110Q (4129.060835 sec): 3 clusters Score: Raw -5876322.721627 + Penalty 3693.475974 = -5872629.245653 nChanged 212 SP:Iteration 111Q (4129.219088 sec): 3 clusters Score: Raw -5876374.399299 + Penalty 3693.475974 = -5872680.923325 nChanged 211 SP:Iteration 112Q (4129.387904 sec): 3 clusters Score: Raw -5876425.265753 + Penalty 3693.475974 = -5872731.789779 nChanged 166 SP:Iteration 113Q (4129.557718 sec): 3 clusters Score: Raw -5876465.497897 + Penalty 3693.475974 = -5872772.021922 nChanged 173 SP:Iteration 114Q (4129.738434 sec): 3 clusters Score: Raw -5876511.813923 + Penalty 3693.475974 = -5872818.337949 nChanged 173 SP:Iteration 115Q (4129.903986 sec): 3 clusters Score: Raw -5876555.001697 + Penalty 3693.475974 = -5872861.525723 nChanged 150 SP:Iteration 116Q (4130.075043 sec): 3 clusters Score: Raw -5876593.034262 + Penalty 3693.475974 = -5872899.558288 nChanged 152 SP:Iteration 117Q (4130.248017 sec): 3 clusters Score: Raw -5876628.982595 + Penalty 3693.475974 = -5872935.506621 nChanged 135 SP:Iteration 118Q (4130.425494 sec): 3 clusters Score: Raw -5876659.583461 + Penalty 3693.475974 = -5872966.107487 nChanged 130 SP:Iteration 119Q (4130.588586 sec): 3 clusters Score: Raw -5876688.757262 + Penalty 3693.475974 = -5872995.281288 nChanged 125 SP:Iteration 120F (4130.783896 sec): 3 clusters Score: Raw -5876718.406303 + Penalty 3693.475974 = -5873024.930329 nChanged 121 SP:Iteration 121Q (4130.939784 sec): 3 clusters Score: Raw -5876751.796210 + Penalty 3693.475974 = -5873058.320236 nChanged 133 SP:Iteration 122Q (4131.109257 sec): 3 clusters Score: Raw -5876784.069738 + Penalty 3693.475974 = -5873090.593763 nChanged 103 SP:Iteration 123Q (4131.274735 sec): 3 clusters Score: Raw -5876807.540269 + Penalty 3693.475974 = -5873114.064294 nChanged 87 SP:Iteration 124Q (4131.438056 sec): 3 clusters Score: Raw -5876823.980975 + Penalty 3693.475974 = -5873130.505001 nChanged 76 SP:Iteration 125Q (4131.597373 sec): 3 clusters Score: Raw -5876839.455485 + Penalty 3693.475974 = -5873145.979511 nChanged 70 SP:Iteration 126Q (4131.746503 sec): 3 clusters Score: Raw -5876852.067628 + Penalty 3693.475974 = -5873158.591654 nChanged 57 SP:Iteration 127Q (4131.902883 sec): 3 clusters Score: Raw -5876861.973773 + Penalty 3693.475974 = -5873168.497799 nChanged 66 SP:Iteration 128Q (4132.069221 sec): 3 clusters Score: Raw -5876872.234840 + Penalty 3693.475974 = -5873178.758866 nChanged 36 SP:Iteration 129Q (4132.226856 sec): 3 clusters Score: Raw -5876879.080359 + Penalty 3693.475974 = -5873185.604384 nChanged 35 SP:Iteration 130Q (4132.382969 sec): 3 clusters Score: Raw -5876885.286336 + Penalty 3693.475974 = -5873191.810362 nChanged 42 SP:Iteration 131Q (4132.537938 sec): 3 clusters Score: Raw -5876892.813876 + Penalty 3693.475974 = -5873199.337902 nChanged 39 SP:Iteration 132Q (4132.699323 sec): 3 clusters Score: Raw -5876899.372360 + Penalty 3693.475974 = -5873205.896386 nChanged 36 SP:Iteration 133Q (4132.862421 sec): 3 clusters Score: Raw -5876905.286011 + Penalty 3693.475974 = -5873211.810037 nChanged 30 SP:Iteration 134Q (4133.016565 sec): 3 clusters Score: Raw -5876911.045068 + Penalty 3693.475974 = -5873217.569094 nChanged 37 SP:Iteration 135Q (4133.170672 sec): 3 clusters Score: Raw -5876919.301555 + Penalty 3693.475974 = -5873225.825581 nChanged 43 SP:Iteration 136Q (4133.331566 sec): 3 clusters Score: Raw -5876926.643781 + Penalty 3693.475974 = -5873233.167807 nChanged 37 SP:Iteration 137Q (4133.490529 sec): 3 clusters Score: Raw -5876933.402082 + Penalty 3693.475974 = -5873239.926108 nChanged 36 SP:Iteration 138Q (4133.637727 sec): 3 clusters Score: Raw -5876940.044833 + Penalty 3693.475974 = -5873246.568859 nChanged 39 SP:Iteration 139Q (4133.806865 sec): 3 clusters Score: Raw -5876948.078698 + Penalty 3693.475974 = -5873254.602724 nChanged 33 SP:Iteration 140F (4133.998964 sec): 3 clusters Score: Raw -5876954.115482 + Penalty 3693.475974 = -5873260.639508 nChanged 27 SP:Iteration 141Q (4134.165207 sec): 3 clusters Score: Raw -5876958.349819 + Penalty 3693.475974 = -5873264.873845 nChanged 20 SP:Iteration 142Q (4134.326125 sec): 3 clusters Score: Raw -5876961.981386 + Penalty 3693.475974 = -5873268.505411 nChanged 24 SP:Iteration 143Q (4134.497328 sec): 3 clusters Score: Raw -5876966.722155 + Penalty 3693.475974 = -5873273.246181 nChanged 30 SP:Iteration 144Q (4134.662405 sec): 3 clusters Score: Raw -5876972.065742 + Penalty 3693.475974 = -5873278.589768 nChanged 29 SP:Iteration 145Q (4134.829131 sec): 3 clusters Score: Raw -5876977.329549 + Penalty 3693.475974 = -5873283.853575 nChanged 22 SP:Iteration 146Q (4134.991615 sec): 3 clusters Score: Raw -5876981.721433 + Penalty 3693.475974 = -5873288.245459 nChanged 23 SP:Iteration 147Q (4135.160377 sec): 3 clusters Score: Raw -5876985.154601 + Penalty 3693.475974 = -5873291.678627 nChanged 15 SP:Iteration 148Q (4135.300997 sec): 3 clusters Score: Raw -5876986.796680 + Penalty 3693.475974 = -5873293.320706 nChanged 10 SP:Iteration 149Q (4135.451402 sec): 3 clusters Score: Raw -5876988.293757 + Penalty 3693.475974 = -5873294.817783 nChanged 11 SP:Iteration 150Q (4135.611829 sec): 3 clusters Score: Raw -5876989.770206 + Penalty 3693.475974 = -5873296.294232 nChanged 7 SP:Iteration 151Q (4135.771711 sec): 3 clusters Score: Raw -5876990.652265 + Penalty 3693.475974 = -5873297.176291 nChanged 6 SP:Iteration 152Q (4135.923260 sec): 3 clusters Score: Raw -5876991.155300 + Penalty 3693.475974 = -5873297.679326 nChanged 4 SP:Iteration 153Q (4136.093763 sec): 3 clusters Score: Raw -5876991.526179 + Penalty 3693.475974 = -5873298.050205 nChanged 2 SP:Iteration 154Q (4136.246967 sec): 3 clusters Score: Raw -5876991.713051 + Penalty 3693.475974 = -5873298.237077 nChanged 1 SP:Iteration 155Q (4136.400540 sec): 3 clusters Score: Raw -5876991.785149 + Penalty 3693.475974 = -5873298.309175 nChanged 0 SP:Iteration 156F (4136.591597 sec): 3 clusters Score: Raw -5876991.785149 + Penalty 3693.475974 = -5873298.309175 nChanged 0 Trying to split cluster 8 (5829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4136.635313 sec): 2 clusters Score: Raw -373668.558934 + Penalty 1408.972620 = -372259.586314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4136.692035 sec): 3 clusters Score: Raw -370587.467127 + Penalty 2817.945240 = -367769.521887 nChanged 2388 SP:Iteration 1F (4136.736268 sec): 3 clusters Score: Raw -372066.524267 + Penalty 2817.945240 = -369248.579028 nChanged 523 SP:Iteration 2F (4136.800788 sec): 3 clusters Score: Raw -372532.063342 + Penalty 2817.945240 = -369714.118103 nChanged 476 SP:Iteration 3F (4136.860963 sec): 3 clusters Score: Raw -372996.214662 + Penalty 2817.945240 = -370178.269422 nChanged 418 SP:Iteration 4F (4136.916259 sec): 3 clusters Score: Raw -373480.641655 + Penalty 2817.945240 = -370662.696415 nChanged 414 SP:Iteration 5F (4136.971565 sec): 3 clusters Score: Raw -373899.201304 + Penalty 2817.945240 = -371081.256064 nChanged 324 SP:Iteration 6F (4137.019207 sec): 3 clusters Score: Raw -374185.861538 + Penalty 2817.945240 = -371367.916298 nChanged 264 SP:Iteration 7Q (4137.086043 sec): 3 clusters Score: Raw -374372.979723 + Penalty 2817.945240 = -371555.034484 nChanged 176 SP:Iteration 8Q (4137.130678 sec): 3 clusters Score: Raw -374481.599211 + Penalty 2817.945240 = -371663.653971 nChanged 113 SP:Iteration 9Q (4137.189921 sec): 3 clusters Score: Raw -374536.888868 + Penalty 2817.945240 = -371718.943628 nChanged 76 SP:Iteration 10Q (4137.235158 sec): 3 clusters Score: Raw -374585.318425 + Penalty 2817.945240 = -371767.373186 nChanged 69 SP:Iteration 11Q (4137.291262 sec): 3 clusters Score: Raw -374630.279740 + Penalty 2817.945240 = -371812.334500 nChanged 64 SP:Iteration 12Q (4137.345340 sec): 3 clusters Score: Raw -374669.275234 + Penalty 2817.945240 = -371851.329994 nChanged 55 SP:Iteration 13Q (4137.405257 sec): 3 clusters Score: Raw -374698.142355 + Penalty 2817.945240 = -371880.197115 nChanged 46 SP:Iteration 14Q (4137.456205 sec): 3 clusters Score: Raw -374717.702616 + Penalty 2817.945240 = -371899.757377 nChanged 40 SP:Iteration 15Q (4137.514450 sec): 3 clusters Score: Raw -374732.406074 + Penalty 2817.945240 = -371914.460834 nChanged 33 SP:Iteration 16Q (4137.573468 sec): 3 clusters Score: Raw -374747.180911 + Penalty 2817.945240 = -371929.235671 nChanged 38 SP:Iteration 17Q (4137.626300 sec): 3 clusters Score: Raw -374762.928522 + Penalty 2817.945240 = -371944.983283 nChanged 26 SP:Iteration 18Q (4137.683802 sec): 3 clusters Score: Raw -374770.265885 + Penalty 2817.945240 = -371952.320645 nChanged 15 SP:Iteration 19Q (4137.741753 sec): 3 clusters Score: Raw -374773.747897 + Penalty 2817.945240 = -371955.802657 nChanged 7 SP:Iteration 20F (4137.795118 sec): 3 clusters Score: Raw -374775.421830 + Penalty 2817.945240 = -371957.476590 nChanged 11 SP:Iteration 21Q (4137.853122 sec): 3 clusters Score: Raw -374778.811616 + Penalty 2817.945240 = -371960.866377 nChanged 13 SP:Iteration 22Q (4137.907078 sec): 3 clusters Score: Raw -374781.601114 + Penalty 2817.945240 = -371963.655874 nChanged 11 SP:Iteration 23Q (4137.960378 sec): 3 clusters Score: Raw -374783.846629 + Penalty 2817.945240 = -371965.901389 nChanged 6 SP:Iteration 24Q (4138.003394 sec): 3 clusters Score: Raw -374785.130942 + Penalty 2817.945240 = -371967.185702 nChanged 7 SP:Iteration 25Q (4138.058546 sec): 3 clusters Score: Raw -374787.697903 + Penalty 2817.945240 = -371969.752663 nChanged 10 SP:Iteration 26Q (4138.115259 sec): 3 clusters Score: Raw -374789.865162 + Penalty 2817.945240 = -371971.919923 nChanged 11 SP:Iteration 27Q (4138.171031 sec): 3 clusters Score: Raw -374791.632135 + Penalty 2817.945240 = -371973.686896 nChanged 7 SP:Iteration 28Q (4138.233184 sec): 3 clusters Score: Raw -374792.767765 + Penalty 2817.945240 = -371974.822525 nChanged 8 SP:Iteration 29Q (4138.280757 sec): 3 clusters Score: Raw -374794.033811 + Penalty 2817.945240 = -371976.088571 nChanged 9 SP:Iteration 30Q (4138.337420 sec): 3 clusters Score: Raw -374795.897149 + Penalty 2817.945240 = -371977.951909 nChanged 5 SP:Iteration 31Q (4138.395116 sec): 3 clusters Score: Raw -374797.160424 + Penalty 2817.945240 = -371979.215184 nChanged 8 SP:Iteration 32Q (4138.444133 sec): 3 clusters Score: Raw -374798.825205 + Penalty 2817.945240 = -371980.879965 nChanged 9 SP:Iteration 33Q (4138.499892 sec): 3 clusters Score: Raw -374800.211286 + Penalty 2817.945240 = -371982.266046 nChanged 7 SP:Iteration 34Q (4138.567928 sec): 3 clusters Score: Raw -374801.236867 + Penalty 2817.945240 = -371983.291627 nChanged 4 SP:Iteration 35Q (4138.614669 sec): 3 clusters Score: Raw -374801.861128 + Penalty 2817.945240 = -371983.915888 nChanged 5 SP:Iteration 36Q (4138.679040 sec): 3 clusters Score: Raw -374802.502206 + Penalty 2817.945240 = -371984.556967 nChanged 3 SP:Iteration 37Q (4138.731916 sec): 3 clusters Score: Raw -374803.124206 + Penalty 2817.945240 = -371985.178966 nChanged 6 SP:Iteration 38Q (4138.783513 sec): 3 clusters Score: Raw -374804.989887 + Penalty 2817.945240 = -371987.044647 nChanged 8 SP:Iteration 39Q (4138.840073 sec): 3 clusters Score: Raw -374807.060968 + Penalty 2817.945240 = -371989.115728 nChanged 15 SP:Iteration 40F (4138.890643 sec): 3 clusters Score: Raw -374810.285769 + Penalty 2817.945240 = -371992.340529 nChanged 11 SP:Iteration 41Q (4138.946863 sec): 3 clusters Score: Raw -374812.004129 + Penalty 2817.945240 = -371994.058890 nChanged 7 SP:Iteration 42Q (4138.999865 sec): 3 clusters Score: Raw -374813.287017 + Penalty 2817.945240 = -371995.341777 nChanged 5 SP:Iteration 43Q (4139.062573 sec): 3 clusters Score: Raw -374814.129665 + Penalty 2817.945240 = -371996.184425 nChanged 5 SP:Iteration 44Q (4139.110421 sec): 3 clusters Score: Raw -374814.821600 + Penalty 2817.945240 = -371996.876360 nChanged 6 SP:Iteration 45Q (4139.169843 sec): 3 clusters Score: Raw -374815.570776 + Penalty 2817.945240 = -371997.625537 nChanged 2 SP:Iteration 46Q (4139.228152 sec): 3 clusters Score: Raw -374815.841968 + Penalty 2817.945240 = -371997.896728 nChanged 1 SP:Iteration 47Q (4139.274770 sec): 3 clusters Score: Raw -374815.925902 + Penalty 2817.945240 = -371997.980662 nChanged 1 SP:Iteration 48Q (4139.340516 sec): 3 clusters Score: Raw -374816.014143 + Penalty 2817.945240 = -371998.068903 nChanged 2 SP:Iteration 49Q (4139.385750 sec): 3 clusters Score: Raw -374816.256485 + Penalty 2817.945240 = -371998.311245 nChanged 2 SP:Iteration 50Q (4139.440350 sec): 3 clusters Score: Raw -374816.565344 + Penalty 2817.945240 = -371998.620104 nChanged 0 SP:Iteration 51F (4139.496043 sec): 3 clusters Score: Raw -374816.565344 + Penalty 2817.945240 = -371998.620104 nChanged 0 Trying to split cluster 9 (12908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4139.548806 sec): 2 clusters Score: Raw -878272.756230 + Penalty 1538.160415 = -876734.595815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4139.616105 sec): 3 clusters Score: Raw -870879.910039 + Penalty 3076.320830 = -867803.589209 nChanged 5642 SP:Iteration 1F (4139.674392 sec): 3 clusters Score: Raw -873816.684618 + Penalty 3076.320830 = -870740.363788 nChanged 691 SP:Iteration 2F (4139.742795 sec): 3 clusters Score: Raw -874080.156773 + Penalty 3076.320830 = -871003.835944 nChanged 614 SP:Iteration 3Q (4139.809245 sec): 3 clusters Score: Raw -874298.757971 + Penalty 3076.320830 = -871222.437141 nChanged 518 SP:Iteration 4Q (4139.881040 sec): 3 clusters Score: Raw -874512.185642 + Penalty 3076.320830 = -871435.864813 nChanged 542 SP:Iteration 5Q (4139.943720 sec): 3 clusters Score: Raw -874737.240899 + Penalty 3076.320830 = -871660.920069 nChanged 550 SP:Iteration 6Q (4140.022491 sec): 3 clusters Score: Raw -874995.122988 + Penalty 3076.320830 = -871918.802158 nChanged 639 SP:Iteration 7Q (4140.095298 sec): 3 clusters Score: Raw -875356.033490 + Penalty 3076.320830 = -872279.712660 nChanged 696 SP:Iteration 8F (4140.163376 sec): 3 clusters Score: Raw -875794.419839 + Penalty 3076.320830 = -872718.099009 nChanged 727 SP:Iteration 9F (4140.228302 sec): 3 clusters Score: Raw -876336.226285 + Penalty 3076.320830 = -873259.905455 nChanged 710 SP:Iteration 10F (4140.291561 sec): 3 clusters Score: Raw -876896.808344 + Penalty 3076.320830 = -873820.487514 nChanged 622 SP:Iteration 11Q (4140.358895 sec): 3 clusters Score: Raw -877376.361420 + Penalty 3076.320830 = -874300.040590 nChanged 486 SP:Iteration 12Q (4140.423908 sec): 3 clusters Score: Raw -877735.528916 + Penalty 3076.320830 = -874659.208086 nChanged 356 SP:Iteration 13Q (4140.481238 sec): 3 clusters Score: Raw -877996.787483 + Penalty 3076.320830 = -874920.466653 nChanged 273 SP:Iteration 14Q (4140.558993 sec): 3 clusters Score: Raw -878202.087385 + Penalty 3076.320830 = -875125.766555 nChanged 193 SP:Iteration 15Q (4140.623428 sec): 3 clusters Score: Raw -878317.085395 + Penalty 3076.320830 = -875240.764565 nChanged 139 SP:Iteration 16Q (4140.682466 sec): 3 clusters Score: Raw -878387.448232 + Penalty 3076.320830 = -875311.127402 nChanged 93 SP:Iteration 17Q (4140.762550 sec): 3 clusters Score: Raw -878440.745885 + Penalty 3076.320830 = -875364.425056 nChanged 88 SP:Iteration 18Q (4140.830955 sec): 3 clusters Score: Raw -878485.005794 + Penalty 3076.320830 = -875408.684964 nChanged 60 SP:Iteration 19Q (4140.890813 sec): 3 clusters Score: Raw -878514.986775 + Penalty 3076.320830 = -875438.665945 nChanged 45 SP:Iteration 20F (4140.958975 sec): 3 clusters Score: Raw -878532.979991 + Penalty 3076.320830 = -875456.659161 nChanged 39 SP:Iteration 21Q (4141.022249 sec): 3 clusters Score: Raw -878548.252393 + Penalty 3076.320830 = -875471.931563 nChanged 43 SP:Iteration 22Q (4141.089983 sec): 3 clusters Score: Raw -878565.004977 + Penalty 3076.320830 = -875488.684147 nChanged 30 SP:Iteration 23Q (4141.152626 sec): 3 clusters Score: Raw -878576.760793 + Penalty 3076.320830 = -875500.439963 nChanged 27 SP:Iteration 24Q (4141.216891 sec): 3 clusters Score: Raw -878589.897268 + Penalty 3076.320830 = -875513.576438 nChanged 31 SP:Iteration 25Q (4141.269180 sec): 3 clusters Score: Raw -878604.736309 + Penalty 3076.320830 = -875528.415479 nChanged 32 SP:Iteration 26Q (4141.328730 sec): 3 clusters Score: Raw -878617.482774 + Penalty 3076.320830 = -875541.161944 nChanged 20 SP:Iteration 27Q (4141.401579 sec): 3 clusters Score: Raw -878626.163250 + Penalty 3076.320830 = -875549.842420 nChanged 18 SP:Iteration 28Q (4141.472082 sec): 3 clusters Score: Raw -878634.974297 + Penalty 3076.320830 = -875558.653467 nChanged 20 SP:Iteration 29Q (4141.522894 sec): 3 clusters Score: Raw -878642.904477 + Penalty 3076.320830 = -875566.583647 nChanged 15 SP:Iteration 30Q (4141.590560 sec): 3 clusters Score: Raw -878647.415268 + Penalty 3076.320830 = -875571.094438 nChanged 11 SP:Iteration 31Q (4141.653146 sec): 3 clusters Score: Raw -878650.674746 + Penalty 3076.320830 = -875574.353917 nChanged 5 SP:Iteration 32Q (4141.724302 sec): 3 clusters Score: Raw -878651.968137 + Penalty 3076.320830 = -875575.647307 nChanged 5 SP:Iteration 33Q (4141.795089 sec): 3 clusters Score: Raw -878652.824609 + Penalty 3076.320830 = -875576.503780 nChanged 2 SP:Iteration 34Q (4141.852052 sec): 3 clusters Score: Raw -878653.230170 + Penalty 3076.320830 = -875576.909341 nChanged 3 SP:Iteration 35Q (4141.911928 sec): 3 clusters Score: Raw -878653.961694 + Penalty 3076.320830 = -875577.640864 nChanged 2 SP:Iteration 36Q (4141.979707 sec): 3 clusters Score: Raw -878654.554007 + Penalty 3076.320830 = -875578.233178 nChanged 0 SP:Iteration 37F (4142.037175 sec): 3 clusters Score: Raw -878654.554007 + Penalty 3076.320830 = -875578.233178 nChanged 0 Trying to split cluster 10 (77137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4142.167263 sec): 2 clusters Score: Raw -5300338.013172 + Penalty 1828.667480 = -5298509.345691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4142.356038 sec): 3 clusters Score: Raw -5250749.688253 + Penalty 3657.334961 = -5247092.353293 nChanged 36640 SP:Iteration 1F (4142.542818 sec): 3 clusters Score: Raw -5272010.933624 + Penalty 3657.334961 = -5268353.598663 nChanged 2991 SP:Iteration 2Q (4142.738482 sec): 3 clusters Score: Raw -5272963.263992 + Penalty 3657.334961 = -5269305.929032 nChanged 3448 SP:Iteration 3Q (4142.912435 sec): 3 clusters Score: Raw -5274336.524007 + Penalty 3657.334961 = -5270679.189046 nChanged 4129 SP:Iteration 4F (4143.094983 sec): 3 clusters Score: Raw -5276369.593220 + Penalty 3657.334961 = -5272712.258259 nChanged 4902 SP:Iteration 5F (4143.276678 sec): 3 clusters Score: Raw -5279350.131210 + Penalty 3657.334961 = -5275692.796249 nChanged 5491 SP:Iteration 6F (4143.451981 sec): 3 clusters Score: Raw -5283192.428184 + Penalty 3657.334961 = -5279535.093224 nChanged 5441 SP:Iteration 7F (4143.632690 sec): 3 clusters Score: Raw -5287193.077184 + Penalty 3657.334961 = -5283535.742224 nChanged 4729 SP:Iteration 8F (4143.807063 sec): 3 clusters Score: Raw -5290790.234482 + Penalty 3657.334961 = -5287132.899522 nChanged 3828 SP:Iteration 9Q (4143.978491 sec): 3 clusters Score: Raw -5293906.799956 + Penalty 3657.334961 = -5290249.464995 nChanged 2859 SP:Iteration 10Q (4144.164607 sec): 3 clusters Score: Raw -5296384.558139 + Penalty 3657.334961 = -5292727.223178 nChanged 1974 SP:Iteration 11Q (4144.338986 sec): 3 clusters Score: Raw -5298229.802020 + Penalty 3657.334961 = -5294572.467059 nChanged 1131 SP:Iteration 12Q (4144.502432 sec): 3 clusters Score: Raw -5299353.556377 + Penalty 3657.334961 = -5295696.221417 nChanged 666 SP:Iteration 13Q (4144.664338 sec): 3 clusters Score: Raw -5300004.157348 + Penalty 3657.334961 = -5296346.822387 nChanged 465 SP:Iteration 14Q (4144.809935 sec): 3 clusters Score: Raw -5300341.125836 + Penalty 3657.334961 = -5296683.790875 nChanged 322 SP:Iteration 15Q (4144.961836 sec): 3 clusters Score: Raw -5300540.549872 + Penalty 3657.334961 = -5296883.214911 nChanged 242 SP:Iteration 16Q (4145.105208 sec): 3 clusters Score: Raw -5300663.251215 + Penalty 3657.334961 = -5297005.916255 nChanged 169 SP:Iteration 17Q (4145.257529 sec): 3 clusters Score: Raw -5300738.933658 + Penalty 3657.334961 = -5297081.598697 nChanged 144 SP:Iteration 18Q (4145.408051 sec): 3 clusters Score: Raw -5300798.367468 + Penalty 3657.334961 = -5297141.032507 nChanged 132 SP:Iteration 19Q (4145.567029 sec): 3 clusters Score: Raw -5300850.618145 + Penalty 3657.334961 = -5297193.283184 nChanged 108 SP:Iteration 20F (4145.737311 sec): 3 clusters Score: Raw -5300882.741917 + Penalty 3657.334961 = -5297225.406956 nChanged 87 SP:Iteration 21Q (4145.899245 sec): 3 clusters Score: Raw -5300908.448343 + Penalty 3657.334961 = -5297251.113382 nChanged 76 SP:Iteration 22Q (4146.041065 sec): 3 clusters Score: Raw -5300931.320439 + Penalty 3657.334961 = -5297273.985479 nChanged 59 SP:Iteration 23Q (4146.195433 sec): 3 clusters Score: Raw -5300947.354351 + Penalty 3657.334961 = -5297290.019391 nChanged 43 SP:Iteration 24Q (4146.341888 sec): 3 clusters Score: Raw -5300958.722896 + Penalty 3657.334961 = -5297301.387935 nChanged 38 SP:Iteration 25Q (4146.480939 sec): 3 clusters Score: Raw -5300966.701201 + Penalty 3657.334961 = -5297309.366240 nChanged 37 SP:Iteration 26Q (4146.632057 sec): 3 clusters Score: Raw -5300976.902588 + Penalty 3657.334961 = -5297319.567628 nChanged 47 SP:Iteration 27Q (4146.782085 sec): 3 clusters Score: Raw -5300993.837700 + Penalty 3657.334961 = -5297336.502739 nChanged 55 SP:Iteration 28Q (4146.928866 sec): 3 clusters Score: Raw -5301010.523821 + Penalty 3657.334961 = -5297353.188860 nChanged 49 SP:Iteration 29Q (4147.066292 sec): 3 clusters Score: Raw -5301021.704323 + Penalty 3657.334961 = -5297364.369363 nChanged 41 SP:Iteration 30Q (4147.223250 sec): 3 clusters Score: Raw -5301029.249311 + Penalty 3657.334961 = -5297371.914351 nChanged 29 SP:Iteration 31Q (4147.383242 sec): 3 clusters Score: Raw -5301033.973355 + Penalty 3657.334961 = -5297376.638394 nChanged 26 SP:Iteration 32Q (4147.536780 sec): 3 clusters Score: Raw -5301040.167271 + Penalty 3657.334961 = -5297382.832310 nChanged 30 SP:Iteration 33Q (4147.696330 sec): 3 clusters Score: Raw -5301047.894016 + Penalty 3657.334961 = -5297390.559055 nChanged 24 SP:Iteration 34Q (4147.874222 sec): 3 clusters Score: Raw -5301052.481575 + Penalty 3657.334961 = -5297395.146615 nChanged 17 SP:Iteration 35Q (4148.021784 sec): 3 clusters Score: Raw -5301054.407071 + Penalty 3657.334961 = -5297397.072110 nChanged 12 SP:Iteration 36Q (4148.161950 sec): 3 clusters Score: Raw -5301055.961705 + Penalty 3657.334961 = -5297398.626744 nChanged 9 SP:Iteration 37Q (4148.316149 sec): 3 clusters Score: Raw -5301057.478163 + Penalty 3657.334961 = -5297400.143202 nChanged 9 SP:Iteration 38Q (4148.472097 sec): 3 clusters Score: Raw -5301058.920895 + Penalty 3657.334961 = -5297401.585935 nChanged 8 SP:Iteration 39Q (4148.639640 sec): 3 clusters Score: Raw -5301060.300984 + Penalty 3657.334961 = -5297402.966023 nChanged 4 SP:Iteration 40F (4148.820926 sec): 3 clusters Score: Raw -5301060.949391 + Penalty 3657.334961 = -5297403.614430 nChanged 6 SP:Iteration 41Q (4148.968490 sec): 3 clusters Score: Raw -5301061.841249 + Penalty 3657.334961 = -5297404.506289 nChanged 3 SP:Iteration 42Q (4149.124921 sec): 3 clusters Score: Raw -5301062.159549 + Penalty 3657.334961 = -5297404.824589 nChanged 2 SP:Iteration 43Q (4149.277629 sec): 3 clusters Score: Raw -5301062.343485 + Penalty 3657.334961 = -5297405.008524 nChanged 2 SP:Iteration 44Q (4149.435738 sec): 3 clusters Score: Raw -5301062.649817 + Penalty 3657.334961 = -5297405.314856 nChanged 2 SP:Iteration 45Q (4149.585301 sec): 3 clusters Score: Raw -5301062.833951 + Penalty 3657.334961 = -5297405.498990 nChanged 4 SP:Iteration 46Q (4149.740812 sec): 3 clusters Score: Raw -5301063.253787 + Penalty 3657.334961 = -5297405.918826 nChanged 0 SP:Iteration 47F (4149.916739 sec): 3 clusters Score: Raw -5301063.253787 + Penalty 3657.334961 = -5297405.918826 nChanged 0 Trying to split cluster 11 (2585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4149.953977 sec): 2 clusters Score: Raw -167543.847891 + Penalty 1276.840628 = -166267.007263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4150.003646 sec): 3 clusters Score: Raw -166378.277398 + Penalty 2553.681256 = -163824.596142 nChanged 936 SP:Iteration 1F (4150.051866 sec): 3 clusters Score: Raw -166945.134136 + Penalty 2553.681256 = -164391.452880 nChanged 203 SP:Iteration 2F (4150.091600 sec): 3 clusters Score: Raw -167078.643175 + Penalty 2553.681256 = -164524.961920 nChanged 140 SP:Iteration 3F (4150.151049 sec): 3 clusters Score: Raw -167163.999862 + Penalty 2553.681256 = -164610.318606 nChanged 98 SP:Iteration 4Q (4150.191509 sec): 3 clusters Score: Raw -167223.767911 + Penalty 2553.681256 = -164670.086655 nChanged 72 SP:Iteration 5Q (4150.249297 sec): 3 clusters Score: Raw -167267.897414 + Penalty 2553.681256 = -164714.216158 nChanged 61 SP:Iteration 6Q (4150.297269 sec): 3 clusters Score: Raw -167302.035029 + Penalty 2553.681256 = -164748.353773 nChanged 57 SP:Iteration 7Q (4150.340155 sec): 3 clusters Score: Raw -167336.784328 + Penalty 2553.681256 = -164783.103072 nChanged 59 SP:Iteration 8Q (4150.388312 sec): 3 clusters Score: Raw -167372.920779 + Penalty 2553.681256 = -164819.239523 nChanged 64 SP:Iteration 9Q (4150.436713 sec): 3 clusters Score: Raw -167411.909592 + Penalty 2553.681256 = -164858.228337 nChanged 60 SP:Iteration 10Q (4150.490168 sec): 3 clusters Score: Raw -167457.825434 + Penalty 2553.681256 = -164904.144178 nChanged 57 SP:Iteration 11Q (4150.539591 sec): 3 clusters Score: Raw -167510.676669 + Penalty 2553.681256 = -164956.995413 nChanged 57 SP:Iteration 12Q (4150.585438 sec): 3 clusters Score: Raw -167561.899890 + Penalty 2553.681256 = -165008.218634 nChanged 63 SP:Iteration 13Q (4150.634099 sec): 3 clusters Score: Raw -167614.012398 + Penalty 2553.681256 = -165060.331142 nChanged 48 SP:Iteration 14Q (4150.686522 sec): 3 clusters Score: Raw -167653.778579 + Penalty 2553.681256 = -165100.097324 nChanged 43 SP:Iteration 15Q (4150.739110 sec): 3 clusters Score: Raw -167696.583335 + Penalty 2553.681256 = -165142.902080 nChanged 44 SP:Iteration 16Q (4150.790583 sec): 3 clusters Score: Raw -167750.489950 + Penalty 2553.681256 = -165196.808694 nChanged 38 SP:Iteration 17Q (4150.826577 sec): 3 clusters Score: Raw -167785.997509 + Penalty 2553.681256 = -165232.316253 nChanged 25 SP:Iteration 18Q (4150.871408 sec): 3 clusters Score: Raw -167809.057650 + Penalty 2553.681256 = -165255.376395 nChanged 30 SP:Iteration 19Q (4150.920846 sec): 3 clusters Score: Raw -167838.926395 + Penalty 2553.681256 = -165285.245139 nChanged 27 SP:Iteration 20F (4150.963524 sec): 3 clusters Score: Raw -167866.039389 + Penalty 2553.681256 = -165312.358134 nChanged 19 SP:Iteration 21Q (4151.025648 sec): 3 clusters Score: Raw -167889.279304 + Penalty 2553.681256 = -165335.598048 nChanged 10 SP:Iteration 22Q (4151.074651 sec): 3 clusters Score: Raw -167900.545847 + Penalty 2553.681256 = -165346.864591 nChanged 6 SP:Iteration 23Q (4151.123399 sec): 3 clusters Score: Raw -167908.353599 + Penalty 2553.681256 = -165354.672343 nChanged 1 SP:Iteration 24Q (4151.171462 sec): 3 clusters Score: Raw -167908.696407 + Penalty 2553.681256 = -165355.015151 nChanged 0 SP:Iteration 25F (4151.223044 sec): 3 clusters Score: Raw -167908.696407 + Penalty 2553.681256 = -165355.015151 nChanged 0 Trying to split cluster 12 (6388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4151.254662 sec): 2 clusters Score: Raw -425128.457657 + Penalty 1423.853683 = -423704.603974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4151.304795 sec): 3 clusters Score: Raw -421666.937972 + Penalty 2847.707366 = -418819.230607 nChanged 2635 SP:Iteration 1F (4151.372174 sec): 3 clusters Score: Raw -423118.478139 + Penalty 2847.707366 = -420270.770774 nChanged 396 SP:Iteration 2F (4151.414373 sec): 3 clusters Score: Raw -423290.432473 + Penalty 2847.707366 = -420442.725107 nChanged 292 SP:Iteration 3Q (4151.481749 sec): 3 clusters Score: Raw -423427.840322 + Penalty 2847.707366 = -420580.132956 nChanged 236 SP:Iteration 4Q (4151.527273 sec): 3 clusters Score: Raw -423518.276809 + Penalty 2847.707366 = -420670.569444 nChanged 182 SP:Iteration 5Q (4151.594398 sec): 3 clusters Score: Raw -423589.460317 + Penalty 2847.707366 = -420741.752951 nChanged 191 SP:Iteration 6Q (4151.652625 sec): 3 clusters Score: Raw -423665.832020 + Penalty 2847.707366 = -420818.124654 nChanged 182 SP:Iteration 7Q (4151.700409 sec): 3 clusters Score: Raw -423737.341856 + Penalty 2847.707366 = -420889.634490 nChanged 158 SP:Iteration 8Q (4151.766524 sec): 3 clusters Score: Raw -423799.702584 + Penalty 2847.707366 = -420951.995218 nChanged 138 SP:Iteration 9Q (4151.822580 sec): 3 clusters Score: Raw -423846.268569 + Penalty 2847.707366 = -420998.561203 nChanged 137 SP:Iteration 10Q (4151.881888 sec): 3 clusters Score: Raw -423901.043471 + Penalty 2847.707366 = -421053.336105 nChanged 123 SP:Iteration 11Q (4151.935295 sec): 3 clusters Score: Raw -423946.922354 + Penalty 2847.707366 = -421099.214988 nChanged 125 SP:Iteration 12Q (4151.984794 sec): 3 clusters Score: Raw -424000.885574 + Penalty 2847.707366 = -421153.178208 nChanged 133 SP:Iteration 13Q (4152.049308 sec): 3 clusters Score: Raw -424068.836681 + Penalty 2847.707366 = -421221.129316 nChanged 155 SP:Iteration 14Q (4152.100287 sec): 3 clusters Score: Raw -424141.941675 + Penalty 2847.707366 = -421294.234309 nChanged 156 SP:Iteration 15Q (4152.153470 sec): 3 clusters Score: Raw -424212.318179 + Penalty 2847.707366 = -421364.610813 nChanged 134 SP:Iteration 16Q (4152.219320 sec): 3 clusters Score: Raw -424267.766819 + Penalty 2847.707366 = -421420.059454 nChanged 114 SP:Iteration 17Q (4152.267021 sec): 3 clusters Score: Raw -424312.214183 + Penalty 2847.707366 = -421464.506817 nChanged 118 SP:Iteration 18Q (4152.333376 sec): 3 clusters Score: Raw -424356.084740 + Penalty 2847.707366 = -421508.377375 nChanged 116 SP:Iteration 19Q (4152.390498 sec): 3 clusters Score: Raw -424407.606641 + Penalty 2847.707366 = -421559.899275 nChanged 103 SP:Iteration 20F (4152.441271 sec): 3 clusters Score: Raw -424449.280052 + Penalty 2847.707366 = -421601.572686 nChanged 106 SP:Iteration 21Q (4152.500483 sec): 3 clusters Score: Raw -424490.547796 + Penalty 2847.707366 = -421642.840431 nChanged 94 SP:Iteration 22Q (4152.549098 sec): 3 clusters Score: Raw -424524.355850 + Penalty 2847.707366 = -421676.648484 nChanged 94 SP:Iteration 23Q (4152.605368 sec): 3 clusters Score: Raw -424560.878435 + Penalty 2847.707366 = -421713.171069 nChanged 82 SP:Iteration 24Q (4152.665086 sec): 3 clusters Score: Raw -424588.647703 + Penalty 2847.707366 = -421740.940338 nChanged 76 SP:Iteration 25Q (4152.722390 sec): 3 clusters Score: Raw -424614.881811 + Penalty 2847.707366 = -421767.174445 nChanged 67 SP:Iteration 26Q (4152.779040 sec): 3 clusters Score: Raw -424639.102969 + Penalty 2847.707366 = -421791.395603 nChanged 74 SP:Iteration 27Q (4152.837551 sec): 3 clusters Score: Raw -424664.151871 + Penalty 2847.707366 = -421816.444505 nChanged 59 SP:Iteration 28Q (4152.893506 sec): 3 clusters Score: Raw -424682.332624 + Penalty 2847.707366 = -421834.625259 nChanged 44 SP:Iteration 29Q (4152.951409 sec): 3 clusters Score: Raw -424694.419583 + Penalty 2847.707366 = -421846.712217 nChanged 35 SP:Iteration 30Q (4153.011718 sec): 3 clusters Score: Raw -424705.114346 + Penalty 2847.707366 = -421857.406980 nChanged 36 SP:Iteration 31Q (4153.068691 sec): 3 clusters Score: Raw -424716.615619 + Penalty 2847.707366 = -421868.908254 nChanged 33 SP:Iteration 32Q (4153.129371 sec): 3 clusters Score: Raw -424727.732186 + Penalty 2847.707366 = -421880.024820 nChanged 38 SP:Iteration 33Q (4153.176716 sec): 3 clusters Score: Raw -424739.369174 + Penalty 2847.707366 = -421891.661809 nChanged 37 SP:Iteration 34Q (4153.238847 sec): 3 clusters Score: Raw -424750.286140 + Penalty 2847.707366 = -421902.578775 nChanged 31 SP:Iteration 35Q (4153.296102 sec): 3 clusters Score: Raw -424761.054363 + Penalty 2847.707366 = -421913.346998 nChanged 28 SP:Iteration 36Q (4153.339233 sec): 3 clusters Score: Raw -424768.772063 + Penalty 2847.707366 = -421921.064698 nChanged 31 SP:Iteration 37Q (4153.399913 sec): 3 clusters Score: Raw -424776.629688 + Penalty 2847.707366 = -421928.922322 nChanged 26 SP:Iteration 38Q (4153.444831 sec): 3 clusters Score: Raw -424783.710709 + Penalty 2847.707366 = -421936.003344 nChanged 28 SP:Iteration 39Q (4153.501095 sec): 3 clusters Score: Raw -424790.880592 + Penalty 2847.707366 = -421943.173227 nChanged 29 SP:Iteration 40F (4153.553175 sec): 3 clusters Score: Raw -424796.730742 + Penalty 2847.707366 = -421949.023376 nChanged 17 SP:Iteration 41Q (4153.616495 sec): 3 clusters Score: Raw -424800.974107 + Penalty 2847.707366 = -421953.266742 nChanged 17 SP:Iteration 42Q (4153.664871 sec): 3 clusters Score: Raw -424804.467722 + Penalty 2847.707366 = -421956.760356 nChanged 12 SP:Iteration 43Q (4153.725587 sec): 3 clusters Score: Raw -424806.681119 + Penalty 2847.707366 = -421958.973754 nChanged 10 SP:Iteration 44Q (4153.780417 sec): 3 clusters Score: Raw -424808.319946 + Penalty 2847.707366 = -421960.612581 nChanged 9 SP:Iteration 45Q (4153.842352 sec): 3 clusters Score: Raw -424810.300209 + Penalty 2847.707366 = -421962.592843 nChanged 6 SP:Iteration 46Q (4153.897639 sec): 3 clusters Score: Raw -424812.445634 + Penalty 2847.707366 = -421964.738268 nChanged 13 SP:Iteration 47Q (4153.946810 sec): 3 clusters Score: Raw -424814.782451 + Penalty 2847.707366 = -421967.075086 nChanged 8 SP:Iteration 48Q (4154.012029 sec): 3 clusters Score: Raw -424815.761566 + Penalty 2847.707366 = -421968.054201 nChanged 4 SP:Iteration 49Q (4154.062854 sec): 3 clusters Score: Raw -424816.298549 + Penalty 2847.707366 = -421968.591183 nChanged 5 SP:Iteration 50Q (4154.118978 sec): 3 clusters Score: Raw -424816.976861 + Penalty 2847.707366 = -421969.269495 nChanged 3 SP:Iteration 51Q (4154.177023 sec): 3 clusters Score: Raw -424817.529959 + Penalty 2847.707366 = -421969.822594 nChanged 4 SP:Iteration 52Q (4154.221312 sec): 3 clusters Score: Raw -424818.616552 + Penalty 2847.707366 = -421970.909186 nChanged 5 SP:Iteration 53Q (4154.285262 sec): 3 clusters Score: Raw -424819.242807 + Penalty 2847.707366 = -421971.535442 nChanged 1 SP:Iteration 54Q (4154.341321 sec): 3 clusters Score: Raw -424819.336657 + Penalty 2847.707366 = -421971.629292 nChanged 0 SP:Iteration 55F (4154.389984 sec): 3 clusters Score: Raw -424819.336657 + Penalty 2847.707366 = -421971.629292 nChanged 0 Trying to split cluster 13 (414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4154.411307 sec): 2 clusters Score: Raw -17557.824237 + Penalty 979.203221 = -16578.621016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4154.448663 sec): 3 clusters Score: Raw -17584.470680 + Penalty 1958.406441 = -15626.064238 nChanged 99 SP:Iteration 1F (4154.484251 sec): 3 clusters Score: Raw -17807.604374 + Penalty 1958.406441 = -15849.197933 nChanged 33 SP:Iteration 2F (4154.514677 sec): 3 clusters Score: Raw -17880.090713 + Penalty 1958.406441 = -15921.684272 nChanged 13 SP:Iteration 3Q (4154.561571 sec): 3 clusters Score: Raw -17912.597131 + Penalty 1958.406441 = -15954.190690 nChanged 7 SP:Iteration 4Q (4154.606898 sec): 3 clusters Score: Raw -17929.574716 + Penalty 1958.406441 = -15971.168275 nChanged 6 SP:Iteration 5Q (4154.640973 sec): 3 clusters Score: Raw -17947.804889 + Penalty 1958.406441 = -15989.398447 nChanged 4 SP:Iteration 6Q (4154.689872 sec): 3 clusters Score: Raw -17963.587178 + Penalty 1958.406441 = -16005.180736 nChanged 3 SP:Iteration 7Q (4154.732026 sec): 3 clusters Score: Raw -17969.062639 + Penalty 1958.406441 = -16010.656198 nChanged 1 SP:Iteration 8Q (4154.767869 sec): 3 clusters Score: Raw -17971.214329 + Penalty 1958.406441 = -16012.807887 nChanged 4 SP:Iteration 9Q (4154.811190 sec): 3 clusters Score: Raw -17977.970103 + Penalty 1958.406441 = -16019.563662 nChanged 1 SP:Iteration 10Q (4154.848910 sec): 3 clusters Score: Raw -17978.397270 + Penalty 1958.406441 = -16019.990828 nChanged 0 SP:Iteration 11F (4154.887926 sec): 3 clusters Score: Raw -17978.397270 + Penalty 1958.406441 = -16019.990828 nChanged 0 Trying to split cluster 14 (54982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4155.004599 sec): 2 clusters Score: Raw -3537175.317232 + Penalty 1773.648685 = -3535401.668547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4155.150101 sec): 3 clusters Score: Raw -3502159.418901 + Penalty 3547.297370 = -3498612.121532 nChanged 25889 SP:Iteration 1F (4155.282460 sec): 3 clusters Score: Raw -3517582.894038 + Penalty 3547.297370 = -3514035.596668 nChanged 2854 SP:Iteration 2F (4155.417459 sec): 3 clusters Score: Raw -3518957.150055 + Penalty 3547.297370 = -3515409.852686 nChanged 3265 SP:Iteration 3F (4155.554002 sec): 3 clusters Score: Raw -3520880.982299 + Penalty 3547.297370 = -3517333.684929 nChanged 3724 SP:Iteration 4F (4155.692103 sec): 3 clusters Score: Raw -3523518.234883 + Penalty 3547.297370 = -3519970.937513 nChanged 3909 SP:Iteration 5F (4155.830821 sec): 3 clusters Score: Raw -3526260.967698 + Penalty 3547.297370 = -3522713.670328 nChanged 3557 SP:Iteration 6F (4155.976869 sec): 3 clusters Score: Raw -3528510.691559 + Penalty 3547.297370 = -3524963.394190 nChanged 2755 SP:Iteration 7F (4156.114374 sec): 3 clusters Score: Raw -3529913.384831 + Penalty 3547.297370 = -3526366.087461 nChanged 1964 SP:Iteration 8Q (4156.261599 sec): 3 clusters Score: Raw -3530633.497472 + Penalty 3547.297370 = -3527086.200102 nChanged 1266 SP:Iteration 9Q (4156.404771 sec): 3 clusters Score: Raw -3530961.437370 + Penalty 3547.297370 = -3527414.140000 nChanged 878 SP:Iteration 10Q (4156.538201 sec): 3 clusters Score: Raw -3531137.027944 + Penalty 3547.297370 = -3527589.730574 nChanged 669 SP:Iteration 11Q (4156.688921 sec): 3 clusters Score: Raw -3531257.651470 + Penalty 3547.297370 = -3527710.354100 nChanged 523 SP:Iteration 12Q (4156.835548 sec): 3 clusters Score: Raw -3531340.679673 + Penalty 3547.297370 = -3527793.382303 nChanged 450 SP:Iteration 13Q (4156.969330 sec): 3 clusters Score: Raw -3531399.781757 + Penalty 3547.297370 = -3527852.484387 nChanged 383 SP:Iteration 14Q (4157.105353 sec): 3 clusters Score: Raw -3531451.192759 + Penalty 3547.297370 = -3527903.895389 nChanged 370 SP:Iteration 15Q (4157.247953 sec): 3 clusters Score: Raw -3531505.366224 + Penalty 3547.297370 = -3527958.068854 nChanged 373 SP:Iteration 16Q (4157.392723 sec): 3 clusters Score: Raw -3531559.046231 + Penalty 3547.297370 = -3528011.748862 nChanged 386 SP:Iteration 17Q (4157.538597 sec): 3 clusters Score: Raw -3531612.375582 + Penalty 3547.297370 = -3528065.078213 nChanged 382 SP:Iteration 18Q (4157.685715 sec): 3 clusters Score: Raw -3531662.786750 + Penalty 3547.297370 = -3528115.489380 nChanged 353 SP:Iteration 19Q (4157.828519 sec): 3 clusters Score: Raw -3531707.898242 + Penalty 3547.297370 = -3528160.600872 nChanged 352 SP:Iteration 20F (4157.980368 sec): 3 clusters Score: Raw -3531752.484912 + Penalty 3547.297370 = -3528205.187542 nChanged 344 SP:Iteration 21Q (4158.121542 sec): 3 clusters Score: Raw -3531795.474732 + Penalty 3547.297370 = -3528248.177362 nChanged 361 SP:Iteration 22Q (4158.262215 sec): 3 clusters Score: Raw -3531843.992987 + Penalty 3547.297370 = -3528296.695617 nChanged 343 SP:Iteration 23Q (4158.390791 sec): 3 clusters Score: Raw -3531886.961509 + Penalty 3547.297370 = -3528339.664139 nChanged 358 SP:Iteration 24Q (4158.537730 sec): 3 clusters Score: Raw -3531936.663574 + Penalty 3547.297370 = -3528389.366204 nChanged 370 SP:Iteration 25Q (4158.679200 sec): 3 clusters Score: Raw -3531989.734282 + Penalty 3547.297370 = -3528442.436912 nChanged 396 SP:Iteration 26Q (4158.819358 sec): 3 clusters Score: Raw -3532050.398815 + Penalty 3547.297370 = -3528503.101445 nChanged 427 SP:Iteration 27Q (4158.960789 sec): 3 clusters Score: Raw -3532116.959848 + Penalty 3547.297370 = -3528569.662478 nChanged 446 SP:Iteration 28Q (4159.100432 sec): 3 clusters Score: Raw -3532187.512364 + Penalty 3547.297370 = -3528640.214994 nChanged 455 SP:Iteration 29Q (4159.240061 sec): 3 clusters Score: Raw -3532258.500545 + Penalty 3547.297370 = -3528711.203175 nChanged 454 SP:Iteration 30Q (4159.376862 sec): 3 clusters Score: Raw -3532331.101694 + Penalty 3547.297370 = -3528783.804324 nChanged 472 SP:Iteration 31Q (4159.520078 sec): 3 clusters Score: Raw -3532412.474448 + Penalty 3547.297370 = -3528865.177079 nChanged 510 SP:Iteration 32Q (4159.663425 sec): 3 clusters Score: Raw -3532511.931777 + Penalty 3547.297370 = -3528964.634407 nChanged 587 SP:Iteration 33Q (4159.800278 sec): 3 clusters Score: Raw -3532632.907727 + Penalty 3547.297370 = -3529085.610357 nChanged 576 SP:Iteration 34Q (4159.936000 sec): 3 clusters Score: Raw -3532754.316128 + Penalty 3547.297370 = -3529207.018758 nChanged 599 SP:Iteration 35Q (4160.079617 sec): 3 clusters Score: Raw -3532883.793026 + Penalty 3547.297370 = -3529336.495657 nChanged 599 SP:Iteration 36Q (4160.216475 sec): 3 clusters Score: Raw -3533017.073981 + Penalty 3547.297370 = -3529469.776611 nChanged 621 SP:Iteration 37Q (4160.357763 sec): 3 clusters Score: Raw -3533173.588721 + Penalty 3547.297370 = -3529626.291351 nChanged 679 SP:Iteration 38Q (4160.490805 sec): 3 clusters Score: Raw -3533353.253326 + Penalty 3547.297370 = -3529805.955956 nChanged 706 SP:Iteration 39Q (4160.644196 sec): 3 clusters Score: Raw -3533545.283013 + Penalty 3547.297370 = -3529997.985643 nChanged 698 SP:Iteration 40F (4160.778159 sec): 3 clusters Score: Raw -3533746.966790 + Penalty 3547.297370 = -3530199.669420 nChanged 686 SP:Iteration 41Q (4160.918953 sec): 3 clusters Score: Raw -3533962.350388 + Penalty 3547.297370 = -3530415.053018 nChanged 707 SP:Iteration 42Q (4161.058047 sec): 3 clusters Score: Raw -3534213.311106 + Penalty 3547.297370 = -3530666.013736 nChanged 726 SP:Iteration 43Q (4161.199208 sec): 3 clusters Score: Raw -3534482.534836 + Penalty 3547.297370 = -3530935.237466 nChanged 711 SP:Iteration 44Q (4161.330062 sec): 3 clusters Score: Raw -3534752.175331 + Penalty 3547.297370 = -3531204.877961 nChanged 665 SP:Iteration 45Q (4161.462109 sec): 3 clusters Score: Raw -3535010.434333 + Penalty 3547.297370 = -3531463.136963 nChanged 638 SP:Iteration 46Q (4161.596238 sec): 3 clusters Score: Raw -3535267.639328 + Penalty 3547.297370 = -3531720.341958 nChanged 610 SP:Iteration 47Q (4161.718665 sec): 3 clusters Score: Raw -3535528.228996 + Penalty 3547.297370 = -3531980.931626 nChanged 611 SP:Iteration 48Q (4161.856311 sec): 3 clusters Score: Raw -3535816.887686 + Penalty 3547.297370 = -3532269.590316 nChanged 589 SP:Iteration 49Q (4161.989863 sec): 3 clusters Score: Raw -3536117.962976 + Penalty 3547.297370 = -3532570.665606 nChanged 529 SP:Iteration 50Q (4162.110377 sec): 3 clusters Score: Raw -3536397.056511 + Penalty 3547.297370 = -3532849.759141 nChanged 490 SP:Iteration 51Q (4162.241956 sec): 3 clusters Score: Raw -3536682.640369 + Penalty 3547.297370 = -3533135.342999 nChanged 470 SP:Iteration 52Q (4162.387280 sec): 3 clusters Score: Raw -3536942.115855 + Penalty 3547.297370 = -3533394.818485 nChanged 400 SP:Iteration 53Q (4162.517071 sec): 3 clusters Score: Raw -3537130.519412 + Penalty 3547.297370 = -3533583.222043 nChanged 335 SP:Iteration 54Q (4162.634715 sec): 3 clusters Score: Raw -3537270.487511 + Penalty 3547.297370 = -3533723.190141 nChanged 275 SP:Iteration 55Q (4162.765004 sec): 3 clusters Score: Raw -3537373.416438 + Penalty 3547.297370 = -3533826.119068 nChanged 214 SP:Iteration 56Q (4162.896162 sec): 3 clusters Score: Raw -3537441.439471 + Penalty 3547.297370 = -3533894.142101 nChanged 185 SP:Iteration 57Q (4163.025609 sec): 3 clusters Score: Raw -3537495.445853 + Penalty 3547.297370 = -3533948.148483 nChanged 155 SP:Iteration 58Q (4163.140085 sec): 3 clusters Score: Raw -3537535.075532 + Penalty 3547.297370 = -3533987.778162 nChanged 135 SP:Iteration 59Q (4163.279881 sec): 3 clusters Score: Raw -3537569.706384 + Penalty 3547.297370 = -3534022.409014 nChanged 124 SP:Iteration 60F (4163.417404 sec): 3 clusters Score: Raw -3537600.519473 + Penalty 3547.297370 = -3534053.222103 nChanged 131 SP:Iteration 61Q (4163.544034 sec): 3 clusters Score: Raw -3537632.718239 + Penalty 3547.297370 = -3534085.420870 nChanged 117 SP:Iteration 62Q (4163.665232 sec): 3 clusters Score: Raw -3537656.992150 + Penalty 3547.297370 = -3534109.694780 nChanged 102 SP:Iteration 63Q (4163.794902 sec): 3 clusters Score: Raw -3537677.442986 + Penalty 3547.297370 = -3534130.145616 nChanged 88 SP:Iteration 64Q (4163.913141 sec): 3 clusters Score: Raw -3537691.709127 + Penalty 3547.297370 = -3534144.411757 nChanged 60 SP:Iteration 65Q (4164.036272 sec): 3 clusters Score: Raw -3537700.923109 + Penalty 3547.297370 = -3534153.625739 nChanged 51 SP:Iteration 66Q (4164.160286 sec): 3 clusters Score: Raw -3537710.347096 + Penalty 3547.297370 = -3534163.049726 nChanged 56 SP:Iteration 67Q (4164.281602 sec): 3 clusters Score: Raw -3537721.744770 + Penalty 3547.297370 = -3534174.447400 nChanged 51 SP:Iteration 68Q (4164.416235 sec): 3 clusters Score: Raw -3537732.012983 + Penalty 3547.297370 = -3534184.715613 nChanged 57 SP:Iteration 69Q (4164.533571 sec): 3 clusters Score: Raw -3537743.570629 + Penalty 3547.297370 = -3534196.273259 nChanged 46 SP:Iteration 70Q (4164.654508 sec): 3 clusters Score: Raw -3537751.733359 + Penalty 3547.297370 = -3534204.435990 nChanged 37 SP:Iteration 71Q (4164.778341 sec): 3 clusters Score: Raw -3537757.475944 + Penalty 3547.297370 = -3534210.178575 nChanged 29 SP:Iteration 72Q (4164.893770 sec): 3 clusters Score: Raw -3537762.280642 + Penalty 3547.297370 = -3534214.983273 nChanged 32 SP:Iteration 73Q (4165.018024 sec): 3 clusters Score: Raw -3537767.113679 + Penalty 3547.297370 = -3534219.816309 nChanged 28 SP:Iteration 74Q (4165.144290 sec): 3 clusters Score: Raw -3537770.572369 + Penalty 3547.297370 = -3534223.274999 nChanged 19 SP:Iteration 75Q (4165.273870 sec): 3 clusters Score: Raw -3537773.161884 + Penalty 3547.297370 = -3534225.864515 nChanged 24 SP:Iteration 76Q (4165.401816 sec): 3 clusters Score: Raw -3537776.932202 + Penalty 3547.297370 = -3534229.634833 nChanged 27 SP:Iteration 77Q (4165.522246 sec): 3 clusters Score: Raw -3537781.398222 + Penalty 3547.297370 = -3534234.100852 nChanged 26 SP:Iteration 78Q (4165.644757 sec): 3 clusters Score: Raw -3537786.118977 + Penalty 3547.297370 = -3534238.821608 nChanged 26 SP:Iteration 79Q (4165.759657 sec): 3 clusters Score: Raw -3537790.096638 + Penalty 3547.297370 = -3534242.799268 nChanged 22 SP:Iteration 80F (4165.894787 sec): 3 clusters Score: Raw -3537794.024828 + Penalty 3547.297370 = -3534246.727458 nChanged 22 SP:Iteration 81Q (4166.022738 sec): 3 clusters Score: Raw -3537797.800750 + Penalty 3547.297370 = -3534250.503380 nChanged 24 SP:Iteration 82Q (4166.147294 sec): 3 clusters Score: Raw -3537801.830076 + Penalty 3547.297370 = -3534254.532706 nChanged 22 SP:Iteration 83Q (4166.273035 sec): 3 clusters Score: Raw -3537805.319556 + Penalty 3547.297370 = -3534258.022186 nChanged 23 SP:Iteration 84Q (4166.395172 sec): 3 clusters Score: Raw -3537808.475324 + Penalty 3547.297370 = -3534261.177954 nChanged 18 SP:Iteration 85Q (4166.517968 sec): 3 clusters Score: Raw -3537811.021776 + Penalty 3547.297370 = -3534263.724407 nChanged 17 SP:Iteration 86Q (4166.644259 sec): 3 clusters Score: Raw -3537813.149688 + Penalty 3547.297370 = -3534265.852318 nChanged 11 SP:Iteration 87Q (4166.770154 sec): 3 clusters Score: Raw -3537814.737833 + Penalty 3547.297370 = -3534267.440463 nChanged 15 SP:Iteration 88Q (4166.913687 sec): 3 clusters Score: Raw -3537816.680633 + Penalty 3547.297370 = -3534269.383263 nChanged 14 SP:Iteration 89Q (4167.047825 sec): 3 clusters Score: Raw -3537818.389690 + Penalty 3547.297370 = -3534271.092320 nChanged 12 SP:Iteration 90Q (4167.175483 sec): 3 clusters Score: Raw -3537820.084430 + Penalty 3547.297370 = -3534272.787060 nChanged 14 SP:Iteration 91Q (4167.291556 sec): 3 clusters Score: Raw -3537821.883811 + Penalty 3547.297370 = -3534274.586442 nChanged 16 SP:Iteration 92Q (4167.395484 sec): 3 clusters Score: Raw -3537824.424929 + Penalty 3547.297370 = -3534277.127559 nChanged 10 SP:Iteration 93Q (4167.529682 sec): 3 clusters Score: Raw -3537825.554519 + Penalty 3547.297370 = -3534278.257149 nChanged 9 SP:Iteration 94Q (4167.664716 sec): 3 clusters Score: Raw -3537826.671630 + Penalty 3547.297370 = -3534279.374261 nChanged 15 SP:Iteration 95Q (4167.777096 sec): 3 clusters Score: Raw -3537829.007172 + Penalty 3547.297370 = -3534281.709802 nChanged 15 SP:Iteration 96Q (4167.898003 sec): 3 clusters Score: Raw -3537831.360032 + Penalty 3547.297370 = -3534284.062662 nChanged 17 SP:Iteration 97Q (4168.024784 sec): 3 clusters Score: Raw -3537833.440325 + Penalty 3547.297370 = -3534286.142955 nChanged 7 SP:Iteration 98Q (4168.129485 sec): 3 clusters Score: Raw -3537834.185271 + Penalty 3547.297370 = -3534286.887902 nChanged 10 SP:Iteration 99Q (4168.249251 sec): 3 clusters Score: Raw -3537835.447060 + Penalty 3547.297370 = -3534288.149691 nChanged 14 SP:Iteration 100F (4168.400032 sec): 3 clusters Score: Raw -3537837.156912 + Penalty 3547.297370 = -3534289.859543 nChanged 9 SP:Iteration 101Q (4168.524415 sec): 3 clusters Score: Raw -3537837.968879 + Penalty 3547.297370 = -3534290.671509 nChanged 5 SP:Iteration 102Q (4168.642582 sec): 3 clusters Score: Raw -3537838.428759 + Penalty 3547.297370 = -3534291.131389 nChanged 5 SP:Iteration 103Q (4168.761762 sec): 3 clusters Score: Raw -3537838.826536 + Penalty 3547.297370 = -3534291.529167 nChanged 4 SP:Iteration 104Q (4168.886428 sec): 3 clusters Score: Raw -3537839.646264 + Penalty 3547.297370 = -3534292.348894 nChanged 7 SP:Iteration 105Q (4168.997902 sec): 3 clusters Score: Raw -3537840.513607 + Penalty 3547.297370 = -3534293.216237 nChanged 4 SP:Iteration 106Q (4169.116058 sec): 3 clusters Score: Raw -3537841.111194 + Penalty 3547.297370 = -3534293.813824 nChanged 4 SP:Iteration 107Q (4169.226722 sec): 3 clusters Score: Raw -3537841.591663 + Penalty 3547.297370 = -3534294.294293 nChanged 4 SP:Iteration 108Q (4169.354914 sec): 3 clusters Score: Raw -3537842.040032 + Penalty 3547.297370 = -3534294.742663 nChanged 1 SP:Iteration 109Q (4169.469654 sec): 3 clusters Score: Raw -3537842.106121 + Penalty 3547.297370 = -3534294.808751 nChanged 1 SP:Iteration 110Q (4169.601339 sec): 3 clusters Score: Raw -3537842.299061 + Penalty 3547.297370 = -3534295.001692 nChanged 6 SP:Iteration 111Q (4169.725070 sec): 3 clusters Score: Raw -3537843.127935 + Penalty 3547.297370 = -3534295.830565 nChanged 3 SP:Iteration 112Q (4169.842510 sec): 3 clusters Score: Raw -3537843.505229 + Penalty 3547.297370 = -3534296.207860 nChanged 4 SP:Iteration 113Q (4169.956651 sec): 3 clusters Score: Raw -3537843.872650 + Penalty 3547.297370 = -3534296.575281 nChanged 6 SP:Iteration 114Q (4170.079709 sec): 3 clusters Score: Raw -3537844.441798 + Penalty 3547.297370 = -3534297.144428 nChanged 7 SP:Iteration 115Q (4170.192581 sec): 3 clusters Score: Raw -3537845.073122 + Penalty 3547.297370 = -3534297.775752 nChanged 7 SP:Iteration 116Q (4170.320104 sec): 3 clusters Score: Raw -3537845.744247 + Penalty 3547.297370 = -3534298.446877 nChanged 4 SP:Iteration 117Q (4170.446759 sec): 3 clusters Score: Raw -3537846.107508 + Penalty 3547.297370 = -3534298.810138 nChanged 2 SP:Iteration 118Q (4170.556829 sec): 3 clusters Score: Raw -3537846.265110 + Penalty 3547.297370 = -3534298.967740 nChanged 0 SP:Iteration 119F (4170.711398 sec): 3 clusters Score: Raw -3537846.265110 + Penalty 3547.297370 = -3534298.967740 nChanged 0 Trying to split cluster 15 (11508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4170.759270 sec): 2 clusters Score: Raw -773770.504408 + Penalty 1519.504630 = -772250.999777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4170.826573 sec): 3 clusters Score: Raw -767232.427439 + Penalty 3039.009261 = -764193.418179 nChanged 5000 SP:Iteration 1F (4170.892944 sec): 3 clusters Score: Raw -770162.795464 + Penalty 3039.009261 = -767123.786203 nChanged 772 SP:Iteration 2F (4170.960612 sec): 3 clusters Score: Raw -770565.382583 + Penalty 3039.009261 = -767526.373322 nChanged 703 SP:Iteration 3F (4171.024530 sec): 3 clusters Score: Raw -770923.322558 + Penalty 3039.009261 = -767884.313297 nChanged 625 SP:Iteration 4F (4171.094785 sec): 3 clusters Score: Raw -771275.726055 + Penalty 3039.009261 = -768236.716794 nChanged 613 SP:Iteration 5F (4171.163227 sec): 3 clusters Score: Raw -771617.103201 + Penalty 3039.009261 = -768578.093941 nChanged 556 SP:Iteration 6Q (4171.222589 sec): 3 clusters Score: Raw -771919.894999 + Penalty 3039.009261 = -768880.885738 nChanged 472 SP:Iteration 7Q (4171.300915 sec): 3 clusters Score: Raw -772174.320875 + Penalty 3039.009261 = -769135.311615 nChanged 407 SP:Iteration 8Q (4171.358411 sec): 3 clusters Score: Raw -772429.304457 + Penalty 3039.009261 = -769390.295196 nChanged 376 SP:Iteration 9Q (4171.432462 sec): 3 clusters Score: Raw -772618.636372 + Penalty 3039.009261 = -769579.627112 nChanged 317 SP:Iteration 10Q (4171.501788 sec): 3 clusters Score: Raw -772784.407710 + Penalty 3039.009261 = -769745.398450 nChanged 307 SP:Iteration 11Q (4171.567423 sec): 3 clusters Score: Raw -772953.683168 + Penalty 3039.009261 = -769914.673907 nChanged 253 SP:Iteration 12Q (4171.636424 sec): 3 clusters Score: Raw -773107.226208 + Penalty 3039.009261 = -770068.216947 nChanged 242 SP:Iteration 13Q (4171.707661 sec): 3 clusters Score: Raw -773238.088938 + Penalty 3039.009261 = -770199.079677 nChanged 199 SP:Iteration 14Q (4171.776237 sec): 3 clusters Score: Raw -773343.826412 + Penalty 3039.009261 = -770304.817151 nChanged 181 SP:Iteration 15Q (4171.843510 sec): 3 clusters Score: Raw -773433.929738 + Penalty 3039.009261 = -770394.920478 nChanged 157 SP:Iteration 16Q (4171.897873 sec): 3 clusters Score: Raw -773499.332267 + Penalty 3039.009261 = -770460.323006 nChanged 125 SP:Iteration 17Q (4171.975584 sec): 3 clusters Score: Raw -773549.874428 + Penalty 3039.009261 = -770510.865167 nChanged 99 SP:Iteration 18Q (4172.043002 sec): 3 clusters Score: Raw -773580.546772 + Penalty 3039.009261 = -770541.537511 nChanged 69 SP:Iteration 19Q (4172.105594 sec): 3 clusters Score: Raw -773599.020495 + Penalty 3039.009261 = -770560.011234 nChanged 58 SP:Iteration 20F (4172.163901 sec): 3 clusters Score: Raw -773618.416979 + Penalty 3039.009261 = -770579.407718 nChanged 67 SP:Iteration 21Q (4172.232335 sec): 3 clusters Score: Raw -773636.143707 + Penalty 3039.009261 = -770597.134447 nChanged 60 SP:Iteration 22Q (4172.296161 sec): 3 clusters Score: Raw -773655.133487 + Penalty 3039.009261 = -770616.124227 nChanged 47 SP:Iteration 23Q (4172.363890 sec): 3 clusters Score: Raw -773667.983798 + Penalty 3039.009261 = -770628.974538 nChanged 45 SP:Iteration 24Q (4172.421453 sec): 3 clusters Score: Raw -773680.673026 + Penalty 3039.009261 = -770641.663766 nChanged 35 SP:Iteration 25Q (4172.485445 sec): 3 clusters Score: Raw -773688.875208 + Penalty 3039.009261 = -770649.865947 nChanged 42 SP:Iteration 26Q (4172.542435 sec): 3 clusters Score: Raw -773703.195772 + Penalty 3039.009261 = -770664.186511 nChanged 47 SP:Iteration 27Q (4172.619879 sec): 3 clusters Score: Raw -773718.658615 + Penalty 3039.009261 = -770679.649355 nChanged 37 SP:Iteration 28Q (4172.680300 sec): 3 clusters Score: Raw -773728.628155 + Penalty 3039.009261 = -770689.618894 nChanged 35 SP:Iteration 29Q (4172.746392 sec): 3 clusters Score: Raw -773738.252408 + Penalty 3039.009261 = -770699.243148 nChanged 41 SP:Iteration 30Q (4172.806377 sec): 3 clusters Score: Raw -773748.068413 + Penalty 3039.009261 = -770709.059153 nChanged 31 SP:Iteration 31Q (4172.866372 sec): 3 clusters Score: Raw -773758.102971 + Penalty 3039.009261 = -770719.093711 nChanged 35 SP:Iteration 32Q (4172.934777 sec): 3 clusters Score: Raw -773766.480121 + Penalty 3039.009261 = -770727.470860 nChanged 27 SP:Iteration 33Q (4172.995123 sec): 3 clusters Score: Raw -773774.217489 + Penalty 3039.009261 = -770735.208228 nChanged 29 SP:Iteration 34Q (4173.060702 sec): 3 clusters Score: Raw -773781.314512 + Penalty 3039.009261 = -770742.305251 nChanged 22 SP:Iteration 35Q (4173.126598 sec): 3 clusters Score: Raw -773786.986494 + Penalty 3039.009261 = -770747.977234 nChanged 23 SP:Iteration 36Q (4173.191237 sec): 3 clusters Score: Raw -773794.592788 + Penalty 3039.009261 = -770755.583527 nChanged 24 SP:Iteration 37Q (4173.253239 sec): 3 clusters Score: Raw -773802.465653 + Penalty 3039.009261 = -770763.456392 nChanged 24 SP:Iteration 38Q (4173.303451 sec): 3 clusters Score: Raw -773808.907070 + Penalty 3039.009261 = -770769.897810 nChanged 22 SP:Iteration 39Q (4173.363194 sec): 3 clusters Score: Raw -773815.661551 + Penalty 3039.009261 = -770776.652291 nChanged 29 SP:Iteration 40F (4173.418375 sec): 3 clusters Score: Raw -773824.831633 + Penalty 3039.009261 = -770785.822373 nChanged 25 SP:Iteration 41Q (4173.495116 sec): 3 clusters Score: Raw -773831.957589 + Penalty 3039.009261 = -770792.948329 nChanged 29 SP:Iteration 42Q (4173.545777 sec): 3 clusters Score: Raw -773841.954065 + Penalty 3039.009261 = -770802.944804 nChanged 29 SP:Iteration 43Q (4173.605611 sec): 3 clusters Score: Raw -773849.140279 + Penalty 3039.009261 = -770810.131019 nChanged 15 SP:Iteration 44Q (4173.680208 sec): 3 clusters Score: Raw -773853.517214 + Penalty 3039.009261 = -770814.507954 nChanged 12 SP:Iteration 45Q (4173.725027 sec): 3 clusters Score: Raw -773856.851133 + Penalty 3039.009261 = -770817.841873 nChanged 17 SP:Iteration 46Q (4173.785582 sec): 3 clusters Score: Raw -773861.033640 + Penalty 3039.009261 = -770822.024379 nChanged 13 SP:Iteration 47Q (4173.846827 sec): 3 clusters Score: Raw -773866.027244 + Penalty 3039.009261 = -770827.017983 nChanged 19 SP:Iteration 48Q (4173.894532 sec): 3 clusters Score: Raw -773872.170343 + Penalty 3039.009261 = -770833.161082 nChanged 21 SP:Iteration 49Q (4173.960796 sec): 3 clusters Score: Raw -773879.098588 + Penalty 3039.009261 = -770840.089328 nChanged 29 SP:Iteration 50Q (4174.025194 sec): 3 clusters Score: Raw -773887.619286 + Penalty 3039.009261 = -770848.610026 nChanged 22 SP:Iteration 51Q (4174.079028 sec): 3 clusters Score: Raw -773893.721183 + Penalty 3039.009261 = -770854.711922 nChanged 20 SP:Iteration 52Q (4174.146296 sec): 3 clusters Score: Raw -773899.373809 + Penalty 3039.009261 = -770860.364549 nChanged 17 SP:Iteration 53Q (4174.201418 sec): 3 clusters Score: Raw -773904.250857 + Penalty 3039.009261 = -770865.241596 nChanged 15 SP:Iteration 54Q (4174.264927 sec): 3 clusters Score: Raw -773910.004352 + Penalty 3039.009261 = -770870.995091 nChanged 17 SP:Iteration 55Q (4174.321495 sec): 3 clusters Score: Raw -773914.847215 + Penalty 3039.009261 = -770875.837955 nChanged 18 SP:Iteration 56Q (4174.384187 sec): 3 clusters Score: Raw -773921.147217 + Penalty 3039.009261 = -770882.137957 nChanged 17 SP:Iteration 57Q (4174.445899 sec): 3 clusters Score: Raw -773926.374910 + Penalty 3039.009261 = -770887.365649 nChanged 13 SP:Iteration 58Q (4174.501423 sec): 3 clusters Score: Raw -773929.957169 + Penalty 3039.009261 = -770890.947908 nChanged 10 SP:Iteration 59Q (4174.568706 sec): 3 clusters Score: Raw -773932.813601 + Penalty 3039.009261 = -770893.804340 nChanged 13 SP:Iteration 60F (4174.630163 sec): 3 clusters Score: Raw -773938.046055 + Penalty 3039.009261 = -770899.036794 nChanged 16 SP:Iteration 61Q (4174.683701 sec): 3 clusters Score: Raw -773947.608132 + Penalty 3039.009261 = -770908.598871 nChanged 28 SP:Iteration 62Q (4174.744469 sec): 3 clusters Score: Raw -773959.424754 + Penalty 3039.009261 = -770920.415494 nChanged 22 SP:Iteration 63Q (4174.806730 sec): 3 clusters Score: Raw -773967.124807 + Penalty 3039.009261 = -770928.115546 nChanged 17 SP:Iteration 64Q (4174.876800 sec): 3 clusters Score: Raw -773972.292855 + Penalty 3039.009261 = -770933.283595 nChanged 15 SP:Iteration 65Q (4174.933885 sec): 3 clusters Score: Raw -773978.727278 + Penalty 3039.009261 = -770939.718017 nChanged 18 SP:Iteration 66Q (4174.999122 sec): 3 clusters Score: Raw -773986.276227 + Penalty 3039.009261 = -770947.266967 nChanged 21 SP:Iteration 67Q (4175.052654 sec): 3 clusters Score: Raw -773994.296038 + Penalty 3039.009261 = -770955.286778 nChanged 21 SP:Iteration 68Q (4175.111407 sec): 3 clusters Score: Raw -774003.714177 + Penalty 3039.009261 = -770964.704916 nChanged 18 SP:Iteration 69Q (4175.171794 sec): 3 clusters Score: Raw -774012.339216 + Penalty 3039.009261 = -770973.329955 nChanged 18 SP:Iteration 70Q (4175.236646 sec): 3 clusters Score: Raw -774020.480564 + Penalty 3039.009261 = -770981.471304 nChanged 10 SP:Iteration 71Q (4175.286935 sec): 3 clusters Score: Raw -774024.708075 + Penalty 3039.009261 = -770985.698815 nChanged 10 SP:Iteration 72Q (4175.357642 sec): 3 clusters Score: Raw -774028.169304 + Penalty 3039.009261 = -770989.160044 nChanged 8 SP:Iteration 73Q (4175.419982 sec): 3 clusters Score: Raw -774031.626264 + Penalty 3039.009261 = -770992.617004 nChanged 6 SP:Iteration 74Q (4175.479502 sec): 3 clusters Score: Raw -774033.958640 + Penalty 3039.009261 = -770994.949380 nChanged 4 SP:Iteration 75Q (4175.545227 sec): 3 clusters Score: Raw -774035.548941 + Penalty 3039.009261 = -770996.539680 nChanged 4 SP:Iteration 76Q (4175.605744 sec): 3 clusters Score: Raw -774037.024980 + Penalty 3039.009261 = -770998.015719 nChanged 4 SP:Iteration 77Q (4175.672273 sec): 3 clusters Score: Raw -774038.525494 + Penalty 3039.009261 = -770999.516233 nChanged 7 SP:Iteration 78Q (4175.724557 sec): 3 clusters Score: Raw -774042.091104 + Penalty 3039.009261 = -771003.081844 nChanged 6 SP:Iteration 79Q (4175.789185 sec): 3 clusters Score: Raw -774044.087952 + Penalty 3039.009261 = -771005.078692 nChanged 5 SP:Iteration 80F (4175.861168 sec): 3 clusters Score: Raw -774045.769540 + Penalty 3039.009261 = -771006.760280 nChanged 4 SP:Iteration 81Q (4175.924810 sec): 3 clusters Score: Raw -774046.844064 + Penalty 3039.009261 = -771007.834803 nChanged 1 SP:Iteration 82Q (4175.987433 sec): 3 clusters Score: Raw -774047.502212 + Penalty 3039.009261 = -771008.492952 nChanged 0 SP:Iteration 83F (4176.053849 sec): 3 clusters Score: Raw -774047.502212 + Penalty 3039.009261 = -771008.492952 nChanged 0 Trying to split cluster 16 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4176.066812 sec): 2 clusters Score: Raw -21462.006719 + Penalty 995.970659 = -20466.036060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4176.124356 sec): 3 clusters Score: Raw -21446.650454 + Penalty 1991.941318 = -19454.709135 nChanged 108 SP:Iteration 1F (4176.161826 sec): 3 clusters Score: Raw -21635.851260 + Penalty 1991.941318 = -19643.909941 nChanged 20 SP:Iteration 2Q (4176.209383 sec): 3 clusters Score: Raw -21703.244542 + Penalty 1991.941318 = -19711.303223 nChanged 19 SP:Iteration 3Q (4176.267326 sec): 3 clusters Score: Raw -21760.089745 + Penalty 1991.941318 = -19768.148427 nChanged 15 SP:Iteration 4Q (4176.312420 sec): 3 clusters Score: Raw -21795.239428 + Penalty 1991.941318 = -19803.298109 nChanged 8 SP:Iteration 5Q (4176.357075 sec): 3 clusters Score: Raw -21812.267224 + Penalty 1991.941318 = -19820.325906 nChanged 8 SP:Iteration 6Q (4176.407989 sec): 3 clusters Score: Raw -21827.737225 + Penalty 1991.941318 = -19835.795907 nChanged 5 SP:Iteration 7Q (4176.458680 sec): 3 clusters Score: Raw -21838.892371 + Penalty 1991.941318 = -19846.951053 nChanged 3 SP:Iteration 8Q (4176.502168 sec): 3 clusters Score: Raw -21848.101352 + Penalty 1991.941318 = -19856.160034 nChanged 5 SP:Iteration 9Q (4176.552341 sec): 3 clusters Score: Raw -21861.577846 + Penalty 1991.941318 = -19869.636528 nChanged 7 SP:Iteration 10Q (4176.605696 sec): 3 clusters Score: Raw -21874.805759 + Penalty 1991.941318 = -19882.864440 nChanged 5 SP:Iteration 11Q (4176.654194 sec): 3 clusters Score: Raw -21889.273630 + Penalty 1991.941318 = -19897.332312 nChanged 7 SP:Iteration 12Q (4176.702119 sec): 3 clusters Score: Raw -21915.077806 + Penalty 1991.941318 = -19923.136488 nChanged 8 SP:Iteration 13Q (4176.748112 sec): 3 clusters Score: Raw -21941.323129 + Penalty 1991.941318 = -19949.381810 nChanged 6 SP:Iteration 14Q (4176.781628 sec): 3 clusters Score: Raw -21949.673476 + Penalty 1991.941318 = -19957.732157 nChanged 3 SP:Iteration 15Q (4176.831526 sec): 3 clusters Score: Raw -21957.382131 + Penalty 1991.941318 = -19965.440813 nChanged 3 SP:Iteration 16Q (4176.874019 sec): 3 clusters Score: Raw -21963.595562 + Penalty 1991.941318 = -19971.654244 nChanged 0 SP:Iteration 17F (4176.915732 sec): 3 clusters Score: Raw -21964.710988 + Penalty 1991.941318 = -19972.769669 nChanged 1 SP:Iteration 18Q (4176.971756 sec): 3 clusters Score: Raw -21975.270370 + Penalty 1991.941318 = -19983.329052 nChanged 0 SP:Iteration 19F (4177.018145 sec): 3 clusters Score: Raw -21975.270370 + Penalty 1991.941318 = -19983.329052 nChanged 0 Trying to split cluster 17 (12115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4177.057897 sec): 2 clusters Score: Raw -740707.304161 + Penalty 1527.857440 = -739179.446721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4177.119197 sec): 3 clusters Score: Raw -733777.399487 + Penalty 3055.714881 = -730721.684606 nChanged 5290 SP:Iteration 1F (4177.197098 sec): 3 clusters Score: Raw -736624.703325 + Penalty 3055.714881 = -733568.988444 nChanged 792 SP:Iteration 2F (4177.259557 sec): 3 clusters Score: Raw -737017.593468 + Penalty 3055.714881 = -733961.878588 nChanged 714 SP:Iteration 3F (4177.335107 sec): 3 clusters Score: Raw -737430.480253 + Penalty 3055.714881 = -734374.765372 nChanged 749 SP:Iteration 4F (4177.402882 sec): 3 clusters Score: Raw -737883.107399 + Penalty 3055.714881 = -734827.392518 nChanged 758 SP:Iteration 5F (4177.475532 sec): 3 clusters Score: Raw -738340.001087 + Penalty 3055.714881 = -735284.286207 nChanged 676 SP:Iteration 6F (4177.540094 sec): 3 clusters Score: Raw -738773.301223 + Penalty 3055.714881 = -735717.586342 nChanged 680 SP:Iteration 7F (4177.597938 sec): 3 clusters Score: Raw -739243.914696 + Penalty 3055.714881 = -736188.199815 nChanged 589 SP:Iteration 8Q (4177.667113 sec): 3 clusters Score: Raw -739639.586858 + Penalty 3055.714881 = -736583.871977 nChanged 500 SP:Iteration 9Q (4177.742524 sec): 3 clusters Score: Raw -739975.691224 + Penalty 3055.714881 = -736919.976343 nChanged 384 SP:Iteration 10Q (4177.800763 sec): 3 clusters Score: Raw -740228.343398 + Penalty 3055.714881 = -737172.628517 nChanged 296 SP:Iteration 11Q (4177.876060 sec): 3 clusters Score: Raw -740404.825338 + Penalty 3055.714881 = -737349.110457 nChanged 217 SP:Iteration 12Q (4177.947127 sec): 3 clusters Score: Raw -740506.791882 + Penalty 3055.714881 = -737451.077001 nChanged 176 SP:Iteration 13Q (4178.016315 sec): 3 clusters Score: Raw -740584.695706 + Penalty 3055.714881 = -737528.980825 nChanged 154 SP:Iteration 14Q (4178.079882 sec): 3 clusters Score: Raw -740632.503191 + Penalty 3055.714881 = -737576.788310 nChanged 95 SP:Iteration 15Q (4178.151268 sec): 3 clusters Score: Raw -740669.484428 + Penalty 3055.714881 = -737613.769547 nChanged 93 SP:Iteration 16Q (4178.213319 sec): 3 clusters Score: Raw -740699.188776 + Penalty 3055.714881 = -737643.473895 nChanged 79 SP:Iteration 17Q (4178.281119 sec): 3 clusters Score: Raw -740721.162904 + Penalty 3055.714881 = -737665.448023 nChanged 68 SP:Iteration 18Q (4178.338803 sec): 3 clusters Score: Raw -740739.613107 + Penalty 3055.714881 = -737683.898226 nChanged 63 SP:Iteration 19Q (4178.419099 sec): 3 clusters Score: Raw -740757.907675 + Penalty 3055.714881 = -737702.192795 nChanged 45 SP:Iteration 20F (4178.480901 sec): 3 clusters Score: Raw -740771.966369 + Penalty 3055.714881 = -737716.251488 nChanged 44 SP:Iteration 21Q (4178.540588 sec): 3 clusters Score: Raw -740785.234684 + Penalty 3055.714881 = -737729.519803 nChanged 51 SP:Iteration 22Q (4178.609668 sec): 3 clusters Score: Raw -740797.856540 + Penalty 3055.714881 = -737742.141659 nChanged 46 SP:Iteration 23Q (4178.676283 sec): 3 clusters Score: Raw -740809.846917 + Penalty 3055.714881 = -737754.132037 nChanged 45 SP:Iteration 24Q (4178.755299 sec): 3 clusters Score: Raw -740823.620500 + Penalty 3055.714881 = -737767.905619 nChanged 46 SP:Iteration 25Q (4178.821221 sec): 3 clusters Score: Raw -740836.699739 + Penalty 3055.714881 = -737780.984858 nChanged 39 SP:Iteration 26Q (4178.882557 sec): 3 clusters Score: Raw -740847.040569 + Penalty 3055.714881 = -737791.325688 nChanged 40 SP:Iteration 27Q (4178.940502 sec): 3 clusters Score: Raw -740857.276261 + Penalty 3055.714881 = -737801.561380 nChanged 38 SP:Iteration 28Q (4179.014504 sec): 3 clusters Score: Raw -740866.469962 + Penalty 3055.714881 = -737810.755081 nChanged 30 SP:Iteration 29Q (4179.074726 sec): 3 clusters Score: Raw -740871.369121 + Penalty 3055.714881 = -737815.654240 nChanged 29 SP:Iteration 30Q (4179.133048 sec): 3 clusters Score: Raw -740876.417908 + Penalty 3055.714881 = -737820.703028 nChanged 21 SP:Iteration 31Q (4179.202613 sec): 3 clusters Score: Raw -740880.936307 + Penalty 3055.714881 = -737825.221427 nChanged 21 SP:Iteration 32Q (4179.260138 sec): 3 clusters Score: Raw -740885.304763 + Penalty 3055.714881 = -737829.589883 nChanged 19 SP:Iteration 33Q (4179.335332 sec): 3 clusters Score: Raw -740888.908375 + Penalty 3055.714881 = -737833.193494 nChanged 19 SP:Iteration 34Q (4179.387704 sec): 3 clusters Score: Raw -740892.365847 + Penalty 3055.714881 = -737836.650966 nChanged 13 SP:Iteration 35Q (4179.461822 sec): 3 clusters Score: Raw -740894.708971 + Penalty 3055.714881 = -737838.994090 nChanged 18 SP:Iteration 36Q (4179.524766 sec): 3 clusters Score: Raw -740900.112215 + Penalty 3055.714881 = -737844.397334 nChanged 23 SP:Iteration 37Q (4179.596097 sec): 3 clusters Score: Raw -740905.697706 + Penalty 3055.714881 = -737849.982826 nChanged 23 SP:Iteration 38Q (4179.658501 sec): 3 clusters Score: Raw -740911.212603 + Penalty 3055.714881 = -737855.497722 nChanged 30 SP:Iteration 39Q (4179.712626 sec): 3 clusters Score: Raw -740917.842206 + Penalty 3055.714881 = -737862.127325 nChanged 20 SP:Iteration 40F (4179.772304 sec): 3 clusters Score: Raw -740924.576383 + Penalty 3055.714881 = -737868.861502 nChanged 29 SP:Iteration 41Q (4179.846519 sec): 3 clusters Score: Raw -740934.478263 + Penalty 3055.714881 = -737878.763382 nChanged 34 SP:Iteration 42Q (4179.912341 sec): 3 clusters Score: Raw -740944.985777 + Penalty 3055.714881 = -737889.270896 nChanged 34 SP:Iteration 43Q (4179.972908 sec): 3 clusters Score: Raw -740954.735590 + Penalty 3055.714881 = -737899.020710 nChanged 27 SP:Iteration 44Q (4180.031903 sec): 3 clusters Score: Raw -740961.691921 + Penalty 3055.714881 = -737905.977040 nChanged 20 SP:Iteration 45Q (4180.090479 sec): 3 clusters Score: Raw -740967.267857 + Penalty 3055.714881 = -737911.552976 nChanged 18 SP:Iteration 46Q (4180.161819 sec): 3 clusters Score: Raw -740971.893068 + Penalty 3055.714881 = -737916.178187 nChanged 21 SP:Iteration 47Q (4180.214291 sec): 3 clusters Score: Raw -740976.782163 + Penalty 3055.714881 = -737921.067282 nChanged 17 SP:Iteration 48Q (4180.276552 sec): 3 clusters Score: Raw -740980.286371 + Penalty 3055.714881 = -737924.571490 nChanged 16 SP:Iteration 49Q (4180.342574 sec): 3 clusters Score: Raw -740982.662288 + Penalty 3055.714881 = -737926.947408 nChanged 15 SP:Iteration 50Q (4180.408287 sec): 3 clusters Score: Raw -740985.930023 + Penalty 3055.714881 = -737930.215142 nChanged 21 SP:Iteration 51Q (4180.468588 sec): 3 clusters Score: Raw -740992.446263 + Penalty 3055.714881 = -737936.731382 nChanged 21 SP:Iteration 52Q (4180.523541 sec): 3 clusters Score: Raw -740999.234169 + Penalty 3055.714881 = -737943.519288 nChanged 30 SP:Iteration 53Q (4180.586438 sec): 3 clusters Score: Raw -741005.972947 + Penalty 3055.714881 = -737950.258067 nChanged 25 SP:Iteration 54Q (4180.643460 sec): 3 clusters Score: Raw -741012.653842 + Penalty 3055.714881 = -737956.938962 nChanged 21 SP:Iteration 55Q (4180.700475 sec): 3 clusters Score: Raw -741018.560071 + Penalty 3055.714881 = -737962.845191 nChanged 25 SP:Iteration 56Q (4180.762142 sec): 3 clusters Score: Raw -741025.492810 + Penalty 3055.714881 = -737969.777929 nChanged 16 SP:Iteration 57Q (4180.826616 sec): 3 clusters Score: Raw -741029.690295 + Penalty 3055.714881 = -737973.975414 nChanged 20 SP:Iteration 58Q (4180.889356 sec): 3 clusters Score: Raw -741035.561181 + Penalty 3055.714881 = -737979.846300 nChanged 18 SP:Iteration 59Q (4180.951554 sec): 3 clusters Score: Raw -741041.302331 + Penalty 3055.714881 = -737985.587450 nChanged 22 SP:Iteration 60F (4181.008913 sec): 3 clusters Score: Raw -741049.242323 + Penalty 3055.714881 = -737993.527443 nChanged 17 SP:Iteration 61Q (4181.084839 sec): 3 clusters Score: Raw -741053.030487 + Penalty 3055.714881 = -737997.315606 nChanged 14 SP:Iteration 62Q (4181.150661 sec): 3 clusters Score: Raw -741056.461911 + Penalty 3055.714881 = -738000.747030 nChanged 11 SP:Iteration 63Q (4181.210903 sec): 3 clusters Score: Raw -741058.131381 + Penalty 3055.714881 = -738002.416500 nChanged 6 SP:Iteration 64Q (4181.277935 sec): 3 clusters Score: Raw -741059.298845 + Penalty 3055.714881 = -738003.583964 nChanged 7 SP:Iteration 65Q (4181.346624 sec): 3 clusters Score: Raw -741061.269179 + Penalty 3055.714881 = -738005.554298 nChanged 9 SP:Iteration 66Q (4181.403779 sec): 3 clusters Score: Raw -741063.549567 + Penalty 3055.714881 = -738007.834686 nChanged 8 SP:Iteration 67Q (4181.471053 sec): 3 clusters Score: Raw -741065.561408 + Penalty 3055.714881 = -738009.846527 nChanged 10 SP:Iteration 68Q (4181.546575 sec): 3 clusters Score: Raw -741067.187674 + Penalty 3055.714881 = -738011.472794 nChanged 8 SP:Iteration 69Q (4181.611738 sec): 3 clusters Score: Raw -741068.727269 + Penalty 3055.714881 = -738013.012388 nChanged 7 SP:Iteration 70Q (4181.661338 sec): 3 clusters Score: Raw -741069.604032 + Penalty 3055.714881 = -738013.889151 nChanged 6 SP:Iteration 71Q (4181.734760 sec): 3 clusters Score: Raw -741070.512460 + Penalty 3055.714881 = -738014.797579 nChanged 5 SP:Iteration 72Q (4181.797876 sec): 3 clusters Score: Raw -741071.321675 + Penalty 3055.714881 = -738015.606794 nChanged 7 SP:Iteration 73Q (4181.865538 sec): 3 clusters Score: Raw -741072.509299 + Penalty 3055.714881 = -738016.794418 nChanged 4 SP:Iteration 74Q (4181.930329 sec): 3 clusters Score: Raw -741073.062321 + Penalty 3055.714881 = -738017.347440 nChanged 2 SP:Iteration 75Q (4181.995765 sec): 3 clusters Score: Raw -741073.317396 + Penalty 3055.714881 = -738017.602515 nChanged 0 SP:Iteration 76F (4182.060947 sec): 3 clusters Score: Raw -741073.317396 + Penalty 3055.714881 = -738017.602515 nChanged 0 Trying to split cluster 18 (2929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4182.081841 sec): 2 clusters Score: Raw -173831.800422 + Penalty 1297.142656 = -172534.657766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4182.137392 sec): 3 clusters Score: Raw -172511.135374 + Penalty 2594.285313 = -169916.850061 nChanged 1108 SP:Iteration 1F (4182.198851 sec): 3 clusters Score: Raw -173288.699122 + Penalty 2594.285313 = -170694.413810 nChanged 260 SP:Iteration 2F (4182.251371 sec): 3 clusters Score: Raw -173524.451963 + Penalty 2594.285313 = -170930.166651 nChanged 184 SP:Iteration 3F (4182.304116 sec): 3 clusters Score: Raw -173686.162873 + Penalty 2594.285313 = -171091.877560 nChanged 159 SP:Iteration 4F (4182.357210 sec): 3 clusters Score: Raw -173851.994377 + Penalty 2594.285313 = -171257.709065 nChanged 134 SP:Iteration 5Q (4182.403193 sec): 3 clusters Score: Raw -174006.269779 + Penalty 2594.285313 = -171411.984466 nChanged 148 SP:Iteration 6F (4182.468562 sec): 3 clusters Score: Raw -174161.296301 + Penalty 2594.285313 = -171567.010988 nChanged 112 SP:Iteration 7Q (4182.521487 sec): 3 clusters Score: Raw -174241.639632 + Penalty 2594.285313 = -171647.354319 nChanged 65 SP:Iteration 8Q (4182.563294 sec): 3 clusters Score: Raw -174281.590244 + Penalty 2594.285313 = -171687.304932 nChanged 45 SP:Iteration 9Q (4182.622431 sec): 3 clusters Score: Raw -174304.738997 + Penalty 2594.285313 = -171710.453684 nChanged 27 SP:Iteration 10Q (4182.680047 sec): 3 clusters Score: Raw -174319.573739 + Penalty 2594.285313 = -171725.288426 nChanged 18 SP:Iteration 11Q (4182.733850 sec): 3 clusters Score: Raw -174329.333218 + Penalty 2594.285313 = -171735.047905 nChanged 20 SP:Iteration 12Q (4182.783843 sec): 3 clusters Score: Raw -174336.093547 + Penalty 2594.285313 = -171741.808235 nChanged 15 SP:Iteration 13Q (4182.829296 sec): 3 clusters Score: Raw -174340.318246 + Penalty 2594.285313 = -171746.032933 nChanged 8 SP:Iteration 14Q (4182.891904 sec): 3 clusters Score: Raw -174344.029208 + Penalty 2594.285313 = -171749.743895 nChanged 9 SP:Iteration 15Q (4182.931396 sec): 3 clusters Score: Raw -174347.945131 + Penalty 2594.285313 = -171753.659819 nChanged 11 SP:Iteration 16Q (4182.980778 sec): 3 clusters Score: Raw -174352.058633 + Penalty 2594.285313 = -171757.773320 nChanged 9 SP:Iteration 17Q (4183.039383 sec): 3 clusters Score: Raw -174356.160664 + Penalty 2594.285313 = -171761.875351 nChanged 9 SP:Iteration 18Q (4183.090547 sec): 3 clusters Score: Raw -174360.112918 + Penalty 2594.285313 = -171765.827605 nChanged 5 SP:Iteration 19Q (4183.151452 sec): 3 clusters Score: Raw -174361.024159 + Penalty 2594.285313 = -171766.738846 nChanged 4 SP:Iteration 20F (4183.205470 sec): 3 clusters Score: Raw -174362.281767 + Penalty 2594.285313 = -171767.996454 nChanged 4 SP:Iteration 21Q (4183.258044 sec): 3 clusters Score: Raw -174364.032245 + Penalty 2594.285313 = -171769.746933 nChanged 4 SP:Iteration 22Q (4183.295536 sec): 3 clusters Score: Raw -174365.154449 + Penalty 2594.285313 = -171770.869137 nChanged 3 SP:Iteration 23Q (4183.352217 sec): 3 clusters Score: Raw -174365.946042 + Penalty 2594.285313 = -171771.660729 nChanged 3 SP:Iteration 24Q (4183.392003 sec): 3 clusters Score: Raw -174366.965154 + Penalty 2594.285313 = -171772.679842 nChanged 1 SP:Iteration 25Q (4183.443651 sec): 3 clusters Score: Raw -174367.150639 + Penalty 2594.285313 = -171772.865326 nChanged 0 SP:Iteration 26F (4183.498653 sec): 3 clusters Score: Raw -174367.150639 + Penalty 2594.285313 = -171772.865326 nChanged 0 Trying to split cluster 19 (3398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4183.532128 sec): 2 clusters Score: Raw -188814.267152 + Penalty 1321.278124 = -187492.989028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4183.590300 sec): 3 clusters Score: Raw -187215.151869 + Penalty 2642.556248 = -184572.595621 nChanged 1287 SP:Iteration 1F (4183.640705 sec): 3 clusters Score: Raw -188090.012367 + Penalty 2642.556248 = -185447.456119 nChanged 281 SP:Iteration 2F (4183.695720 sec): 3 clusters Score: Raw -188356.855042 + Penalty 2642.556248 = -185714.298794 nChanged 230 SP:Iteration 3F (4183.744511 sec): 3 clusters Score: Raw -188608.375491 + Penalty 2642.556248 = -185965.819243 nChanged 229 SP:Iteration 4F (4183.797770 sec): 3 clusters Score: Raw -188903.529249 + Penalty 2642.556248 = -186260.973001 nChanged 194 SP:Iteration 5F (4183.836819 sec): 3 clusters Score: Raw -189148.581166 + Penalty 2642.556248 = -186506.024918 nChanged 165 SP:Iteration 6Q (4183.898039 sec): 3 clusters Score: Raw -189350.136891 + Penalty 2642.556248 = -186707.580643 nChanged 134 SP:Iteration 7Q (4183.949176 sec): 3 clusters Score: Raw -189455.592039 + Penalty 2642.556248 = -186813.035791 nChanged 85 SP:Iteration 8Q (4183.993762 sec): 3 clusters Score: Raw -189506.529533 + Penalty 2642.556248 = -186863.973284 nChanged 58 SP:Iteration 9Q (4184.051620 sec): 3 clusters Score: Raw -189539.564529 + Penalty 2642.556248 = -186897.008281 nChanged 48 SP:Iteration 10Q (4184.108222 sec): 3 clusters Score: Raw -189563.489056 + Penalty 2642.556248 = -186920.932808 nChanged 39 SP:Iteration 11Q (4184.161220 sec): 3 clusters Score: Raw -189576.818930 + Penalty 2642.556248 = -186934.262681 nChanged 24 SP:Iteration 12Q (4184.208987 sec): 3 clusters Score: Raw -189586.452884 + Penalty 2642.556248 = -186943.896636 nChanged 19 SP:Iteration 13Q (4184.265417 sec): 3 clusters Score: Raw -189593.420950 + Penalty 2642.556248 = -186950.864702 nChanged 16 SP:Iteration 14Q (4184.301184 sec): 3 clusters Score: Raw -189599.273573 + Penalty 2642.556248 = -186956.717324 nChanged 16 SP:Iteration 15Q (4184.355887 sec): 3 clusters Score: Raw -189605.491344 + Penalty 2642.556248 = -186962.935095 nChanged 13 SP:Iteration 16Q (4184.398506 sec): 3 clusters Score: Raw -189609.955535 + Penalty 2642.556248 = -186967.399287 nChanged 13 SP:Iteration 17Q (4184.449429 sec): 3 clusters Score: Raw -189615.847945 + Penalty 2642.556248 = -186973.291697 nChanged 10 SP:Iteration 18Q (4184.493900 sec): 3 clusters Score: Raw -189619.195375 + Penalty 2642.556248 = -186976.639127 nChanged 11 SP:Iteration 19Q (4184.551902 sec): 3 clusters Score: Raw -189624.145656 + Penalty 2642.556248 = -186981.589408 nChanged 18 SP:Iteration 20F (4184.609458 sec): 3 clusters Score: Raw -189632.955896 + Penalty 2642.556248 = -186990.399648 nChanged 10 SP:Iteration 21Q (4184.665534 sec): 3 clusters Score: Raw -189637.093299 + Penalty 2642.556248 = -186994.537050 nChanged 11 SP:Iteration 22Q (4184.707994 sec): 3 clusters Score: Raw -189641.111826 + Penalty 2642.556248 = -186998.555577 nChanged 10 SP:Iteration 23Q (4184.768844 sec): 3 clusters Score: Raw -189644.131717 + Penalty 2642.556248 = -187001.575468 nChanged 10 SP:Iteration 24Q (4184.818088 sec): 3 clusters Score: Raw -189647.427594 + Penalty 2642.556248 = -187004.871346 nChanged 12 SP:Iteration 25Q (4184.852082 sec): 3 clusters Score: Raw -189652.409965 + Penalty 2642.556248 = -187009.853717 nChanged 12 SP:Iteration 26Q (4184.910132 sec): 3 clusters Score: Raw -189656.258937 + Penalty 2642.556248 = -187013.702689 nChanged 13 SP:Iteration 27Q (4184.950589 sec): 3 clusters Score: Raw -189662.240885 + Penalty 2642.556248 = -187019.684637 nChanged 19 SP:Iteration 28Q (4184.995726 sec): 3 clusters Score: Raw -189667.609102 + Penalty 2642.556248 = -187025.052854 nChanged 14 SP:Iteration 29Q (4185.041869 sec): 3 clusters Score: Raw -189671.892552 + Penalty 2642.556248 = -187029.336304 nChanged 14 SP:Iteration 30Q (4185.095912 sec): 3 clusters Score: Raw -189676.908535 + Penalty 2642.556248 = -187034.352287 nChanged 8 SP:Iteration 31Q (4185.138943 sec): 3 clusters Score: Raw -189680.178925 + Penalty 2642.556248 = -187037.622677 nChanged 6 SP:Iteration 32Q (4185.186044 sec): 3 clusters Score: Raw -189683.233678 + Penalty 2642.556248 = -187040.677429 nChanged 7 SP:Iteration 33Q (4185.245560 sec): 3 clusters Score: Raw -189684.867430 + Penalty 2642.556248 = -187042.311182 nChanged 4 SP:Iteration 34Q (4185.291760 sec): 3 clusters Score: Raw -189686.301321 + Penalty 2642.556248 = -187043.745073 nChanged 4 SP:Iteration 35Q (4185.333239 sec): 3 clusters Score: Raw -189687.914171 + Penalty 2642.556248 = -187045.357923 nChanged 8 SP:Iteration 36Q (4185.384793 sec): 3 clusters Score: Raw -189690.648417 + Penalty 2642.556248 = -187048.092169 nChanged 5 SP:Iteration 37Q (4185.430015 sec): 3 clusters Score: Raw -189691.515191 + Penalty 2642.556248 = -187048.958943 nChanged 5 SP:Iteration 38Q (4185.486262 sec): 3 clusters Score: Raw -189692.597552 + Penalty 2642.556248 = -187050.041304 nChanged 4 SP:Iteration 39Q (4185.530505 sec): 3 clusters Score: Raw -189693.929649 + Penalty 2642.556248 = -187051.373400 nChanged 6 SP:Iteration 40F (4185.574691 sec): 3 clusters Score: Raw -189695.888007 + Penalty 2642.556248 = -187053.331759 nChanged 6 SP:Iteration 41Q (4185.618879 sec): 3 clusters Score: Raw -189697.404768 + Penalty 2642.556248 = -187054.848520 nChanged 7 SP:Iteration 42Q (4185.662861 sec): 3 clusters Score: Raw -189698.754792 + Penalty 2642.556248 = -187056.198544 nChanged 2 SP:Iteration 43Q (4185.719570 sec): 3 clusters Score: Raw -189699.505921 + Penalty 2642.556248 = -187056.949673 nChanged 3 SP:Iteration 44Q (4185.762126 sec): 3 clusters Score: Raw -189700.264946 + Penalty 2642.556248 = -187057.708698 nChanged 3 SP:Iteration 45Q (4185.801821 sec): 3 clusters Score: Raw -189700.881409 + Penalty 2642.556248 = -187058.325161 nChanged 3 SP:Iteration 46Q (4185.847028 sec): 3 clusters Score: Raw -189701.963971 + Penalty 2642.556248 = -187059.407722 nChanged 4 SP:Iteration 47Q (4185.892156 sec): 3 clusters Score: Raw -189703.031881 + Penalty 2642.556248 = -187060.475633 nChanged 4 SP:Iteration 48Q (4185.938864 sec): 3 clusters Score: Raw -189703.777546 + Penalty 2642.556248 = -187061.221298 nChanged 7 SP:Iteration 49Q (4185.992396 sec): 3 clusters Score: Raw -189705.002001 + Penalty 2642.556248 = -187062.445752 nChanged 2 SP:Iteration 50Q (4186.046894 sec): 3 clusters Score: Raw -189705.478468 + Penalty 2642.556248 = -187062.922220 nChanged 1 SP:Iteration 51Q (4186.092789 sec): 3 clusters Score: Raw -189705.695723 + Penalty 2642.556248 = -187063.139475 nChanged 1 SP:Iteration 52Q (4186.143496 sec): 3 clusters Score: Raw -189705.838571 + Penalty 2642.556248 = -187063.282322 nChanged 0 SP:Iteration 53F (4186.189931 sec): 3 clusters Score: Raw -189705.838571 + Penalty 2642.556248 = -187063.282322 nChanged 0 Trying to split cluster 20 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4186.207350 sec): 2 clusters Score: Raw -25068.994652 + Penalty 969.914978 = -24099.079674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4186.244046 sec): 3 clusters Score: Raw -25037.096395 + Penalty 1939.829957 = -23097.266438 nChanged 82 SP:Iteration 1F (4186.287643 sec): 3 clusters Score: Raw -25147.396271 + Penalty 1939.829957 = -23207.566314 nChanged 18 SP:Iteration 2Q (4186.343663 sec): 3 clusters Score: Raw -25186.633158 + Penalty 1939.829957 = -23246.803201 nChanged 9 SP:Iteration 3Q (4186.388018 sec): 3 clusters Score: Raw -25202.598195 + Penalty 1939.829957 = -23262.768238 nChanged 4 SP:Iteration 4Q (4186.433716 sec): 3 clusters Score: Raw -25210.762848 + Penalty 1939.829957 = -23270.932891 nChanged 3 SP:Iteration 5Q (4186.477382 sec): 3 clusters Score: Raw -25216.765748 + Penalty 1939.829957 = -23276.935791 nChanged 3 SP:Iteration 6Q (4186.522686 sec): 3 clusters Score: Raw -25223.407515 + Penalty 1939.829957 = -23283.577558 nChanged 2 SP:Iteration 7Q (4186.559636 sec): 3 clusters Score: Raw -25228.616823 + Penalty 1939.829957 = -23288.786866 nChanged 0 SP:Iteration 8F (4186.602698 sec): 3 clusters Score: Raw -25228.616823 + Penalty 1939.829957 = -23288.786866 nChanged 0 Trying to split cluster 21 (4425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4186.647062 sec): 2 clusters Score: Raw -292649.900292 + Penalty 1364.191653 = -291285.708639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4186.688410 sec): 3 clusters Score: Raw -290402.574251 + Penalty 2728.383306 = -287674.190945 nChanged 1743 SP:Iteration 1F (4186.745756 sec): 3 clusters Score: Raw -291394.406858 + Penalty 2728.383306 = -288666.023552 nChanged 324 SP:Iteration 2F (4186.806370 sec): 3 clusters Score: Raw -291547.633851 + Penalty 2728.383306 = -288819.250545 nChanged 197 SP:Iteration 3Q (4186.852699 sec): 3 clusters Score: Raw -291644.145342 + Penalty 2728.383306 = -288915.762036 nChanged 174 SP:Iteration 4Q (4186.905319 sec): 3 clusters Score: Raw -291718.265136 + Penalty 2728.383306 = -288989.881830 nChanged 148 SP:Iteration 5Q (4186.968042 sec): 3 clusters Score: Raw -291782.851059 + Penalty 2728.383306 = -289054.467753 nChanged 126 SP:Iteration 6Q (4187.026476 sec): 3 clusters Score: Raw -291841.923532 + Penalty 2728.383306 = -289113.540226 nChanged 138 SP:Iteration 7Q (4187.071369 sec): 3 clusters Score: Raw -291913.042636 + Penalty 2728.383306 = -289184.659330 nChanged 150 SP:Iteration 8Q (4187.130016 sec): 3 clusters Score: Raw -291991.786545 + Penalty 2728.383306 = -289263.403239 nChanged 155 SP:Iteration 9Q (4187.173084 sec): 3 clusters Score: Raw -292085.243696 + Penalty 2728.383306 = -289356.860390 nChanged 155 SP:Iteration 10Q (4187.231359 sec): 3 clusters Score: Raw -292182.054198 + Penalty 2728.383306 = -289453.670892 nChanged 172 SP:Iteration 11Q (4187.273569 sec): 3 clusters Score: Raw -292308.309461 + Penalty 2728.383306 = -289579.926155 nChanged 167 SP:Iteration 12Q (4187.329956 sec): 3 clusters Score: Raw -292430.278610 + Penalty 2728.383306 = -289701.895304 nChanged 146 SP:Iteration 13Q (4187.387992 sec): 3 clusters Score: Raw -292547.209936 + Penalty 2728.383306 = -289818.826630 nChanged 123 SP:Iteration 14Q (4187.437457 sec): 3 clusters Score: Raw -292645.545977 + Penalty 2728.383306 = -289917.162671 nChanged 80 SP:Iteration 15Q (4187.491720 sec): 3 clusters Score: Raw -292707.557809 + Penalty 2728.383306 = -289979.174503 nChanged 65 SP:Iteration 16Q (4187.534715 sec): 3 clusters Score: Raw -292755.278091 + Penalty 2728.383306 = -290026.894785 nChanged 57 SP:Iteration 17Q (4187.587124 sec): 3 clusters Score: Raw -292808.107226 + Penalty 2728.383306 = -290079.723920 nChanged 40 SP:Iteration 18Q (4187.641118 sec): 3 clusters Score: Raw -292843.549365 + Penalty 2728.383306 = -290115.166059 nChanged 19 SP:Iteration 19Q (4187.698908 sec): 3 clusters Score: Raw -292863.998918 + Penalty 2728.383306 = -290135.615612 nChanged 14 SP:Iteration 20F (4187.751574 sec): 3 clusters Score: Raw -292877.536167 + Penalty 2728.383306 = -290149.152860 nChanged 12 SP:Iteration 21Q (4187.803916 sec): 3 clusters Score: Raw -292892.312926 + Penalty 2728.383306 = -290163.929620 nChanged 18 SP:Iteration 22Q (4187.857924 sec): 3 clusters Score: Raw -292917.172644 + Penalty 2728.383306 = -290188.789338 nChanged 15 SP:Iteration 23Q (4187.909844 sec): 3 clusters Score: Raw -292932.318058 + Penalty 2728.383306 = -290203.934752 nChanged 6 SP:Iteration 24Q (4187.951286 sec): 3 clusters Score: Raw -292939.197646 + Penalty 2728.383306 = -290210.814339 nChanged 2 SP:Iteration 25Q (4188.004226 sec): 3 clusters Score: Raw -292940.648795 + Penalty 2728.383306 = -290212.265489 nChanged 4 SP:Iteration 26Q (4188.050443 sec): 3 clusters Score: Raw -292947.255971 + Penalty 2728.383306 = -290218.872665 nChanged 3 SP:Iteration 27Q (4188.107188 sec): 3 clusters Score: Raw -292950.216138 + Penalty 2728.383306 = -290221.832831 nChanged 3 SP:Iteration 28Q (4188.158110 sec): 3 clusters Score: Raw -292951.712014 + Penalty 2728.383306 = -290223.328708 nChanged 2 SP:Iteration 29Q (4188.210936 sec): 3 clusters Score: Raw -292953.272789 + Penalty 2728.383306 = -290224.889483 nChanged 4 SP:Iteration 30Q (4188.256929 sec): 3 clusters Score: Raw -292956.670288 + Penalty 2728.383306 = -290228.286982 nChanged 2 SP:Iteration 31Q (4188.313473 sec): 3 clusters Score: Raw -292957.418884 + Penalty 2728.383306 = -290229.035577 nChanged 0 SP:Iteration 32F (4188.379116 sec): 3 clusters Score: Raw -292957.418884 + Penalty 2728.383306 = -290229.035577 nChanged 0 Trying to split cluster 22 (5335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4188.402517 sec): 2 clusters Score: Raw -365140.608625 + Penalty 1394.582177 = -363746.026449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4188.459438 sec): 3 clusters Score: Raw -362335.245278 + Penalty 2789.164353 = -359546.080924 nChanged 2131 SP:Iteration 1F (4188.522783 sec): 3 clusters Score: Raw -363498.234533 + Penalty 2789.164353 = -360709.070180 nChanged 421 SP:Iteration 2F (4188.579263 sec): 3 clusters Score: Raw -363795.353910 + Penalty 2789.164353 = -361006.189557 nChanged 405 SP:Iteration 3F (4188.634552 sec): 3 clusters Score: Raw -364135.920051 + Penalty 2789.164353 = -361346.755698 nChanged 411 SP:Iteration 4F (4188.683728 sec): 3 clusters Score: Raw -364500.037601 + Penalty 2789.164353 = -361710.873248 nChanged 386 SP:Iteration 5F (4188.742957 sec): 3 clusters Score: Raw -364876.110981 + Penalty 2789.164353 = -362086.946627 nChanged 378 SP:Iteration 6F (4188.806076 sec): 3 clusters Score: Raw -365233.218333 + Penalty 2789.164353 = -362444.053980 nChanged 301 SP:Iteration 7F (4188.866704 sec): 3 clusters Score: Raw -365493.960619 + Penalty 2789.164353 = -362704.796266 nChanged 205 SP:Iteration 8Q (4188.926267 sec): 3 clusters Score: Raw -365637.151895 + Penalty 2789.164353 = -362847.987541 nChanged 116 SP:Iteration 9Q (4188.986540 sec): 3 clusters Score: Raw -365698.404132 + Penalty 2789.164353 = -362909.239779 nChanged 74 SP:Iteration 10Q (4189.036232 sec): 3 clusters Score: Raw -365731.106616 + Penalty 2789.164353 = -362941.942263 nChanged 45 SP:Iteration 11Q (4189.095362 sec): 3 clusters Score: Raw -365746.882115 + Penalty 2789.164353 = -362957.717762 nChanged 26 SP:Iteration 12Q (4189.149348 sec): 3 clusters Score: Raw -365755.819940 + Penalty 2789.164353 = -362966.655586 nChanged 18 SP:Iteration 13Q (4189.206136 sec): 3 clusters Score: Raw -365763.166164 + Penalty 2789.164353 = -362974.001811 nChanged 18 SP:Iteration 14Q (4189.263544 sec): 3 clusters Score: Raw -365769.181129 + Penalty 2789.164353 = -362980.016776 nChanged 22 SP:Iteration 15Q (4189.325166 sec): 3 clusters Score: Raw -365776.476546 + Penalty 2789.164353 = -362987.312193 nChanged 19 SP:Iteration 16Q (4189.375154 sec): 3 clusters Score: Raw -365784.762239 + Penalty 2789.164353 = -362995.597886 nChanged 21 SP:Iteration 17Q (4189.438928 sec): 3 clusters Score: Raw -365791.934107 + Penalty 2789.164353 = -363002.769754 nChanged 10 SP:Iteration 18Q (4189.497761 sec): 3 clusters Score: Raw -365794.588543 + Penalty 2789.164353 = -363005.424190 nChanged 10 SP:Iteration 19Q (4189.539576 sec): 3 clusters Score: Raw -365797.497892 + Penalty 2789.164353 = -363008.333538 nChanged 9 SP:Iteration 20F (4189.601090 sec): 3 clusters Score: Raw -365800.206121 + Penalty 2789.164353 = -363011.041768 nChanged 8 SP:Iteration 21Q (4189.664752 sec): 3 clusters Score: Raw -365803.610840 + Penalty 2789.164353 = -363014.446487 nChanged 9 SP:Iteration 22Q (4189.719932 sec): 3 clusters Score: Raw -365806.182590 + Penalty 2789.164353 = -363017.018237 nChanged 7 SP:Iteration 23Q (4189.766358 sec): 3 clusters Score: Raw -365808.888047 + Penalty 2789.164353 = -363019.723694 nChanged 2 SP:Iteration 24Q (4189.823651 sec): 3 clusters Score: Raw -365809.439108 + Penalty 2789.164353 = -363020.274755 nChanged 2 SP:Iteration 25Q (4189.885781 sec): 3 clusters Score: Raw -365809.689821 + Penalty 2789.164353 = -363020.525468 nChanged 1 SP:Iteration 26Q (4189.939358 sec): 3 clusters Score: Raw -365810.222286 + Penalty 2789.164353 = -363021.057933 nChanged 3 SP:Iteration 27Q (4190.008330 sec): 3 clusters Score: Raw -365811.272555 + Penalty 2789.164353 = -363022.108202 nChanged 7 SP:Iteration 28Q (4190.054901 sec): 3 clusters Score: Raw -365813.348078 + Penalty 2789.164353 = -363024.183725 nChanged 8 SP:Iteration 29Q (4190.110811 sec): 3 clusters Score: Raw -365815.620111 + Penalty 2789.164353 = -363026.455758 nChanged 4 SP:Iteration 30Q (4190.169741 sec): 3 clusters Score: Raw -365816.591273 + Penalty 2789.164353 = -363027.426920 nChanged 1 SP:Iteration 31Q (4190.224048 sec): 3 clusters Score: Raw -365817.336059 + Penalty 2789.164353 = -363028.171705 nChanged 2 SP:Iteration 32Q (4190.279116 sec): 3 clusters Score: Raw -365818.283053 + Penalty 2789.164353 = -363029.118699 nChanged 1 SP:Iteration 33Q (4190.336863 sec): 3 clusters Score: Raw -365818.509391 + Penalty 2789.164353 = -363029.345037 nChanged 1 SP:Iteration 34Q (4190.392729 sec): 3 clusters Score: Raw -365818.827593 + Penalty 2789.164353 = -363029.663239 nChanged 2 SP:Iteration 35Q (4190.435536 sec): 3 clusters Score: Raw -365819.298010 + Penalty 2789.164353 = -363030.133656 nChanged 1 SP:Iteration 36Q (4190.497006 sec): 3 clusters Score: Raw -365819.662561 + Penalty 2789.164353 = -363030.498208 nChanged 1 SP:Iteration 37Q (4190.550990 sec): 3 clusters Score: Raw -365819.869524 + Penalty 2789.164353 = -363030.705171 nChanged 2 SP:Iteration 38Q (4190.601408 sec): 3 clusters Score: Raw -365820.306339 + Penalty 2789.164353 = -363031.141986 nChanged 1 SP:Iteration 39Q (4190.649294 sec): 3 clusters Score: Raw -365820.547035 + Penalty 2789.164353 = -363031.382682 nChanged 2 SP:Iteration 40F (4190.702725 sec): 3 clusters Score: Raw -365820.938223 + Penalty 2789.164353 = -363031.773870 nChanged 3 SP:Iteration 41Q (4190.763817 sec): 3 clusters Score: Raw -365821.589701 + Penalty 2789.164353 = -363032.425347 nChanged 2 SP:Iteration 42Q (4190.820250 sec): 3 clusters Score: Raw -365822.098688 + Penalty 2789.164353 = -363032.934335 nChanged 3 SP:Iteration 43Q (4190.875742 sec): 3 clusters Score: Raw -365822.644452 + Penalty 2789.164353 = -363033.480099 nChanged 2 SP:Iteration 44Q (4190.934101 sec): 3 clusters Score: Raw -365823.394964 + Penalty 2789.164353 = -363034.230611 nChanged 3 SP:Iteration 45Q (4190.992765 sec): 3 clusters Score: Raw -365824.089323 + Penalty 2789.164353 = -363034.924970 nChanged 3 SP:Iteration 46Q (4191.045497 sec): 3 clusters Score: Raw -365824.562272 + Penalty 2789.164353 = -363035.397918 nChanged 2 SP:Iteration 47Q (4191.103644 sec): 3 clusters Score: Raw -365824.875645 + Penalty 2789.164353 = -363035.711292 nChanged 0 SP:Iteration 48F (4191.152901 sec): 3 clusters Score: Raw -365824.875645 + Penalty 2789.164353 = -363035.711292 nChanged 0 Trying to split cluster 23 (46066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4191.254936 sec): 2 clusters Score: Raw -3140929.971723 + Penalty 1744.897445 = -3139185.074278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4191.387143 sec): 3 clusters Score: Raw -3111829.369765 + Penalty 3489.794890 = -3108339.574875 nChanged 21560 SP:Iteration 1F (4191.513180 sec): 3 clusters Score: Raw -3124366.284169 + Penalty 3489.794890 = -3120876.489280 nChanged 2336 SP:Iteration 2F (4191.632490 sec): 3 clusters Score: Raw -3125363.666943 + Penalty 3489.794890 = -3121873.872053 nChanged 2468 SP:Iteration 3F (4191.754230 sec): 3 clusters Score: Raw -3126646.896307 + Penalty 3489.794890 = -3123157.101417 nChanged 2775 SP:Iteration 4F (4191.877335 sec): 3 clusters Score: Raw -3128228.697678 + Penalty 3489.794890 = -3124738.902788 nChanged 2968 SP:Iteration 5F (4192.002605 sec): 3 clusters Score: Raw -3130106.834240 + Penalty 3489.794890 = -3126617.039351 nChanged 2915 SP:Iteration 6F (4192.130682 sec): 3 clusters Score: Raw -3132024.701932 + Penalty 3489.794890 = -3128534.907043 nChanged 2611 SP:Iteration 7F (4192.251083 sec): 3 clusters Score: Raw -3133718.189952 + Penalty 3489.794890 = -3130228.395062 nChanged 2166 SP:Iteration 8Q (4192.375530 sec): 3 clusters Score: Raw -3134911.306232 + Penalty 3489.794890 = -3131421.511342 nChanged 1656 SP:Iteration 9Q (4192.500241 sec): 3 clusters Score: Raw -3135679.921879 + Penalty 3489.794890 = -3132190.126989 nChanged 1202 SP:Iteration 10Q (4192.619473 sec): 3 clusters Score: Raw -3136142.825699 + Penalty 3489.794890 = -3132653.030809 nChanged 921 SP:Iteration 11Q (4192.756683 sec): 3 clusters Score: Raw -3136443.337146 + Penalty 3489.794890 = -3132953.542257 nChanged 837 SP:Iteration 12Q (4192.885502 sec): 3 clusters Score: Raw -3136704.605638 + Penalty 3489.794890 = -3133214.810748 nChanged 865 SP:Iteration 13Q (4193.012098 sec): 3 clusters Score: Raw -3136985.243655 + Penalty 3489.794890 = -3133495.448766 nChanged 871 SP:Iteration 14Q (4193.138418 sec): 3 clusters Score: Raw -3137284.469936 + Penalty 3489.794890 = -3133794.675047 nChanged 862 SP:Iteration 15Q (4193.250893 sec): 3 clusters Score: Raw -3137594.721557 + Penalty 3489.794890 = -3134104.926667 nChanged 859 SP:Iteration 16Q (4193.364415 sec): 3 clusters Score: Raw -3137916.284170 + Penalty 3489.794890 = -3134426.489281 nChanged 849 SP:Iteration 17Q (4193.494611 sec): 3 clusters Score: Raw -3138242.441178 + Penalty 3489.794890 = -3134752.646289 nChanged 839 SP:Iteration 18Q (4193.614801 sec): 3 clusters Score: Raw -3138574.439791 + Penalty 3489.794890 = -3135084.644901 nChanged 803 SP:Iteration 19Q (4193.736103 sec): 3 clusters Score: Raw -3138892.461080 + Penalty 3489.794890 = -3135402.666190 nChanged 706 SP:Iteration 20F (4193.865120 sec): 3 clusters Score: Raw -3139161.060437 + Penalty 3489.794890 = -3135671.265548 nChanged 649 SP:Iteration 21Q (4193.972457 sec): 3 clusters Score: Raw -3139416.213279 + Penalty 3489.794890 = -3135926.418389 nChanged 616 SP:Iteration 22Q (4194.101731 sec): 3 clusters Score: Raw -3139658.671109 + Penalty 3489.794890 = -3136168.876219 nChanged 592 SP:Iteration 23Q (4194.220793 sec): 3 clusters Score: Raw -3139908.643051 + Penalty 3489.794890 = -3136418.848161 nChanged 566 SP:Iteration 24Q (4194.343561 sec): 3 clusters Score: Raw -3140160.358965 + Penalty 3489.794890 = -3136670.564075 nChanged 499 SP:Iteration 25Q (4194.466780 sec): 3 clusters Score: Raw -3140373.152393 + Penalty 3489.794890 = -3136883.357503 nChanged 436 SP:Iteration 26Q (4194.577540 sec): 3 clusters Score: Raw -3140564.624587 + Penalty 3489.794890 = -3137074.829698 nChanged 398 SP:Iteration 27Q (4194.693426 sec): 3 clusters Score: Raw -3140740.164425 + Penalty 3489.794890 = -3137250.369535 nChanged 349 SP:Iteration 28Q (4194.809600 sec): 3 clusters Score: Raw -3140909.916393 + Penalty 3489.794890 = -3137420.121503 nChanged 288 SP:Iteration 29Q (4194.922556 sec): 3 clusters Score: Raw -3141042.551633 + Penalty 3489.794890 = -3137552.756743 nChanged 236 SP:Iteration 30Q (4195.037376 sec): 3 clusters Score: Raw -3141150.829323 + Penalty 3489.794890 = -3137661.034433 nChanged 198 SP:Iteration 31Q (4195.148638 sec): 3 clusters Score: Raw -3141235.933001 + Penalty 3489.794890 = -3137746.138112 nChanged 156 SP:Iteration 32Q (4195.248540 sec): 3 clusters Score: Raw -3141294.137322 + Penalty 3489.794890 = -3137804.342433 nChanged 134 SP:Iteration 33Q (4195.358503 sec): 3 clusters Score: Raw -3141345.774621 + Penalty 3489.794890 = -3137855.979732 nChanged 94 SP:Iteration 34Q (4195.462795 sec): 3 clusters Score: Raw -3141380.479449 + Penalty 3489.794890 = -3137890.684559 nChanged 83 SP:Iteration 35Q (4195.577732 sec): 3 clusters Score: Raw -3141411.639669 + Penalty 3489.794890 = -3137921.844779 nChanged 68 SP:Iteration 36Q (4195.676163 sec): 3 clusters Score: Raw -3141437.434592 + Penalty 3489.794890 = -3137947.639702 nChanged 46 SP:Iteration 37Q (4195.795654 sec): 3 clusters Score: Raw -3141453.846532 + Penalty 3489.794890 = -3137964.051642 nChanged 28 SP:Iteration 38Q (4195.907916 sec): 3 clusters Score: Raw -3141462.572668 + Penalty 3489.794890 = -3137972.777779 nChanged 23 SP:Iteration 39Q (4196.015379 sec): 3 clusters Score: Raw -3141468.270634 + Penalty 3489.794890 = -3137978.475745 nChanged 21 SP:Iteration 40F (4196.133648 sec): 3 clusters Score: Raw -3141473.764114 + Penalty 3489.794890 = -3137983.969224 nChanged 17 SP:Iteration 41Q (4196.238796 sec): 3 clusters Score: Raw -3141478.152055 + Penalty 3489.794890 = -3137988.357165 nChanged 11 SP:Iteration 42Q (4196.356240 sec): 3 clusters Score: Raw -3141481.652912 + Penalty 3489.794890 = -3137991.858022 nChanged 15 SP:Iteration 43Q (4196.465675 sec): 3 clusters Score: Raw -3141486.545659 + Penalty 3489.794890 = -3137996.750769 nChanged 18 SP:Iteration 44Q (4196.573114 sec): 3 clusters Score: Raw -3141492.151867 + Penalty 3489.794890 = -3138002.356978 nChanged 12 SP:Iteration 45Q (4196.681566 sec): 3 clusters Score: Raw -3141495.069508 + Penalty 3489.794890 = -3138005.274618 nChanged 9 SP:Iteration 46Q (4196.785461 sec): 3 clusters Score: Raw -3141498.013390 + Penalty 3489.794890 = -3138008.218500 nChanged 12 SP:Iteration 47Q (4196.891427 sec): 3 clusters Score: Raw -3141502.904767 + Penalty 3489.794890 = -3138013.109877 nChanged 13 SP:Iteration 48Q (4196.999606 sec): 3 clusters Score: Raw -3141506.295681 + Penalty 3489.794890 = -3138016.500792 nChanged 14 SP:Iteration 49Q (4197.104395 sec): 3 clusters Score: Raw -3141511.477977 + Penalty 3489.794890 = -3138021.683087 nChanged 13 SP:Iteration 50Q (4197.202407 sec): 3 clusters Score: Raw -3141516.682264 + Penalty 3489.794890 = -3138026.887374 nChanged 13 SP:Iteration 51Q (4197.296828 sec): 3 clusters Score: Raw -3141520.994520 + Penalty 3489.794890 = -3138031.199630 nChanged 8 SP:Iteration 52Q (4197.408934 sec): 3 clusters Score: Raw -3141523.127217 + Penalty 3489.794890 = -3138033.332328 nChanged 8 SP:Iteration 53Q (4197.500703 sec): 3 clusters Score: Raw -3141525.871736 + Penalty 3489.794890 = -3138036.076846 nChanged 7 SP:Iteration 54Q (4197.600071 sec): 3 clusters Score: Raw -3141528.535946 + Penalty 3489.794890 = -3138038.741056 nChanged 2 SP:Iteration 55Q (4197.700448 sec): 3 clusters Score: Raw -3141528.930889 + Penalty 3489.794890 = -3138039.135999 nChanged 1 SP:Iteration 56Q (4197.808626 sec): 3 clusters Score: Raw -3141528.989264 + Penalty 3489.794890 = -3138039.194375 nChanged 1 SP:Iteration 57Q (4197.906421 sec): 3 clusters Score: Raw -3141529.218330 + Penalty 3489.794890 = -3138039.423441 nChanged 1 SP:Iteration 58Q (4198.019930 sec): 3 clusters Score: Raw -3141529.335689 + Penalty 3489.794890 = -3138039.540799 nChanged 0 SP:Iteration 59F (4198.124192 sec): 3 clusters Score: Raw -3141529.335689 + Penalty 3489.794890 = -3138039.540799 nChanged 0 Trying to split cluster 24 (30681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4198.192714 sec): 2 clusters Score: Raw -2095760.566718 + Penalty 1678.852313 = -2094081.714404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4198.286819 sec): 3 clusters Score: Raw -2076765.287403 + Penalty 3357.704626 = -2073407.582777 nChanged 14173 SP:Iteration 1F (4198.396468 sec): 3 clusters Score: Raw -2084945.071852 + Penalty 3357.704626 = -2081587.367226 nChanged 1666 SP:Iteration 2F (4198.496982 sec): 3 clusters Score: Raw -2085671.919960 + Penalty 3357.704626 = -2082314.215334 nChanged 1802 SP:Iteration 3F (4198.583567 sec): 3 clusters Score: Raw -2086618.414406 + Penalty 3357.704626 = -2083260.709780 nChanged 2032 SP:Iteration 4F (4198.689678 sec): 3 clusters Score: Raw -2087985.793741 + Penalty 3357.704626 = -2084628.089114 nChanged 2377 SP:Iteration 5F (4198.793420 sec): 3 clusters Score: Raw -2089886.013192 + Penalty 3357.704626 = -2086528.308566 nChanged 2329 SP:Iteration 6F (4198.893421 sec): 3 clusters Score: Raw -2091915.274294 + Penalty 3357.704626 = -2088557.569668 nChanged 1853 SP:Iteration 7F (4198.993357 sec): 3 clusters Score: Raw -2093597.002086 + Penalty 3357.704626 = -2090239.297460 nChanged 1252 SP:Iteration 8Q (4199.084412 sec): 3 clusters Score: Raw -2094697.946936 + Penalty 3357.704626 = -2091340.242310 nChanged 750 SP:Iteration 9Q (4199.180977 sec): 3 clusters Score: Raw -2095309.255502 + Penalty 3357.704626 = -2091951.550876 nChanged 434 SP:Iteration 10Q (4199.286898 sec): 3 clusters Score: Raw -2095667.682852 + Penalty 3357.704626 = -2092309.978226 nChanged 258 SP:Iteration 11Q (4199.379908 sec): 3 clusters Score: Raw -2095892.998093 + Penalty 3357.704626 = -2092535.293467 nChanged 137 SP:Iteration 12Q (4199.463324 sec): 3 clusters Score: Raw -2096007.097356 + Penalty 3357.704626 = -2092649.392730 nChanged 97 SP:Iteration 13Q (4199.563924 sec): 3 clusters Score: Raw -2096081.538320 + Penalty 3357.704626 = -2092723.833694 nChanged 63 SP:Iteration 14Q (4199.655121 sec): 3 clusters Score: Raw -2096123.991110 + Penalty 3357.704626 = -2092766.286484 nChanged 53 SP:Iteration 15Q (4199.751308 sec): 3 clusters Score: Raw -2096160.091967 + Penalty 3357.704626 = -2092802.387341 nChanged 39 SP:Iteration 16Q (4199.828587 sec): 3 clusters Score: Raw -2096189.094222 + Penalty 3357.704626 = -2092831.389596 nChanged 35 SP:Iteration 17Q (4199.936667 sec): 3 clusters Score: Raw -2096213.906505 + Penalty 3357.704626 = -2092856.201878 nChanged 21 SP:Iteration 18Q (4200.026270 sec): 3 clusters Score: Raw -2096228.686312 + Penalty 3357.704626 = -2092870.981686 nChanged 22 SP:Iteration 19Q (4200.113024 sec): 3 clusters Score: Raw -2096243.363786 + Penalty 3357.704626 = -2092885.659160 nChanged 16 SP:Iteration 20F (4200.216280 sec): 3 clusters Score: Raw -2096254.118883 + Penalty 3357.704626 = -2092896.414257 nChanged 15 SP:Iteration 21Q (4200.303978 sec): 3 clusters Score: Raw -2096263.496192 + Penalty 3357.704626 = -2092905.791566 nChanged 14 SP:Iteration 22Q (4200.393355 sec): 3 clusters Score: Raw -2096275.076206 + Penalty 3357.704626 = -2092917.371580 nChanged 13 SP:Iteration 23Q (4200.485133 sec): 3 clusters Score: Raw -2096289.069109 + Penalty 3357.704626 = -2092931.364483 nChanged 15 SP:Iteration 24Q (4200.564188 sec): 3 clusters Score: Raw -2096299.106167 + Penalty 3357.704626 = -2092941.401541 nChanged 10 SP:Iteration 25Q (4200.654739 sec): 3 clusters Score: Raw -2096303.798854 + Penalty 3357.704626 = -2092946.094228 nChanged 5 SP:Iteration 26Q (4200.746839 sec): 3 clusters Score: Raw -2096307.572132 + Penalty 3357.704626 = -2092949.867506 nChanged 7 SP:Iteration 27Q (4200.830142 sec): 3 clusters Score: Raw -2096314.432220 + Penalty 3357.704626 = -2092956.727594 nChanged 17 SP:Iteration 28Q (4200.918166 sec): 3 clusters Score: Raw -2096331.382589 + Penalty 3357.704626 = -2092973.677963 nChanged 15 SP:Iteration 29Q (4201.016980 sec): 3 clusters Score: Raw -2096343.517526 + Penalty 3357.704626 = -2092985.812900 nChanged 14 SP:Iteration 30Q (4201.106498 sec): 3 clusters Score: Raw -2096356.642668 + Penalty 3357.704626 = -2092998.938042 nChanged 16 SP:Iteration 31Q (4201.197241 sec): 3 clusters Score: Raw -2096369.529143 + Penalty 3357.704626 = -2093011.824517 nChanged 11 SP:Iteration 32Q (4201.285804 sec): 3 clusters Score: Raw -2096377.925385 + Penalty 3357.704626 = -2093020.220759 nChanged 12 SP:Iteration 33Q (4201.369760 sec): 3 clusters Score: Raw -2096385.698208 + Penalty 3357.704626 = -2093027.993582 nChanged 15 SP:Iteration 34Q (4201.453725 sec): 3 clusters Score: Raw -2096396.189570 + Penalty 3357.704626 = -2093038.484944 nChanged 9 SP:Iteration 35Q (4201.540693 sec): 3 clusters Score: Raw -2096402.740789 + Penalty 3357.704626 = -2093045.036163 nChanged 11 SP:Iteration 36Q (4201.630810 sec): 3 clusters Score: Raw -2096410.650369 + Penalty 3357.704626 = -2093052.945743 nChanged 9 SP:Iteration 37Q (4201.721703 sec): 3 clusters Score: Raw -2096421.916318 + Penalty 3357.704626 = -2093064.211692 nChanged 19 SP:Iteration 38Q (4201.809120 sec): 3 clusters Score: Raw -2096440.493105 + Penalty 3357.704626 = -2093082.788478 nChanged 17 SP:Iteration 39Q (4201.896370 sec): 3 clusters Score: Raw -2096453.389705 + Penalty 3357.704626 = -2093095.685079 nChanged 13 SP:Iteration 40F (4201.997155 sec): 3 clusters Score: Raw -2096461.197971 + Penalty 3357.704626 = -2093103.493345 nChanged 11 SP:Iteration 41Q (4202.076777 sec): 3 clusters Score: Raw -2096468.352806 + Penalty 3357.704626 = -2093110.648180 nChanged 13 SP:Iteration 42Q (4202.168202 sec): 3 clusters Score: Raw -2096477.263768 + Penalty 3357.704626 = -2093119.559142 nChanged 13 SP:Iteration 43Q (4202.256795 sec): 3 clusters Score: Raw -2096484.632691 + Penalty 3357.704626 = -2093126.928064 nChanged 12 SP:Iteration 44Q (4202.342079 sec): 3 clusters Score: Raw -2096493.091866 + Penalty 3357.704626 = -2093135.387240 nChanged 12 SP:Iteration 45Q (4202.446138 sec): 3 clusters Score: Raw -2096497.839334 + Penalty 3357.704626 = -2093140.134708 nChanged 9 SP:Iteration 46Q (4202.531332 sec): 3 clusters Score: Raw -2096500.701726 + Penalty 3357.704626 = -2093142.997100 nChanged 5 SP:Iteration 47Q (4202.609991 sec): 3 clusters Score: Raw -2096502.424576 + Penalty 3357.704626 = -2093144.719949 nChanged 4 SP:Iteration 48Q (4202.697823 sec): 3 clusters Score: Raw -2096503.643180 + Penalty 3357.704626 = -2093145.938554 nChanged 4 SP:Iteration 49Q (4202.781660 sec): 3 clusters Score: Raw -2096506.584617 + Penalty 3357.704626 = -2093148.879991 nChanged 5 SP:Iteration 50Q (4202.864045 sec): 3 clusters Score: Raw -2096508.362223 + Penalty 3357.704626 = -2093150.657597 nChanged 6 SP:Iteration 51Q (4202.941122 sec): 3 clusters Score: Raw -2096512.377597 + Penalty 3357.704626 = -2093154.672970 nChanged 7 SP:Iteration 52Q (4203.026896 sec): 3 clusters Score: Raw -2096515.456797 + Penalty 3357.704626 = -2093157.752171 nChanged 8 SP:Iteration 53Q (4203.117794 sec): 3 clusters Score: Raw -2096519.143731 + Penalty 3357.704626 = -2093161.439105 nChanged 10 SP:Iteration 54Q (4203.204766 sec): 3 clusters Score: Raw -2096523.834222 + Penalty 3357.704626 = -2093166.129596 nChanged 6 SP:Iteration 55Q (4203.294075 sec): 3 clusters Score: Raw -2096526.070869 + Penalty 3357.704626 = -2093168.366243 nChanged 6 SP:Iteration 56Q (4203.366135 sec): 3 clusters Score: Raw -2096530.352773 + Penalty 3357.704626 = -2093172.648147 nChanged 5 SP:Iteration 57Q (4203.455021 sec): 3 clusters Score: Raw -2096532.893796 + Penalty 3357.704626 = -2093175.189170 nChanged 3 SP:Iteration 58Q (4203.540883 sec): 3 clusters Score: Raw -2096535.092096 + Penalty 3357.704626 = -2093177.387470 nChanged 1 SP:Iteration 59Q (4203.627711 sec): 3 clusters Score: Raw -2096535.298556 + Penalty 3357.704626 = -2093177.593930 nChanged 0 SP:Iteration 60F (4203.724138 sec): 3 clusters Score: Raw -2096535.298556 + Penalty 3357.704626 = -2093177.593930 nChanged 0 Trying to split cluster 25 (1213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4203.754934 sec): 2 clusters Score: Raw -80703.346776 + Penalty 1153.888435 = -79549.458341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4203.801296 sec): 3 clusters Score: Raw -80274.235400 + Penalty 2307.776870 = -77966.458530 nChanged 384 SP:Iteration 1F (4203.849540 sec): 3 clusters Score: Raw -80597.132997 + Penalty 2307.776870 = -78289.356127 nChanged 94 SP:Iteration 2F (4203.896310 sec): 3 clusters Score: Raw -80674.634715 + Penalty 2307.776870 = -78366.857845 nChanged 44 SP:Iteration 3Q (4203.939278 sec): 3 clusters Score: Raw -80712.437448 + Penalty 2307.776870 = -78404.660578 nChanged 38 SP:Iteration 4Q (4203.988135 sec): 3 clusters Score: Raw -80753.845283 + Penalty 2307.776870 = -78446.068413 nChanged 35 SP:Iteration 5Q (4204.046239 sec): 3 clusters Score: Raw -80794.886810 + Penalty 2307.776870 = -78487.109939 nChanged 34 SP:Iteration 6Q (4204.093853 sec): 3 clusters Score: Raw -80827.421599 + Penalty 2307.776870 = -78519.644729 nChanged 28 SP:Iteration 7Q (4204.137398 sec): 3 clusters Score: Raw -80854.438806 + Penalty 2307.776870 = -78546.661935 nChanged 27 SP:Iteration 8Q (4204.196117 sec): 3 clusters Score: Raw -80879.701956 + Penalty 2307.776870 = -78571.925086 nChanged 28 SP:Iteration 9Q (4204.248374 sec): 3 clusters Score: Raw -80904.938270 + Penalty 2307.776870 = -78597.161400 nChanged 17 SP:Iteration 10Q (4204.298998 sec): 3 clusters Score: Raw -80921.721789 + Penalty 2307.776870 = -78613.944918 nChanged 16 SP:Iteration 11Q (4204.342356 sec): 3 clusters Score: Raw -80940.245807 + Penalty 2307.776870 = -78632.468936 nChanged 15 SP:Iteration 12Q (4204.389794 sec): 3 clusters Score: Raw -80954.312958 + Penalty 2307.776870 = -78646.536088 nChanged 11 SP:Iteration 13Q (4204.434854 sec): 3 clusters Score: Raw -80963.410944 + Penalty 2307.776870 = -78655.634073 nChanged 9 SP:Iteration 14Q (4204.493083 sec): 3 clusters Score: Raw -80973.581820 + Penalty 2307.776870 = -78665.804950 nChanged 9 SP:Iteration 15Q (4204.539037 sec): 3 clusters Score: Raw -80985.544893 + Penalty 2307.776870 = -78677.768023 nChanged 8 SP:Iteration 16Q (4204.584852 sec): 3 clusters Score: Raw -80999.760315 + Penalty 2307.776870 = -78691.983445 nChanged 15 SP:Iteration 17Q (4204.637391 sec): 3 clusters Score: Raw -81020.405125 + Penalty 2307.776870 = -78712.628255 nChanged 9 SP:Iteration 18Q (4204.686284 sec): 3 clusters Score: Raw -81029.546489 + Penalty 2307.776870 = -78721.769618 nChanged 5 SP:Iteration 19Q (4204.738567 sec): 3 clusters Score: Raw -81034.887162 + Penalty 2307.776870 = -78727.110291 nChanged 5 SP:Iteration 20F (4204.790814 sec): 3 clusters Score: Raw -81038.696351 + Penalty 2307.776870 = -78730.919480 nChanged 3 SP:Iteration 21Q (4204.830081 sec): 3 clusters Score: Raw -81040.473990 + Penalty 2307.776870 = -78732.697120 nChanged 2 SP:Iteration 22Q (4204.880932 sec): 3 clusters Score: Raw -81041.910972 + Penalty 2307.776870 = -78734.134102 nChanged 0 SP:Iteration 23F (4204.923830 sec): 3 clusters Score: Raw -81041.910972 + Penalty 2307.776870 = -78734.134102 nChanged 0 Trying to split cluster 26 (4666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4204.956790 sec): 2 clusters Score: Raw -322291.846865 + Penalty 1372.809336 = -320919.037529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4205.014173 sec): 3 clusters Score: Raw -319886.886415 + Penalty 2745.618672 = -317141.267743 nChanged 1902 SP:Iteration 1F (4205.076809 sec): 3 clusters Score: Raw -321011.276152 + Penalty 2745.618672 = -318265.657480 nChanged 350 SP:Iteration 2F (4205.130965 sec): 3 clusters Score: Raw -321244.992816 + Penalty 2745.618672 = -318499.374144 nChanged 297 SP:Iteration 3F (4205.184519 sec): 3 clusters Score: Raw -321419.513550 + Penalty 2745.618672 = -318673.894878 nChanged 229 SP:Iteration 4Q (4205.237530 sec): 3 clusters Score: Raw -321552.350152 + Penalty 2745.618672 = -318806.731480 nChanged 201 SP:Iteration 5Q (4205.293916 sec): 3 clusters Score: Raw -321670.892892 + Penalty 2745.618672 = -318925.274220 nChanged 199 SP:Iteration 6Q (4205.357905 sec): 3 clusters Score: Raw -321797.340969 + Penalty 2745.618672 = -319051.722297 nChanged 189 SP:Iteration 7Q (4205.410426 sec): 3 clusters Score: Raw -321920.954863 + Penalty 2745.618672 = -319175.336191 nChanged 167 SP:Iteration 8Q (4205.462963 sec): 3 clusters Score: Raw -322032.485572 + Penalty 2745.618672 = -319286.866900 nChanged 146 SP:Iteration 9Q (4205.525448 sec): 3 clusters Score: Raw -322125.574829 + Penalty 2745.618672 = -319379.956157 nChanged 153 SP:Iteration 10Q (4205.577091 sec): 3 clusters Score: Raw -322226.513785 + Penalty 2745.618672 = -319480.895113 nChanged 140 SP:Iteration 11Q (4205.625190 sec): 3 clusters Score: Raw -322308.205289 + Penalty 2745.618672 = -319562.586617 nChanged 84 SP:Iteration 12Q (4205.682187 sec): 3 clusters Score: Raw -322360.445548 + Penalty 2745.618672 = -319614.826876 nChanged 87 SP:Iteration 13Q (4205.732387 sec): 3 clusters Score: Raw -322411.981361 + Penalty 2745.618672 = -319666.362689 nChanged 78 SP:Iteration 14Q (4205.785044 sec): 3 clusters Score: Raw -322450.468663 + Penalty 2745.618672 = -319704.849991 nChanged 57 SP:Iteration 15Q (4205.842241 sec): 3 clusters Score: Raw -322477.698861 + Penalty 2745.618672 = -319732.080188 nChanged 45 SP:Iteration 16Q (4205.886115 sec): 3 clusters Score: Raw -322493.389836 + Penalty 2745.618672 = -319747.771164 nChanged 41 SP:Iteration 17Q (4205.940885 sec): 3 clusters Score: Raw -322506.794871 + Penalty 2745.618672 = -319761.176199 nChanged 30 SP:Iteration 18Q (4205.991938 sec): 3 clusters Score: Raw -322520.131747 + Penalty 2745.618672 = -319774.513075 nChanged 28 SP:Iteration 19Q (4206.051987 sec): 3 clusters Score: Raw -322531.356479 + Penalty 2745.618672 = -319785.737807 nChanged 34 SP:Iteration 20F (4206.106255 sec): 3 clusters Score: Raw -322543.399748 + Penalty 2745.618672 = -319797.781076 nChanged 19 SP:Iteration 21Q (4206.154916 sec): 3 clusters Score: Raw -322547.583956 + Penalty 2745.618672 = -319801.965283 nChanged 11 SP:Iteration 22Q (4206.215138 sec): 3 clusters Score: Raw -322550.024048 + Penalty 2745.618672 = -319804.405376 nChanged 8 SP:Iteration 23Q (4206.272512 sec): 3 clusters Score: Raw -322551.868871 + Penalty 2745.618672 = -319806.250198 nChanged 10 SP:Iteration 24Q (4206.327283 sec): 3 clusters Score: Raw -322555.361555 + Penalty 2745.618672 = -319809.742883 nChanged 15 SP:Iteration 25Q (4206.371398 sec): 3 clusters Score: Raw -322559.229147 + Penalty 2745.618672 = -319813.610475 nChanged 12 SP:Iteration 26Q (4206.429038 sec): 3 clusters Score: Raw -322562.749433 + Penalty 2745.618672 = -319817.130761 nChanged 12 SP:Iteration 27Q (4206.498463 sec): 3 clusters Score: Raw -322566.102921 + Penalty 2745.618672 = -319820.484249 nChanged 11 SP:Iteration 28Q (4206.545552 sec): 3 clusters Score: Raw -322568.710394 + Penalty 2745.618672 = -319823.091722 nChanged 10 SP:Iteration 29Q (4206.596937 sec): 3 clusters Score: Raw -322572.183642 + Penalty 2745.618672 = -319826.564970 nChanged 15 SP:Iteration 30Q (4206.645697 sec): 3 clusters Score: Raw -322576.761105 + Penalty 2745.618672 = -319831.142433 nChanged 15 SP:Iteration 31Q (4206.706303 sec): 3 clusters Score: Raw -322580.462840 + Penalty 2745.618672 = -319834.844168 nChanged 8 SP:Iteration 32Q (4206.748999 sec): 3 clusters Score: Raw -322582.050664 + Penalty 2745.618672 = -319836.431992 nChanged 6 SP:Iteration 33Q (4206.805960 sec): 3 clusters Score: Raw -322583.357302 + Penalty 2745.618672 = -319837.738630 nChanged 4 SP:Iteration 34Q (4206.850965 sec): 3 clusters Score: Raw -322584.102099 + Penalty 2745.618672 = -319838.483427 nChanged 4 SP:Iteration 35Q (4206.911629 sec): 3 clusters Score: Raw -322585.467843 + Penalty 2745.618672 = -319839.849171 nChanged 2 SP:Iteration 36Q (4206.956837 sec): 3 clusters Score: Raw -322586.155511 + Penalty 2745.618672 = -319840.536839 nChanged 2 SP:Iteration 37Q (4207.011985 sec): 3 clusters Score: Raw -322587.384455 + Penalty 2745.618672 = -319841.765783 nChanged 3 SP:Iteration 38Q (4207.069590 sec): 3 clusters Score: Raw -322588.000107 + Penalty 2745.618672 = -319842.381434 nChanged 3 SP:Iteration 39Q (4207.119190 sec): 3 clusters Score: Raw -322588.646146 + Penalty 2745.618672 = -319843.027474 nChanged 3 SP:Iteration 40F (4207.173203 sec): 3 clusters Score: Raw -322589.401907 + Penalty 2745.618672 = -319843.783235 nChanged 3 SP:Iteration 41Q (4207.238487 sec): 3 clusters Score: Raw -322590.310835 + Penalty 2745.618672 = -319844.692162 nChanged 5 SP:Iteration 42Q (4207.295569 sec): 3 clusters Score: Raw -322591.762122 + Penalty 2745.618672 = -319846.143450 nChanged 9 SP:Iteration 43Q (4207.347594 sec): 3 clusters Score: Raw -322593.969798 + Penalty 2745.618672 = -319848.351126 nChanged 8 SP:Iteration 44Q (4207.396223 sec): 3 clusters Score: Raw -322596.497332 + Penalty 2745.618672 = -319850.878660 nChanged 6 SP:Iteration 45Q (4207.448125 sec): 3 clusters Score: Raw -322600.281043 + Penalty 2745.618672 = -319854.662371 nChanged 10 SP:Iteration 46Q (4207.505083 sec): 3 clusters Score: Raw -322604.340409 + Penalty 2745.618672 = -319858.721737 nChanged 6 SP:Iteration 47Q (4207.560323 sec): 3 clusters Score: Raw -322606.078277 + Penalty 2745.618672 = -319860.459605 nChanged 9 SP:Iteration 48Q (4207.611376 sec): 3 clusters Score: Raw -322609.476050 + Penalty 2745.618672 = -319863.857378 nChanged 7 SP:Iteration 49Q (4207.654317 sec): 3 clusters Score: Raw -322611.273404 + Penalty 2745.618672 = -319865.654732 nChanged 8 SP:Iteration 50Q (4207.708225 sec): 3 clusters Score: Raw -322613.877436 + Penalty 2745.618672 = -319868.258764 nChanged 6 SP:Iteration 51Q (4207.759128 sec): 3 clusters Score: Raw -322614.817328 + Penalty 2745.618672 = -319869.198656 nChanged 3 SP:Iteration 52Q (4207.813165 sec): 3 clusters Score: Raw -322615.318849 + Penalty 2745.618672 = -319869.700177 nChanged 1 SP:Iteration 53Q (4207.861308 sec): 3 clusters Score: Raw -322615.401861 + Penalty 2745.618672 = -319869.783189 nChanged 1 SP:Iteration 54Q (4207.904927 sec): 3 clusters Score: Raw -322615.553164 + Penalty 2745.618672 = -319869.934492 nChanged 1 SP:Iteration 55Q (4207.954517 sec): 3 clusters Score: Raw -322615.757190 + Penalty 2745.618672 = -319870.138518 nChanged 2 SP:Iteration 56Q (4207.995707 sec): 3 clusters Score: Raw -322616.082780 + Penalty 2745.618672 = -319870.464108 nChanged 2 SP:Iteration 57Q (4208.044114 sec): 3 clusters Score: Raw -322616.312728 + Penalty 2745.618672 = -319870.694056 nChanged 2 SP:Iteration 58Q (4208.101863 sec): 3 clusters Score: Raw -322616.656116 + Penalty 2745.618672 = -319871.037444 nChanged 3 SP:Iteration 59Q (4208.151211 sec): 3 clusters Score: Raw -322617.332926 + Penalty 2745.618672 = -319871.714254 nChanged 2 SP:Iteration 60F (4208.200360 sec): 3 clusters Score: Raw -322617.610711 + Penalty 2745.618672 = -319871.992039 nChanged 4 SP:Iteration 61Q (4208.251273 sec): 3 clusters Score: Raw -322618.583927 + Penalty 2745.618672 = -319872.965255 nChanged 3 SP:Iteration 62Q (4208.304512 sec): 3 clusters Score: Raw -322618.997662 + Penalty 2745.618672 = -319873.378990 nChanged 2 SP:Iteration 63Q (4208.360834 sec): 3 clusters Score: Raw -322619.309000 + Penalty 2745.618672 = -319873.690328 nChanged 2 SP:Iteration 64Q (4208.412671 sec): 3 clusters Score: Raw -322619.813087 + Penalty 2745.618672 = -319874.194415 nChanged 7 SP:Iteration 65Q (4208.458227 sec): 3 clusters Score: Raw -322622.547554 + Penalty 2745.618672 = -319876.928882 nChanged 10 SP:Iteration 66Q (4208.506527 sec): 3 clusters Score: Raw -322625.105071 + Penalty 2745.618672 = -319879.486399 nChanged 9 SP:Iteration 67Q (4208.551924 sec): 3 clusters Score: Raw -322627.441270 + Penalty 2745.618672 = -319881.822598 nChanged 10 SP:Iteration 68Q (4208.614337 sec): 3 clusters Score: Raw -322629.885031 + Penalty 2745.618672 = -319884.266359 nChanged 9 SP:Iteration 69Q (4208.669939 sec): 3 clusters Score: Raw -322632.251951 + Penalty 2745.618672 = -319886.633279 nChanged 7 SP:Iteration 70Q (4208.714808 sec): 3 clusters Score: Raw -322633.749887 + Penalty 2745.618672 = -319888.131214 nChanged 3 SP:Iteration 71Q (4208.760232 sec): 3 clusters Score: Raw -322634.438228 + Penalty 2745.618672 = -319888.819556 nChanged 4 SP:Iteration 72Q (4208.808797 sec): 3 clusters Score: Raw -322635.584102 + Penalty 2745.618672 = -319889.965430 nChanged 3 SP:Iteration 73Q (4208.855223 sec): 3 clusters Score: Raw -322636.192886 + Penalty 2745.618672 = -319890.574214 nChanged 2 SP:Iteration 74Q (4208.906788 sec): 3 clusters Score: Raw -322636.546585 + Penalty 2745.618672 = -319890.927913 nChanged 3 SP:Iteration 75Q (4208.950500 sec): 3 clusters Score: Raw -322637.070579 + Penalty 2745.618672 = -319891.451907 nChanged 1 SP:Iteration 76Q (4209.002394 sec): 3 clusters Score: Raw -322637.400715 + Penalty 2745.618672 = -319891.782043 nChanged 2 SP:Iteration 77Q (4209.048522 sec): 3 clusters Score: Raw -322637.852135 + Penalty 2745.618672 = -319892.233462 nChanged 0 SP:Iteration 78F (4209.099297 sec): 3 clusters Score: Raw -322637.852135 + Penalty 2745.618672 = -319892.233462 nChanged 0 Trying to split cluster 27 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4209.128421 sec): 2 clusters Score: Raw -13671.022021 + Penalty 906.706097 = -12764.315925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4209.163681 sec): 3 clusters Score: Raw -13759.912164 + Penalty 1813.412193 = -11946.499971 nChanged 41 SP:Iteration 1F (4209.207141 sec): 3 clusters Score: Raw -13863.230258 + Penalty 1813.412193 = -12049.818064 nChanged 11 SP:Iteration 2Q (4209.244794 sec): 3 clusters Score: Raw -13887.295617 + Penalty 1813.412193 = -12073.883423 nChanged 6 SP:Iteration 3Q (4209.296237 sec): 3 clusters Score: Raw -13918.030118 + Penalty 1813.412193 = -12104.617924 nChanged 3 SP:Iteration 4Q (4209.337830 sec): 3 clusters Score: Raw -13924.193249 + Penalty 1813.412193 = -12110.781056 nChanged 1 SP:Iteration 5Q (4209.382694 sec): 3 clusters Score: Raw -13961.015156 + Penalty 1813.412193 = -12147.602963 nChanged 2 SP:Iteration 6Q (4209.419592 sec): 3 clusters Score: Raw -13966.204470 + Penalty 1813.412193 = -12152.792277 nChanged 4 SP:Iteration 7Q (4209.456253 sec): 3 clusters Score: Raw -13978.303178 + Penalty 1813.412193 = -12164.890984 nChanged 1 SP:Iteration 8Q (4209.490871 sec): 3 clusters Score: Raw -13978.730527 + Penalty 1813.412193 = -12165.318334 nChanged 0 SP:Iteration 9F (4209.533272 sec): 3 clusters Score: Raw -13978.730527 + Penalty 1813.412193 = -12165.318334 nChanged 0 Trying to split cluster 28 (2038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4209.564171 sec): 2 clusters Score: Raw -132009.401499 + Penalty 1238.205185 = -130771.196315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4209.614092 sec): 3 clusters Score: Raw -131140.061811 + Penalty 2476.410369 = -128663.651441 nChanged 717 SP:Iteration 1F (4209.658314 sec): 3 clusters Score: Raw -131576.836333 + Penalty 2476.410369 = -129100.425964 nChanged 164 SP:Iteration 2F (4209.721186 sec): 3 clusters Score: Raw -131695.804125 + Penalty 2476.410369 = -129219.393756 nChanged 88 SP:Iteration 3Q (4209.760438 sec): 3 clusters Score: Raw -131747.982336 + Penalty 2476.410369 = -129271.571966 nChanged 66 SP:Iteration 4Q (4209.814038 sec): 3 clusters Score: Raw -131786.885974 + Penalty 2476.410369 = -129310.475604 nChanged 55 SP:Iteration 5Q (4209.854744 sec): 3 clusters Score: Raw -131819.533543 + Penalty 2476.410369 = -129343.123173 nChanged 39 SP:Iteration 6Q (4209.902754 sec): 3 clusters Score: Raw -131840.412045 + Penalty 2476.410369 = -129364.001676 nChanged 32 SP:Iteration 7Q (4209.957466 sec): 3 clusters Score: Raw -131856.765396 + Penalty 2476.410369 = -129380.355027 nChanged 27 SP:Iteration 8Q (4209.996397 sec): 3 clusters Score: Raw -131872.445119 + Penalty 2476.410369 = -129396.034749 nChanged 31 SP:Iteration 9Q (4210.049491 sec): 3 clusters Score: Raw -131893.118721 + Penalty 2476.410369 = -129416.708351 nChanged 37 SP:Iteration 10Q (4210.107515 sec): 3 clusters Score: Raw -131911.987352 + Penalty 2476.410369 = -129435.576983 nChanged 33 SP:Iteration 11Q (4210.160235 sec): 3 clusters Score: Raw -131940.628836 + Penalty 2476.410369 = -129464.218467 nChanged 42 SP:Iteration 12Q (4210.203069 sec): 3 clusters Score: Raw -131986.854467 + Penalty 2476.410369 = -129510.444097 nChanged 55 SP:Iteration 13Q (4210.253493 sec): 3 clusters Score: Raw -132026.335950 + Penalty 2476.410369 = -129549.925581 nChanged 48 SP:Iteration 14Q (4210.314543 sec): 3 clusters Score: Raw -132059.427483 + Penalty 2476.410369 = -129583.017113 nChanged 37 SP:Iteration 15Q (4210.352492 sec): 3 clusters Score: Raw -132082.742242 + Penalty 2476.410369 = -129606.331872 nChanged 35 SP:Iteration 16Q (4210.410686 sec): 3 clusters Score: Raw -132106.258186 + Penalty 2476.410369 = -129629.847817 nChanged 27 SP:Iteration 17Q (4210.464715 sec): 3 clusters Score: Raw -132124.344860 + Penalty 2476.410369 = -129647.934490 nChanged 30 SP:Iteration 18Q (4210.514635 sec): 3 clusters Score: Raw -132144.084064 + Penalty 2476.410369 = -129667.673695 nChanged 31 SP:Iteration 19Q (4210.556600 sec): 3 clusters Score: Raw -132168.697373 + Penalty 2476.410369 = -129692.287003 nChanged 35 SP:Iteration 20F (4210.606593 sec): 3 clusters Score: Raw -132194.308289 + Penalty 2476.410369 = -129717.897919 nChanged 31 SP:Iteration 21Q (4210.652482 sec): 3 clusters Score: Raw -132217.522607 + Penalty 2476.410369 = -129741.112238 nChanged 22 SP:Iteration 22Q (4210.708845 sec): 3 clusters Score: Raw -132236.842250 + Penalty 2476.410369 = -129760.431881 nChanged 30 SP:Iteration 23Q (4210.744873 sec): 3 clusters Score: Raw -132255.601229 + Penalty 2476.410369 = -129779.190860 nChanged 16 SP:Iteration 24Q (4210.801963 sec): 3 clusters Score: Raw -132270.080301 + Penalty 2476.410369 = -129793.669931 nChanged 12 SP:Iteration 25Q (4210.854948 sec): 3 clusters Score: Raw -132281.407524 + Penalty 2476.410369 = -129804.997155 nChanged 13 SP:Iteration 26Q (4210.905244 sec): 3 clusters Score: Raw -132295.426980 + Penalty 2476.410369 = -129819.016611 nChanged 12 SP:Iteration 27Q (4210.959412 sec): 3 clusters Score: Raw -132307.813892 + Penalty 2476.410369 = -129831.403522 nChanged 20 SP:Iteration 28Q (4211.013195 sec): 3 clusters Score: Raw -132323.958976 + Penalty 2476.410369 = -129847.548607 nChanged 14 SP:Iteration 29Q (4211.064423 sec): 3 clusters Score: Raw -132334.444709 + Penalty 2476.410369 = -129858.034339 nChanged 10 SP:Iteration 30Q (4211.108432 sec): 3 clusters Score: Raw -132343.660624 + Penalty 2476.410369 = -129867.250254 nChanged 9 SP:Iteration 31Q (4211.152675 sec): 3 clusters Score: Raw -132349.378205 + Penalty 2476.410369 = -129872.967836 nChanged 6 SP:Iteration 32Q (4211.211993 sec): 3 clusters Score: Raw -132353.272511 + Penalty 2476.410369 = -129876.862142 nChanged 6 SP:Iteration 33Q (4211.266988 sec): 3 clusters Score: Raw -132357.811470 + Penalty 2476.410369 = -129881.401100 nChanged 7 SP:Iteration 34Q (4211.317916 sec): 3 clusters Score: Raw -132362.820839 + Penalty 2476.410369 = -129886.410470 nChanged 13 SP:Iteration 35Q (4211.368747 sec): 3 clusters Score: Raw -132370.561317 + Penalty 2476.410369 = -129894.150948 nChanged 5 SP:Iteration 36Q (4211.419516 sec): 3 clusters Score: Raw -132373.250438 + Penalty 2476.410369 = -129896.840068 nChanged 0 SP:Iteration 37F (4211.474450 sec): 3 clusters Score: Raw -132373.250438 + Penalty 2476.410369 = -129896.840068 nChanged 0 Trying to split cluster 29 (1902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4211.500197 sec): 2 clusters Score: Raw -114472.261094 + Penalty 1226.982452 = -113245.278642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4211.536068 sec): 3 clusters Score: Raw -113658.103445 + Penalty 2453.964904 = -111204.138541 nChanged 662 SP:Iteration 1F (4211.581357 sec): 3 clusters Score: Raw -114112.479629 + Penalty 2453.964904 = -111658.514725 nChanged 169 SP:Iteration 2F (4211.627029 sec): 3 clusters Score: Raw -114235.971972 + Penalty 2453.964904 = -111782.007068 nChanged 77 SP:Iteration 3Q (4211.671524 sec): 3 clusters Score: Raw -114288.436397 + Penalty 2453.964904 = -111834.471493 nChanged 58 SP:Iteration 4Q (4211.724411 sec): 3 clusters Score: Raw -114330.573204 + Penalty 2453.964904 = -111876.608300 nChanged 42 SP:Iteration 5Q (4211.762596 sec): 3 clusters Score: Raw -114368.593229 + Penalty 2453.964904 = -111914.628325 nChanged 43 SP:Iteration 6Q (4211.814653 sec): 3 clusters Score: Raw -114397.326019 + Penalty 2453.964904 = -111943.361115 nChanged 33 SP:Iteration 7Q (4211.856550 sec): 3 clusters Score: Raw -114414.058177 + Penalty 2453.964904 = -111960.093273 nChanged 22 SP:Iteration 8Q (4211.910714 sec): 3 clusters Score: Raw -114429.530407 + Penalty 2453.964904 = -111975.565503 nChanged 23 SP:Iteration 9Q (4211.960674 sec): 3 clusters Score: Raw -114442.078723 + Penalty 2453.964904 = -111988.113819 nChanged 26 SP:Iteration 10Q (4211.997951 sec): 3 clusters Score: Raw -114457.667365 + Penalty 2453.964904 = -112003.702461 nChanged 26 SP:Iteration 11Q (4212.044757 sec): 3 clusters Score: Raw -114478.798693 + Penalty 2453.964904 = -112024.833789 nChanged 27 SP:Iteration 12Q (4212.091662 sec): 3 clusters Score: Raw -114496.172133 + Penalty 2453.964904 = -112042.207229 nChanged 20 SP:Iteration 13Q (4212.135428 sec): 3 clusters Score: Raw -114508.245755 + Penalty 2453.964904 = -112054.280851 nChanged 22 SP:Iteration 14Q (4212.185894 sec): 3 clusters Score: Raw -114525.937932 + Penalty 2453.964904 = -112071.973028 nChanged 29 SP:Iteration 15Q (4212.230133 sec): 3 clusters Score: Raw -114548.485357 + Penalty 2453.964904 = -112094.520453 nChanged 39 SP:Iteration 16Q (4212.267596 sec): 3 clusters Score: Raw -114586.910710 + Penalty 2453.964904 = -112132.945806 nChanged 48 SP:Iteration 17Q (4212.330442 sec): 3 clusters Score: Raw -114637.430310 + Penalty 2453.964904 = -112183.465406 nChanged 63 SP:Iteration 18Q (4212.383220 sec): 3 clusters Score: Raw -114726.026532 + Penalty 2453.964904 = -112272.061628 nChanged 92 SP:Iteration 19Q (4212.430846 sec): 3 clusters Score: Raw -114847.223986 + Penalty 2453.964904 = -112393.259082 nChanged 79 SP:Iteration 20F (4212.486484 sec): 3 clusters Score: Raw -114945.730920 + Penalty 2453.964904 = -112491.766016 nChanged 77 SP:Iteration 21Q (4212.526734 sec): 3 clusters Score: Raw -115035.267239 + Penalty 2453.964904 = -112581.302335 nChanged 64 SP:Iteration 22Q (4212.585479 sec): 3 clusters Score: Raw -115121.652366 + Penalty 2453.964904 = -112667.687462 nChanged 56 SP:Iteration 23Q (4212.627423 sec): 3 clusters Score: Raw -115200.624529 + Penalty 2453.964904 = -112746.659625 nChanged 51 SP:Iteration 24Q (4212.679305 sec): 3 clusters Score: Raw -115271.834555 + Penalty 2453.964904 = -112817.869651 nChanged 47 SP:Iteration 25Q (4212.726822 sec): 3 clusters Score: Raw -115349.560374 + Penalty 2453.964904 = -112895.595470 nChanged 40 SP:Iteration 26Q (4212.777218 sec): 3 clusters Score: Raw -115405.601855 + Penalty 2453.964904 = -112951.636951 nChanged 37 SP:Iteration 27Q (4212.822096 sec): 3 clusters Score: Raw -115464.886557 + Penalty 2453.964904 = -113010.921653 nChanged 30 SP:Iteration 28Q (4212.877709 sec): 3 clusters Score: Raw -115497.299883 + Penalty 2453.964904 = -113043.334979 nChanged 26 SP:Iteration 29Q (4212.928798 sec): 3 clusters Score: Raw -115525.781961 + Penalty 2453.964904 = -113071.817057 nChanged 18 SP:Iteration 30Q (4212.976498 sec): 3 clusters Score: Raw -115543.696644 + Penalty 2453.964904 = -113089.731740 nChanged 12 SP:Iteration 31Q (4213.028417 sec): 3 clusters Score: Raw -115556.350363 + Penalty 2453.964904 = -113102.385459 nChanged 9 SP:Iteration 32Q (4213.079873 sec): 3 clusters Score: Raw -115564.815343 + Penalty 2453.964904 = -113110.850439 nChanged 8 SP:Iteration 33Q (4213.119401 sec): 3 clusters Score: Raw -115572.548485 + Penalty 2453.964904 = -113118.583581 nChanged 8 SP:Iteration 34Q (4213.167179 sec): 3 clusters Score: Raw -115579.243666 + Penalty 2453.964904 = -113125.278762 nChanged 7 SP:Iteration 35Q (4213.226050 sec): 3 clusters Score: Raw -115585.134050 + Penalty 2453.964904 = -113131.169146 nChanged 4 SP:Iteration 36Q (4213.260975 sec): 3 clusters Score: Raw -115588.012253 + Penalty 2453.964904 = -113134.047349 nChanged 4 SP:Iteration 37Q (4213.315650 sec): 3 clusters Score: Raw -115590.234642 + Penalty 2453.964904 = -113136.269738 nChanged 4 SP:Iteration 38Q (4213.364236 sec): 3 clusters Score: Raw -115593.336444 + Penalty 2453.964904 = -113139.371540 nChanged 2 SP:Iteration 39Q (4213.409713 sec): 3 clusters Score: Raw -115595.105719 + Penalty 2453.964904 = -113141.140815 nChanged 3 SP:Iteration 40F (4213.454514 sec): 3 clusters Score: Raw -115598.205923 + Penalty 2453.964904 = -113144.241019 nChanged 5 SP:Iteration 41Q (4213.507346 sec): 3 clusters Score: Raw -115602.385639 + Penalty 2453.964904 = -113148.420735 nChanged 6 SP:Iteration 42Q (4213.544316 sec): 3 clusters Score: Raw -115606.849734 + Penalty 2453.964904 = -113152.884830 nChanged 6 SP:Iteration 43Q (4213.600470 sec): 3 clusters Score: Raw -115611.407440 + Penalty 2453.964904 = -113157.442536 nChanged 6 SP:Iteration 44Q (4213.640131 sec): 3 clusters Score: Raw -115619.892687 + Penalty 2453.964904 = -113165.927783 nChanged 6 SP:Iteration 45Q (4213.680944 sec): 3 clusters Score: Raw -115627.003587 + Penalty 2453.964904 = -113173.038683 nChanged 7 SP:Iteration 46Q (4213.735215 sec): 3 clusters Score: Raw -115636.957934 + Penalty 2453.964904 = -113182.993030 nChanged 8 SP:Iteration 47Q (4213.785416 sec): 3 clusters Score: Raw -115647.565657 + Penalty 2453.964904 = -113193.600753 nChanged 6 SP:Iteration 48Q (4213.826607 sec): 3 clusters Score: Raw -115653.352678 + Penalty 2453.964904 = -113199.387774 nChanged 6 SP:Iteration 49Q (4213.883247 sec): 3 clusters Score: Raw -115660.900957 + Penalty 2453.964904 = -113206.936053 nChanged 6 SP:Iteration 50Q (4213.926773 sec): 3 clusters Score: Raw -115667.867419 + Penalty 2453.964904 = -113213.902515 nChanged 8 SP:Iteration 51Q (4213.983293 sec): 3 clusters Score: Raw -115674.255704 + Penalty 2453.964904 = -113220.290800 nChanged 6 SP:Iteration 52Q (4214.036467 sec): 3 clusters Score: Raw -115680.384769 + Penalty 2453.964904 = -113226.419865 nChanged 6 SP:Iteration 53Q (4214.082515 sec): 3 clusters Score: Raw -115685.348263 + Penalty 2453.964904 = -113231.383359 nChanged 3 SP:Iteration 54Q (4214.134126 sec): 3 clusters Score: Raw -115687.765562 + Penalty 2453.964904 = -113233.800658 nChanged 1 SP:Iteration 55Q (4214.174041 sec): 3 clusters Score: Raw -115689.022016 + Penalty 2453.964904 = -113235.057112 nChanged 1 SP:Iteration 56Q (4214.222859 sec): 3 clusters Score: Raw -115689.474668 + Penalty 2453.964904 = -113235.509764 nChanged 0 SP:Iteration 57F (4214.272323 sec): 3 clusters Score: Raw -115689.474668 + Penalty 2453.964904 = -113235.509764 nChanged 0 Trying to split cluster 30 (2215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4214.300098 sec): 2 clusters Score: Raw -123181.232062 + Penalty 1251.738748 = -121929.493313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4214.348954 sec): 3 clusters Score: Raw -122225.766216 + Penalty 2503.477497 = -119722.288719 nChanged 804 SP:Iteration 1F (4214.382807 sec): 3 clusters Score: Raw -122828.301165 + Penalty 2503.477497 = -120324.823669 nChanged 195 SP:Iteration 2F (4214.432292 sec): 3 clusters Score: Raw -123034.489821 + Penalty 2503.477497 = -120531.012324 nChanged 159 SP:Iteration 3F (4214.486338 sec): 3 clusters Score: Raw -123208.223238 + Penalty 2503.477497 = -120704.745741 nChanged 122 SP:Iteration 4F (4214.530701 sec): 3 clusters Score: Raw -123340.704728 + Penalty 2503.477497 = -120837.227231 nChanged 114 SP:Iteration 5F (4214.583122 sec): 3 clusters Score: Raw -123508.064444 + Penalty 2503.477497 = -121004.586947 nChanged 115 SP:Iteration 6F (4214.628329 sec): 3 clusters Score: Raw -123682.879372 + Penalty 2503.477497 = -121179.401875 nChanged 114 SP:Iteration 7F (4214.663963 sec): 3 clusters Score: Raw -123852.172814 + Penalty 2503.477497 = -121348.695317 nChanged 93 SP:Iteration 8Q (4214.710931 sec): 3 clusters Score: Raw -124009.226656 + Penalty 2503.477497 = -121505.749159 nChanged 89 SP:Iteration 9Q (4214.763847 sec): 3 clusters Score: Raw -124124.581806 + Penalty 2503.477497 = -121621.104309 nChanged 53 SP:Iteration 10Q (4214.824716 sec): 3 clusters Score: Raw -124166.661073 + Penalty 2503.477497 = -121663.183577 nChanged 40 SP:Iteration 11Q (4214.865848 sec): 3 clusters Score: Raw -124204.177305 + Penalty 2503.477497 = -121700.699808 nChanged 32 SP:Iteration 12Q (4214.914500 sec): 3 clusters Score: Raw -124236.604127 + Penalty 2503.477497 = -121733.126631 nChanged 25 SP:Iteration 13Q (4214.968682 sec): 3 clusters Score: Raw -124251.870750 + Penalty 2503.477497 = -121748.393253 nChanged 16 SP:Iteration 14Q (4215.005847 sec): 3 clusters Score: Raw -124258.938529 + Penalty 2503.477497 = -121755.461032 nChanged 14 SP:Iteration 15Q (4215.061010 sec): 3 clusters Score: Raw -124265.667370 + Penalty 2503.477497 = -121762.189874 nChanged 8 SP:Iteration 16Q (4215.098460 sec): 3 clusters Score: Raw -124268.999880 + Penalty 2503.477497 = -121765.522383 nChanged 5 SP:Iteration 17Q (4215.142840 sec): 3 clusters Score: Raw -124270.477524 + Penalty 2503.477497 = -121767.000027 nChanged 2 SP:Iteration 18Q (4215.178659 sec): 3 clusters Score: Raw -124271.645498 + Penalty 2503.477497 = -121768.168002 nChanged 0 SP:Iteration 19F (4215.219349 sec): 3 clusters Score: Raw -124271.645498 + Penalty 2503.477497 = -121768.168002 nChanged 0 Trying to split cluster 31 (1730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4215.242570 sec): 2 clusters Score: Raw -118341.023482 + Penalty 1211.579962 = -117129.443520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4215.298767 sec): 3 clusters Score: Raw -117661.309050 + Penalty 2423.159923 = -115238.149126 nChanged 570 SP:Iteration 1F (4215.343474 sec): 3 clusters Score: Raw -118010.734665 + Penalty 2423.159923 = -115587.574741 nChanged 99 SP:Iteration 2F (4215.378995 sec): 3 clusters Score: Raw -118079.733070 + Penalty 2423.159923 = -115656.573147 nChanged 65 SP:Iteration 3Q (4215.426098 sec): 3 clusters Score: Raw -118127.402134 + Penalty 2423.159923 = -115704.242210 nChanged 51 SP:Iteration 4Q (4215.464677 sec): 3 clusters Score: Raw -118167.505076 + Penalty 2423.159923 = -115744.345152 nChanged 40 SP:Iteration 5Q (4215.502383 sec): 3 clusters Score: Raw -118194.547128 + Penalty 2423.159923 = -115771.387204 nChanged 33 SP:Iteration 6Q (4215.556018 sec): 3 clusters Score: Raw -118212.542816 + Penalty 2423.159923 = -115789.382893 nChanged 25 SP:Iteration 7Q (4215.605186 sec): 3 clusters Score: Raw -118228.494532 + Penalty 2423.159923 = -115805.334609 nChanged 15 SP:Iteration 8Q (4215.639922 sec): 3 clusters Score: Raw -118238.678958 + Penalty 2423.159923 = -115815.519035 nChanged 20 SP:Iteration 9Q (4215.685546 sec): 3 clusters Score: Raw -118251.308497 + Penalty 2423.159923 = -115828.148573 nChanged 19 SP:Iteration 10Q (4215.730842 sec): 3 clusters Score: Raw -118264.392060 + Penalty 2423.159923 = -115841.232136 nChanged 26 SP:Iteration 11Q (4215.782798 sec): 3 clusters Score: Raw -118281.961039 + Penalty 2423.159923 = -115858.801115 nChanged 19 SP:Iteration 12Q (4215.817713 sec): 3 clusters Score: Raw -118301.002340 + Penalty 2423.159923 = -115877.842417 nChanged 27 SP:Iteration 13Q (4215.868781 sec): 3 clusters Score: Raw -118320.952344 + Penalty 2423.159923 = -115897.792421 nChanged 26 SP:Iteration 14Q (4215.909313 sec): 3 clusters Score: Raw -118338.446091 + Penalty 2423.159923 = -115915.286168 nChanged 24 SP:Iteration 15Q (4215.952101 sec): 3 clusters Score: Raw -118358.152242 + Penalty 2423.159923 = -115934.992319 nChanged 27 SP:Iteration 16Q (4216.006399 sec): 3 clusters Score: Raw -118376.488884 + Penalty 2423.159923 = -115953.328961 nChanged 29 SP:Iteration 17Q (4216.047188 sec): 3 clusters Score: Raw -118395.662295 + Penalty 2423.159923 = -115972.502371 nChanged 30 SP:Iteration 18Q (4216.094773 sec): 3 clusters Score: Raw -118428.061527 + Penalty 2423.159923 = -116004.901603 nChanged 35 SP:Iteration 19Q (4216.140351 sec): 3 clusters Score: Raw -118453.179531 + Penalty 2423.159923 = -116030.019608 nChanged 20 SP:Iteration 20F (4216.187058 sec): 3 clusters Score: Raw -118466.002612 + Penalty 2423.159923 = -116042.842688 nChanged 27 SP:Iteration 21Q (4216.244134 sec): 3 clusters Score: Raw -118481.182875 + Penalty 2423.159923 = -116058.022951 nChanged 16 SP:Iteration 22Q (4216.299157 sec): 3 clusters Score: Raw -118489.200111 + Penalty 2423.159923 = -116066.040188 nChanged 14 SP:Iteration 23Q (4216.340277 sec): 3 clusters Score: Raw -118501.314824 + Penalty 2423.159923 = -116078.154901 nChanged 21 SP:Iteration 24Q (4216.397476 sec): 3 clusters Score: Raw -118519.521979 + Penalty 2423.159923 = -116096.362055 nChanged 22 SP:Iteration 25Q (4216.452043 sec): 3 clusters Score: Raw -118535.634579 + Penalty 2423.159923 = -116112.474656 nChanged 18 SP:Iteration 26Q (4216.490604 sec): 3 clusters Score: Raw -118549.830410 + Penalty 2423.159923 = -116126.670487 nChanged 18 SP:Iteration 27Q (4216.541598 sec): 3 clusters Score: Raw -118559.368744 + Penalty 2423.159923 = -116136.208821 nChanged 8 SP:Iteration 28Q (4216.590907 sec): 3 clusters Score: Raw -118564.281505 + Penalty 2423.159923 = -116141.121581 nChanged 11 SP:Iteration 29Q (4216.638803 sec): 3 clusters Score: Raw -118573.433502 + Penalty 2423.159923 = -116150.273579 nChanged 14 SP:Iteration 30Q (4216.686678 sec): 3 clusters Score: Raw -118582.351535 + Penalty 2423.159923 = -116159.191612 nChanged 7 SP:Iteration 31Q (4216.743439 sec): 3 clusters Score: Raw -118585.645296 + Penalty 2423.159923 = -116162.485373 nChanged 5 SP:Iteration 32Q (4216.791729 sec): 3 clusters Score: Raw -118588.654565 + Penalty 2423.159923 = -116165.494642 nChanged 5 SP:Iteration 33Q (4216.840062 sec): 3 clusters Score: Raw -118593.074466 + Penalty 2423.159923 = -116169.914543 nChanged 5 SP:Iteration 34Q (4216.889869 sec): 3 clusters Score: Raw -118598.073330 + Penalty 2423.159923 = -116174.913407 nChanged 5 SP:Iteration 35Q (4216.938789 sec): 3 clusters Score: Raw -118599.921345 + Penalty 2423.159923 = -116176.761421 nChanged 2 SP:Iteration 36Q (4216.988108 sec): 3 clusters Score: Raw -118600.732548 + Penalty 2423.159923 = -116177.572625 nChanged 0 SP:Iteration 37F (4217.039299 sec): 3 clusters Score: Raw -118600.732548 + Penalty 2423.159923 = -116177.572625 nChanged 0 Trying to split cluster 32 (21164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4217.094646 sec): 2 clusters Score: Raw -1377836.402809 + Penalty 1618.509247 = -1376217.893562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4217.176087 sec): 3 clusters Score: Raw -1365031.831716 + Penalty 3237.018494 = -1361794.813223 nChanged 9618 SP:Iteration 1F (4217.250842 sec): 3 clusters Score: Raw -1370424.997169 + Penalty 3237.018494 = -1367187.978675 nChanged 1223 SP:Iteration 2F (4217.326147 sec): 3 clusters Score: Raw -1370970.730600 + Penalty 3237.018494 = -1367733.712106 nChanged 1245 SP:Iteration 3F (4217.414488 sec): 3 clusters Score: Raw -1371599.063899 + Penalty 3237.018494 = -1368362.045405 nChanged 1273 SP:Iteration 4F (4217.487747 sec): 3 clusters Score: Raw -1372331.864272 + Penalty 3237.018494 = -1369094.845778 nChanged 1324 SP:Iteration 5F (4217.570345 sec): 3 clusters Score: Raw -1373190.809998 + Penalty 3237.018494 = -1369953.791504 nChanged 1372 SP:Iteration 6F (4217.656866 sec): 3 clusters Score: Raw -1374251.423948 + Penalty 3237.018494 = -1371014.405454 nChanged 1351 SP:Iteration 7F (4217.737003 sec): 3 clusters Score: Raw -1375367.237403 + Penalty 3237.018494 = -1372130.218909 nChanged 1111 SP:Iteration 8F (4217.810704 sec): 3 clusters Score: Raw -1376337.702079 + Penalty 3237.018494 = -1373100.683585 nChanged 827 SP:Iteration 9Q (4217.898399 sec): 3 clusters Score: Raw -1377076.970811 + Penalty 3237.018494 = -1373839.952318 nChanged 516 SP:Iteration 10Q (4217.967671 sec): 3 clusters Score: Raw -1377511.015801 + Penalty 3237.018494 = -1374273.997308 nChanged 298 SP:Iteration 11Q (4218.046587 sec): 3 clusters Score: Raw -1377758.813777 + Penalty 3237.018494 = -1374521.795283 nChanged 200 SP:Iteration 12Q (4218.125674 sec): 3 clusters Score: Raw -1377922.251111 + Penalty 3237.018494 = -1374685.232618 nChanged 114 SP:Iteration 13Q (4218.202099 sec): 3 clusters Score: Raw -1378017.264854 + Penalty 3237.018494 = -1374780.246360 nChanged 58 SP:Iteration 14Q (4218.272542 sec): 3 clusters Score: Raw -1378053.774381 + Penalty 3237.018494 = -1374816.755887 nChanged 28 SP:Iteration 15Q (4218.346475 sec): 3 clusters Score: Raw -1378071.165377 + Penalty 3237.018494 = -1374834.146883 nChanged 23 SP:Iteration 16Q (4218.434268 sec): 3 clusters Score: Raw -1378082.449594 + Penalty 3237.018494 = -1374845.431100 nChanged 14 SP:Iteration 17Q (4218.513690 sec): 3 clusters Score: Raw -1378090.733218 + Penalty 3237.018494 = -1374853.714725 nChanged 9 SP:Iteration 18Q (4218.577766 sec): 3 clusters Score: Raw -1378098.857509 + Penalty 3237.018494 = -1374861.839016 nChanged 11 SP:Iteration 19Q (4218.662862 sec): 3 clusters Score: Raw -1378107.136171 + Penalty 3237.018494 = -1374870.117677 nChanged 10 SP:Iteration 20F (4218.749528 sec): 3 clusters Score: Raw -1378116.156572 + Penalty 3237.018494 = -1374879.138078 nChanged 8 SP:Iteration 21Q (4218.825451 sec): 3 clusters Score: Raw -1378120.193969 + Penalty 3237.018494 = -1374883.175475 nChanged 4 SP:Iteration 22Q (4218.889862 sec): 3 clusters Score: Raw -1378125.167751 + Penalty 3237.018494 = -1374888.149257 nChanged 3 SP:Iteration 23Q (4218.980425 sec): 3 clusters Score: Raw -1378127.156475 + Penalty 3237.018494 = -1374890.137981 nChanged 5 SP:Iteration 24Q (4219.057175 sec): 3 clusters Score: Raw -1378132.083526 + Penalty 3237.018494 = -1374895.065032 nChanged 2 SP:Iteration 25Q (4219.129846 sec): 3 clusters Score: Raw -1378133.756544 + Penalty 3237.018494 = -1374896.738050 nChanged 1 SP:Iteration 26Q (4219.194714 sec): 3 clusters Score: Raw -1378134.339902 + Penalty 3237.018494 = -1374897.321408 nChanged 1 SP:Iteration 27Q (4219.282655 sec): 3 clusters Score: Raw -1378134.741911 + Penalty 3237.018494 = -1374897.723417 nChanged 0 SP:Iteration 28F (4219.355604 sec): 3 clusters Score: Raw -1378134.741911 + Penalty 3237.018494 = -1374897.723417 nChanged 0 Trying to split cluster 33 (2046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4219.395121 sec): 2 clusters Score: Raw -117108.184908 + Penalty 1238.841816 = -115869.343091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4219.439288 sec): 3 clusters Score: Raw -116226.648932 + Penalty 2477.683633 = -113748.965299 nChanged 715 SP:Iteration 1F (4219.479021 sec): 3 clusters Score: Raw -116729.650579 + Penalty 2477.683633 = -114251.966946 nChanged 171 SP:Iteration 2F (4219.544463 sec): 3 clusters Score: Raw -116927.147754 + Penalty 2477.683633 = -114449.464121 nChanged 150 SP:Iteration 3F (4219.597165 sec): 3 clusters Score: Raw -117095.175266 + Penalty 2477.683633 = -114617.491633 nChanged 117 SP:Iteration 4F (4219.647672 sec): 3 clusters Score: Raw -117231.786148 + Penalty 2477.683633 = -114754.102515 nChanged 106 SP:Iteration 5F (4219.697372 sec): 3 clusters Score: Raw -117350.566810 + Penalty 2477.683633 = -114872.883177 nChanged 91 SP:Iteration 6Q (4219.734577 sec): 3 clusters Score: Raw -117455.574890 + Penalty 2477.683633 = -114977.891257 nChanged 83 SP:Iteration 7Q (4219.788939 sec): 3 clusters Score: Raw -117542.054061 + Penalty 2477.683633 = -115064.370428 nChanged 59 SP:Iteration 8Q (4219.844097 sec): 3 clusters Score: Raw -117597.767672 + Penalty 2477.683633 = -115120.084039 nChanged 43 SP:Iteration 9Q (4219.890951 sec): 3 clusters Score: Raw -117637.350939 + Penalty 2477.683633 = -115159.667307 nChanged 28 SP:Iteration 10Q (4219.940964 sec): 3 clusters Score: Raw -117656.300608 + Penalty 2477.683633 = -115178.616975 nChanged 12 SP:Iteration 11Q (4219.982345 sec): 3 clusters Score: Raw -117665.677774 + Penalty 2477.683633 = -115187.994141 nChanged 18 SP:Iteration 12Q (4220.031249 sec): 3 clusters Score: Raw -117677.583317 + Penalty 2477.683633 = -115199.899684 nChanged 12 SP:Iteration 13Q (4220.074735 sec): 3 clusters Score: Raw -117686.000701 + Penalty 2477.683633 = -115208.317069 nChanged 10 SP:Iteration 14Q (4220.116572 sec): 3 clusters Score: Raw -117691.250246 + Penalty 2477.683633 = -115213.566613 nChanged 7 SP:Iteration 15Q (4220.159350 sec): 3 clusters Score: Raw -117696.467743 + Penalty 2477.683633 = -115218.784110 nChanged 5 SP:Iteration 16Q (4220.205464 sec): 3 clusters Score: Raw -117699.011853 + Penalty 2477.683633 = -115221.328220 nChanged 9 SP:Iteration 17Q (4220.248679 sec): 3 clusters Score: Raw -117702.975542 + Penalty 2477.683633 = -115225.291909 nChanged 3 SP:Iteration 18Q (4220.279905 sec): 3 clusters Score: Raw -117704.048436 + Penalty 2477.683633 = -115226.364803 nChanged 5 SP:Iteration 19Q (4220.319896 sec): 3 clusters Score: Raw -117708.144594 + Penalty 2477.683633 = -115230.460962 nChanged 1 SP:Iteration 20F (4220.358775 sec): 3 clusters Score: Raw -117708.550873 + Penalty 2477.683633 = -115230.867240 nChanged 0 Trying to split cluster 34 (21294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4220.412291 sec): 2 clusters Score: Raw -1452455.717235 + Penalty 1619.504351 = -1450836.212884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4220.501878 sec): 3 clusters Score: Raw -1439748.682122 + Penalty 3239.008702 = -1436509.673419 nChanged 9571 SP:Iteration 1F (4220.577994 sec): 3 clusters Score: Raw -1445295.299347 + Penalty 3239.008702 = -1442056.290645 nChanged 1197 SP:Iteration 2F (4220.655513 sec): 3 clusters Score: Raw -1445787.041263 + Penalty 3239.008702 = -1442548.032561 nChanged 1057 SP:Iteration 3Q (4220.724796 sec): 3 clusters Score: Raw -1446209.089088 + Penalty 3239.008702 = -1442970.080386 nChanged 957 SP:Iteration 4Q (4220.812859 sec): 3 clusters Score: Raw -1446616.582235 + Penalty 3239.008702 = -1443377.573533 nChanged 934 SP:Iteration 5Q (4220.890925 sec): 3 clusters Score: Raw -1447043.801474 + Penalty 3239.008702 = -1443804.792772 nChanged 989 SP:Iteration 6Q (4220.979253 sec): 3 clusters Score: Raw -1447526.092900 + Penalty 3239.008702 = -1444287.084198 nChanged 1004 SP:Iteration 7Q (4221.051245 sec): 3 clusters Score: Raw -1448066.371744 + Penalty 3239.008702 = -1444827.363042 nChanged 1047 SP:Iteration 8Q (4221.131931 sec): 3 clusters Score: Raw -1448683.068924 + Penalty 3239.008702 = -1445444.060222 nChanged 1043 SP:Iteration 9Q (4221.222791 sec): 3 clusters Score: Raw -1449288.947800 + Penalty 3239.008702 = -1446049.939098 nChanged 960 SP:Iteration 10Q (4221.299356 sec): 3 clusters Score: Raw -1449851.309853 + Penalty 3239.008702 = -1446612.301151 nChanged 813 SP:Iteration 11Q (4221.384067 sec): 3 clusters Score: Raw -1450281.626613 + Penalty 3239.008702 = -1447042.617911 nChanged 687 SP:Iteration 12Q (4221.462135 sec): 3 clusters Score: Raw -1450625.878858 + Penalty 3239.008702 = -1447386.870156 nChanged 576 SP:Iteration 13Q (4221.552025 sec): 3 clusters Score: Raw -1450873.409847 + Penalty 3239.008702 = -1447634.401145 nChanged 444 SP:Iteration 14Q (4221.632938 sec): 3 clusters Score: Raw -1451049.533758 + Penalty 3239.008702 = -1447810.525056 nChanged 364 SP:Iteration 15Q (4221.719502 sec): 3 clusters Score: Raw -1451186.887423 + Penalty 3239.008702 = -1447947.878721 nChanged 315 SP:Iteration 16Q (4221.801285 sec): 3 clusters Score: Raw -1451291.351890 + Penalty 3239.008702 = -1448052.343187 nChanged 271 SP:Iteration 17Q (4221.888253 sec): 3 clusters Score: Raw -1451378.565213 + Penalty 3239.008702 = -1448139.556511 nChanged 249 SP:Iteration 18Q (4221.978488 sec): 3 clusters Score: Raw -1451448.683683 + Penalty 3239.008702 = -1448209.674981 nChanged 193 SP:Iteration 19Q (4222.056819 sec): 3 clusters Score: Raw -1451501.948851 + Penalty 3239.008702 = -1448262.940149 nChanged 197 SP:Iteration 20F (4222.145350 sec): 3 clusters Score: Raw -1451557.768591 + Penalty 3239.008702 = -1448318.759889 nChanged 177 SP:Iteration 21Q (4222.228646 sec): 3 clusters Score: Raw -1451599.983699 + Penalty 3239.008702 = -1448360.974997 nChanged 139 SP:Iteration 22Q (4222.310874 sec): 3 clusters Score: Raw -1451632.033839 + Penalty 3239.008702 = -1448393.025137 nChanged 140 SP:Iteration 23Q (4222.398005 sec): 3 clusters Score: Raw -1451662.985619 + Penalty 3239.008702 = -1448423.976917 nChanged 120 SP:Iteration 24Q (4222.479401 sec): 3 clusters Score: Raw -1451689.876977 + Penalty 3239.008702 = -1448450.868275 nChanged 122 SP:Iteration 25Q (4222.565539 sec): 3 clusters Score: Raw -1451716.614522 + Penalty 3239.008702 = -1448477.605820 nChanged 120 SP:Iteration 26Q (4222.643161 sec): 3 clusters Score: Raw -1451748.356577 + Penalty 3239.008702 = -1448509.347875 nChanged 132 SP:Iteration 27Q (4222.728636 sec): 3 clusters Score: Raw -1451782.284313 + Penalty 3239.008702 = -1448543.275611 nChanged 115 SP:Iteration 28Q (4222.808947 sec): 3 clusters Score: Raw -1451805.225573 + Penalty 3239.008702 = -1448566.216871 nChanged 103 SP:Iteration 29Q (4222.893836 sec): 3 clusters Score: Raw -1451823.876993 + Penalty 3239.008702 = -1448584.868291 nChanged 99 SP:Iteration 30Q (4222.979392 sec): 3 clusters Score: Raw -1451843.419740 + Penalty 3239.008702 = -1448604.411038 nChanged 98 SP:Iteration 31Q (4223.052486 sec): 3 clusters Score: Raw -1451862.494673 + Penalty 3239.008702 = -1448623.485971 nChanged 84 SP:Iteration 32Q (4223.137281 sec): 3 clusters Score: Raw -1451878.468967 + Penalty 3239.008702 = -1448639.460265 nChanged 80 SP:Iteration 33Q (4223.218580 sec): 3 clusters Score: Raw -1451896.337831 + Penalty 3239.008702 = -1448657.329129 nChanged 83 SP:Iteration 34Q (4223.302089 sec): 3 clusters Score: Raw -1451914.258864 + Penalty 3239.008702 = -1448675.250162 nChanged 89 SP:Iteration 35Q (4223.383596 sec): 3 clusters Score: Raw -1451932.983799 + Penalty 3239.008702 = -1448693.975096 nChanged 89 SP:Iteration 36Q (4223.465288 sec): 3 clusters Score: Raw -1451954.379101 + Penalty 3239.008702 = -1448715.370399 nChanged 97 SP:Iteration 37Q (4223.552913 sec): 3 clusters Score: Raw -1451976.974529 + Penalty 3239.008702 = -1448737.965827 nChanged 94 SP:Iteration 38Q (4223.631135 sec): 3 clusters Score: Raw -1452001.040547 + Penalty 3239.008702 = -1448762.031845 nChanged 97 SP:Iteration 39Q (4223.712268 sec): 3 clusters Score: Raw -1452027.445000 + Penalty 3239.008702 = -1448788.436298 nChanged 103 SP:Iteration 40F (4223.796061 sec): 3 clusters Score: Raw -1452057.144515 + Penalty 3239.008702 = -1448818.135813 nChanged 101 SP:Iteration 41Q (4223.877214 sec): 3 clusters Score: Raw -1452087.153833 + Penalty 3239.008702 = -1448848.145131 nChanged 97 SP:Iteration 42Q (4223.955763 sec): 3 clusters Score: Raw -1452113.253797 + Penalty 3239.008702 = -1448874.245095 nChanged 92 SP:Iteration 43Q (4224.036721 sec): 3 clusters Score: Raw -1452141.060158 + Penalty 3239.008702 = -1448902.051456 nChanged 78 SP:Iteration 44Q (4224.117366 sec): 3 clusters Score: Raw -1452163.077535 + Penalty 3239.008702 = -1448924.068833 nChanged 79 SP:Iteration 45Q (4224.194879 sec): 3 clusters Score: Raw -1452184.928040 + Penalty 3239.008702 = -1448945.919338 nChanged 77 SP:Iteration 46Q (4224.279344 sec): 3 clusters Score: Raw -1452215.781555 + Penalty 3239.008702 = -1448976.772853 nChanged 85 SP:Iteration 47Q (4224.360977 sec): 3 clusters Score: Raw -1452257.160774 + Penalty 3239.008702 = -1449018.152072 nChanged 104 SP:Iteration 48Q (4224.441458 sec): 3 clusters Score: Raw -1452311.682670 + Penalty 3239.008702 = -1449072.673968 nChanged 97 SP:Iteration 49Q (4224.521329 sec): 3 clusters Score: Raw -1452349.058393 + Penalty 3239.008702 = -1449110.049691 nChanged 79 SP:Iteration 50Q (4224.599139 sec): 3 clusters Score: Raw -1452372.416799 + Penalty 3239.008702 = -1449133.408096 nChanged 77 SP:Iteration 51Q (4224.668911 sec): 3 clusters Score: Raw -1452402.043293 + Penalty 3239.008702 = -1449163.034591 nChanged 87 SP:Iteration 52Q (4224.754710 sec): 3 clusters Score: Raw -1452442.590284 + Penalty 3239.008702 = -1449203.581582 nChanged 90 SP:Iteration 53Q (4224.831217 sec): 3 clusters Score: Raw -1452483.615218 + Penalty 3239.008702 = -1449244.606516 nChanged 84 SP:Iteration 54Q (4224.896666 sec): 3 clusters Score: Raw -1452516.514784 + Penalty 3239.008702 = -1449277.506081 nChanged 65 SP:Iteration 55Q (4224.976430 sec): 3 clusters Score: Raw -1452541.279628 + Penalty 3239.008702 = -1449302.270925 nChanged 56 SP:Iteration 56Q (4225.056655 sec): 3 clusters Score: Raw -1452562.063372 + Penalty 3239.008702 = -1449323.054670 nChanged 53 SP:Iteration 57Q (4225.135330 sec): 3 clusters Score: Raw -1452576.759862 + Penalty 3239.008702 = -1449337.751160 nChanged 46 SP:Iteration 58Q (4225.216993 sec): 3 clusters Score: Raw -1452592.740523 + Penalty 3239.008702 = -1449353.731821 nChanged 44 SP:Iteration 59Q (4225.300125 sec): 3 clusters Score: Raw -1452610.940949 + Penalty 3239.008702 = -1449371.932247 nChanged 53 SP:Iteration 60F (4225.383129 sec): 3 clusters Score: Raw -1452635.443395 + Penalty 3239.008702 = -1449396.434693 nChanged 51 SP:Iteration 61Q (4225.457959 sec): 3 clusters Score: Raw -1452656.262600 + Penalty 3239.008702 = -1449417.253898 nChanged 37 SP:Iteration 62Q (4225.529573 sec): 3 clusters Score: Raw -1452668.214896 + Penalty 3239.008702 = -1449429.206194 nChanged 33 SP:Iteration 63Q (4225.603708 sec): 3 clusters Score: Raw -1452682.549247 + Penalty 3239.008702 = -1449443.540545 nChanged 44 SP:Iteration 64Q (4225.685883 sec): 3 clusters Score: Raw -1452698.614640 + Penalty 3239.008702 = -1449459.605938 nChanged 37 SP:Iteration 65Q (4225.762528 sec): 3 clusters Score: Raw -1452712.094332 + Penalty 3239.008702 = -1449473.085630 nChanged 34 SP:Iteration 66Q (4225.833583 sec): 3 clusters Score: Raw -1452722.346768 + Penalty 3239.008702 = -1449483.338066 nChanged 18 SP:Iteration 67Q (4225.911958 sec): 3 clusters Score: Raw -1452726.667591 + Penalty 3239.008702 = -1449487.658889 nChanged 15 SP:Iteration 68Q (4225.996486 sec): 3 clusters Score: Raw -1452732.427854 + Penalty 3239.008702 = -1449493.419152 nChanged 17 SP:Iteration 69Q (4226.077940 sec): 3 clusters Score: Raw -1452738.435999 + Penalty 3239.008702 = -1449499.427297 nChanged 18 SP:Iteration 70Q (4226.158656 sec): 3 clusters Score: Raw -1452743.901578 + Penalty 3239.008702 = -1449504.892876 nChanged 18 SP:Iteration 71Q (4226.235876 sec): 3 clusters Score: Raw -1452749.330583 + Penalty 3239.008702 = -1449510.321881 nChanged 22 SP:Iteration 72Q (4226.313421 sec): 3 clusters Score: Raw -1452755.435575 + Penalty 3239.008702 = -1449516.426872 nChanged 19 SP:Iteration 73Q (4226.389717 sec): 3 clusters Score: Raw -1452763.968805 + Penalty 3239.008702 = -1449524.960102 nChanged 23 SP:Iteration 74Q (4226.456506 sec): 3 clusters Score: Raw -1452772.545178 + Penalty 3239.008702 = -1449533.536476 nChanged 28 SP:Iteration 75Q (4226.538218 sec): 3 clusters Score: Raw -1452779.906316 + Penalty 3239.008702 = -1449540.897614 nChanged 17 SP:Iteration 76Q (4226.621775 sec): 3 clusters Score: Raw -1452784.301824 + Penalty 3239.008702 = -1449545.293122 nChanged 17 SP:Iteration 77Q (4226.700746 sec): 3 clusters Score: Raw -1452788.655845 + Penalty 3239.008702 = -1449549.647143 nChanged 18 SP:Iteration 78Q (4226.778688 sec): 3 clusters Score: Raw -1452792.394971 + Penalty 3239.008702 = -1449553.386268 nChanged 13 SP:Iteration 79Q (4226.856560 sec): 3 clusters Score: Raw -1452796.072215 + Penalty 3239.008702 = -1449557.063513 nChanged 17 SP:Iteration 80F (4226.940909 sec): 3 clusters Score: Raw -1452799.705417 + Penalty 3239.008702 = -1449560.696715 nChanged 14 SP:Iteration 81Q (4227.012301 sec): 3 clusters Score: Raw -1452803.595362 + Penalty 3239.008702 = -1449564.586660 nChanged 17 SP:Iteration 82Q (4227.080527 sec): 3 clusters Score: Raw -1452808.595121 + Penalty 3239.008702 = -1449569.586419 nChanged 14 SP:Iteration 83Q (4227.146636 sec): 3 clusters Score: Raw -1452812.736397 + Penalty 3239.008702 = -1449573.727695 nChanged 12 SP:Iteration 84Q (4227.225501 sec): 3 clusters Score: Raw -1452817.172633 + Penalty 3239.008702 = -1449578.163931 nChanged 12 SP:Iteration 85Q (4227.297566 sec): 3 clusters Score: Raw -1452820.759660 + Penalty 3239.008702 = -1449581.750958 nChanged 10 SP:Iteration 86Q (4227.381713 sec): 3 clusters Score: Raw -1452823.825436 + Penalty 3239.008702 = -1449584.816734 nChanged 7 SP:Iteration 87Q (4227.458330 sec): 3 clusters Score: Raw -1452826.493052 + Penalty 3239.008702 = -1449587.484350 nChanged 11 SP:Iteration 88Q (4227.531826 sec): 3 clusters Score: Raw -1452830.745754 + Penalty 3239.008702 = -1449591.737052 nChanged 16 SP:Iteration 89Q (4227.600776 sec): 3 clusters Score: Raw -1452835.456634 + Penalty 3239.008702 = -1449596.447932 nChanged 19 SP:Iteration 90Q (4227.688156 sec): 3 clusters Score: Raw -1452841.868670 + Penalty 3239.008702 = -1449602.859968 nChanged 17 SP:Iteration 91Q (4227.768719 sec): 3 clusters Score: Raw -1452849.712555 + Penalty 3239.008702 = -1449610.703853 nChanged 17 SP:Iteration 92Q (4227.839488 sec): 3 clusters Score: Raw -1452854.567001 + Penalty 3239.008702 = -1449615.558299 nChanged 14 SP:Iteration 93Q (4227.915843 sec): 3 clusters Score: Raw -1452859.869583 + Penalty 3239.008702 = -1449620.860881 nChanged 14 SP:Iteration 94Q (4227.981498 sec): 3 clusters Score: Raw -1452864.490171 + Penalty 3239.008702 = -1449625.481469 nChanged 13 SP:Iteration 95Q (4228.050383 sec): 3 clusters Score: Raw -1452867.808098 + Penalty 3239.008702 = -1449628.799396 nChanged 13 SP:Iteration 96Q (4228.123460 sec): 3 clusters Score: Raw -1452870.774234 + Penalty 3239.008702 = -1449631.765532 nChanged 10 SP:Iteration 97Q (4228.205907 sec): 3 clusters Score: Raw -1452873.313291 + Penalty 3239.008702 = -1449634.304589 nChanged 11 SP:Iteration 98Q (4228.275433 sec): 3 clusters Score: Raw -1452876.024060 + Penalty 3239.008702 = -1449637.015358 nChanged 7 SP:Iteration 99Q (4228.341073 sec): 3 clusters Score: Raw -1452877.036543 + Penalty 3239.008702 = -1449638.027841 nChanged 2 SP:Iteration 100F (4228.433788 sec): 3 clusters Score: Raw -1452877.510383 + Penalty 3239.008702 = -1449638.501681 nChanged 1 SP:Iteration 101Q (4228.499788 sec): 3 clusters Score: Raw -1452877.834798 + Penalty 3239.008702 = -1449638.826096 nChanged 2 SP:Iteration 102Q (4228.573141 sec): 3 clusters Score: Raw -1452878.437778 + Penalty 3239.008702 = -1449639.429075 nChanged 2 SP:Iteration 103Q (4228.656558 sec): 3 clusters Score: Raw -1452879.311219 + Penalty 3239.008702 = -1449640.302517 nChanged 2 SP:Iteration 104Q (4228.723515 sec): 3 clusters Score: Raw -1452879.776790 + Penalty 3239.008702 = -1449640.768088 nChanged 2 SP:Iteration 105Q (4228.806486 sec): 3 clusters Score: Raw -1452880.229705 + Penalty 3239.008702 = -1449641.221003 nChanged 0 SP:Iteration 106F (4228.893521 sec): 3 clusters Score: Raw -1452880.229705 + Penalty 3239.008702 = -1449641.221003 nChanged 0 Trying to split cluster 35 (3081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4228.923518 sec): 2 clusters Score: Raw -209273.230218 + Penalty 1305.364044 = -207967.866174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4228.962484 sec): 3 clusters Score: Raw -207806.605792 + Penalty 2610.728087 = -205195.877705 nChanged 1162 SP:Iteration 1F (4229.013753 sec): 3 clusters Score: Raw -208439.775533 + Penalty 2610.728087 = -205829.047446 nChanged 246 SP:Iteration 2F (4229.071118 sec): 3 clusters Score: Raw -208603.807477 + Penalty 2610.728087 = -205993.079390 nChanged 173 SP:Iteration 3F (4229.114912 sec): 3 clusters Score: Raw -208711.036063 + Penalty 2610.728087 = -206100.307976 nChanged 139 SP:Iteration 4Q (4229.170276 sec): 3 clusters Score: Raw -208794.131155 + Penalty 2610.728087 = -206183.403068 nChanged 119 SP:Iteration 5Q (4229.229649 sec): 3 clusters Score: Raw -208874.085559 + Penalty 2610.728087 = -206263.357472 nChanged 122 SP:Iteration 6Q (4229.274692 sec): 3 clusters Score: Raw -208960.929683 + Penalty 2610.728087 = -206350.201596 nChanged 112 SP:Iteration 7Q (4229.323907 sec): 3 clusters Score: Raw -209048.676650 + Penalty 2610.728087 = -206437.948563 nChanged 132 SP:Iteration 8Q (4229.379430 sec): 3 clusters Score: Raw -209153.307229 + Penalty 2610.728087 = -206542.579142 nChanged 107 SP:Iteration 9Q (4229.430019 sec): 3 clusters Score: Raw -209227.630229 + Penalty 2610.728087 = -206616.902142 nChanged 89 SP:Iteration 10Q (4229.487702 sec): 3 clusters Score: Raw -209285.860546 + Penalty 2610.728087 = -206675.132459 nChanged 68 SP:Iteration 11Q (4229.536704 sec): 3 clusters Score: Raw -209330.038467 + Penalty 2610.728087 = -206719.310380 nChanged 64 SP:Iteration 12Q (4229.589990 sec): 3 clusters Score: Raw -209374.209105 + Penalty 2610.728087 = -206763.481018 nChanged 61 SP:Iteration 13Q (4229.633715 sec): 3 clusters Score: Raw -209413.360650 + Penalty 2610.728087 = -206802.632563 nChanged 52 SP:Iteration 14Q (4229.697260 sec): 3 clusters Score: Raw -209439.027832 + Penalty 2610.728087 = -206828.299745 nChanged 38 SP:Iteration 15Q (4229.748757 sec): 3 clusters Score: Raw -209464.050965 + Penalty 2610.728087 = -206853.322878 nChanged 35 SP:Iteration 16Q (4229.792561 sec): 3 clusters Score: Raw -209485.407671 + Penalty 2610.728087 = -206874.679584 nChanged 37 SP:Iteration 17Q (4229.847805 sec): 3 clusters Score: Raw -209500.833816 + Penalty 2610.728087 = -206890.105729 nChanged 20 SP:Iteration 18Q (4229.898327 sec): 3 clusters Score: Raw -209509.242053 + Penalty 2610.728087 = -206898.513966 nChanged 13 SP:Iteration 19Q (4229.955770 sec): 3 clusters Score: Raw -209513.696690 + Penalty 2610.728087 = -206902.968603 nChanged 14 SP:Iteration 20F (4230.009284 sec): 3 clusters Score: Raw -209521.134382 + Penalty 2610.728087 = -206910.406295 nChanged 21 SP:Iteration 21Q (4230.061663 sec): 3 clusters Score: Raw -209534.334260 + Penalty 2610.728087 = -206923.606173 nChanged 21 SP:Iteration 22Q (4230.107517 sec): 3 clusters Score: Raw -209548.407260 + Penalty 2610.728087 = -206937.679173 nChanged 22 SP:Iteration 23Q (4230.156281 sec): 3 clusters Score: Raw -209559.428987 + Penalty 2610.728087 = -206948.700900 nChanged 11 SP:Iteration 24Q (4230.209206 sec): 3 clusters Score: Raw -209563.455776 + Penalty 2610.728087 = -206952.727689 nChanged 8 SP:Iteration 25Q (4230.253058 sec): 3 clusters Score: Raw -209566.763416 + Penalty 2610.728087 = -206956.035329 nChanged 6 SP:Iteration 26Q (4230.305701 sec): 3 clusters Score: Raw -209569.118488 + Penalty 2610.728087 = -206958.390401 nChanged 6 SP:Iteration 27Q (4230.353395 sec): 3 clusters Score: Raw -209571.088467 + Penalty 2610.728087 = -206960.360380 nChanged 5 SP:Iteration 28Q (4230.407347 sec): 3 clusters Score: Raw -209572.787075 + Penalty 2610.728087 = -206962.058988 nChanged 6 SP:Iteration 29Q (4230.450052 sec): 3 clusters Score: Raw -209574.626976 + Penalty 2610.728087 = -206963.898889 nChanged 3 SP:Iteration 30Q (4230.505460 sec): 3 clusters Score: Raw -209575.713138 + Penalty 2610.728087 = -206964.985051 nChanged 2 SP:Iteration 31Q (4230.546564 sec): 3 clusters Score: Raw -209576.219338 + Penalty 2610.728087 = -206965.491251 nChanged 5 SP:Iteration 32Q (4230.602942 sec): 3 clusters Score: Raw -209577.404759 + Penalty 2610.728087 = -206966.676672 nChanged 3 SP:Iteration 33Q (4230.657995 sec): 3 clusters Score: Raw -209578.999189 + Penalty 2610.728087 = -206968.271102 nChanged 4 SP:Iteration 34Q (4230.707818 sec): 3 clusters Score: Raw -209580.140122 + Penalty 2610.728087 = -206969.412035 nChanged 5 SP:Iteration 35Q (4230.766998 sec): 3 clusters Score: Raw -209582.577505 + Penalty 2610.728087 = -206971.849418 nChanged 4 SP:Iteration 36Q (4230.807562 sec): 3 clusters Score: Raw -209583.838616 + Penalty 2610.728087 = -206973.110529 nChanged 3 SP:Iteration 37Q (4230.867593 sec): 3 clusters Score: Raw -209584.794172 + Penalty 2610.728087 = -206974.066085 nChanged 0 SP:Iteration 38F (4230.911017 sec): 3 clusters Score: Raw -209584.794172 + Penalty 2610.728087 = -206974.066085 nChanged 0 Trying to split cluster 36 (5639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4230.957724 sec): 2 clusters Score: Raw -384297.408242 + Penalty 1403.587579 = -382893.820663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4231.002592 sec): 3 clusters Score: Raw -381309.568626 + Penalty 2807.175158 = -378502.393468 nChanged 2310 SP:Iteration 1F (4231.064126 sec): 3 clusters Score: Raw -382731.276679 + Penalty 2807.175158 = -379924.101522 nChanged 450 SP:Iteration 2F (4231.119422 sec): 3 clusters Score: Raw -383007.268343 + Penalty 2807.175158 = -380200.093185 nChanged 370 SP:Iteration 3F (4231.173551 sec): 3 clusters Score: Raw -383216.234274 + Penalty 2807.175158 = -380409.059116 nChanged 255 SP:Iteration 4Q (4231.230226 sec): 3 clusters Score: Raw -383372.753358 + Penalty 2807.175158 = -380565.578200 nChanged 237 SP:Iteration 5Q (4231.286593 sec): 3 clusters Score: Raw -383520.461665 + Penalty 2807.175158 = -380713.286508 nChanged 243 SP:Iteration 6Q (4231.332064 sec): 3 clusters Score: Raw -383683.641556 + Penalty 2807.175158 = -380876.466398 nChanged 230 SP:Iteration 7Q (4231.392205 sec): 3 clusters Score: Raw -383849.565924 + Penalty 2807.175158 = -381042.390766 nChanged 231 SP:Iteration 8Q (4231.451848 sec): 3 clusters Score: Raw -384004.022732 + Penalty 2807.175158 = -381196.847575 nChanged 211 SP:Iteration 9Q (4231.498764 sec): 3 clusters Score: Raw -384157.157349 + Penalty 2807.175158 = -381349.982191 nChanged 194 SP:Iteration 10Q (4231.551745 sec): 3 clusters Score: Raw -384299.744528 + Penalty 2807.175158 = -381492.569371 nChanged 168 SP:Iteration 11Q (4231.605261 sec): 3 clusters Score: Raw -384423.252372 + Penalty 2807.175158 = -381616.077214 nChanged 129 SP:Iteration 12Q (4231.655130 sec): 3 clusters Score: Raw -384501.455133 + Penalty 2807.175158 = -381694.279975 nChanged 72 SP:Iteration 13Q (4231.719007 sec): 3 clusters Score: Raw -384541.311800 + Penalty 2807.175158 = -381734.136642 nChanged 65 SP:Iteration 14Q (4231.768238 sec): 3 clusters Score: Raw -384574.071640 + Penalty 2807.175158 = -381766.896482 nChanged 59 SP:Iteration 15Q (4231.825552 sec): 3 clusters Score: Raw -384601.432711 + Penalty 2807.175158 = -381794.257553 nChanged 35 SP:Iteration 16Q (4231.889470 sec): 3 clusters Score: Raw -384616.412269 + Penalty 2807.175158 = -381809.237111 nChanged 29 SP:Iteration 17Q (4231.946027 sec): 3 clusters Score: Raw -384629.174938 + Penalty 2807.175158 = -381821.999780 nChanged 31 SP:Iteration 18Q (4231.999961 sec): 3 clusters Score: Raw -384641.667825 + Penalty 2807.175158 = -381834.492667 nChanged 25 SP:Iteration 19Q (4232.057570 sec): 3 clusters Score: Raw -384652.199357 + Penalty 2807.175158 = -381845.024199 nChanged 21 SP:Iteration 20F (4232.112807 sec): 3 clusters Score: Raw -384661.610299 + Penalty 2807.175158 = -381854.435141 nChanged 28 SP:Iteration 21Q (4232.172825 sec): 3 clusters Score: Raw -384675.950691 + Penalty 2807.175158 = -381868.775533 nChanged 31 SP:Iteration 22Q (4232.232124 sec): 3 clusters Score: Raw -384690.799504 + Penalty 2807.175158 = -381883.624346 nChanged 23 SP:Iteration 23Q (4232.285563 sec): 3 clusters Score: Raw -384700.051491 + Penalty 2807.175158 = -381892.876333 nChanged 20 SP:Iteration 24Q (4232.337078 sec): 3 clusters Score: Raw -384710.354532 + Penalty 2807.175158 = -381903.179374 nChanged 21 SP:Iteration 25Q (4232.383800 sec): 3 clusters Score: Raw -384718.318034 + Penalty 2807.175158 = -381911.142876 nChanged 16 SP:Iteration 26Q (4232.436314 sec): 3 clusters Score: Raw -384727.551572 + Penalty 2807.175158 = -381920.376414 nChanged 20 SP:Iteration 27Q (4232.500326 sec): 3 clusters Score: Raw -384739.486193 + Penalty 2807.175158 = -381932.311036 nChanged 18 SP:Iteration 28Q (4232.553270 sec): 3 clusters Score: Raw -384747.013574 + Penalty 2807.175158 = -381939.838417 nChanged 10 SP:Iteration 29Q (4232.605043 sec): 3 clusters Score: Raw -384750.509625 + Penalty 2807.175158 = -381943.334467 nChanged 11 SP:Iteration 30Q (4232.644150 sec): 3 clusters Score: Raw -384754.085742 + Penalty 2807.175158 = -381946.910584 nChanged 9 SP:Iteration 31Q (4232.694056 sec): 3 clusters Score: Raw -384757.325710 + Penalty 2807.175158 = -381950.150552 nChanged 3 SP:Iteration 32Q (4232.749145 sec): 3 clusters Score: Raw -384758.546863 + Penalty 2807.175158 = -381951.371705 nChanged 3 SP:Iteration 33Q (4232.806006 sec): 3 clusters Score: Raw -384759.693196 + Penalty 2807.175158 = -381952.518038 nChanged 0 SP:Iteration 34F (4232.860574 sec): 3 clusters Score: Raw -384759.693196 + Penalty 2807.175158 = -381952.518038 nChanged 0 Iteration 499Q (4237.616297 sec): 37 clusters Score: Raw -32163468.255141 + Penalty 76786.113438 = -32086682.141703 nChanged 111 Iteration 500F (4249.366660 sec): 37 clusters Score: Raw -32163473.323075 + Penalty 76786.113438 = -32086687.209637 nChanged 102 Iteration 501Q (4254.154643 sec): 37 clusters Score: Raw -32163483.907750 + Penalty 76786.113438 = -32086697.794312 nChanged 104 Iteration 502Q (4259.068713 sec): 37 clusters Score: Raw -32163489.262222 + Penalty 76786.113438 = -32086703.148784 nChanged 108 Iteration 503Q (4263.800431 sec): 37 clusters Score: Raw -32163497.237920 + Penalty 76786.113438 = -32086711.124481 nChanged 96 Iteration 504Q (4268.895674 sec): 37 clusters Score: Raw -32163501.517246 + Penalty 76786.113438 = -32086715.403808 nChanged 86 Iteration 505Q (4273.845911 sec): 37 clusters Score: Raw -32163504.327526 + Penalty 76786.113438 = -32086718.214088 nChanged 83 Iteration 506Q (4278.877702 sec): 37 clusters Score: Raw -32163507.664308 + Penalty 76786.113438 = -32086721.550869 nChanged 72 Iteration 507Q (4283.828213 sec): 37 clusters Score: Raw -32163511.943163 + Penalty 76786.113438 = -32086725.829724 nChanged 63 Iteration 508Q (4288.551752 sec): 37 clusters Score: Raw -32163514.910946 + Penalty 76786.113438 = -32086728.797508 nChanged 56 Iteration 509Q (4293.550559 sec): 37 clusters Score: Raw -32163517.422118 + Penalty 76786.113438 = -32086731.308680 nChanged 60 Iteration 510Q (4298.606853 sec): 37 clusters Score: Raw -32163520.163854 + Penalty 76786.113438 = -32086734.050416 nChanged 50 Iteration 511Q (4303.332656 sec): 37 clusters Score: Raw -32163522.170712 + Penalty 76786.113438 = -32086736.057274 nChanged 54 Iteration 512Q (4307.888041 sec): 37 clusters Score: Raw -32163524.386205 + Penalty 76786.113438 = -32086738.272767 nChanged 50 Iteration 513Q (4312.984660 sec): 37 clusters Score: Raw -32163526.047693 + Penalty 76786.113438 = -32086739.934254 nChanged 49 Iteration 514Q (4317.518232 sec): 37 clusters Score: Raw -32163527.372345 + Penalty 76786.113438 = -32086741.258907 nChanged 38 Iteration 515Q (4322.465939 sec): 37 clusters Score: Raw -32163528.530273 + Penalty 76786.113438 = -32086742.416835 nChanged 35 Iteration 516Q (4327.394959 sec): 37 clusters Score: Raw -32163530.107118 + Penalty 76786.113438 = -32086743.993679 nChanged 24 Iteration 517Q (4332.330051 sec): 37 clusters Score: Raw -32163530.606582 + Penalty 76786.113438 = -32086744.493144 nChanged 18 Iteration 518Q (4337.362174 sec): 37 clusters Score: Raw -32163530.928990 + Penalty 76786.113438 = -32086744.815551 nChanged 13 Iteration 519Q (4342.362311 sec): 37 clusters Score: Raw -32163531.219459 + Penalty 76786.113438 = -32086745.106021 nChanged 15 Iteration 520F (4354.125911 sec): 37 clusters Score: Raw -32163531.448532 + Penalty 76786.113438 = -32086745.335094 nChanged 11 Iteration 521Q (4358.570973 sec): 37 clusters Score: Raw -32163531.783687 + Penalty 76786.113438 = -32086745.670248 nChanged 7 Iteration 522Q (4363.098430 sec): 37 clusters Score: Raw -32163531.875704 + Penalty 76786.113438 = -32086745.762266 nChanged 6 Iteration 523Q (4368.112304 sec): 37 clusters Score: Raw -32163532.042215 + Penalty 76786.113438 = -32086745.928777 nChanged 10 Iteration 524Q (4372.451811 sec): 37 clusters Score: Raw -32163532.267448 + Penalty 76786.113438 = -32086746.154010 nChanged 9 Iteration 525Q (4376.623754 sec): 37 clusters Score: Raw -32163532.530382 + Penalty 76786.113438 = -32086746.416944 nChanged 16 Iteration 526Q (4381.631245 sec): 37 clusters Score: Raw -32163532.923696 + Penalty 76786.113438 = -32086746.810257 nChanged 16 Iteration 527Q (4386.540059 sec): 37 clusters Score: Raw -32163533.164524 + Penalty 76786.113438 = -32086747.051085 nChanged 19 Iteration 528Q (4391.603336 sec): 37 clusters Score: Raw -32163533.521482 + Penalty 76786.113438 = -32086747.408043 nChanged 20 Iteration 529Q (4396.587549 sec): 37 clusters Score: Raw -32163533.841330 + Penalty 76786.113438 = -32086747.727891 nChanged 15 Iteration 530Q (4401.597126 sec): 37 clusters Score: Raw -32163534.252332 + Penalty 76786.113438 = -32086748.138894 nChanged 16 Iteration 531Q (4406.620017 sec): 37 clusters Score: Raw -32163534.542093 + Penalty 76786.113438 = -32086748.428654 nChanged 12 Iteration 532Q (4411.495653 sec): 37 clusters Score: Raw -32163534.840783 + Penalty 76786.113438 = -32086748.727344 nChanged 14 Iteration 533Q (4416.563015 sec): 37 clusters Score: Raw -32163535.233257 + Penalty 76786.113438 = -32086749.119818 nChanged 14 Iteration 534Q (4421.664276 sec): 37 clusters Score: Raw -32163535.800448 + Penalty 76786.113438 = -32086749.687009 nChanged 11 Iteration 535Q (4426.640743 sec): 37 clusters Score: Raw -32163536.362980 + Penalty 76786.113438 = -32086750.249541 nChanged 17 Iteration 536Q (4431.653618 sec): 37 clusters Score: Raw -32163537.406695 + Penalty 76786.113438 = -32086751.293257 nChanged 15 Iteration 537Q (4436.623344 sec): 37 clusters Score: Raw -32163537.888719 + Penalty 76786.113438 = -32086751.775280 nChanged 11 Iteration 538Q (4441.595855 sec): 37 clusters Score: Raw -32163538.491431 + Penalty 76786.113438 = -32086752.377993 nChanged 4 Writing temp clu file Because OldScore, -32086751.775280, is greater than current (better) Score,-32086752.377993 Compute initial score before splitting: Score: Raw -32163538.491431 + Penalty 76786.113438 = -32086752.377993 Trying to split cluster 1 (8747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4441.808831 sec): 2 clusters Score: Raw -603739.825101 + Penalty 1474.925735 = -602264.899366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4441.865721 sec): 3 clusters Score: Raw -598832.314071 + Penalty 2949.851471 = -595882.462600 nChanged 3737 SP:Iteration 1F (4441.923786 sec): 3 clusters Score: Raw -600835.043647 + Penalty 2949.851471 = -597885.192177 nChanged 565 SP:Iteration 2F (4441.976616 sec): 3 clusters Score: Raw -601133.591222 + Penalty 2949.851471 = -598183.739752 nChanged 546 SP:Iteration 3F (4442.037664 sec): 3 clusters Score: Raw -601493.206823 + Penalty 2949.851471 = -598543.355353 nChanged 523 SP:Iteration 4F (4442.098593 sec): 3 clusters Score: Raw -601877.037817 + Penalty 2949.851471 = -598927.186347 nChanged 522 SP:Iteration 5F (4442.162923 sec): 3 clusters Score: Raw -602216.445553 + Penalty 2949.851471 = -599266.594082 nChanged 491 SP:Iteration 6F (4442.207270 sec): 3 clusters Score: Raw -602532.350112 + Penalty 2949.851471 = -599582.498641 nChanged 474 SP:Iteration 7F (4442.261564 sec): 3 clusters Score: Raw -602827.183214 + Penalty 2949.851471 = -599877.331743 nChanged 374 SP:Iteration 8Q (4442.328657 sec): 3 clusters Score: Raw -603031.793175 + Penalty 2949.851471 = -600081.941705 nChanged 315 SP:Iteration 9Q (4442.389710 sec): 3 clusters Score: Raw -603185.418047 + Penalty 2949.851471 = -600235.566576 nChanged 238 SP:Iteration 10Q (4442.455492 sec): 3 clusters Score: Raw -603302.112950 + Penalty 2949.851471 = -600352.261479 nChanged 201 SP:Iteration 11Q (4442.508736 sec): 3 clusters Score: Raw -603393.660851 + Penalty 2949.851471 = -600443.809380 nChanged 167 SP:Iteration 12Q (4442.564649 sec): 3 clusters Score: Raw -603473.057341 + Penalty 2949.851471 = -600523.205870 nChanged 169 SP:Iteration 13Q (4442.629029 sec): 3 clusters Score: Raw -603561.112930 + Penalty 2949.851471 = -600611.261459 nChanged 156 SP:Iteration 14Q (4442.684909 sec): 3 clusters Score: Raw -603640.331082 + Penalty 2949.851471 = -600690.479611 nChanged 147 SP:Iteration 15Q (4442.744594 sec): 3 clusters Score: Raw -603708.283279 + Penalty 2949.851471 = -600758.431808 nChanged 125 SP:Iteration 16Q (4442.799522 sec): 3 clusters Score: Raw -603760.956321 + Penalty 2949.851471 = -600811.104850 nChanged 104 SP:Iteration 17Q (4442.858566 sec): 3 clusters Score: Raw -603802.843864 + Penalty 2949.851471 = -600852.992393 nChanged 91 SP:Iteration 18Q (4442.920328 sec): 3 clusters Score: Raw -603838.861813 + Penalty 2949.851471 = -600889.010343 nChanged 100 SP:Iteration 19Q (4442.980325 sec): 3 clusters Score: Raw -603879.923138 + Penalty 2949.851471 = -600930.071667 nChanged 95 SP:Iteration 20F (4443.040684 sec): 3 clusters Score: Raw -603918.726994 + Penalty 2949.851471 = -600968.875524 nChanged 88 SP:Iteration 21Q (4443.099843 sec): 3 clusters Score: Raw -603954.637022 + Penalty 2949.851471 = -601004.785551 nChanged 91 SP:Iteration 22Q (4443.147883 sec): 3 clusters Score: Raw -603995.374920 + Penalty 2949.851471 = -601045.523449 nChanged 110 SP:Iteration 23Q (4443.219525 sec): 3 clusters Score: Raw -604047.192125 + Penalty 2949.851471 = -601097.340654 nChanged 112 SP:Iteration 24Q (4443.280919 sec): 3 clusters Score: Raw -604099.125047 + Penalty 2949.851471 = -601149.273577 nChanged 105 SP:Iteration 25Q (4443.324950 sec): 3 clusters Score: Raw -604147.443087 + Penalty 2949.851471 = -601197.591617 nChanged 108 SP:Iteration 26Q (4443.392179 sec): 3 clusters Score: Raw -604199.232981 + Penalty 2949.851471 = -601249.381510 nChanged 107 SP:Iteration 27Q (4443.450807 sec): 3 clusters Score: Raw -604244.030334 + Penalty 2949.851471 = -601294.178863 nChanged 90 SP:Iteration 28Q (4443.504115 sec): 3 clusters Score: Raw -604282.290379 + Penalty 2949.851471 = -601332.438909 nChanged 65 SP:Iteration 29Q (4443.563312 sec): 3 clusters Score: Raw -604308.377024 + Penalty 2949.851471 = -601358.525553 nChanged 63 SP:Iteration 30Q (4443.623877 sec): 3 clusters Score: Raw -604333.798959 + Penalty 2949.851471 = -601383.947488 nChanged 56 SP:Iteration 31Q (4443.684486 sec): 3 clusters Score: Raw -604354.359524 + Penalty 2949.851471 = -601404.508053 nChanged 41 SP:Iteration 32Q (4443.745237 sec): 3 clusters Score: Raw -604374.704036 + Penalty 2949.851471 = -601424.852565 nChanged 40 SP:Iteration 33Q (4443.796305 sec): 3 clusters Score: Raw -604389.023047 + Penalty 2949.851471 = -601439.171576 nChanged 27 SP:Iteration 34Q (4443.854250 sec): 3 clusters Score: Raw -604398.380236 + Penalty 2949.851471 = -601448.528765 nChanged 27 SP:Iteration 35Q (4443.908959 sec): 3 clusters Score: Raw -604408.134006 + Penalty 2949.851471 = -601458.282535 nChanged 20 SP:Iteration 36Q (4443.965653 sec): 3 clusters Score: Raw -604415.426263 + Penalty 2949.851471 = -601465.574792 nChanged 18 SP:Iteration 37Q (4444.020789 sec): 3 clusters Score: Raw -604421.691814 + Penalty 2949.851471 = -601471.840343 nChanged 11 SP:Iteration 38Q (4444.065222 sec): 3 clusters Score: Raw -604424.946688 + Penalty 2949.851471 = -601475.095218 nChanged 12 SP:Iteration 39Q (4444.122832 sec): 3 clusters Score: Raw -604428.397284 + Penalty 2949.851471 = -601478.545814 nChanged 5 SP:Iteration 40F (4444.184671 sec): 3 clusters Score: Raw -604430.206318 + Penalty 2949.851471 = -601480.354848 nChanged 4 SP:Iteration 41Q (4444.251238 sec): 3 clusters Score: Raw -604430.893842 + Penalty 2949.851471 = -601481.042371 nChanged 5 SP:Iteration 42Q (4444.301175 sec): 3 clusters Score: Raw -604432.877255 + Penalty 2949.851471 = -601483.025784 nChanged 7 SP:Iteration 43Q (4444.366460 sec): 3 clusters Score: Raw -604435.086461 + Penalty 2949.851471 = -601485.234991 nChanged 8 SP:Iteration 44Q (4444.418432 sec): 3 clusters Score: Raw -604438.259701 + Penalty 2949.851471 = -601488.408230 nChanged 3 SP:Iteration 45Q (4444.481993 sec): 3 clusters Score: Raw -604438.872922 + Penalty 2949.851471 = -601489.021451 nChanged 2 SP:Iteration 46Q (4444.534490 sec): 3 clusters Score: Raw -604439.454029 + Penalty 2949.851471 = -601489.602558 nChanged 2 SP:Iteration 47Q (4444.595870 sec): 3 clusters Score: Raw -604439.847491 + Penalty 2949.851471 = -601489.996020 nChanged 1 SP:Iteration 48Q (4444.643014 sec): 3 clusters Score: Raw -604440.098108 + Penalty 2949.851471 = -601490.246638 nChanged 0 SP:Iteration 49F (4444.714891 sec): 3 clusters Score: Raw -604440.098108 + Penalty 2949.851471 = -601490.246638 nChanged 0 Trying to split cluster 2 (9968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4444.751473 sec): 2 clusters Score: Raw -654153.371999 + Penalty 1496.159477 = -652657.212523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4444.818434 sec): 3 clusters Score: Raw -648504.247009 + Penalty 2992.318953 = -645511.928056 nChanged 4262 SP:Iteration 1F (4444.877244 sec): 3 clusters Score: Raw -650747.837500 + Penalty 2992.318953 = -647755.518547 nChanged 587 SP:Iteration 2F (4444.941846 sec): 3 clusters Score: Raw -650994.589975 + Penalty 2992.318953 = -648002.271022 nChanged 530 SP:Iteration 3F (4444.994643 sec): 3 clusters Score: Raw -651232.016812 + Penalty 2992.318953 = -648239.697858 nChanged 503 SP:Iteration 4F (4445.058369 sec): 3 clusters Score: Raw -651475.256713 + Penalty 2992.318953 = -648482.937760 nChanged 541 SP:Iteration 5F (4445.114115 sec): 3 clusters Score: Raw -651760.466515 + Penalty 2992.318953 = -648768.147562 nChanged 582 SP:Iteration 6F (4445.185782 sec): 3 clusters Score: Raw -652113.900044 + Penalty 2992.318953 = -649121.581091 nChanged 596 SP:Iteration 7F (4445.234373 sec): 3 clusters Score: Raw -652522.295263 + Penalty 2992.318953 = -649529.976310 nChanged 560 SP:Iteration 8F (4445.303437 sec): 3 clusters Score: Raw -652935.450483 + Penalty 2992.318953 = -649943.131530 nChanged 529 SP:Iteration 9F (4445.353403 sec): 3 clusters Score: Raw -653378.308438 + Penalty 2992.318953 = -650385.989485 nChanged 465 SP:Iteration 10Q (4445.428862 sec): 3 clusters Score: Raw -653788.357149 + Penalty 2992.318953 = -650796.038196 nChanged 321 SP:Iteration 11Q (4445.491757 sec): 3 clusters Score: Raw -654067.935131 + Penalty 2992.318953 = -651075.616178 nChanged 193 SP:Iteration 12Q (4445.556444 sec): 3 clusters Score: Raw -654221.837735 + Penalty 2992.318953 = -651229.518782 nChanged 104 SP:Iteration 13Q (4445.615366 sec): 3 clusters Score: Raw -654299.204145 + Penalty 2992.318953 = -651306.885192 nChanged 57 SP:Iteration 14Q (4445.671657 sec): 3 clusters Score: Raw -654335.136671 + Penalty 2992.318953 = -651342.817718 nChanged 33 SP:Iteration 15Q (4445.727646 sec): 3 clusters Score: Raw -654358.074892 + Penalty 2992.318953 = -651365.755938 nChanged 26 SP:Iteration 16Q (4445.780704 sec): 3 clusters Score: Raw -654376.209321 + Penalty 2992.318953 = -651383.890368 nChanged 17 SP:Iteration 17Q (4445.842162 sec): 3 clusters Score: Raw -654391.380346 + Penalty 2992.318953 = -651399.061392 nChanged 13 SP:Iteration 18Q (4445.912189 sec): 3 clusters Score: Raw -654403.407556 + Penalty 2992.318953 = -651411.088602 nChanged 14 SP:Iteration 19Q (4445.961556 sec): 3 clusters Score: Raw -654417.194448 + Penalty 2992.318953 = -651424.875495 nChanged 9 SP:Iteration 20F (4446.035413 sec): 3 clusters Score: Raw -654425.991624 + Penalty 2992.318953 = -651433.672670 nChanged 4 SP:Iteration 21Q (4446.093164 sec): 3 clusters Score: Raw -654429.435360 + Penalty 2992.318953 = -651437.116407 nChanged 3 SP:Iteration 22Q (4446.139570 sec): 3 clusters Score: Raw -654431.856609 + Penalty 2992.318953 = -651439.537655 nChanged 3 SP:Iteration 23Q (4446.211724 sec): 3 clusters Score: Raw -654434.582978 + Penalty 2992.318953 = -651442.264025 nChanged 5 SP:Iteration 24Q (4446.260029 sec): 3 clusters Score: Raw -654439.067263 + Penalty 2992.318953 = -651446.748310 nChanged 3 SP:Iteration 25Q (4446.320736 sec): 3 clusters Score: Raw -654440.935953 + Penalty 2992.318953 = -651448.617000 nChanged 3 SP:Iteration 26Q (4446.375122 sec): 3 clusters Score: Raw -654443.642961 + Penalty 2992.318953 = -651451.324007 nChanged 3 SP:Iteration 27Q (4446.447040 sec): 3 clusters Score: Raw -654444.771066 + Penalty 2992.318953 = -651452.452112 nChanged 0 SP:Iteration 28F (4446.507118 sec): 3 clusters Score: Raw -654444.771066 + Penalty 2992.318953 = -651452.452112 nChanged 0 Trying to split cluster 3 (8164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4446.538613 sec): 2 clusters Score: Raw -557285.351852 + Penalty 1463.717048 = -555821.634804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4446.598970 sec): 3 clusters Score: Raw -552696.757059 + Penalty 2927.434095 = -549769.322964 nChanged 3478 SP:Iteration 1F (4446.646509 sec): 3 clusters Score: Raw -554553.976785 + Penalty 2927.434095 = -551626.542689 nChanged 518 SP:Iteration 2F (4446.703989 sec): 3 clusters Score: Raw -554775.298936 + Penalty 2927.434095 = -551847.864841 nChanged 423 SP:Iteration 3F (4446.762745 sec): 3 clusters Score: Raw -554956.410963 + Penalty 2927.434095 = -552028.976868 nChanged 344 SP:Iteration 4Q (4446.832757 sec): 3 clusters Score: Raw -555104.578665 + Penalty 2927.434095 = -552177.144570 nChanged 298 SP:Iteration 5Q (4446.889606 sec): 3 clusters Score: Raw -555240.679790 + Penalty 2927.434095 = -552313.245695 nChanged 297 SP:Iteration 6Q (4446.940534 sec): 3 clusters Score: Raw -555411.531057 + Penalty 2927.434095 = -552484.096962 nChanged 354 SP:Iteration 7Q (4447.004512 sec): 3 clusters Score: Raw -555617.082441 + Penalty 2927.434095 = -552689.648345 nChanged 352 SP:Iteration 8Q (4447.060937 sec): 3 clusters Score: Raw -555824.914568 + Penalty 2927.434095 = -552897.480473 nChanged 353 SP:Iteration 9Q (4447.119964 sec): 3 clusters Score: Raw -556023.118035 + Penalty 2927.434095 = -553095.683940 nChanged 308 SP:Iteration 10Q (4447.179192 sec): 3 clusters Score: Raw -556187.117912 + Penalty 2927.434095 = -553259.683817 nChanged 282 SP:Iteration 11Q (4447.226833 sec): 3 clusters Score: Raw -556336.916925 + Penalty 2927.434095 = -553409.482830 nChanged 258 SP:Iteration 12Q (4447.288192 sec): 3 clusters Score: Raw -556465.347789 + Penalty 2927.434095 = -553537.913694 nChanged 223 SP:Iteration 13Q (4447.353034 sec): 3 clusters Score: Raw -556556.757222 + Penalty 2927.434095 = -553629.323127 nChanged 183 SP:Iteration 14Q (4447.403074 sec): 3 clusters Score: Raw -556626.869407 + Penalty 2927.434095 = -553699.435312 nChanged 157 SP:Iteration 15Q (4447.471486 sec): 3 clusters Score: Raw -556679.850990 + Penalty 2927.434095 = -553752.416895 nChanged 153 SP:Iteration 16Q (4447.526874 sec): 3 clusters Score: Raw -556723.620107 + Penalty 2927.434095 = -553796.186011 nChanged 117 SP:Iteration 17Q (4447.585881 sec): 3 clusters Score: Raw -556752.608510 + Penalty 2927.434095 = -553825.174414 nChanged 83 SP:Iteration 18Q (4447.641096 sec): 3 clusters Score: Raw -556774.523006 + Penalty 2927.434095 = -553847.088911 nChanged 76 SP:Iteration 19Q (4447.700957 sec): 3 clusters Score: Raw -556794.842049 + Penalty 2927.434095 = -553867.407954 nChanged 89 SP:Iteration 20F (4447.759943 sec): 3 clusters Score: Raw -556817.670153 + Penalty 2927.434095 = -553890.236058 nChanged 77 SP:Iteration 21Q (4447.824036 sec): 3 clusters Score: Raw -556834.209247 + Penalty 2927.434095 = -553906.775151 nChanged 64 SP:Iteration 22Q (4447.875406 sec): 3 clusters Score: Raw -556846.299466 + Penalty 2927.434095 = -553918.865371 nChanged 48 SP:Iteration 23Q (4447.931411 sec): 3 clusters Score: Raw -556855.515273 + Penalty 2927.434095 = -553928.081178 nChanged 48 SP:Iteration 24Q (4447.988913 sec): 3 clusters Score: Raw -556866.785087 + Penalty 2927.434095 = -553939.350992 nChanged 47 SP:Iteration 25Q (4448.058448 sec): 3 clusters Score: Raw -556878.259265 + Penalty 2927.434095 = -553950.825170 nChanged 49 SP:Iteration 26Q (4448.113515 sec): 3 clusters Score: Raw -556889.501510 + Penalty 2927.434095 = -553962.067415 nChanged 54 SP:Iteration 27Q (4448.180592 sec): 3 clusters Score: Raw -556902.006582 + Penalty 2927.434095 = -553974.572487 nChanged 57 SP:Iteration 28Q (4448.228104 sec): 3 clusters Score: Raw -556915.246900 + Penalty 2927.434095 = -553987.812804 nChanged 62 SP:Iteration 29Q (4448.287634 sec): 3 clusters Score: Raw -556929.265599 + Penalty 2927.434095 = -554001.831504 nChanged 57 SP:Iteration 30Q (4448.350470 sec): 3 clusters Score: Raw -556941.653569 + Penalty 2927.434095 = -554014.219474 nChanged 49 SP:Iteration 31Q (4448.413512 sec): 3 clusters Score: Raw -556952.404642 + Penalty 2927.434095 = -554024.970547 nChanged 43 SP:Iteration 32Q (4448.475648 sec): 3 clusters Score: Raw -556960.119695 + Penalty 2927.434095 = -554032.685600 nChanged 50 SP:Iteration 33Q (4448.536781 sec): 3 clusters Score: Raw -556970.465866 + Penalty 2927.434095 = -554043.031771 nChanged 58 SP:Iteration 34Q (4448.589928 sec): 3 clusters Score: Raw -556983.507631 + Penalty 2927.434095 = -554056.073536 nChanged 74 SP:Iteration 35Q (4448.653754 sec): 3 clusters Score: Raw -557003.346480 + Penalty 2927.434095 = -554075.912385 nChanged 83 SP:Iteration 36Q (4448.713271 sec): 3 clusters Score: Raw -557027.487792 + Penalty 2927.434095 = -554100.053696 nChanged 86 SP:Iteration 37Q (4448.767983 sec): 3 clusters Score: Raw -557053.090881 + Penalty 2927.434095 = -554125.656785 nChanged 77 SP:Iteration 38Q (4448.836862 sec): 3 clusters Score: Raw -557079.002394 + Penalty 2927.434095 = -554151.568299 nChanged 93 SP:Iteration 39Q (4448.887721 sec): 3 clusters Score: Raw -557111.481664 + Penalty 2927.434095 = -554184.047569 nChanged 108 SP:Iteration 40F (4448.950208 sec): 3 clusters Score: Raw -557148.166721 + Penalty 2927.434095 = -554220.732626 nChanged 104 SP:Iteration 41Q (4449.009775 sec): 3 clusters Score: Raw -557186.857654 + Penalty 2927.434095 = -554259.423559 nChanged 98 SP:Iteration 42Q (4449.060874 sec): 3 clusters Score: Raw -557225.088025 + Penalty 2927.434095 = -554297.653930 nChanged 93 SP:Iteration 43Q (4449.116865 sec): 3 clusters Score: Raw -557257.285598 + Penalty 2927.434095 = -554329.851503 nChanged 87 SP:Iteration 44Q (4449.180393 sec): 3 clusters Score: Raw -557287.368280 + Penalty 2927.434095 = -554359.934185 nChanged 93 SP:Iteration 45Q (4449.234609 sec): 3 clusters Score: Raw -557321.137188 + Penalty 2927.434095 = -554393.703093 nChanged 95 SP:Iteration 46Q (4449.291992 sec): 3 clusters Score: Raw -557354.780473 + Penalty 2927.434095 = -554427.346378 nChanged 85 SP:Iteration 47Q (4449.355790 sec): 3 clusters Score: Raw -557387.586979 + Penalty 2927.434095 = -554460.152883 nChanged 76 SP:Iteration 48Q (4449.406287 sec): 3 clusters Score: Raw -557415.507565 + Penalty 2927.434095 = -554488.073470 nChanged 69 SP:Iteration 49Q (4449.465814 sec): 3 clusters Score: Raw -557445.056977 + Penalty 2927.434095 = -554517.622881 nChanged 66 SP:Iteration 50Q (4449.535581 sec): 3 clusters Score: Raw -557475.920100 + Penalty 2927.434095 = -554548.486005 nChanged 80 SP:Iteration 51Q (4449.594780 sec): 3 clusters Score: Raw -557516.656323 + Penalty 2927.434095 = -554589.222228 nChanged 75 SP:Iteration 52Q (4449.645340 sec): 3 clusters Score: Raw -557549.748750 + Penalty 2927.434095 = -554622.314655 nChanged 55 SP:Iteration 53Q (4449.700319 sec): 3 clusters Score: Raw -557572.903071 + Penalty 2927.434095 = -554645.468976 nChanged 48 SP:Iteration 54Q (4449.759534 sec): 3 clusters Score: Raw -557593.708352 + Penalty 2927.434095 = -554666.274257 nChanged 38 SP:Iteration 55Q (4449.811368 sec): 3 clusters Score: Raw -557606.771941 + Penalty 2927.434095 = -554679.337846 nChanged 31 SP:Iteration 56Q (4449.865172 sec): 3 clusters Score: Raw -557620.472965 + Penalty 2927.434095 = -554693.038869 nChanged 29 SP:Iteration 57Q (4449.930661 sec): 3 clusters Score: Raw -557636.579417 + Penalty 2927.434095 = -554709.145322 nChanged 30 SP:Iteration 58Q (4449.987749 sec): 3 clusters Score: Raw -557651.679971 + Penalty 2927.434095 = -554724.245876 nChanged 19 SP:Iteration 59Q (4450.055913 sec): 3 clusters Score: Raw -557659.793873 + Penalty 2927.434095 = -554732.359778 nChanged 24 SP:Iteration 60F (4450.107406 sec): 3 clusters Score: Raw -557668.495122 + Penalty 2927.434095 = -554741.061027 nChanged 19 SP:Iteration 61Q (4450.169623 sec): 3 clusters Score: Raw -557675.752441 + Penalty 2927.434095 = -554748.318346 nChanged 14 SP:Iteration 62Q (4450.217216 sec): 3 clusters Score: Raw -557680.362963 + Penalty 2927.434095 = -554752.928868 nChanged 11 SP:Iteration 63Q (4450.270624 sec): 3 clusters Score: Raw -557682.445940 + Penalty 2927.434095 = -554755.011844 nChanged 5 SP:Iteration 64Q (4450.323354 sec): 3 clusters Score: Raw -557683.820403 + Penalty 2927.434095 = -554756.386307 nChanged 5 SP:Iteration 65Q (4450.390096 sec): 3 clusters Score: Raw -557685.066838 + Penalty 2927.434095 = -554757.632742 nChanged 2 SP:Iteration 66Q (4450.441467 sec): 3 clusters Score: Raw -557685.733146 + Penalty 2927.434095 = -554758.299050 nChanged 3 SP:Iteration 67Q (4450.497603 sec): 3 clusters Score: Raw -557687.046570 + Penalty 2927.434095 = -554759.612475 nChanged 2 SP:Iteration 68Q (4450.554483 sec): 3 clusters Score: Raw -557687.578091 + Penalty 2927.434095 = -554760.143995 nChanged 1 SP:Iteration 69Q (4450.604781 sec): 3 clusters Score: Raw -557688.022466 + Penalty 2927.434095 = -554760.588370 nChanged 0 SP:Iteration 70F (4450.670562 sec): 3 clusters Score: Raw -557688.022466 + Penalty 2927.434095 = -554760.588370 nChanged 0 Trying to split cluster 4 (10341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4450.713999 sec): 2 clusters Score: Raw -680056.671000 + Penalty 1502.129176 = -678554.541824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4450.779701 sec): 3 clusters Score: Raw -674197.080949 + Penalty 3004.258353 = -671192.822596 nChanged 4467 SP:Iteration 1F (4450.834200 sec): 3 clusters Score: Raw -676655.488744 + Penalty 3004.258353 = -673651.230391 nChanged 630 SP:Iteration 2F (4450.896572 sec): 3 clusters Score: Raw -676927.145548 + Penalty 3004.258353 = -673922.887195 nChanged 528 SP:Iteration 3F (4450.959204 sec): 3 clusters Score: Raw -677149.351528 + Penalty 3004.258353 = -674145.093175 nChanged 470 SP:Iteration 4Q (4451.028872 sec): 3 clusters Score: Raw -677354.894114 + Penalty 3004.258353 = -674350.635761 nChanged 463 SP:Iteration 5Q (4451.085528 sec): 3 clusters Score: Raw -677599.636128 + Penalty 3004.258353 = -674595.377775 nChanged 512 SP:Iteration 6Q (4451.147336 sec): 3 clusters Score: Raw -677906.046385 + Penalty 3004.258353 = -674901.788032 nChanged 580 SP:Iteration 7F (4451.203437 sec): 3 clusters Score: Raw -678289.973502 + Penalty 3004.258353 = -675285.715149 nChanged 587 SP:Iteration 8F (4451.262520 sec): 3 clusters Score: Raw -678744.448361 + Penalty 3004.258353 = -675740.190008 nChanged 617 SP:Iteration 9F (4451.337292 sec): 3 clusters Score: Raw -679251.704376 + Penalty 3004.258353 = -676247.446023 nChanged 563 SP:Iteration 10F (4451.391394 sec): 3 clusters Score: Raw -679728.440681 + Penalty 3004.258353 = -676724.182328 nChanged 446 SP:Iteration 11Q (4451.456484 sec): 3 clusters Score: Raw -680094.470042 + Penalty 3004.258353 = -677090.211689 nChanged 302 SP:Iteration 12Q (4451.519349 sec): 3 clusters Score: Raw -680322.813072 + Penalty 3004.258353 = -677318.554719 nChanged 193 SP:Iteration 13Q (4451.589325 sec): 3 clusters Score: Raw -680443.776295 + Penalty 3004.258353 = -677439.517942 nChanged 117 SP:Iteration 14Q (4451.647837 sec): 3 clusters Score: Raw -680511.365686 + Penalty 3004.258353 = -677507.107333 nChanged 80 SP:Iteration 15Q (4451.712607 sec): 3 clusters Score: Raw -680553.356215 + Penalty 3004.258353 = -677549.097862 nChanged 42 SP:Iteration 16Q (4451.776414 sec): 3 clusters Score: Raw -680573.354974 + Penalty 3004.258353 = -677569.096621 nChanged 25 SP:Iteration 17Q (4451.828849 sec): 3 clusters Score: Raw -680583.905650 + Penalty 3004.258353 = -677579.647297 nChanged 15 SP:Iteration 18Q (4451.889422 sec): 3 clusters Score: Raw -680590.563857 + Penalty 3004.258353 = -677586.305504 nChanged 14 SP:Iteration 19Q (4451.958569 sec): 3 clusters Score: Raw -680597.153381 + Penalty 3004.258353 = -677592.895028 nChanged 8 SP:Iteration 20F (4452.018869 sec): 3 clusters Score: Raw -680600.961384 + Penalty 3004.258353 = -677596.703031 nChanged 6 SP:Iteration 21Q (4452.076377 sec): 3 clusters Score: Raw -680603.882459 + Penalty 3004.258353 = -677599.624107 nChanged 6 SP:Iteration 22Q (4452.144225 sec): 3 clusters Score: Raw -680605.873243 + Penalty 3004.258353 = -677601.614890 nChanged 3 SP:Iteration 23Q (4452.211797 sec): 3 clusters Score: Raw -680606.888464 + Penalty 3004.258353 = -677602.630111 nChanged 2 SP:Iteration 24Q (4452.274940 sec): 3 clusters Score: Raw -680608.089972 + Penalty 3004.258353 = -677603.831619 nChanged 1 SP:Iteration 25Q (4452.324672 sec): 3 clusters Score: Raw -680608.602237 + Penalty 3004.258353 = -677604.343884 nChanged 1 SP:Iteration 26Q (4452.384154 sec): 3 clusters Score: Raw -680608.924280 + Penalty 3004.258353 = -677604.665927 nChanged 0 SP:Iteration 27F (4452.434924 sec): 3 clusters Score: Raw -680608.924280 + Penalty 3004.258353 = -677604.665927 nChanged 0 Trying to split cluster 5 (19287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4452.497092 sec): 2 clusters Score: Raw -1338722.811595 + Penalty 1603.417818 = -1337119.393777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4452.574630 sec): 3 clusters Score: Raw -1327147.502940 + Penalty 3206.835636 = -1323940.667304 nChanged 8671 SP:Iteration 1F (4452.642004 sec): 3 clusters Score: Raw -1331839.435718 + Penalty 3206.835636 = -1328632.600082 nChanged 987 SP:Iteration 2F (4452.715966 sec): 3 clusters Score: Raw -1332223.295129 + Penalty 3206.835636 = -1329016.459492 nChanged 931 SP:Iteration 3Q (4452.798729 sec): 3 clusters Score: Raw -1332608.787476 + Penalty 3206.835636 = -1329401.951840 nChanged 933 SP:Iteration 4Q (4452.884000 sec): 3 clusters Score: Raw -1333052.793686 + Penalty 3206.835636 = -1329845.958050 nChanged 963 SP:Iteration 5Q (4452.959236 sec): 3 clusters Score: Raw -1333562.671968 + Penalty 3206.835636 = -1330355.836332 nChanged 1016 SP:Iteration 6F (4453.036880 sec): 3 clusters Score: Raw -1334179.733180 + Penalty 3206.835636 = -1330972.897543 nChanged 1038 SP:Iteration 7F (4453.115654 sec): 3 clusters Score: Raw -1334835.838569 + Penalty 3206.835636 = -1331629.002933 nChanged 1001 SP:Iteration 8F (4453.197622 sec): 3 clusters Score: Raw -1335553.989185 + Penalty 3206.835636 = -1332347.153549 nChanged 922 SP:Iteration 9Q (4453.280156 sec): 3 clusters Score: Raw -1336302.296001 + Penalty 3206.835636 = -1333095.460365 nChanged 813 SP:Iteration 10Q (4453.343784 sec): 3 clusters Score: Raw -1336976.571904 + Penalty 3206.835636 = -1333769.736268 nChanged 612 SP:Iteration 11Q (4453.431875 sec): 3 clusters Score: Raw -1337459.893448 + Penalty 3206.835636 = -1334253.057812 nChanged 478 SP:Iteration 12Q (4453.508195 sec): 3 clusters Score: Raw -1337773.189360 + Penalty 3206.835636 = -1334566.353724 nChanged 337 SP:Iteration 13Q (4453.579487 sec): 3 clusters Score: Raw -1337944.477933 + Penalty 3206.835636 = -1334737.642296 nChanged 256 SP:Iteration 14Q (4453.661303 sec): 3 clusters Score: Raw -1338046.458257 + Penalty 3206.835636 = -1334839.622621 nChanged 204 SP:Iteration 15Q (4453.733784 sec): 3 clusters Score: Raw -1338114.901502 + Penalty 3206.835636 = -1334908.065866 nChanged 165 SP:Iteration 16Q (4453.810956 sec): 3 clusters Score: Raw -1338162.748281 + Penalty 3206.835636 = -1334955.912645 nChanged 155 SP:Iteration 17Q (4453.887004 sec): 3 clusters Score: Raw -1338206.121622 + Penalty 3206.835636 = -1334999.285986 nChanged 146 SP:Iteration 18Q (4453.961209 sec): 3 clusters Score: Raw -1338247.076839 + Penalty 3206.835636 = -1335040.241203 nChanged 135 SP:Iteration 19Q (4454.033620 sec): 3 clusters Score: Raw -1338286.100104 + Penalty 3206.835636 = -1335079.264468 nChanged 118 SP:Iteration 20F (4454.114687 sec): 3 clusters Score: Raw -1338319.886942 + Penalty 3206.835636 = -1335113.051306 nChanged 121 SP:Iteration 21Q (4454.185758 sec): 3 clusters Score: Raw -1338350.542418 + Penalty 3206.835636 = -1335143.706782 nChanged 111 SP:Iteration 22Q (4454.264341 sec): 3 clusters Score: Raw -1338375.196128 + Penalty 3206.835636 = -1335168.360492 nChanged 93 SP:Iteration 23Q (4454.337109 sec): 3 clusters Score: Raw -1338395.093763 + Penalty 3206.835636 = -1335188.258127 nChanged 101 SP:Iteration 24Q (4454.416709 sec): 3 clusters Score: Raw -1338418.761820 + Penalty 3206.835636 = -1335211.926184 nChanged 100 SP:Iteration 25Q (4454.476935 sec): 3 clusters Score: Raw -1338440.518962 + Penalty 3206.835636 = -1335233.683326 nChanged 84 SP:Iteration 26Q (4454.556210 sec): 3 clusters Score: Raw -1338460.933992 + Penalty 3206.835636 = -1335254.098355 nChanged 102 SP:Iteration 27Q (4454.624498 sec): 3 clusters Score: Raw -1338486.200908 + Penalty 3206.835636 = -1335279.365272 nChanged 91 SP:Iteration 28Q (4454.710926 sec): 3 clusters Score: Raw -1338509.542832 + Penalty 3206.835636 = -1335302.707196 nChanged 90 SP:Iteration 29Q (4454.778757 sec): 3 clusters Score: Raw -1338531.126413 + Penalty 3206.835636 = -1335324.290777 nChanged 68 SP:Iteration 30Q (4454.855997 sec): 3 clusters Score: Raw -1338544.480969 + Penalty 3206.835636 = -1335337.645333 nChanged 71 SP:Iteration 31Q (4454.921768 sec): 3 clusters Score: Raw -1338558.862556 + Penalty 3206.835636 = -1335352.026920 nChanged 70 SP:Iteration 32Q (4455.002243 sec): 3 clusters Score: Raw -1338575.121892 + Penalty 3206.835636 = -1335368.286256 nChanged 76 SP:Iteration 33Q (4455.073363 sec): 3 clusters Score: Raw -1338594.672998 + Penalty 3206.835636 = -1335387.837362 nChanged 76 SP:Iteration 34Q (4455.144754 sec): 3 clusters Score: Raw -1338612.074079 + Penalty 3206.835636 = -1335405.238443 nChanged 70 SP:Iteration 35Q (4455.213453 sec): 3 clusters Score: Raw -1338629.624979 + Penalty 3206.835636 = -1335422.789343 nChanged 71 SP:Iteration 36Q (4455.293156 sec): 3 clusters Score: Raw -1338648.098049 + Penalty 3206.835636 = -1335441.262413 nChanged 65 SP:Iteration 37Q (4455.359197 sec): 3 clusters Score: Raw -1338664.504159 + Penalty 3206.835636 = -1335457.668523 nChanged 69 SP:Iteration 38Q (4455.429750 sec): 3 clusters Score: Raw -1338682.244474 + Penalty 3206.835636 = -1335475.408838 nChanged 81 SP:Iteration 39Q (4455.513648 sec): 3 clusters Score: Raw -1338705.569010 + Penalty 3206.835636 = -1335498.733373 nChanged 90 SP:Iteration 40F (4455.598320 sec): 3 clusters Score: Raw -1338731.582059 + Penalty 3206.835636 = -1335524.746423 nChanged 76 SP:Iteration 41Q (4455.659795 sec): 3 clusters Score: Raw -1338750.735269 + Penalty 3206.835636 = -1335543.899633 nChanged 70 SP:Iteration 42Q (4455.746061 sec): 3 clusters Score: Raw -1338769.154020 + Penalty 3206.835636 = -1335562.318384 nChanged 64 SP:Iteration 43Q (4455.816080 sec): 3 clusters Score: Raw -1338785.785912 + Penalty 3206.835636 = -1335578.950276 nChanged 63 SP:Iteration 44Q (4455.890686 sec): 3 clusters Score: Raw -1338804.264478 + Penalty 3206.835636 = -1335597.428842 nChanged 57 SP:Iteration 45Q (4455.967540 sec): 3 clusters Score: Raw -1338821.845541 + Penalty 3206.835636 = -1335615.009905 nChanged 53 SP:Iteration 46Q (4456.041609 sec): 3 clusters Score: Raw -1338837.829294 + Penalty 3206.835636 = -1335630.993658 nChanged 58 SP:Iteration 47Q (4456.109067 sec): 3 clusters Score: Raw -1338857.307081 + Penalty 3206.835636 = -1335650.471445 nChanged 51 SP:Iteration 48Q (4456.187201 sec): 3 clusters Score: Raw -1338872.380962 + Penalty 3206.835636 = -1335665.545326 nChanged 52 SP:Iteration 49Q (4456.248234 sec): 3 clusters Score: Raw -1338889.431632 + Penalty 3206.835636 = -1335682.595996 nChanged 59 SP:Iteration 50Q (4456.322152 sec): 3 clusters Score: Raw -1338909.330761 + Penalty 3206.835636 = -1335702.495125 nChanged 56 SP:Iteration 51Q (4456.408510 sec): 3 clusters Score: Raw -1338926.143974 + Penalty 3206.835636 = -1335719.308338 nChanged 43 SP:Iteration 52Q (4456.480228 sec): 3 clusters Score: Raw -1338938.302340 + Penalty 3206.835636 = -1335731.466704 nChanged 37 SP:Iteration 53Q (4456.539929 sec): 3 clusters Score: Raw -1338947.941362 + Penalty 3206.835636 = -1335741.105726 nChanged 24 SP:Iteration 54Q (4456.616229 sec): 3 clusters Score: Raw -1338955.343712 + Penalty 3206.835636 = -1335748.508076 nChanged 23 SP:Iteration 55Q (4456.689804 sec): 3 clusters Score: Raw -1338962.122940 + Penalty 3206.835636 = -1335755.287304 nChanged 25 SP:Iteration 56Q (4456.764243 sec): 3 clusters Score: Raw -1338969.743448 + Penalty 3206.835636 = -1335762.907812 nChanged 23 SP:Iteration 57Q (4456.834271 sec): 3 clusters Score: Raw -1338976.204060 + Penalty 3206.835636 = -1335769.368424 nChanged 27 SP:Iteration 58Q (4456.901390 sec): 3 clusters Score: Raw -1338984.266879 + Penalty 3206.835636 = -1335777.431243 nChanged 21 SP:Iteration 59Q (4456.988760 sec): 3 clusters Score: Raw -1338989.399165 + Penalty 3206.835636 = -1335782.563528 nChanged 16 SP:Iteration 60F (4457.060186 sec): 3 clusters Score: Raw -1338993.749803 + Penalty 3206.835636 = -1335786.914167 nChanged 14 SP:Iteration 61Q (4457.134504 sec): 3 clusters Score: Raw -1338997.903344 + Penalty 3206.835636 = -1335791.067708 nChanged 17 SP:Iteration 62Q (4457.207840 sec): 3 clusters Score: Raw -1339004.262949 + Penalty 3206.835636 = -1335797.427312 nChanged 24 SP:Iteration 63Q (4457.282576 sec): 3 clusters Score: Raw -1339011.016060 + Penalty 3206.835636 = -1335804.180423 nChanged 26 SP:Iteration 64Q (4457.367294 sec): 3 clusters Score: Raw -1339019.421892 + Penalty 3206.835636 = -1335812.586255 nChanged 20 SP:Iteration 65Q (4457.441276 sec): 3 clusters Score: Raw -1339024.762582 + Penalty 3206.835636 = -1335817.926946 nChanged 16 SP:Iteration 66Q (4457.508002 sec): 3 clusters Score: Raw -1339029.507153 + Penalty 3206.835636 = -1335822.671517 nChanged 20 SP:Iteration 67Q (4457.574155 sec): 3 clusters Score: Raw -1339034.622613 + Penalty 3206.835636 = -1335827.786977 nChanged 14 SP:Iteration 68Q (4457.640821 sec): 3 clusters Score: Raw -1339038.908562 + Penalty 3206.835636 = -1335832.072926 nChanged 12 SP:Iteration 69Q (4457.715173 sec): 3 clusters Score: Raw -1339041.515978 + Penalty 3206.835636 = -1335834.680341 nChanged 11 SP:Iteration 70Q (4457.798008 sec): 3 clusters Score: Raw -1339044.475407 + Penalty 3206.835636 = -1335837.639771 nChanged 9 SP:Iteration 71Q (4457.869317 sec): 3 clusters Score: Raw -1339047.025765 + Penalty 3206.835636 = -1335840.190129 nChanged 5 SP:Iteration 72Q (4457.929668 sec): 3 clusters Score: Raw -1339048.520080 + Penalty 3206.835636 = -1335841.684444 nChanged 7 SP:Iteration 73Q (4457.998487 sec): 3 clusters Score: Raw -1339049.768969 + Penalty 3206.835636 = -1335842.933332 nChanged 3 SP:Iteration 74Q (4458.071095 sec): 3 clusters Score: Raw -1339050.273892 + Penalty 3206.835636 = -1335843.438256 nChanged 3 SP:Iteration 75Q (4458.153500 sec): 3 clusters Score: Raw -1339050.823662 + Penalty 3206.835636 = -1335843.988025 nChanged 2 SP:Iteration 76Q (4458.224445 sec): 3 clusters Score: Raw -1339051.237381 + Penalty 3206.835636 = -1335844.401745 nChanged 2 SP:Iteration 77Q (4458.299382 sec): 3 clusters Score: Raw -1339052.003257 + Penalty 3206.835636 = -1335845.167621 nChanged 2 SP:Iteration 78Q (4458.369609 sec): 3 clusters Score: Raw -1339052.501509 + Penalty 3206.835636 = -1335845.665873 nChanged 2 SP:Iteration 79Q (4458.433896 sec): 3 clusters Score: Raw -1339052.855259 + Penalty 3206.835636 = -1335846.019623 nChanged 2 SP:Iteration 80F (4458.512398 sec): 3 clusters Score: Raw -1339053.181206 + Penalty 3206.835636 = -1335846.345570 nChanged 2 SP:Iteration 81Q (4458.594681 sec): 3 clusters Score: Raw -1339053.566975 + Penalty 3206.835636 = -1335846.731338 nChanged 1 SP:Iteration 82Q (4458.669295 sec): 3 clusters Score: Raw -1339053.659348 + Penalty 3206.835636 = -1335846.823712 nChanged 1 SP:Iteration 83Q (4458.732392 sec): 3 clusters Score: Raw -1339053.721189 + Penalty 3206.835636 = -1335846.885553 nChanged 0 SP:Iteration 84F (4458.807857 sec): 3 clusters Score: Raw -1339053.721189 + Penalty 3206.835636 = -1335846.885553 nChanged 0 Trying to split cluster 6 (13930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4458.844427 sec): 2 clusters Score: Raw -897962.082411 + Penalty 1550.542511 = -896411.539900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4458.915016 sec): 3 clusters Score: Raw -889851.099187 + Penalty 3101.085022 = -886750.014165 nChanged 6117 SP:Iteration 1F (4458.981593 sec): 3 clusters Score: Raw -893495.134843 + Penalty 3101.085022 = -890394.049821 nChanged 1019 SP:Iteration 2F (4459.057417 sec): 3 clusters Score: Raw -894226.721728 + Penalty 3101.085022 = -891125.636706 nChanged 1021 SP:Iteration 3F (4459.122652 sec): 3 clusters Score: Raw -895009.015860 + Penalty 3101.085022 = -891907.930839 nChanged 998 SP:Iteration 4F (4459.196016 sec): 3 clusters Score: Raw -895814.569285 + Penalty 3101.085022 = -892713.484263 nChanged 892 SP:Iteration 5F (4459.256402 sec): 3 clusters Score: Raw -896457.953975 + Penalty 3101.085022 = -893356.868953 nChanged 760 SP:Iteration 6F (4459.316114 sec): 3 clusters Score: Raw -896875.910418 + Penalty 3101.085022 = -893774.825396 nChanged 526 SP:Iteration 7Q (4459.399825 sec): 3 clusters Score: Raw -897091.583890 + Penalty 3101.085022 = -893990.498868 nChanged 389 SP:Iteration 8Q (4459.467735 sec): 3 clusters Score: Raw -897209.243202 + Penalty 3101.085022 = -894108.158180 nChanged 272 SP:Iteration 9Q (4459.541451 sec): 3 clusters Score: Raw -897275.650480 + Penalty 3101.085022 = -894174.565458 nChanged 202 SP:Iteration 10Q (4459.607688 sec): 3 clusters Score: Raw -897321.742740 + Penalty 3101.085022 = -894220.657718 nChanged 162 SP:Iteration 11Q (4459.671901 sec): 3 clusters Score: Raw -897360.900133 + Penalty 3101.085022 = -894259.815112 nChanged 147 SP:Iteration 12Q (4459.745635 sec): 3 clusters Score: Raw -897402.574096 + Penalty 3101.085022 = -894301.489074 nChanged 155 SP:Iteration 13Q (4459.803887 sec): 3 clusters Score: Raw -897440.383144 + Penalty 3101.085022 = -894339.298122 nChanged 126 SP:Iteration 14Q (4459.880322 sec): 3 clusters Score: Raw -897471.012670 + Penalty 3101.085022 = -894369.927648 nChanged 138 SP:Iteration 15Q (4459.955678 sec): 3 clusters Score: Raw -897503.391767 + Penalty 3101.085022 = -894402.306746 nChanged 134 SP:Iteration 16Q (4460.012233 sec): 3 clusters Score: Raw -897536.156022 + Penalty 3101.085022 = -894435.071000 nChanged 129 SP:Iteration 17Q (4460.084219 sec): 3 clusters Score: Raw -897569.171119 + Penalty 3101.085022 = -894468.086097 nChanged 146 SP:Iteration 18Q (4460.160809 sec): 3 clusters Score: Raw -897604.029450 + Penalty 3101.085022 = -894502.944429 nChanged 131 SP:Iteration 19Q (4460.236444 sec): 3 clusters Score: Raw -897635.701157 + Penalty 3101.085022 = -894534.616135 nChanged 145 SP:Iteration 20F (4460.300418 sec): 3 clusters Score: Raw -897675.548663 + Penalty 3101.085022 = -894574.463641 nChanged 140 SP:Iteration 21Q (4460.372921 sec): 3 clusters Score: Raw -897717.542368 + Penalty 3101.085022 = -894616.457346 nChanged 175 SP:Iteration 22Q (4460.441040 sec): 3 clusters Score: Raw -897774.428061 + Penalty 3101.085022 = -894673.343039 nChanged 173 SP:Iteration 23Q (4460.515524 sec): 3 clusters Score: Raw -897831.220630 + Penalty 3101.085022 = -894730.135609 nChanged 159 SP:Iteration 24Q (4460.574836 sec): 3 clusters Score: Raw -897877.151701 + Penalty 3101.085022 = -894776.066679 nChanged 163 SP:Iteration 25Q (4460.637530 sec): 3 clusters Score: Raw -897925.524775 + Penalty 3101.085022 = -894824.439753 nChanged 189 SP:Iteration 26Q (4460.709465 sec): 3 clusters Score: Raw -897983.231383 + Penalty 3101.085022 = -894882.146361 nChanged 171 SP:Iteration 27Q (4460.769484 sec): 3 clusters Score: Raw -898039.831993 + Penalty 3101.085022 = -894938.746971 nChanged 178 SP:Iteration 28Q (4460.834869 sec): 3 clusters Score: Raw -898093.340379 + Penalty 3101.085022 = -894992.255357 nChanged 148 SP:Iteration 29Q (4460.905267 sec): 3 clusters Score: Raw -898134.007234 + Penalty 3101.085022 = -895032.922213 nChanged 132 SP:Iteration 30Q (4460.983733 sec): 3 clusters Score: Raw -898172.917233 + Penalty 3101.085022 = -895071.832211 nChanged 132 SP:Iteration 31Q (4461.041841 sec): 3 clusters Score: Raw -898208.051367 + Penalty 3101.085022 = -895106.966345 nChanged 106 SP:Iteration 32Q (4461.109763 sec): 3 clusters Score: Raw -898233.930777 + Penalty 3101.085022 = -895132.845755 nChanged 85 SP:Iteration 33Q (4461.176942 sec): 3 clusters Score: Raw -898252.108475 + Penalty 3101.085022 = -895151.023453 nChanged 74 SP:Iteration 34Q (4461.247738 sec): 3 clusters Score: Raw -898268.424384 + Penalty 3101.085022 = -895167.339362 nChanged 69 SP:Iteration 35Q (4461.319656 sec): 3 clusters Score: Raw -898281.510130 + Penalty 3101.085022 = -895180.425108 nChanged 57 SP:Iteration 36Q (4461.391297 sec): 3 clusters Score: Raw -898292.314477 + Penalty 3101.085022 = -895191.229455 nChanged 62 SP:Iteration 37Q (4461.450936 sec): 3 clusters Score: Raw -898303.872540 + Penalty 3101.085022 = -895202.787518 nChanged 55 SP:Iteration 38Q (4461.521826 sec): 3 clusters Score: Raw -898314.295346 + Penalty 3101.085022 = -895213.210325 nChanged 53 SP:Iteration 39Q (4461.596513 sec): 3 clusters Score: Raw -898324.827988 + Penalty 3101.085022 = -895223.742967 nChanged 48 SP:Iteration 40F (4461.666994 sec): 3 clusters Score: Raw -898334.830422 + Penalty 3101.085022 = -895233.745401 nChanged 56 SP:Iteration 41Q (4461.734329 sec): 3 clusters Score: Raw -898349.405561 + Penalty 3101.085022 = -895248.320539 nChanged 61 SP:Iteration 42Q (4461.799940 sec): 3 clusters Score: Raw -898363.500520 + Penalty 3101.085022 = -895262.415499 nChanged 55 SP:Iteration 43Q (4461.866931 sec): 3 clusters Score: Raw -898376.739600 + Penalty 3101.085022 = -895275.654579 nChanged 55 SP:Iteration 44Q (4461.940937 sec): 3 clusters Score: Raw -898390.835989 + Penalty 3101.085022 = -895289.750967 nChanged 55 SP:Iteration 45Q (4462.007481 sec): 3 clusters Score: Raw -898406.867038 + Penalty 3101.085022 = -895305.782017 nChanged 64 SP:Iteration 46Q (4462.068837 sec): 3 clusters Score: Raw -898424.934360 + Penalty 3101.085022 = -895323.849338 nChanged 62 SP:Iteration 47Q (4462.146146 sec): 3 clusters Score: Raw -898443.205519 + Penalty 3101.085022 = -895342.120498 nChanged 48 SP:Iteration 48Q (4462.200878 sec): 3 clusters Score: Raw -898458.492662 + Penalty 3101.085022 = -895357.407641 nChanged 55 SP:Iteration 49Q (4462.275609 sec): 3 clusters Score: Raw -898473.972622 + Penalty 3101.085022 = -895372.887601 nChanged 54 SP:Iteration 50Q (4462.339850 sec): 3 clusters Score: Raw -898495.180505 + Penalty 3101.085022 = -895394.095483 nChanged 70 SP:Iteration 51Q (4462.417278 sec): 3 clusters Score: Raw -898521.365287 + Penalty 3101.085022 = -895420.280265 nChanged 67 SP:Iteration 52Q (4462.474145 sec): 3 clusters Score: Raw -898546.127987 + Penalty 3101.085022 = -895445.042966 nChanged 58 SP:Iteration 53Q (4462.543634 sec): 3 clusters Score: Raw -898572.425445 + Penalty 3101.085022 = -895471.340424 nChanged 73 SP:Iteration 54Q (4462.615252 sec): 3 clusters Score: Raw -898608.248932 + Penalty 3101.085022 = -895507.163911 nChanged 68 SP:Iteration 55Q (4462.680764 sec): 3 clusters Score: Raw -898640.862242 + Penalty 3101.085022 = -895539.777220 nChanged 62 SP:Iteration 56Q (4462.755734 sec): 3 clusters Score: Raw -898674.306305 + Penalty 3101.085022 = -895573.221283 nChanged 65 SP:Iteration 57Q (4462.817055 sec): 3 clusters Score: Raw -898719.750204 + Penalty 3101.085022 = -895618.665182 nChanged 57 SP:Iteration 58Q (4462.882326 sec): 3 clusters Score: Raw -898749.565683 + Penalty 3101.085022 = -895648.480661 nChanged 40 SP:Iteration 59Q (4462.941319 sec): 3 clusters Score: Raw -898768.201433 + Penalty 3101.085022 = -895667.116411 nChanged 40 SP:Iteration 60F (4463.008587 sec): 3 clusters Score: Raw -898788.584160 + Penalty 3101.085022 = -895687.499138 nChanged 29 SP:Iteration 61Q (4463.065867 sec): 3 clusters Score: Raw -898800.378546 + Penalty 3101.085022 = -895699.293524 nChanged 30 SP:Iteration 62Q (4463.135989 sec): 3 clusters Score: Raw -898809.993454 + Penalty 3101.085022 = -895708.908432 nChanged 24 SP:Iteration 63Q (4463.199569 sec): 3 clusters Score: Raw -898818.318223 + Penalty 3101.085022 = -895717.233201 nChanged 28 SP:Iteration 64Q (4463.273254 sec): 3 clusters Score: Raw -898826.782319 + Penalty 3101.085022 = -895725.697297 nChanged 25 SP:Iteration 65Q (4463.340529 sec): 3 clusters Score: Raw -898837.573943 + Penalty 3101.085022 = -895736.488921 nChanged 28 SP:Iteration 66Q (4463.406391 sec): 3 clusters Score: Raw -898846.114632 + Penalty 3101.085022 = -895745.029610 nChanged 26 SP:Iteration 67Q (4463.454898 sec): 3 clusters Score: Raw -898855.103093 + Penalty 3101.085022 = -895754.018071 nChanged 25 SP:Iteration 68Q (4463.528871 sec): 3 clusters Score: Raw -898864.451933 + Penalty 3101.085022 = -895763.366911 nChanged 21 SP:Iteration 69Q (4463.587744 sec): 3 clusters Score: Raw -898870.196562 + Penalty 3101.085022 = -895769.111541 nChanged 13 SP:Iteration 70Q (4463.648013 sec): 3 clusters Score: Raw -898874.373900 + Penalty 3101.085022 = -895773.288878 nChanged 9 SP:Iteration 71Q (4463.713727 sec): 3 clusters Score: Raw -898877.001294 + Penalty 3101.085022 = -895775.916272 nChanged 10 SP:Iteration 72Q (4463.778663 sec): 3 clusters Score: Raw -898879.716550 + Penalty 3101.085022 = -895778.631528 nChanged 7 SP:Iteration 73Q (4463.841217 sec): 3 clusters Score: Raw -898880.713854 + Penalty 3101.085022 = -895779.628832 nChanged 2 SP:Iteration 74Q (4463.908493 sec): 3 clusters Score: Raw -898881.387196 + Penalty 3101.085022 = -895780.302174 nChanged 3 SP:Iteration 75Q (4463.964761 sec): 3 clusters Score: Raw -898882.055084 + Penalty 3101.085022 = -895780.970062 nChanged 3 SP:Iteration 76Q (4464.023289 sec): 3 clusters Score: Raw -898883.361666 + Penalty 3101.085022 = -895782.276644 nChanged 8 SP:Iteration 77Q (4464.096262 sec): 3 clusters Score: Raw -898885.038840 + Penalty 3101.085022 = -895783.953819 nChanged 3 SP:Iteration 78Q (4464.164535 sec): 3 clusters Score: Raw -898885.706422 + Penalty 3101.085022 = -895784.621401 nChanged 4 SP:Iteration 79Q (4464.221683 sec): 3 clusters Score: Raw -898887.106162 + Penalty 3101.085022 = -895786.021141 nChanged 4 SP:Iteration 80F (4464.292175 sec): 3 clusters Score: Raw -898887.679725 + Penalty 3101.085022 = -895786.594703 nChanged 1 SP:Iteration 81Q (4464.351562 sec): 3 clusters Score: Raw -898887.849093 + Penalty 3101.085022 = -895786.764072 nChanged 1 SP:Iteration 82Q (4464.414913 sec): 3 clusters Score: Raw -898887.916731 + Penalty 3101.085022 = -895786.831709 nChanged 0 SP:Iteration 83F (4464.485249 sec): 3 clusters Score: Raw -898887.916731 + Penalty 3101.085022 = -895786.831709 nChanged 0 Trying to split cluster 7 (85860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4464.643253 sec): 2 clusters Score: Raw -5853793.821646 + Penalty 1846.076918 = -5851947.744728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4464.839077 sec): 3 clusters Score: Raw -5798382.738316 + Penalty 3692.153836 = -5794690.584480 nChanged 40963 SP:Iteration 1F (4465.041628 sec): 3 clusters Score: Raw -5822087.264304 + Penalty 3692.153836 = -5818395.110468 nChanged 3188 SP:Iteration 2Q (4465.257243 sec): 3 clusters Score: Raw -5823030.431505 + Penalty 3692.153836 = -5819338.277669 nChanged 3316 SP:Iteration 3Q (4465.449162 sec): 3 clusters Score: Raw -5824147.643855 + Penalty 3692.153836 = -5820455.490018 nChanged 3633 SP:Iteration 4Q (4465.647587 sec): 3 clusters Score: Raw -5825521.811494 + Penalty 3692.153836 = -5821829.657658 nChanged 4011 SP:Iteration 5Q (4465.837018 sec): 3 clusters Score: Raw -5827226.419579 + Penalty 3692.153836 = -5823534.265743 nChanged 4168 SP:Iteration 6Q (4466.042576 sec): 3 clusters Score: Raw -5829305.560600 + Penalty 3692.153836 = -5825613.406764 nChanged 4629 SP:Iteration 7F (4466.230123 sec): 3 clusters Score: Raw -5832024.430445 + Penalty 3692.153836 = -5828332.276609 nChanged 4927 SP:Iteration 8F (4466.421706 sec): 3 clusters Score: Raw -5835194.152830 + Penalty 3692.153836 = -5831501.998993 nChanged 4741 SP:Iteration 9F (4466.616944 sec): 3 clusters Score: Raw -5838309.302493 + Penalty 3692.153836 = -5834617.148657 nChanged 4250 SP:Iteration 10Q (4466.828420 sec): 3 clusters Score: Raw -5840947.409093 + Penalty 3692.153836 = -5837255.255257 nChanged 3463 SP:Iteration 11Q (4467.033471 sec): 3 clusters Score: Raw -5842866.712027 + Penalty 3692.153836 = -5839174.558191 nChanged 2900 SP:Iteration 12Q (4467.229669 sec): 3 clusters Score: Raw -5844338.631287 + Penalty 3692.153836 = -5840646.477451 nChanged 2492 SP:Iteration 13Q (4467.428054 sec): 3 clusters Score: Raw -5845621.689377 + Penalty 3692.153836 = -5841929.535541 nChanged 2226 SP:Iteration 14Q (4467.614696 sec): 3 clusters Score: Raw -5846793.976355 + Penalty 3692.153836 = -5843101.822519 nChanged 2127 SP:Iteration 15Q (4467.794314 sec): 3 clusters Score: Raw -5847927.986201 + Penalty 3692.153836 = -5844235.832365 nChanged 1958 SP:Iteration 16Q (4467.982355 sec): 3 clusters Score: Raw -5849050.327778 + Penalty 3692.153836 = -5845358.173942 nChanged 1867 SP:Iteration 17Q (4468.160921 sec): 3 clusters Score: Raw -5850159.549139 + Penalty 3692.153836 = -5846467.395303 nChanged 1612 SP:Iteration 18Q (4468.347604 sec): 3 clusters Score: Raw -5851120.161632 + Penalty 3692.153836 = -5847428.007796 nChanged 1396 SP:Iteration 19Q (4468.518759 sec): 3 clusters Score: Raw -5851951.218030 + Penalty 3692.153836 = -5848259.064194 nChanged 1179 SP:Iteration 20F (4468.710169 sec): 3 clusters Score: Raw -5852628.606998 + Penalty 3692.153836 = -5848936.453162 nChanged 893 SP:Iteration 21Q (4468.889244 sec): 3 clusters Score: Raw -5853112.227605 + Penalty 3692.153836 = -5849420.073769 nChanged 704 SP:Iteration 22Q (4469.056261 sec): 3 clusters Score: Raw -5853478.374822 + Penalty 3692.153836 = -5849786.220986 nChanged 568 SP:Iteration 23Q (4469.230063 sec): 3 clusters Score: Raw -5853762.117466 + Penalty 3692.153836 = -5850069.963630 nChanged 477 SP:Iteration 24Q (4469.393608 sec): 3 clusters Score: Raw -5853995.048607 + Penalty 3692.153836 = -5850302.894771 nChanged 328 SP:Iteration 25Q (4469.534704 sec): 3 clusters Score: Raw -5854152.072332 + Penalty 3692.153836 = -5850459.918496 nChanged 247 SP:Iteration 26Q (4469.695658 sec): 3 clusters Score: Raw -5854268.239228 + Penalty 3692.153836 = -5850576.085392 nChanged 198 SP:Iteration 27Q (4469.850183 sec): 3 clusters Score: Raw -5854359.982513 + Penalty 3692.153836 = -5850667.828677 nChanged 156 SP:Iteration 28Q (4470.008169 sec): 3 clusters Score: Raw -5854429.987636 + Penalty 3692.153836 = -5850737.833800 nChanged 125 SP:Iteration 29Q (4470.172678 sec): 3 clusters Score: Raw -5854481.611085 + Penalty 3692.153836 = -5850789.457249 nChanged 84 SP:Iteration 30Q (4470.335967 sec): 3 clusters Score: Raw -5854515.332578 + Penalty 3692.153836 = -5850823.178742 nChanged 58 SP:Iteration 31Q (4470.493225 sec): 3 clusters Score: Raw -5854536.597909 + Penalty 3692.153836 = -5850844.444073 nChanged 58 SP:Iteration 32Q (4470.663141 sec): 3 clusters Score: Raw -5854560.831437 + Penalty 3692.153836 = -5850868.677601 nChanged 36 SP:Iteration 33Q (4470.837497 sec): 3 clusters Score: Raw -5854579.499765 + Penalty 3692.153836 = -5850887.345929 nChanged 43 SP:Iteration 34Q (4470.996354 sec): 3 clusters Score: Raw -5854601.285367 + Penalty 3692.153836 = -5850909.131531 nChanged 42 SP:Iteration 35Q (4471.154941 sec): 3 clusters Score: Raw -5854624.728720 + Penalty 3692.153836 = -5850932.574884 nChanged 43 SP:Iteration 36Q (4471.317701 sec): 3 clusters Score: Raw -5854645.959340 + Penalty 3692.153836 = -5850953.805503 nChanged 40 SP:Iteration 37Q (4471.502448 sec): 3 clusters Score: Raw -5854661.071690 + Penalty 3692.153836 = -5850968.917854 nChanged 32 SP:Iteration 38Q (4471.666045 sec): 3 clusters Score: Raw -5854674.406470 + Penalty 3692.153836 = -5850982.252634 nChanged 35 SP:Iteration 39Q (4471.822273 sec): 3 clusters Score: Raw -5854689.611639 + Penalty 3692.153836 = -5850997.457803 nChanged 35 SP:Iteration 40F (4472.012952 sec): 3 clusters Score: Raw -5854705.051249 + Penalty 3692.153836 = -5851012.897413 nChanged 25 SP:Iteration 41Q (4472.168673 sec): 3 clusters Score: Raw -5854715.998304 + Penalty 3692.153836 = -5851023.844468 nChanged 27 SP:Iteration 42Q (4472.337846 sec): 3 clusters Score: Raw -5854729.195295 + Penalty 3692.153836 = -5851037.041459 nChanged 33 SP:Iteration 43Q (4472.504574 sec): 3 clusters Score: Raw -5854740.746015 + Penalty 3692.153836 = -5851048.592178 nChanged 20 SP:Iteration 44Q (4472.665998 sec): 3 clusters Score: Raw -5854749.258004 + Penalty 3692.153836 = -5851057.104168 nChanged 17 SP:Iteration 45Q (4472.823229 sec): 3 clusters Score: Raw -5854755.034870 + Penalty 3692.153836 = -5851062.881034 nChanged 19 SP:Iteration 46Q (4472.971213 sec): 3 clusters Score: Raw -5854761.920631 + Penalty 3692.153836 = -5851069.766795 nChanged 17 SP:Iteration 47Q (4473.138123 sec): 3 clusters Score: Raw -5854767.455494 + Penalty 3692.153836 = -5851075.301657 nChanged 18 SP:Iteration 48Q (4473.299642 sec): 3 clusters Score: Raw -5854775.263469 + Penalty 3692.153836 = -5851083.109633 nChanged 21 SP:Iteration 49Q (4473.444833 sec): 3 clusters Score: Raw -5854784.054973 + Penalty 3692.153836 = -5851091.901137 nChanged 19 SP:Iteration 50Q (4473.621370 sec): 3 clusters Score: Raw -5854792.322830 + Penalty 3692.153836 = -5851100.168994 nChanged 25 SP:Iteration 51Q (4473.778703 sec): 3 clusters Score: Raw -5854805.137368 + Penalty 3692.153836 = -5851112.983532 nChanged 24 SP:Iteration 52Q (4473.942901 sec): 3 clusters Score: Raw -5854819.643891 + Penalty 3692.153836 = -5851127.490055 nChanged 30 SP:Iteration 53Q (4474.104336 sec): 3 clusters Score: Raw -5854838.709150 + Penalty 3692.153836 = -5851146.555314 nChanged 28 SP:Iteration 54Q (4474.265212 sec): 3 clusters Score: Raw -5854853.168596 + Penalty 3692.153836 = -5851161.014760 nChanged 28 SP:Iteration 55Q (4474.429459 sec): 3 clusters Score: Raw -5854865.348693 + Penalty 3692.153836 = -5851173.194857 nChanged 24 SP:Iteration 56Q (4474.580968 sec): 3 clusters Score: Raw -5854875.830288 + Penalty 3692.153836 = -5851183.676452 nChanged 20 SP:Iteration 57Q (4474.742966 sec): 3 clusters Score: Raw -5854883.973389 + Penalty 3692.153836 = -5851191.819553 nChanged 22 SP:Iteration 58Q (4474.898625 sec): 3 clusters Score: Raw -5854891.462017 + Penalty 3692.153836 = -5851199.308181 nChanged 29 SP:Iteration 59Q (4475.051282 sec): 3 clusters Score: Raw -5854904.369847 + Penalty 3692.153836 = -5851212.216011 nChanged 28 SP:Iteration 60F (4475.230542 sec): 3 clusters Score: Raw -5854917.441206 + Penalty 3692.153836 = -5851225.287370 nChanged 24 SP:Iteration 61Q (4475.395639 sec): 3 clusters Score: Raw -5854925.840329 + Penalty 3692.153836 = -5851233.686493 nChanged 25 SP:Iteration 62Q (4475.553709 sec): 3 clusters Score: Raw -5854934.489143 + Penalty 3692.153836 = -5851242.335307 nChanged 23 SP:Iteration 63Q (4475.709609 sec): 3 clusters Score: Raw -5854940.813191 + Penalty 3692.153836 = -5851248.659355 nChanged 23 SP:Iteration 64Q (4475.868781 sec): 3 clusters Score: Raw -5854949.568323 + Penalty 3692.153836 = -5851257.414487 nChanged 20 SP:Iteration 65Q (4476.016895 sec): 3 clusters Score: Raw -5854958.639444 + Penalty 3692.153836 = -5851266.485608 nChanged 23 SP:Iteration 66Q (4476.184251 sec): 3 clusters Score: Raw -5854967.717598 + Penalty 3692.153836 = -5851275.563762 nChanged 23 SP:Iteration 67Q (4476.353445 sec): 3 clusters Score: Raw -5854974.823773 + Penalty 3692.153836 = -5851282.669937 nChanged 20 SP:Iteration 68Q (4476.489602 sec): 3 clusters Score: Raw -5854982.937949 + Penalty 3692.153836 = -5851290.784113 nChanged 18 SP:Iteration 69Q (4476.653120 sec): 3 clusters Score: Raw -5854988.336390 + Penalty 3692.153836 = -5851296.182554 nChanged 15 SP:Iteration 70Q (4476.801491 sec): 3 clusters Score: Raw -5854992.845065 + Penalty 3692.153836 = -5851300.691229 nChanged 9 SP:Iteration 71Q (4476.969396 sec): 3 clusters Score: Raw -5854995.153838 + Penalty 3692.153836 = -5851303.000002 nChanged 6 SP:Iteration 72Q (4477.142846 sec): 3 clusters Score: Raw -5854997.403970 + Penalty 3692.153836 = -5851305.250133 nChanged 10 SP:Iteration 73Q (4477.308647 sec): 3 clusters Score: Raw -5855000.447882 + Penalty 3692.153836 = -5851308.294046 nChanged 7 SP:Iteration 74Q (4477.464108 sec): 3 clusters Score: Raw -5855001.837781 + Penalty 3692.153836 = -5851309.683944 nChanged 9 SP:Iteration 75Q (4477.630919 sec): 3 clusters Score: Raw -5855004.712266 + Penalty 3692.153836 = -5851312.558430 nChanged 11 SP:Iteration 76Q (4477.801907 sec): 3 clusters Score: Raw -5855007.864373 + Penalty 3692.153836 = -5851315.710537 nChanged 9 SP:Iteration 77Q (4477.947542 sec): 3 clusters Score: Raw -5855010.138831 + Penalty 3692.153836 = -5851317.984995 nChanged 7 SP:Iteration 78Q (4478.111682 sec): 3 clusters Score: Raw -5855011.748325 + Penalty 3692.153836 = -5851319.594489 nChanged 8 SP:Iteration 79Q (4478.261217 sec): 3 clusters Score: Raw -5855013.986232 + Penalty 3692.153836 = -5851321.832396 nChanged 13 SP:Iteration 80F (4478.455902 sec): 3 clusters Score: Raw -5855017.608485 + Penalty 3692.153836 = -5851325.454649 nChanged 11 SP:Iteration 81Q (4478.615937 sec): 3 clusters Score: Raw -5855020.685392 + Penalty 3692.153836 = -5851328.531556 nChanged 12 SP:Iteration 82Q (4478.777304 sec): 3 clusters Score: Raw -5855023.922428 + Penalty 3692.153836 = -5851331.768592 nChanged 10 SP:Iteration 83Q (4478.940222 sec): 3 clusters Score: Raw -5855026.373971 + Penalty 3692.153836 = -5851334.220135 nChanged 11 SP:Iteration 84Q (4479.097686 sec): 3 clusters Score: Raw -5855028.859713 + Penalty 3692.153836 = -5851336.705877 nChanged 15 SP:Iteration 85Q (4479.240439 sec): 3 clusters Score: Raw -5855031.936001 + Penalty 3692.153836 = -5851339.782165 nChanged 13 SP:Iteration 86Q (4479.396572 sec): 3 clusters Score: Raw -5855035.830888 + Penalty 3692.153836 = -5851343.677052 nChanged 7 SP:Iteration 87Q (4479.550284 sec): 3 clusters Score: Raw -5855037.250233 + Penalty 3692.153836 = -5851345.096397 nChanged 5 SP:Iteration 88Q (4479.705404 sec): 3 clusters Score: Raw -5855038.189437 + Penalty 3692.153836 = -5851346.035601 nChanged 2 SP:Iteration 89Q (4479.866433 sec): 3 clusters Score: Raw -5855038.786387 + Penalty 3692.153836 = -5851346.632550 nChanged 3 SP:Iteration 90Q (4480.018034 sec): 3 clusters Score: Raw -5855039.520290 + Penalty 3692.153836 = -5851347.366454 nChanged 4 SP:Iteration 91Q (4480.177548 sec): 3 clusters Score: Raw -5855040.602709 + Penalty 3692.153836 = -5851348.448873 nChanged 7 SP:Iteration 92Q (4480.346654 sec): 3 clusters Score: Raw -5855041.852480 + Penalty 3692.153836 = -5851349.698643 nChanged 6 SP:Iteration 93Q (4480.500520 sec): 3 clusters Score: Raw -5855043.198259 + Penalty 3692.153836 = -5851351.044422 nChanged 9 SP:Iteration 94Q (4480.656298 sec): 3 clusters Score: Raw -5855045.368448 + Penalty 3692.153836 = -5851353.214612 nChanged 7 SP:Iteration 95Q (4480.805197 sec): 3 clusters Score: Raw -5855046.931088 + Penalty 3692.153836 = -5851354.777252 nChanged 10 SP:Iteration 96Q (4480.953431 sec): 3 clusters Score: Raw -5855049.035350 + Penalty 3692.153836 = -5851356.881514 nChanged 4 SP:Iteration 97Q (4481.110122 sec): 3 clusters Score: Raw -5855049.797897 + Penalty 3692.153836 = -5851357.644061 nChanged 6 SP:Iteration 98Q (4481.273296 sec): 3 clusters Score: Raw -5855051.018353 + Penalty 3692.153836 = -5851358.864517 nChanged 3 SP:Iteration 99Q (4481.421283 sec): 3 clusters Score: Raw -5855051.504442 + Penalty 3692.153836 = -5851359.350606 nChanged 3 SP:Iteration 100F (4481.621335 sec): 3 clusters Score: Raw -5855052.176240 + Penalty 3692.153836 = -5851360.022403 nChanged 2 SP:Iteration 101Q (4481.780762 sec): 3 clusters Score: Raw -5855052.358556 + Penalty 3692.153836 = -5851360.204720 nChanged 2 SP:Iteration 102Q (4481.939324 sec): 3 clusters Score: Raw -5855052.666685 + Penalty 3692.153836 = -5851360.512849 nChanged 0 SP:Iteration 103F (4482.128424 sec): 3 clusters Score: Raw -5855052.666685 + Penalty 3692.153836 = -5851360.512849 nChanged 0 Trying to split cluster 8 (5829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4482.175597 sec): 2 clusters Score: Raw -373668.558934 + Penalty 1408.972620 = -372259.586314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4482.233915 sec): 3 clusters Score: Raw -370558.688350 + Penalty 2817.945240 = -367740.743111 nChanged 2378 SP:Iteration 1F (4482.279124 sec): 3 clusters Score: Raw -371785.487788 + Penalty 2817.945240 = -368967.542548 nChanged 451 SP:Iteration 2F (4482.343346 sec): 3 clusters Score: Raw -372122.486042 + Penalty 2817.945240 = -369304.540802 nChanged 438 SP:Iteration 3F (4482.401183 sec): 3 clusters Score: Raw -372519.321516 + Penalty 2817.945240 = -369701.376276 nChanged 428 SP:Iteration 4F (4482.448121 sec): 3 clusters Score: Raw -372926.861936 + Penalty 2817.945240 = -370108.916696 nChanged 436 SP:Iteration 5F (4482.510027 sec): 3 clusters Score: Raw -373354.975226 + Penalty 2817.945240 = -370537.029986 nChanged 402 SP:Iteration 6F (4482.565875 sec): 3 clusters Score: Raw -373675.590215 + Penalty 2817.945240 = -370857.644975 nChanged 294 SP:Iteration 7F (4482.623549 sec): 3 clusters Score: Raw -373866.638807 + Penalty 2817.945240 = -371048.693568 nChanged 229 SP:Iteration 8Q (4482.675367 sec): 3 clusters Score: Raw -374008.288712 + Penalty 2817.945240 = -371190.343473 nChanged 198 SP:Iteration 9Q (4482.730029 sec): 3 clusters Score: Raw -374125.872894 + Penalty 2817.945240 = -371307.927654 nChanged 139 SP:Iteration 10Q (4482.795219 sec): 3 clusters Score: Raw -374191.285869 + Penalty 2817.945240 = -371373.340629 nChanged 98 SP:Iteration 11Q (4482.852660 sec): 3 clusters Score: Raw -374226.094361 + Penalty 2817.945240 = -371408.149121 nChanged 63 SP:Iteration 12Q (4482.912725 sec): 3 clusters Score: Raw -374248.227912 + Penalty 2817.945240 = -371430.282672 nChanged 51 SP:Iteration 13Q (4482.971581 sec): 3 clusters Score: Raw -374262.685294 + Penalty 2817.945240 = -371444.740055 nChanged 40 SP:Iteration 14Q (4483.029182 sec): 3 clusters Score: Raw -374274.436593 + Penalty 2817.945240 = -371456.491353 nChanged 35 SP:Iteration 15Q (4483.075258 sec): 3 clusters Score: Raw -374282.928894 + Penalty 2817.945240 = -371464.983654 nChanged 33 SP:Iteration 16Q (4483.130375 sec): 3 clusters Score: Raw -374292.402246 + Penalty 2817.945240 = -371474.457006 nChanged 25 SP:Iteration 17Q (4483.186790 sec): 3 clusters Score: Raw -374297.479461 + Penalty 2817.945240 = -371479.534221 nChanged 24 SP:Iteration 18Q (4483.243310 sec): 3 clusters Score: Raw -374304.816819 + Penalty 2817.945240 = -371486.871579 nChanged 23 SP:Iteration 19Q (4483.296933 sec): 3 clusters Score: Raw -374310.613249 + Penalty 2817.945240 = -371492.668009 nChanged 26 SP:Iteration 20F (4483.346974 sec): 3 clusters Score: Raw -374319.563895 + Penalty 2817.945240 = -371501.618655 nChanged 22 SP:Iteration 21Q (4483.408717 sec): 3 clusters Score: Raw -374326.933587 + Penalty 2817.945240 = -371508.988347 nChanged 14 SP:Iteration 22Q (4483.470571 sec): 3 clusters Score: Raw -374331.340605 + Penalty 2817.945240 = -371513.395365 nChanged 11 SP:Iteration 23Q (4483.529602 sec): 3 clusters Score: Raw -374335.349564 + Penalty 2817.945240 = -371517.404324 nChanged 16 SP:Iteration 24Q (4483.578186 sec): 3 clusters Score: Raw -374339.297882 + Penalty 2817.945240 = -371521.352642 nChanged 13 SP:Iteration 25Q (4483.637053 sec): 3 clusters Score: Raw -374342.543209 + Penalty 2817.945240 = -371524.597969 nChanged 10 SP:Iteration 26Q (4483.695996 sec): 3 clusters Score: Raw -374346.347902 + Penalty 2817.945240 = -371528.402662 nChanged 20 SP:Iteration 27Q (4483.763930 sec): 3 clusters Score: Raw -374353.824975 + Penalty 2817.945240 = -371535.879735 nChanged 15 SP:Iteration 28Q (4483.809731 sec): 3 clusters Score: Raw -374357.234149 + Penalty 2817.945240 = -371539.288909 nChanged 8 SP:Iteration 29Q (4483.875969 sec): 3 clusters Score: Raw -374359.849180 + Penalty 2817.945240 = -371541.903940 nChanged 10 SP:Iteration 30Q (4483.925021 sec): 3 clusters Score: Raw -374361.803858 + Penalty 2817.945240 = -371543.858618 nChanged 5 SP:Iteration 31Q (4483.991675 sec): 3 clusters Score: Raw -374363.327716 + Penalty 2817.945240 = -371545.382476 nChanged 9 SP:Iteration 32Q (4484.043278 sec): 3 clusters Score: Raw -374366.380427 + Penalty 2817.945240 = -371548.435187 nChanged 7 SP:Iteration 33Q (4484.089545 sec): 3 clusters Score: Raw -374369.056955 + Penalty 2817.945240 = -371551.111715 nChanged 8 SP:Iteration 34Q (4484.142305 sec): 3 clusters Score: Raw -374371.769843 + Penalty 2817.945240 = -371553.824603 nChanged 8 SP:Iteration 35Q (4484.200059 sec): 3 clusters Score: Raw -374374.189325 + Penalty 2817.945240 = -371556.244085 nChanged 4 SP:Iteration 36Q (4484.257792 sec): 3 clusters Score: Raw -374375.349202 + Penalty 2817.945240 = -371557.403962 nChanged 5 SP:Iteration 37Q (4484.305971 sec): 3 clusters Score: Raw -374376.795255 + Penalty 2817.945240 = -371558.850015 nChanged 7 SP:Iteration 38Q (4484.366433 sec): 3 clusters Score: Raw -374378.785295 + Penalty 2817.945240 = -371560.840055 nChanged 6 SP:Iteration 39Q (4484.409696 sec): 3 clusters Score: Raw -374379.991103 + Penalty 2817.945240 = -371562.045863 nChanged 6 SP:Iteration 40F (4484.465391 sec): 3 clusters Score: Raw -374381.585977 + Penalty 2817.945240 = -371563.640737 nChanged 3 SP:Iteration 41Q (4484.522596 sec): 3 clusters Score: Raw -374383.086181 + Penalty 2817.945240 = -371565.140941 nChanged 6 SP:Iteration 42Q (4484.568860 sec): 3 clusters Score: Raw -374384.836798 + Penalty 2817.945240 = -371566.891558 nChanged 6 SP:Iteration 43Q (4484.632482 sec): 3 clusters Score: Raw -374387.142821 + Penalty 2817.945240 = -371569.197581 nChanged 7 SP:Iteration 44Q (4484.688995 sec): 3 clusters Score: Raw -374390.565126 + Penalty 2817.945240 = -371572.619886 nChanged 9 SP:Iteration 45Q (4484.736231 sec): 3 clusters Score: Raw -374396.621282 + Penalty 2817.945240 = -371578.676042 nChanged 15 SP:Iteration 46Q (4484.791162 sec): 3 clusters Score: Raw -374403.907784 + Penalty 2817.945240 = -371585.962544 nChanged 11 SP:Iteration 47Q (4484.857637 sec): 3 clusters Score: Raw -374407.143598 + Penalty 2817.945240 = -371589.198358 nChanged 11 SP:Iteration 48Q (4484.912134 sec): 3 clusters Score: Raw -374410.052917 + Penalty 2817.945240 = -371592.107678 nChanged 16 SP:Iteration 49Q (4484.964617 sec): 3 clusters Score: Raw -374416.734910 + Penalty 2817.945240 = -371598.789671 nChanged 14 SP:Iteration 50Q (4485.027289 sec): 3 clusters Score: Raw -374422.134490 + Penalty 2817.945240 = -371604.189250 nChanged 10 SP:Iteration 51Q (4485.083801 sec): 3 clusters Score: Raw -374424.299843 + Penalty 2817.945240 = -371606.354603 nChanged 7 SP:Iteration 52Q (4485.138212 sec): 3 clusters Score: Raw -374426.005863 + Penalty 2817.945240 = -371608.060623 nChanged 7 SP:Iteration 53Q (4485.193319 sec): 3 clusters Score: Raw -374428.728414 + Penalty 2817.945240 = -371610.783174 nChanged 7 SP:Iteration 54Q (4485.240023 sec): 3 clusters Score: Raw -374430.772545 + Penalty 2817.945240 = -371612.827305 nChanged 9 SP:Iteration 55Q (4485.307206 sec): 3 clusters Score: Raw -374433.500175 + Penalty 2817.945240 = -371615.554935 nChanged 7 SP:Iteration 56Q (4485.365267 sec): 3 clusters Score: Raw -374435.365637 + Penalty 2817.945240 = -371617.420397 nChanged 9 SP:Iteration 57Q (4485.414156 sec): 3 clusters Score: Raw -374439.874113 + Penalty 2817.945240 = -371621.928873 nChanged 12 SP:Iteration 58Q (4485.483245 sec): 3 clusters Score: Raw -374445.689389 + Penalty 2817.945240 = -371627.744149 nChanged 15 SP:Iteration 59Q (4485.536379 sec): 3 clusters Score: Raw -374455.596480 + Penalty 2817.945240 = -371637.651240 nChanged 17 SP:Iteration 60F (4485.596305 sec): 3 clusters Score: Raw -374463.130224 + Penalty 2817.945240 = -371645.184984 nChanged 18 SP:Iteration 61Q (4485.641104 sec): 3 clusters Score: Raw -374467.672546 + Penalty 2817.945240 = -371649.727306 nChanged 10 SP:Iteration 62Q (4485.698095 sec): 3 clusters Score: Raw -374469.855957 + Penalty 2817.945240 = -371651.910717 nChanged 7 SP:Iteration 63Q (4485.761902 sec): 3 clusters Score: Raw -374472.412790 + Penalty 2817.945240 = -371654.467550 nChanged 6 SP:Iteration 64Q (4485.823266 sec): 3 clusters Score: Raw -374474.376302 + Penalty 2817.945240 = -371656.431062 nChanged 8 SP:Iteration 65Q (4485.867589 sec): 3 clusters Score: Raw -374477.154654 + Penalty 2817.945240 = -371659.209414 nChanged 10 SP:Iteration 66Q (4485.923679 sec): 3 clusters Score: Raw -374480.132516 + Penalty 2817.945240 = -371662.187277 nChanged 9 SP:Iteration 67Q (4485.973289 sec): 3 clusters Score: Raw -374482.469812 + Penalty 2817.945240 = -371664.524572 nChanged 5 SP:Iteration 68Q (4486.030960 sec): 3 clusters Score: Raw -374484.397094 + Penalty 2817.945240 = -371666.451854 nChanged 7 SP:Iteration 69Q (4486.079732 sec): 3 clusters Score: Raw -374485.822032 + Penalty 2817.945240 = -371667.876792 nChanged 4 SP:Iteration 70Q (4486.144818 sec): 3 clusters Score: Raw -374486.216430 + Penalty 2817.945240 = -371668.271190 nChanged 3 SP:Iteration 71Q (4486.187263 sec): 3 clusters Score: Raw -374487.088840 + Penalty 2817.945240 = -371669.143601 nChanged 2 SP:Iteration 72Q (4486.250671 sec): 3 clusters Score: Raw -374487.529925 + Penalty 2817.945240 = -371669.584685 nChanged 2 SP:Iteration 73Q (4486.302641 sec): 3 clusters Score: Raw -374487.789318 + Penalty 2817.945240 = -371669.844078 nChanged 1 SP:Iteration 74Q (4486.352950 sec): 3 clusters Score: Raw -374487.844316 + Penalty 2817.945240 = -371669.899076 nChanged 0 SP:Iteration 75F (4486.413310 sec): 3 clusters Score: Raw -374487.844316 + Penalty 2817.945240 = -371669.899076 nChanged 0 Trying to split cluster 9 (12903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4486.448231 sec): 2 clusters Score: Raw -877956.559073 + Penalty 1538.097457 = -876418.461616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4486.513096 sec): 3 clusters Score: Raw -870454.318330 + Penalty 3076.194914 = -867378.123415 nChanged 5660 SP:Iteration 1F (4486.588443 sec): 3 clusters Score: Raw -873653.944707 + Penalty 3076.194914 = -870577.749793 nChanged 875 SP:Iteration 2F (4486.652663 sec): 3 clusters Score: Raw -874213.195471 + Penalty 3076.194914 = -871137.000556 nChanged 918 SP:Iteration 3F (4486.712198 sec): 3 clusters Score: Raw -874833.644503 + Penalty 3076.194914 = -871757.449589 nChanged 889 SP:Iteration 4F (4486.786680 sec): 3 clusters Score: Raw -875429.128277 + Penalty 3076.194914 = -872352.933363 nChanged 799 SP:Iteration 5F (4486.844526 sec): 3 clusters Score: Raw -875963.866279 + Penalty 3076.194914 = -872887.671364 nChanged 747 SP:Iteration 6F (4486.913943 sec): 3 clusters Score: Raw -876402.594038 + Penalty 3076.194914 = -873326.399123 nChanged 625 SP:Iteration 7Q (4486.990656 sec): 3 clusters Score: Raw -876718.579859 + Penalty 3076.194914 = -873642.384945 nChanged 494 SP:Iteration 8Q (4487.048403 sec): 3 clusters Score: Raw -876921.889037 + Penalty 3076.194914 = -873845.694122 nChanged 365 SP:Iteration 9Q (4487.113947 sec): 3 clusters Score: Raw -877056.179366 + Penalty 3076.194914 = -873979.984451 nChanged 282 SP:Iteration 10Q (4487.188155 sec): 3 clusters Score: Raw -877153.227673 + Penalty 3076.194914 = -874077.032758 nChanged 249 SP:Iteration 11Q (4487.255079 sec): 3 clusters Score: Raw -877232.351614 + Penalty 3076.194914 = -874156.156699 nChanged 194 SP:Iteration 12Q (4487.323381 sec): 3 clusters Score: Raw -877288.995383 + Penalty 3076.194914 = -874212.800469 nChanged 174 SP:Iteration 13Q (4487.381725 sec): 3 clusters Score: Raw -877337.540318 + Penalty 3076.194914 = -874261.345404 nChanged 180 SP:Iteration 14Q (4487.445623 sec): 3 clusters Score: Raw -877383.267582 + Penalty 3076.194914 = -874307.072668 nChanged 152 SP:Iteration 15Q (4487.527050 sec): 3 clusters Score: Raw -877423.121976 + Penalty 3076.194914 = -874346.927062 nChanged 135 SP:Iteration 16Q (4487.583776 sec): 3 clusters Score: Raw -877453.662714 + Penalty 3076.194914 = -874377.467799 nChanged 118 SP:Iteration 17Q (4487.646610 sec): 3 clusters Score: Raw -877476.159164 + Penalty 3076.194914 = -874399.964249 nChanged 91 SP:Iteration 18Q (4487.720833 sec): 3 clusters Score: Raw -877493.021532 + Penalty 3076.194914 = -874416.826618 nChanged 60 SP:Iteration 19Q (4487.788333 sec): 3 clusters Score: Raw -877504.859306 + Penalty 3076.194914 = -874428.664391 nChanged 60 SP:Iteration 20F (4487.857750 sec): 3 clusters Score: Raw -877514.166209 + Penalty 3076.194914 = -874437.971295 nChanged 54 SP:Iteration 21Q (4487.922811 sec): 3 clusters Score: Raw -877523.296016 + Penalty 3076.194914 = -874447.101101 nChanged 48 SP:Iteration 22Q (4487.985752 sec): 3 clusters Score: Raw -877530.540237 + Penalty 3076.194914 = -874454.345322 nChanged 43 SP:Iteration 23Q (4488.049674 sec): 3 clusters Score: Raw -877537.675301 + Penalty 3076.194914 = -874461.480386 nChanged 48 SP:Iteration 24Q (4488.122680 sec): 3 clusters Score: Raw -877545.069879 + Penalty 3076.194914 = -874468.874965 nChanged 52 SP:Iteration 25Q (4488.186471 sec): 3 clusters Score: Raw -877552.994761 + Penalty 3076.194914 = -874476.799846 nChanged 45 SP:Iteration 26Q (4488.259713 sec): 3 clusters Score: Raw -877559.404528 + Penalty 3076.194914 = -874483.209614 nChanged 36 SP:Iteration 27Q (4488.323631 sec): 3 clusters Score: Raw -877565.582039 + Penalty 3076.194914 = -874489.387125 nChanged 29 SP:Iteration 28Q (4488.380392 sec): 3 clusters Score: Raw -877570.040478 + Penalty 3076.194914 = -874493.845563 nChanged 31 SP:Iteration 29Q (4488.447939 sec): 3 clusters Score: Raw -877574.947880 + Penalty 3076.194914 = -874498.752965 nChanged 25 SP:Iteration 30Q (4488.522488 sec): 3 clusters Score: Raw -877577.496344 + Penalty 3076.194914 = -874501.301429 nChanged 21 SP:Iteration 31Q (4488.576002 sec): 3 clusters Score: Raw -877579.282410 + Penalty 3076.194914 = -874503.087496 nChanged 12 SP:Iteration 32Q (4488.647248 sec): 3 clusters Score: Raw -877580.189770 + Penalty 3076.194914 = -874503.994856 nChanged 10 SP:Iteration 33Q (4488.718900 sec): 3 clusters Score: Raw -877581.249168 + Penalty 3076.194914 = -874505.054253 nChanged 11 SP:Iteration 34Q (4488.775972 sec): 3 clusters Score: Raw -877582.575435 + Penalty 3076.194914 = -874506.380521 nChanged 19 SP:Iteration 35Q (4488.847312 sec): 3 clusters Score: Raw -877584.291168 + Penalty 3076.194914 = -874508.096254 nChanged 17 SP:Iteration 36Q (4488.905163 sec): 3 clusters Score: Raw -877585.761266 + Penalty 3076.194914 = -874509.566352 nChanged 15 SP:Iteration 37Q (4488.977429 sec): 3 clusters Score: Raw -877586.736899 + Penalty 3076.194914 = -874510.541985 nChanged 13 SP:Iteration 38Q (4489.054039 sec): 3 clusters Score: Raw -877587.730721 + Penalty 3076.194914 = -874511.535807 nChanged 14 SP:Iteration 39Q (4489.108419 sec): 3 clusters Score: Raw -877588.984391 + Penalty 3076.194914 = -874512.789476 nChanged 12 SP:Iteration 40F (4489.186087 sec): 3 clusters Score: Raw -877589.913046 + Penalty 3076.194914 = -874513.718132 nChanged 8 SP:Iteration 41Q (4489.250339 sec): 3 clusters Score: Raw -877590.794109 + Penalty 3076.194914 = -874514.599195 nChanged 8 SP:Iteration 42Q (4489.314241 sec): 3 clusters Score: Raw -877591.501225 + Penalty 3076.194914 = -874515.306311 nChanged 12 SP:Iteration 43Q (4489.396170 sec): 3 clusters Score: Raw -877592.334880 + Penalty 3076.194914 = -874516.139966 nChanged 7 SP:Iteration 44Q (4489.456704 sec): 3 clusters Score: Raw -877592.803256 + Penalty 3076.194914 = -874516.608341 nChanged 10 SP:Iteration 45Q (4489.526808 sec): 3 clusters Score: Raw -877593.564568 + Penalty 3076.194914 = -874517.369654 nChanged 3 SP:Iteration 46Q (4489.609054 sec): 3 clusters Score: Raw -877593.754899 + Penalty 3076.194914 = -874517.559985 nChanged 2 SP:Iteration 47Q (4489.679020 sec): 3 clusters Score: Raw -877593.971860 + Penalty 3076.194914 = -874517.776945 nChanged 3 SP:Iteration 48Q (4489.749023 sec): 3 clusters Score: Raw -877594.125026 + Penalty 3076.194914 = -874517.930111 nChanged 2 SP:Iteration 49Q (4489.807547 sec): 3 clusters Score: Raw -877594.259450 + Penalty 3076.194914 = -874518.064536 nChanged 1 SP:Iteration 50Q (4489.881597 sec): 3 clusters Score: Raw -877594.333397 + Penalty 3076.194914 = -874518.138482 nChanged 2 SP:Iteration 51Q (4489.954639 sec): 3 clusters Score: Raw -877594.496480 + Penalty 3076.194914 = -874518.301566 nChanged 1 SP:Iteration 52Q (4490.028771 sec): 3 clusters Score: Raw -877594.539729 + Penalty 3076.194914 = -874518.344815 nChanged 0 SP:Iteration 53F (4490.099109 sec): 3 clusters Score: Raw -877594.539729 + Penalty 3076.194914 = -874518.344815 nChanged 0 Trying to split cluster 10 (77117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4490.223268 sec): 2 clusters Score: Raw -5298919.047090 + Penalty 1828.625342 = -5297090.421748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4490.408082 sec): 3 clusters Score: Raw -5249155.461965 + Penalty 3657.250684 = -5245498.211281 nChanged 36633 SP:Iteration 1F (4490.586988 sec): 3 clusters Score: Raw -5270658.437109 + Penalty 3657.250684 = -5267001.186425 nChanged 3226 SP:Iteration 2Q (4490.777649 sec): 3 clusters Score: Raw -5271806.196750 + Penalty 3657.250684 = -5268148.946066 nChanged 3568 SP:Iteration 3Q (4490.961679 sec): 3 clusters Score: Raw -5273251.384019 + Penalty 3657.250684 = -5269594.133334 nChanged 3967 SP:Iteration 4F (4491.136648 sec): 3 clusters Score: Raw -5275201.770474 + Penalty 3657.250684 = -5271544.519790 nChanged 4499 SP:Iteration 5F (4491.322072 sec): 3 clusters Score: Raw -5277748.071469 + Penalty 3657.250684 = -5274090.820785 nChanged 4927 SP:Iteration 6F (4491.502270 sec): 3 clusters Score: Raw -5280933.300822 + Penalty 3657.250684 = -5277276.050138 nChanged 5095 SP:Iteration 7F (4491.680232 sec): 3 clusters Score: Raw -5284469.333272 + Penalty 3657.250684 = -5280812.082588 nChanged 4641 SP:Iteration 8F (4491.862183 sec): 3 clusters Score: Raw -5287858.535922 + Penalty 3657.250684 = -5284201.285238 nChanged 3909 SP:Iteration 9F (4492.040472 sec): 3 clusters Score: Raw -5290581.716038 + Penalty 3657.250684 = -5286924.465354 nChanged 2942 SP:Iteration 10Q (4492.222708 sec): 3 clusters Score: Raw -5292344.183531 + Penalty 3657.250684 = -5288686.932846 nChanged 2090 SP:Iteration 11Q (4492.408227 sec): 3 clusters Score: Raw -5293349.496286 + Penalty 3657.250684 = -5289692.245602 nChanged 1483 SP:Iteration 12Q (4492.587507 sec): 3 clusters Score: Raw -5294026.162935 + Penalty 3657.250684 = -5290368.912251 nChanged 1268 SP:Iteration 13Q (4492.765073 sec): 3 clusters Score: Raw -5294601.309153 + Penalty 3657.250684 = -5290944.058469 nChanged 1170 SP:Iteration 14Q (4492.939805 sec): 3 clusters Score: Raw -5295103.651304 + Penalty 3657.250684 = -5291446.400620 nChanged 1014 SP:Iteration 15Q (4493.116413 sec): 3 clusters Score: Raw -5295533.108210 + Penalty 3657.250684 = -5291875.857526 nChanged 957 SP:Iteration 16Q (4493.281335 sec): 3 clusters Score: Raw -5295917.407197 + Penalty 3657.250684 = -5292260.156513 nChanged 861 SP:Iteration 17Q (4493.445127 sec): 3 clusters Score: Raw -5296264.032333 + Penalty 3657.250684 = -5292606.781649 nChanged 787 SP:Iteration 18Q (4493.609706 sec): 3 clusters Score: Raw -5296597.322182 + Penalty 3657.250684 = -5292940.071498 nChanged 742 SP:Iteration 19Q (4493.770108 sec): 3 clusters Score: Raw -5296917.721037 + Penalty 3657.250684 = -5293260.470353 nChanged 684 SP:Iteration 20F (4493.945674 sec): 3 clusters Score: Raw -5297205.326451 + Penalty 3657.250684 = -5293548.075767 nChanged 617 SP:Iteration 21Q (4494.118321 sec): 3 clusters Score: Raw -5297444.778859 + Penalty 3657.250684 = -5293787.528175 nChanged 576 SP:Iteration 22Q (4494.278435 sec): 3 clusters Score: Raw -5297637.027504 + Penalty 3657.250684 = -5293979.776819 nChanged 508 SP:Iteration 23Q (4494.435260 sec): 3 clusters Score: Raw -5297803.139527 + Penalty 3657.250684 = -5294145.888843 nChanged 478 SP:Iteration 24Q (4494.594866 sec): 3 clusters Score: Raw -5297970.730848 + Penalty 3657.250684 = -5294313.480164 nChanged 450 SP:Iteration 25Q (4494.764911 sec): 3 clusters Score: Raw -5298125.408173 + Penalty 3657.250684 = -5294468.157489 nChanged 442 SP:Iteration 26Q (4494.935633 sec): 3 clusters Score: Raw -5298265.653653 + Penalty 3657.250684 = -5294608.402969 nChanged 391 SP:Iteration 27Q (4495.099054 sec): 3 clusters Score: Raw -5298376.820704 + Penalty 3657.250684 = -5294719.570020 nChanged 334 SP:Iteration 28Q (4495.256299 sec): 3 clusters Score: Raw -5298458.727892 + Penalty 3657.250684 = -5294801.477208 nChanged 290 SP:Iteration 29Q (4495.422063 sec): 3 clusters Score: Raw -5298523.563637 + Penalty 3657.250684 = -5294866.312952 nChanged 254 SP:Iteration 30Q (4495.584108 sec): 3 clusters Score: Raw -5298579.913632 + Penalty 3657.250684 = -5294922.662948 nChanged 263 SP:Iteration 31Q (4495.748673 sec): 3 clusters Score: Raw -5298636.544863 + Penalty 3657.250684 = -5294979.294179 nChanged 240 SP:Iteration 32Q (4495.913329 sec): 3 clusters Score: Raw -5298688.302663 + Penalty 3657.250684 = -5295031.051979 nChanged 234 SP:Iteration 33Q (4496.075108 sec): 3 clusters Score: Raw -5298741.416874 + Penalty 3657.250684 = -5295084.166190 nChanged 242 SP:Iteration 34Q (4496.230053 sec): 3 clusters Score: Raw -5298800.358839 + Penalty 3657.250684 = -5295143.108154 nChanged 231 SP:Iteration 35Q (4496.394927 sec): 3 clusters Score: Raw -5298847.821663 + Penalty 3657.250684 = -5295190.570979 nChanged 219 SP:Iteration 36Q (4496.559238 sec): 3 clusters Score: Raw -5298892.278619 + Penalty 3657.250684 = -5295235.027935 nChanged 203 SP:Iteration 37Q (4496.706844 sec): 3 clusters Score: Raw -5298933.409721 + Penalty 3657.250684 = -5295276.159037 nChanged 190 SP:Iteration 38Q (4496.857475 sec): 3 clusters Score: Raw -5298968.743702 + Penalty 3657.250684 = -5295311.493018 nChanged 202 SP:Iteration 39Q (4497.002070 sec): 3 clusters Score: Raw -5299009.002403 + Penalty 3657.250684 = -5295351.751719 nChanged 205 SP:Iteration 40F (4497.182159 sec): 3 clusters Score: Raw -5299045.720527 + Penalty 3657.250684 = -5295388.469843 nChanged 167 SP:Iteration 41Q (4497.344697 sec): 3 clusters Score: Raw -5299073.883619 + Penalty 3657.250684 = -5295416.632935 nChanged 153 SP:Iteration 42Q (4497.490899 sec): 3 clusters Score: Raw -5299099.133171 + Penalty 3657.250684 = -5295441.882486 nChanged 143 SP:Iteration 43Q (4497.650797 sec): 3 clusters Score: Raw -5299124.706168 + Penalty 3657.250684 = -5295467.455484 nChanged 141 SP:Iteration 44Q (4497.804770 sec): 3 clusters Score: Raw -5299148.873438 + Penalty 3657.250684 = -5295491.622753 nChanged 148 SP:Iteration 45Q (4497.953995 sec): 3 clusters Score: Raw -5299174.387932 + Penalty 3657.250684 = -5295517.137248 nChanged 140 SP:Iteration 46Q (4498.104288 sec): 3 clusters Score: Raw -5299198.214621 + Penalty 3657.250684 = -5295540.963937 nChanged 129 SP:Iteration 47Q (4498.249611 sec): 3 clusters Score: Raw -5299220.852910 + Penalty 3657.250684 = -5295563.602226 nChanged 126 SP:Iteration 48Q (4498.401220 sec): 3 clusters Score: Raw -5299244.811891 + Penalty 3657.250684 = -5295587.561207 nChanged 141 SP:Iteration 49Q (4498.559286 sec): 3 clusters Score: Raw -5299272.929677 + Penalty 3657.250684 = -5295615.678993 nChanged 136 SP:Iteration 50Q (4498.709340 sec): 3 clusters Score: Raw -5299301.966966 + Penalty 3657.250684 = -5295644.716282 nChanged 140 SP:Iteration 51Q (4498.851188 sec): 3 clusters Score: Raw -5299329.682101 + Penalty 3657.250684 = -5295672.431417 nChanged 116 SP:Iteration 52Q (4499.013892 sec): 3 clusters Score: Raw -5299352.280329 + Penalty 3657.250684 = -5295695.029645 nChanged 109 SP:Iteration 53Q (4499.165304 sec): 3 clusters Score: Raw -5299375.013946 + Penalty 3657.250684 = -5295717.763262 nChanged 104 SP:Iteration 54Q (4499.311330 sec): 3 clusters Score: Raw -5299396.305639 + Penalty 3657.250684 = -5295739.054955 nChanged 107 SP:Iteration 55Q (4499.469705 sec): 3 clusters Score: Raw -5299418.684773 + Penalty 3657.250684 = -5295761.434088 nChanged 102 SP:Iteration 56Q (4499.633039 sec): 3 clusters Score: Raw -5299440.878219 + Penalty 3657.250684 = -5295783.627534 nChanged 86 SP:Iteration 57Q (4499.777573 sec): 3 clusters Score: Raw -5299458.188110 + Penalty 3657.250684 = -5295800.937425 nChanged 69 SP:Iteration 58Q (4499.930697 sec): 3 clusters Score: Raw -5299470.567937 + Penalty 3657.250684 = -5295813.317253 nChanged 61 SP:Iteration 59Q (4500.084034 sec): 3 clusters Score: Raw -5299480.937773 + Penalty 3657.250684 = -5295823.687088 nChanged 53 SP:Iteration 60F (4500.263225 sec): 3 clusters Score: Raw -5299488.757097 + Penalty 3657.250684 = -5295831.506413 nChanged 53 SP:Iteration 61Q (4500.416712 sec): 3 clusters Score: Raw -5299496.600392 + Penalty 3657.250684 = -5295839.349708 nChanged 46 SP:Iteration 62Q (4500.562989 sec): 3 clusters Score: Raw -5299504.043457 + Penalty 3657.250684 = -5295846.792773 nChanged 40 SP:Iteration 63Q (4500.702880 sec): 3 clusters Score: Raw -5299508.891830 + Penalty 3657.250684 = -5295851.641146 nChanged 27 SP:Iteration 64Q (4500.861344 sec): 3 clusters Score: Raw -5299512.095069 + Penalty 3657.250684 = -5295854.844385 nChanged 25 SP:Iteration 65Q (4501.015349 sec): 3 clusters Score: Raw -5299515.300749 + Penalty 3657.250684 = -5295858.050065 nChanged 24 SP:Iteration 66Q (4501.168499 sec): 3 clusters Score: Raw -5299517.712167 + Penalty 3657.250684 = -5295860.461483 nChanged 18 SP:Iteration 67Q (4501.321529 sec): 3 clusters Score: Raw -5299519.705777 + Penalty 3657.250684 = -5295862.455093 nChanged 20 SP:Iteration 68Q (4501.462588 sec): 3 clusters Score: Raw -5299521.394405 + Penalty 3657.250684 = -5295864.143721 nChanged 16 SP:Iteration 69Q (4501.625677 sec): 3 clusters Score: Raw -5299522.746797 + Penalty 3657.250684 = -5295865.496112 nChanged 6 SP:Iteration 70Q (4501.776752 sec): 3 clusters Score: Raw -5299523.402518 + Penalty 3657.250684 = -5295866.151834 nChanged 13 SP:Iteration 71Q (4501.916567 sec): 3 clusters Score: Raw -5299524.578977 + Penalty 3657.250684 = -5295867.328293 nChanged 14 SP:Iteration 72Q (4502.067885 sec): 3 clusters Score: Raw -5299526.119545 + Penalty 3657.250684 = -5295868.868861 nChanged 16 SP:Iteration 73Q (4502.228565 sec): 3 clusters Score: Raw -5299528.068874 + Penalty 3657.250684 = -5295870.818190 nChanged 15 SP:Iteration 74Q (4502.389025 sec): 3 clusters Score: Raw -5299529.655556 + Penalty 3657.250684 = -5295872.404872 nChanged 11 SP:Iteration 75Q (4502.531380 sec): 3 clusters Score: Raw -5299530.922880 + Penalty 3657.250684 = -5295873.672195 nChanged 12 SP:Iteration 76Q (4502.696849 sec): 3 clusters Score: Raw -5299532.542242 + Penalty 3657.250684 = -5295875.291558 nChanged 13 SP:Iteration 77Q (4502.855293 sec): 3 clusters Score: Raw -5299534.381331 + Penalty 3657.250684 = -5295877.130647 nChanged 16 SP:Iteration 78Q (4502.997836 sec): 3 clusters Score: Raw -5299537.528777 + Penalty 3657.250684 = -5295880.278093 nChanged 19 SP:Iteration 79Q (4503.138748 sec): 3 clusters Score: Raw -5299540.562950 + Penalty 3657.250684 = -5295883.312266 nChanged 19 SP:Iteration 80F (4503.327874 sec): 3 clusters Score: Raw -5299543.913623 + Penalty 3657.250684 = -5295886.662939 nChanged 24 SP:Iteration 81Q (4503.485638 sec): 3 clusters Score: Raw -5299547.459618 + Penalty 3657.250684 = -5295890.208934 nChanged 18 SP:Iteration 82Q (4503.650615 sec): 3 clusters Score: Raw -5299550.015884 + Penalty 3657.250684 = -5295892.765200 nChanged 18 SP:Iteration 83Q (4503.815951 sec): 3 clusters Score: Raw -5299552.418224 + Penalty 3657.250684 = -5295895.167540 nChanged 17 SP:Iteration 84Q (4503.981683 sec): 3 clusters Score: Raw -5299555.113633 + Penalty 3657.250684 = -5295897.862949 nChanged 23 SP:Iteration 85Q (4504.146656 sec): 3 clusters Score: Raw -5299558.098888 + Penalty 3657.250684 = -5295900.848204 nChanged 25 SP:Iteration 86Q (4504.314828 sec): 3 clusters Score: Raw -5299562.471318 + Penalty 3657.250684 = -5295905.220634 nChanged 32 SP:Iteration 87Q (4504.454359 sec): 3 clusters Score: Raw -5299567.979044 + Penalty 3657.250684 = -5295910.728360 nChanged 35 SP:Iteration 88Q (4504.607399 sec): 3 clusters Score: Raw -5299573.425383 + Penalty 3657.250684 = -5295916.174698 nChanged 22 SP:Iteration 89Q (4504.770651 sec): 3 clusters Score: Raw -5299576.905363 + Penalty 3657.250684 = -5295919.654678 nChanged 18 SP:Iteration 90Q (4504.913288 sec): 3 clusters Score: Raw -5299579.695488 + Penalty 3657.250684 = -5295922.444803 nChanged 16 SP:Iteration 91Q (4505.056977 sec): 3 clusters Score: Raw -5299583.006873 + Penalty 3657.250684 = -5295925.756188 nChanged 23 SP:Iteration 92Q (4505.215272 sec): 3 clusters Score: Raw -5299586.849645 + Penalty 3657.250684 = -5295929.598961 nChanged 19 SP:Iteration 93Q (4505.361504 sec): 3 clusters Score: Raw -5299590.116559 + Penalty 3657.250684 = -5295932.865875 nChanged 13 SP:Iteration 94Q (4505.511555 sec): 3 clusters Score: Raw -5299591.868184 + Penalty 3657.250684 = -5295934.617500 nChanged 12 SP:Iteration 95Q (4505.653316 sec): 3 clusters Score: Raw -5299593.298137 + Penalty 3657.250684 = -5295936.047453 nChanged 13 SP:Iteration 96Q (4505.821791 sec): 3 clusters Score: Raw -5299595.350592 + Penalty 3657.250684 = -5295938.099908 nChanged 14 SP:Iteration 97Q (4505.964397 sec): 3 clusters Score: Raw -5299598.545799 + Penalty 3657.250684 = -5295941.295114 nChanged 17 SP:Iteration 98Q (4506.113765 sec): 3 clusters Score: Raw -5299602.690018 + Penalty 3657.250684 = -5295945.439334 nChanged 22 SP:Iteration 99Q (4506.261230 sec): 3 clusters Score: Raw -5299606.245070 + Penalty 3657.250684 = -5295948.994385 nChanged 15 SP:Iteration 100F (4506.434994 sec): 3 clusters Score: Raw -5299608.680217 + Penalty 3657.250684 = -5295951.429533 nChanged 8 SP:Iteration 101Q (4506.585297 sec): 3 clusters Score: Raw -5299610.070232 + Penalty 3657.250684 = -5295952.819548 nChanged 11 SP:Iteration 102Q (4506.731880 sec): 3 clusters Score: Raw -5299611.659249 + Penalty 3657.250684 = -5295954.408565 nChanged 8 SP:Iteration 103Q (4506.869257 sec): 3 clusters Score: Raw -5299612.878322 + Penalty 3657.250684 = -5295955.627638 nChanged 7 SP:Iteration 104Q (4507.014511 sec): 3 clusters Score: Raw -5299613.943122 + Penalty 3657.250684 = -5295956.692438 nChanged 8 SP:Iteration 105Q (4507.168517 sec): 3 clusters Score: Raw -5299614.940389 + Penalty 3657.250684 = -5295957.689705 nChanged 8 SP:Iteration 106Q (4507.312741 sec): 3 clusters Score: Raw -5299616.121741 + Penalty 3657.250684 = -5295958.871057 nChanged 6 SP:Iteration 107Q (4507.469471 sec): 3 clusters Score: Raw -5299616.847344 + Penalty 3657.250684 = -5295959.596660 nChanged 4 SP:Iteration 108Q (4507.614506 sec): 3 clusters Score: Raw -5299617.548776 + Penalty 3657.250684 = -5295960.298092 nChanged 5 SP:Iteration 109Q (4507.765611 sec): 3 clusters Score: Raw -5299618.444313 + Penalty 3657.250684 = -5295961.193629 nChanged 2 SP:Iteration 110Q (4507.909631 sec): 3 clusters Score: Raw -5299618.670379 + Penalty 3657.250684 = -5295961.419695 nChanged 2 SP:Iteration 111Q (4508.052772 sec): 3 clusters Score: Raw -5299619.191570 + Penalty 3657.250684 = -5295961.940885 nChanged 5 SP:Iteration 112Q (4508.211869 sec): 3 clusters Score: Raw -5299619.826744 + Penalty 3657.250684 = -5295962.576060 nChanged 2 SP:Iteration 113Q (4508.379213 sec): 3 clusters Score: Raw -5299620.043082 + Penalty 3657.250684 = -5295962.792398 nChanged 0 SP:Iteration 114F (4508.572353 sec): 3 clusters Score: Raw -5299620.043082 + Penalty 3657.250684 = -5295962.792398 nChanged 0 Trying to split cluster 11 (2586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4508.600856 sec): 2 clusters Score: Raw -167611.648936 + Penalty 1276.903478 = -166334.745458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4508.665022 sec): 3 clusters Score: Raw -166461.896119 + Penalty 2553.806957 = -163908.089163 nChanged 923 SP:Iteration 1F (4508.705814 sec): 3 clusters Score: Raw -167146.482334 + Penalty 2553.806957 = -164592.675377 nChanged 251 SP:Iteration 2F (4508.771229 sec): 3 clusters Score: Raw -167378.677418 + Penalty 2553.806957 = -164824.870461 nChanged 177 SP:Iteration 3F (4508.824630 sec): 3 clusters Score: Raw -167546.298079 + Penalty 2553.806957 = -164992.491122 nChanged 138 SP:Iteration 4F (4508.877336 sec): 3 clusters Score: Raw -167688.018134 + Penalty 2553.806957 = -165134.211177 nChanged 129 SP:Iteration 5Q (4508.923471 sec): 3 clusters Score: Raw -167795.280853 + Penalty 2553.806957 = -165241.473896 nChanged 103 SP:Iteration 6Q (4508.981815 sec): 3 clusters Score: Raw -167884.929631 + Penalty 2553.806957 = -165331.122674 nChanged 82 SP:Iteration 7Q (4509.034772 sec): 3 clusters Score: Raw -167944.150828 + Penalty 2553.806957 = -165390.343871 nChanged 55 SP:Iteration 8Q (4509.087298 sec): 3 clusters Score: Raw -167994.584973 + Penalty 2553.806957 = -165440.778017 nChanged 50 SP:Iteration 9Q (4509.134093 sec): 3 clusters Score: Raw -168028.008944 + Penalty 2553.806957 = -165474.201987 nChanged 44 SP:Iteration 10Q (4509.193189 sec): 3 clusters Score: Raw -168058.501204 + Penalty 2553.806957 = -165504.694247 nChanged 36 SP:Iteration 11Q (4509.232556 sec): 3 clusters Score: Raw -168081.701884 + Penalty 2553.806957 = -165527.894927 nChanged 28 SP:Iteration 12Q (4509.287456 sec): 3 clusters Score: Raw -168097.483746 + Penalty 2553.806957 = -165543.676790 nChanged 16 SP:Iteration 13Q (4509.328600 sec): 3 clusters Score: Raw -168106.216096 + Penalty 2553.806957 = -165552.409139 nChanged 13 SP:Iteration 14Q (4509.375865 sec): 3 clusters Score: Raw -168113.648336 + Penalty 2553.806957 = -165559.841379 nChanged 13 SP:Iteration 15Q (4509.421139 sec): 3 clusters Score: Raw -168120.739936 + Penalty 2553.806957 = -165566.932980 nChanged 10 SP:Iteration 16Q (4509.471321 sec): 3 clusters Score: Raw -168125.011482 + Penalty 2553.806957 = -165571.204525 nChanged 5 SP:Iteration 17Q (4509.514502 sec): 3 clusters Score: Raw -168126.929738 + Penalty 2553.806957 = -165573.122781 nChanged 2 SP:Iteration 18Q (4509.556683 sec): 3 clusters Score: Raw -168127.367516 + Penalty 2553.806957 = -165573.560559 nChanged 0 SP:Iteration 19F (4509.612683 sec): 3 clusters Score: Raw -168127.367516 + Penalty 2553.806957 = -165573.560559 nChanged 0 Trying to split cluster 12 (6388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4509.634681 sec): 2 clusters Score: Raw -425128.457657 + Penalty 1423.853683 = -423704.603974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4509.691280 sec): 3 clusters Score: Raw -421704.763831 + Penalty 2847.707366 = -418857.056465 nChanged 2679 SP:Iteration 1F (4509.752225 sec): 3 clusters Score: Raw -423158.882097 + Penalty 2847.707366 = -420311.174732 nChanged 446 SP:Iteration 2F (4509.810060 sec): 3 clusters Score: Raw -423405.618507 + Penalty 2847.707366 = -420557.911142 nChanged 351 SP:Iteration 3F (4509.860318 sec): 3 clusters Score: Raw -423639.458100 + Penalty 2847.707366 = -420791.750734 nChanged 345 SP:Iteration 4F (4509.908848 sec): 3 clusters Score: Raw -423877.265061 + Penalty 2847.707366 = -421029.557696 nChanged 338 SP:Iteration 5F (4509.955348 sec): 3 clusters Score: Raw -424146.087031 + Penalty 2847.707366 = -421298.379666 nChanged 362 SP:Iteration 6F (4510.023435 sec): 3 clusters Score: Raw -424424.022126 + Penalty 2847.707366 = -421576.314760 nChanged 351 SP:Iteration 7F (4510.070839 sec): 3 clusters Score: Raw -424667.051905 + Penalty 2847.707366 = -421819.344539 nChanged 290 SP:Iteration 8Q (4510.135761 sec): 3 clusters Score: Raw -424837.636265 + Penalty 2847.707366 = -421989.928899 nChanged 222 SP:Iteration 9Q (4510.179558 sec): 3 clusters Score: Raw -424956.294270 + Penalty 2847.707366 = -422108.586904 nChanged 155 SP:Iteration 10Q (4510.239456 sec): 3 clusters Score: Raw -425030.612408 + Penalty 2847.707366 = -422182.905043 nChanged 110 SP:Iteration 11Q (4510.286476 sec): 3 clusters Score: Raw -425083.243142 + Penalty 2847.707366 = -422235.535777 nChanged 102 SP:Iteration 12Q (4510.346132 sec): 3 clusters Score: Raw -425129.542981 + Penalty 2847.707366 = -422281.835616 nChanged 91 SP:Iteration 13Q (4510.398058 sec): 3 clusters Score: Raw -425169.524257 + Penalty 2847.707366 = -422321.816891 nChanged 80 SP:Iteration 14Q (4510.437483 sec): 3 clusters Score: Raw -425202.546138 + Penalty 2847.707366 = -422354.838772 nChanged 65 SP:Iteration 15Q (4510.488311 sec): 3 clusters Score: Raw -425229.595795 + Penalty 2847.707366 = -422381.888430 nChanged 68 SP:Iteration 16Q (4510.551960 sec): 3 clusters Score: Raw -425260.819646 + Penalty 2847.707366 = -422413.112280 nChanged 70 SP:Iteration 17Q (4510.599368 sec): 3 clusters Score: Raw -425288.100816 + Penalty 2847.707366 = -422440.393451 nChanged 65 SP:Iteration 18Q (4510.653595 sec): 3 clusters Score: Raw -425309.966972 + Penalty 2847.707366 = -422462.259606 nChanged 58 SP:Iteration 19Q (4510.709235 sec): 3 clusters Score: Raw -425325.521277 + Penalty 2847.707366 = -422477.813912 nChanged 49 SP:Iteration 20F (4510.772443 sec): 3 clusters Score: Raw -425338.992183 + Penalty 2847.707366 = -422491.284818 nChanged 38 SP:Iteration 21Q (4510.823681 sec): 3 clusters Score: Raw -425351.389210 + Penalty 2847.707366 = -422503.681844 nChanged 37 SP:Iteration 22Q (4510.890548 sec): 3 clusters Score: Raw -425362.217373 + Penalty 2847.707366 = -422514.510008 nChanged 30 SP:Iteration 23Q (4510.939356 sec): 3 clusters Score: Raw -425372.067057 + Penalty 2847.707366 = -422524.359691 nChanged 32 SP:Iteration 24Q (4511.000826 sec): 3 clusters Score: Raw -425381.052565 + Penalty 2847.707366 = -422533.345200 nChanged 34 SP:Iteration 25Q (4511.052537 sec): 3 clusters Score: Raw -425391.462985 + Penalty 2847.707366 = -422543.755619 nChanged 32 SP:Iteration 26Q (4511.114972 sec): 3 clusters Score: Raw -425402.774015 + Penalty 2847.707366 = -422555.066649 nChanged 35 SP:Iteration 27Q (4511.172555 sec): 3 clusters Score: Raw -425414.630441 + Penalty 2847.707366 = -422566.923075 nChanged 30 SP:Iteration 28Q (4511.230467 sec): 3 clusters Score: Raw -425424.481079 + Penalty 2847.707366 = -422576.773713 nChanged 32 SP:Iteration 29Q (4511.279365 sec): 3 clusters Score: Raw -425433.054611 + Penalty 2847.707366 = -422585.347245 nChanged 33 SP:Iteration 30Q (4511.334937 sec): 3 clusters Score: Raw -425442.168499 + Penalty 2847.707366 = -422594.461133 nChanged 28 SP:Iteration 31Q (4511.393536 sec): 3 clusters Score: Raw -425450.137547 + Penalty 2847.707366 = -422602.430182 nChanged 32 SP:Iteration 32Q (4511.456083 sec): 3 clusters Score: Raw -425458.370659 + Penalty 2847.707366 = -422610.663293 nChanged 35 SP:Iteration 33Q (4511.510339 sec): 3 clusters Score: Raw -425468.809169 + Penalty 2847.707366 = -422621.101804 nChanged 36 SP:Iteration 34Q (4511.560089 sec): 3 clusters Score: Raw -425479.395359 + Penalty 2847.707366 = -422631.687993 nChanged 31 SP:Iteration 35Q (4511.621615 sec): 3 clusters Score: Raw -425488.053226 + Penalty 2847.707366 = -422640.345861 nChanged 25 SP:Iteration 36Q (4511.674140 sec): 3 clusters Score: Raw -425494.770416 + Penalty 2847.707366 = -422647.063050 nChanged 21 SP:Iteration 37Q (4511.731040 sec): 3 clusters Score: Raw -425500.788620 + Penalty 2847.707366 = -422653.081254 nChanged 20 SP:Iteration 38Q (4511.788585 sec): 3 clusters Score: Raw -425505.262952 + Penalty 2847.707366 = -422657.555586 nChanged 13 SP:Iteration 39Q (4511.841157 sec): 3 clusters Score: Raw -425507.794331 + Penalty 2847.707366 = -422660.086966 nChanged 11 SP:Iteration 40F (4511.883761 sec): 3 clusters Score: Raw -425509.777649 + Penalty 2847.707366 = -422662.070283 nChanged 14 SP:Iteration 41Q (4511.950182 sec): 3 clusters Score: Raw -425512.312596 + Penalty 2847.707366 = -422664.605230 nChanged 8 SP:Iteration 42Q (4511.993609 sec): 3 clusters Score: Raw -425514.308991 + Penalty 2847.707366 = -422666.601625 nChanged 10 SP:Iteration 43Q (4512.054478 sec): 3 clusters Score: Raw -425515.989033 + Penalty 2847.707366 = -422668.281668 nChanged 7 SP:Iteration 44Q (4512.115522 sec): 3 clusters Score: Raw -425516.850713 + Penalty 2847.707366 = -422669.143347 nChanged 4 SP:Iteration 45Q (4512.161560 sec): 3 clusters Score: Raw -425517.402941 + Penalty 2847.707366 = -422669.695575 nChanged 3 SP:Iteration 46Q (4512.216164 sec): 3 clusters Score: Raw -425517.694551 + Penalty 2847.707366 = -422669.987185 nChanged 2 SP:Iteration 47Q (4512.263803 sec): 3 clusters Score: Raw -425517.965087 + Penalty 2847.707366 = -422670.257722 nChanged 3 SP:Iteration 48Q (4512.325044 sec): 3 clusters Score: Raw -425518.825820 + Penalty 2847.707366 = -422671.118455 nChanged 3 SP:Iteration 49Q (4512.368162 sec): 3 clusters Score: Raw -425519.506154 + Penalty 2847.707366 = -422671.798788 nChanged 2 SP:Iteration 50Q (4512.427046 sec): 3 clusters Score: Raw -425520.245052 + Penalty 2847.707366 = -422672.537687 nChanged 4 SP:Iteration 51Q (4512.479389 sec): 3 clusters Score: Raw -425520.990793 + Penalty 2847.707366 = -422673.283428 nChanged 3 SP:Iteration 52Q (4512.532164 sec): 3 clusters Score: Raw -425521.480257 + Penalty 2847.707366 = -422673.772892 nChanged 1 SP:Iteration 53Q (4512.600774 sec): 3 clusters Score: Raw -425521.591621 + Penalty 2847.707366 = -422673.884255 nChanged 2 SP:Iteration 54Q (4512.660445 sec): 3 clusters Score: Raw -425521.757031 + Penalty 2847.707366 = -422674.049665 nChanged 1 SP:Iteration 55Q (4512.707111 sec): 3 clusters Score: Raw -425521.915075 + Penalty 2847.707366 = -422674.207709 nChanged 3 SP:Iteration 56Q (4512.763654 sec): 3 clusters Score: Raw -425522.441760 + Penalty 2847.707366 = -422674.734394 nChanged 5 SP:Iteration 57Q (4512.816110 sec): 3 clusters Score: Raw -425523.159924 + Penalty 2847.707366 = -422675.452558 nChanged 3 SP:Iteration 58Q (4512.874548 sec): 3 clusters Score: Raw -425523.442937 + Penalty 2847.707366 = -422675.735571 nChanged 1 SP:Iteration 59Q (4512.920773 sec): 3 clusters Score: Raw -425523.682749 + Penalty 2847.707366 = -422675.975384 nChanged 3 SP:Iteration 60F (4512.973950 sec): 3 clusters Score: Raw -425524.452972 + Penalty 2847.707366 = -422676.745607 nChanged 4 SP:Iteration 61Q (4513.033428 sec): 3 clusters Score: Raw -425525.364915 + Penalty 2847.707366 = -422677.657550 nChanged 3 SP:Iteration 62Q (4513.090068 sec): 3 clusters Score: Raw -425525.887761 + Penalty 2847.707366 = -422678.180395 nChanged 5 SP:Iteration 63Q (4513.135044 sec): 3 clusters Score: Raw -425526.541862 + Penalty 2847.707366 = -422678.834497 nChanged 3 SP:Iteration 64Q (4513.192277 sec): 3 clusters Score: Raw -425527.048404 + Penalty 2847.707366 = -422679.341038 nChanged 4 SP:Iteration 65Q (4513.237640 sec): 3 clusters Score: Raw -425527.904292 + Penalty 2847.707366 = -422680.196926 nChanged 4 SP:Iteration 66Q (4513.291673 sec): 3 clusters Score: Raw -425528.693363 + Penalty 2847.707366 = -422680.985998 nChanged 3 SP:Iteration 67Q (4513.337869 sec): 3 clusters Score: Raw -425529.038231 + Penalty 2847.707366 = -422681.330866 nChanged 0 SP:Iteration 68F (4513.394531 sec): 3 clusters Score: Raw -425529.038231 + Penalty 2847.707366 = -422681.330866 nChanged 0 Trying to split cluster 13 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4513.418008 sec): 2 clusters Score: Raw -17473.172412 + Penalty 978.416294 = -16494.756118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4513.450183 sec): 3 clusters Score: Raw -17541.288933 + Penalty 1956.832589 = -15584.456344 nChanged 106 SP:Iteration 1F (4513.499656 sec): 3 clusters Score: Raw -17763.331500 + Penalty 1956.832589 = -15806.498911 nChanged 27 SP:Iteration 2F (4513.533878 sec): 3 clusters Score: Raw -17843.681074 + Penalty 1956.832589 = -15886.848486 nChanged 20 SP:Iteration 3Q (4513.589127 sec): 3 clusters Score: Raw -17891.949679 + Penalty 1956.832589 = -15935.117091 nChanged 16 SP:Iteration 4Q (4513.640191 sec): 3 clusters Score: Raw -17925.403314 + Penalty 1956.832589 = -15968.570725 nChanged 12 SP:Iteration 5Q (4513.678149 sec): 3 clusters Score: Raw -17952.169402 + Penalty 1956.832589 = -15995.336814 nChanged 6 SP:Iteration 6Q (4513.730847 sec): 3 clusters Score: Raw -17982.693706 + Penalty 1956.832589 = -16025.861118 nChanged 11 SP:Iteration 7Q (4513.761456 sec): 3 clusters Score: Raw -18010.070197 + Penalty 1956.832589 = -16053.237609 nChanged 6 SP:Iteration 8Q (4513.812917 sec): 3 clusters Score: Raw -18041.594174 + Penalty 1956.832589 = -16084.761586 nChanged 6 SP:Iteration 9Q (4513.849138 sec): 3 clusters Score: Raw -18053.287487 + Penalty 1956.832589 = -16096.454899 nChanged 5 SP:Iteration 10Q (4513.885180 sec): 3 clusters Score: Raw -18066.149522 + Penalty 1956.832589 = -16109.316933 nChanged 1 SP:Iteration 11Q (4513.922977 sec): 3 clusters Score: Raw -18068.095493 + Penalty 1956.832589 = -16111.262904 nChanged 1 SP:Iteration 12Q (4513.950659 sec): 3 clusters Score: Raw -18069.488464 + Penalty 1956.832589 = -16112.655875 nChanged 1 SP:Iteration 13Q (4513.984605 sec): 3 clusters Score: Raw -18070.779544 + Penalty 1956.832589 = -16113.946956 nChanged 0 SP:Iteration 14F (4514.035614 sec): 3 clusters Score: Raw -18070.779544 + Penalty 1956.832589 = -16113.946956 nChanged 0 Trying to split cluster 14 (55038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4514.116112 sec): 2 clusters Score: Raw -3542304.844681 + Penalty 1773.814109 = -3540531.030572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4514.256561 sec): 3 clusters Score: Raw -3507269.014256 + Penalty 3547.628219 = -3503721.386037 nChanged 26016 SP:Iteration 1F (4514.383772 sec): 3 clusters Score: Raw -3522429.919397 + Penalty 3547.628219 = -3518882.291178 nChanged 2568 SP:Iteration 2Q (4514.510536 sec): 3 clusters Score: Raw -3523460.948160 + Penalty 3547.628219 = -3519913.319942 nChanged 2774 SP:Iteration 3F (4514.638117 sec): 3 clusters Score: Raw -3524825.203147 + Penalty 3547.628219 = -3521277.574929 nChanged 3026 SP:Iteration 4F (4514.774521 sec): 3 clusters Score: Raw -3526560.964281 + Penalty 3547.628219 = -3523013.336062 nChanged 3228 SP:Iteration 5F (4514.905528 sec): 3 clusters Score: Raw -3528705.705904 + Penalty 3547.628219 = -3525158.077685 nChanged 3338 SP:Iteration 6F (4515.041107 sec): 3 clusters Score: Raw -3531127.802624 + Penalty 3547.628219 = -3527580.174405 nChanged 3236 SP:Iteration 7F (4515.175018 sec): 3 clusters Score: Raw -3533523.755470 + Penalty 3547.628219 = -3529976.127251 nChanged 2877 SP:Iteration 8F (4515.310807 sec): 3 clusters Score: Raw -3535602.900966 + Penalty 3547.628219 = -3532055.272747 nChanged 2372 SP:Iteration 9Q (4515.438093 sec): 3 clusters Score: Raw -3537244.014624 + Penalty 3547.628219 = -3533696.386405 nChanged 1922 SP:Iteration 10Q (4515.579133 sec): 3 clusters Score: Raw -3538549.220998 + Penalty 3547.628219 = -3535001.592779 nChanged 1598 SP:Iteration 11Q (4515.710837 sec): 3 clusters Score: Raw -3539650.684633 + Penalty 3547.628219 = -3536103.056415 nChanged 1324 SP:Iteration 12Q (4515.847970 sec): 3 clusters Score: Raw -3540566.645131 + Penalty 3547.628219 = -3537019.016913 nChanged 967 SP:Iteration 13Q (4515.963364 sec): 3 clusters Score: Raw -3541214.326052 + Penalty 3547.628219 = -3537666.697833 nChanged 717 SP:Iteration 14Q (4516.091148 sec): 3 clusters Score: Raw -3541705.130128 + Penalty 3547.628219 = -3538157.501909 nChanged 481 SP:Iteration 15Q (4516.215291 sec): 3 clusters Score: Raw -3542021.798891 + Penalty 3547.628219 = -3538474.170672 nChanged 354 SP:Iteration 16Q (4516.334917 sec): 3 clusters Score: Raw -3542251.812756 + Penalty 3547.628219 = -3538704.184537 nChanged 220 SP:Iteration 17Q (4516.465489 sec): 3 clusters Score: Raw -3542381.729499 + Penalty 3547.628219 = -3538834.101280 nChanged 135 SP:Iteration 18Q (4516.586671 sec): 3 clusters Score: Raw -3542464.948040 + Penalty 3547.628219 = -3538917.319821 nChanged 90 SP:Iteration 19Q (4516.712853 sec): 3 clusters Score: Raw -3542523.069613 + Penalty 3547.628219 = -3538975.441395 nChanged 62 SP:Iteration 20F (4516.845672 sec): 3 clusters Score: Raw -3542562.500802 + Penalty 3547.628219 = -3539014.872583 nChanged 45 SP:Iteration 21Q (4516.968115 sec): 3 clusters Score: Raw -3542592.464362 + Penalty 3547.628219 = -3539044.836144 nChanged 35 SP:Iteration 22Q (4517.093068 sec): 3 clusters Score: Raw -3542615.980337 + Penalty 3547.628219 = -3539068.352118 nChanged 28 SP:Iteration 23Q (4517.223545 sec): 3 clusters Score: Raw -3542639.070287 + Penalty 3547.628219 = -3539091.442068 nChanged 25 SP:Iteration 24Q (4517.333440 sec): 3 clusters Score: Raw -3542656.888880 + Penalty 3547.628219 = -3539109.260661 nChanged 16 SP:Iteration 25Q (4517.460465 sec): 3 clusters Score: Raw -3542667.301841 + Penalty 3547.628219 = -3539119.673622 nChanged 13 SP:Iteration 26Q (4517.577064 sec): 3 clusters Score: Raw -3542675.012436 + Penalty 3547.628219 = -3539127.384217 nChanged 9 SP:Iteration 27Q (4517.687786 sec): 3 clusters Score: Raw -3542680.339371 + Penalty 3547.628219 = -3539132.711152 nChanged 9 SP:Iteration 28Q (4517.794193 sec): 3 clusters Score: Raw -3542686.901624 + Penalty 3547.628219 = -3539139.273405 nChanged 6 SP:Iteration 29Q (4517.901091 sec): 3 clusters Score: Raw -3542690.418164 + Penalty 3547.628219 = -3539142.789945 nChanged 4 SP:Iteration 30Q (4518.022522 sec): 3 clusters Score: Raw -3542691.626243 + Penalty 3547.628219 = -3539143.998024 nChanged 5 SP:Iteration 31Q (4518.127002 sec): 3 clusters Score: Raw -3542693.530271 + Penalty 3547.628219 = -3539145.902053 nChanged 2 SP:Iteration 32Q (4518.243121 sec): 3 clusters Score: Raw -3542694.648919 + Penalty 3547.628219 = -3539147.020701 nChanged 4 SP:Iteration 33Q (4518.359822 sec): 3 clusters Score: Raw -3542697.160956 + Penalty 3547.628219 = -3539149.532737 nChanged 4 SP:Iteration 34Q (4518.473463 sec): 3 clusters Score: Raw -3542698.771874 + Penalty 3547.628219 = -3539151.143655 nChanged 2 SP:Iteration 35Q (4518.588345 sec): 3 clusters Score: Raw -3542700.153856 + Penalty 3547.628219 = -3539152.525638 nChanged 2 SP:Iteration 36Q (4518.705630 sec): 3 clusters Score: Raw -3542701.059678 + Penalty 3547.628219 = -3539153.431459 nChanged 1 SP:Iteration 37Q (4518.819107 sec): 3 clusters Score: Raw -3542702.322268 + Penalty 3547.628219 = -3539154.694049 nChanged 1 SP:Iteration 38Q (4518.941561 sec): 3 clusters Score: Raw -3542703.245982 + Penalty 3547.628219 = -3539155.617763 nChanged 3 SP:Iteration 39Q (4519.067767 sec): 3 clusters Score: Raw -3542704.328352 + Penalty 3547.628219 = -3539156.700133 nChanged 2 SP:Iteration 40F (4519.201579 sec): 3 clusters Score: Raw -3542704.879875 + Penalty 3547.628219 = -3539157.251656 nChanged 0 Trying to split cluster 15 (11509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4519.241818 sec): 2 clusters Score: Raw -773824.445726 + Penalty 1519.518750 = -772304.926976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4519.305856 sec): 3 clusters Score: Raw -767175.499432 + Penalty 3039.037501 = -764136.461932 nChanged 5109 SP:Iteration 1F (4519.368028 sec): 3 clusters Score: Raw -769896.537495 + Penalty 3039.037501 = -766857.499994 nChanged 704 SP:Iteration 2F (4519.429049 sec): 3 clusters Score: Raw -770179.243946 + Penalty 3039.037501 = -767140.206445 nChanged 589 SP:Iteration 3F (4519.495183 sec): 3 clusters Score: Raw -770442.673221 + Penalty 3039.037501 = -767403.635721 nChanged 583 SP:Iteration 4F (4519.561020 sec): 3 clusters Score: Raw -770722.659326 + Penalty 3039.037501 = -767683.621825 nChanged 563 SP:Iteration 5Q (4519.620079 sec): 3 clusters Score: Raw -771020.841121 + Penalty 3039.037501 = -767981.803620 nChanged 554 SP:Iteration 6Q (4519.681734 sec): 3 clusters Score: Raw -771375.183033 + Penalty 3039.037501 = -768336.145533 nChanged 578 SP:Iteration 7F (4519.753565 sec): 3 clusters Score: Raw -771790.572821 + Penalty 3039.037501 = -768751.535320 nChanged 594 SP:Iteration 8F (4519.821153 sec): 3 clusters Score: Raw -772209.832128 + Penalty 3039.037501 = -769170.794628 nChanged 507 SP:Iteration 9Q (4519.888549 sec): 3 clusters Score: Raw -772546.989936 + Penalty 3039.037501 = -769507.952435 nChanged 417 SP:Iteration 10Q (4519.949889 sec): 3 clusters Score: Raw -772816.002634 + Penalty 3039.037501 = -769776.965134 nChanged 363 SP:Iteration 11Q (4520.007814 sec): 3 clusters Score: Raw -773034.901776 + Penalty 3039.037501 = -769995.864276 nChanged 271 SP:Iteration 12Q (4520.067435 sec): 3 clusters Score: Raw -773186.912022 + Penalty 3039.037501 = -770147.874521 nChanged 241 SP:Iteration 13Q (4520.130459 sec): 3 clusters Score: Raw -773323.160253 + Penalty 3039.037501 = -770284.122752 nChanged 194 SP:Iteration 14Q (4520.187549 sec): 3 clusters Score: Raw -773425.252707 + Penalty 3039.037501 = -770386.215207 nChanged 173 SP:Iteration 15Q (4520.236822 sec): 3 clusters Score: Raw -773507.772620 + Penalty 3039.037501 = -770468.735119 nChanged 158 SP:Iteration 16Q (4520.287238 sec): 3 clusters Score: Raw -773578.556315 + Penalty 3039.037501 = -770539.518814 nChanged 120 SP:Iteration 17Q (4520.346952 sec): 3 clusters Score: Raw -773629.755234 + Penalty 3039.037501 = -770590.717733 nChanged 104 SP:Iteration 18Q (4520.412524 sec): 3 clusters Score: Raw -773674.953692 + Penalty 3039.037501 = -770635.916191 nChanged 100 SP:Iteration 19Q (4520.473060 sec): 3 clusters Score: Raw -773723.063916 + Penalty 3039.037501 = -770684.026416 nChanged 107 SP:Iteration 20F (4520.540610 sec): 3 clusters Score: Raw -773771.889753 + Penalty 3039.037501 = -770732.852253 nChanged 85 SP:Iteration 21Q (4520.597117 sec): 3 clusters Score: Raw -773805.962663 + Penalty 3039.037501 = -770766.925163 nChanged 78 SP:Iteration 22Q (4520.663194 sec): 3 clusters Score: Raw -773834.493865 + Penalty 3039.037501 = -770795.456364 nChanged 55 SP:Iteration 23Q (4520.723029 sec): 3 clusters Score: Raw -773856.106620 + Penalty 3039.037501 = -770817.069120 nChanged 51 SP:Iteration 24Q (4520.784152 sec): 3 clusters Score: Raw -773872.639590 + Penalty 3039.037501 = -770833.602090 nChanged 43 SP:Iteration 25Q (4520.848283 sec): 3 clusters Score: Raw -773886.528633 + Penalty 3039.037501 = -770847.491133 nChanged 41 SP:Iteration 26Q (4520.910691 sec): 3 clusters Score: Raw -773899.071272 + Penalty 3039.037501 = -770860.033772 nChanged 40 SP:Iteration 27Q (4520.972373 sec): 3 clusters Score: Raw -773910.771637 + Penalty 3039.037501 = -770871.734136 nChanged 39 SP:Iteration 28Q (4521.022870 sec): 3 clusters Score: Raw -773923.862183 + Penalty 3039.037501 = -770884.824683 nChanged 33 SP:Iteration 29Q (4521.094498 sec): 3 clusters Score: Raw -773933.356871 + Penalty 3039.037501 = -770894.319370 nChanged 31 SP:Iteration 30Q (4521.160799 sec): 3 clusters Score: Raw -773944.338357 + Penalty 3039.037501 = -770905.300857 nChanged 24 SP:Iteration 31Q (4521.209939 sec): 3 clusters Score: Raw -773951.566842 + Penalty 3039.037501 = -770912.529342 nChanged 26 SP:Iteration 32Q (4521.271035 sec): 3 clusters Score: Raw -773960.640324 + Penalty 3039.037501 = -770921.602824 nChanged 26 SP:Iteration 33Q (4521.333067 sec): 3 clusters Score: Raw -773966.777895 + Penalty 3039.037501 = -770927.740394 nChanged 23 SP:Iteration 34Q (4521.404839 sec): 3 clusters Score: Raw -773972.779010 + Penalty 3039.037501 = -770933.741509 nChanged 23 SP:Iteration 35Q (4521.466918 sec): 3 clusters Score: Raw -773978.464203 + Penalty 3039.037501 = -770939.426703 nChanged 26 SP:Iteration 36Q (4521.534738 sec): 3 clusters Score: Raw -773986.718268 + Penalty 3039.037501 = -770947.680767 nChanged 26 SP:Iteration 37Q (4521.590527 sec): 3 clusters Score: Raw -773993.376667 + Penalty 3039.037501 = -770954.339167 nChanged 21 SP:Iteration 38Q (4521.661733 sec): 3 clusters Score: Raw -773999.021761 + Penalty 3039.037501 = -770959.984261 nChanged 27 SP:Iteration 39Q (4521.713308 sec): 3 clusters Score: Raw -774005.801115 + Penalty 3039.037501 = -770966.763614 nChanged 22 SP:Iteration 40F (4521.775932 sec): 3 clusters Score: Raw -774011.874210 + Penalty 3039.037501 = -770972.836710 nChanged 13 SP:Iteration 41Q (4521.834840 sec): 3 clusters Score: Raw -774015.913348 + Penalty 3039.037501 = -770976.875848 nChanged 19 SP:Iteration 42Q (4521.900092 sec): 3 clusters Score: Raw -774023.191414 + Penalty 3039.037501 = -770984.153913 nChanged 20 SP:Iteration 43Q (4521.964371 sec): 3 clusters Score: Raw -774028.846455 + Penalty 3039.037501 = -770989.808954 nChanged 17 SP:Iteration 44Q (4522.025513 sec): 3 clusters Score: Raw -774034.026017 + Penalty 3039.037501 = -770994.988517 nChanged 17 SP:Iteration 45Q (4522.086125 sec): 3 clusters Score: Raw -774039.918662 + Penalty 3039.037501 = -771000.881162 nChanged 15 SP:Iteration 46Q (4522.144213 sec): 3 clusters Score: Raw -774047.682163 + Penalty 3039.037501 = -771008.644663 nChanged 19 SP:Iteration 47Q (4522.193248 sec): 3 clusters Score: Raw -774054.726204 + Penalty 3039.037501 = -771015.688704 nChanged 16 SP:Iteration 48Q (4522.261322 sec): 3 clusters Score: Raw -774059.419886 + Penalty 3039.037501 = -771020.382385 nChanged 15 SP:Iteration 49Q (4522.311636 sec): 3 clusters Score: Raw -774063.900947 + Penalty 3039.037501 = -771024.863447 nChanged 9 SP:Iteration 50Q (4522.382040 sec): 3 clusters Score: Raw -774065.418473 + Penalty 3039.037501 = -771026.380972 nChanged 6 SP:Iteration 51Q (4522.438370 sec): 3 clusters Score: Raw -774067.403770 + Penalty 3039.037501 = -771028.366269 nChanged 8 SP:Iteration 52Q (4522.492292 sec): 3 clusters Score: Raw -774070.368872 + Penalty 3039.037501 = -771031.331372 nChanged 9 SP:Iteration 53Q (4522.562374 sec): 3 clusters Score: Raw -774073.106384 + Penalty 3039.037501 = -771034.068884 nChanged 10 SP:Iteration 54Q (4522.617753 sec): 3 clusters Score: Raw -774075.210506 + Penalty 3039.037501 = -771036.173006 nChanged 5 SP:Iteration 55Q (4522.679980 sec): 3 clusters Score: Raw -774076.551601 + Penalty 3039.037501 = -771037.514101 nChanged 6 SP:Iteration 56Q (4522.741073 sec): 3 clusters Score: Raw -774078.762511 + Penalty 3039.037501 = -771039.725010 nChanged 3 SP:Iteration 57Q (4522.808020 sec): 3 clusters Score: Raw -774080.385486 + Penalty 3039.037501 = -771041.347985 nChanged 4 SP:Iteration 58Q (4522.863747 sec): 3 clusters Score: Raw -774081.433515 + Penalty 3039.037501 = -771042.396014 nChanged 4 SP:Iteration 59Q (4522.918383 sec): 3 clusters Score: Raw -774082.417521 + Penalty 3039.037501 = -771043.380021 nChanged 4 SP:Iteration 60F (4522.979608 sec): 3 clusters Score: Raw -774083.112738 + Penalty 3039.037501 = -771044.075238 nChanged 4 SP:Iteration 61Q (4523.051603 sec): 3 clusters Score: Raw -774083.788162 + Penalty 3039.037501 = -771044.750661 nChanged 2 SP:Iteration 62Q (4523.107941 sec): 3 clusters Score: Raw -774084.394103 + Penalty 3039.037501 = -771045.356603 nChanged 1 SP:Iteration 63Q (4523.171008 sec): 3 clusters Score: Raw -774084.871230 + Penalty 3039.037501 = -771045.833729 nChanged 3 SP:Iteration 64Q (4523.230238 sec): 3 clusters Score: Raw -774085.913011 + Penalty 3039.037501 = -771046.875511 nChanged 3 SP:Iteration 65Q (4523.287378 sec): 3 clusters Score: Raw -774086.693402 + Penalty 3039.037501 = -771047.655901 nChanged 1 SP:Iteration 66Q (4523.343533 sec): 3 clusters Score: Raw -774086.866496 + Penalty 3039.037501 = -771047.828996 nChanged 0 SP:Iteration 67F (4523.406070 sec): 3 clusters Score: Raw -774086.866496 + Penalty 3039.037501 = -771047.828996 nChanged 0 Trying to split cluster 16 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4523.431694 sec): 2 clusters Score: Raw -21462.006719 + Penalty 995.970659 = -20466.036060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4523.480456 sec): 3 clusters Score: Raw -21446.739763 + Penalty 1991.941318 = -19454.798444 nChanged 114 SP:Iteration 1F (4523.533560 sec): 3 clusters Score: Raw -21743.894915 + Penalty 1991.941318 = -19751.953597 nChanged 29 SP:Iteration 2F (4523.580105 sec): 3 clusters Score: Raw -21816.451055 + Penalty 1991.941318 = -19824.509737 nChanged 15 SP:Iteration 3Q (4523.617446 sec): 3 clusters Score: Raw -21897.176120 + Penalty 1991.941318 = -19905.234802 nChanged 12 SP:Iteration 4Q (4523.660675 sec): 3 clusters Score: Raw -21968.685493 + Penalty 1991.941318 = -19976.744175 nChanged 17 SP:Iteration 5Q (4523.715366 sec): 3 clusters Score: Raw -22015.783842 + Penalty 1991.941318 = -20023.842524 nChanged 8 SP:Iteration 6Q (4523.761625 sec): 3 clusters Score: Raw -22038.735947 + Penalty 1991.941318 = -20046.794629 nChanged 3 SP:Iteration 7Q (4523.805013 sec): 3 clusters Score: Raw -22046.793614 + Penalty 1991.941318 = -20054.852296 nChanged 1 SP:Iteration 8Q (4523.843704 sec): 3 clusters Score: Raw -22049.044602 + Penalty 1991.941318 = -20057.103284 nChanged 0 SP:Iteration 9F (4523.891765 sec): 3 clusters Score: Raw -22049.044602 + Penalty 1991.941318 = -20057.103284 nChanged 0 Trying to split cluster 17 (12375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4523.941901 sec): 2 clusters Score: Raw -757570.186596 + Penalty 1531.307958 = -756038.878638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4524.005499 sec): 3 clusters Score: Raw -750487.631110 + Penalty 3062.615916 = -747425.015194 nChanged 5423 SP:Iteration 1F (4524.078652 sec): 3 clusters Score: Raw -753528.993936 + Penalty 3062.615916 = -750466.378020 nChanged 774 SP:Iteration 2F (4524.146139 sec): 3 clusters Score: Raw -753919.599173 + Penalty 3062.615916 = -750856.983257 nChanged 724 SP:Iteration 3F (4524.211839 sec): 3 clusters Score: Raw -754356.623533 + Penalty 3062.615916 = -751294.007617 nChanged 737 SP:Iteration 4F (4524.271978 sec): 3 clusters Score: Raw -754833.974638 + Penalty 3062.615916 = -751771.358723 nChanged 696 SP:Iteration 5F (4524.348813 sec): 3 clusters Score: Raw -755307.902843 + Penalty 3062.615916 = -752245.286927 nChanged 643 SP:Iteration 6F (4524.420743 sec): 3 clusters Score: Raw -755762.410853 + Penalty 3062.615916 = -752699.794937 nChanged 600 SP:Iteration 7Q (4524.489326 sec): 3 clusters Score: Raw -756206.479842 + Penalty 3062.615916 = -753143.863926 nChanged 570 SP:Iteration 8Q (4524.552694 sec): 3 clusters Score: Raw -756555.911364 + Penalty 3062.615916 = -753493.295448 nChanged 428 SP:Iteration 9Q (4524.614864 sec): 3 clusters Score: Raw -756750.284709 + Penalty 3062.615916 = -753687.668793 nChanged 315 SP:Iteration 10Q (4524.689446 sec): 3 clusters Score: Raw -756879.227311 + Penalty 3062.615916 = -753816.611395 nChanged 245 SP:Iteration 11Q (4524.759688 sec): 3 clusters Score: Raw -756979.172179 + Penalty 3062.615916 = -753916.556263 nChanged 208 SP:Iteration 12Q (4524.812024 sec): 3 clusters Score: Raw -757047.970450 + Penalty 3062.615916 = -753985.354534 nChanged 156 SP:Iteration 13Q (4524.882896 sec): 3 clusters Score: Raw -757097.231150 + Penalty 3062.615916 = -754034.615234 nChanged 126 SP:Iteration 14Q (4524.953534 sec): 3 clusters Score: Raw -757138.270158 + Penalty 3062.615916 = -754075.654242 nChanged 121 SP:Iteration 15Q (4525.012912 sec): 3 clusters Score: Raw -757177.727970 + Penalty 3062.615916 = -754115.112054 nChanged 115 SP:Iteration 16Q (4525.076038 sec): 3 clusters Score: Raw -757210.517353 + Penalty 3062.615916 = -754147.901437 nChanged 92 SP:Iteration 17Q (4525.141548 sec): 3 clusters Score: Raw -757235.208509 + Penalty 3062.615916 = -754172.592593 nChanged 90 SP:Iteration 18Q (4525.211527 sec): 3 clusters Score: Raw -757259.252861 + Penalty 3062.615916 = -754196.636945 nChanged 79 SP:Iteration 19Q (4525.283062 sec): 3 clusters Score: Raw -757277.583049 + Penalty 3062.615916 = -754214.967133 nChanged 78 SP:Iteration 20F (4525.348680 sec): 3 clusters Score: Raw -757298.085947 + Penalty 3062.615916 = -754235.470031 nChanged 78 SP:Iteration 21Q (4525.417618 sec): 3 clusters Score: Raw -757322.269961 + Penalty 3062.615916 = -754259.654045 nChanged 73 SP:Iteration 22Q (4525.476943 sec): 3 clusters Score: Raw -757341.101056 + Penalty 3062.615916 = -754278.485140 nChanged 69 SP:Iteration 23Q (4525.538694 sec): 3 clusters Score: Raw -757358.326497 + Penalty 3062.615916 = -754295.710581 nChanged 54 SP:Iteration 24Q (4525.607436 sec): 3 clusters Score: Raw -757370.798896 + Penalty 3062.615916 = -754308.182980 nChanged 59 SP:Iteration 25Q (4525.661899 sec): 3 clusters Score: Raw -757384.523176 + Penalty 3062.615916 = -754321.907260 nChanged 67 SP:Iteration 26Q (4525.724746 sec): 3 clusters Score: Raw -757398.547979 + Penalty 3062.615916 = -754335.932063 nChanged 53 SP:Iteration 27Q (4525.794016 sec): 3 clusters Score: Raw -757409.873078 + Penalty 3062.615916 = -754347.257162 nChanged 67 SP:Iteration 28Q (4525.856231 sec): 3 clusters Score: Raw -757426.177984 + Penalty 3062.615916 = -754363.562068 nChanged 67 SP:Iteration 29Q (4525.917102 sec): 3 clusters Score: Raw -757442.609150 + Penalty 3062.615916 = -754379.993234 nChanged 58 SP:Iteration 30Q (4525.985248 sec): 3 clusters Score: Raw -757455.793611 + Penalty 3062.615916 = -754393.177695 nChanged 65 SP:Iteration 31Q (4526.048846 sec): 3 clusters Score: Raw -757474.200627 + Penalty 3062.615916 = -754411.584711 nChanged 68 SP:Iteration 32Q (4526.113740 sec): 3 clusters Score: Raw -757501.340101 + Penalty 3062.615916 = -754438.724185 nChanged 82 SP:Iteration 33Q (4526.181496 sec): 3 clusters Score: Raw -757536.044578 + Penalty 3062.615916 = -754473.428663 nChanged 97 SP:Iteration 34Q (4526.238570 sec): 3 clusters Score: Raw -757586.039112 + Penalty 3062.615916 = -754523.423196 nChanged 100 SP:Iteration 35Q (4526.308228 sec): 3 clusters Score: Raw -757627.105119 + Penalty 3062.615916 = -754564.489203 nChanged 86 SP:Iteration 36Q (4526.366958 sec): 3 clusters Score: Raw -757657.967312 + Penalty 3062.615916 = -754595.351397 nChanged 84 SP:Iteration 37Q (4526.442560 sec): 3 clusters Score: Raw -757684.980723 + Penalty 3062.615916 = -754622.364807 nChanged 78 SP:Iteration 38Q (4526.496157 sec): 3 clusters Score: Raw -757719.349311 + Penalty 3062.615916 = -754656.733395 nChanged 103 SP:Iteration 39Q (4526.555116 sec): 3 clusters Score: Raw -757765.609623 + Penalty 3062.615916 = -754702.993707 nChanged 112 SP:Iteration 40F (4526.628855 sec): 3 clusters Score: Raw -757825.532118 + Penalty 3062.615916 = -754762.916202 nChanged 106 SP:Iteration 41Q (4526.683822 sec): 3 clusters Score: Raw -757896.076411 + Penalty 3062.615916 = -754833.460495 nChanged 107 SP:Iteration 42Q (4526.746266 sec): 3 clusters Score: Raw -757972.317592 + Penalty 3062.615916 = -754909.701677 nChanged 116 SP:Iteration 43Q (4526.813098 sec): 3 clusters Score: Raw -758054.257424 + Penalty 3062.615916 = -754991.641508 nChanged 106 SP:Iteration 44Q (4526.867424 sec): 3 clusters Score: Raw -758122.580118 + Penalty 3062.615916 = -755059.964202 nChanged 104 SP:Iteration 45Q (4526.935783 sec): 3 clusters Score: Raw -758191.484663 + Penalty 3062.615916 = -755128.868747 nChanged 92 SP:Iteration 46Q (4527.012469 sec): 3 clusters Score: Raw -758243.431670 + Penalty 3062.615916 = -755180.815754 nChanged 92 SP:Iteration 47Q (4527.080371 sec): 3 clusters Score: Raw -758293.225283 + Penalty 3062.615916 = -755230.609367 nChanged 80 SP:Iteration 48Q (4527.135706 sec): 3 clusters Score: Raw -758331.098148 + Penalty 3062.615916 = -755268.482232 nChanged 63 SP:Iteration 49Q (4527.201339 sec): 3 clusters Score: Raw -758357.612844 + Penalty 3062.615916 = -755294.996928 nChanged 56 SP:Iteration 50Q (4527.276966 sec): 3 clusters Score: Raw -758376.359666 + Penalty 3062.615916 = -755313.743750 nChanged 44 SP:Iteration 51Q (4527.331007 sec): 3 clusters Score: Raw -758391.796139 + Penalty 3062.615916 = -755329.180223 nChanged 57 SP:Iteration 52Q (4527.397005 sec): 3 clusters Score: Raw -758414.503218 + Penalty 3062.615916 = -755351.887302 nChanged 54 SP:Iteration 53Q (4527.462262 sec): 3 clusters Score: Raw -758434.982341 + Penalty 3062.615916 = -755372.366425 nChanged 50 SP:Iteration 54Q (4527.540426 sec): 3 clusters Score: Raw -758452.733411 + Penalty 3062.615916 = -755390.117496 nChanged 35 SP:Iteration 55Q (4527.592800 sec): 3 clusters Score: Raw -758464.455079 + Penalty 3062.615916 = -755401.839163 nChanged 25 SP:Iteration 56Q (4527.668115 sec): 3 clusters Score: Raw -758472.287832 + Penalty 3062.615916 = -755409.671916 nChanged 22 SP:Iteration 57Q (4527.730304 sec): 3 clusters Score: Raw -758479.765323 + Penalty 3062.615916 = -755417.149407 nChanged 24 SP:Iteration 58Q (4527.794252 sec): 3 clusters Score: Raw -758485.765767 + Penalty 3062.615916 = -755423.149851 nChanged 13 SP:Iteration 59Q (4527.859277 sec): 3 clusters Score: Raw -758489.417526 + Penalty 3062.615916 = -755426.801610 nChanged 16 SP:Iteration 60F (4527.921064 sec): 3 clusters Score: Raw -758492.691448 + Penalty 3062.615916 = -755430.075532 nChanged 10 SP:Iteration 61Q (4527.978370 sec): 3 clusters Score: Raw -758494.760473 + Penalty 3062.615916 = -755432.144557 nChanged 6 SP:Iteration 62Q (4528.046241 sec): 3 clusters Score: Raw -758495.784349 + Penalty 3062.615916 = -755433.168433 nChanged 2 SP:Iteration 63Q (4528.111400 sec): 3 clusters Score: Raw -758496.213004 + Penalty 3062.615916 = -755433.597088 nChanged 2 SP:Iteration 64Q (4528.170317 sec): 3 clusters Score: Raw -758496.721886 + Penalty 3062.615916 = -755434.105970 nChanged 2 SP:Iteration 65Q (4528.237175 sec): 3 clusters Score: Raw -758497.392457 + Penalty 3062.615916 = -755434.776541 nChanged 0 SP:Iteration 66F (4528.299537 sec): 3 clusters Score: Raw -758497.392457 + Penalty 3062.615916 = -755434.776541 nChanged 0 Trying to split cluster 18 (2928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4528.333714 sec): 2 clusters Score: Raw -173783.257825 + Penalty 1297.087167 = -172486.170658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4528.381272 sec): 3 clusters Score: Raw -172413.207533 + Penalty 2594.174334 = -169819.033199 nChanged 1143 SP:Iteration 1F (4528.432473 sec): 3 clusters Score: Raw -173182.939924 + Penalty 2594.174334 = -170588.765590 nChanged 245 SP:Iteration 2F (4528.480491 sec): 3 clusters Score: Raw -173433.918394 + Penalty 2594.174334 = -170839.744060 nChanged 234 SP:Iteration 3F (4528.516427 sec): 3 clusters Score: Raw -173689.471364 + Penalty 2594.174334 = -171095.297030 nChanged 166 SP:Iteration 4F (4528.564006 sec): 3 clusters Score: Raw -173846.559270 + Penalty 2594.174334 = -171252.384936 nChanged 134 SP:Iteration 5Q (4528.606455 sec): 3 clusters Score: Raw -173971.497349 + Penalty 2594.174334 = -171377.323015 nChanged 124 SP:Iteration 6Q (4528.662958 sec): 3 clusters Score: Raw -174076.848885 + Penalty 2594.174334 = -171482.674550 nChanged 103 SP:Iteration 7Q (4528.700155 sec): 3 clusters Score: Raw -174156.465626 + Penalty 2594.174334 = -171562.291291 nChanged 89 SP:Iteration 8Q (4528.747112 sec): 3 clusters Score: Raw -174215.260765 + Penalty 2594.174334 = -171621.086431 nChanged 55 SP:Iteration 9Q (4528.800904 sec): 3 clusters Score: Raw -174253.650703 + Penalty 2594.174334 = -171659.476368 nChanged 48 SP:Iteration 10Q (4528.841475 sec): 3 clusters Score: Raw -174276.940825 + Penalty 2594.174334 = -171682.766491 nChanged 35 SP:Iteration 11Q (4528.903442 sec): 3 clusters Score: Raw -174293.382227 + Penalty 2594.174334 = -171699.207893 nChanged 24 SP:Iteration 12Q (4528.957613 sec): 3 clusters Score: Raw -174304.139100 + Penalty 2594.174334 = -171709.964766 nChanged 15 SP:Iteration 13Q (4528.997785 sec): 3 clusters Score: Raw -174312.621900 + Penalty 2594.174334 = -171718.447566 nChanged 14 SP:Iteration 14Q (4529.045416 sec): 3 clusters Score: Raw -174318.042291 + Penalty 2594.174334 = -171723.867957 nChanged 10 SP:Iteration 15Q (4529.098209 sec): 3 clusters Score: Raw -174321.530167 + Penalty 2594.174334 = -171727.355833 nChanged 9 SP:Iteration 16Q (4529.160195 sec): 3 clusters Score: Raw -174325.375963 + Penalty 2594.174334 = -171731.201629 nChanged 7 SP:Iteration 17Q (4529.202554 sec): 3 clusters Score: Raw -174327.687435 + Penalty 2594.174334 = -171733.513100 nChanged 7 SP:Iteration 18Q (4529.255569 sec): 3 clusters Score: Raw -174330.581710 + Penalty 2594.174334 = -171736.407375 nChanged 4 SP:Iteration 19Q (4529.304024 sec): 3 clusters Score: Raw -174331.718365 + Penalty 2594.174334 = -171737.544031 nChanged 5 SP:Iteration 20F (4529.360449 sec): 3 clusters Score: Raw -174333.325056 + Penalty 2594.174334 = -171739.150722 nChanged 4 SP:Iteration 21Q (4529.410719 sec): 3 clusters Score: Raw -174334.495965 + Penalty 2594.174334 = -171740.321631 nChanged 2 SP:Iteration 22Q (4529.455709 sec): 3 clusters Score: Raw -174335.375313 + Penalty 2594.174334 = -171741.200978 nChanged 5 SP:Iteration 23Q (4529.492587 sec): 3 clusters Score: Raw -174337.973269 + Penalty 2594.174334 = -171743.798935 nChanged 8 SP:Iteration 24Q (4529.532473 sec): 3 clusters Score: Raw -174340.132566 + Penalty 2594.174334 = -171745.958231 nChanged 3 SP:Iteration 25Q (4529.592895 sec): 3 clusters Score: Raw -174341.169077 + Penalty 2594.174334 = -171746.994742 nChanged 2 SP:Iteration 26Q (4529.638706 sec): 3 clusters Score: Raw -174341.454186 + Penalty 2594.174334 = -171747.279852 nChanged 1 SP:Iteration 27Q (4529.677740 sec): 3 clusters Score: Raw -174341.516145 + Penalty 2594.174334 = -171747.341810 nChanged 0 SP:Iteration 28F (4529.738240 sec): 3 clusters Score: Raw -174341.516145 + Penalty 2594.174334 = -171747.341810 nChanged 0 Trying to split cluster 19 (3397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4529.755207 sec): 2 clusters Score: Raw -188772.670905 + Penalty 1321.230295 = -187451.440610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4529.807090 sec): 3 clusters Score: Raw -187090.790275 + Penalty 2642.460590 = -184448.329686 nChanged 1339 SP:Iteration 1F (4529.863804 sec): 3 clusters Score: Raw -187973.126288 + Penalty 2642.460590 = -185330.665698 nChanged 291 SP:Iteration 2F (4529.910560 sec): 3 clusters Score: Raw -188196.355698 + Penalty 2642.460590 = -185553.895108 nChanged 218 SP:Iteration 3F (4529.967794 sec): 3 clusters Score: Raw -188400.762601 + Penalty 2642.460590 = -185758.302011 nChanged 195 SP:Iteration 4F (4530.021071 sec): 3 clusters Score: Raw -188640.067740 + Penalty 2642.460590 = -185997.607150 nChanged 208 SP:Iteration 5F (4530.076271 sec): 3 clusters Score: Raw -188888.063274 + Penalty 2642.460590 = -186245.602685 nChanged 207 SP:Iteration 6F (4530.112210 sec): 3 clusters Score: Raw -189086.346240 + Penalty 2642.460590 = -186443.885650 nChanged 160 SP:Iteration 7Q (4530.163770 sec): 3 clusters Score: Raw -189223.942261 + Penalty 2642.460590 = -186581.481672 nChanged 145 SP:Iteration 8Q (4530.216753 sec): 3 clusters Score: Raw -189339.306342 + Penalty 2642.460590 = -186696.845752 nChanged 108 SP:Iteration 9Q (4530.268424 sec): 3 clusters Score: Raw -189414.035905 + Penalty 2642.460590 = -186771.575315 nChanged 75 SP:Iteration 10Q (4530.316919 sec): 3 clusters Score: Raw -189466.549057 + Penalty 2642.460590 = -186824.088467 nChanged 58 SP:Iteration 11Q (4530.369670 sec): 3 clusters Score: Raw -189500.676002 + Penalty 2642.460590 = -186858.215413 nChanged 46 SP:Iteration 12Q (4530.427072 sec): 3 clusters Score: Raw -189526.332183 + Penalty 2642.460590 = -186883.871594 nChanged 40 SP:Iteration 13Q (4530.480361 sec): 3 clusters Score: Raw -189542.272801 + Penalty 2642.460590 = -186899.812212 nChanged 28 SP:Iteration 14Q (4530.531465 sec): 3 clusters Score: Raw -189552.604362 + Penalty 2642.460590 = -186910.143772 nChanged 20 SP:Iteration 15Q (4530.574153 sec): 3 clusters Score: Raw -189559.753289 + Penalty 2642.460590 = -186917.292700 nChanged 22 SP:Iteration 16Q (4530.634237 sec): 3 clusters Score: Raw -189570.063561 + Penalty 2642.460590 = -186927.602972 nChanged 31 SP:Iteration 17Q (4530.678774 sec): 3 clusters Score: Raw -189582.994080 + Penalty 2642.460590 = -186940.533490 nChanged 20 SP:Iteration 18Q (4530.738201 sec): 3 clusters Score: Raw -189592.568392 + Penalty 2642.460590 = -186950.107802 nChanged 13 SP:Iteration 19Q (4530.776659 sec): 3 clusters Score: Raw -189599.538328 + Penalty 2642.460590 = -186957.077738 nChanged 13 SP:Iteration 20F (4530.828546 sec): 3 clusters Score: Raw -189613.131081 + Penalty 2642.460590 = -186970.670491 nChanged 15 SP:Iteration 21Q (4530.870848 sec): 3 clusters Score: Raw -189625.296473 + Penalty 2642.460590 = -186982.835883 nChanged 17 SP:Iteration 22Q (4530.924373 sec): 3 clusters Score: Raw -189632.531930 + Penalty 2642.460590 = -186990.071340 nChanged 8 SP:Iteration 23Q (4530.986107 sec): 3 clusters Score: Raw -189635.982040 + Penalty 2642.460590 = -186993.521451 nChanged 9 SP:Iteration 24Q (4531.032237 sec): 3 clusters Score: Raw -189638.524769 + Penalty 2642.460590 = -186996.064180 nChanged 7 SP:Iteration 25Q (4531.096719 sec): 3 clusters Score: Raw -189640.145358 + Penalty 2642.460590 = -186997.684768 nChanged 4 SP:Iteration 26Q (4531.149313 sec): 3 clusters Score: Raw -189641.646001 + Penalty 2642.460590 = -186999.185411 nChanged 6 SP:Iteration 27Q (4531.202255 sec): 3 clusters Score: Raw -189642.936143 + Penalty 2642.460590 = -187000.475553 nChanged 8 SP:Iteration 28Q (4531.253755 sec): 3 clusters Score: Raw -189645.045173 + Penalty 2642.460590 = -187002.584583 nChanged 2 SP:Iteration 29Q (4531.295301 sec): 3 clusters Score: Raw -189645.772906 + Penalty 2642.460590 = -187003.312316 nChanged 4 SP:Iteration 30Q (4531.357944 sec): 3 clusters Score: Raw -189646.550394 + Penalty 2642.460590 = -187004.089804 nChanged 2 SP:Iteration 31Q (4531.410497 sec): 3 clusters Score: Raw -189646.926520 + Penalty 2642.460590 = -187004.465930 nChanged 1 SP:Iteration 32Q (4531.458549 sec): 3 clusters Score: Raw -189647.466889 + Penalty 2642.460590 = -187005.006299 nChanged 0 SP:Iteration 33F (4531.507793 sec): 3 clusters Score: Raw -189647.466889 + Penalty 2642.460590 = -187005.006299 nChanged 0 Trying to split cluster 20 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4531.533146 sec): 2 clusters Score: Raw -25068.994652 + Penalty 969.914978 = -24099.079674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4531.574255 sec): 3 clusters Score: Raw -25036.892789 + Penalty 1939.829957 = -23097.062832 nChanged 74 SP:Iteration 1F (4531.608334 sec): 3 clusters Score: Raw -25143.262057 + Penalty 1939.829957 = -23203.432100 nChanged 15 SP:Iteration 2Q (4531.658292 sec): 3 clusters Score: Raw -25180.168001 + Penalty 1939.829957 = -23240.338044 nChanged 10 SP:Iteration 3Q (4531.699390 sec): 3 clusters Score: Raw -25199.269495 + Penalty 1939.829957 = -23259.439538 nChanged 4 SP:Iteration 4Q (4531.754968 sec): 3 clusters Score: Raw -25207.356414 + Penalty 1939.829957 = -23267.526457 nChanged 2 SP:Iteration 5Q (4531.790451 sec): 3 clusters Score: Raw -25211.411692 + Penalty 1939.829957 = -23271.581735 nChanged 0 SP:Iteration 6F (4531.824333 sec): 3 clusters Score: Raw -25211.411692 + Penalty 1939.829957 = -23271.581735 nChanged 0 Trying to split cluster 21 (4422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4531.855196 sec): 2 clusters Score: Raw -292451.171012 + Penalty 1364.081446 = -291087.089566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4531.902671 sec): 3 clusters Score: Raw -290192.478155 + Penalty 2728.162892 = -287464.315262 nChanged 1770 SP:Iteration 1F (4531.952422 sec): 3 clusters Score: Raw -291147.687233 + Penalty 2728.162892 = -288419.524341 nChanged 332 SP:Iteration 2F (4532.004953 sec): 3 clusters Score: Raw -291328.852333 + Penalty 2728.162892 = -288600.689440 nChanged 231 SP:Iteration 3F (4532.059471 sec): 3 clusters Score: Raw -291446.893537 + Penalty 2728.162892 = -288718.730645 nChanged 179 SP:Iteration 4Q (4532.123080 sec): 3 clusters Score: Raw -291521.243152 + Penalty 2728.162892 = -288793.080259 nChanged 137 SP:Iteration 5Q (4532.170873 sec): 3 clusters Score: Raw -291584.971994 + Penalty 2728.162892 = -288856.809102 nChanged 103 SP:Iteration 6Q (4532.227238 sec): 3 clusters Score: Raw -291624.840559 + Penalty 2728.162892 = -288896.677666 nChanged 93 SP:Iteration 7Q (4532.278918 sec): 3 clusters Score: Raw -291655.809629 + Penalty 2728.162892 = -288927.646737 nChanged 80 SP:Iteration 8Q (4532.325158 sec): 3 clusters Score: Raw -291686.190008 + Penalty 2728.162892 = -288958.027116 nChanged 68 SP:Iteration 9Q (4532.363352 sec): 3 clusters Score: Raw -291710.889055 + Penalty 2728.162892 = -288982.726162 nChanged 67 SP:Iteration 10Q (4532.424967 sec): 3 clusters Score: Raw -291735.759988 + Penalty 2728.162892 = -289007.597096 nChanged 54 SP:Iteration 11Q (4532.477029 sec): 3 clusters Score: Raw -291753.297779 + Penalty 2728.162892 = -289025.134887 nChanged 47 SP:Iteration 12Q (4532.521876 sec): 3 clusters Score: Raw -291767.264110 + Penalty 2728.162892 = -289039.101218 nChanged 45 SP:Iteration 13Q (4532.572229 sec): 3 clusters Score: Raw -291781.791022 + Penalty 2728.162892 = -289053.628130 nChanged 54 SP:Iteration 14Q (4532.625171 sec): 3 clusters Score: Raw -291805.469071 + Penalty 2728.162892 = -289077.306178 nChanged 66 SP:Iteration 15Q (4532.674790 sec): 3 clusters Score: Raw -291834.461898 + Penalty 2728.162892 = -289106.299005 nChanged 88 SP:Iteration 16Q (4532.718331 sec): 3 clusters Score: Raw -291874.768996 + Penalty 2728.162892 = -289146.606104 nChanged 104 SP:Iteration 17Q (4532.768332 sec): 3 clusters Score: Raw -291923.385927 + Penalty 2728.162892 = -289195.223034 nChanged 107 SP:Iteration 18Q (4532.819457 sec): 3 clusters Score: Raw -291990.790244 + Penalty 2728.162892 = -289262.627352 nChanged 111 SP:Iteration 19Q (4532.865733 sec): 3 clusters Score: Raw -292062.668487 + Penalty 2728.162892 = -289334.505595 nChanged 101 SP:Iteration 20F (4532.913635 sec): 3 clusters Score: Raw -292142.548198 + Penalty 2728.162892 = -289414.385305 nChanged 104 SP:Iteration 21Q (4532.965175 sec): 3 clusters Score: Raw -292210.933380 + Penalty 2728.162892 = -289482.770487 nChanged 88 SP:Iteration 22Q (4533.018974 sec): 3 clusters Score: Raw -292272.404849 + Penalty 2728.162892 = -289544.241956 nChanged 66 SP:Iteration 23Q (4533.060199 sec): 3 clusters Score: Raw -292312.837250 + Penalty 2728.162892 = -289584.674357 nChanged 55 SP:Iteration 24Q (4533.104616 sec): 3 clusters Score: Raw -292346.179798 + Penalty 2728.162892 = -289618.016906 nChanged 45 SP:Iteration 25Q (4533.151755 sec): 3 clusters Score: Raw -292380.610550 + Penalty 2728.162892 = -289652.447657 nChanged 47 SP:Iteration 26Q (4533.195393 sec): 3 clusters Score: Raw -292409.526636 + Penalty 2728.162892 = -289681.363744 nChanged 33 SP:Iteration 27Q (4533.241594 sec): 3 clusters Score: Raw -292430.768199 + Penalty 2728.162892 = -289702.605307 nChanged 31 SP:Iteration 28Q (4533.287102 sec): 3 clusters Score: Raw -292452.147476 + Penalty 2728.162892 = -289723.984584 nChanged 32 SP:Iteration 29Q (4533.324785 sec): 3 clusters Score: Raw -292476.658760 + Penalty 2728.162892 = -289748.495867 nChanged 22 SP:Iteration 30Q (4533.375359 sec): 3 clusters Score: Raw -292492.817733 + Penalty 2728.162892 = -289764.654841 nChanged 28 SP:Iteration 31Q (4533.420279 sec): 3 clusters Score: Raw -292514.219028 + Penalty 2728.162892 = -289786.056136 nChanged 28 SP:Iteration 32Q (4533.457416 sec): 3 clusters Score: Raw -292532.812839 + Penalty 2728.162892 = -289804.649946 nChanged 27 SP:Iteration 33Q (4533.503721 sec): 3 clusters Score: Raw -292556.531290 + Penalty 2728.162892 = -289828.368398 nChanged 21 SP:Iteration 34Q (4533.564584 sec): 3 clusters Score: Raw -292573.350559 + Penalty 2728.162892 = -289845.187666 nChanged 20 SP:Iteration 35Q (4533.613809 sec): 3 clusters Score: Raw -292587.883438 + Penalty 2728.162892 = -289859.720545 nChanged 17 SP:Iteration 36Q (4533.669475 sec): 3 clusters Score: Raw -292596.151459 + Penalty 2728.162892 = -289867.988567 nChanged 13 SP:Iteration 37Q (4533.724824 sec): 3 clusters Score: Raw -292601.906310 + Penalty 2728.162892 = -289873.743418 nChanged 11 SP:Iteration 38Q (4533.764443 sec): 3 clusters Score: Raw -292607.469916 + Penalty 2728.162892 = -289879.307024 nChanged 10 SP:Iteration 39Q (4533.813042 sec): 3 clusters Score: Raw -292615.816993 + Penalty 2728.162892 = -289887.654101 nChanged 12 SP:Iteration 40F (4533.873779 sec): 3 clusters Score: Raw -292624.983941 + Penalty 2728.162892 = -289896.821048 nChanged 12 SP:Iteration 41Q (4533.914087 sec): 3 clusters Score: Raw -292632.673076 + Penalty 2728.162892 = -289904.510184 nChanged 7 SP:Iteration 42Q (4533.965905 sec): 3 clusters Score: Raw -292635.625282 + Penalty 2728.162892 = -289907.462390 nChanged 4 SP:Iteration 43Q (4534.021822 sec): 3 clusters Score: Raw -292638.045929 + Penalty 2728.162892 = -289909.883036 nChanged 5 SP:Iteration 44Q (4534.073344 sec): 3 clusters Score: Raw -292640.149436 + Penalty 2728.162892 = -289911.986544 nChanged 3 SP:Iteration 45Q (4534.128228 sec): 3 clusters Score: Raw -292642.466360 + Penalty 2728.162892 = -289914.303468 nChanged 6 SP:Iteration 46Q (4534.177830 sec): 3 clusters Score: Raw -292645.431714 + Penalty 2728.162892 = -289917.268822 nChanged 7 SP:Iteration 47Q (4534.220375 sec): 3 clusters Score: Raw -292647.960876 + Penalty 2728.162892 = -289919.797983 nChanged 2 SP:Iteration 48Q (4534.273364 sec): 3 clusters Score: Raw -292648.454452 + Penalty 2728.162892 = -289920.291559 nChanged 1 SP:Iteration 49Q (4534.332989 sec): 3 clusters Score: Raw -292649.340155 + Penalty 2728.162892 = -289921.177262 nChanged 1 SP:Iteration 50Q (4534.378971 sec): 3 clusters Score: Raw -292649.975857 + Penalty 2728.162892 = -289921.812964 nChanged 3 SP:Iteration 51Q (4534.428773 sec): 3 clusters Score: Raw -292651.310451 + Penalty 2728.162892 = -289923.147558 nChanged 3 SP:Iteration 52Q (4534.476959 sec): 3 clusters Score: Raw -292652.157693 + Penalty 2728.162892 = -289923.994800 nChanged 0 SP:Iteration 53F (4534.531098 sec): 3 clusters Score: Raw -292652.157693 + Penalty 2728.162892 = -289923.994800 nChanged 0 Trying to split cluster 22 (5335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4534.572685 sec): 2 clusters Score: Raw -365140.608625 + Penalty 1394.582177 = -363746.026449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4534.616663 sec): 3 clusters Score: Raw -362390.251776 + Penalty 2789.164353 = -359601.087423 nChanged 2159 SP:Iteration 1F (4534.671348 sec): 3 clusters Score: Raw -363553.045962 + Penalty 2789.164353 = -360763.881609 nChanged 377 SP:Iteration 2F (4534.724929 sec): 3 clusters Score: Raw -363777.608249 + Penalty 2789.164353 = -360988.443896 nChanged 337 SP:Iteration 3F (4534.768194 sec): 3 clusters Score: Raw -364020.043541 + Penalty 2789.164353 = -361230.879188 nChanged 370 SP:Iteration 4F (4534.824264 sec): 3 clusters Score: Raw -364398.034254 + Penalty 2789.164353 = -361608.869901 nChanged 447 SP:Iteration 5F (4534.886498 sec): 3 clusters Score: Raw -364866.766369 + Penalty 2789.164353 = -362077.602015 nChanged 427 SP:Iteration 6F (4534.943352 sec): 3 clusters Score: Raw -365252.688734 + Penalty 2789.164353 = -362463.524381 nChanged 326 SP:Iteration 7F (4534.986339 sec): 3 clusters Score: Raw -365490.535689 + Penalty 2789.164353 = -362701.371336 nChanged 214 SP:Iteration 8Q (4535.046579 sec): 3 clusters Score: Raw -365608.082875 + Penalty 2789.164353 = -362818.918522 nChanged 136 SP:Iteration 9Q (4535.105817 sec): 3 clusters Score: Raw -365667.597775 + Penalty 2789.164353 = -362878.433422 nChanged 84 SP:Iteration 10Q (4535.153563 sec): 3 clusters Score: Raw -365706.537359 + Penalty 2789.164353 = -362917.373006 nChanged 59 SP:Iteration 11Q (4535.204983 sec): 3 clusters Score: Raw -365729.428293 + Penalty 2789.164353 = -362940.263939 nChanged 44 SP:Iteration 12Q (4535.266398 sec): 3 clusters Score: Raw -365741.823311 + Penalty 2789.164353 = -362952.658958 nChanged 29 SP:Iteration 13Q (4535.317019 sec): 3 clusters Score: Raw -365750.528946 + Penalty 2789.164353 = -362961.364593 nChanged 21 SP:Iteration 14Q (4535.364921 sec): 3 clusters Score: Raw -365756.428734 + Penalty 2789.164353 = -362967.264381 nChanged 14 SP:Iteration 15Q (4535.425513 sec): 3 clusters Score: Raw -365760.357826 + Penalty 2789.164353 = -362971.193473 nChanged 9 SP:Iteration 16Q (4535.476961 sec): 3 clusters Score: Raw -365762.731006 + Penalty 2789.164353 = -362973.566653 nChanged 8 SP:Iteration 17Q (4535.524034 sec): 3 clusters Score: Raw -365764.668620 + Penalty 2789.164353 = -362975.504266 nChanged 3 SP:Iteration 18Q (4535.569999 sec): 3 clusters Score: Raw -365765.144717 + Penalty 2789.164353 = -362975.980364 nChanged 1 SP:Iteration 19Q (4535.615680 sec): 3 clusters Score: Raw -365765.354669 + Penalty 2789.164353 = -362976.190316 nChanged 1 SP:Iteration 20F (4535.669944 sec): 3 clusters Score: Raw -365765.505303 + Penalty 2789.164353 = -362976.340950 nChanged 2 SP:Iteration 21Q (4535.716457 sec): 3 clusters Score: Raw -365766.489617 + Penalty 2789.164353 = -362977.325264 nChanged 2 SP:Iteration 22Q (4535.770080 sec): 3 clusters Score: Raw -365766.832324 + Penalty 2789.164353 = -362977.667971 nChanged 1 SP:Iteration 23Q (4535.828724 sec): 3 clusters Score: Raw -365766.928869 + Penalty 2789.164353 = -362977.764516 nChanged 0 SP:Iteration 24F (4535.874718 sec): 3 clusters Score: Raw -365766.928869 + Penalty 2789.164353 = -362977.764516 nChanged 0 Trying to split cluster 23 (46420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4535.966145 sec): 2 clusters Score: Raw -3163636.037718 + Penalty 1746.141423 = -3161889.896295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4536.084873 sec): 3 clusters Score: Raw -3134429.225665 + Penalty 3492.282846 = -3130936.942819 nChanged 21752 SP:Iteration 1F (4536.211854 sec): 3 clusters Score: Raw -3147365.953304 + Penalty 3492.282846 = -3143873.670458 nChanged 2390 SP:Iteration 2F (4536.325457 sec): 3 clusters Score: Raw -3148389.162562 + Penalty 3492.282846 = -3144896.879716 nChanged 2491 SP:Iteration 3F (4536.441095 sec): 3 clusters Score: Raw -3149647.380683 + Penalty 3492.282846 = -3146155.097837 nChanged 2621 SP:Iteration 4F (4536.548833 sec): 3 clusters Score: Raw -3151154.051382 + Penalty 3492.282846 = -3147661.768536 nChanged 2744 SP:Iteration 5F (4536.682653 sec): 3 clusters Score: Raw -3152837.061572 + Penalty 3492.282846 = -3149344.778726 nChanged 2768 SP:Iteration 6F (4536.802787 sec): 3 clusters Score: Raw -3154529.711811 + Penalty 3492.282846 = -3151037.428965 nChanged 2492 SP:Iteration 7F (4536.918239 sec): 3 clusters Score: Raw -3155996.427964 + Penalty 3492.282846 = -3152504.145118 nChanged 2102 SP:Iteration 8Q (4537.041896 sec): 3 clusters Score: Raw -3157028.429965 + Penalty 3492.282846 = -3153536.147119 nChanged 1614 SP:Iteration 9Q (4537.181458 sec): 3 clusters Score: Raw -3157597.065982 + Penalty 3492.282846 = -3154104.783136 nChanged 1115 SP:Iteration 10Q (4537.310992 sec): 3 clusters Score: Raw -3157875.824789 + Penalty 3492.282846 = -3154383.541943 nChanged 742 SP:Iteration 11Q (4537.431054 sec): 3 clusters Score: Raw -3158028.052663 + Penalty 3492.282846 = -3154535.769817 nChanged 601 SP:Iteration 12Q (4537.556375 sec): 3 clusters Score: Raw -3158133.460938 + Penalty 3492.282846 = -3154641.178092 nChanged 462 SP:Iteration 13Q (4537.683542 sec): 3 clusters Score: Raw -3158214.283725 + Penalty 3492.282846 = -3154722.000879 nChanged 421 SP:Iteration 14Q (4537.814827 sec): 3 clusters Score: Raw -3158290.575074 + Penalty 3492.282846 = -3154798.292228 nChanged 405 SP:Iteration 15Q (4537.934810 sec): 3 clusters Score: Raw -3158363.395278 + Penalty 3492.282846 = -3154871.112432 nChanged 386 SP:Iteration 16Q (4538.068468 sec): 3 clusters Score: Raw -3158428.903110 + Penalty 3492.282846 = -3154936.620264 nChanged 367 SP:Iteration 17Q (4538.195044 sec): 3 clusters Score: Raw -3158486.289993 + Penalty 3492.282846 = -3154994.007147 nChanged 358 SP:Iteration 18Q (4538.323166 sec): 3 clusters Score: Raw -3158537.427285 + Penalty 3492.282846 = -3155045.144439 nChanged 338 SP:Iteration 19Q (4538.447396 sec): 3 clusters Score: Raw -3158587.129964 + Penalty 3492.282846 = -3155094.847118 nChanged 331 SP:Iteration 20F (4538.585377 sec): 3 clusters Score: Raw -3158632.070741 + Penalty 3492.282846 = -3155139.787895 nChanged 292 SP:Iteration 21Q (4538.697733 sec): 3 clusters Score: Raw -3158674.345166 + Penalty 3492.282846 = -3155182.062320 nChanged 302 SP:Iteration 22Q (4538.818351 sec): 3 clusters Score: Raw -3158717.984293 + Penalty 3492.282846 = -3155225.701447 nChanged 306 SP:Iteration 23Q (4538.939538 sec): 3 clusters Score: Raw -3158758.790921 + Penalty 3492.282846 = -3155266.508075 nChanged 299 SP:Iteration 24Q (4539.071421 sec): 3 clusters Score: Raw -3158799.510698 + Penalty 3492.282846 = -3155307.227853 nChanged 280 SP:Iteration 25Q (4539.195256 sec): 3 clusters Score: Raw -3158835.599262 + Penalty 3492.282846 = -3155343.316417 nChanged 263 SP:Iteration 26Q (4539.317937 sec): 3 clusters Score: Raw -3158867.673672 + Penalty 3492.282846 = -3155375.390826 nChanged 267 SP:Iteration 27Q (4539.456850 sec): 3 clusters Score: Raw -3158899.560617 + Penalty 3492.282846 = -3155407.277771 nChanged 244 SP:Iteration 28Q (4539.570869 sec): 3 clusters Score: Raw -3158928.214155 + Penalty 3492.282846 = -3155435.931309 nChanged 248 SP:Iteration 29Q (4539.687375 sec): 3 clusters Score: Raw -3158957.974263 + Penalty 3492.282846 = -3155465.691417 nChanged 238 SP:Iteration 30Q (4539.799150 sec): 3 clusters Score: Raw -3158984.765514 + Penalty 3492.282846 = -3155492.482668 nChanged 245 SP:Iteration 31Q (4539.923087 sec): 3 clusters Score: Raw -3159013.881746 + Penalty 3492.282846 = -3155521.598900 nChanged 252 SP:Iteration 32Q (4540.051816 sec): 3 clusters Score: Raw -3159045.274874 + Penalty 3492.282846 = -3155552.992028 nChanged 251 SP:Iteration 33Q (4540.177761 sec): 3 clusters Score: Raw -3159077.783350 + Penalty 3492.282846 = -3155585.500504 nChanged 232 SP:Iteration 34Q (4540.301986 sec): 3 clusters Score: Raw -3159105.074889 + Penalty 3492.282846 = -3155612.792043 nChanged 231 SP:Iteration 35Q (4540.414257 sec): 3 clusters Score: Raw -3159133.613171 + Penalty 3492.282846 = -3155641.330325 nChanged 259 SP:Iteration 36Q (4540.539577 sec): 3 clusters Score: Raw -3159165.080699 + Penalty 3492.282846 = -3155672.797853 nChanged 277 SP:Iteration 37Q (4540.655063 sec): 3 clusters Score: Raw -3159197.698238 + Penalty 3492.282846 = -3155705.415392 nChanged 273 SP:Iteration 38Q (4540.782260 sec): 3 clusters Score: Raw -3159229.147014 + Penalty 3492.282846 = -3155736.864168 nChanged 255 SP:Iteration 39Q (4540.905390 sec): 3 clusters Score: Raw -3159256.679533 + Penalty 3492.282846 = -3155764.396687 nChanged 272 SP:Iteration 40F (4541.020815 sec): 3 clusters Score: Raw -3159287.404248 + Penalty 3492.282846 = -3155795.121402 nChanged 270 SP:Iteration 41Q (4541.142611 sec): 3 clusters Score: Raw -3159320.448092 + Penalty 3492.282846 = -3155828.165247 nChanged 292 SP:Iteration 42Q (4541.257048 sec): 3 clusters Score: Raw -3159358.098607 + Penalty 3492.282846 = -3155865.815761 nChanged 294 SP:Iteration 43Q (4541.369591 sec): 3 clusters Score: Raw -3159396.201490 + Penalty 3492.282846 = -3155903.918644 nChanged 300 SP:Iteration 44Q (4541.500859 sec): 3 clusters Score: Raw -3159436.978625 + Penalty 3492.282846 = -3155944.695779 nChanged 317 SP:Iteration 45Q (4541.622129 sec): 3 clusters Score: Raw -3159481.129001 + Penalty 3492.282846 = -3155988.846155 nChanged 346 SP:Iteration 46Q (4541.749893 sec): 3 clusters Score: Raw -3159532.566146 + Penalty 3492.282846 = -3156040.283300 nChanged 367 SP:Iteration 47Q (4541.879700 sec): 3 clusters Score: Raw -3159586.937012 + Penalty 3492.282846 = -3156094.654166 nChanged 377 SP:Iteration 48Q (4541.996806 sec): 3 clusters Score: Raw -3159649.594476 + Penalty 3492.282846 = -3156157.311630 nChanged 414 SP:Iteration 49Q (4542.113584 sec): 3 clusters Score: Raw -3159730.871658 + Penalty 3492.282846 = -3156238.588812 nChanged 474 SP:Iteration 50Q (4542.245491 sec): 3 clusters Score: Raw -3159822.127593 + Penalty 3492.282846 = -3156329.844747 nChanged 473 SP:Iteration 51Q (4542.367888 sec): 3 clusters Score: Raw -3159910.926770 + Penalty 3492.282846 = -3156418.643924 nChanged 482 SP:Iteration 52Q (4542.479079 sec): 3 clusters Score: Raw -3160013.240220 + Penalty 3492.282846 = -3156520.957374 nChanged 525 SP:Iteration 53Q (4542.608111 sec): 3 clusters Score: Raw -3160125.805904 + Penalty 3492.282846 = -3156633.523058 nChanged 534 SP:Iteration 54Q (4542.724930 sec): 3 clusters Score: Raw -3160245.238230 + Penalty 3492.282846 = -3156752.955384 nChanged 529 SP:Iteration 55Q (4542.846355 sec): 3 clusters Score: Raw -3160369.004394 + Penalty 3492.282846 = -3156876.721548 nChanged 546 SP:Iteration 56Q (4542.979098 sec): 3 clusters Score: Raw -3160499.440703 + Penalty 3492.282846 = -3157007.157857 nChanged 535 SP:Iteration 57Q (4543.098643 sec): 3 clusters Score: Raw -3160627.253003 + Penalty 3492.282846 = -3157134.970157 nChanged 565 SP:Iteration 58Q (4543.210818 sec): 3 clusters Score: Raw -3160768.880924 + Penalty 3492.282846 = -3157276.598078 nChanged 586 SP:Iteration 59Q (4543.321134 sec): 3 clusters Score: Raw -3160928.282366 + Penalty 3492.282846 = -3157435.999521 nChanged 570 SP:Iteration 60F (4543.435735 sec): 3 clusters Score: Raw -3161076.628746 + Penalty 3492.282846 = -3157584.345900 nChanged 541 SP:Iteration 61Q (4543.560564 sec): 3 clusters Score: Raw -3161227.331644 + Penalty 3492.282846 = -3157735.048799 nChanged 552 SP:Iteration 62Q (4543.666250 sec): 3 clusters Score: Raw -3161383.064893 + Penalty 3492.282846 = -3157890.782047 nChanged 578 SP:Iteration 63Q (4543.780691 sec): 3 clusters Score: Raw -3161554.645417 + Penalty 3492.282846 = -3158062.362571 nChanged 561 SP:Iteration 64Q (4543.905347 sec): 3 clusters Score: Raw -3161732.921277 + Penalty 3492.282846 = -3158240.638431 nChanged 569 SP:Iteration 65Q (4544.023832 sec): 3 clusters Score: Raw -3161913.821752 + Penalty 3492.282846 = -3158421.538907 nChanged 514 SP:Iteration 66Q (4544.142530 sec): 3 clusters Score: Raw -3162066.694319 + Penalty 3492.282846 = -3158574.411473 nChanged 490 SP:Iteration 67Q (4544.256541 sec): 3 clusters Score: Raw -3162223.462100 + Penalty 3492.282846 = -3158731.179254 nChanged 484 SP:Iteration 68Q (4544.363356 sec): 3 clusters Score: Raw -3162385.717183 + Penalty 3492.282846 = -3158893.434337 nChanged 460 SP:Iteration 69Q (4544.468646 sec): 3 clusters Score: Raw -3162546.056458 + Penalty 3492.282846 = -3159053.773613 nChanged 478 SP:Iteration 70Q (4544.580329 sec): 3 clusters Score: Raw -3162731.099926 + Penalty 3492.282846 = -3159238.817080 nChanged 445 SP:Iteration 71Q (4544.690279 sec): 3 clusters Score: Raw -3162899.837779 + Penalty 3492.282846 = -3159407.554933 nChanged 404 SP:Iteration 72Q (4544.795698 sec): 3 clusters Score: Raw -3163066.601296 + Penalty 3492.282846 = -3159574.318450 nChanged 363 SP:Iteration 73Q (4544.897972 sec): 3 clusters Score: Raw -3163208.319910 + Penalty 3492.282846 = -3159716.037064 nChanged 338 SP:Iteration 74Q (4545.013830 sec): 3 clusters Score: Raw -3163351.576113 + Penalty 3492.282846 = -3159859.293267 nChanged 313 SP:Iteration 75Q (4545.118914 sec): 3 clusters Score: Raw -3163482.405931 + Penalty 3492.282846 = -3159990.123085 nChanged 256 SP:Iteration 76Q (4545.238800 sec): 3 clusters Score: Raw -3163584.575378 + Penalty 3492.282846 = -3160092.292532 nChanged 206 SP:Iteration 77Q (4545.334782 sec): 3 clusters Score: Raw -3163671.842656 + Penalty 3492.282846 = -3160179.559810 nChanged 190 SP:Iteration 78Q (4545.438905 sec): 3 clusters Score: Raw -3163744.139367 + Penalty 3492.282846 = -3160251.856522 nChanged 132 SP:Iteration 79Q (4545.533204 sec): 3 clusters Score: Raw -3163796.144017 + Penalty 3492.282846 = -3160303.861171 nChanged 109 SP:Iteration 80F (4545.662545 sec): 3 clusters Score: Raw -3163837.835753 + Penalty 3492.282846 = -3160345.552907 nChanged 93 SP:Iteration 81Q (4545.766617 sec): 3 clusters Score: Raw -3163870.734448 + Penalty 3492.282846 = -3160378.451602 nChanged 85 SP:Iteration 82Q (4545.866338 sec): 3 clusters Score: Raw -3163897.901056 + Penalty 3492.282846 = -3160405.618210 nChanged 66 SP:Iteration 83Q (4545.973087 sec): 3 clusters Score: Raw -3163918.798832 + Penalty 3492.282846 = -3160426.515986 nChanged 54 SP:Iteration 84Q (4546.081075 sec): 3 clusters Score: Raw -3163939.773156 + Penalty 3492.282846 = -3160447.490310 nChanged 59 SP:Iteration 85Q (4546.192941 sec): 3 clusters Score: Raw -3163961.899137 + Penalty 3492.282846 = -3160469.616291 nChanged 49 SP:Iteration 86Q (4546.294367 sec): 3 clusters Score: Raw -3163980.090970 + Penalty 3492.282846 = -3160487.808124 nChanged 42 SP:Iteration 87Q (4546.400226 sec): 3 clusters Score: Raw -3163993.800125 + Penalty 3492.282846 = -3160501.517279 nChanged 48 SP:Iteration 88Q (4546.506331 sec): 3 clusters Score: Raw -3164012.936534 + Penalty 3492.282846 = -3160520.653688 nChanged 44 SP:Iteration 89Q (4546.603366 sec): 3 clusters Score: Raw -3164026.388789 + Penalty 3492.282846 = -3160534.105943 nChanged 25 SP:Iteration 90Q (4546.699983 sec): 3 clusters Score: Raw -3164033.601788 + Penalty 3492.282846 = -3160541.318942 nChanged 18 SP:Iteration 91Q (4546.793521 sec): 3 clusters Score: Raw -3164039.124230 + Penalty 3492.282846 = -3160546.841384 nChanged 14 SP:Iteration 92Q (4546.899015 sec): 3 clusters Score: Raw -3164045.037494 + Penalty 3492.282846 = -3160552.754648 nChanged 10 SP:Iteration 93Q (4547.010747 sec): 3 clusters Score: Raw -3164048.033423 + Penalty 3492.282846 = -3160555.750577 nChanged 5 SP:Iteration 94Q (4547.111224 sec): 3 clusters Score: Raw -3164049.542511 + Penalty 3492.282846 = -3160557.259665 nChanged 6 SP:Iteration 95Q (4547.208735 sec): 3 clusters Score: Raw -3164051.270423 + Penalty 3492.282846 = -3160558.987577 nChanged 3 SP:Iteration 96Q (4547.304619 sec): 3 clusters Score: Raw -3164052.239240 + Penalty 3492.282846 = -3160559.956394 nChanged 7 SP:Iteration 97Q (4547.407242 sec): 3 clusters Score: Raw -3164054.189730 + Penalty 3492.282846 = -3160561.906884 nChanged 6 SP:Iteration 98Q (4547.498888 sec): 3 clusters Score: Raw -3164055.632867 + Penalty 3492.282846 = -3160563.350021 nChanged 4 SP:Iteration 99Q (4547.600354 sec): 3 clusters Score: Raw -3164056.566494 + Penalty 3492.282846 = -3160564.283648 nChanged 1 SP:Iteration 100F (4547.723434 sec): 3 clusters Score: Raw -3164056.907356 + Penalty 3492.282846 = -3160564.624510 nChanged 1 SP:Iteration 101Q (4547.832900 sec): 3 clusters Score: Raw -3164057.592591 + Penalty 3492.282846 = -3160565.309745 nChanged 3 SP:Iteration 102Q (4547.930392 sec): 3 clusters Score: Raw -3164058.501018 + Penalty 3492.282846 = -3160566.218172 nChanged 3 SP:Iteration 103Q (4548.040441 sec): 3 clusters Score: Raw -3164059.287377 + Penalty 3492.282846 = -3160567.004531 nChanged 5 SP:Iteration 104Q (4548.150185 sec): 3 clusters Score: Raw -3164062.393295 + Penalty 3492.282846 = -3160570.110449 nChanged 11 SP:Iteration 105Q (4548.248043 sec): 3 clusters Score: Raw -3164065.544167 + Penalty 3492.282846 = -3160573.261321 nChanged 7 SP:Iteration 106Q (4548.347312 sec): 3 clusters Score: Raw -3164067.717691 + Penalty 3492.282846 = -3160575.434845 nChanged 5 SP:Iteration 107Q (4548.466797 sec): 3 clusters Score: Raw -3164070.307678 + Penalty 3492.282846 = -3160578.024832 nChanged 7 SP:Iteration 108Q (4548.574983 sec): 3 clusters Score: Raw -3164073.055080 + Penalty 3492.282846 = -3160580.772234 nChanged 8 SP:Iteration 109Q (4548.670575 sec): 3 clusters Score: Raw -3164076.354192 + Penalty 3492.282846 = -3160584.071346 nChanged 7 SP:Iteration 110Q (4548.775504 sec): 3 clusters Score: Raw -3164078.060005 + Penalty 3492.282846 = -3160585.777159 nChanged 5 SP:Iteration 111Q (4548.890440 sec): 3 clusters Score: Raw -3164079.793836 + Penalty 3492.282846 = -3160587.510990 nChanged 2 SP:Iteration 112Q (4549.003641 sec): 3 clusters Score: Raw -3164080.214133 + Penalty 3492.282846 = -3160587.931287 nChanged 3 SP:Iteration 113Q (4549.118597 sec): 3 clusters Score: Raw -3164080.952727 + Penalty 3492.282846 = -3160588.669881 nChanged 3 SP:Iteration 114Q (4549.225639 sec): 3 clusters Score: Raw -3164081.724640 + Penalty 3492.282846 = -3160589.441794 nChanged 6 SP:Iteration 115Q (4549.318392 sec): 3 clusters Score: Raw -3164083.588843 + Penalty 3492.282846 = -3160591.305997 nChanged 4 SP:Iteration 116Q (4549.425500 sec): 3 clusters Score: Raw -3164084.763547 + Penalty 3492.282846 = -3160592.480701 nChanged 4 SP:Iteration 117Q (4549.523628 sec): 3 clusters Score: Raw -3164085.827273 + Penalty 3492.282846 = -3160593.544428 nChanged 1 SP:Iteration 118Q (4549.632353 sec): 3 clusters Score: Raw -3164085.984326 + Penalty 3492.282846 = -3160593.701480 nChanged 0 SP:Iteration 119F (4549.747781 sec): 3 clusters Score: Raw -3164085.984326 + Penalty 3492.282846 = -3160593.701480 nChanged 0 Trying to split cluster 24 (30726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4549.816341 sec): 2 clusters Score: Raw -2098800.032779 + Penalty 1679.090478 = -2097120.942301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4549.917662 sec): 3 clusters Score: Raw -2079928.492262 + Penalty 3358.180956 = -2076570.311306 nChanged 14144 SP:Iteration 1F (4550.013235 sec): 3 clusters Score: Raw -2087906.558293 + Penalty 3358.180956 = -2084548.377337 nChanged 1705 SP:Iteration 2F (4550.114038 sec): 3 clusters Score: Raw -2088640.822471 + Penalty 3358.180956 = -2085282.641514 nChanged 1703 SP:Iteration 3F (4550.205126 sec): 3 clusters Score: Raw -2089496.801737 + Penalty 3358.180956 = -2086138.620781 nChanged 1762 SP:Iteration 4F (4550.296245 sec): 3 clusters Score: Raw -2090531.100831 + Penalty 3358.180956 = -2087172.919874 nChanged 1832 SP:Iteration 5F (4550.395898 sec): 3 clusters Score: Raw -2091768.908790 + Penalty 3358.180956 = -2088410.727834 nChanged 1872 SP:Iteration 6F (4550.495910 sec): 3 clusters Score: Raw -2093081.221153 + Penalty 3358.180956 = -2089723.040197 nChanged 1828 SP:Iteration 7F (4550.578077 sec): 3 clusters Score: Raw -2094281.952392 + Penalty 3358.180956 = -2090923.771435 nChanged 1675 SP:Iteration 8F (4550.681503 sec): 3 clusters Score: Raw -2095282.597973 + Penalty 3358.180956 = -2091924.417017 nChanged 1260 SP:Iteration 9Q (4550.776617 sec): 3 clusters Score: Raw -2095869.978436 + Penalty 3358.180956 = -2092511.797480 nChanged 939 SP:Iteration 10Q (4550.863103 sec): 3 clusters Score: Raw -2096222.196147 + Penalty 3358.180956 = -2092864.015190 nChanged 689 SP:Iteration 11Q (4550.953873 sec): 3 clusters Score: Raw -2096425.613426 + Penalty 3358.180956 = -2093067.432470 nChanged 467 SP:Iteration 12Q (4551.050627 sec): 3 clusters Score: Raw -2096542.253366 + Penalty 3358.180956 = -2093184.072409 nChanged 392 SP:Iteration 13Q (4551.143973 sec): 3 clusters Score: Raw -2096638.952432 + Penalty 3358.180956 = -2093280.771476 nChanged 353 SP:Iteration 14Q (4551.244475 sec): 3 clusters Score: Raw -2096722.432493 + Penalty 3358.180956 = -2093364.251537 nChanged 301 SP:Iteration 15Q (4551.339060 sec): 3 clusters Score: Raw -2096792.792420 + Penalty 3358.180956 = -2093434.611464 nChanged 328 SP:Iteration 16Q (4551.424392 sec): 3 clusters Score: Raw -2096872.186411 + Penalty 3358.180956 = -2093514.005455 nChanged 339 SP:Iteration 17Q (4551.518872 sec): 3 clusters Score: Raw -2096956.768366 + Penalty 3358.180956 = -2093598.587409 nChanged 341 SP:Iteration 18Q (4551.622360 sec): 3 clusters Score: Raw -2097037.970025 + Penalty 3358.180956 = -2093679.789069 nChanged 332 SP:Iteration 19Q (4551.716355 sec): 3 clusters Score: Raw -2097116.615696 + Penalty 3358.180956 = -2093758.434740 nChanged 324 SP:Iteration 20F (4551.811151 sec): 3 clusters Score: Raw -2097196.844550 + Penalty 3358.180956 = -2093838.663594 nChanged 305 SP:Iteration 21Q (4551.906349 sec): 3 clusters Score: Raw -2097269.977321 + Penalty 3358.180956 = -2093911.796365 nChanged 312 SP:Iteration 22Q (4552.001328 sec): 3 clusters Score: Raw -2097347.316561 + Penalty 3358.180956 = -2093989.135605 nChanged 326 SP:Iteration 23Q (4552.111567 sec): 3 clusters Score: Raw -2097429.598873 + Penalty 3358.180956 = -2094071.417917 nChanged 324 SP:Iteration 24Q (4552.203936 sec): 3 clusters Score: Raw -2097513.910852 + Penalty 3358.180956 = -2094155.729896 nChanged 338 SP:Iteration 25Q (4552.299340 sec): 3 clusters Score: Raw -2097603.132853 + Penalty 3358.180956 = -2094244.951897 nChanged 345 SP:Iteration 26Q (4552.403969 sec): 3 clusters Score: Raw -2097702.304774 + Penalty 3358.180956 = -2094344.123817 nChanged 347 SP:Iteration 27Q (4552.499992 sec): 3 clusters Score: Raw -2097809.737709 + Penalty 3358.180956 = -2094451.556753 nChanged 357 SP:Iteration 28Q (4552.591025 sec): 3 clusters Score: Raw -2097930.603853 + Penalty 3358.180956 = -2094572.422897 nChanged 391 SP:Iteration 29Q (4552.692365 sec): 3 clusters Score: Raw -2098071.037955 + Penalty 3358.180956 = -2094712.856999 nChanged 413 SP:Iteration 30Q (4552.785332 sec): 3 clusters Score: Raw -2098219.500454 + Penalty 3358.180956 = -2094861.319498 nChanged 403 SP:Iteration 31Q (4552.887884 sec): 3 clusters Score: Raw -2098367.231737 + Penalty 3358.180956 = -2095009.050781 nChanged 347 SP:Iteration 32Q (4552.983510 sec): 3 clusters Score: Raw -2098491.609205 + Penalty 3358.180956 = -2095133.428248 nChanged 327 SP:Iteration 33Q (4553.074022 sec): 3 clusters Score: Raw -2098611.562594 + Penalty 3358.180956 = -2095253.381638 nChanged 297 SP:Iteration 34Q (4553.172971 sec): 3 clusters Score: Raw -2098715.844668 + Penalty 3358.180956 = -2095357.663712 nChanged 284 SP:Iteration 35Q (4553.252122 sec): 3 clusters Score: Raw -2098810.931418 + Penalty 3358.180956 = -2095452.750461 nChanged 260 SP:Iteration 36Q (4553.352178 sec): 3 clusters Score: Raw -2098894.332532 + Penalty 3358.180956 = -2095536.151576 nChanged 250 SP:Iteration 37Q (4553.439495 sec): 3 clusters Score: Raw -2098976.689225 + Penalty 3358.180956 = -2095618.508268 nChanged 233 SP:Iteration 38Q (4553.530155 sec): 3 clusters Score: Raw -2099047.299395 + Penalty 3358.180956 = -2095689.118439 nChanged 203 SP:Iteration 39Q (4553.612150 sec): 3 clusters Score: Raw -2099110.042849 + Penalty 3358.180956 = -2095751.861893 nChanged 192 SP:Iteration 40F (4553.717248 sec): 3 clusters Score: Raw -2099164.618370 + Penalty 3358.180956 = -2095806.437414 nChanged 165 SP:Iteration 41Q (4553.812342 sec): 3 clusters Score: Raw -2099211.890290 + Penalty 3358.180956 = -2095853.709334 nChanged 147 SP:Iteration 42Q (4553.903818 sec): 3 clusters Score: Raw -2099246.261241 + Penalty 3358.180956 = -2095888.080285 nChanged 117 SP:Iteration 43Q (4553.997879 sec): 3 clusters Score: Raw -2099274.001935 + Penalty 3358.180956 = -2095915.820979 nChanged 95 SP:Iteration 44Q (4554.094607 sec): 3 clusters Score: Raw -2099303.491607 + Penalty 3358.180956 = -2095945.310651 nChanged 102 SP:Iteration 45Q (4554.187428 sec): 3 clusters Score: Raw -2099328.796919 + Penalty 3358.180956 = -2095970.615963 nChanged 81 SP:Iteration 46Q (4554.273018 sec): 3 clusters Score: Raw -2099349.249167 + Penalty 3358.180956 = -2095991.068211 nChanged 71 SP:Iteration 47Q (4554.366102 sec): 3 clusters Score: Raw -2099365.835969 + Penalty 3358.180956 = -2096007.655012 nChanged 77 SP:Iteration 48Q (4554.450565 sec): 3 clusters Score: Raw -2099382.149471 + Penalty 3358.180956 = -2096023.968515 nChanged 69 SP:Iteration 49Q (4554.545480 sec): 3 clusters Score: Raw -2099395.372686 + Penalty 3358.180956 = -2096037.191730 nChanged 57 SP:Iteration 50Q (4554.646225 sec): 3 clusters Score: Raw -2099406.778420 + Penalty 3358.180956 = -2096048.597463 nChanged 57 SP:Iteration 51Q (4554.732390 sec): 3 clusters Score: Raw -2099415.402445 + Penalty 3358.180956 = -2096057.221489 nChanged 46 SP:Iteration 52Q (4554.817652 sec): 3 clusters Score: Raw -2099423.201245 + Penalty 3358.180956 = -2096065.020289 nChanged 51 SP:Iteration 53Q (4554.911591 sec): 3 clusters Score: Raw -2099433.052037 + Penalty 3358.180956 = -2096074.871081 nChanged 46 SP:Iteration 54Q (4555.011851 sec): 3 clusters Score: Raw -2099442.767515 + Penalty 3358.180956 = -2096084.586559 nChanged 52 SP:Iteration 55Q (4555.099225 sec): 3 clusters Score: Raw -2099453.197828 + Penalty 3358.180956 = -2096095.016872 nChanged 37 SP:Iteration 56Q (4555.184538 sec): 3 clusters Score: Raw -2099459.423571 + Penalty 3358.180956 = -2096101.242615 nChanged 24 SP:Iteration 57Q (4555.274412 sec): 3 clusters Score: Raw -2099462.733636 + Penalty 3358.180956 = -2096104.552680 nChanged 24 SP:Iteration 58Q (4555.356778 sec): 3 clusters Score: Raw -2099466.840010 + Penalty 3358.180956 = -2096108.659054 nChanged 21 SP:Iteration 59Q (4555.441666 sec): 3 clusters Score: Raw -2099470.762814 + Penalty 3358.180956 = -2096112.581858 nChanged 27 SP:Iteration 60F (4555.542957 sec): 3 clusters Score: Raw -2099475.607972 + Penalty 3358.180956 = -2096117.427015 nChanged 25 SP:Iteration 61Q (4555.629538 sec): 3 clusters Score: Raw -2099479.728506 + Penalty 3358.180956 = -2096121.547550 nChanged 24 SP:Iteration 62Q (4555.718192 sec): 3 clusters Score: Raw -2099483.332682 + Penalty 3358.180956 = -2096125.151725 nChanged 13 SP:Iteration 63Q (4555.797307 sec): 3 clusters Score: Raw -2099484.876800 + Penalty 3358.180956 = -2096126.695843 nChanged 8 SP:Iteration 64Q (4555.895252 sec): 3 clusters Score: Raw -2099485.449557 + Penalty 3358.180956 = -2096127.268601 nChanged 4 SP:Iteration 65Q (4555.973261 sec): 3 clusters Score: Raw -2099485.742928 + Penalty 3358.180956 = -2096127.561972 nChanged 4 SP:Iteration 66Q (4556.059885 sec): 3 clusters Score: Raw -2099485.991500 + Penalty 3358.180956 = -2096127.810543 nChanged 3 SP:Iteration 67Q (4556.134308 sec): 3 clusters Score: Raw -2099486.415829 + Penalty 3358.180956 = -2096128.234872 nChanged 5 SP:Iteration 68Q (4556.213537 sec): 3 clusters Score: Raw -2099486.977064 + Penalty 3358.180956 = -2096128.796108 nChanged 8 SP:Iteration 69Q (4556.292886 sec): 3 clusters Score: Raw -2099487.740824 + Penalty 3358.180956 = -2096129.559868 nChanged 6 SP:Iteration 70Q (4556.375426 sec): 3 clusters Score: Raw -2099488.420023 + Penalty 3358.180956 = -2096130.239067 nChanged 7 SP:Iteration 71Q (4556.463973 sec): 3 clusters Score: Raw -2099489.210085 + Penalty 3358.180956 = -2096131.029129 nChanged 4 SP:Iteration 72Q (4556.559460 sec): 3 clusters Score: Raw -2099489.707017 + Penalty 3358.180956 = -2096131.526060 nChanged 4 SP:Iteration 73Q (4556.646316 sec): 3 clusters Score: Raw -2099490.218156 + Penalty 3358.180956 = -2096132.037200 nChanged 2 SP:Iteration 74Q (4556.739335 sec): 3 clusters Score: Raw -2099490.501144 + Penalty 3358.180956 = -2096132.320188 nChanged 4 SP:Iteration 75Q (4556.833856 sec): 3 clusters Score: Raw -2099491.031997 + Penalty 3358.180956 = -2096132.851041 nChanged 6 SP:Iteration 76Q (4556.921429 sec): 3 clusters Score: Raw -2099491.469785 + Penalty 3358.180956 = -2096133.288829 nChanged 3 SP:Iteration 77Q (4557.013299 sec): 3 clusters Score: Raw -2099491.854857 + Penalty 3358.180956 = -2096133.673900 nChanged 2 SP:Iteration 78Q (4557.097392 sec): 3 clusters Score: Raw -2099492.033739 + Penalty 3358.180956 = -2096133.852782 nChanged 4 SP:Iteration 79Q (4557.181931 sec): 3 clusters Score: Raw -2099492.665265 + Penalty 3358.180956 = -2096134.484309 nChanged 7 SP:Iteration 80F (4557.276745 sec): 3 clusters Score: Raw -2099493.887160 + Penalty 3358.180956 = -2096135.706204 nChanged 11 SP:Iteration 81Q (4557.357776 sec): 3 clusters Score: Raw -2099495.605515 + Penalty 3358.180956 = -2096137.424559 nChanged 9 SP:Iteration 82Q (4557.453200 sec): 3 clusters Score: Raw -2099496.952522 + Penalty 3358.180956 = -2096138.771566 nChanged 4 SP:Iteration 83Q (4557.530923 sec): 3 clusters Score: Raw -2099497.764562 + Penalty 3358.180956 = -2096139.583606 nChanged 1 SP:Iteration 84Q (4557.624499 sec): 3 clusters Score: Raw -2099497.867248 + Penalty 3358.180956 = -2096139.686292 nChanged 2 SP:Iteration 85Q (4557.701946 sec): 3 clusters Score: Raw -2099498.061131 + Penalty 3358.180956 = -2096139.880175 nChanged 1 SP:Iteration 86Q (4557.787973 sec): 3 clusters Score: Raw -2099498.159990 + Penalty 3358.180956 = -2096139.979034 nChanged 0 SP:Iteration 87F (4557.875185 sec): 3 clusters Score: Raw -2099498.159990 + Penalty 3358.180956 = -2096139.979034 nChanged 0 Trying to split cluster 25 (1213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4557.903848 sec): 2 clusters Score: Raw -80703.346776 + Penalty 1153.888435 = -79549.458341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4557.941790 sec): 3 clusters Score: Raw -80264.469077 + Penalty 2307.776870 = -77956.692207 nChanged 410 SP:Iteration 1F (4557.990978 sec): 3 clusters Score: Raw -80591.618514 + Penalty 2307.776870 = -78283.841644 nChanged 96 SP:Iteration 2F (4558.037111 sec): 3 clusters Score: Raw -80665.651113 + Penalty 2307.776870 = -78357.874243 nChanged 52 SP:Iteration 3Q (4558.069831 sec): 3 clusters Score: Raw -80704.622703 + Penalty 2307.776870 = -78396.845833 nChanged 24 SP:Iteration 4Q (4558.120918 sec): 3 clusters Score: Raw -80723.549085 + Penalty 2307.776870 = -78415.772214 nChanged 8 SP:Iteration 5Q (4558.154575 sec): 3 clusters Score: Raw -80727.901153 + Penalty 2307.776870 = -78420.124282 nChanged 10 SP:Iteration 6Q (4558.207227 sec): 3 clusters Score: Raw -80734.660976 + Penalty 2307.776870 = -78426.884105 nChanged 6 SP:Iteration 7Q (4558.239294 sec): 3 clusters Score: Raw -80739.188558 + Penalty 2307.776870 = -78431.411688 nChanged 4 SP:Iteration 8Q (4558.268705 sec): 3 clusters Score: Raw -80742.339854 + Penalty 2307.776870 = -78434.562984 nChanged 4 SP:Iteration 9Q (4558.312444 sec): 3 clusters Score: Raw -80744.381433 + Penalty 2307.776870 = -78436.604562 nChanged 2 SP:Iteration 10Q (4558.350846 sec): 3 clusters Score: Raw -80745.926348 + Penalty 2307.776870 = -78438.149478 nChanged 2 SP:Iteration 11Q (4558.398817 sec): 3 clusters Score: Raw -80747.414869 + Penalty 2307.776870 = -78439.637998 nChanged 2 SP:Iteration 12Q (4558.444664 sec): 3 clusters Score: Raw -80748.277703 + Penalty 2307.776870 = -78440.500833 nChanged 1 SP:Iteration 13Q (4558.485001 sec): 3 clusters Score: Raw -80748.737644 + Penalty 2307.776870 = -78440.960774 nChanged 1 SP:Iteration 14Q (4558.522126 sec): 3 clusters Score: Raw -80749.264254 + Penalty 2307.776870 = -78441.487384 nChanged 1 SP:Iteration 15Q (4558.571081 sec): 3 clusters Score: Raw -80754.940107 + Penalty 2307.776870 = -78447.163236 nChanged 6 SP:Iteration 16Q (4558.612733 sec): 3 clusters Score: Raw -80761.766850 + Penalty 2307.776870 = -78453.989980 nChanged 6 SP:Iteration 17Q (4558.670252 sec): 3 clusters Score: Raw -80766.164928 + Penalty 2307.776870 = -78458.388058 nChanged 5 SP:Iteration 18Q (4558.711275 sec): 3 clusters Score: Raw -80770.454314 + Penalty 2307.776870 = -78462.677443 nChanged 4 SP:Iteration 19Q (4558.757875 sec): 3 clusters Score: Raw -80773.031926 + Penalty 2307.776870 = -78465.255055 nChanged 3 SP:Iteration 20F (4558.805607 sec): 3 clusters Score: Raw -80774.023644 + Penalty 2307.776870 = -78466.246773 nChanged 1 SP:Iteration 21Q (4558.842351 sec): 3 clusters Score: Raw -80774.332438 + Penalty 2307.776870 = -78466.555568 nChanged 1 SP:Iteration 22Q (4558.880828 sec): 3 clusters Score: Raw -80775.258666 + Penalty 2307.776870 = -78467.481796 nChanged 3 SP:Iteration 23Q (4558.938635 sec): 3 clusters Score: Raw -80776.744099 + Penalty 2307.776870 = -78468.967228 nChanged 1 SP:Iteration 24Q (4558.978165 sec): 3 clusters Score: Raw -80777.369719 + Penalty 2307.776870 = -78469.592848 nChanged 2 SP:Iteration 25Q (4559.021085 sec): 3 clusters Score: Raw -80777.804855 + Penalty 2307.776870 = -78470.027984 nChanged 0 SP:Iteration 26F (4559.059662 sec): 3 clusters Score: Raw -80777.804855 + Penalty 2307.776870 = -78470.027984 nChanged 0 Trying to split cluster 26 (4667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4559.093286 sec): 2 clusters Score: Raw -322351.658501 + Penalty 1372.844159 = -320978.814342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4559.140793 sec): 3 clusters Score: Raw -320028.503308 + Penalty 2745.688317 = -317282.814990 nChanged 1858 SP:Iteration 1F (4559.182411 sec): 3 clusters Score: Raw -321108.275841 + Penalty 2745.688317 = -318362.587524 nChanged 349 SP:Iteration 2F (4559.237501 sec): 3 clusters Score: Raw -321355.839124 + Penalty 2745.688317 = -318610.150807 nChanged 303 SP:Iteration 3F (4559.278091 sec): 3 clusters Score: Raw -321577.088983 + Penalty 2745.688317 = -318831.400666 nChanged 292 SP:Iteration 4F (4559.322866 sec): 3 clusters Score: Raw -321808.677974 + Penalty 2745.688317 = -319062.989656 nChanged 295 SP:Iteration 5F (4559.372070 sec): 3 clusters Score: Raw -322024.469086 + Penalty 2745.688317 = -319278.780769 nChanged 235 SP:Iteration 6F (4559.420021 sec): 3 clusters Score: Raw -322189.734831 + Penalty 2745.688317 = -319444.046514 nChanged 190 SP:Iteration 7Q (4559.481376 sec): 3 clusters Score: Raw -322306.508657 + Penalty 2745.688317 = -319560.820340 nChanged 165 SP:Iteration 8Q (4559.528145 sec): 3 clusters Score: Raw -322403.975337 + Penalty 2745.688317 = -319658.287019 nChanged 125 SP:Iteration 9Q (4559.570751 sec): 3 clusters Score: Raw -322460.981615 + Penalty 2745.688317 = -319715.293297 nChanged 86 SP:Iteration 10Q (4559.617019 sec): 3 clusters Score: Raw -322501.628057 + Penalty 2745.688317 = -319755.939740 nChanged 63 SP:Iteration 11Q (4559.681481 sec): 3 clusters Score: Raw -322531.603684 + Penalty 2745.688317 = -319785.915367 nChanged 64 SP:Iteration 12Q (4559.731405 sec): 3 clusters Score: Raw -322567.789581 + Penalty 2745.688317 = -319822.101264 nChanged 56 SP:Iteration 13Q (4559.785530 sec): 3 clusters Score: Raw -322603.531645 + Penalty 2745.688317 = -319857.843328 nChanged 43 SP:Iteration 14Q (4559.826718 sec): 3 clusters Score: Raw -322626.466332 + Penalty 2745.688317 = -319880.778014 nChanged 40 SP:Iteration 15Q (4559.890944 sec): 3 clusters Score: Raw -322647.351772 + Penalty 2745.688317 = -319901.663455 nChanged 31 SP:Iteration 16Q (4559.940085 sec): 3 clusters Score: Raw -322660.546798 + Penalty 2745.688317 = -319914.858481 nChanged 26 SP:Iteration 17Q (4560.000983 sec): 3 clusters Score: Raw -322671.106814 + Penalty 2745.688317 = -319925.418497 nChanged 19 SP:Iteration 18Q (4560.061811 sec): 3 clusters Score: Raw -322676.798304 + Penalty 2745.688317 = -319931.109987 nChanged 13 SP:Iteration 19Q (4560.116680 sec): 3 clusters Score: Raw -322681.033798 + Penalty 2745.688317 = -319935.345480 nChanged 9 SP:Iteration 20F (4560.172423 sec): 3 clusters Score: Raw -322684.175118 + Penalty 2745.688317 = -319938.486800 nChanged 10 SP:Iteration 21Q (4560.217217 sec): 3 clusters Score: Raw -322687.535003 + Penalty 2745.688317 = -319941.846686 nChanged 2 SP:Iteration 22Q (4560.286218 sec): 3 clusters Score: Raw -322687.894290 + Penalty 2745.688317 = -319942.205973 nChanged 3 SP:Iteration 23Q (4560.330634 sec): 3 clusters Score: Raw -322688.734814 + Penalty 2745.688317 = -319943.046496 nChanged 1 SP:Iteration 24Q (4560.395516 sec): 3 clusters Score: Raw -322690.130644 + Penalty 2745.688317 = -319944.442327 nChanged 5 SP:Iteration 25Q (4560.437886 sec): 3 clusters Score: Raw -322692.172657 + Penalty 2745.688317 = -319946.484339 nChanged 6 SP:Iteration 26Q (4560.501550 sec): 3 clusters Score: Raw -322694.817418 + Penalty 2745.688317 = -319949.129101 nChanged 8 SP:Iteration 27Q (4560.545847 sec): 3 clusters Score: Raw -322697.014005 + Penalty 2745.688317 = -319951.325688 nChanged 5 SP:Iteration 28Q (4560.610970 sec): 3 clusters Score: Raw -322698.152181 + Penalty 2745.688317 = -319952.463864 nChanged 3 SP:Iteration 29Q (4560.657097 sec): 3 clusters Score: Raw -322698.844140 + Penalty 2745.688317 = -319953.155822 nChanged 5 SP:Iteration 30Q (4560.706362 sec): 3 clusters Score: Raw -322700.067041 + Penalty 2745.688317 = -319954.378724 nChanged 7 SP:Iteration 31Q (4560.767011 sec): 3 clusters Score: Raw -322702.085314 + Penalty 2745.688317 = -319956.396996 nChanged 7 SP:Iteration 32Q (4560.818545 sec): 3 clusters Score: Raw -322704.288147 + Penalty 2745.688317 = -319958.599830 nChanged 7 SP:Iteration 33Q (4560.859547 sec): 3 clusters Score: Raw -322705.906218 + Penalty 2745.688317 = -319960.217900 nChanged 4 SP:Iteration 34Q (4560.920313 sec): 3 clusters Score: Raw -322709.824237 + Penalty 2745.688317 = -319964.135919 nChanged 9 SP:Iteration 35Q (4560.960714 sec): 3 clusters Score: Raw -322714.153808 + Penalty 2745.688317 = -319968.465490 nChanged 8 SP:Iteration 36Q (4561.022901 sec): 3 clusters Score: Raw -322717.057998 + Penalty 2745.688317 = -319971.369681 nChanged 3 SP:Iteration 37Q (4561.070574 sec): 3 clusters Score: Raw -322718.059495 + Penalty 2745.688317 = -319972.371178 nChanged 5 SP:Iteration 38Q (4561.124172 sec): 3 clusters Score: Raw -322719.602082 + Penalty 2745.688317 = -319973.913765 nChanged 5 SP:Iteration 39Q (4561.170883 sec): 3 clusters Score: Raw -322721.130902 + Penalty 2745.688317 = -319975.442584 nChanged 3 SP:Iteration 40F (4561.224228 sec): 3 clusters Score: Raw -322721.800682 + Penalty 2745.688317 = -319976.112365 nChanged 2 SP:Iteration 41Q (4561.277176 sec): 3 clusters Score: Raw -322722.337511 + Penalty 2745.688317 = -319976.649193 nChanged 1 SP:Iteration 42Q (4561.323940 sec): 3 clusters Score: Raw -322722.554182 + Penalty 2745.688317 = -319976.865865 nChanged 1 SP:Iteration 43Q (4561.375500 sec): 3 clusters Score: Raw -322722.805347 + Penalty 2745.688317 = -319977.117029 nChanged 2 SP:Iteration 44Q (4561.425735 sec): 3 clusters Score: Raw -322723.100581 + Penalty 2745.688317 = -319977.412264 nChanged 1 SP:Iteration 45Q (4561.484181 sec): 3 clusters Score: Raw -322723.389640 + Penalty 2745.688317 = -319977.701323 nChanged 0 SP:Iteration 46F (4561.525692 sec): 3 clusters Score: Raw -322723.389640 + Penalty 2745.688317 = -319977.701323 nChanged 0 Trying to split cluster 27 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4561.548059 sec): 2 clusters Score: Raw -13505.959318 + Penalty 904.234566 = -12601.724752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4561.591426 sec): 3 clusters Score: Raw -13583.313673 + Penalty 1808.469132 = -11774.844541 nChanged 54 SP:Iteration 1F (4561.645082 sec): 3 clusters Score: Raw -13702.452261 + Penalty 1808.469132 = -11893.983128 nChanged 11 SP:Iteration 2Q (4561.689563 sec): 3 clusters Score: Raw -13740.105430 + Penalty 1808.469132 = -11931.636298 nChanged 5 SP:Iteration 3Q (4561.737088 sec): 3 clusters Score: Raw -13750.809236 + Penalty 1808.469132 = -11942.340103 nChanged 4 SP:Iteration 4Q (4561.786661 sec): 3 clusters Score: Raw -13762.100946 + Penalty 1808.469132 = -11953.631814 nChanged 2 SP:Iteration 5Q (4561.834444 sec): 3 clusters Score: Raw -13765.475163 + Penalty 1808.469132 = -11957.006031 nChanged 0 SP:Iteration 6F (4561.888267 sec): 3 clusters Score: Raw -13765.475163 + Penalty 1808.469132 = -11957.006031 nChanged 0 Trying to split cluster 28 (2038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4561.905362 sec): 2 clusters Score: Raw -132009.401499 + Penalty 1238.205185 = -130771.196315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4561.953577 sec): 3 clusters Score: Raw -131104.857283 + Penalty 2476.410369 = -128628.446914 nChanged 735 SP:Iteration 1F (4561.999245 sec): 3 clusters Score: Raw -131553.092460 + Penalty 2476.410369 = -129076.682091 nChanged 151 SP:Iteration 2F (4562.063137 sec): 3 clusters Score: Raw -131660.094178 + Penalty 2476.410369 = -129183.683809 nChanged 98 SP:Iteration 3Q (4562.103785 sec): 3 clusters Score: Raw -131721.304811 + Penalty 2476.410369 = -129244.894442 nChanged 64 SP:Iteration 4Q (4562.156749 sec): 3 clusters Score: Raw -131749.704347 + Penalty 2476.410369 = -129273.293977 nChanged 40 SP:Iteration 5Q (4562.213212 sec): 3 clusters Score: Raw -131770.321434 + Penalty 2476.410369 = -129293.911065 nChanged 28 SP:Iteration 6Q (4562.263612 sec): 3 clusters Score: Raw -131784.571383 + Penalty 2476.410369 = -129308.161013 nChanged 23 SP:Iteration 7Q (4562.311003 sec): 3 clusters Score: Raw -131796.415229 + Penalty 2476.410369 = -129320.004860 nChanged 18 SP:Iteration 8Q (4562.355890 sec): 3 clusters Score: Raw -131803.069330 + Penalty 2476.410369 = -129326.658961 nChanged 14 SP:Iteration 9Q (4562.402403 sec): 3 clusters Score: Raw -131808.006793 + Penalty 2476.410369 = -129331.596424 nChanged 11 SP:Iteration 10Q (4562.458239 sec): 3 clusters Score: Raw -131811.567520 + Penalty 2476.410369 = -129335.157150 nChanged 13 SP:Iteration 11Q (4562.501706 sec): 3 clusters Score: Raw -131816.989957 + Penalty 2476.410369 = -129340.579588 nChanged 12 SP:Iteration 12Q (4562.549043 sec): 3 clusters Score: Raw -131821.943938 + Penalty 2476.410369 = -129345.533569 nChanged 12 SP:Iteration 13Q (4562.599851 sec): 3 clusters Score: Raw -131827.877155 + Penalty 2476.410369 = -129351.466785 nChanged 14 SP:Iteration 14Q (4562.637530 sec): 3 clusters Score: Raw -131834.628150 + Penalty 2476.410369 = -129358.217780 nChanged 20 SP:Iteration 15Q (4562.685551 sec): 3 clusters Score: Raw -131844.866607 + Penalty 2476.410369 = -129368.456237 nChanged 21 SP:Iteration 16Q (4562.731631 sec): 3 clusters Score: Raw -131858.309253 + Penalty 2476.410369 = -129381.898884 nChanged 29 SP:Iteration 17Q (4562.775314 sec): 3 clusters Score: Raw -131876.980440 + Penalty 2476.410369 = -129400.570070 nChanged 35 SP:Iteration 18Q (4562.831288 sec): 3 clusters Score: Raw -131902.538531 + Penalty 2476.410369 = -129426.128162 nChanged 35 SP:Iteration 19Q (4562.872379 sec): 3 clusters Score: Raw -131930.314182 + Penalty 2476.410369 = -129453.903813 nChanged 38 SP:Iteration 20F (4562.927206 sec): 3 clusters Score: Raw -131958.457514 + Penalty 2476.410369 = -129482.047144 nChanged 39 SP:Iteration 21Q (4562.964157 sec): 3 clusters Score: Raw -131983.409408 + Penalty 2476.410369 = -129506.999038 nChanged 40 SP:Iteration 22Q (4563.014659 sec): 3 clusters Score: Raw -132007.015913 + Penalty 2476.410369 = -129530.605543 nChanged 32 SP:Iteration 23Q (4563.065101 sec): 3 clusters Score: Raw -132026.635081 + Penalty 2476.410369 = -129550.224712 nChanged 34 SP:Iteration 24Q (4563.119431 sec): 3 clusters Score: Raw -132044.107144 + Penalty 2476.410369 = -129567.696774 nChanged 24 SP:Iteration 25Q (4563.176330 sec): 3 clusters Score: Raw -132061.262572 + Penalty 2476.410369 = -129584.852202 nChanged 25 SP:Iteration 26Q (4563.219684 sec): 3 clusters Score: Raw -132076.592247 + Penalty 2476.410369 = -129600.181878 nChanged 33 SP:Iteration 27Q (4563.263939 sec): 3 clusters Score: Raw -132098.607825 + Penalty 2476.410369 = -129622.197456 nChanged 26 SP:Iteration 28Q (4563.310294 sec): 3 clusters Score: Raw -132113.041545 + Penalty 2476.410369 = -129636.631176 nChanged 25 SP:Iteration 29Q (4563.351709 sec): 3 clusters Score: Raw -132129.588596 + Penalty 2476.410369 = -129653.178226 nChanged 35 SP:Iteration 30Q (4563.399629 sec): 3 clusters Score: Raw -132150.398540 + Penalty 2476.410369 = -129673.988170 nChanged 29 SP:Iteration 31Q (4563.443880 sec): 3 clusters Score: Raw -132170.204900 + Penalty 2476.410369 = -129693.794530 nChanged 29 SP:Iteration 32Q (4563.489673 sec): 3 clusters Score: Raw -132188.218866 + Penalty 2476.410369 = -129711.808497 nChanged 27 SP:Iteration 33Q (4563.526185 sec): 3 clusters Score: Raw -132213.001007 + Penalty 2476.410369 = -129736.590638 nChanged 28 SP:Iteration 34Q (4563.570294 sec): 3 clusters Score: Raw -132235.519883 + Penalty 2476.410369 = -129759.109513 nChanged 29 SP:Iteration 35Q (4563.630097 sec): 3 clusters Score: Raw -132252.158804 + Penalty 2476.410369 = -129775.748434 nChanged 21 SP:Iteration 36Q (4563.672012 sec): 3 clusters Score: Raw -132267.919776 + Penalty 2476.410369 = -129791.509406 nChanged 18 SP:Iteration 37Q (4563.731823 sec): 3 clusters Score: Raw -132284.998616 + Penalty 2476.410369 = -129808.588247 nChanged 19 SP:Iteration 38Q (4563.779453 sec): 3 clusters Score: Raw -132299.535606 + Penalty 2476.410369 = -129823.125237 nChanged 16 SP:Iteration 39Q (4563.823951 sec): 3 clusters Score: Raw -132310.324363 + Penalty 2476.410369 = -129833.913994 nChanged 9 SP:Iteration 40F (4563.885144 sec): 3 clusters Score: Raw -132315.117995 + Penalty 2476.410369 = -129838.707626 nChanged 6 SP:Iteration 41Q (4563.932975 sec): 3 clusters Score: Raw -132318.818687 + Penalty 2476.410369 = -129842.408317 nChanged 4 SP:Iteration 42Q (4563.977232 sec): 3 clusters Score: Raw -132321.225027 + Penalty 2476.410369 = -129844.814658 nChanged 1 SP:Iteration 43Q (4564.034537 sec): 3 clusters Score: Raw -132322.058552 + Penalty 2476.410369 = -129845.648183 nChanged 1 SP:Iteration 44Q (4564.094789 sec): 3 clusters Score: Raw -132322.231802 + Penalty 2476.410369 = -129845.821432 nChanged 1 SP:Iteration 45Q (4564.143541 sec): 3 clusters Score: Raw -132322.966765 + Penalty 2476.410369 = -129846.556395 nChanged 0 SP:Iteration 46F (4564.200944 sec): 3 clusters Score: Raw -132322.966765 + Penalty 2476.410369 = -129846.556395 nChanged 0 Trying to split cluster 29 (1904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4564.230983 sec): 2 clusters Score: Raw -114611.956632 + Penalty 1227.153235 = -113384.803397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4564.268139 sec): 3 clusters Score: Raw -113775.777854 + Penalty 2454.306470 = -111321.471384 nChanged 670 SP:Iteration 1F (4564.321218 sec): 3 clusters Score: Raw -114218.623201 + Penalty 2454.306470 = -111764.316731 nChanged 177 SP:Iteration 2F (4564.377241 sec): 3 clusters Score: Raw -114359.242116 + Penalty 2454.306470 = -111904.935646 nChanged 113 SP:Iteration 3F (4564.432435 sec): 3 clusters Score: Raw -114454.381099 + Penalty 2454.306470 = -112000.074629 nChanged 79 SP:Iteration 4Q (4564.484272 sec): 3 clusters Score: Raw -114522.313927 + Penalty 2454.306470 = -112068.007457 nChanged 61 SP:Iteration 5Q (4564.533103 sec): 3 clusters Score: Raw -114561.879461 + Penalty 2454.306470 = -112107.572991 nChanged 25 SP:Iteration 6Q (4564.586988 sec): 3 clusters Score: Raw -114574.269217 + Penalty 2454.306470 = -112119.962748 nChanged 15 SP:Iteration 7Q (4564.630282 sec): 3 clusters Score: Raw -114585.813185 + Penalty 2454.306470 = -112131.506715 nChanged 17 SP:Iteration 8Q (4564.690505 sec): 3 clusters Score: Raw -114594.934871 + Penalty 2454.306470 = -112140.628401 nChanged 10 SP:Iteration 9Q (4564.741575 sec): 3 clusters Score: Raw -114603.986515 + Penalty 2454.306470 = -112149.680045 nChanged 16 SP:Iteration 10Q (4564.781169 sec): 3 clusters Score: Raw -114611.688515 + Penalty 2454.306470 = -112157.382045 nChanged 10 SP:Iteration 11Q (4564.840867 sec): 3 clusters Score: Raw -114618.122481 + Penalty 2454.306470 = -112163.816011 nChanged 12 SP:Iteration 12Q (4564.894585 sec): 3 clusters Score: Raw -114622.752614 + Penalty 2454.306470 = -112168.446144 nChanged 8 SP:Iteration 13Q (4564.933967 sec): 3 clusters Score: Raw -114626.795836 + Penalty 2454.306470 = -112172.489366 nChanged 3 SP:Iteration 14Q (4564.992999 sec): 3 clusters Score: Raw -114628.141921 + Penalty 2454.306470 = -112173.835451 nChanged 6 SP:Iteration 15Q (4565.043097 sec): 3 clusters Score: Raw -114630.843321 + Penalty 2454.306470 = -112176.536851 nChanged 5 SP:Iteration 16Q (4565.101294 sec): 3 clusters Score: Raw -114633.859106 + Penalty 2454.306470 = -112179.552636 nChanged 11 SP:Iteration 17Q (4565.150132 sec): 3 clusters Score: Raw -114638.755386 + Penalty 2454.306470 = -112184.448916 nChanged 12 SP:Iteration 18Q (4565.194901 sec): 3 clusters Score: Raw -114645.950795 + Penalty 2454.306470 = -112191.644325 nChanged 11 SP:Iteration 19Q (4565.257921 sec): 3 clusters Score: Raw -114650.950724 + Penalty 2454.306470 = -112196.644254 nChanged 7 SP:Iteration 20F (4565.304962 sec): 3 clusters Score: Raw -114655.088990 + Penalty 2454.306470 = -112200.782520 nChanged 4 SP:Iteration 21Q (4565.363536 sec): 3 clusters Score: Raw -114657.311874 + Penalty 2454.306470 = -112203.005404 nChanged 3 SP:Iteration 22Q (4565.415896 sec): 3 clusters Score: Raw -114658.274863 + Penalty 2454.306470 = -112203.968393 nChanged 2 SP:Iteration 23Q (4565.459191 sec): 3 clusters Score: Raw -114659.167629 + Penalty 2454.306470 = -112204.861159 nChanged 2 SP:Iteration 24Q (4565.500904 sec): 3 clusters Score: Raw -114659.404109 + Penalty 2454.306470 = -112205.097639 nChanged 2 SP:Iteration 25Q (4565.558277 sec): 3 clusters Score: Raw -114659.789686 + Penalty 2454.306470 = -112205.483216 nChanged 0 SP:Iteration 26F (4565.602477 sec): 3 clusters Score: Raw -114659.789686 + Penalty 2454.306470 = -112205.483216 nChanged 0 Trying to split cluster 30 (2272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4565.642428 sec): 2 clusters Score: Raw -126344.200261 + Penalty 1255.867564 = -125088.332697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4565.694019 sec): 3 clusters Score: Raw -125372.558481 + Penalty 2511.735128 = -122860.823353 nChanged 836 SP:Iteration 1F (4565.742982 sec): 3 clusters Score: Raw -125991.736338 + Penalty 2511.735128 = -123480.001210 nChanged 199 SP:Iteration 2F (4565.793279 sec): 3 clusters Score: Raw -126189.914820 + Penalty 2511.735128 = -123678.179692 nChanged 140 SP:Iteration 3F (4565.849615 sec): 3 clusters Score: Raw -126316.746450 + Penalty 2511.735128 = -123805.011321 nChanged 110 SP:Iteration 4Q (4565.898253 sec): 3 clusters Score: Raw -126430.396397 + Penalty 2511.735128 = -123918.661269 nChanged 96 SP:Iteration 5Q (4565.948180 sec): 3 clusters Score: Raw -126539.516624 + Penalty 2511.735128 = -124027.781496 nChanged 107 SP:Iteration 6Q (4565.999426 sec): 3 clusters Score: Raw -126684.110071 + Penalty 2511.735128 = -124172.374943 nChanged 99 SP:Iteration 7Q (4566.039585 sec): 3 clusters Score: Raw -126818.225592 + Penalty 2511.735128 = -124306.490464 nChanged 98 SP:Iteration 8Q (4566.087946 sec): 3 clusters Score: Raw -126953.775118 + Penalty 2511.735128 = -124442.039989 nChanged 105 SP:Iteration 9Q (4566.136089 sec): 3 clusters Score: Raw -127122.666201 + Penalty 2511.735128 = -124610.931073 nChanged 87 SP:Iteration 10Q (4566.192570 sec): 3 clusters Score: Raw -127288.164368 + Penalty 2511.735128 = -124776.429239 nChanged 60 SP:Iteration 11Q (4566.238368 sec): 3 clusters Score: Raw -127367.619223 + Penalty 2511.735128 = -124855.884095 nChanged 44 SP:Iteration 12Q (4566.279815 sec): 3 clusters Score: Raw -127405.102600 + Penalty 2511.735128 = -124893.367471 nChanged 29 SP:Iteration 13Q (4566.326443 sec): 3 clusters Score: Raw -127429.846308 + Penalty 2511.735128 = -124918.111180 nChanged 19 SP:Iteration 14Q (4566.371957 sec): 3 clusters Score: Raw -127437.181220 + Penalty 2511.735128 = -124925.446092 nChanged 13 SP:Iteration 15Q (4566.416450 sec): 3 clusters Score: Raw -127443.072898 + Penalty 2511.735128 = -124931.337770 nChanged 5 SP:Iteration 16Q (4566.462959 sec): 3 clusters Score: Raw -127446.122494 + Penalty 2511.735128 = -124934.387365 nChanged 4 SP:Iteration 17Q (4566.501885 sec): 3 clusters Score: Raw -127448.099772 + Penalty 2511.735128 = -124936.364643 nChanged 4 SP:Iteration 18Q (4566.547364 sec): 3 clusters Score: Raw -127449.791201 + Penalty 2511.735128 = -124938.056073 nChanged 2 SP:Iteration 19Q (4566.594367 sec): 3 clusters Score: Raw -127451.488603 + Penalty 2511.735128 = -124939.753474 nChanged 4 SP:Iteration 20F (4566.636003 sec): 3 clusters Score: Raw -127454.301164 + Penalty 2511.735128 = -124942.566035 nChanged 6 SP:Iteration 21Q (4566.689048 sec): 3 clusters Score: Raw -127457.440280 + Penalty 2511.735128 = -124945.705152 nChanged 5 SP:Iteration 22Q (4566.726661 sec): 3 clusters Score: Raw -127459.533491 + Penalty 2511.735128 = -124947.798362 nChanged 2 SP:Iteration 23Q (4566.777512 sec): 3 clusters Score: Raw -127460.214963 + Penalty 2511.735128 = -124948.479835 nChanged 1 SP:Iteration 24Q (4566.824774 sec): 3 clusters Score: Raw -127460.481577 + Penalty 2511.735128 = -124948.746448 nChanged 1 SP:Iteration 25Q (4566.878710 sec): 3 clusters Score: Raw -127460.648718 + Penalty 2511.735128 = -124948.913590 nChanged 0 SP:Iteration 26F (4566.927104 sec): 3 clusters Score: Raw -127460.648718 + Penalty 2511.735128 = -124948.913590 nChanged 0 Trying to split cluster 31 (1730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4566.952906 sec): 2 clusters Score: Raw -118341.023482 + Penalty 1211.579962 = -117129.443520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4566.999044 sec): 3 clusters Score: Raw -117652.683578 + Penalty 2423.159923 = -115229.523654 nChanged 594 SP:Iteration 1F (4567.042045 sec): 3 clusters Score: Raw -118062.531710 + Penalty 2423.159923 = -115639.371787 nChanged 147 SP:Iteration 2F (4567.085498 sec): 3 clusters Score: Raw -118183.125559 + Penalty 2423.159923 = -115759.965635 nChanged 73 SP:Iteration 3Q (4567.134458 sec): 3 clusters Score: Raw -118234.166665 + Penalty 2423.159923 = -115811.006741 nChanged 54 SP:Iteration 4Q (4567.181504 sec): 3 clusters Score: Raw -118268.345429 + Penalty 2423.159923 = -115845.185506 nChanged 37 SP:Iteration 5Q (4567.224008 sec): 3 clusters Score: Raw -118290.144203 + Penalty 2423.159923 = -115866.984279 nChanged 26 SP:Iteration 6Q (4567.258844 sec): 3 clusters Score: Raw -118303.843715 + Penalty 2423.159923 = -115880.683792 nChanged 21 SP:Iteration 7Q (4567.308604 sec): 3 clusters Score: Raw -118316.193115 + Penalty 2423.159923 = -115893.033192 nChanged 26 SP:Iteration 8Q (4567.366946 sec): 3 clusters Score: Raw -118333.401967 + Penalty 2423.159923 = -115910.242044 nChanged 25 SP:Iteration 9Q (4567.406936 sec): 3 clusters Score: Raw -118349.523272 + Penalty 2423.159923 = -115926.363348 nChanged 26 SP:Iteration 10Q (4567.448837 sec): 3 clusters Score: Raw -118367.512718 + Penalty 2423.159923 = -115944.352794 nChanged 23 SP:Iteration 11Q (4567.499353 sec): 3 clusters Score: Raw -118384.785033 + Penalty 2423.159923 = -115961.625110 nChanged 15 SP:Iteration 12Q (4567.544518 sec): 3 clusters Score: Raw -118395.240234 + Penalty 2423.159923 = -115972.080311 nChanged 16 SP:Iteration 13Q (4567.584388 sec): 3 clusters Score: Raw -118408.618336 + Penalty 2423.159923 = -115985.458412 nChanged 20 SP:Iteration 14Q (4567.625743 sec): 3 clusters Score: Raw -118420.500834 + Penalty 2423.159923 = -115997.340911 nChanged 16 SP:Iteration 15Q (4567.667316 sec): 3 clusters Score: Raw -118430.174408 + Penalty 2423.159923 = -116007.014485 nChanged 19 SP:Iteration 16Q (4567.711785 sec): 3 clusters Score: Raw -118442.594158 + Penalty 2423.159923 = -116019.434234 nChanged 17 SP:Iteration 17Q (4567.762157 sec): 3 clusters Score: Raw -118453.880196 + Penalty 2423.159923 = -116030.720273 nChanged 16 SP:Iteration 18Q (4567.814087 sec): 3 clusters Score: Raw -118468.664262 + Penalty 2423.159923 = -116045.504338 nChanged 16 SP:Iteration 19Q (4567.846175 sec): 3 clusters Score: Raw -118480.341017 + Penalty 2423.159923 = -116057.181094 nChanged 15 SP:Iteration 20F (4567.899554 sec): 3 clusters Score: Raw -118490.860313 + Penalty 2423.159923 = -116067.700390 nChanged 11 SP:Iteration 21Q (4567.940617 sec): 3 clusters Score: Raw -118496.089480 + Penalty 2423.159923 = -116072.929557 nChanged 7 SP:Iteration 22Q (4567.984499 sec): 3 clusters Score: Raw -118501.348911 + Penalty 2423.159923 = -116078.188987 nChanged 5 SP:Iteration 23Q (4568.041116 sec): 3 clusters Score: Raw -118506.054448 + Penalty 2423.159923 = -116082.894525 nChanged 12 SP:Iteration 24Q (4568.092173 sec): 3 clusters Score: Raw -118513.805914 + Penalty 2423.159923 = -116090.645991 nChanged 13 SP:Iteration 25Q (4568.127440 sec): 3 clusters Score: Raw -118521.173953 + Penalty 2423.159923 = -116098.014030 nChanged 8 SP:Iteration 26Q (4568.172561 sec): 3 clusters Score: Raw -118525.101321 + Penalty 2423.159923 = -116101.941398 nChanged 5 SP:Iteration 27Q (4568.218367 sec): 3 clusters Score: Raw -118528.793372 + Penalty 2423.159923 = -116105.633448 nChanged 2 SP:Iteration 28Q (4568.265451 sec): 3 clusters Score: Raw -118529.617120 + Penalty 2423.159923 = -116106.457197 nChanged 1 SP:Iteration 29Q (4568.324497 sec): 3 clusters Score: Raw -118530.237066 + Penalty 2423.159923 = -116107.077142 nChanged 1 SP:Iteration 30Q (4568.357930 sec): 3 clusters Score: Raw -118530.665449 + Penalty 2423.159923 = -116107.505525 nChanged 0 SP:Iteration 31F (4568.410190 sec): 3 clusters Score: Raw -118530.665449 + Penalty 2423.159923 = -116107.505525 nChanged 0 Trying to split cluster 32 (21164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4568.461939 sec): 2 clusters Score: Raw -1377836.402809 + Penalty 1618.509247 = -1376217.893562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4568.537114 sec): 3 clusters Score: Raw -1365006.566878 + Penalty 3237.018494 = -1361769.548384 nChanged 9605 SP:Iteration 1F (4568.612361 sec): 3 clusters Score: Raw -1370228.507672 + Penalty 3237.018494 = -1366991.489179 nChanged 1181 SP:Iteration 2F (4568.692656 sec): 3 clusters Score: Raw -1370771.636763 + Penalty 3237.018494 = -1367534.618269 nChanged 1281 SP:Iteration 3F (4568.764542 sec): 3 clusters Score: Raw -1371453.558094 + Penalty 3237.018494 = -1368216.539601 nChanged 1385 SP:Iteration 4F (4568.846379 sec): 3 clusters Score: Raw -1372332.906961 + Penalty 3237.018494 = -1369095.888467 nChanged 1578 SP:Iteration 5F (4568.912389 sec): 3 clusters Score: Raw -1373513.734813 + Penalty 3237.018494 = -1370276.716319 nChanged 1528 SP:Iteration 6F (4568.997371 sec): 3 clusters Score: Raw -1374736.224406 + Penalty 3237.018494 = -1371499.205912 nChanged 1352 SP:Iteration 7F (4569.078482 sec): 3 clusters Score: Raw -1375852.069409 + Penalty 3237.018494 = -1372615.050915 nChanged 1022 SP:Iteration 8Q (4569.149865 sec): 3 clusters Score: Raw -1376638.165236 + Penalty 3237.018494 = -1373401.146742 nChanged 706 SP:Iteration 9Q (4569.238122 sec): 3 clusters Score: Raw -1377151.217796 + Penalty 3237.018494 = -1373914.199302 nChanged 506 SP:Iteration 10Q (4569.315927 sec): 3 clusters Score: Raw -1377485.976841 + Penalty 3237.018494 = -1374248.958348 nChanged 302 SP:Iteration 11Q (4569.397261 sec): 3 clusters Score: Raw -1377681.085762 + Penalty 3237.018494 = -1374444.067268 nChanged 212 SP:Iteration 12Q (4569.482654 sec): 3 clusters Score: Raw -1377824.209152 + Penalty 3237.018494 = -1374587.190658 nChanged 141 SP:Iteration 13Q (4569.548452 sec): 3 clusters Score: Raw -1377924.360073 + Penalty 3237.018494 = -1374687.341580 nChanged 90 SP:Iteration 14Q (4569.624979 sec): 3 clusters Score: Raw -1377989.447858 + Penalty 3237.018494 = -1374752.429365 nChanged 72 SP:Iteration 15Q (4569.708130 sec): 3 clusters Score: Raw -1378048.072395 + Penalty 3237.018494 = -1374811.053901 nChanged 64 SP:Iteration 16Q (4569.783209 sec): 3 clusters Score: Raw -1378096.384671 + Penalty 3237.018494 = -1374859.366178 nChanged 44 SP:Iteration 17Q (4569.850500 sec): 3 clusters Score: Raw -1378127.159533 + Penalty 3237.018494 = -1374890.141040 nChanged 32 SP:Iteration 18Q (4569.922202 sec): 3 clusters Score: Raw -1378151.343245 + Penalty 3237.018494 = -1374914.324751 nChanged 25 SP:Iteration 19Q (4569.995406 sec): 3 clusters Score: Raw -1378169.891997 + Penalty 3237.018494 = -1374932.873503 nChanged 18 SP:Iteration 20F (4570.074217 sec): 3 clusters Score: Raw -1378181.917233 + Penalty 3237.018494 = -1374944.898739 nChanged 7 SP:Iteration 21Q (4570.141446 sec): 3 clusters Score: Raw -1378188.051593 + Penalty 3237.018494 = -1374951.033099 nChanged 7 SP:Iteration 22Q (4570.226832 sec): 3 clusters Score: Raw -1378191.409976 + Penalty 3237.018494 = -1374954.391482 nChanged 6 SP:Iteration 23Q (4570.299640 sec): 3 clusters Score: Raw -1378193.452099 + Penalty 3237.018494 = -1374956.433606 nChanged 1 SP:Iteration 24Q (4570.376218 sec): 3 clusters Score: Raw -1378194.038095 + Penalty 3237.018494 = -1374957.019601 nChanged 2 SP:Iteration 25Q (4570.448619 sec): 3 clusters Score: Raw -1378195.580961 + Penalty 3237.018494 = -1374958.562467 nChanged 3 SP:Iteration 26Q (4570.511009 sec): 3 clusters Score: Raw -1378196.731304 + Penalty 3237.018494 = -1374959.712810 nChanged 2 SP:Iteration 27Q (4570.587002 sec): 3 clusters Score: Raw -1378197.819998 + Penalty 3237.018494 = -1374960.801504 nChanged 4 SP:Iteration 28Q (4570.651442 sec): 3 clusters Score: Raw -1378199.534849 + Penalty 3237.018494 = -1374962.516355 nChanged 1 SP:Iteration 29Q (4570.725713 sec): 3 clusters Score: Raw -1378200.328927 + Penalty 3237.018494 = -1374963.310433 nChanged 2 SP:Iteration 30Q (4570.798523 sec): 3 clusters Score: Raw -1378201.471943 + Penalty 3237.018494 = -1374964.453449 nChanged 3 SP:Iteration 31Q (4570.874404 sec): 3 clusters Score: Raw -1378204.348481 + Penalty 3237.018494 = -1374967.329987 nChanged 4 SP:Iteration 32Q (4570.946060 sec): 3 clusters Score: Raw -1378207.616554 + Penalty 3237.018494 = -1374970.598061 nChanged 0 SP:Iteration 33F (4571.020655 sec): 3 clusters Score: Raw -1378207.616554 + Penalty 3237.018494 = -1374970.598061 nChanged 0 Trying to split cluster 33 (2064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4571.051377 sec): 2 clusters Score: Raw -118086.690966 + Penalty 1240.265183 = -116846.425783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4571.098957 sec): 3 clusters Score: Raw -117180.806459 + Penalty 2480.530366 = -114700.276092 nChanged 773 SP:Iteration 1F (4571.148059 sec): 3 clusters Score: Raw -117707.971244 + Penalty 2480.530366 = -115227.440878 nChanged 178 SP:Iteration 2F (4571.198138 sec): 3 clusters Score: Raw -117866.150133 + Penalty 2480.530366 = -115385.619767 nChanged 110 SP:Iteration 3F (4571.231314 sec): 3 clusters Score: Raw -117946.151324 + Penalty 2480.530366 = -115465.620958 nChanged 65 SP:Iteration 4Q (4571.270525 sec): 3 clusters Score: Raw -117984.142335 + Penalty 2480.530366 = -115503.611969 nChanged 65 SP:Iteration 5Q (4571.309225 sec): 3 clusters Score: Raw -118021.302426 + Penalty 2480.530366 = -115540.772060 nChanged 50 SP:Iteration 6Q (4571.358902 sec): 3 clusters Score: Raw -118066.216303 + Penalty 2480.530366 = -115585.685937 nChanged 58 SP:Iteration 7Q (4571.396937 sec): 3 clusters Score: Raw -118129.476044 + Penalty 2480.530366 = -115648.945677 nChanged 78 SP:Iteration 8Q (4571.454197 sec): 3 clusters Score: Raw -118217.142837 + Penalty 2480.530366 = -115736.612470 nChanged 79 SP:Iteration 9Q (4571.502810 sec): 3 clusters Score: Raw -118300.224217 + Penalty 2480.530366 = -115819.693851 nChanged 67 SP:Iteration 10Q (4571.550084 sec): 3 clusters Score: Raw -118352.547716 + Penalty 2480.530366 = -115872.017350 nChanged 53 SP:Iteration 11Q (4571.588055 sec): 3 clusters Score: Raw -118395.838141 + Penalty 2480.530366 = -115915.307775 nChanged 46 SP:Iteration 12Q (4571.645801 sec): 3 clusters Score: Raw -118435.609308 + Penalty 2480.530366 = -115955.078942 nChanged 52 SP:Iteration 13Q (4571.684242 sec): 3 clusters Score: Raw -118488.177184 + Penalty 2480.530366 = -116007.646818 nChanged 51 SP:Iteration 14Q (4571.738260 sec): 3 clusters Score: Raw -118533.598225 + Penalty 2480.530366 = -116053.067859 nChanged 37 SP:Iteration 15Q (4571.774045 sec): 3 clusters Score: Raw -118562.841413 + Penalty 2480.530366 = -116082.311047 nChanged 29 SP:Iteration 16Q (4571.816935 sec): 3 clusters Score: Raw -118594.855309 + Penalty 2480.530366 = -116114.324943 nChanged 37 SP:Iteration 17Q (4571.859850 sec): 3 clusters Score: Raw -118629.919432 + Penalty 2480.530366 = -116149.389065 nChanged 38 SP:Iteration 18Q (4571.910317 sec): 3 clusters Score: Raw -118663.479881 + Penalty 2480.530366 = -116182.949515 nChanged 31 SP:Iteration 19Q (4571.957727 sec): 3 clusters Score: Raw -118686.160742 + Penalty 2480.530366 = -116205.630376 nChanged 17 SP:Iteration 20F (4572.001190 sec): 3 clusters Score: Raw -118695.038838 + Penalty 2480.530366 = -116214.508472 nChanged 11 SP:Iteration 21Q (4572.050117 sec): 3 clusters Score: Raw -118701.810948 + Penalty 2480.530366 = -116221.280582 nChanged 7 SP:Iteration 22Q (4572.107990 sec): 3 clusters Score: Raw -118704.800799 + Penalty 2480.530366 = -116224.270433 nChanged 4 SP:Iteration 23Q (4572.160843 sec): 3 clusters Score: Raw -118706.546813 + Penalty 2480.530366 = -116226.016446 nChanged 5 SP:Iteration 24Q (4572.198018 sec): 3 clusters Score: Raw -118708.209055 + Penalty 2480.530366 = -116227.678689 nChanged 3 SP:Iteration 25Q (4572.244594 sec): 3 clusters Score: Raw -118709.106123 + Penalty 2480.530366 = -116228.575757 nChanged 2 SP:Iteration 26Q (4572.289483 sec): 3 clusters Score: Raw -118709.458904 + Penalty 2480.530366 = -116228.928538 nChanged 0 SP:Iteration 27F (4572.350623 sec): 3 clusters Score: Raw -118709.458904 + Penalty 2480.530366 = -116228.928538 nChanged 0 Trying to split cluster 34 (21240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4572.400328 sec): 2 clusters Score: Raw -1448803.661658 + Penalty 1619.091740 = -1447184.569918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4572.484798 sec): 3 clusters Score: Raw -1436056.607536 + Penalty 3238.183479 = -1432818.424057 nChanged 9598 SP:Iteration 1F (4572.565533 sec): 3 clusters Score: Raw -1441518.542139 + Penalty 3238.183479 = -1438280.358659 nChanged 1174 SP:Iteration 2F (4572.643032 sec): 3 clusters Score: Raw -1442049.770302 + Penalty 3238.183479 = -1438811.586822 nChanged 1126 SP:Iteration 3F (4572.716376 sec): 3 clusters Score: Raw -1442602.587021 + Penalty 3238.183479 = -1439364.403542 nChanged 1098 SP:Iteration 4F (4572.796005 sec): 3 clusters Score: Raw -1443213.721742 + Penalty 3238.183479 = -1439975.538263 nChanged 1110 SP:Iteration 5F (4572.862708 sec): 3 clusters Score: Raw -1443890.317409 + Penalty 3238.183479 = -1440652.133929 nChanged 1130 SP:Iteration 6F (4572.942360 sec): 3 clusters Score: Raw -1444678.181841 + Penalty 3238.183479 = -1441439.998361 nChanged 1133 SP:Iteration 7F (4573.023373 sec): 3 clusters Score: Raw -1445529.010517 + Penalty 3238.183479 = -1442290.827038 nChanged 1055 SP:Iteration 8Q (4573.100037 sec): 3 clusters Score: Raw -1446300.478960 + Penalty 3238.183479 = -1443062.295481 nChanged 923 SP:Iteration 9Q (4573.181896 sec): 3 clusters Score: Raw -1446915.509193 + Penalty 3238.183479 = -1443677.325713 nChanged 769 SP:Iteration 10Q (4573.255995 sec): 3 clusters Score: Raw -1447420.920353 + Penalty 3238.183479 = -1444182.736873 nChanged 659 SP:Iteration 11Q (4573.332161 sec): 3 clusters Score: Raw -1447823.590446 + Penalty 3238.183479 = -1444585.406966 nChanged 534 SP:Iteration 12Q (4573.410092 sec): 3 clusters Score: Raw -1448156.004887 + Penalty 3238.183479 = -1444917.821407 nChanged 441 SP:Iteration 13Q (4573.486414 sec): 3 clusters Score: Raw -1448430.617270 + Penalty 3238.183479 = -1445192.433791 nChanged 364 SP:Iteration 14Q (4573.569771 sec): 3 clusters Score: Raw -1448644.879833 + Penalty 3238.183479 = -1445406.696353 nChanged 275 SP:Iteration 15Q (4573.632373 sec): 3 clusters Score: Raw -1448805.582101 + Penalty 3238.183479 = -1445567.398621 nChanged 225 SP:Iteration 16Q (4573.709391 sec): 3 clusters Score: Raw -1448946.974316 + Penalty 3238.183479 = -1445708.790836 nChanged 189 SP:Iteration 17Q (4573.788916 sec): 3 clusters Score: Raw -1449043.072882 + Penalty 3238.183479 = -1445804.889402 nChanged 140 SP:Iteration 18Q (4573.867469 sec): 3 clusters Score: Raw -1449111.888741 + Penalty 3238.183479 = -1445873.705262 nChanged 117 SP:Iteration 19Q (4573.939247 sec): 3 clusters Score: Raw -1449168.160143 + Penalty 3238.183479 = -1445929.976663 nChanged 91 SP:Iteration 20F (4574.013452 sec): 3 clusters Score: Raw -1449208.736160 + Penalty 3238.183479 = -1445970.552680 nChanged 88 SP:Iteration 21Q (4574.083824 sec): 3 clusters Score: Raw -1449242.933148 + Penalty 3238.183479 = -1446004.749669 nChanged 68 SP:Iteration 22Q (4574.169631 sec): 3 clusters Score: Raw -1449263.859701 + Penalty 3238.183479 = -1446025.676221 nChanged 37 SP:Iteration 23Q (4574.248148 sec): 3 clusters Score: Raw -1449275.192516 + Penalty 3238.183479 = -1446037.009037 nChanged 29 SP:Iteration 24Q (4574.324435 sec): 3 clusters Score: Raw -1449283.224790 + Penalty 3238.183479 = -1446045.041311 nChanged 27 SP:Iteration 25Q (4574.403694 sec): 3 clusters Score: Raw -1449290.087026 + Penalty 3238.183479 = -1446051.903547 nChanged 25 SP:Iteration 26Q (4574.478834 sec): 3 clusters Score: Raw -1449297.335003 + Penalty 3238.183479 = -1446059.151523 nChanged 18 SP:Iteration 27Q (4574.559585 sec): 3 clusters Score: Raw -1449301.690111 + Penalty 3238.183479 = -1446063.506632 nChanged 16 SP:Iteration 28Q (4574.631398 sec): 3 clusters Score: Raw -1449304.750314 + Penalty 3238.183479 = -1446066.566834 nChanged 11 SP:Iteration 29Q (4574.710995 sec): 3 clusters Score: Raw -1449306.478044 + Penalty 3238.183479 = -1446068.294564 nChanged 8 SP:Iteration 30Q (4574.788945 sec): 3 clusters Score: Raw -1449307.830057 + Penalty 3238.183479 = -1446069.646577 nChanged 7 SP:Iteration 31Q (4574.866215 sec): 3 clusters Score: Raw -1449309.497961 + Penalty 3238.183479 = -1446071.314481 nChanged 13 SP:Iteration 32Q (4574.947435 sec): 3 clusters Score: Raw -1449312.951471 + Penalty 3238.183479 = -1446074.767991 nChanged 14 SP:Iteration 33Q (4575.021738 sec): 3 clusters Score: Raw -1449315.611214 + Penalty 3238.183479 = -1446077.427735 nChanged 13 SP:Iteration 34Q (4575.095279 sec): 3 clusters Score: Raw -1449318.891434 + Penalty 3238.183479 = -1446080.707955 nChanged 9 SP:Iteration 35Q (4575.164747 sec): 3 clusters Score: Raw -1449320.556107 + Penalty 3238.183479 = -1446082.372627 nChanged 7 SP:Iteration 36Q (4575.245169 sec): 3 clusters Score: Raw -1449321.742010 + Penalty 3238.183479 = -1446083.558531 nChanged 6 SP:Iteration 37Q (4575.322461 sec): 3 clusters Score: Raw -1449322.909127 + Penalty 3238.183479 = -1446084.725647 nChanged 5 SP:Iteration 38Q (4575.398756 sec): 3 clusters Score: Raw -1449323.720082 + Penalty 3238.183479 = -1446085.536602 nChanged 3 SP:Iteration 39Q (4575.476722 sec): 3 clusters Score: Raw -1449324.054860 + Penalty 3238.183479 = -1446085.871380 nChanged 4 SP:Iteration 40F (4575.561529 sec): 3 clusters Score: Raw -1449325.127813 + Penalty 3238.183479 = -1446086.944333 nChanged 6 SP:Iteration 41Q (4575.639584 sec): 3 clusters Score: Raw -1449326.573855 + Penalty 3238.183479 = -1446088.390375 nChanged 4 SP:Iteration 42Q (4575.717766 sec): 3 clusters Score: Raw -1449327.397731 + Penalty 3238.183479 = -1446089.214251 nChanged 3 SP:Iteration 43Q (4575.797063 sec): 3 clusters Score: Raw -1449328.180482 + Penalty 3238.183479 = -1446089.997002 nChanged 4 SP:Iteration 44Q (4575.876344 sec): 3 clusters Score: Raw -1449329.496169 + Penalty 3238.183479 = -1446091.312689 nChanged 5 SP:Iteration 45Q (4575.952749 sec): 3 clusters Score: Raw -1449331.473701 + Penalty 3238.183479 = -1446093.290222 nChanged 9 SP:Iteration 46Q (4576.032076 sec): 3 clusters Score: Raw -1449333.532317 + Penalty 3238.183479 = -1446095.348837 nChanged 8 SP:Iteration 47Q (4576.109072 sec): 3 clusters Score: Raw -1449335.483054 + Penalty 3238.183479 = -1446097.299574 nChanged 7 SP:Iteration 48Q (4576.186346 sec): 3 clusters Score: Raw -1449337.326197 + Penalty 3238.183479 = -1446099.142718 nChanged 5 SP:Iteration 49Q (4576.265344 sec): 3 clusters Score: Raw -1449338.205025 + Penalty 3238.183479 = -1446100.021546 nChanged 5 SP:Iteration 50Q (4576.344148 sec): 3 clusters Score: Raw -1449339.000261 + Penalty 3238.183479 = -1446100.816782 nChanged 3 SP:Iteration 51Q (4576.422928 sec): 3 clusters Score: Raw -1449339.389453 + Penalty 3238.183479 = -1446101.205973 nChanged 1 SP:Iteration 52Q (4576.497692 sec): 3 clusters Score: Raw -1449339.779062 + Penalty 3238.183479 = -1446101.595582 nChanged 0 SP:Iteration 53F (4576.580304 sec): 3 clusters Score: Raw -1449339.779062 + Penalty 3238.183479 = -1446101.595582 nChanged 0 Trying to split cluster 35 (3081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4576.611379 sec): 2 clusters Score: Raw -209273.230218 + Penalty 1305.364044 = -207967.866174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4576.666080 sec): 3 clusters Score: Raw -207836.856163 + Penalty 2610.728087 = -205226.128076 nChanged 1161 SP:Iteration 1F (4576.711022 sec): 3 clusters Score: Raw -208489.204623 + Penalty 2610.728087 = -205878.476536 nChanged 238 SP:Iteration 2F (4576.765212 sec): 3 clusters Score: Raw -208647.110576 + Penalty 2610.728087 = -206036.382489 nChanged 158 SP:Iteration 3F (4576.814315 sec): 3 clusters Score: Raw -208742.884514 + Penalty 2610.728087 = -206132.156427 nChanged 120 SP:Iteration 4Q (4576.878346 sec): 3 clusters Score: Raw -208806.726183 + Penalty 2610.728087 = -206195.998096 nChanged 95 SP:Iteration 5Q (4576.931245 sec): 3 clusters Score: Raw -208863.866746 + Penalty 2610.728087 = -206253.138659 nChanged 94 SP:Iteration 6Q (4576.972294 sec): 3 clusters Score: Raw -208915.677158 + Penalty 2610.728087 = -206304.949071 nChanged 92 SP:Iteration 7Q (4577.030695 sec): 3 clusters Score: Raw -208960.856539 + Penalty 2610.728087 = -206350.128452 nChanged 75 SP:Iteration 8Q (4577.091808 sec): 3 clusters Score: Raw -209004.296438 + Penalty 2610.728087 = -206393.568351 nChanged 79 SP:Iteration 9Q (4577.146530 sec): 3 clusters Score: Raw -209049.513989 + Penalty 2610.728087 = -206438.785902 nChanged 74 SP:Iteration 10Q (4577.198100 sec): 3 clusters Score: Raw -209091.223452 + Penalty 2610.728087 = -206480.495365 nChanged 68 SP:Iteration 11Q (4577.245876 sec): 3 clusters Score: Raw -209126.259362 + Penalty 2610.728087 = -206515.531275 nChanged 62 SP:Iteration 12Q (4577.305223 sec): 3 clusters Score: Raw -209164.819930 + Penalty 2610.728087 = -206554.091843 nChanged 71 SP:Iteration 13Q (4577.355570 sec): 3 clusters Score: Raw -209208.639322 + Penalty 2610.728087 = -206597.911235 nChanged 69 SP:Iteration 14Q (4577.405410 sec): 3 clusters Score: Raw -209250.172093 + Penalty 2610.728087 = -206639.444006 nChanged 52 SP:Iteration 15Q (4577.460509 sec): 3 clusters Score: Raw -209277.010842 + Penalty 2610.728087 = -206666.282755 nChanged 54 SP:Iteration 16Q (4577.504537 sec): 3 clusters Score: Raw -209302.338006 + Penalty 2610.728087 = -206691.609919 nChanged 47 SP:Iteration 17Q (4577.565191 sec): 3 clusters Score: Raw -209331.868416 + Penalty 2610.728087 = -206721.140329 nChanged 52 SP:Iteration 18Q (4577.621663 sec): 3 clusters Score: Raw -209366.890871 + Penalty 2610.728087 = -206756.162784 nChanged 57 SP:Iteration 19Q (4577.671812 sec): 3 clusters Score: Raw -209399.693429 + Penalty 2610.728087 = -206788.965342 nChanged 37 SP:Iteration 20F (4577.727794 sec): 3 clusters Score: Raw -209423.418611 + Penalty 2610.728087 = -206812.690524 nChanged 42 SP:Iteration 21Q (4577.783267 sec): 3 clusters Score: Raw -209447.301635 + Penalty 2610.728087 = -206836.573548 nChanged 35 SP:Iteration 22Q (4577.831482 sec): 3 clusters Score: Raw -209466.251657 + Penalty 2610.728087 = -206855.523570 nChanged 32 SP:Iteration 23Q (4577.872281 sec): 3 clusters Score: Raw -209488.784644 + Penalty 2610.728087 = -206878.056557 nChanged 32 SP:Iteration 24Q (4577.932387 sec): 3 clusters Score: Raw -209506.212638 + Penalty 2610.728087 = -206895.484551 nChanged 28 SP:Iteration 25Q (4577.979386 sec): 3 clusters Score: Raw -209523.832601 + Penalty 2610.728087 = -206913.104514 nChanged 24 SP:Iteration 26Q (4578.027468 sec): 3 clusters Score: Raw -209538.919047 + Penalty 2610.728087 = -206928.190960 nChanged 21 SP:Iteration 27Q (4578.074782 sec): 3 clusters Score: Raw -209550.294510 + Penalty 2610.728087 = -206939.566423 nChanged 21 SP:Iteration 28Q (4578.113567 sec): 3 clusters Score: Raw -209557.999924 + Penalty 2610.728087 = -206947.271837 nChanged 14 SP:Iteration 29Q (4578.160925 sec): 3 clusters Score: Raw -209564.387091 + Penalty 2610.728087 = -206953.659004 nChanged 8 SP:Iteration 30Q (4578.222644 sec): 3 clusters Score: Raw -209567.258840 + Penalty 2610.728087 = -206956.530753 nChanged 5 SP:Iteration 31Q (4578.278292 sec): 3 clusters Score: Raw -209568.749847 + Penalty 2610.728087 = -206958.021759 nChanged 5 SP:Iteration 32Q (4578.327279 sec): 3 clusters Score: Raw -209571.035255 + Penalty 2610.728087 = -206960.307168 nChanged 6 SP:Iteration 33Q (4578.380753 sec): 3 clusters Score: Raw -209574.275474 + Penalty 2610.728087 = -206963.547387 nChanged 7 SP:Iteration 34Q (4578.433607 sec): 3 clusters Score: Raw -209576.446961 + Penalty 2610.728087 = -206965.718874 nChanged 4 SP:Iteration 35Q (4578.485367 sec): 3 clusters Score: Raw -209578.171177 + Penalty 2610.728087 = -206967.443090 nChanged 4 SP:Iteration 36Q (4578.539856 sec): 3 clusters Score: Raw -209579.580953 + Penalty 2610.728087 = -206968.852865 nChanged 2 SP:Iteration 37Q (4578.594593 sec): 3 clusters Score: Raw -209581.040335 + Penalty 2610.728087 = -206970.312248 nChanged 2 SP:Iteration 38Q (4578.649028 sec): 3 clusters Score: Raw -209581.989780 + Penalty 2610.728087 = -206971.261693 nChanged 3 SP:Iteration 39Q (4578.691245 sec): 3 clusters Score: Raw -209583.328552 + Penalty 2610.728087 = -206972.600465 nChanged 5 SP:Iteration 40F (4578.749715 sec): 3 clusters Score: Raw -209585.553733 + Penalty 2610.728087 = -206974.825646 nChanged 6 SP:Iteration 41Q (4578.790048 sec): 3 clusters Score: Raw -209588.146986 + Penalty 2610.728087 = -206977.418899 nChanged 5 SP:Iteration 42Q (4578.837595 sec): 3 clusters Score: Raw -209591.163899 + Penalty 2610.728087 = -206980.435812 nChanged 6 SP:Iteration 43Q (4578.896935 sec): 3 clusters Score: Raw -209595.280332 + Penalty 2610.728087 = -206984.552245 nChanged 7 SP:Iteration 44Q (4578.950133 sec): 3 clusters Score: Raw -209597.419882 + Penalty 2610.728087 = -206986.691795 nChanged 7 SP:Iteration 45Q (4579.006590 sec): 3 clusters Score: Raw -209600.034291 + Penalty 2610.728087 = -206989.306204 nChanged 8 SP:Iteration 46Q (4579.054607 sec): 3 clusters Score: Raw -209604.287488 + Penalty 2610.728087 = -206993.559401 nChanged 5 SP:Iteration 47Q (4579.108630 sec): 3 clusters Score: Raw -209606.676292 + Penalty 2610.728087 = -206995.948205 nChanged 7 SP:Iteration 48Q (4579.157582 sec): 3 clusters Score: Raw -209609.433923 + Penalty 2610.728087 = -206998.705836 nChanged 5 SP:Iteration 49Q (4579.217332 sec): 3 clusters Score: Raw -209610.739994 + Penalty 2610.728087 = -207000.011907 nChanged 3 SP:Iteration 50Q (4579.270034 sec): 3 clusters Score: Raw -209611.620232 + Penalty 2610.728087 = -207000.892145 nChanged 2 SP:Iteration 51Q (4579.320221 sec): 3 clusters Score: Raw -209612.441311 + Penalty 2610.728087 = -207001.713224 nChanged 3 SP:Iteration 52Q (4579.368057 sec): 3 clusters Score: Raw -209614.279676 + Penalty 2610.728087 = -207003.551589 nChanged 4 SP:Iteration 53Q (4579.415435 sec): 3 clusters Score: Raw -209615.801784 + Penalty 2610.728087 = -207005.073696 nChanged 2 SP:Iteration 54Q (4579.473493 sec): 3 clusters Score: Raw -209616.708847 + Penalty 2610.728087 = -207005.980760 nChanged 1 SP:Iteration 55Q (4579.523301 sec): 3 clusters Score: Raw -209617.064667 + Penalty 2610.728087 = -207006.336580 nChanged 2 SP:Iteration 56Q (4579.573839 sec): 3 clusters Score: Raw -209617.483748 + Penalty 2610.728087 = -207006.755661 nChanged 1 SP:Iteration 57Q (4579.625306 sec): 3 clusters Score: Raw -209617.781932 + Penalty 2610.728087 = -207007.053845 nChanged 0 SP:Iteration 58F (4579.680462 sec): 3 clusters Score: Raw -209617.781932 + Penalty 2610.728087 = -207007.053845 nChanged 0 Trying to split cluster 36 (5558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4579.716405 sec): 2 clusters Score: Raw -378786.482198 + Penalty 1401.236462 = -377385.245737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4579.767107 sec): 3 clusters Score: Raw -375916.533612 + Penalty 2802.472923 = -373114.060688 nChanged 2239 SP:Iteration 1F (4579.822420 sec): 3 clusters Score: Raw -377155.307291 + Penalty 2802.472923 = -374352.834368 nChanged 355 SP:Iteration 2F (4579.878803 sec): 3 clusters Score: Raw -377311.379774 + Penalty 2802.472923 = -374508.906851 nChanged 245 SP:Iteration 3Q (4579.928033 sec): 3 clusters Score: Raw -377415.073664 + Penalty 2802.472923 = -374612.600741 nChanged 186 SP:Iteration 4Q (4579.985274 sec): 3 clusters Score: Raw -377494.199487 + Penalty 2802.472923 = -374691.726564 nChanged 169 SP:Iteration 5Q (4580.047230 sec): 3 clusters Score: Raw -377571.976963 + Penalty 2802.472923 = -374769.504039 nChanged 158 SP:Iteration 6Q (4580.108263 sec): 3 clusters Score: Raw -377635.004062 + Penalty 2802.472923 = -374832.531139 nChanged 135 SP:Iteration 7Q (4580.163446 sec): 3 clusters Score: Raw -377703.737286 + Penalty 2802.472923 = -374901.264363 nChanged 164 SP:Iteration 8Q (4580.215193 sec): 3 clusters Score: Raw -377787.308390 + Penalty 2802.472923 = -374984.835467 nChanged 189 SP:Iteration 9Q (4580.278785 sec): 3 clusters Score: Raw -377869.348208 + Penalty 2802.472923 = -375066.875285 nChanged 168 SP:Iteration 10Q (4580.331812 sec): 3 clusters Score: Raw -377939.292769 + Penalty 2802.472923 = -375136.819846 nChanged 150 SP:Iteration 11Q (4580.386281 sec): 3 clusters Score: Raw -378006.543951 + Penalty 2802.472923 = -375204.071028 nChanged 147 SP:Iteration 12Q (4580.442997 sec): 3 clusters Score: Raw -378075.183509 + Penalty 2802.472923 = -375272.710585 nChanged 138 SP:Iteration 13Q (4580.508031 sec): 3 clusters Score: Raw -378130.188168 + Penalty 2802.472923 = -375327.715245 nChanged 112 SP:Iteration 14Q (4580.567090 sec): 3 clusters Score: Raw -378174.461788 + Penalty 2802.472923 = -375371.988865 nChanged 112 SP:Iteration 15Q (4580.620224 sec): 3 clusters Score: Raw -378216.102442 + Penalty 2802.472923 = -375413.629519 nChanged 86 SP:Iteration 16Q (4580.683271 sec): 3 clusters Score: Raw -378248.656373 + Penalty 2802.472923 = -375446.183450 nChanged 84 SP:Iteration 17Q (4580.730543 sec): 3 clusters Score: Raw -378278.557239 + Penalty 2802.472923 = -375476.084316 nChanged 73 SP:Iteration 18Q (4580.795590 sec): 3 clusters Score: Raw -378299.191594 + Penalty 2802.472923 = -375496.718671 nChanged 62 SP:Iteration 19Q (4580.851459 sec): 3 clusters Score: Raw -378315.398130 + Penalty 2802.472923 = -375512.925207 nChanged 53 SP:Iteration 20F (4580.912008 sec): 3 clusters Score: Raw -378331.928608 + Penalty 2802.472923 = -375529.455684 nChanged 48 SP:Iteration 21Q (4580.958769 sec): 3 clusters Score: Raw -378350.007783 + Penalty 2802.472923 = -375547.534859 nChanged 55 SP:Iteration 22Q (4581.024792 sec): 3 clusters Score: Raw -378368.708901 + Penalty 2802.472923 = -375566.235978 nChanged 61 SP:Iteration 23Q (4581.070547 sec): 3 clusters Score: Raw -378388.244202 + Penalty 2802.472923 = -375585.771279 nChanged 66 SP:Iteration 24Q (4581.140019 sec): 3 clusters Score: Raw -378416.245003 + Penalty 2802.472923 = -375613.772080 nChanged 73 SP:Iteration 25Q (4581.181803 sec): 3 clusters Score: Raw -378441.514401 + Penalty 2802.472923 = -375639.041477 nChanged 73 SP:Iteration 26Q (4581.244509 sec): 3 clusters Score: Raw -378467.566951 + Penalty 2802.472923 = -375665.094028 nChanged 71 SP:Iteration 27Q (4581.297226 sec): 3 clusters Score: Raw -378491.144326 + Penalty 2802.472923 = -375688.671403 nChanged 62 SP:Iteration 28Q (4581.349938 sec): 3 clusters Score: Raw -378511.634151 + Penalty 2802.472923 = -375709.161228 nChanged 63 SP:Iteration 29Q (4581.407042 sec): 3 clusters Score: Raw -378531.211895 + Penalty 2802.472923 = -375728.738972 nChanged 66 SP:Iteration 30Q (4581.460113 sec): 3 clusters Score: Raw -378552.813944 + Penalty 2802.472923 = -375750.341020 nChanged 71 SP:Iteration 31Q (4581.507391 sec): 3 clusters Score: Raw -378578.527073 + Penalty 2802.472923 = -375776.054149 nChanged 70 SP:Iteration 32Q (4581.566014 sec): 3 clusters Score: Raw -378599.693240 + Penalty 2802.472923 = -375797.220317 nChanged 65 SP:Iteration 33Q (4581.625543 sec): 3 clusters Score: Raw -378623.417386 + Penalty 2802.472923 = -375820.944462 nChanged 71 SP:Iteration 34Q (4581.670677 sec): 3 clusters Score: Raw -378649.820675 + Penalty 2802.472923 = -375847.347752 nChanged 77 SP:Iteration 35Q (4581.724825 sec): 3 clusters Score: Raw -378677.950802 + Penalty 2802.472923 = -375875.477879 nChanged 61 SP:Iteration 36Q (4581.781135 sec): 3 clusters Score: Raw -378702.753614 + Penalty 2802.472923 = -375900.280691 nChanged 59 SP:Iteration 37Q (4581.838477 sec): 3 clusters Score: Raw -378723.337900 + Penalty 2802.472923 = -375920.864977 nChanged 67 SP:Iteration 38Q (4581.903426 sec): 3 clusters Score: Raw -378750.115288 + Penalty 2802.472923 = -375947.642364 nChanged 68 SP:Iteration 39Q (4581.943363 sec): 3 clusters Score: Raw -378782.973545 + Penalty 2802.472923 = -375980.500622 nChanged 72 SP:Iteration 40F (4582.010961 sec): 3 clusters Score: Raw -378816.591264 + Penalty 2802.472923 = -376014.118341 nChanged 71 SP:Iteration 41Q (4582.051038 sec): 3 clusters Score: Raw -378855.800006 + Penalty 2802.472923 = -376053.327083 nChanged 76 SP:Iteration 42Q (4582.104378 sec): 3 clusters Score: Raw -378901.362167 + Penalty 2802.472923 = -376098.889243 nChanged 65 SP:Iteration 43Q (4582.159075 sec): 3 clusters Score: Raw -378936.673342 + Penalty 2802.472923 = -376134.200418 nChanged 66 SP:Iteration 44Q (4582.203851 sec): 3 clusters Score: Raw -378971.584797 + Penalty 2802.472923 = -376169.111874 nChanged 52 SP:Iteration 45Q (4582.255159 sec): 3 clusters Score: Raw -378996.422078 + Penalty 2802.472923 = -376193.949155 nChanged 50 SP:Iteration 46Q (4582.305450 sec): 3 clusters Score: Raw -379024.083151 + Penalty 2802.472923 = -376221.610227 nChanged 54 SP:Iteration 47Q (4582.350778 sec): 3 clusters Score: Raw -379052.419681 + Penalty 2802.472923 = -376249.946757 nChanged 42 SP:Iteration 48Q (4582.394265 sec): 3 clusters Score: Raw -379074.659433 + Penalty 2802.472923 = -376272.186510 nChanged 32 SP:Iteration 49Q (4582.448072 sec): 3 clusters Score: Raw -379087.966675 + Penalty 2802.472923 = -376285.493752 nChanged 31 SP:Iteration 50Q (4582.504070 sec): 3 clusters Score: Raw -379104.286371 + Penalty 2802.472923 = -376301.813447 nChanged 24 SP:Iteration 51Q (4582.555461 sec): 3 clusters Score: Raw -379117.390105 + Penalty 2802.472923 = -376314.917181 nChanged 25 SP:Iteration 52Q (4582.619751 sec): 3 clusters Score: Raw -379129.143777 + Penalty 2802.472923 = -376326.670854 nChanged 13 SP:Iteration 53Q (4582.665813 sec): 3 clusters Score: Raw -379133.317190 + Penalty 2802.472923 = -376330.844267 nChanged 12 SP:Iteration 54Q (4582.716174 sec): 3 clusters Score: Raw -379137.747567 + Penalty 2802.472923 = -376335.274644 nChanged 9 SP:Iteration 55Q (4582.772277 sec): 3 clusters Score: Raw -379142.174326 + Penalty 2802.472923 = -376339.701403 nChanged 10 SP:Iteration 56Q (4582.825299 sec): 3 clusters Score: Raw -379146.812903 + Penalty 2802.472923 = -376344.339979 nChanged 7 SP:Iteration 57Q (4582.887516 sec): 3 clusters Score: Raw -379149.615268 + Penalty 2802.472923 = -376347.142345 nChanged 8 SP:Iteration 58Q (4582.942735 sec): 3 clusters Score: Raw -379153.086145 + Penalty 2802.472923 = -376350.613221 nChanged 11 SP:Iteration 59Q (4582.989787 sec): 3 clusters Score: Raw -379159.680128 + Penalty 2802.472923 = -376357.207205 nChanged 12 SP:Iteration 60F (4583.048140 sec): 3 clusters Score: Raw -379167.454006 + Penalty 2802.472923 = -376364.981083 nChanged 11 SP:Iteration 61Q (4583.099927 sec): 3 clusters Score: Raw -379175.681303 + Penalty 2802.472923 = -376373.208380 nChanged 9 SP:Iteration 62Q (4583.163058 sec): 3 clusters Score: Raw -379181.256748 + Penalty 2802.472923 = -376378.783825 nChanged 9 SP:Iteration 63Q (4583.221664 sec): 3 clusters Score: Raw -379185.576104 + Penalty 2802.472923 = -376383.103181 nChanged 8 SP:Iteration 64Q (4583.275362 sec): 3 clusters Score: Raw -379189.203429 + Penalty 2802.472923 = -376386.730505 nChanged 5 SP:Iteration 65Q (4583.328638 sec): 3 clusters Score: Raw -379191.698226 + Penalty 2802.472923 = -376389.225303 nChanged 7 SP:Iteration 66Q (4583.374388 sec): 3 clusters Score: Raw -379194.469537 + Penalty 2802.472923 = -376391.996614 nChanged 5 SP:Iteration 67Q (4583.421117 sec): 3 clusters Score: Raw -379196.364749 + Penalty 2802.472923 = -376393.891826 nChanged 3 SP:Iteration 68Q (4583.471789 sec): 3 clusters Score: Raw -379197.777861 + Penalty 2802.472923 = -376395.304937 nChanged 6 SP:Iteration 69Q (4583.529484 sec): 3 clusters Score: Raw -379200.656654 + Penalty 2802.472923 = -376398.183731 nChanged 7 SP:Iteration 70Q (4583.596406 sec): 3 clusters Score: Raw -379204.091548 + Penalty 2802.472923 = -376401.618624 nChanged 10 SP:Iteration 71Q (4583.644066 sec): 3 clusters Score: Raw -379209.351713 + Penalty 2802.472923 = -376406.878789 nChanged 5 SP:Iteration 72Q (4583.694315 sec): 3 clusters Score: Raw -379211.578111 + Penalty 2802.472923 = -376409.105188 nChanged 2 SP:Iteration 73Q (4583.739141 sec): 3 clusters Score: Raw -379212.262231 + Penalty 2802.472923 = -376409.789307 nChanged 6 SP:Iteration 74Q (4583.804002 sec): 3 clusters Score: Raw -379215.777914 + Penalty 2802.472923 = -376413.304990 nChanged 6 SP:Iteration 75Q (4583.847802 sec): 3 clusters Score: Raw -379218.645040 + Penalty 2802.472923 = -376416.172117 nChanged 5 SP:Iteration 76Q (4583.892939 sec): 3 clusters Score: Raw -379221.755127 + Penalty 2802.472923 = -376419.282203 nChanged 0 SP:Iteration 77F (4583.936106 sec): 3 clusters Score: Raw -379221.755127 + Penalty 2802.472923 = -376419.282203 nChanged 0 Iteration 539Q (4587.597277 sec): 37 clusters Score: Raw -32163538.646136 + Penalty 76786.113438 = -32086752.532697 nChanged 6 Iteration 540F (4599.080720 sec): 37 clusters Score: Raw -32163538.815283 + Penalty 76786.113438 = -32086752.701845 nChanged 4 Iteration 541Q (4603.352714 sec): 37 clusters Score: Raw -32163538.995528 + Penalty 76786.113438 = -32086752.882090 nChanged 1 Iteration 542Q (4607.692098 sec): 37 clusters Score: Raw -32163539.031648 + Penalty 76786.113438 = -32086752.918209 nChanged 0 Iteration 543F (4619.159079 sec): 37 clusters Score: Raw -32163539.031648 + Penalty 76786.113438 = -32086752.918209 nChanged 0 Compute initial score before splitting: Score: Raw -32163539.031648 + Penalty 76786.113438 = -32086752.918209 Trying to split cluster 1 (8747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4619.284440 sec): 2 clusters Score: Raw -603739.825101 + Penalty 1474.925735 = -602264.899366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4619.344340 sec): 3 clusters Score: Raw -598882.274702 + Penalty 2949.851471 = -595932.423231 nChanged 3687 SP:Iteration 1F (4619.410079 sec): 3 clusters Score: Raw -601041.267944 + Penalty 2949.851471 = -598091.416474 nChanged 682 SP:Iteration 2F (4619.465780 sec): 3 clusters Score: Raw -601511.547892 + Penalty 2949.851471 = -598561.696421 nChanged 636 SP:Iteration 3F (4619.525474 sec): 3 clusters Score: Raw -601952.533717 + Penalty 2949.851471 = -599002.682246 nChanged 631 SP:Iteration 4F (4619.590254 sec): 3 clusters Score: Raw -602443.664911 + Penalty 2949.851471 = -599493.813440 nChanged 623 SP:Iteration 5F (4619.655633 sec): 3 clusters Score: Raw -602892.599399 + Penalty 2949.851471 = -599942.747928 nChanged 481 SP:Iteration 6F (4619.717750 sec): 3 clusters Score: Raw -603228.350056 + Penalty 2949.851471 = -600278.498586 nChanged 397 SP:Iteration 7Q (4619.783831 sec): 3 clusters Score: Raw -603496.871225 + Penalty 2949.851471 = -600547.019754 nChanged 307 SP:Iteration 8Q (4619.847215 sec): 3 clusters Score: Raw -603717.805530 + Penalty 2949.851471 = -600767.954059 nChanged 231 SP:Iteration 9Q (4619.900290 sec): 3 clusters Score: Raw -603866.511791 + Penalty 2949.851471 = -600916.660321 nChanged 180 SP:Iteration 10Q (4619.973243 sec): 3 clusters Score: Raw -603958.275852 + Penalty 2949.851471 = -601008.424382 nChanged 105 SP:Iteration 11Q (4620.040050 sec): 3 clusters Score: Raw -603999.812002 + Penalty 2949.851471 = -601049.960531 nChanged 99 SP:Iteration 12Q (4620.098061 sec): 3 clusters Score: Raw -604038.769563 + Penalty 2949.851471 = -601088.918093 nChanged 98 SP:Iteration 13Q (4620.154389 sec): 3 clusters Score: Raw -604077.760809 + Penalty 2949.851471 = -601127.909339 nChanged 80 SP:Iteration 14Q (4620.226534 sec): 3 clusters Score: Raw -604110.175821 + Penalty 2949.851471 = -601160.324350 nChanged 67 SP:Iteration 15Q (4620.290155 sec): 3 clusters Score: Raw -604132.957861 + Penalty 2949.851471 = -601183.106391 nChanged 62 SP:Iteration 16Q (4620.354003 sec): 3 clusters Score: Raw -604158.229851 + Penalty 2949.851471 = -601208.378381 nChanged 62 SP:Iteration 17Q (4620.409640 sec): 3 clusters Score: Raw -604181.733769 + Penalty 2949.851471 = -601231.882298 nChanged 53 SP:Iteration 18Q (4620.473539 sec): 3 clusters Score: Raw -604203.679265 + Penalty 2949.851471 = -601253.827795 nChanged 55 SP:Iteration 19Q (4620.529301 sec): 3 clusters Score: Raw -604223.542575 + Penalty 2949.851471 = -601273.691104 nChanged 46 SP:Iteration 20F (4620.597580 sec): 3 clusters Score: Raw -604239.055504 + Penalty 2949.851471 = -601289.204033 nChanged 38 SP:Iteration 21Q (4620.659645 sec): 3 clusters Score: Raw -604251.625735 + Penalty 2949.851471 = -601301.774264 nChanged 45 SP:Iteration 22Q (4620.717270 sec): 3 clusters Score: Raw -604267.865758 + Penalty 2949.851471 = -601318.014288 nChanged 48 SP:Iteration 23Q (4620.773473 sec): 3 clusters Score: Raw -604290.225637 + Penalty 2949.851471 = -601340.374166 nChanged 43 SP:Iteration 24Q (4620.832348 sec): 3 clusters Score: Raw -604308.701068 + Penalty 2949.851471 = -601358.849597 nChanged 29 SP:Iteration 25Q (4620.890558 sec): 3 clusters Score: Raw -604317.002504 + Penalty 2949.851471 = -601367.151033 nChanged 27 SP:Iteration 26Q (4620.938270 sec): 3 clusters Score: Raw -604325.416717 + Penalty 2949.851471 = -601375.565246 nChanged 25 SP:Iteration 27Q (4620.993699 sec): 3 clusters Score: Raw -604334.173486 + Penalty 2949.851471 = -601384.322015 nChanged 18 SP:Iteration 28Q (4621.051960 sec): 3 clusters Score: Raw -604339.258056 + Penalty 2949.851471 = -601389.406585 nChanged 15 SP:Iteration 29Q (4621.113569 sec): 3 clusters Score: Raw -604343.097995 + Penalty 2949.851471 = -601393.246525 nChanged 14 SP:Iteration 30Q (4621.157932 sec): 3 clusters Score: Raw -604347.423123 + Penalty 2949.851471 = -601397.571653 nChanged 11 SP:Iteration 31Q (4621.213024 sec): 3 clusters Score: Raw -604350.092308 + Penalty 2949.851471 = -601400.240838 nChanged 6 SP:Iteration 32Q (4621.267656 sec): 3 clusters Score: Raw -604351.262314 + Penalty 2949.851471 = -601401.410843 nChanged 2 SP:Iteration 33Q (4621.323773 sec): 3 clusters Score: Raw -604351.497186 + Penalty 2949.851471 = -601401.645716 nChanged 1 SP:Iteration 34Q (4621.387580 sec): 3 clusters Score: Raw -604351.555095 + Penalty 2949.851471 = -601401.703624 nChanged 1 SP:Iteration 35Q (4621.432484 sec): 3 clusters Score: Raw -604351.602647 + Penalty 2949.851471 = -601401.751177 nChanged 1 SP:Iteration 36Q (4621.498945 sec): 3 clusters Score: Raw -604351.789386 + Penalty 2949.851471 = -601401.937915 nChanged 2 SP:Iteration 37Q (4621.560004 sec): 3 clusters Score: Raw -604352.038061 + Penalty 2949.851471 = -601402.186591 nChanged 1 SP:Iteration 38Q (4621.607370 sec): 3 clusters Score: Raw -604352.262745 + Penalty 2949.851471 = -601402.411274 nChanged 2 SP:Iteration 39Q (4621.668070 sec): 3 clusters Score: Raw -604353.638618 + Penalty 2949.851471 = -601403.787148 nChanged 5 SP:Iteration 40F (4621.730806 sec): 3 clusters Score: Raw -604354.941411 + Penalty 2949.851471 = -601405.089940 nChanged 4 SP:Iteration 41Q (4621.790533 sec): 3 clusters Score: Raw -604356.905875 + Penalty 2949.851471 = -601407.054405 nChanged 1 SP:Iteration 42Q (4621.848600 sec): 3 clusters Score: Raw -604357.251571 + Penalty 2949.851471 = -601407.400100 nChanged 2 SP:Iteration 43Q (4621.916268 sec): 3 clusters Score: Raw -604358.035427 + Penalty 2949.851471 = -601408.183956 nChanged 3 SP:Iteration 44Q (4621.966047 sec): 3 clusters Score: Raw -604359.219775 + Penalty 2949.851471 = -601409.368304 nChanged 4 SP:Iteration 45Q (4622.035217 sec): 3 clusters Score: Raw -604360.283242 + Penalty 2949.851471 = -601410.431771 nChanged 5 SP:Iteration 46Q (4622.101273 sec): 3 clusters Score: Raw -604362.375253 + Penalty 2949.851471 = -601412.523782 nChanged 6 SP:Iteration 47Q (4622.162901 sec): 3 clusters Score: Raw -604363.797263 + Penalty 2949.851471 = -601413.945792 nChanged 6 SP:Iteration 48Q (4622.222468 sec): 3 clusters Score: Raw -604365.496840 + Penalty 2949.851471 = -601415.645370 nChanged 5 SP:Iteration 49Q (4622.271541 sec): 3 clusters Score: Raw -604367.146858 + Penalty 2949.851471 = -601417.295388 nChanged 6 SP:Iteration 50Q (4622.327743 sec): 3 clusters Score: Raw -604368.690202 + Penalty 2949.851471 = -601418.838732 nChanged 4 SP:Iteration 51Q (4622.382747 sec): 3 clusters Score: Raw -604369.248810 + Penalty 2949.851471 = -601419.397339 nChanged 1 SP:Iteration 52Q (4622.446721 sec): 3 clusters Score: Raw -604369.344646 + Penalty 2949.851471 = -601419.493175 nChanged 1 SP:Iteration 53Q (4622.504881 sec): 3 clusters Score: Raw -604369.421182 + Penalty 2949.851471 = -601419.569711 nChanged 0 SP:Iteration 54F (4622.573081 sec): 3 clusters Score: Raw -604369.421182 + Penalty 2949.851471 = -601419.569711 nChanged 0 Trying to split cluster 2 (9968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4622.613811 sec): 2 clusters Score: Raw -654153.371999 + Penalty 1496.159477 = -652657.212523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4622.682495 sec): 3 clusters Score: Raw -648499.560424 + Penalty 2992.318953 = -645507.241470 nChanged 4315 SP:Iteration 1F (4622.745700 sec): 3 clusters Score: Raw -650782.653547 + Penalty 2992.318953 = -647790.334594 nChanged 592 SP:Iteration 2F (4622.808779 sec): 3 clusters Score: Raw -651046.475022 + Penalty 2992.318953 = -648054.156068 nChanged 493 SP:Iteration 3Q (4622.860629 sec): 3 clusters Score: Raw -651265.123277 + Penalty 2992.318953 = -648272.804324 nChanged 476 SP:Iteration 4Q (4622.920414 sec): 3 clusters Score: Raw -651474.742420 + Penalty 2992.318953 = -648482.423467 nChanged 485 SP:Iteration 5Q (4622.981324 sec): 3 clusters Score: Raw -651691.626357 + Penalty 2992.318953 = -648699.307403 nChanged 438 SP:Iteration 6Q (4623.037168 sec): 3 clusters Score: Raw -651885.672462 + Penalty 2992.318953 = -648893.353508 nChanged 438 SP:Iteration 7Q (4623.106560 sec): 3 clusters Score: Raw -652095.963219 + Penalty 2992.318953 = -649103.644266 nChanged 407 SP:Iteration 8Q (4623.160615 sec): 3 clusters Score: Raw -652285.067264 + Penalty 2992.318953 = -649292.748311 nChanged 362 SP:Iteration 9Q (4623.223115 sec): 3 clusters Score: Raw -652442.670443 + Penalty 2992.318953 = -649450.351490 nChanged 338 SP:Iteration 10Q (4623.292840 sec): 3 clusters Score: Raw -652600.849873 + Penalty 2992.318953 = -649608.530920 nChanged 310 SP:Iteration 11Q (4623.348583 sec): 3 clusters Score: Raw -652752.271867 + Penalty 2992.318953 = -649759.952914 nChanged 325 SP:Iteration 12Q (4623.412936 sec): 3 clusters Score: Raw -652898.388242 + Penalty 2992.318953 = -649906.069289 nChanged 266 SP:Iteration 13Q (4623.477560 sec): 3 clusters Score: Raw -653021.094197 + Penalty 2992.318953 = -650028.775244 nChanged 252 SP:Iteration 14Q (4623.538873 sec): 3 clusters Score: Raw -653140.022313 + Penalty 2992.318953 = -650147.703360 nChanged 255 SP:Iteration 15Q (4623.613031 sec): 3 clusters Score: Raw -653277.846370 + Penalty 2992.318953 = -650285.527417 nChanged 243 SP:Iteration 16Q (4623.667131 sec): 3 clusters Score: Raw -653393.715127 + Penalty 2992.318953 = -650401.396174 nChanged 205 SP:Iteration 17Q (4623.742598 sec): 3 clusters Score: Raw -653494.778577 + Penalty 2992.318953 = -650502.459624 nChanged 202 SP:Iteration 18Q (4623.810641 sec): 3 clusters Score: Raw -653581.480459 + Penalty 2992.318953 = -650589.161506 nChanged 166 SP:Iteration 19Q (4623.875101 sec): 3 clusters Score: Raw -653643.184225 + Penalty 2992.318953 = -650650.865271 nChanged 147 SP:Iteration 20F (4623.930194 sec): 3 clusters Score: Raw -653710.421408 + Penalty 2992.318953 = -650718.102454 nChanged 151 SP:Iteration 21Q (4623.990854 sec): 3 clusters Score: Raw -653795.162735 + Penalty 2992.318953 = -650802.843782 nChanged 153 SP:Iteration 22Q (4624.042987 sec): 3 clusters Score: Raw -653869.351570 + Penalty 2992.318953 = -650877.032617 nChanged 121 SP:Iteration 23Q (4624.096907 sec): 3 clusters Score: Raw -653922.232939 + Penalty 2992.318953 = -650929.913985 nChanged 111 SP:Iteration 24Q (4624.166209 sec): 3 clusters Score: Raw -653976.656615 + Penalty 2992.318953 = -650984.337662 nChanged 111 SP:Iteration 25Q (4624.225435 sec): 3 clusters Score: Raw -654037.377299 + Penalty 2992.318953 = -651045.058345 nChanged 95 SP:Iteration 26Q (4624.290147 sec): 3 clusters Score: Raw -654093.485807 + Penalty 2992.318953 = -651101.166853 nChanged 86 SP:Iteration 27Q (4624.340778 sec): 3 clusters Score: Raw -654137.274618 + Penalty 2992.318953 = -651144.955664 nChanged 73 SP:Iteration 28Q (4624.403617 sec): 3 clusters Score: Raw -654169.923018 + Penalty 2992.318953 = -651177.604065 nChanged 67 SP:Iteration 29Q (4624.475817 sec): 3 clusters Score: Raw -654204.350099 + Penalty 2992.318953 = -651212.031146 nChanged 75 SP:Iteration 30Q (4624.536093 sec): 3 clusters Score: Raw -654245.252480 + Penalty 2992.318953 = -651252.933526 nChanged 75 SP:Iteration 31Q (4624.602020 sec): 3 clusters Score: Raw -654308.543110 + Penalty 2992.318953 = -651316.224157 nChanged 71 SP:Iteration 32Q (4624.647052 sec): 3 clusters Score: Raw -654363.916866 + Penalty 2992.318953 = -651371.597913 nChanged 69 SP:Iteration 33Q (4624.705079 sec): 3 clusters Score: Raw -654411.453884 + Penalty 2992.318953 = -651419.134930 nChanged 58 SP:Iteration 34Q (4624.777666 sec): 3 clusters Score: Raw -654446.811148 + Penalty 2992.318953 = -651454.492195 nChanged 47 SP:Iteration 35Q (4624.829553 sec): 3 clusters Score: Raw -654472.842436 + Penalty 2992.318953 = -651480.523483 nChanged 42 SP:Iteration 36Q (4624.897290 sec): 3 clusters Score: Raw -654493.100049 + Penalty 2992.318953 = -651500.781095 nChanged 26 SP:Iteration 37Q (4624.941102 sec): 3 clusters Score: Raw -654503.697602 + Penalty 2992.318953 = -651511.378649 nChanged 21 SP:Iteration 38Q (4624.998790 sec): 3 clusters Score: Raw -654512.526634 + Penalty 2992.318953 = -651520.207681 nChanged 24 SP:Iteration 39Q (4625.051755 sec): 3 clusters Score: Raw -654520.041527 + Penalty 2992.318953 = -651527.722574 nChanged 13 SP:Iteration 40F (4625.116295 sec): 3 clusters Score: Raw -654524.313695 + Penalty 2992.318953 = -651531.994742 nChanged 14 SP:Iteration 41Q (4625.188128 sec): 3 clusters Score: Raw -654528.924914 + Penalty 2992.318953 = -651536.605960 nChanged 10 SP:Iteration 42Q (4625.238842 sec): 3 clusters Score: Raw -654532.188303 + Penalty 2992.318953 = -651539.869350 nChanged 3 SP:Iteration 43Q (4625.292278 sec): 3 clusters Score: Raw -654532.585480 + Penalty 2992.318953 = -651540.266527 nChanged 2 SP:Iteration 44Q (4625.348105 sec): 3 clusters Score: Raw -654533.195876 + Penalty 2992.318953 = -651540.876923 nChanged 1 SP:Iteration 45Q (4625.410746 sec): 3 clusters Score: Raw -654533.549013 + Penalty 2992.318953 = -651541.230060 nChanged 3 SP:Iteration 46Q (4625.470668 sec): 3 clusters Score: Raw -654534.141888 + Penalty 2992.318953 = -651541.822935 nChanged 3 SP:Iteration 47Q (4625.529004 sec): 3 clusters Score: Raw -654535.124853 + Penalty 2992.318953 = -651542.805900 nChanged 5 SP:Iteration 48Q (4625.574053 sec): 3 clusters Score: Raw -654536.378050 + Penalty 2992.318953 = -651544.059097 nChanged 3 SP:Iteration 49Q (4625.635683 sec): 3 clusters Score: Raw -654537.205262 + Penalty 2992.318953 = -651544.886309 nChanged 2 SP:Iteration 50Q (4625.707752 sec): 3 clusters Score: Raw -654537.575504 + Penalty 2992.318953 = -651545.256550 nChanged 3 SP:Iteration 51Q (4625.763201 sec): 3 clusters Score: Raw -654538.475642 + Penalty 2992.318953 = -651546.156689 nChanged 1 SP:Iteration 52Q (4625.823511 sec): 3 clusters Score: Raw -654538.783827 + Penalty 2992.318953 = -651546.464873 nChanged 0 SP:Iteration 53F (4625.877640 sec): 3 clusters Score: Raw -654538.783827 + Penalty 2992.318953 = -651546.464873 nChanged 0 Trying to split cluster 3 (8162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4625.912499 sec): 2 clusters Score: Raw -557156.488659 + Penalty 1463.677234 = -555692.811425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4625.969596 sec): 3 clusters Score: Raw -552666.122522 + Penalty 2927.354468 = -549738.768054 nChanged 3464 SP:Iteration 1F (4626.017540 sec): 3 clusters Score: Raw -554641.281022 + Penalty 2927.354468 = -551713.926554 nChanged 629 SP:Iteration 2F (4626.078948 sec): 3 clusters Score: Raw -555039.063267 + Penalty 2927.354468 = -552111.708799 nChanged 625 SP:Iteration 3F (4626.151176 sec): 3 clusters Score: Raw -555493.569200 + Penalty 2927.354468 = -552566.214732 nChanged 596 SP:Iteration 4F (4626.207300 sec): 3 clusters Score: Raw -555960.157547 + Penalty 2927.354468 = -553032.803079 nChanged 542 SP:Iteration 5F (4626.259595 sec): 3 clusters Score: Raw -556389.763653 + Penalty 2927.354468 = -553462.409186 nChanged 449 SP:Iteration 6F (4626.322310 sec): 3 clusters Score: Raw -556729.375592 + Penalty 2927.354468 = -553802.021125 nChanged 326 SP:Iteration 7Q (4626.373649 sec): 3 clusters Score: Raw -556968.824930 + Penalty 2927.354468 = -554041.470462 nChanged 231 SP:Iteration 8Q (4626.433070 sec): 3 clusters Score: Raw -557145.767901 + Penalty 2927.354468 = -554218.413433 nChanged 194 SP:Iteration 9Q (4626.505935 sec): 3 clusters Score: Raw -557277.976140 + Penalty 2927.354468 = -554350.621672 nChanged 146 SP:Iteration 10Q (4626.562180 sec): 3 clusters Score: Raw -557372.963133 + Penalty 2927.354468 = -554445.608665 nChanged 99 SP:Iteration 11Q (4626.624240 sec): 3 clusters Score: Raw -557428.759777 + Penalty 2927.354468 = -554501.405309 nChanged 76 SP:Iteration 12Q (4626.677114 sec): 3 clusters Score: Raw -557471.907204 + Penalty 2927.354468 = -554544.552736 nChanged 66 SP:Iteration 13Q (4626.737317 sec): 3 clusters Score: Raw -557514.624440 + Penalty 2927.354468 = -554587.269972 nChanged 51 SP:Iteration 14Q (4626.797448 sec): 3 clusters Score: Raw -557540.718649 + Penalty 2927.354468 = -554613.364181 nChanged 39 SP:Iteration 15Q (4626.862039 sec): 3 clusters Score: Raw -557557.370174 + Penalty 2927.354468 = -554630.015706 nChanged 28 SP:Iteration 16Q (4626.928170 sec): 3 clusters Score: Raw -557571.117603 + Penalty 2927.354468 = -554643.763136 nChanged 25 SP:Iteration 17Q (4626.970152 sec): 3 clusters Score: Raw -557581.110231 + Penalty 2927.354468 = -554653.755763 nChanged 15 SP:Iteration 18Q (4627.033810 sec): 3 clusters Score: Raw -557585.880360 + Penalty 2927.354468 = -554658.525892 nChanged 11 SP:Iteration 19Q (4627.100919 sec): 3 clusters Score: Raw -557589.690630 + Penalty 2927.354468 = -554662.336163 nChanged 10 SP:Iteration 20F (4627.145851 sec): 3 clusters Score: Raw -557594.670324 + Penalty 2927.354468 = -554667.315857 nChanged 8 SP:Iteration 21Q (4627.204636 sec): 3 clusters Score: Raw -557597.581264 + Penalty 2927.354468 = -554670.226796 nChanged 6 SP:Iteration 22Q (4627.256853 sec): 3 clusters Score: Raw -557599.364039 + Penalty 2927.354468 = -554672.009571 nChanged 6 SP:Iteration 23Q (4627.297222 sec): 3 clusters Score: Raw -557602.128345 + Penalty 2927.354468 = -554674.773878 nChanged 6 SP:Iteration 24Q (4627.364628 sec): 3 clusters Score: Raw -557603.937655 + Penalty 2927.354468 = -554676.583187 nChanged 4 SP:Iteration 25Q (4627.405913 sec): 3 clusters Score: Raw -557605.596510 + Penalty 2927.354468 = -554678.242043 nChanged 6 SP:Iteration 26Q (4627.467567 sec): 3 clusters Score: Raw -557607.977840 + Penalty 2927.354468 = -554680.623373 nChanged 5 SP:Iteration 27Q (4627.528617 sec): 3 clusters Score: Raw -557610.543781 + Penalty 2927.354468 = -554683.189313 nChanged 3 SP:Iteration 28Q (4627.575520 sec): 3 clusters Score: Raw -557611.716952 + Penalty 2927.354468 = -554684.362484 nChanged 3 SP:Iteration 29Q (4627.632247 sec): 3 clusters Score: Raw -557613.147033 + Penalty 2927.354468 = -554685.792565 nChanged 5 SP:Iteration 30Q (4627.687120 sec): 3 clusters Score: Raw -557615.525626 + Penalty 2927.354468 = -554688.171159 nChanged 3 SP:Iteration 31Q (4627.748500 sec): 3 clusters Score: Raw -557617.941420 + Penalty 2927.354468 = -554690.586953 nChanged 6 SP:Iteration 32Q (4627.806309 sec): 3 clusters Score: Raw -557619.729653 + Penalty 2927.354468 = -554692.375185 nChanged 1 SP:Iteration 33Q (4627.853235 sec): 3 clusters Score: Raw -557620.136625 + Penalty 2927.354468 = -554692.782158 nChanged 0 SP:Iteration 34F (4627.911545 sec): 3 clusters Score: Raw -557620.136625 + Penalty 2927.354468 = -554692.782158 nChanged 0 Trying to split cluster 4 (10341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4627.960381 sec): 2 clusters Score: Raw -680056.671000 + Penalty 1502.129176 = -678554.541824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4628.021141 sec): 3 clusters Score: Raw -674211.880101 + Penalty 3004.258353 = -671207.621748 nChanged 4461 SP:Iteration 1F (4628.081638 sec): 3 clusters Score: Raw -676619.145709 + Penalty 3004.258353 = -673614.887356 nChanged 611 SP:Iteration 2F (4628.144502 sec): 3 clusters Score: Raw -676884.736119 + Penalty 3004.258353 = -673880.477766 nChanged 525 SP:Iteration 3F (4628.206360 sec): 3 clusters Score: Raw -677080.647174 + Penalty 3004.258353 = -674076.388821 nChanged 395 SP:Iteration 4Q (4628.273751 sec): 3 clusters Score: Raw -677228.835394 + Penalty 3004.258353 = -674224.577041 nChanged 369 SP:Iteration 5Q (4628.325217 sec): 3 clusters Score: Raw -677366.104801 + Penalty 3004.258353 = -674361.846448 nChanged 314 SP:Iteration 6Q (4628.393552 sec): 3 clusters Score: Raw -677482.127884 + Penalty 3004.258353 = -674477.869531 nChanged 300 SP:Iteration 7Q (4628.462308 sec): 3 clusters Score: Raw -677589.833362 + Penalty 3004.258353 = -674585.575009 nChanged 289 SP:Iteration 8Q (4628.520039 sec): 3 clusters Score: Raw -677697.452700 + Penalty 3004.258353 = -674693.194347 nChanged 277 SP:Iteration 9Q (4628.594551 sec): 3 clusters Score: Raw -677804.633665 + Penalty 3004.258353 = -674800.375312 nChanged 301 SP:Iteration 10Q (4628.657651 sec): 3 clusters Score: Raw -677930.380326 + Penalty 3004.258353 = -674926.121973 nChanged 302 SP:Iteration 11Q (4628.721266 sec): 3 clusters Score: Raw -678047.673426 + Penalty 3004.258353 = -675043.415073 nChanged 283 SP:Iteration 12Q (4628.787328 sec): 3 clusters Score: Raw -678161.318182 + Penalty 3004.258353 = -675157.059829 nChanged 270 SP:Iteration 13Q (4628.849994 sec): 3 clusters Score: Raw -678273.716620 + Penalty 3004.258353 = -675269.458267 nChanged 269 SP:Iteration 14Q (4628.906253 sec): 3 clusters Score: Raw -678408.214908 + Penalty 3004.258353 = -675403.956555 nChanged 316 SP:Iteration 15Q (4628.985317 sec): 3 clusters Score: Raw -678596.541733 + Penalty 3004.258353 = -675592.283380 nChanged 348 SP:Iteration 16Q (4629.045971 sec): 3 clusters Score: Raw -678784.086473 + Penalty 3004.258353 = -675779.828120 nChanged 339 SP:Iteration 17Q (4629.111602 sec): 3 clusters Score: Raw -678941.074554 + Penalty 3004.258353 = -675936.816201 nChanged 281 SP:Iteration 18Q (4629.175087 sec): 3 clusters Score: Raw -679072.275548 + Penalty 3004.258353 = -676068.017195 nChanged 265 SP:Iteration 19Q (4629.239491 sec): 3 clusters Score: Raw -679188.904260 + Penalty 3004.258353 = -676184.645907 nChanged 199 SP:Iteration 20F (4629.300567 sec): 3 clusters Score: Raw -679271.821170 + Penalty 3004.258353 = -676267.562817 nChanged 182 SP:Iteration 21Q (4629.342648 sec): 3 clusters Score: Raw -679341.454685 + Penalty 3004.258353 = -676337.196332 nChanged 172 SP:Iteration 22Q (4629.403225 sec): 3 clusters Score: Raw -679405.242172 + Penalty 3004.258353 = -676400.983819 nChanged 154 SP:Iteration 23Q (4629.458752 sec): 3 clusters Score: Raw -679460.121173 + Penalty 3004.258353 = -676455.862820 nChanged 138 SP:Iteration 24Q (4629.517486 sec): 3 clusters Score: Raw -679513.599796 + Penalty 3004.258353 = -676509.341443 nChanged 126 SP:Iteration 25Q (4629.566364 sec): 3 clusters Score: Raw -679562.591854 + Penalty 3004.258353 = -676558.333501 nChanged 131 SP:Iteration 26Q (4629.634614 sec): 3 clusters Score: Raw -679611.218466 + Penalty 3004.258353 = -676606.960113 nChanged 112 SP:Iteration 27Q (4629.685629 sec): 3 clusters Score: Raw -679652.027443 + Penalty 3004.258353 = -676647.769090 nChanged 106 SP:Iteration 28Q (4629.755416 sec): 3 clusters Score: Raw -679690.632270 + Penalty 3004.258353 = -676686.373917 nChanged 93 SP:Iteration 29Q (4629.814363 sec): 3 clusters Score: Raw -679724.028772 + Penalty 3004.258353 = -676719.770419 nChanged 94 SP:Iteration 30Q (4629.881045 sec): 3 clusters Score: Raw -679759.404832 + Penalty 3004.258353 = -676755.146479 nChanged 95 SP:Iteration 31Q (4629.934314 sec): 3 clusters Score: Raw -679796.224538 + Penalty 3004.258353 = -676791.966185 nChanged 99 SP:Iteration 32Q (4629.996926 sec): 3 clusters Score: Raw -679831.271656 + Penalty 3004.258353 = -676827.013303 nChanged 95 SP:Iteration 33Q (4630.061412 sec): 3 clusters Score: Raw -679868.240454 + Penalty 3004.258353 = -676863.982101 nChanged 92 SP:Iteration 34Q (4630.111170 sec): 3 clusters Score: Raw -679903.710882 + Penalty 3004.258353 = -676899.452529 nChanged 80 SP:Iteration 35Q (4630.170338 sec): 3 clusters Score: Raw -679932.955253 + Penalty 3004.258353 = -676928.696900 nChanged 77 SP:Iteration 36Q (4630.231364 sec): 3 clusters Score: Raw -679957.608128 + Penalty 3004.258353 = -676953.349775 nChanged 73 SP:Iteration 37Q (4630.304350 sec): 3 clusters Score: Raw -679980.334198 + Penalty 3004.258353 = -676976.075845 nChanged 72 SP:Iteration 38Q (4630.351806 sec): 3 clusters Score: Raw -680010.850344 + Penalty 3004.258353 = -677006.591991 nChanged 86 SP:Iteration 39Q (4630.410767 sec): 3 clusters Score: Raw -680046.225318 + Penalty 3004.258353 = -677041.966965 nChanged 74 SP:Iteration 40F (4630.476720 sec): 3 clusters Score: Raw -680073.428761 + Penalty 3004.258353 = -677069.170408 nChanged 66 SP:Iteration 41Q (4630.529527 sec): 3 clusters Score: Raw -680096.501033 + Penalty 3004.258353 = -677092.242681 nChanged 55 SP:Iteration 42Q (4630.582413 sec): 3 clusters Score: Raw -680116.088696 + Penalty 3004.258353 = -677111.830343 nChanged 47 SP:Iteration 43Q (4630.648427 sec): 3 clusters Score: Raw -680131.674437 + Penalty 3004.258353 = -677127.416084 nChanged 48 SP:Iteration 44Q (4630.716541 sec): 3 clusters Score: Raw -680145.630740 + Penalty 3004.258353 = -677141.372387 nChanged 35 SP:Iteration 45Q (4630.760154 sec): 3 clusters Score: Raw -680157.467597 + Penalty 3004.258353 = -677153.209244 nChanged 35 SP:Iteration 46Q (4630.821810 sec): 3 clusters Score: Raw -680169.672820 + Penalty 3004.258353 = -677165.414467 nChanged 32 SP:Iteration 47Q (4630.891494 sec): 3 clusters Score: Raw -680182.193743 + Penalty 3004.258353 = -677177.935390 nChanged 25 SP:Iteration 48Q (4630.941009 sec): 3 clusters Score: Raw -680189.832757 + Penalty 3004.258353 = -677185.574404 nChanged 23 SP:Iteration 49Q (4631.007853 sec): 3 clusters Score: Raw -680196.621261 + Penalty 3004.258353 = -677192.362908 nChanged 25 SP:Iteration 50Q (4631.074918 sec): 3 clusters Score: Raw -680204.592407 + Penalty 3004.258353 = -677200.334054 nChanged 23 SP:Iteration 51Q (4631.124810 sec): 3 clusters Score: Raw -680210.665429 + Penalty 3004.258353 = -677206.407076 nChanged 21 SP:Iteration 52Q (4631.194907 sec): 3 clusters Score: Raw -680217.025285 + Penalty 3004.258353 = -677212.766932 nChanged 23 SP:Iteration 53Q (4631.254219 sec): 3 clusters Score: Raw -680224.636973 + Penalty 3004.258353 = -677220.378621 nChanged 20 SP:Iteration 54Q (4631.308262 sec): 3 clusters Score: Raw -680230.842369 + Penalty 3004.258353 = -677226.584016 nChanged 17 SP:Iteration 55Q (4631.365407 sec): 3 clusters Score: Raw -680237.707833 + Penalty 3004.258353 = -677233.449480 nChanged 19 SP:Iteration 56Q (4631.432309 sec): 3 clusters Score: Raw -680246.408065 + Penalty 3004.258353 = -677242.149713 nChanged 18 SP:Iteration 57Q (4631.489620 sec): 3 clusters Score: Raw -680252.578701 + Penalty 3004.258353 = -677248.320348 nChanged 15 SP:Iteration 58Q (4631.557293 sec): 3 clusters Score: Raw -680258.921903 + Penalty 3004.258353 = -677254.663550 nChanged 14 SP:Iteration 59Q (4631.606209 sec): 3 clusters Score: Raw -680263.121658 + Penalty 3004.258353 = -677258.863305 nChanged 13 SP:Iteration 60F (4631.681574 sec): 3 clusters Score: Raw -680268.069154 + Penalty 3004.258353 = -677263.810801 nChanged 8 SP:Iteration 61Q (4631.735770 sec): 3 clusters Score: Raw -680272.345109 + Penalty 3004.258353 = -677268.086757 nChanged 13 SP:Iteration 62Q (4631.795375 sec): 3 clusters Score: Raw -680278.142567 + Penalty 3004.258353 = -677273.884214 nChanged 17 SP:Iteration 63Q (4631.856592 sec): 3 clusters Score: Raw -680284.997819 + Penalty 3004.258353 = -677280.739466 nChanged 12 SP:Iteration 64Q (4631.923567 sec): 3 clusters Score: Raw -680288.442138 + Penalty 3004.258353 = -677284.183785 nChanged 11 SP:Iteration 65Q (4631.979445 sec): 3 clusters Score: Raw -680292.935476 + Penalty 3004.258353 = -677288.677123 nChanged 8 SP:Iteration 66Q (4632.031468 sec): 3 clusters Score: Raw -680295.352405 + Penalty 3004.258353 = -677291.094052 nChanged 5 SP:Iteration 67Q (4632.085452 sec): 3 clusters Score: Raw -680297.667683 + Penalty 3004.258353 = -677293.409330 nChanged 7 SP:Iteration 68Q (4632.156846 sec): 3 clusters Score: Raw -680299.928346 + Penalty 3004.258353 = -677295.669994 nChanged 5 SP:Iteration 69Q (4632.213054 sec): 3 clusters Score: Raw -680301.269192 + Penalty 3004.258353 = -677297.010839 nChanged 4 SP:Iteration 70Q (4632.274133 sec): 3 clusters Score: Raw -680302.717258 + Penalty 3004.258353 = -677298.458905 nChanged 1 SP:Iteration 71Q (4632.323960 sec): 3 clusters Score: Raw -680303.265412 + Penalty 3004.258353 = -677299.007059 nChanged 1 SP:Iteration 72Q (4632.383802 sec): 3 clusters Score: Raw -680303.666714 + Penalty 3004.258353 = -677299.408361 nChanged 0 SP:Iteration 73F (4632.444377 sec): 3 clusters Score: Raw -680303.666714 + Penalty 3004.258353 = -677299.408361 nChanged 0 Trying to split cluster 5 (19287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4632.507740 sec): 2 clusters Score: Raw -1338722.811595 + Penalty 1603.417818 = -1337119.393777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4632.585871 sec): 3 clusters Score: Raw -1327242.965196 + Penalty 3206.835636 = -1324036.129560 nChanged 8621 SP:Iteration 1F (4632.663848 sec): 3 clusters Score: Raw -1332180.736800 + Penalty 3206.835636 = -1328973.901163 nChanged 1099 SP:Iteration 2F (4632.743211 sec): 3 clusters Score: Raw -1332740.071370 + Penalty 3206.835636 = -1329533.235734 nChanged 1071 SP:Iteration 3F (4632.814769 sec): 3 clusters Score: Raw -1333345.125630 + Penalty 3206.835636 = -1330138.289994 nChanged 1162 SP:Iteration 4F (4632.888624 sec): 3 clusters Score: Raw -1334105.253752 + Penalty 3206.835636 = -1330898.418116 nChanged 1238 SP:Iteration 5F (4632.964366 sec): 3 clusters Score: Raw -1334928.486904 + Penalty 3206.835636 = -1331721.651268 nChanged 1284 SP:Iteration 6F (4633.038116 sec): 3 clusters Score: Raw -1335882.872261 + Penalty 3206.835636 = -1332676.036625 nChanged 1310 SP:Iteration 7F (4633.107464 sec): 3 clusters Score: Raw -1336898.926359 + Penalty 3206.835636 = -1333692.090723 nChanged 1103 SP:Iteration 8F (4633.184745 sec): 3 clusters Score: Raw -1337737.678322 + Penalty 3206.835636 = -1334530.842686 nChanged 895 SP:Iteration 9Q (4633.257168 sec): 3 clusters Score: Raw -1338389.320936 + Penalty 3206.835636 = -1335182.485300 nChanged 658 SP:Iteration 10Q (4633.337644 sec): 3 clusters Score: Raw -1338853.112695 + Penalty 3206.835636 = -1335646.277058 nChanged 505 SP:Iteration 11Q (4633.417648 sec): 3 clusters Score: Raw -1339179.567757 + Penalty 3206.835636 = -1335972.732120 nChanged 375 SP:Iteration 12Q (4633.492871 sec): 3 clusters Score: Raw -1339400.101017 + Penalty 3206.835636 = -1336193.265380 nChanged 276 SP:Iteration 13Q (4633.570019 sec): 3 clusters Score: Raw -1339544.688275 + Penalty 3206.835636 = -1336337.852639 nChanged 197 SP:Iteration 14Q (4633.646407 sec): 3 clusters Score: Raw -1339629.050440 + Penalty 3206.835636 = -1336422.214803 nChanged 126 SP:Iteration 15Q (4633.723484 sec): 3 clusters Score: Raw -1339673.092586 + Penalty 3206.835636 = -1336466.256950 nChanged 85 SP:Iteration 16Q (4633.803467 sec): 3 clusters Score: Raw -1339700.792142 + Penalty 3206.835636 = -1336493.956506 nChanged 51 SP:Iteration 17Q (4633.879699 sec): 3 clusters Score: Raw -1339713.958409 + Penalty 3206.835636 = -1336507.122773 nChanged 39 SP:Iteration 18Q (4633.959461 sec): 3 clusters Score: Raw -1339722.495359 + Penalty 3206.835636 = -1336515.659723 nChanged 27 SP:Iteration 19Q (4634.027229 sec): 3 clusters Score: Raw -1339728.645349 + Penalty 3206.835636 = -1336521.809713 nChanged 19 SP:Iteration 20F (4634.107937 sec): 3 clusters Score: Raw -1339733.303517 + Penalty 3206.835636 = -1336526.467881 nChanged 12 SP:Iteration 21Q (4634.197404 sec): 3 clusters Score: Raw -1339736.387780 + Penalty 3206.835636 = -1336529.552144 nChanged 12 SP:Iteration 22Q (4634.266761 sec): 3 clusters Score: Raw -1339739.121440 + Penalty 3206.835636 = -1336532.285804 nChanged 13 SP:Iteration 23Q (4634.353189 sec): 3 clusters Score: Raw -1339741.488902 + Penalty 3206.835636 = -1336534.653266 nChanged 8 SP:Iteration 24Q (4634.430096 sec): 3 clusters Score: Raw -1339743.261549 + Penalty 3206.835636 = -1336536.425913 nChanged 6 SP:Iteration 25Q (4634.510957 sec): 3 clusters Score: Raw -1339744.279791 + Penalty 3206.835636 = -1336537.444155 nChanged 3 SP:Iteration 26Q (4634.587066 sec): 3 clusters Score: Raw -1339744.976169 + Penalty 3206.835636 = -1336538.140533 nChanged 2 SP:Iteration 27Q (4634.662952 sec): 3 clusters Score: Raw -1339745.151393 + Penalty 3206.835636 = -1336538.315757 nChanged 0 SP:Iteration 28F (4634.734978 sec): 3 clusters Score: Raw -1339745.151393 + Penalty 3206.835636 = -1336538.315757 nChanged 0 Trying to split cluster 6 (13930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4634.776461 sec): 2 clusters Score: Raw -897948.416433 + Penalty 1550.542511 = -896397.873922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4634.839603 sec): 3 clusters Score: Raw -889901.599013 + Penalty 3101.085022 = -886800.513991 nChanged 6212 SP:Iteration 1F (4634.907599 sec): 3 clusters Score: Raw -893412.945619 + Penalty 3101.085022 = -890311.860597 nChanged 891 SP:Iteration 2F (4634.980417 sec): 3 clusters Score: Raw -893856.812153 + Penalty 3101.085022 = -890755.727132 nChanged 816 SP:Iteration 3F (4635.047713 sec): 3 clusters Score: Raw -894338.211957 + Penalty 3101.085022 = -891237.126935 nChanged 816 SP:Iteration 4F (4635.106603 sec): 3 clusters Score: Raw -894883.377980 + Penalty 3101.085022 = -891782.292959 nChanged 857 SP:Iteration 5F (4635.171832 sec): 3 clusters Score: Raw -895496.125962 + Penalty 3101.085022 = -892395.040941 nChanged 919 SP:Iteration 6F (4635.251160 sec): 3 clusters Score: Raw -896229.586026 + Penalty 3101.085022 = -893128.501004 nChanged 889 SP:Iteration 7F (4635.313427 sec): 3 clusters Score: Raw -896880.645695 + Penalty 3101.085022 = -893779.560673 nChanged 781 SP:Iteration 8F (4635.390446 sec): 3 clusters Score: Raw -897384.843144 + Penalty 3101.085022 = -894283.758122 nChanged 614 SP:Iteration 9Q (4635.463043 sec): 3 clusters Score: Raw -897689.594291 + Penalty 3101.085022 = -894588.509269 nChanged 429 SP:Iteration 10Q (4635.528160 sec): 3 clusters Score: Raw -897865.839448 + Penalty 3101.085022 = -894764.754426 nChanged 313 SP:Iteration 11Q (4635.597631 sec): 3 clusters Score: Raw -897985.557593 + Penalty 3101.085022 = -894884.472571 nChanged 231 SP:Iteration 12Q (4635.664115 sec): 3 clusters Score: Raw -898059.606026 + Penalty 3101.085022 = -894958.521004 nChanged 203 SP:Iteration 13Q (4635.725962 sec): 3 clusters Score: Raw -898124.687655 + Penalty 3101.085022 = -895023.602634 nChanged 187 SP:Iteration 14Q (4635.795647 sec): 3 clusters Score: Raw -898175.648203 + Penalty 3101.085022 = -895074.563182 nChanged 161 SP:Iteration 15Q (4635.852189 sec): 3 clusters Score: Raw -898211.820415 + Penalty 3101.085022 = -895110.735393 nChanged 119 SP:Iteration 16Q (4635.921820 sec): 3 clusters Score: Raw -898237.567151 + Penalty 3101.085022 = -895136.482130 nChanged 102 SP:Iteration 17Q (4635.999445 sec): 3 clusters Score: Raw -898256.695910 + Penalty 3101.085022 = -895155.610888 nChanged 85 SP:Iteration 18Q (4636.066593 sec): 3 clusters Score: Raw -898269.414960 + Penalty 3101.085022 = -895168.329939 nChanged 92 SP:Iteration 19Q (4636.130236 sec): 3 clusters Score: Raw -898284.837324 + Penalty 3101.085022 = -895183.752303 nChanged 80 SP:Iteration 20F (4636.196792 sec): 3 clusters Score: Raw -898297.481172 + Penalty 3101.085022 = -895196.396150 nChanged 65 SP:Iteration 21Q (4636.269706 sec): 3 clusters Score: Raw -898307.900390 + Penalty 3101.085022 = -895206.815368 nChanged 66 SP:Iteration 22Q (4636.344402 sec): 3 clusters Score: Raw -898316.342107 + Penalty 3101.085022 = -895215.257086 nChanged 40 SP:Iteration 23Q (4636.414674 sec): 3 clusters Score: Raw -898321.557911 + Penalty 3101.085022 = -895220.472889 nChanged 35 SP:Iteration 24Q (4636.480782 sec): 3 clusters Score: Raw -898325.684813 + Penalty 3101.085022 = -895224.599791 nChanged 29 SP:Iteration 25Q (4636.542302 sec): 3 clusters Score: Raw -898328.366401 + Penalty 3101.085022 = -895227.281379 nChanged 19 SP:Iteration 26Q (4636.616538 sec): 3 clusters Score: Raw -898330.171741 + Penalty 3101.085022 = -895229.086719 nChanged 19 SP:Iteration 27Q (4636.679708 sec): 3 clusters Score: Raw -898331.444050 + Penalty 3101.085022 = -895230.359028 nChanged 19 SP:Iteration 28Q (4636.747496 sec): 3 clusters Score: Raw -898333.554508 + Penalty 3101.085022 = -895232.469486 nChanged 15 SP:Iteration 29Q (4636.824501 sec): 3 clusters Score: Raw -898334.778309 + Penalty 3101.085022 = -895233.693288 nChanged 20 SP:Iteration 30Q (4636.891633 sec): 3 clusters Score: Raw -898336.582591 + Penalty 3101.085022 = -895235.497569 nChanged 16 SP:Iteration 31Q (4636.965785 sec): 3 clusters Score: Raw -898337.873170 + Penalty 3101.085022 = -895236.788148 nChanged 18 SP:Iteration 32Q (4637.019266 sec): 3 clusters Score: Raw -898339.600316 + Penalty 3101.085022 = -895238.515294 nChanged 16 SP:Iteration 33Q (4637.083808 sec): 3 clusters Score: Raw -898341.011330 + Penalty 3101.085022 = -895239.926308 nChanged 14 SP:Iteration 34Q (4637.152718 sec): 3 clusters Score: Raw -898342.776964 + Penalty 3101.085022 = -895241.691942 nChanged 17 SP:Iteration 35Q (4637.222368 sec): 3 clusters Score: Raw -898345.029343 + Penalty 3101.085022 = -895243.944322 nChanged 20 SP:Iteration 36Q (4637.291743 sec): 3 clusters Score: Raw -898347.035221 + Penalty 3101.085022 = -895245.950199 nChanged 26 SP:Iteration 37Q (4637.368921 sec): 3 clusters Score: Raw -898349.738656 + Penalty 3101.085022 = -895248.653635 nChanged 18 SP:Iteration 38Q (4637.436896 sec): 3 clusters Score: Raw -898351.264106 + Penalty 3101.085022 = -895250.179085 nChanged 12 SP:Iteration 39Q (4637.503702 sec): 3 clusters Score: Raw -898352.094135 + Penalty 3101.085022 = -895251.009113 nChanged 9 SP:Iteration 40F (4637.571227 sec): 3 clusters Score: Raw -898353.083687 + Penalty 3101.085022 = -895251.998665 nChanged 12 SP:Iteration 41Q (4637.634482 sec): 3 clusters Score: Raw -898354.342653 + Penalty 3101.085022 = -895253.257631 nChanged 11 SP:Iteration 42Q (4637.698081 sec): 3 clusters Score: Raw -898355.213496 + Penalty 3101.085022 = -895254.128475 nChanged 4 SP:Iteration 43Q (4637.776696 sec): 3 clusters Score: Raw -898355.380586 + Penalty 3101.085022 = -895254.295565 nChanged 2 SP:Iteration 44Q (4637.844796 sec): 3 clusters Score: Raw -898355.582829 + Penalty 3101.085022 = -895254.497807 nChanged 4 SP:Iteration 45Q (4637.916883 sec): 3 clusters Score: Raw -898355.793282 + Penalty 3101.085022 = -895254.708260 nChanged 2 SP:Iteration 46Q (4637.976453 sec): 3 clusters Score: Raw -898355.895569 + Penalty 3101.085022 = -895254.810548 nChanged 1 SP:Iteration 47Q (4638.036015 sec): 3 clusters Score: Raw -898355.937118 + Penalty 3101.085022 = -895254.852097 nChanged 1 SP:Iteration 48Q (4638.117945 sec): 3 clusters Score: Raw -898356.006031 + Penalty 3101.085022 = -895254.921009 nChanged 0 SP:Iteration 49F (4638.179643 sec): 3 clusters Score: Raw -898356.006031 + Penalty 3101.085022 = -895254.921009 nChanged 0 Trying to split cluster 7 (85860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4638.313769 sec): 2 clusters Score: Raw -5853793.821646 + Penalty 1846.076918 = -5851947.744728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4638.508009 sec): 3 clusters Score: Raw -5798102.792014 + Penalty 3692.153836 = -5794410.638178 nChanged 40935 SP:Iteration 1F (4638.683274 sec): 3 clusters Score: Raw -5822380.417010 + Penalty 3692.153836 = -5818688.263174 nChanged 3723 SP:Iteration 2Q (4638.870666 sec): 3 clusters Score: Raw -5823726.806000 + Penalty 3692.153836 = -5820034.652163 nChanged 4249 SP:Iteration 3Q (4639.063934 sec): 3 clusters Score: Raw -5825628.557425 + Penalty 3692.153836 = -5821936.403589 nChanged 4957 SP:Iteration 4F (4639.250493 sec): 3 clusters Score: Raw -5828254.111889 + Penalty 3692.153836 = -5824561.958053 nChanged 5504 SP:Iteration 5F (4639.421072 sec): 3 clusters Score: Raw -5831519.933770 + Penalty 3692.153836 = -5827827.779934 nChanged 5523 SP:Iteration 6F (4639.594021 sec): 3 clusters Score: Raw -5834888.914189 + Penalty 3692.153836 = -5831196.760353 nChanged 5084 SP:Iteration 7F (4639.780349 sec): 3 clusters Score: Raw -5837983.787372 + Penalty 3692.153836 = -5834291.633536 nChanged 4503 SP:Iteration 8F (4639.955691 sec): 3 clusters Score: Raw -5840909.747468 + Penalty 3692.153836 = -5837217.593632 nChanged 4076 SP:Iteration 9Q (4640.129174 sec): 3 clusters Score: Raw -5843846.171361 + Penalty 3692.153836 = -5840154.017525 nChanged 3537 SP:Iteration 10Q (4640.301182 sec): 3 clusters Score: Raw -5846703.792463 + Penalty 3692.153836 = -5843011.638627 nChanged 2848 SP:Iteration 11Q (4640.473008 sec): 3 clusters Score: Raw -5849068.390968 + Penalty 3692.153836 = -5845376.237132 nChanged 2080 SP:Iteration 12Q (4640.641902 sec): 3 clusters Score: Raw -5850681.895572 + Penalty 3692.153836 = -5846989.741736 nChanged 1526 SP:Iteration 13Q (4640.801072 sec): 3 clusters Score: Raw -5851739.190650 + Penalty 3692.153836 = -5848047.036814 nChanged 1112 SP:Iteration 14Q (4640.968552 sec): 3 clusters Score: Raw -5852403.045740 + Penalty 3692.153836 = -5848710.891903 nChanged 833 SP:Iteration 15Q (4641.137274 sec): 3 clusters Score: Raw -5852851.017346 + Penalty 3692.153836 = -5849158.863510 nChanged 687 SP:Iteration 16Q (4641.308512 sec): 3 clusters Score: Raw -5853155.861415 + Penalty 3692.153836 = -5849463.707579 nChanged 513 SP:Iteration 17Q (4641.472154 sec): 3 clusters Score: Raw -5853367.670110 + Penalty 3692.153836 = -5849675.516274 nChanged 405 SP:Iteration 18Q (4641.629159 sec): 3 clusters Score: Raw -5853529.840823 + Penalty 3692.153836 = -5849837.686987 nChanged 330 SP:Iteration 19Q (4641.791269 sec): 3 clusters Score: Raw -5853653.231727 + Penalty 3692.153836 = -5849961.077891 nChanged 296 SP:Iteration 20F (4641.977289 sec): 3 clusters Score: Raw -5853761.919541 + Penalty 3692.153836 = -5850069.765705 nChanged 244 SP:Iteration 21Q (4642.141765 sec): 3 clusters Score: Raw -5853853.402476 + Penalty 3692.153836 = -5850161.248640 nChanged 196 SP:Iteration 22Q (4642.293225 sec): 3 clusters Score: Raw -5853925.084904 + Penalty 3692.153836 = -5850232.931068 nChanged 182 SP:Iteration 23Q (4642.456618 sec): 3 clusters Score: Raw -5853993.233432 + Penalty 3692.153836 = -5850301.079596 nChanged 155 SP:Iteration 24Q (4642.622559 sec): 3 clusters Score: Raw -5854048.745291 + Penalty 3692.153836 = -5850356.591455 nChanged 132 SP:Iteration 25Q (4642.784065 sec): 3 clusters Score: Raw -5854099.826075 + Penalty 3692.153836 = -5850407.672239 nChanged 102 SP:Iteration 26Q (4642.939022 sec): 3 clusters Score: Raw -5854135.732580 + Penalty 3692.153836 = -5850443.578744 nChanged 88 SP:Iteration 27Q (4643.097814 sec): 3 clusters Score: Raw -5854167.369449 + Penalty 3692.153836 = -5850475.215613 nChanged 80 SP:Iteration 28Q (4643.258757 sec): 3 clusters Score: Raw -5854196.188873 + Penalty 3692.153836 = -5850504.035037 nChanged 66 SP:Iteration 29Q (4643.419374 sec): 3 clusters Score: Raw -5854216.017441 + Penalty 3692.153836 = -5850523.863605 nChanged 51 SP:Iteration 30Q (4643.577785 sec): 3 clusters Score: Raw -5854230.837684 + Penalty 3692.153836 = -5850538.683847 nChanged 42 SP:Iteration 31Q (4643.725321 sec): 3 clusters Score: Raw -5854247.544547 + Penalty 3692.153836 = -5850555.390711 nChanged 52 SP:Iteration 32Q (4643.881634 sec): 3 clusters Score: Raw -5854263.470903 + Penalty 3692.153836 = -5850571.317066 nChanged 45 SP:Iteration 33Q (4644.032763 sec): 3 clusters Score: Raw -5854277.800813 + Penalty 3692.153836 = -5850585.646977 nChanged 37 SP:Iteration 34Q (4644.181989 sec): 3 clusters Score: Raw -5854288.466467 + Penalty 3692.153836 = -5850596.312630 nChanged 29 SP:Iteration 35Q (4644.338581 sec): 3 clusters Score: Raw -5854298.536075 + Penalty 3692.153836 = -5850606.382239 nChanged 25 SP:Iteration 36Q (4644.505590 sec): 3 clusters Score: Raw -5854307.105358 + Penalty 3692.153836 = -5850614.951522 nChanged 28 SP:Iteration 37Q (4644.665907 sec): 3 clusters Score: Raw -5854316.988534 + Penalty 3692.153836 = -5850624.834698 nChanged 29 SP:Iteration 38Q (4644.814354 sec): 3 clusters Score: Raw -5854327.381439 + Penalty 3692.153836 = -5850635.227603 nChanged 29 SP:Iteration 39Q (4644.982460 sec): 3 clusters Score: Raw -5854338.007386 + Penalty 3692.153836 = -5850645.853550 nChanged 30 SP:Iteration 40F (4645.169721 sec): 3 clusters Score: Raw -5854347.816688 + Penalty 3692.153836 = -5850655.662852 nChanged 26 SP:Iteration 41Q (4645.329930 sec): 3 clusters Score: Raw -5854356.040554 + Penalty 3692.153836 = -5850663.886718 nChanged 23 SP:Iteration 42Q (4645.482816 sec): 3 clusters Score: Raw -5854364.330803 + Penalty 3692.153836 = -5850672.176967 nChanged 21 SP:Iteration 43Q (4645.641520 sec): 3 clusters Score: Raw -5854370.203868 + Penalty 3692.153836 = -5850678.050032 nChanged 18 SP:Iteration 44Q (4645.797795 sec): 3 clusters Score: Raw -5854376.574700 + Penalty 3692.153836 = -5850684.420864 nChanged 19 SP:Iteration 45Q (4645.968734 sec): 3 clusters Score: Raw -5854382.994338 + Penalty 3692.153836 = -5850690.840502 nChanged 17 SP:Iteration 46Q (4646.114209 sec): 3 clusters Score: Raw -5854388.281495 + Penalty 3692.153836 = -5850696.127658 nChanged 12 SP:Iteration 47Q (4646.281283 sec): 3 clusters Score: Raw -5854391.994913 + Penalty 3692.153836 = -5850699.841077 nChanged 13 SP:Iteration 48Q (4646.437560 sec): 3 clusters Score: Raw -5854394.874045 + Penalty 3692.153836 = -5850702.720209 nChanged 11 SP:Iteration 49Q (4646.600759 sec): 3 clusters Score: Raw -5854397.614208 + Penalty 3692.153836 = -5850705.460372 nChanged 10 SP:Iteration 50Q (4646.758248 sec): 3 clusters Score: Raw -5854400.195041 + Penalty 3692.153836 = -5850708.041205 nChanged 10 SP:Iteration 51Q (4646.904243 sec): 3 clusters Score: Raw -5854402.597571 + Penalty 3692.153836 = -5850710.443735 nChanged 8 SP:Iteration 52Q (4647.064443 sec): 3 clusters Score: Raw -5854404.636210 + Penalty 3692.153836 = -5850712.482374 nChanged 3 SP:Iteration 53Q (4647.204203 sec): 3 clusters Score: Raw -5854405.851332 + Penalty 3692.153836 = -5850713.697496 nChanged 4 SP:Iteration 54Q (4647.346837 sec): 3 clusters Score: Raw -5854407.462296 + Penalty 3692.153836 = -5850715.308460 nChanged 7 SP:Iteration 55Q (4647.487783 sec): 3 clusters Score: Raw -5854409.869330 + Penalty 3692.153836 = -5850717.715494 nChanged 8 SP:Iteration 56Q (4647.645715 sec): 3 clusters Score: Raw -5854411.791894 + Penalty 3692.153836 = -5850719.638058 nChanged 8 SP:Iteration 57Q (4647.798258 sec): 3 clusters Score: Raw -5854413.834054 + Penalty 3692.153836 = -5850721.680218 nChanged 4 SP:Iteration 58Q (4647.947591 sec): 3 clusters Score: Raw -5854414.717983 + Penalty 3692.153836 = -5850722.564147 nChanged 6 SP:Iteration 59Q (4648.098871 sec): 3 clusters Score: Raw -5854416.557252 + Penalty 3692.153836 = -5850724.403416 nChanged 6 SP:Iteration 60F (4648.270991 sec): 3 clusters Score: Raw -5854418.448856 + Penalty 3692.153836 = -5850726.295020 nChanged 6 SP:Iteration 61Q (4648.442036 sec): 3 clusters Score: Raw -5854419.670733 + Penalty 3692.153836 = -5850727.516897 nChanged 3 SP:Iteration 62Q (4648.596841 sec): 3 clusters Score: Raw -5854420.614094 + Penalty 3692.153836 = -5850728.460258 nChanged 3 SP:Iteration 63Q (4648.754421 sec): 3 clusters Score: Raw -5854421.597908 + Penalty 3692.153836 = -5850729.444072 nChanged 3 SP:Iteration 64Q (4648.912886 sec): 3 clusters Score: Raw -5854422.467711 + Penalty 3692.153836 = -5850730.313874 nChanged 3 SP:Iteration 65Q (4649.059871 sec): 3 clusters Score: Raw -5854423.607222 + Penalty 3692.153836 = -5850731.453386 nChanged 6 SP:Iteration 66Q (4649.211968 sec): 3 clusters Score: Raw -5854426.145943 + Penalty 3692.153836 = -5850733.992107 nChanged 13 SP:Iteration 67Q (4649.367881 sec): 3 clusters Score: Raw -5854433.398518 + Penalty 3692.153836 = -5850741.244681 nChanged 18 SP:Iteration 68Q (4649.511418 sec): 3 clusters Score: Raw -5854446.103621 + Penalty 3692.153836 = -5850753.949785 nChanged 17 SP:Iteration 69Q (4649.669094 sec): 3 clusters Score: Raw -5854454.938420 + Penalty 3692.153836 = -5850762.784583 nChanged 22 SP:Iteration 70Q (4649.824703 sec): 3 clusters Score: Raw -5854463.130932 + Penalty 3692.153836 = -5850770.977096 nChanged 8 SP:Iteration 71Q (4649.970078 sec): 3 clusters Score: Raw -5854466.904485 + Penalty 3692.153836 = -5850774.750649 nChanged 6 SP:Iteration 72Q (4650.126841 sec): 3 clusters Score: Raw -5854468.451519 + Penalty 3692.153836 = -5850776.297683 nChanged 4 SP:Iteration 73Q (4650.273969 sec): 3 clusters Score: Raw -5854469.407601 + Penalty 3692.153836 = -5850777.253764 nChanged 3 SP:Iteration 74Q (4650.430247 sec): 3 clusters Score: Raw -5854470.458068 + Penalty 3692.153836 = -5850778.304232 nChanged 4 SP:Iteration 75Q (4650.563399 sec): 3 clusters Score: Raw -5854471.849640 + Penalty 3692.153836 = -5850779.695804 nChanged 3 SP:Iteration 76Q (4650.697734 sec): 3 clusters Score: Raw -5854472.852397 + Penalty 3692.153836 = -5850780.698561 nChanged 3 SP:Iteration 77Q (4650.844497 sec): 3 clusters Score: Raw -5854473.853700 + Penalty 3692.153836 = -5850781.699864 nChanged 5 SP:Iteration 78Q (4650.985912 sec): 3 clusters Score: Raw -5854475.038867 + Penalty 3692.153836 = -5850782.885031 nChanged 3 SP:Iteration 79Q (4651.128243 sec): 3 clusters Score: Raw -5854475.959291 + Penalty 3692.153836 = -5850783.805455 nChanged 2 SP:Iteration 80F (4651.324569 sec): 3 clusters Score: Raw -5854476.324342 + Penalty 3692.153836 = -5850784.170506 nChanged 0 Trying to split cluster 8 (5829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4651.362350 sec): 2 clusters Score: Raw -373668.558934 + Penalty 1408.972620 = -372259.586314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4651.422273 sec): 3 clusters Score: Raw -370595.314482 + Penalty 2817.945240 = -367777.369242 nChanged 2432 SP:Iteration 1F (4651.465856 sec): 3 clusters Score: Raw -371940.860138 + Penalty 2817.945240 = -369122.914898 nChanged 469 SP:Iteration 2F (4651.535146 sec): 3 clusters Score: Raw -372311.149041 + Penalty 2817.945240 = -369493.203801 nChanged 470 SP:Iteration 3F (4651.590453 sec): 3 clusters Score: Raw -372728.459728 + Penalty 2817.945240 = -369910.514488 nChanged 466 SP:Iteration 4F (4651.641663 sec): 3 clusters Score: Raw -373205.221376 + Penalty 2817.945240 = -370387.276136 nChanged 452 SP:Iteration 5F (4651.693025 sec): 3 clusters Score: Raw -373643.676789 + Penalty 2817.945240 = -370825.731549 nChanged 345 SP:Iteration 6F (4651.758984 sec): 3 clusters Score: Raw -373945.853060 + Penalty 2817.945240 = -371127.907821 nChanged 261 SP:Iteration 7Q (4651.810346 sec): 3 clusters Score: Raw -374165.784910 + Penalty 2817.945240 = -371347.839670 nChanged 186 SP:Iteration 8Q (4651.882576 sec): 3 clusters Score: Raw -374288.545397 + Penalty 2817.945240 = -371470.600157 nChanged 108 SP:Iteration 9Q (4651.942388 sec): 3 clusters Score: Raw -374344.736452 + Penalty 2817.945240 = -371526.791212 nChanged 73 SP:Iteration 10Q (4651.987685 sec): 3 clusters Score: Raw -374384.806375 + Penalty 2817.945240 = -371566.861136 nChanged 54 SP:Iteration 11Q (4652.045099 sec): 3 clusters Score: Raw -374405.701439 + Penalty 2817.945240 = -371587.756200 nChanged 40 SP:Iteration 12Q (4652.114596 sec): 3 clusters Score: Raw -374417.632128 + Penalty 2817.945240 = -371599.686889 nChanged 22 SP:Iteration 13Q (4652.160972 sec): 3 clusters Score: Raw -374423.539051 + Penalty 2817.945240 = -371605.593811 nChanged 18 SP:Iteration 14Q (4652.223516 sec): 3 clusters Score: Raw -374429.362958 + Penalty 2817.945240 = -371611.417719 nChanged 13 SP:Iteration 15Q (4652.285058 sec): 3 clusters Score: Raw -374433.154079 + Penalty 2817.945240 = -371615.208839 nChanged 11 SP:Iteration 16Q (4652.338231 sec): 3 clusters Score: Raw -374436.391302 + Penalty 2817.945240 = -371618.446062 nChanged 9 SP:Iteration 17Q (4652.386141 sec): 3 clusters Score: Raw -374438.580083 + Penalty 2817.945240 = -371620.634843 nChanged 8 SP:Iteration 18Q (4652.445382 sec): 3 clusters Score: Raw -374440.617409 + Penalty 2817.945240 = -371622.672169 nChanged 5 SP:Iteration 19Q (4652.514159 sec): 3 clusters Score: Raw -374442.665191 + Penalty 2817.945240 = -371624.719951 nChanged 8 SP:Iteration 20F (4652.562459 sec): 3 clusters Score: Raw -374445.101687 + Penalty 2817.945240 = -371627.156447 nChanged 5 SP:Iteration 21Q (4652.627632 sec): 3 clusters Score: Raw -374445.822605 + Penalty 2817.945240 = -371627.877365 nChanged 2 SP:Iteration 22Q (4652.679115 sec): 3 clusters Score: Raw -374446.424363 + Penalty 2817.945240 = -371628.479123 nChanged 2 SP:Iteration 23Q (4652.733286 sec): 3 clusters Score: Raw -374447.261394 + Penalty 2817.945240 = -371629.316154 nChanged 5 SP:Iteration 24Q (4652.797044 sec): 3 clusters Score: Raw -374448.690952 + Penalty 2817.945240 = -371630.745713 nChanged 2 SP:Iteration 25Q (4652.850661 sec): 3 clusters Score: Raw -374449.173490 + Penalty 2817.945240 = -371631.228250 nChanged 0 SP:Iteration 26F (4652.914991 sec): 3 clusters Score: Raw -374449.173490 + Penalty 2817.945240 = -371631.228250 nChanged 0 Trying to split cluster 9 (12903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4652.955434 sec): 2 clusters Score: Raw -877956.559073 + Penalty 1538.097457 = -876418.461616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4653.019588 sec): 3 clusters Score: Raw -870490.057564 + Penalty 3076.194914 = -867413.862649 nChanged 5661 SP:Iteration 1F (4653.075544 sec): 3 clusters Score: Raw -873665.210954 + Penalty 3076.194914 = -870589.016039 nChanged 903 SP:Iteration 2F (4653.139380 sec): 3 clusters Score: Raw -874207.295165 + Penalty 3076.194914 = -871131.100251 nChanged 959 SP:Iteration 3F (4653.213962 sec): 3 clusters Score: Raw -874904.898671 + Penalty 3076.194914 = -871828.703757 nChanged 983 SP:Iteration 4F (4653.267196 sec): 3 clusters Score: Raw -875695.164453 + Penalty 3076.194914 = -872618.969539 nChanged 920 SP:Iteration 5F (4653.343314 sec): 3 clusters Score: Raw -876391.783470 + Penalty 3076.194914 = -873315.588556 nChanged 722 SP:Iteration 6F (4653.402323 sec): 3 clusters Score: Raw -876893.309175 + Penalty 3076.194914 = -873817.114260 nChanged 574 SP:Iteration 7Q (4653.469468 sec): 3 clusters Score: Raw -877307.305011 + Penalty 3076.194914 = -874231.110097 nChanged 401 SP:Iteration 8Q (4653.552875 sec): 3 clusters Score: Raw -877601.671736 + Penalty 3076.194914 = -874525.476822 nChanged 288 SP:Iteration 9Q (4653.622316 sec): 3 clusters Score: Raw -877801.326726 + Penalty 3076.194914 = -874725.131812 nChanged 187 SP:Iteration 10Q (4653.688890 sec): 3 clusters Score: Raw -877927.432031 + Penalty 3076.194914 = -874851.237116 nChanged 156 SP:Iteration 11Q (4653.756046 sec): 3 clusters Score: Raw -878029.415623 + Penalty 3076.194914 = -874953.220709 nChanged 138 SP:Iteration 12Q (4653.830127 sec): 3 clusters Score: Raw -878112.232693 + Penalty 3076.194914 = -875036.037778 nChanged 101 SP:Iteration 13Q (4653.901455 sec): 3 clusters Score: Raw -878168.142911 + Penalty 3076.194914 = -875091.947996 nChanged 68 SP:Iteration 14Q (4653.965084 sec): 3 clusters Score: Raw -878198.514045 + Penalty 3076.194914 = -875122.319131 nChanged 56 SP:Iteration 15Q (4654.027971 sec): 3 clusters Score: Raw -878224.571977 + Penalty 3076.194914 = -875148.377063 nChanged 48 SP:Iteration 16Q (4654.105580 sec): 3 clusters Score: Raw -878246.988257 + Penalty 3076.194914 = -875170.793343 nChanged 35 SP:Iteration 17Q (4654.164441 sec): 3 clusters Score: Raw -878263.876220 + Penalty 3076.194914 = -875187.681305 nChanged 25 SP:Iteration 18Q (4654.234055 sec): 3 clusters Score: Raw -878278.175475 + Penalty 3076.194914 = -875201.980561 nChanged 28 SP:Iteration 19Q (4654.305078 sec): 3 clusters Score: Raw -878293.864373 + Penalty 3076.194914 = -875217.669459 nChanged 29 SP:Iteration 20F (4654.365029 sec): 3 clusters Score: Raw -878304.843622 + Penalty 3076.194914 = -875228.648707 nChanged 17 SP:Iteration 21Q (4654.442152 sec): 3 clusters Score: Raw -878310.932823 + Penalty 3076.194914 = -875234.737909 nChanged 14 SP:Iteration 22Q (4654.505926 sec): 3 clusters Score: Raw -878316.434100 + Penalty 3076.194914 = -875240.239186 nChanged 12 SP:Iteration 23Q (4654.574416 sec): 3 clusters Score: Raw -878320.534817 + Penalty 3076.194914 = -875244.339902 nChanged 8 SP:Iteration 24Q (4654.630411 sec): 3 clusters Score: Raw -878322.411259 + Penalty 3076.194914 = -875246.216344 nChanged 3 SP:Iteration 25Q (4654.697110 sec): 3 clusters Score: Raw -878323.504788 + Penalty 3076.194914 = -875247.309874 nChanged 2 SP:Iteration 26Q (4654.768318 sec): 3 clusters Score: Raw -878324.205038 + Penalty 3076.194914 = -875248.010124 nChanged 1 SP:Iteration 27Q (4654.836374 sec): 3 clusters Score: Raw -878324.284921 + Penalty 3076.194914 = -875248.090007 nChanged 0 SP:Iteration 28F (4654.907357 sec): 3 clusters Score: Raw -878324.284921 + Penalty 3076.194914 = -875248.090007 nChanged 0 Trying to split cluster 10 (77117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4655.022168 sec): 2 clusters Score: Raw -5298919.047090 + Penalty 1828.625342 = -5297090.421748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4655.212885 sec): 3 clusters Score: Raw -5249103.960728 + Penalty 3657.250684 = -5245446.710044 nChanged 36757 SP:Iteration 1F (4655.382650 sec): 3 clusters Score: Raw -5270357.681016 + Penalty 3657.250684 = -5266700.430332 nChanged 2825 SP:Iteration 2Q (4655.559887 sec): 3 clusters Score: Raw -5271174.519748 + Penalty 3657.250684 = -5267517.269064 nChanged 3237 SP:Iteration 3Q (4655.751476 sec): 3 clusters Score: Raw -5272402.844037 + Penalty 3657.250684 = -5268745.593353 nChanged 4139 SP:Iteration 4F (4655.938635 sec): 3 clusters Score: Raw -5274499.372276 + Penalty 3657.250684 = -5270842.121592 nChanged 5289 SP:Iteration 5F (4656.116864 sec): 3 clusters Score: Raw -5277998.028869 + Penalty 3657.250684 = -5274340.778184 nChanged 6530 SP:Iteration 6F (4656.283964 sec): 3 clusters Score: Raw -5283415.730876 + Penalty 3657.250684 = -5279758.480192 nChanged 6706 SP:Iteration 7F (4656.459784 sec): 3 clusters Score: Raw -5289888.707268 + Penalty 3657.250684 = -5286231.456584 nChanged 5212 SP:Iteration 8F (4656.631710 sec): 3 clusters Score: Raw -5295142.539856 + Penalty 3657.250684 = -5291485.289172 nChanged 2763 SP:Iteration 9Q (4656.797370 sec): 3 clusters Score: Raw -5297784.371487 + Penalty 3657.250684 = -5294127.120803 nChanged 1065 SP:Iteration 10Q (4656.971283 sec): 3 clusters Score: Raw -5298683.261462 + Penalty 3657.250684 = -5295026.010778 nChanged 373 SP:Iteration 11Q (4657.128841 sec): 3 clusters Score: Raw -5298989.334776 + Penalty 3657.250684 = -5295332.084091 nChanged 149 SP:Iteration 12Q (4657.291152 sec): 3 clusters Score: Raw -5299123.526837 + Penalty 3657.250684 = -5295466.276152 nChanged 62 SP:Iteration 13Q (4657.445537 sec): 3 clusters Score: Raw -5299184.991521 + Penalty 3657.250684 = -5295527.740837 nChanged 46 SP:Iteration 14Q (4657.574957 sec): 3 clusters Score: Raw -5299227.134070 + Penalty 3657.250684 = -5295569.883386 nChanged 31 SP:Iteration 15Q (4657.720599 sec): 3 clusters Score: Raw -5299251.464206 + Penalty 3657.250684 = -5295594.213522 nChanged 16 SP:Iteration 16Q (4657.877247 sec): 3 clusters Score: Raw -5299262.534069 + Penalty 3657.250684 = -5295605.283385 nChanged 7 SP:Iteration 17Q (4658.016989 sec): 3 clusters Score: Raw -5299266.953426 + Penalty 3657.250684 = -5295609.702742 nChanged 5 SP:Iteration 18Q (4658.154915 sec): 3 clusters Score: Raw -5299269.264127 + Penalty 3657.250684 = -5295612.013443 nChanged 2 SP:Iteration 19Q (4658.295044 sec): 3 clusters Score: Raw -5299270.268397 + Penalty 3657.250684 = -5295613.017713 nChanged 1 SP:Iteration 20F (4658.474159 sec): 3 clusters Score: Raw -5299270.694211 + Penalty 3657.250684 = -5295613.443527 nChanged 1 SP:Iteration 21Q (4658.626108 sec): 3 clusters Score: Raw -5299271.480941 + Penalty 3657.250684 = -5295614.230257 nChanged 2 SP:Iteration 22Q (4658.768396 sec): 3 clusters Score: Raw -5299273.132540 + Penalty 3657.250684 = -5295615.881856 nChanged 2 SP:Iteration 23Q (4658.913514 sec): 3 clusters Score: Raw -5299274.043192 + Penalty 3657.250684 = -5295616.792508 nChanged 4 SP:Iteration 24Q (4659.051304 sec): 3 clusters Score: Raw -5299275.906535 + Penalty 3657.250684 = -5295618.655851 nChanged 3 SP:Iteration 25Q (4659.190365 sec): 3 clusters Score: Raw -5299277.599646 + Penalty 3657.250684 = -5295620.348962 nChanged 3 SP:Iteration 26Q (4659.329656 sec): 3 clusters Score: Raw -5299279.738089 + Penalty 3657.250684 = -5295622.487404 nChanged 2 SP:Iteration 27Q (4659.478448 sec): 3 clusters Score: Raw -5299280.683029 + Penalty 3657.250684 = -5295623.432345 nChanged 3 SP:Iteration 28Q (4659.629004 sec): 3 clusters Score: Raw -5299283.543813 + Penalty 3657.250684 = -5295626.293129 nChanged 5 SP:Iteration 29Q (4659.787973 sec): 3 clusters Score: Raw -5299287.556596 + Penalty 3657.250684 = -5295630.305912 nChanged 2 SP:Iteration 30Q (4659.965234 sec): 3 clusters Score: Raw -5299289.178373 + Penalty 3657.250684 = -5295631.927689 nChanged 1 SP:Iteration 31Q (4660.114345 sec): 3 clusters Score: Raw -5299289.724358 + Penalty 3657.250684 = -5295632.473674 nChanged 2 SP:Iteration 32Q (4660.253241 sec): 3 clusters Score: Raw -5299291.916642 + Penalty 3657.250684 = -5295634.665958 nChanged 1 SP:Iteration 33Q (4660.412860 sec): 3 clusters Score: Raw -5299292.704780 + Penalty 3657.250684 = -5295635.454096 nChanged 4 SP:Iteration 34Q (4660.559109 sec): 3 clusters Score: Raw -5299296.153774 + Penalty 3657.250684 = -5295638.903090 nChanged 1 SP:Iteration 35Q (4660.706445 sec): 3 clusters Score: Raw -5299296.383727 + Penalty 3657.250684 = -5295639.133043 nChanged 1 SP:Iteration 36Q (4660.848089 sec): 3 clusters Score: Raw -5299296.690316 + Penalty 3657.250684 = -5295639.439632 nChanged 0 SP:Iteration 37F (4660.998680 sec): 3 clusters Score: Raw -5299296.690316 + Penalty 3657.250684 = -5295639.439632 nChanged 0 Trying to split cluster 11 (2586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4661.030961 sec): 2 clusters Score: Raw -167611.648936 + Penalty 1276.903478 = -166334.745458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4661.071219 sec): 3 clusters Score: Raw -166444.180741 + Penalty 2553.806957 = -163890.373784 nChanged 979 SP:Iteration 1F (4661.110233 sec): 3 clusters Score: Raw -167096.549211 + Penalty 2553.806957 = -164542.742254 nChanged 235 SP:Iteration 2F (4661.170609 sec): 3 clusters Score: Raw -167274.819467 + Penalty 2553.806957 = -164721.012510 nChanged 149 SP:Iteration 3F (4661.215464 sec): 3 clusters Score: Raw -167397.110928 + Penalty 2553.806957 = -164843.303971 nChanged 128 SP:Iteration 4Q (4661.258840 sec): 3 clusters Score: Raw -167506.264009 + Penalty 2553.806957 = -164952.457052 nChanged 109 SP:Iteration 5Q (4661.302559 sec): 3 clusters Score: Raw -167605.160076 + Penalty 2553.806957 = -165051.353119 nChanged 115 SP:Iteration 6Q (4661.364123 sec): 3 clusters Score: Raw -167707.145639 + Penalty 2553.806957 = -165153.338683 nChanged 88 SP:Iteration 7Q (4661.407371 sec): 3 clusters Score: Raw -167790.553671 + Penalty 2553.806957 = -165236.746714 nChanged 83 SP:Iteration 8Q (4661.447733 sec): 3 clusters Score: Raw -167876.542822 + Penalty 2553.806957 = -165322.735865 nChanged 82 SP:Iteration 9Q (4661.511280 sec): 3 clusters Score: Raw -167971.463649 + Penalty 2553.806957 = -165417.656693 nChanged 65 SP:Iteration 10Q (4661.552577 sec): 3 clusters Score: Raw -168030.723516 + Penalty 2553.806957 = -165476.916559 nChanged 55 SP:Iteration 11Q (4661.618346 sec): 3 clusters Score: Raw -168072.297923 + Penalty 2553.806957 = -165518.490967 nChanged 45 SP:Iteration 12Q (4661.656519 sec): 3 clusters Score: Raw -168097.267839 + Penalty 2553.806957 = -165543.460882 nChanged 23 SP:Iteration 13Q (4661.706462 sec): 3 clusters Score: Raw -168112.132210 + Penalty 2553.806957 = -165558.325253 nChanged 19 SP:Iteration 14Q (4661.759880 sec): 3 clusters Score: Raw -168124.241055 + Penalty 2553.806957 = -165570.434099 nChanged 15 SP:Iteration 15Q (4661.817876 sec): 3 clusters Score: Raw -168133.063106 + Penalty 2553.806957 = -165579.256150 nChanged 8 SP:Iteration 16Q (4661.874689 sec): 3 clusters Score: Raw -168136.705727 + Penalty 2553.806957 = -165582.898770 nChanged 7 SP:Iteration 17Q (4661.911947 sec): 3 clusters Score: Raw -168139.590222 + Penalty 2553.806957 = -165585.783265 nChanged 7 SP:Iteration 18Q (4661.961002 sec): 3 clusters Score: Raw -168142.566349 + Penalty 2553.806957 = -165588.759392 nChanged 12 SP:Iteration 19Q (4662.008442 sec): 3 clusters Score: Raw -168146.903461 + Penalty 2553.806957 = -165593.096505 nChanged 6 SP:Iteration 20F (4662.063805 sec): 3 clusters Score: Raw -168148.458521 + Penalty 2553.806957 = -165594.651565 nChanged 2 SP:Iteration 21Q (4662.109373 sec): 3 clusters Score: Raw -168149.237957 + Penalty 2553.806957 = -165595.431000 nChanged 0 SP:Iteration 22F (4662.149283 sec): 3 clusters Score: Raw -168149.237957 + Penalty 2553.806957 = -165595.431000 nChanged 0 Trying to split cluster 12 (6388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4662.184921 sec): 2 clusters Score: Raw -425128.457657 + Penalty 1423.853683 = -423704.603974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4662.235368 sec): 3 clusters Score: Raw -421661.025295 + Penalty 2847.707366 = -418813.317929 nChanged 2655 SP:Iteration 1F (4662.286095 sec): 3 clusters Score: Raw -423111.218953 + Penalty 2847.707366 = -420263.511588 nChanged 435 SP:Iteration 2F (4662.345934 sec): 3 clusters Score: Raw -423303.557961 + Penalty 2847.707366 = -420455.850595 nChanged 301 SP:Iteration 3Q (4662.394131 sec): 3 clusters Score: Raw -423433.798839 + Penalty 2847.707366 = -420586.091474 nChanged 256 SP:Iteration 4Q (4662.461176 sec): 3 clusters Score: Raw -423542.180802 + Penalty 2847.707366 = -420694.473437 nChanged 220 SP:Iteration 5Q (4662.515873 sec): 3 clusters Score: Raw -423626.875552 + Penalty 2847.707366 = -420779.168186 nChanged 191 SP:Iteration 6Q (4662.568031 sec): 3 clusters Score: Raw -423708.361957 + Penalty 2847.707366 = -420860.654591 nChanged 180 SP:Iteration 7Q (4662.633450 sec): 3 clusters Score: Raw -423774.972470 + Penalty 2847.707366 = -420927.265105 nChanged 178 SP:Iteration 8Q (4662.681019 sec): 3 clusters Score: Raw -423844.791887 + Penalty 2847.707366 = -420997.084521 nChanged 198 SP:Iteration 9Q (4662.743216 sec): 3 clusters Score: Raw -423941.650509 + Penalty 2847.707366 = -421093.943143 nChanged 219 SP:Iteration 10Q (4662.811168 sec): 3 clusters Score: Raw -424064.846372 + Penalty 2847.707366 = -421217.139006 nChanged 230 SP:Iteration 11Q (4662.848871 sec): 3 clusters Score: Raw -424212.298632 + Penalty 2847.707366 = -421364.591267 nChanged 249 SP:Iteration 12Q (4662.912127 sec): 3 clusters Score: Raw -424391.386576 + Penalty 2847.707366 = -421543.679210 nChanged 246 SP:Iteration 13Q (4662.958857 sec): 3 clusters Score: Raw -424587.619045 + Penalty 2847.707366 = -421739.911680 nChanged 242 SP:Iteration 14Q (4663.021042 sec): 3 clusters Score: Raw -424816.720427 + Penalty 2847.707366 = -421969.013062 nChanged 221 SP:Iteration 15Q (4663.065516 sec): 3 clusters Score: Raw -425032.290444 + Penalty 2847.707366 = -422184.583078 nChanged 185 SP:Iteration 16Q (4663.117847 sec): 3 clusters Score: Raw -425204.238115 + Penalty 2847.707366 = -422356.530750 nChanged 129 SP:Iteration 17Q (4663.177641 sec): 3 clusters Score: Raw -425298.664068 + Penalty 2847.707366 = -422450.956702 nChanged 109 SP:Iteration 18Q (4663.224411 sec): 3 clusters Score: Raw -425375.224074 + Penalty 2847.707366 = -422527.516708 nChanged 86 SP:Iteration 19Q (4663.266529 sec): 3 clusters Score: Raw -425435.231958 + Penalty 2847.707366 = -422587.524592 nChanged 72 SP:Iteration 20F (4663.316499 sec): 3 clusters Score: Raw -425486.865673 + Penalty 2847.707366 = -422639.158307 nChanged 56 SP:Iteration 21Q (4663.371115 sec): 3 clusters Score: Raw -425524.329929 + Penalty 2847.707366 = -422676.622564 nChanged 35 SP:Iteration 22Q (4663.417481 sec): 3 clusters Score: Raw -425547.163152 + Penalty 2847.707366 = -422699.455786 nChanged 30 SP:Iteration 23Q (4663.475166 sec): 3 clusters Score: Raw -425564.161345 + Penalty 2847.707366 = -422716.453980 nChanged 25 SP:Iteration 24Q (4663.517915 sec): 3 clusters Score: Raw -425578.030818 + Penalty 2847.707366 = -422730.323452 nChanged 26 SP:Iteration 25Q (4663.562855 sec): 3 clusters Score: Raw -425591.008361 + Penalty 2847.707366 = -422743.300996 nChanged 18 SP:Iteration 26Q (4663.625205 sec): 3 clusters Score: Raw -425597.841947 + Penalty 2847.707366 = -422750.134581 nChanged 13 SP:Iteration 27Q (4663.681104 sec): 3 clusters Score: Raw -425604.017916 + Penalty 2847.707366 = -422756.310550 nChanged 10 SP:Iteration 28Q (4663.737508 sec): 3 clusters Score: Raw -425608.473483 + Penalty 2847.707366 = -422760.766117 nChanged 9 SP:Iteration 29Q (4663.781755 sec): 3 clusters Score: Raw -425612.438633 + Penalty 2847.707366 = -422764.731268 nChanged 11 SP:Iteration 30Q (4663.832004 sec): 3 clusters Score: Raw -425617.518886 + Penalty 2847.707366 = -422769.811520 nChanged 17 SP:Iteration 31Q (4663.886320 sec): 3 clusters Score: Raw -425629.204799 + Penalty 2847.707366 = -422781.497433 nChanged 23 SP:Iteration 32Q (4663.941385 sec): 3 clusters Score: Raw -425640.223514 + Penalty 2847.707366 = -422792.516148 nChanged 13 SP:Iteration 33Q (4663.998962 sec): 3 clusters Score: Raw -425644.461076 + Penalty 2847.707366 = -422796.753710 nChanged 3 SP:Iteration 34Q (4664.045517 sec): 3 clusters Score: Raw -425645.131360 + Penalty 2847.707366 = -422797.423995 nChanged 1 SP:Iteration 35Q (4664.104932 sec): 3 clusters Score: Raw -425645.412271 + Penalty 2847.707366 = -422797.704906 nChanged 0 SP:Iteration 36F (4664.166218 sec): 3 clusters Score: Raw -425645.412271 + Penalty 2847.707366 = -422797.704906 nChanged 0 Trying to split cluster 13 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4664.179774 sec): 2 clusters Score: Raw -17473.172412 + Penalty 978.416294 = -16494.756118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4664.221754 sec): 3 clusters Score: Raw -17518.810879 + Penalty 1956.832589 = -15561.978291 nChanged 97 SP:Iteration 1F (4664.275320 sec): 3 clusters Score: Raw -17685.487595 + Penalty 1956.832589 = -15728.655007 nChanged 27 SP:Iteration 2F (4664.315131 sec): 3 clusters Score: Raw -17748.040557 + Penalty 1956.832589 = -15791.207968 nChanged 17 SP:Iteration 3Q (4664.351386 sec): 3 clusters Score: Raw -17788.800858 + Penalty 1956.832589 = -15831.968269 nChanged 9 SP:Iteration 4Q (4664.398106 sec): 3 clusters Score: Raw -17810.201200 + Penalty 1956.832589 = -15853.368611 nChanged 7 SP:Iteration 5Q (4664.447765 sec): 3 clusters Score: Raw -17834.078474 + Penalty 1956.832589 = -15877.245885 nChanged 9 SP:Iteration 6Q (4664.492376 sec): 3 clusters Score: Raw -17847.735551 + Penalty 1956.832589 = -15890.902962 nChanged 2 SP:Iteration 7Q (4664.534508 sec): 3 clusters Score: Raw -17856.400717 + Penalty 1956.832589 = -15899.568129 nChanged 2 SP:Iteration 8Q (4664.574089 sec): 3 clusters Score: Raw -17860.310041 + Penalty 1956.832589 = -15903.477453 nChanged 0 SP:Iteration 9F (4664.623641 sec): 3 clusters Score: Raw -17860.310041 + Penalty 1956.832589 = -15903.477453 nChanged 0 Trying to split cluster 14 (55036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4664.715635 sec): 2 clusters Score: Raw -3542189.352611 + Penalty 1773.808204 = -3540415.544406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4664.851835 sec): 3 clusters Score: Raw -3507111.779126 + Penalty 3547.616409 = -3503564.162717 nChanged 25990 SP:Iteration 1F (4664.980234 sec): 3 clusters Score: Raw -3521976.299705 + Penalty 3547.616409 = -3518428.683296 nChanged 2246 SP:Iteration 2Q (4665.116715 sec): 3 clusters Score: Raw -3522703.216228 + Penalty 3547.616409 = -3519155.599819 nChanged 2483 SP:Iteration 3Q (4665.251454 sec): 3 clusters Score: Raw -3523665.345646 + Penalty 3547.616409 = -3520117.729238 nChanged 2777 SP:Iteration 4F (4665.376280 sec): 3 clusters Score: Raw -3525028.886367 + Penalty 3547.616409 = -3521481.269958 nChanged 3221 SP:Iteration 5F (4665.503955 sec): 3 clusters Score: Raw -3526952.864115 + Penalty 3547.616409 = -3523405.247706 nChanged 3570 SP:Iteration 6F (4665.639510 sec): 3 clusters Score: Raw -3529460.172217 + Penalty 3547.616409 = -3525912.555808 nChanged 3650 SP:Iteration 7F (4665.778090 sec): 3 clusters Score: Raw -3532460.058522 + Penalty 3547.616409 = -3528912.442113 nChanged 3379 SP:Iteration 8F (4665.915052 sec): 3 clusters Score: Raw -3535394.912820 + Penalty 3547.616409 = -3531847.296411 nChanged 2753 SP:Iteration 9F (4666.052796 sec): 3 clusters Score: Raw -3537589.384138 + Penalty 3547.616409 = -3534041.767729 nChanged 1997 SP:Iteration 10Q (4666.178367 sec): 3 clusters Score: Raw -3538722.586590 + Penalty 3547.616409 = -3535174.970182 nChanged 1308 SP:Iteration 11Q (4666.298779 sec): 3 clusters Score: Raw -3539254.306219 + Penalty 3547.616409 = -3535706.689811 nChanged 837 SP:Iteration 12Q (4666.434473 sec): 3 clusters Score: Raw -3539522.985788 + Penalty 3547.616409 = -3535975.369379 nChanged 615 SP:Iteration 13Q (4666.579541 sec): 3 clusters Score: Raw -3539702.052596 + Penalty 3547.616409 = -3536154.436188 nChanged 511 SP:Iteration 14Q (4666.726027 sec): 3 clusters Score: Raw -3539842.694908 + Penalty 3547.616409 = -3536295.078500 nChanged 478 SP:Iteration 15Q (4666.856524 sec): 3 clusters Score: Raw -3539968.716019 + Penalty 3547.616409 = -3536421.099611 nChanged 441 SP:Iteration 16Q (4666.981625 sec): 3 clusters Score: Raw -3540078.667026 + Penalty 3547.616409 = -3536531.050617 nChanged 408 SP:Iteration 17Q (4667.119627 sec): 3 clusters Score: Raw -3540182.694239 + Penalty 3547.616409 = -3536635.077831 nChanged 405 SP:Iteration 18Q (4667.259118 sec): 3 clusters Score: Raw -3540298.853162 + Penalty 3547.616409 = -3536751.236754 nChanged 438 SP:Iteration 19Q (4667.385515 sec): 3 clusters Score: Raw -3540416.964501 + Penalty 3547.616409 = -3536869.348093 nChanged 400 SP:Iteration 20F (4667.524228 sec): 3 clusters Score: Raw -3540520.060215 + Penalty 3547.616409 = -3536972.443807 nChanged 401 SP:Iteration 21Q (4667.654054 sec): 3 clusters Score: Raw -3540627.528321 + Penalty 3547.616409 = -3537079.911912 nChanged 380 SP:Iteration 22Q (4667.781851 sec): 3 clusters Score: Raw -3540728.046564 + Penalty 3547.616409 = -3537180.430156 nChanged 376 SP:Iteration 23Q (4667.913844 sec): 3 clusters Score: Raw -3540830.675002 + Penalty 3547.616409 = -3537283.058593 nChanged 389 SP:Iteration 24Q (4668.049020 sec): 3 clusters Score: Raw -3540938.456632 + Penalty 3547.616409 = -3537390.840223 nChanged 374 SP:Iteration 25Q (4668.176942 sec): 3 clusters Score: Raw -3541043.119566 + Penalty 3547.616409 = -3537495.503158 nChanged 358 SP:Iteration 26Q (4668.301945 sec): 3 clusters Score: Raw -3541153.659882 + Penalty 3547.616409 = -3537606.043474 nChanged 389 SP:Iteration 27Q (4668.431469 sec): 3 clusters Score: Raw -3541291.990604 + Penalty 3547.616409 = -3537744.374196 nChanged 412 SP:Iteration 28Q (4668.554304 sec): 3 clusters Score: Raw -3541435.371553 + Penalty 3547.616409 = -3537887.755144 nChanged 374 SP:Iteration 29Q (4668.688423 sec): 3 clusters Score: Raw -3541554.729095 + Penalty 3547.616409 = -3538007.112686 nChanged 334 SP:Iteration 30Q (4668.819311 sec): 3 clusters Score: Raw -3541653.973368 + Penalty 3547.616409 = -3538106.356959 nChanged 295 SP:Iteration 31Q (4668.944396 sec): 3 clusters Score: Raw -3541748.242451 + Penalty 3547.616409 = -3538200.626042 nChanged 298 SP:Iteration 32Q (4669.061190 sec): 3 clusters Score: Raw -3541842.569150 + Penalty 3547.616409 = -3538294.952742 nChanged 268 SP:Iteration 33Q (4669.195584 sec): 3 clusters Score: Raw -3541931.742044 + Penalty 3547.616409 = -3538384.125636 nChanged 249 SP:Iteration 34Q (4669.311670 sec): 3 clusters Score: Raw -3542004.493029 + Penalty 3547.616409 = -3538456.876620 nChanged 221 SP:Iteration 35Q (4669.431893 sec): 3 clusters Score: Raw -3542076.629919 + Penalty 3547.616409 = -3538529.013511 nChanged 198 SP:Iteration 36Q (4669.566855 sec): 3 clusters Score: Raw -3542146.424484 + Penalty 3547.616409 = -3538598.808075 nChanged 206 SP:Iteration 37Q (4669.694292 sec): 3 clusters Score: Raw -3542222.113434 + Penalty 3547.616409 = -3538674.497026 nChanged 195 SP:Iteration 38Q (4669.825748 sec): 3 clusters Score: Raw -3542293.822664 + Penalty 3547.616409 = -3538746.206255 nChanged 171 SP:Iteration 39Q (4669.960284 sec): 3 clusters Score: Raw -3542354.874712 + Penalty 3547.616409 = -3538807.258304 nChanged 151 SP:Iteration 40F (4670.104094 sec): 3 clusters Score: Raw -3542404.127892 + Penalty 3547.616409 = -3538856.511483 nChanged 120 SP:Iteration 41Q (4670.220019 sec): 3 clusters Score: Raw -3542440.770331 + Penalty 3547.616409 = -3538893.153922 nChanged 104 SP:Iteration 42Q (4670.352597 sec): 3 clusters Score: Raw -3542479.988180 + Penalty 3547.616409 = -3538932.371772 nChanged 103 SP:Iteration 43Q (4670.478167 sec): 3 clusters Score: Raw -3542516.593283 + Penalty 3547.616409 = -3538968.976874 nChanged 78 SP:Iteration 44Q (4670.603004 sec): 3 clusters Score: Raw -3542539.452216 + Penalty 3547.616409 = -3538991.835807 nChanged 58 SP:Iteration 45Q (4670.727752 sec): 3 clusters Score: Raw -3542553.390535 + Penalty 3547.616409 = -3539005.774126 nChanged 36 SP:Iteration 46Q (4670.844647 sec): 3 clusters Score: Raw -3542563.699613 + Penalty 3547.616409 = -3539016.083205 nChanged 44 SP:Iteration 47Q (4670.952696 sec): 3 clusters Score: Raw -3542577.409844 + Penalty 3547.616409 = -3539029.793435 nChanged 38 SP:Iteration 48Q (4671.079878 sec): 3 clusters Score: Raw -3542587.034902 + Penalty 3547.616409 = -3539039.418493 nChanged 28 SP:Iteration 49Q (4671.173448 sec): 3 clusters Score: Raw -3542594.369219 + Penalty 3547.616409 = -3539046.752810 nChanged 27 SP:Iteration 50Q (4671.279772 sec): 3 clusters Score: Raw -3542600.406338 + Penalty 3547.616409 = -3539052.789930 nChanged 21 SP:Iteration 51Q (4671.390014 sec): 3 clusters Score: Raw -3542605.573094 + Penalty 3547.616409 = -3539057.956685 nChanged 18 SP:Iteration 52Q (4671.496707 sec): 3 clusters Score: Raw -3542609.402361 + Penalty 3547.616409 = -3539061.785952 nChanged 12 SP:Iteration 53Q (4671.601503 sec): 3 clusters Score: Raw -3542611.607991 + Penalty 3547.616409 = -3539063.991582 nChanged 12 SP:Iteration 54Q (4671.713178 sec): 3 clusters Score: Raw -3542613.912628 + Penalty 3547.616409 = -3539066.296220 nChanged 9 SP:Iteration 55Q (4671.824567 sec): 3 clusters Score: Raw -3542615.728859 + Penalty 3547.616409 = -3539068.112451 nChanged 9 SP:Iteration 56Q (4671.962464 sec): 3 clusters Score: Raw -3542617.258156 + Penalty 3547.616409 = -3539069.641748 nChanged 11 SP:Iteration 57Q (4672.083387 sec): 3 clusters Score: Raw -3542619.622596 + Penalty 3547.616409 = -3539072.006187 nChanged 4 SP:Iteration 58Q (4672.200172 sec): 3 clusters Score: Raw -3542620.296384 + Penalty 3547.616409 = -3539072.679975 nChanged 3 SP:Iteration 59Q (4672.317745 sec): 3 clusters Score: Raw -3542621.114742 + Penalty 3547.616409 = -3539073.498333 nChanged 3 SP:Iteration 60F (4672.460383 sec): 3 clusters Score: Raw -3542621.734731 + Penalty 3547.616409 = -3539074.118323 nChanged 3 SP:Iteration 61Q (4672.588679 sec): 3 clusters Score: Raw -3542622.087611 + Penalty 3547.616409 = -3539074.471202 nChanged 1 SP:Iteration 62Q (4672.712309 sec): 3 clusters Score: Raw -3542622.208607 + Penalty 3547.616409 = -3539074.592199 nChanged 1 SP:Iteration 63Q (4672.832744 sec): 3 clusters Score: Raw -3542622.358847 + Penalty 3547.616409 = -3539074.742439 nChanged 1 SP:Iteration 64Q (4672.966030 sec): 3 clusters Score: Raw -3542622.657792 + Penalty 3547.616409 = -3539075.041383 nChanged 2 SP:Iteration 65Q (4673.086474 sec): 3 clusters Score: Raw -3542622.950201 + Penalty 3547.616409 = -3539075.333792 nChanged 2 SP:Iteration 66Q (4673.210402 sec): 3 clusters Score: Raw -3542623.465738 + Penalty 3547.616409 = -3539075.849330 nChanged 3 SP:Iteration 67Q (4673.330019 sec): 3 clusters Score: Raw -3542624.287379 + Penalty 3547.616409 = -3539076.670970 nChanged 4 SP:Iteration 68Q (4673.449476 sec): 3 clusters Score: Raw -3542624.699299 + Penalty 3547.616409 = -3539077.082891 nChanged 2 SP:Iteration 69Q (4673.573105 sec): 3 clusters Score: Raw -3542624.969757 + Penalty 3547.616409 = -3539077.353349 nChanged 2 SP:Iteration 70Q (4673.692092 sec): 3 clusters Score: Raw -3542625.626582 + Penalty 3547.616409 = -3539078.010174 nChanged 3 SP:Iteration 71Q (4673.828673 sec): 3 clusters Score: Raw -3542626.936588 + Penalty 3547.616409 = -3539079.320180 nChanged 5 SP:Iteration 72Q (4673.951788 sec): 3 clusters Score: Raw -3542627.873666 + Penalty 3547.616409 = -3539080.257257 nChanged 2 SP:Iteration 73Q (4674.077963 sec): 3 clusters Score: Raw -3542629.035845 + Penalty 3547.616409 = -3539081.419437 nChanged 8 SP:Iteration 74Q (4674.195500 sec): 3 clusters Score: Raw -3542631.227721 + Penalty 3547.616409 = -3539083.611312 nChanged 8 SP:Iteration 75Q (4674.310289 sec): 3 clusters Score: Raw -3542632.800006 + Penalty 3547.616409 = -3539085.183598 nChanged 6 SP:Iteration 76Q (4674.432881 sec): 3 clusters Score: Raw -3542634.749239 + Penalty 3547.616409 = -3539087.132830 nChanged 10 SP:Iteration 77Q (4674.551843 sec): 3 clusters Score: Raw -3542637.120965 + Penalty 3547.616409 = -3539089.504557 nChanged 8 SP:Iteration 78Q (4674.666706 sec): 3 clusters Score: Raw -3542639.035667 + Penalty 3547.616409 = -3539091.419259 nChanged 8 SP:Iteration 79Q (4674.797728 sec): 3 clusters Score: Raw -3542640.509305 + Penalty 3547.616409 = -3539092.892897 nChanged 7 SP:Iteration 80F (4674.937884 sec): 3 clusters Score: Raw -3542642.446655 + Penalty 3547.616409 = -3539094.830246 nChanged 6 SP:Iteration 81Q (4675.045632 sec): 3 clusters Score: Raw -3542644.500234 + Penalty 3547.616409 = -3539096.883825 nChanged 5 SP:Iteration 82Q (4675.165983 sec): 3 clusters Score: Raw -3542645.301000 + Penalty 3547.616409 = -3539097.684592 nChanged 1 SP:Iteration 83Q (4675.284780 sec): 3 clusters Score: Raw -3542645.495543 + Penalty 3547.616409 = -3539097.879134 nChanged 1 SP:Iteration 84Q (4675.399434 sec): 3 clusters Score: Raw -3542645.583833 + Penalty 3547.616409 = -3539097.967425 nChanged 0 SP:Iteration 85F (4675.536488 sec): 3 clusters Score: Raw -3542645.583833 + Penalty 3547.616409 = -3539097.967425 nChanged 0 Trying to split cluster 15 (11509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4675.586093 sec): 2 clusters Score: Raw -773824.445726 + Penalty 1519.518750 = -772304.926976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4675.654055 sec): 3 clusters Score: Raw -767279.848420 + Penalty 3039.037501 = -764240.810920 nChanged 4983 SP:Iteration 1F (4675.723029 sec): 3 clusters Score: Raw -770062.448139 + Penalty 3039.037501 = -767023.410639 nChanged 723 SP:Iteration 2F (4675.779777 sec): 3 clusters Score: Raw -770440.146879 + Penalty 3039.037501 = -767401.109379 nChanged 679 SP:Iteration 3F (4675.848229 sec): 3 clusters Score: Raw -770857.821235 + Penalty 3039.037501 = -767818.783735 nChanged 647 SP:Iteration 4F (4675.922052 sec): 3 clusters Score: Raw -771255.230050 + Penalty 3039.037501 = -768216.192549 nChanged 598 SP:Iteration 5F (4675.987378 sec): 3 clusters Score: Raw -771623.562080 + Penalty 3039.037501 = -768584.524579 nChanged 607 SP:Iteration 6F (4676.049657 sec): 3 clusters Score: Raw -772003.846058 + Penalty 3039.037501 = -768964.808557 nChanged 576 SP:Iteration 7F (4676.107239 sec): 3 clusters Score: Raw -772383.887966 + Penalty 3039.037501 = -769344.850465 nChanged 525 SP:Iteration 8Q (4676.184285 sec): 3 clusters Score: Raw -772752.713718 + Penalty 3039.037501 = -769713.676218 nChanged 503 SP:Iteration 9Q (4676.246982 sec): 3 clusters Score: Raw -773100.106686 + Penalty 3039.037501 = -770061.069186 nChanged 448 SP:Iteration 10Q (4676.308634 sec): 3 clusters Score: Raw -773384.709485 + Penalty 3039.037501 = -770345.671985 nChanged 326 SP:Iteration 11Q (4676.378437 sec): 3 clusters Score: Raw -773585.013884 + Penalty 3039.037501 = -770545.976383 nChanged 250 SP:Iteration 12Q (4676.435912 sec): 3 clusters Score: Raw -773733.168224 + Penalty 3039.037501 = -770694.130724 nChanged 213 SP:Iteration 13Q (4676.500769 sec): 3 clusters Score: Raw -773854.923490 + Penalty 3039.037501 = -770815.885989 nChanged 178 SP:Iteration 14Q (4676.569187 sec): 3 clusters Score: Raw -773947.601842 + Penalty 3039.037501 = -770908.564342 nChanged 162 SP:Iteration 15Q (4676.626580 sec): 3 clusters Score: Raw -774010.770196 + Penalty 3039.037501 = -770971.732696 nChanged 109 SP:Iteration 16Q (4676.686143 sec): 3 clusters Score: Raw -774047.435067 + Penalty 3039.037501 = -771008.397567 nChanged 86 SP:Iteration 17Q (4676.754465 sec): 3 clusters Score: Raw -774068.158092 + Penalty 3039.037501 = -771029.120592 nChanged 67 SP:Iteration 18Q (4676.802309 sec): 3 clusters Score: Raw -774082.194894 + Penalty 3039.037501 = -771043.157393 nChanged 55 SP:Iteration 19Q (4676.861568 sec): 3 clusters Score: Raw -774094.728823 + Penalty 3039.037501 = -771055.691323 nChanged 42 SP:Iteration 20F (4676.900924 sec): 3 clusters Score: Raw -774100.938572 + Penalty 3039.037501 = -771061.901071 nChanged 32 SP:Iteration 21Q (4676.963171 sec): 3 clusters Score: Raw -774105.978873 + Penalty 3039.037501 = -771066.941372 nChanged 25 SP:Iteration 22Q (4677.033401 sec): 3 clusters Score: Raw -774110.075130 + Penalty 3039.037501 = -771071.037630 nChanged 25 SP:Iteration 23Q (4677.078021 sec): 3 clusters Score: Raw -774114.996026 + Penalty 3039.037501 = -771075.958526 nChanged 25 SP:Iteration 24Q (4677.137072 sec): 3 clusters Score: Raw -774118.967857 + Penalty 3039.037501 = -771079.930357 nChanged 19 SP:Iteration 25Q (4677.198200 sec): 3 clusters Score: Raw -774122.035726 + Penalty 3039.037501 = -771082.998225 nChanged 16 SP:Iteration 26Q (4677.268700 sec): 3 clusters Score: Raw -774125.112579 + Penalty 3039.037501 = -771086.075078 nChanged 15 SP:Iteration 27Q (4677.324950 sec): 3 clusters Score: Raw -774127.402529 + Penalty 3039.037501 = -771088.365028 nChanged 13 SP:Iteration 28Q (4677.374999 sec): 3 clusters Score: Raw -774130.064120 + Penalty 3039.037501 = -771091.026620 nChanged 8 SP:Iteration 29Q (4677.443599 sec): 3 clusters Score: Raw -774131.226631 + Penalty 3039.037501 = -771092.189131 nChanged 8 SP:Iteration 30Q (4677.497977 sec): 3 clusters Score: Raw -774132.083559 + Penalty 3039.037501 = -771093.046058 nChanged 5 SP:Iteration 31Q (4677.554729 sec): 3 clusters Score: Raw -774132.546174 + Penalty 3039.037501 = -771093.508674 nChanged 6 SP:Iteration 32Q (4677.602432 sec): 3 clusters Score: Raw -774133.060290 + Penalty 3039.037501 = -771094.022789 nChanged 3 SP:Iteration 33Q (4677.660059 sec): 3 clusters Score: Raw -774133.376915 + Penalty 3039.037501 = -771094.339415 nChanged 4 SP:Iteration 34Q (4677.724277 sec): 3 clusters Score: Raw -774133.645121 + Penalty 3039.037501 = -771094.607620 nChanged 0 SP:Iteration 35F (4677.780895 sec): 3 clusters Score: Raw -774133.645121 + Penalty 3039.037501 = -771094.607620 nChanged 0 Trying to split cluster 16 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4677.810177 sec): 2 clusters Score: Raw -21462.006719 + Penalty 995.970659 = -20466.036060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4677.847643 sec): 3 clusters Score: Raw -21462.000016 + Penalty 1991.941318 = -19470.058698 nChanged 106 SP:Iteration 1F (4677.885800 sec): 3 clusters Score: Raw -21654.360615 + Penalty 1991.941318 = -19662.419297 nChanged 26 SP:Iteration 2F (4677.924369 sec): 3 clusters Score: Raw -21741.831638 + Penalty 1991.941318 = -19749.890320 nChanged 25 SP:Iteration 3F (4677.966852 sec): 3 clusters Score: Raw -21845.355408 + Penalty 1991.941318 = -19853.414089 nChanged 15 SP:Iteration 4Q (4678.010510 sec): 3 clusters Score: Raw -21875.112764 + Penalty 1991.941318 = -19883.171446 nChanged 6 SP:Iteration 5Q (4678.055907 sec): 3 clusters Score: Raw -21887.542091 + Penalty 1991.941318 = -19895.600773 nChanged 7 SP:Iteration 6Q (4678.099359 sec): 3 clusters Score: Raw -21911.152185 + Penalty 1991.941318 = -19919.210867 nChanged 7 SP:Iteration 7Q (4678.143247 sec): 3 clusters Score: Raw -21924.853859 + Penalty 1991.941318 = -19932.912541 nChanged 2 SP:Iteration 8Q (4678.186133 sec): 3 clusters Score: Raw -21929.166457 + Penalty 1991.941318 = -19937.225139 nChanged 1 SP:Iteration 9Q (4678.240399 sec): 3 clusters Score: Raw -21929.944839 + Penalty 1991.941318 = -19938.003521 nChanged 0 SP:Iteration 10F (4678.290951 sec): 3 clusters Score: Raw -21929.944839 + Penalty 1991.941318 = -19938.003521 nChanged 0 Trying to split cluster 17 (12377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4678.335204 sec): 2 clusters Score: Raw -757688.713068 + Penalty 1531.334218 = -756157.378849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4678.399987 sec): 3 clusters Score: Raw -750557.227655 + Penalty 3062.668437 = -747494.559218 nChanged 5454 SP:Iteration 1F (4678.462107 sec): 3 clusters Score: Raw -753582.630507 + Penalty 3062.668437 = -750519.962070 nChanged 859 SP:Iteration 2F (4678.540538 sec): 3 clusters Score: Raw -754101.136276 + Penalty 3062.668437 = -751038.467839 nChanged 795 SP:Iteration 3F (4678.610146 sec): 3 clusters Score: Raw -754644.608126 + Penalty 3062.668437 = -751581.939689 nChanged 837 SP:Iteration 4F (4678.677930 sec): 3 clusters Score: Raw -755291.457707 + Penalty 3062.668437 = -752228.789270 nChanged 838 SP:Iteration 5F (4678.737928 sec): 3 clusters Score: Raw -755921.613947 + Penalty 3062.668437 = -752858.945510 nChanged 765 SP:Iteration 6F (4678.814858 sec): 3 clusters Score: Raw -756438.817251 + Penalty 3062.668437 = -753376.148814 nChanged 631 SP:Iteration 7F (4678.874121 sec): 3 clusters Score: Raw -756828.966850 + Penalty 3062.668437 = -753766.298413 nChanged 499 SP:Iteration 8Q (4678.944750 sec): 3 clusters Score: Raw -757085.746665 + Penalty 3062.668437 = -754023.078228 nChanged 360 SP:Iteration 9Q (4679.008575 sec): 3 clusters Score: Raw -757253.841429 + Penalty 3062.668437 = -754191.172992 nChanged 288 SP:Iteration 10Q (4679.072073 sec): 3 clusters Score: Raw -757370.017645 + Penalty 3062.668437 = -754307.349208 nChanged 234 SP:Iteration 11Q (4679.140780 sec): 3 clusters Score: Raw -757463.434302 + Penalty 3062.668437 = -754400.765865 nChanged 214 SP:Iteration 12Q (4679.210317 sec): 3 clusters Score: Raw -757538.950347 + Penalty 3062.668437 = -754476.281910 nChanged 162 SP:Iteration 13Q (4679.290342 sec): 3 clusters Score: Raw -757587.509547 + Penalty 3062.668437 = -754524.841110 nChanged 121 SP:Iteration 14Q (4679.359944 sec): 3 clusters Score: Raw -757620.977448 + Penalty 3062.668437 = -754558.309011 nChanged 111 SP:Iteration 15Q (4679.422343 sec): 3 clusters Score: Raw -757645.841583 + Penalty 3062.668437 = -754583.173146 nChanged 95 SP:Iteration 16Q (4679.494652 sec): 3 clusters Score: Raw -757662.634095 + Penalty 3062.668437 = -754599.965658 nChanged 74 SP:Iteration 17Q (4679.564875 sec): 3 clusters Score: Raw -757674.609152 + Penalty 3062.668437 = -754611.940716 nChanged 50 SP:Iteration 18Q (4679.633498 sec): 3 clusters Score: Raw -757684.939482 + Penalty 3062.668437 = -754622.271045 nChanged 54 SP:Iteration 19Q (4679.702359 sec): 3 clusters Score: Raw -757697.068494 + Penalty 3062.668437 = -754634.400057 nChanged 58 SP:Iteration 20F (4679.757723 sec): 3 clusters Score: Raw -757708.481978 + Penalty 3062.668437 = -754645.813541 nChanged 51 SP:Iteration 21Q (4679.827447 sec): 3 clusters Score: Raw -757715.293338 + Penalty 3062.668437 = -754652.624901 nChanged 40 SP:Iteration 22Q (4679.896891 sec): 3 clusters Score: Raw -757720.916702 + Penalty 3062.668437 = -754658.248265 nChanged 33 SP:Iteration 23Q (4679.966509 sec): 3 clusters Score: Raw -757725.019683 + Penalty 3062.668437 = -754662.351246 nChanged 25 SP:Iteration 24Q (4680.034790 sec): 3 clusters Score: Raw -757728.634511 + Penalty 3062.668437 = -754665.966074 nChanged 28 SP:Iteration 25Q (4680.104213 sec): 3 clusters Score: Raw -757731.743994 + Penalty 3062.668437 = -754669.075557 nChanged 17 SP:Iteration 26Q (4680.174596 sec): 3 clusters Score: Raw -757733.811483 + Penalty 3062.668437 = -754671.143046 nChanged 24 SP:Iteration 27Q (4680.248813 sec): 3 clusters Score: Raw -757737.407272 + Penalty 3062.668437 = -754674.738836 nChanged 27 SP:Iteration 28Q (4680.321642 sec): 3 clusters Score: Raw -757741.526473 + Penalty 3062.668437 = -754678.858037 nChanged 33 SP:Iteration 29Q (4680.387885 sec): 3 clusters Score: Raw -757747.053115 + Penalty 3062.668437 = -754684.384678 nChanged 32 SP:Iteration 30Q (4680.459149 sec): 3 clusters Score: Raw -757752.641719 + Penalty 3062.668437 = -754689.973282 nChanged 32 SP:Iteration 31Q (4680.528177 sec): 3 clusters Score: Raw -757758.626761 + Penalty 3062.668437 = -754695.958324 nChanged 33 SP:Iteration 32Q (4680.597025 sec): 3 clusters Score: Raw -757764.791667 + Penalty 3062.668437 = -754702.123230 nChanged 34 SP:Iteration 33Q (4680.662396 sec): 3 clusters Score: Raw -757770.468511 + Penalty 3062.668437 = -754707.800074 nChanged 29 SP:Iteration 34Q (4680.727585 sec): 3 clusters Score: Raw -757774.353129 + Penalty 3062.668437 = -754711.684692 nChanged 29 SP:Iteration 35Q (4680.790454 sec): 3 clusters Score: Raw -757779.705997 + Penalty 3062.668437 = -754717.037560 nChanged 37 SP:Iteration 36Q (4680.862146 sec): 3 clusters Score: Raw -757786.671702 + Penalty 3062.668437 = -754724.003265 nChanged 45 SP:Iteration 37Q (4680.925914 sec): 3 clusters Score: Raw -757795.660072 + Penalty 3062.668437 = -754732.991635 nChanged 46 SP:Iteration 38Q (4681.005427 sec): 3 clusters Score: Raw -757804.169647 + Penalty 3062.668437 = -754741.501211 nChanged 47 SP:Iteration 39Q (4681.068029 sec): 3 clusters Score: Raw -757811.751083 + Penalty 3062.668437 = -754749.082646 nChanged 47 SP:Iteration 40F (4681.138669 sec): 3 clusters Score: Raw -757821.195861 + Penalty 3062.668437 = -754758.527424 nChanged 44 SP:Iteration 41Q (4681.207778 sec): 3 clusters Score: Raw -757828.591046 + Penalty 3062.668437 = -754765.922609 nChanged 44 SP:Iteration 42Q (4681.276205 sec): 3 clusters Score: Raw -757836.314158 + Penalty 3062.668437 = -754773.645721 nChanged 54 SP:Iteration 43Q (4681.339272 sec): 3 clusters Score: Raw -757845.267334 + Penalty 3062.668437 = -754782.598897 nChanged 62 SP:Iteration 44Q (4681.417410 sec): 3 clusters Score: Raw -757855.900424 + Penalty 3062.668437 = -754793.231987 nChanged 64 SP:Iteration 45Q (4681.476534 sec): 3 clusters Score: Raw -757870.186952 + Penalty 3062.668437 = -754807.518515 nChanged 69 SP:Iteration 46Q (4681.548881 sec): 3 clusters Score: Raw -757885.698035 + Penalty 3062.668437 = -754823.029598 nChanged 61 SP:Iteration 47Q (4681.618732 sec): 3 clusters Score: Raw -757898.266576 + Penalty 3062.668437 = -754835.598139 nChanged 59 SP:Iteration 48Q (4681.688647 sec): 3 clusters Score: Raw -757911.551789 + Penalty 3062.668437 = -754848.883352 nChanged 61 SP:Iteration 49Q (4681.746763 sec): 3 clusters Score: Raw -757925.423226 + Penalty 3062.668437 = -754862.754789 nChanged 49 SP:Iteration 50Q (4681.823440 sec): 3 clusters Score: Raw -757937.964083 + Penalty 3062.668437 = -754875.295646 nChanged 49 SP:Iteration 51Q (4681.887984 sec): 3 clusters Score: Raw -757945.784392 + Penalty 3062.668437 = -754883.115955 nChanged 36 SP:Iteration 52Q (4681.947477 sec): 3 clusters Score: Raw -757951.325189 + Penalty 3062.668437 = -754888.656752 nChanged 38 SP:Iteration 53Q (4682.022525 sec): 3 clusters Score: Raw -757956.411601 + Penalty 3062.668437 = -754893.743164 nChanged 34 SP:Iteration 54Q (4682.089057 sec): 3 clusters Score: Raw -757960.907278 + Penalty 3062.668437 = -754898.238842 nChanged 26 SP:Iteration 55Q (4682.151982 sec): 3 clusters Score: Raw -757964.196949 + Penalty 3062.668437 = -754901.528512 nChanged 27 SP:Iteration 56Q (4682.222929 sec): 3 clusters Score: Raw -757967.674422 + Penalty 3062.668437 = -754905.005985 nChanged 26 SP:Iteration 57Q (4682.279811 sec): 3 clusters Score: Raw -757971.171915 + Penalty 3062.668437 = -754908.503478 nChanged 30 SP:Iteration 58Q (4682.348717 sec): 3 clusters Score: Raw -757974.971522 + Penalty 3062.668437 = -754912.303085 nChanged 21 SP:Iteration 59Q (4682.408756 sec): 3 clusters Score: Raw -757977.451966 + Penalty 3062.668437 = -754914.783529 nChanged 22 SP:Iteration 60F (4682.479539 sec): 3 clusters Score: Raw -757979.446169 + Penalty 3062.668437 = -754916.777732 nChanged 18 SP:Iteration 61Q (4682.535835 sec): 3 clusters Score: Raw -757981.408750 + Penalty 3062.668437 = -754918.740313 nChanged 19 SP:Iteration 62Q (4682.605630 sec): 3 clusters Score: Raw -757983.405783 + Penalty 3062.668437 = -754920.737346 nChanged 15 SP:Iteration 63Q (4682.666484 sec): 3 clusters Score: Raw -757985.320958 + Penalty 3062.668437 = -754922.652521 nChanged 11 SP:Iteration 64Q (4682.736080 sec): 3 clusters Score: Raw -757986.339993 + Penalty 3062.668437 = -754923.671556 nChanged 10 SP:Iteration 65Q (4682.816818 sec): 3 clusters Score: Raw -757987.698770 + Penalty 3062.668437 = -754925.030333 nChanged 14 SP:Iteration 66Q (4682.884784 sec): 3 clusters Score: Raw -757989.202345 + Penalty 3062.668437 = -754926.533908 nChanged 15 SP:Iteration 67Q (4682.949174 sec): 3 clusters Score: Raw -757991.270195 + Penalty 3062.668437 = -754928.601758 nChanged 18 SP:Iteration 68Q (4683.017156 sec): 3 clusters Score: Raw -757993.047113 + Penalty 3062.668437 = -754930.378676 nChanged 19 SP:Iteration 69Q (4683.074634 sec): 3 clusters Score: Raw -757995.019243 + Penalty 3062.668437 = -754932.350806 nChanged 19 SP:Iteration 70Q (4683.152997 sec): 3 clusters Score: Raw -757996.948242 + Penalty 3062.668437 = -754934.279805 nChanged 18 SP:Iteration 71Q (4683.213192 sec): 3 clusters Score: Raw -757998.643640 + Penalty 3062.668437 = -754935.975203 nChanged 21 SP:Iteration 72Q (4683.294218 sec): 3 clusters Score: Raw -758000.669084 + Penalty 3062.668437 = -754938.000647 nChanged 17 SP:Iteration 73Q (4683.357608 sec): 3 clusters Score: Raw -758002.522217 + Penalty 3062.668437 = -754939.853780 nChanged 20 SP:Iteration 74Q (4683.427444 sec): 3 clusters Score: Raw -758004.617617 + Penalty 3062.668437 = -754941.949180 nChanged 17 SP:Iteration 75Q (4683.498226 sec): 3 clusters Score: Raw -758006.166897 + Penalty 3062.668437 = -754943.498460 nChanged 23 SP:Iteration 76Q (4683.561454 sec): 3 clusters Score: Raw -758008.587095 + Penalty 3062.668437 = -754945.918658 nChanged 20 SP:Iteration 77Q (4683.625227 sec): 3 clusters Score: Raw -758010.769918 + Penalty 3062.668437 = -754948.101481 nChanged 22 SP:Iteration 78Q (4683.693561 sec): 3 clusters Score: Raw -758013.216921 + Penalty 3062.668437 = -754950.548484 nChanged 22 SP:Iteration 79Q (4683.762836 sec): 3 clusters Score: Raw -758014.913191 + Penalty 3062.668437 = -754952.244754 nChanged 12 SP:Iteration 80F (4683.823335 sec): 3 clusters Score: Raw -758015.942247 + Penalty 3062.668437 = -754953.273810 nChanged 7 SP:Iteration 81Q (4683.902993 sec): 3 clusters Score: Raw -758016.558516 + Penalty 3062.668437 = -754953.890079 nChanged 10 SP:Iteration 82Q (4683.964257 sec): 3 clusters Score: Raw -758017.631374 + Penalty 3062.668437 = -754954.962937 nChanged 11 SP:Iteration 83Q (4684.046963 sec): 3 clusters Score: Raw -758018.668133 + Penalty 3062.668437 = -754955.999696 nChanged 15 SP:Iteration 84Q (4684.109760 sec): 3 clusters Score: Raw -758020.226946 + Penalty 3062.668437 = -754957.558509 nChanged 11 SP:Iteration 85Q (4684.185360 sec): 3 clusters Score: Raw -758021.302263 + Penalty 3062.668437 = -754958.633826 nChanged 12 SP:Iteration 86Q (4684.244891 sec): 3 clusters Score: Raw -758022.538497 + Penalty 3062.668437 = -754959.870060 nChanged 12 SP:Iteration 87Q (4684.312675 sec): 3 clusters Score: Raw -758023.895013 + Penalty 3062.668437 = -754961.226576 nChanged 13 SP:Iteration 88Q (4684.392239 sec): 3 clusters Score: Raw -758025.551710 + Penalty 3062.668437 = -754962.883273 nChanged 15 SP:Iteration 89Q (4684.457636 sec): 3 clusters Score: Raw -758027.155992 + Penalty 3062.668437 = -754964.487556 nChanged 15 SP:Iteration 90Q (4684.527725 sec): 3 clusters Score: Raw -758029.113970 + Penalty 3062.668437 = -754966.445533 nChanged 14 SP:Iteration 91Q (4684.598134 sec): 3 clusters Score: Raw -758030.395313 + Penalty 3062.668437 = -754967.726876 nChanged 15 SP:Iteration 92Q (4684.664433 sec): 3 clusters Score: Raw -758031.626732 + Penalty 3062.668437 = -754968.958295 nChanged 12 SP:Iteration 93Q (4684.735076 sec): 3 clusters Score: Raw -758032.937530 + Penalty 3062.668437 = -754970.269093 nChanged 10 SP:Iteration 94Q (4684.805303 sec): 3 clusters Score: Raw -758034.033632 + Penalty 3062.668437 = -754971.365195 nChanged 12 SP:Iteration 95Q (4684.874864 sec): 3 clusters Score: Raw -758035.238336 + Penalty 3062.668437 = -754972.569899 nChanged 12 SP:Iteration 96Q (4684.933706 sec): 3 clusters Score: Raw -758036.242666 + Penalty 3062.668437 = -754973.574229 nChanged 12 SP:Iteration 97Q (4685.002768 sec): 3 clusters Score: Raw -758037.000146 + Penalty 3062.668437 = -754974.331709 nChanged 9 SP:Iteration 98Q (4685.077650 sec): 3 clusters Score: Raw -758037.732917 + Penalty 3062.668437 = -754975.064480 nChanged 7 SP:Iteration 99Q (4685.148979 sec): 3 clusters Score: Raw -758038.348825 + Penalty 3062.668437 = -754975.680388 nChanged 9 SP:Iteration 100F (4685.203240 sec): 3 clusters Score: Raw -758039.141378 + Penalty 3062.668437 = -754976.472941 nChanged 10 SP:Iteration 101Q (4685.270317 sec): 3 clusters Score: Raw -758040.000651 + Penalty 3062.668437 = -754977.332214 nChanged 8 SP:Iteration 102Q (4685.350197 sec): 3 clusters Score: Raw -758040.729807 + Penalty 3062.668437 = -754978.061370 nChanged 15 SP:Iteration 103Q (4685.409125 sec): 3 clusters Score: Raw -758041.924912 + Penalty 3062.668437 = -754979.256475 nChanged 12 SP:Iteration 104Q (4685.480027 sec): 3 clusters Score: Raw -758042.967190 + Penalty 3062.668437 = -754980.298753 nChanged 7 SP:Iteration 105Q (4685.549987 sec): 3 clusters Score: Raw -758043.833494 + Penalty 3062.668437 = -754981.165057 nChanged 11 SP:Iteration 106Q (4685.627512 sec): 3 clusters Score: Raw -758045.095360 + Penalty 3062.668437 = -754982.426923 nChanged 11 SP:Iteration 107Q (4685.681010 sec): 3 clusters Score: Raw -758046.197139 + Penalty 3062.668437 = -754983.528702 nChanged 9 SP:Iteration 108Q (4685.757918 sec): 3 clusters Score: Raw -758047.177994 + Penalty 3062.668437 = -754984.509557 nChanged 10 SP:Iteration 109Q (4685.813801 sec): 3 clusters Score: Raw -758048.409042 + Penalty 3062.668437 = -754985.740605 nChanged 14 SP:Iteration 110Q (4685.874215 sec): 3 clusters Score: Raw -758049.522280 + Penalty 3062.668437 = -754986.853843 nChanged 8 SP:Iteration 111Q (4685.948796 sec): 3 clusters Score: Raw -758050.311762 + Penalty 3062.668437 = -754987.643325 nChanged 10 SP:Iteration 112Q (4686.008602 sec): 3 clusters Score: Raw -758050.914815 + Penalty 3062.668437 = -754988.246378 nChanged 7 SP:Iteration 113Q (4686.089817 sec): 3 clusters Score: Raw -758051.231995 + Penalty 3062.668437 = -754988.563558 nChanged 4 SP:Iteration 114Q (4686.158465 sec): 3 clusters Score: Raw -758051.388111 + Penalty 3062.668437 = -754988.719675 nChanged 3 SP:Iteration 115Q (4686.217033 sec): 3 clusters Score: Raw -758051.652209 + Penalty 3062.668437 = -754988.983772 nChanged 7 SP:Iteration 116Q (4686.282240 sec): 3 clusters Score: Raw -758052.209598 + Penalty 3062.668437 = -754989.541161 nChanged 4 SP:Iteration 117Q (4686.348565 sec): 3 clusters Score: Raw -758052.628622 + Penalty 3062.668437 = -754989.960185 nChanged 1 SP:Iteration 118Q (4686.415944 sec): 3 clusters Score: Raw -758052.772594 + Penalty 3062.668437 = -754990.104157 nChanged 2 SP:Iteration 119Q (4686.491661 sec): 3 clusters Score: Raw -758052.954815 + Penalty 3062.668437 = -754990.286378 nChanged 2 SP:Iteration 120F (4686.547193 sec): 3 clusters Score: Raw -758053.029421 + Penalty 3062.668437 = -754990.360984 nChanged 1 SP:Iteration 121Q (4686.611062 sec): 3 clusters Score: Raw -758053.059739 + Penalty 3062.668437 = -754990.391302 nChanged 0 SP:Iteration 122F (4686.681172 sec): 3 clusters Score: Raw -758053.059739 + Penalty 3062.668437 = -754990.391302 nChanged 0 Trying to split cluster 18 (2928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4686.719040 sec): 2 clusters Score: Raw -173783.257825 + Penalty 1297.087167 = -172486.170658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4686.772631 sec): 3 clusters Score: Raw -172422.547379 + Penalty 2594.174334 = -169828.373044 nChanged 1139 SP:Iteration 1F (4686.830286 sec): 3 clusters Score: Raw -173209.764840 + Penalty 2594.174334 = -170615.590505 nChanged 265 SP:Iteration 2F (4686.885290 sec): 3 clusters Score: Raw -173475.514104 + Penalty 2594.174334 = -170881.339770 nChanged 210 SP:Iteration 3F (4686.923530 sec): 3 clusters Score: Raw -173701.924293 + Penalty 2594.174334 = -171107.749958 nChanged 183 SP:Iteration 4F (4686.960516 sec): 3 clusters Score: Raw -173880.603533 + Penalty 2594.174334 = -171286.429198 nChanged 131 SP:Iteration 5Q (4687.008252 sec): 3 clusters Score: Raw -173997.899584 + Penalty 2594.174334 = -171403.725250 nChanged 114 SP:Iteration 6Q (4687.052648 sec): 3 clusters Score: Raw -174091.250038 + Penalty 2594.174334 = -171497.075704 nChanged 99 SP:Iteration 7Q (4687.102763 sec): 3 clusters Score: Raw -174177.998453 + Penalty 2594.174334 = -171583.824119 nChanged 74 SP:Iteration 8Q (4687.155174 sec): 3 clusters Score: Raw -174235.305914 + Penalty 2594.174334 = -171641.131580 nChanged 53 SP:Iteration 9Q (4687.203563 sec): 3 clusters Score: Raw -174272.318883 + Penalty 2594.174334 = -171678.144548 nChanged 36 SP:Iteration 10Q (4687.246782 sec): 3 clusters Score: Raw -174293.625263 + Penalty 2594.174334 = -171699.450929 nChanged 27 SP:Iteration 11Q (4687.283480 sec): 3 clusters Score: Raw -174309.989610 + Penalty 2594.174334 = -171715.815275 nChanged 24 SP:Iteration 12Q (4687.324585 sec): 3 clusters Score: Raw -174323.200388 + Penalty 2594.174334 = -171729.026053 nChanged 22 SP:Iteration 13Q (4687.371288 sec): 3 clusters Score: Raw -174335.326307 + Penalty 2594.174334 = -171741.151973 nChanged 26 SP:Iteration 14Q (4687.407086 sec): 3 clusters Score: Raw -174350.230531 + Penalty 2594.174334 = -171756.056197 nChanged 22 SP:Iteration 15Q (4687.446491 sec): 3 clusters Score: Raw -174365.633067 + Penalty 2594.174334 = -171771.458732 nChanged 32 SP:Iteration 16Q (4687.497731 sec): 3 clusters Score: Raw -174386.846112 + Penalty 2594.174334 = -171792.671777 nChanged 32 SP:Iteration 17Q (4687.545974 sec): 3 clusters Score: Raw -174407.685947 + Penalty 2594.174334 = -171813.511612 nChanged 31 SP:Iteration 18Q (4687.585962 sec): 3 clusters Score: Raw -174423.672879 + Penalty 2594.174334 = -171829.498545 nChanged 18 SP:Iteration 19Q (4687.622759 sec): 3 clusters Score: Raw -174432.438966 + Penalty 2594.174334 = -171838.264632 nChanged 10 SP:Iteration 20F (4687.678629 sec): 3 clusters Score: Raw -174436.419278 + Penalty 2594.174334 = -171842.244943 nChanged 10 SP:Iteration 21Q (4687.720710 sec): 3 clusters Score: Raw -174440.429494 + Penalty 2594.174334 = -171846.255159 nChanged 5 SP:Iteration 22Q (4687.779517 sec): 3 clusters Score: Raw -174441.840453 + Penalty 2594.174334 = -171847.666119 nChanged 4 SP:Iteration 23Q (4687.814510 sec): 3 clusters Score: Raw -174442.579289 + Penalty 2594.174334 = -171848.404954 nChanged 1 SP:Iteration 24Q (4687.855338 sec): 3 clusters Score: Raw -174442.818035 + Penalty 2594.174334 = -171848.643700 nChanged 0 SP:Iteration 25F (4687.909469 sec): 3 clusters Score: Raw -174442.818035 + Penalty 2594.174334 = -171848.643700 nChanged 0 Trying to split cluster 19 (3397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4687.936336 sec): 2 clusters Score: Raw -188772.670905 + Penalty 1321.230295 = -187451.440610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4687.976706 sec): 3 clusters Score: Raw -187130.663799 + Penalty 2642.460590 = -184488.203209 nChanged 1308 SP:Iteration 1F (4688.029274 sec): 3 clusters Score: Raw -187940.835006 + Penalty 2642.460590 = -185298.374417 nChanged 342 SP:Iteration 2F (4688.074573 sec): 3 clusters Score: Raw -188273.665644 + Penalty 2642.460590 = -185631.205054 nChanged 262 SP:Iteration 3F (4688.115034 sec): 3 clusters Score: Raw -188561.279547 + Penalty 2642.460590 = -185918.818957 nChanged 218 SP:Iteration 4F (4688.173010 sec): 3 clusters Score: Raw -188781.900491 + Penalty 2642.460590 = -186139.439901 nChanged 187 SP:Iteration 5F (4688.220579 sec): 3 clusters Score: Raw -188977.445374 + Penalty 2642.460590 = -186334.984784 nChanged 151 SP:Iteration 6Q (4688.263442 sec): 3 clusters Score: Raw -189108.875819 + Penalty 2642.460590 = -186466.415229 nChanged 120 SP:Iteration 7Q (4688.313877 sec): 3 clusters Score: Raw -189201.658439 + Penalty 2642.460590 = -186559.197849 nChanged 93 SP:Iteration 8Q (4688.353279 sec): 3 clusters Score: Raw -189258.328414 + Penalty 2642.460590 = -186615.867825 nChanged 76 SP:Iteration 9Q (4688.393714 sec): 3 clusters Score: Raw -189300.729297 + Penalty 2642.460590 = -186658.268707 nChanged 71 SP:Iteration 10Q (4688.428740 sec): 3 clusters Score: Raw -189346.220787 + Penalty 2642.460590 = -186703.760197 nChanged 61 SP:Iteration 11Q (4688.473923 sec): 3 clusters Score: Raw -189386.814230 + Penalty 2642.460590 = -186744.353641 nChanged 64 SP:Iteration 12Q (4688.527358 sec): 3 clusters Score: Raw -189428.402158 + Penalty 2642.460590 = -186785.941568 nChanged 60 SP:Iteration 13Q (4688.572469 sec): 3 clusters Score: Raw -189473.809223 + Penalty 2642.460590 = -186831.348634 nChanged 62 SP:Iteration 14Q (4688.628352 sec): 3 clusters Score: Raw -189509.887031 + Penalty 2642.460590 = -186867.426441 nChanged 57 SP:Iteration 15Q (4688.683790 sec): 3 clusters Score: Raw -189552.664498 + Penalty 2642.460590 = -186910.203909 nChanged 59 SP:Iteration 16Q (4688.726560 sec): 3 clusters Score: Raw -189612.527561 + Penalty 2642.460590 = -186970.066971 nChanged 72 SP:Iteration 17Q (4688.776181 sec): 3 clusters Score: Raw -189683.746777 + Penalty 2642.460590 = -187041.286187 nChanged 75 SP:Iteration 18Q (4688.835136 sec): 3 clusters Score: Raw -189756.879512 + Penalty 2642.460590 = -187114.418922 nChanged 56 SP:Iteration 19Q (4688.873882 sec): 3 clusters Score: Raw -189799.382954 + Penalty 2642.460590 = -187156.922364 nChanged 46 SP:Iteration 20F (4688.908089 sec): 3 clusters Score: Raw -189823.725320 + Penalty 2642.460590 = -187181.264730 nChanged 32 SP:Iteration 21Q (4688.952070 sec): 3 clusters Score: Raw -189840.395348 + Penalty 2642.460590 = -187197.934759 nChanged 28 SP:Iteration 22Q (4689.014063 sec): 3 clusters Score: Raw -189861.297719 + Penalty 2642.460590 = -187218.837130 nChanged 36 SP:Iteration 23Q (4689.049701 sec): 3 clusters Score: Raw -189880.332783 + Penalty 2642.460590 = -187237.872193 nChanged 24 SP:Iteration 24Q (4689.098221 sec): 3 clusters Score: Raw -189893.715284 + Penalty 2642.460590 = -187251.254694 nChanged 15 SP:Iteration 25Q (4689.146888 sec): 3 clusters Score: Raw -189901.270873 + Penalty 2642.460590 = -187258.810283 nChanged 14 SP:Iteration 26Q (4689.189673 sec): 3 clusters Score: Raw -189906.594121 + Penalty 2642.460590 = -187264.133532 nChanged 11 SP:Iteration 27Q (4689.226808 sec): 3 clusters Score: Raw -189912.833978 + Penalty 2642.460590 = -187270.373388 nChanged 10 SP:Iteration 28Q (4689.271384 sec): 3 clusters Score: Raw -189916.170619 + Penalty 2642.460590 = -187273.710029 nChanged 7 SP:Iteration 29Q (4689.322875 sec): 3 clusters Score: Raw -189918.588425 + Penalty 2642.460590 = -187276.127835 nChanged 6 SP:Iteration 30Q (4689.376161 sec): 3 clusters Score: Raw -189921.461007 + Penalty 2642.460590 = -187279.000418 nChanged 12 SP:Iteration 31Q (4689.441548 sec): 3 clusters Score: Raw -189927.956357 + Penalty 2642.460590 = -187285.495767 nChanged 19 SP:Iteration 32Q (4689.485210 sec): 3 clusters Score: Raw -189938.524405 + Penalty 2642.460590 = -187296.063815 nChanged 23 SP:Iteration 33Q (4689.546947 sec): 3 clusters Score: Raw -189954.184489 + Penalty 2642.460590 = -187311.723899 nChanged 30 SP:Iteration 34Q (4689.591144 sec): 3 clusters Score: Raw -189975.228527 + Penalty 2642.460590 = -187332.767937 nChanged 21 SP:Iteration 35Q (4689.652383 sec): 3 clusters Score: Raw -189992.971434 + Penalty 2642.460590 = -187350.510845 nChanged 23 SP:Iteration 36Q (4689.698397 sec): 3 clusters Score: Raw -190014.226765 + Penalty 2642.460590 = -187371.766175 nChanged 21 SP:Iteration 37Q (4689.749456 sec): 3 clusters Score: Raw -190032.205689 + Penalty 2642.460590 = -187389.745099 nChanged 17 SP:Iteration 38Q (4689.812985 sec): 3 clusters Score: Raw -190044.136991 + Penalty 2642.460590 = -187401.676401 nChanged 14 SP:Iteration 39Q (4689.866571 sec): 3 clusters Score: Raw -190051.286901 + Penalty 2642.460590 = -187408.826311 nChanged 6 SP:Iteration 40F (4689.920211 sec): 3 clusters Score: Raw -190054.745541 + Penalty 2642.460590 = -187412.284951 nChanged 2 SP:Iteration 41Q (4689.971759 sec): 3 clusters Score: Raw -190056.099093 + Penalty 2642.460590 = -187413.638503 nChanged 4 SP:Iteration 42Q (4690.017976 sec): 3 clusters Score: Raw -190058.904032 + Penalty 2642.460590 = -187416.443442 nChanged 6 SP:Iteration 43Q (4690.074817 sec): 3 clusters Score: Raw -190062.607121 + Penalty 2642.460590 = -187420.146531 nChanged 6 SP:Iteration 44Q (4690.128279 sec): 3 clusters Score: Raw -190068.324879 + Penalty 2642.460590 = -187425.864289 nChanged 4 SP:Iteration 45Q (4690.173949 sec): 3 clusters Score: Raw -190070.609295 + Penalty 2642.460590 = -187428.148705 nChanged 3 SP:Iteration 46Q (4690.225023 sec): 3 clusters Score: Raw -190072.015675 + Penalty 2642.460590 = -187429.555085 nChanged 2 SP:Iteration 47Q (4690.277444 sec): 3 clusters Score: Raw -190072.878358 + Penalty 2642.460590 = -187430.417768 nChanged 2 SP:Iteration 48Q (4690.326641 sec): 3 clusters Score: Raw -190074.128699 + Penalty 2642.460590 = -187431.668110 nChanged 1 SP:Iteration 49Q (4690.378671 sec): 3 clusters Score: Raw -190074.536938 + Penalty 2642.460590 = -187432.076349 nChanged 0 SP:Iteration 50F (4690.423254 sec): 3 clusters Score: Raw -190074.536938 + Penalty 2642.460590 = -187432.076349 nChanged 0 Trying to split cluster 20 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4690.448105 sec): 2 clusters Score: Raw -25068.994652 + Penalty 969.914978 = -24099.079674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4690.501931 sec): 3 clusters Score: Raw -25058.389578 + Penalty 1939.829957 = -23118.559621 nChanged 71 SP:Iteration 1F (4690.550778 sec): 3 clusters Score: Raw -25167.866483 + Penalty 1939.829957 = -23228.036526 nChanged 16 SP:Iteration 2Q (4690.597196 sec): 3 clusters Score: Raw -25199.759746 + Penalty 1939.829957 = -23259.929789 nChanged 7 SP:Iteration 3Q (4690.640826 sec): 3 clusters Score: Raw -25211.353833 + Penalty 1939.829957 = -23271.523876 nChanged 3 SP:Iteration 4Q (4690.699012 sec): 3 clusters Score: Raw -25215.503175 + Penalty 1939.829957 = -23275.673218 nChanged 3 SP:Iteration 5Q (4690.737911 sec): 3 clusters Score: Raw -25221.372455 + Penalty 1939.829957 = -23281.542498 nChanged 0 SP:Iteration 6F (4690.788156 sec): 3 clusters Score: Raw -25221.372455 + Penalty 1939.829957 = -23281.542498 nChanged 0 Trying to split cluster 21 (4422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4690.816808 sec): 2 clusters Score: Raw -292451.171012 + Penalty 1364.081446 = -291087.089566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4690.860593 sec): 3 clusters Score: Raw -290179.796587 + Penalty 2728.162892 = -287451.633695 nChanged 1772 SP:Iteration 1F (4690.911541 sec): 3 clusters Score: Raw -291122.066153 + Penalty 2728.162892 = -288393.903260 nChanged 305 SP:Iteration 2F (4690.962214 sec): 3 clusters Score: Raw -291269.743678 + Penalty 2728.162892 = -288541.580785 nChanged 213 SP:Iteration 3Q (4691.023043 sec): 3 clusters Score: Raw -291362.806087 + Penalty 2728.162892 = -288634.643195 nChanged 159 SP:Iteration 4Q (4691.073595 sec): 3 clusters Score: Raw -291432.101694 + Penalty 2728.162892 = -288703.938802 nChanged 153 SP:Iteration 5Q (4691.129174 sec): 3 clusters Score: Raw -291493.805532 + Penalty 2728.162892 = -288765.642640 nChanged 117 SP:Iteration 6Q (4691.176502 sec): 3 clusters Score: Raw -291537.237875 + Penalty 2728.162892 = -288809.074983 nChanged 89 SP:Iteration 7Q (4691.234705 sec): 3 clusters Score: Raw -291561.796129 + Penalty 2728.162892 = -288833.633237 nChanged 58 SP:Iteration 8Q (4691.290846 sec): 3 clusters Score: Raw -291576.757879 + Penalty 2728.162892 = -288848.594987 nChanged 39 SP:Iteration 9Q (4691.346869 sec): 3 clusters Score: Raw -291586.740202 + Penalty 2728.162892 = -288858.577309 nChanged 26 SP:Iteration 10Q (4691.403603 sec): 3 clusters Score: Raw -291593.273757 + Penalty 2728.162892 = -288865.110864 nChanged 23 SP:Iteration 11Q (4691.458081 sec): 3 clusters Score: Raw -291599.637461 + Penalty 2728.162892 = -288871.474568 nChanged 33 SP:Iteration 12Q (4691.518258 sec): 3 clusters Score: Raw -291609.202801 + Penalty 2728.162892 = -288881.039908 nChanged 34 SP:Iteration 13Q (4691.579854 sec): 3 clusters Score: Raw -291619.724257 + Penalty 2728.162892 = -288891.561364 nChanged 37 SP:Iteration 14Q (4691.639714 sec): 3 clusters Score: Raw -291632.611925 + Penalty 2728.162892 = -288904.449032 nChanged 40 SP:Iteration 15Q (4691.700140 sec): 3 clusters Score: Raw -291643.526839 + Penalty 2728.162892 = -288915.363947 nChanged 38 SP:Iteration 16Q (4691.754214 sec): 3 clusters Score: Raw -291654.735101 + Penalty 2728.162892 = -288926.572209 nChanged 32 SP:Iteration 17Q (4691.801041 sec): 3 clusters Score: Raw -291662.050738 + Penalty 2728.162892 = -288933.887846 nChanged 23 SP:Iteration 18Q (4691.855078 sec): 3 clusters Score: Raw -291668.054667 + Penalty 2728.162892 = -288939.891774 nChanged 20 SP:Iteration 19Q (4691.897371 sec): 3 clusters Score: Raw -291671.806097 + Penalty 2728.162892 = -288943.643205 nChanged 13 SP:Iteration 20F (4691.956425 sec): 3 clusters Score: Raw -291674.140936 + Penalty 2728.162892 = -288945.978044 nChanged 12 SP:Iteration 21Q (4692.005639 sec): 3 clusters Score: Raw -291676.138833 + Penalty 2728.162892 = -288947.975941 nChanged 11 SP:Iteration 22Q (4692.070936 sec): 3 clusters Score: Raw -291678.043783 + Penalty 2728.162892 = -288949.880891 nChanged 9 SP:Iteration 23Q (4692.117185 sec): 3 clusters Score: Raw -291679.592306 + Penalty 2728.162892 = -288951.429413 nChanged 10 SP:Iteration 24Q (4692.176075 sec): 3 clusters Score: Raw -291681.618575 + Penalty 2728.162892 = -288953.455683 nChanged 8 SP:Iteration 25Q (4692.237310 sec): 3 clusters Score: Raw -291683.358318 + Penalty 2728.162892 = -288955.195426 nChanged 13 SP:Iteration 26Q (4692.284267 sec): 3 clusters Score: Raw -291686.225683 + Penalty 2728.162892 = -288958.062790 nChanged 12 SP:Iteration 27Q (4692.350494 sec): 3 clusters Score: Raw -291689.576155 + Penalty 2728.162892 = -288961.413262 nChanged 12 SP:Iteration 28Q (4692.404616 sec): 3 clusters Score: Raw -291691.423825 + Penalty 2728.162892 = -288963.260932 nChanged 9 SP:Iteration 29Q (4692.458933 sec): 3 clusters Score: Raw -291693.062105 + Penalty 2728.162892 = -288964.899213 nChanged 7 SP:Iteration 30Q (4692.502659 sec): 3 clusters Score: Raw -291694.748606 + Penalty 2728.162892 = -288966.585714 nChanged 8 SP:Iteration 31Q (4692.558726 sec): 3 clusters Score: Raw -291696.260917 + Penalty 2728.162892 = -288968.098024 nChanged 5 SP:Iteration 32Q (4692.625662 sec): 3 clusters Score: Raw -291696.840805 + Penalty 2728.162892 = -288968.677912 nChanged 1 SP:Iteration 33Q (4692.679043 sec): 3 clusters Score: Raw -291697.014554 + Penalty 2728.162892 = -288968.851661 nChanged 1 SP:Iteration 34Q (4692.726095 sec): 3 clusters Score: Raw -291697.124920 + Penalty 2728.162892 = -288968.962028 nChanged 0 SP:Iteration 35F (4692.781183 sec): 3 clusters Score: Raw -291697.124920 + Penalty 2728.162892 = -288968.962028 nChanged 0 Trying to split cluster 22 (5335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4692.821186 sec): 2 clusters Score: Raw -365140.608625 + Penalty 1394.582177 = -363746.026449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4692.877370 sec): 3 clusters Score: Raw -362356.514426 + Penalty 2789.164353 = -359567.350072 nChanged 2186 SP:Iteration 1F (4692.920790 sec): 3 clusters Score: Raw -363558.095691 + Penalty 2789.164353 = -360768.931338 nChanged 397 SP:Iteration 2F (4692.989127 sec): 3 clusters Score: Raw -363785.293980 + Penalty 2789.164353 = -360996.129627 nChanged 336 SP:Iteration 3F (4693.035088 sec): 3 clusters Score: Raw -363986.507710 + Penalty 2789.164353 = -361197.343356 nChanged 315 SP:Iteration 4F (4693.104189 sec): 3 clusters Score: Raw -364210.056286 + Penalty 2789.164353 = -361420.891932 nChanged 318 SP:Iteration 5F (4693.150515 sec): 3 clusters Score: Raw -364494.690405 + Penalty 2789.164353 = -361705.526052 nChanged 368 SP:Iteration 6F (4693.212989 sec): 3 clusters Score: Raw -364857.001175 + Penalty 2789.164353 = -362067.836822 nChanged 322 SP:Iteration 7F (4693.266417 sec): 3 clusters Score: Raw -365195.892254 + Penalty 2789.164353 = -362406.727901 nChanged 256 SP:Iteration 8Q (4693.329196 sec): 3 clusters Score: Raw -365442.133124 + Penalty 2789.164353 = -362652.968771 nChanged 186 SP:Iteration 9Q (4693.386093 sec): 3 clusters Score: Raw -365588.519655 + Penalty 2789.164353 = -362799.355302 nChanged 118 SP:Iteration 10Q (4693.444930 sec): 3 clusters Score: Raw -365673.154718 + Penalty 2789.164353 = -362883.990364 nChanged 79 SP:Iteration 11Q (4693.503395 sec): 3 clusters Score: Raw -365721.203272 + Penalty 2789.164353 = -362932.038918 nChanged 64 SP:Iteration 12Q (4693.547873 sec): 3 clusters Score: Raw -365762.053234 + Penalty 2789.164353 = -362972.888881 nChanged 46 SP:Iteration 13Q (4693.614009 sec): 3 clusters Score: Raw -365783.558446 + Penalty 2789.164353 = -362994.394093 nChanged 25 SP:Iteration 14Q (4693.672454 sec): 3 clusters Score: Raw -365795.245784 + Penalty 2789.164353 = -363006.081431 nChanged 22 SP:Iteration 15Q (4693.721172 sec): 3 clusters Score: Raw -365803.961754 + Penalty 2789.164353 = -363014.797400 nChanged 15 SP:Iteration 16Q (4693.772246 sec): 3 clusters Score: Raw -365810.998955 + Penalty 2789.164353 = -363021.834602 nChanged 15 SP:Iteration 17Q (4693.836587 sec): 3 clusters Score: Raw -365815.927535 + Penalty 2789.164353 = -363026.763182 nChanged 8 SP:Iteration 18Q (4693.885662 sec): 3 clusters Score: Raw -365818.191679 + Penalty 2789.164353 = -363029.027326 nChanged 4 SP:Iteration 19Q (4693.941550 sec): 3 clusters Score: Raw -365819.407967 + Penalty 2789.164353 = -363030.243614 nChanged 1 SP:Iteration 20F (4693.987735 sec): 3 clusters Score: Raw -365819.565878 + Penalty 2789.164353 = -363030.401525 nChanged 1 SP:Iteration 21Q (4694.049445 sec): 3 clusters Score: Raw -365819.802833 + Penalty 2789.164353 = -363030.638480 nChanged 0 SP:Iteration 22F (4694.105070 sec): 3 clusters Score: Raw -365819.802833 + Penalty 2789.164353 = -363030.638480 nChanged 0 Trying to split cluster 23 (46428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4694.191268 sec): 2 clusters Score: Raw -3164162.098538 + Penalty 1746.169426 = -3162415.929112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4694.316856 sec): 3 clusters Score: Raw -3134609.372444 + Penalty 3492.338851 = -3131117.033592 nChanged 21821 SP:Iteration 1F (4694.433991 sec): 3 clusters Score: Raw -3147087.828119 + Penalty 3492.338851 = -3143595.489267 nChanged 1928 SP:Iteration 2Q (4694.552414 sec): 3 clusters Score: Raw -3147684.720648 + Penalty 3492.338851 = -3144192.381796 nChanged 1929 SP:Iteration 3Q (4694.674853 sec): 3 clusters Score: Raw -3148363.973614 + Penalty 3492.338851 = -3144871.634763 nChanged 2101 SP:Iteration 4Q (4694.798606 sec): 3 clusters Score: Raw -3149252.553142 + Penalty 3492.338851 = -3145760.214291 nChanged 2326 SP:Iteration 5F (4694.920232 sec): 3 clusters Score: Raw -3150381.824008 + Penalty 3492.338851 = -3146889.485157 nChanged 2485 SP:Iteration 6F (4695.041489 sec): 3 clusters Score: Raw -3151787.877524 + Penalty 3492.338851 = -3148295.538672 nChanged 2726 SP:Iteration 7F (4695.166129 sec): 3 clusters Score: Raw -3153486.454014 + Penalty 3492.338851 = -3149994.115163 nChanged 2816 SP:Iteration 8F (4695.287293 sec): 3 clusters Score: Raw -3155174.504977 + Penalty 3492.338851 = -3151682.166125 nChanged 2484 SP:Iteration 9F (4695.394032 sec): 3 clusters Score: Raw -3156552.729496 + Penalty 3492.338851 = -3153060.390644 nChanged 2047 SP:Iteration 10Q (4695.526403 sec): 3 clusters Score: Raw -3157468.500485 + Penalty 3492.338851 = -3153976.161633 nChanged 1454 SP:Iteration 11Q (4695.643717 sec): 3 clusters Score: Raw -3157951.747567 + Penalty 3492.338851 = -3154459.408715 nChanged 997 SP:Iteration 12Q (4695.773658 sec): 3 clusters Score: Raw -3158210.195734 + Penalty 3492.338851 = -3154717.856883 nChanged 756 SP:Iteration 13Q (4695.885663 sec): 3 clusters Score: Raw -3158375.021472 + Penalty 3492.338851 = -3154882.682621 nChanged 578 SP:Iteration 14Q (4696.023625 sec): 3 clusters Score: Raw -3158494.276231 + Penalty 3492.338851 = -3155001.937380 nChanged 522 SP:Iteration 15Q (4696.149305 sec): 3 clusters Score: Raw -3158606.593818 + Penalty 3492.338851 = -3155114.254967 nChanged 543 SP:Iteration 16Q (4696.267854 sec): 3 clusters Score: Raw -3158732.750605 + Penalty 3492.338851 = -3155240.411754 nChanged 522 SP:Iteration 17Q (4696.390897 sec): 3 clusters Score: Raw -3158852.342422 + Penalty 3492.338851 = -3155360.003570 nChanged 512 SP:Iteration 18Q (4696.508612 sec): 3 clusters Score: Raw -3158959.656628 + Penalty 3492.338851 = -3155467.317776 nChanged 494 SP:Iteration 19Q (4696.633917 sec): 3 clusters Score: Raw -3159065.976254 + Penalty 3492.338851 = -3155573.637402 nChanged 512 SP:Iteration 20F (4696.761047 sec): 3 clusters Score: Raw -3159176.135107 + Penalty 3492.338851 = -3155683.796256 nChanged 528 SP:Iteration 21Q (4696.871938 sec): 3 clusters Score: Raw -3159292.670034 + Penalty 3492.338851 = -3155800.331183 nChanged 510 SP:Iteration 22Q (4697.004291 sec): 3 clusters Score: Raw -3159399.782472 + Penalty 3492.338851 = -3155907.443621 nChanged 491 SP:Iteration 23Q (4697.123105 sec): 3 clusters Score: Raw -3159499.482194 + Penalty 3492.338851 = -3156007.143342 nChanged 514 SP:Iteration 24Q (4697.248118 sec): 3 clusters Score: Raw -3159607.394877 + Penalty 3492.338851 = -3156115.056026 nChanged 513 SP:Iteration 25Q (4697.361530 sec): 3 clusters Score: Raw -3159717.235193 + Penalty 3492.338851 = -3156224.896341 nChanged 560 SP:Iteration 26Q (4697.488647 sec): 3 clusters Score: Raw -3159850.308310 + Penalty 3492.338851 = -3156357.969459 nChanged 597 SP:Iteration 27Q (4697.613560 sec): 3 clusters Score: Raw -3160007.554943 + Penalty 3492.338851 = -3156515.216091 nChanged 684 SP:Iteration 28Q (4697.738745 sec): 3 clusters Score: Raw -3160188.709248 + Penalty 3492.338851 = -3156696.370397 nChanged 676 SP:Iteration 29Q (4697.863098 sec): 3 clusters Score: Raw -3160382.891331 + Penalty 3492.338851 = -3156890.552480 nChanged 742 SP:Iteration 30Q (4697.972011 sec): 3 clusters Score: Raw -3160624.308194 + Penalty 3492.338851 = -3157131.969343 nChanged 838 SP:Iteration 31Q (4698.093226 sec): 3 clusters Score: Raw -3160914.696370 + Penalty 3492.338851 = -3157422.357518 nChanged 836 SP:Iteration 32Q (4698.214830 sec): 3 clusters Score: Raw -3161216.271595 + Penalty 3492.338851 = -3157723.932743 nChanged 805 SP:Iteration 33Q (4698.327498 sec): 3 clusters Score: Raw -3161511.484526 + Penalty 3492.338851 = -3158019.145674 nChanged 795 SP:Iteration 34Q (4698.444334 sec): 3 clusters Score: Raw -3161811.211680 + Penalty 3492.338851 = -3158318.872829 nChanged 763 SP:Iteration 35Q (4698.560662 sec): 3 clusters Score: Raw -3162100.550445 + Penalty 3492.338851 = -3158608.211594 nChanged 714 SP:Iteration 36Q (4698.674231 sec): 3 clusters Score: Raw -3162387.564939 + Penalty 3492.338851 = -3158895.226087 nChanged 702 SP:Iteration 37Q (4698.794968 sec): 3 clusters Score: Raw -3162684.272637 + Penalty 3492.338851 = -3159191.933785 nChanged 661 SP:Iteration 38Q (4698.913606 sec): 3 clusters Score: Raw -3162964.180647 + Penalty 3492.338851 = -3159471.841796 nChanged 579 SP:Iteration 39Q (4699.030155 sec): 3 clusters Score: Raw -3163213.881510 + Penalty 3492.338851 = -3159721.542659 nChanged 519 SP:Iteration 40F (4699.157804 sec): 3 clusters Score: Raw -3163444.515794 + Penalty 3492.338851 = -3159952.176942 nChanged 502 SP:Iteration 41Q (4699.277597 sec): 3 clusters Score: Raw -3163674.922033 + Penalty 3492.338851 = -3160182.583182 nChanged 422 SP:Iteration 42Q (4699.382742 sec): 3 clusters Score: Raw -3163870.511232 + Penalty 3492.338851 = -3160378.172380 nChanged 385 SP:Iteration 43Q (4699.492827 sec): 3 clusters Score: Raw -3164042.249010 + Penalty 3492.338851 = -3160549.910158 nChanged 298 SP:Iteration 44Q (4699.613259 sec): 3 clusters Score: Raw -3164170.000750 + Penalty 3492.338851 = -3160677.661899 nChanged 230 SP:Iteration 45Q (4699.718586 sec): 3 clusters Score: Raw -3164271.129264 + Penalty 3492.338851 = -3160778.790412 nChanged 181 SP:Iteration 46Q (4699.836893 sec): 3 clusters Score: Raw -3164360.765022 + Penalty 3492.338851 = -3160868.426171 nChanged 156 SP:Iteration 47Q (4699.951617 sec): 3 clusters Score: Raw -3164440.312981 + Penalty 3492.338851 = -3160947.974129 nChanged 133 SP:Iteration 48Q (4700.055092 sec): 3 clusters Score: Raw -3164514.379295 + Penalty 3492.338851 = -3161022.040444 nChanged 105 SP:Iteration 49Q (4700.160531 sec): 3 clusters Score: Raw -3164574.471946 + Penalty 3492.338851 = -3161082.133095 nChanged 85 SP:Iteration 50Q (4700.263497 sec): 3 clusters Score: Raw -3164618.308588 + Penalty 3492.338851 = -3161125.969736 nChanged 76 SP:Iteration 51Q (4700.379596 sec): 3 clusters Score: Raw -3164653.519450 + Penalty 3492.338851 = -3161161.180599 nChanged 55 SP:Iteration 52Q (4700.483566 sec): 3 clusters Score: Raw -3164676.155493 + Penalty 3492.338851 = -3161183.816641 nChanged 46 SP:Iteration 53Q (4700.585280 sec): 3 clusters Score: Raw -3164694.840106 + Penalty 3492.338851 = -3161202.501254 nChanged 42 SP:Iteration 54Q (4700.691152 sec): 3 clusters Score: Raw -3164715.423475 + Penalty 3492.338851 = -3161223.084623 nChanged 29 SP:Iteration 55Q (4700.798782 sec): 3 clusters Score: Raw -3164726.391218 + Penalty 3492.338851 = -3161234.052366 nChanged 20 SP:Iteration 56Q (4700.893240 sec): 3 clusters Score: Raw -3164733.502699 + Penalty 3492.338851 = -3161241.163847 nChanged 14 SP:Iteration 57Q (4700.991726 sec): 3 clusters Score: Raw -3164738.789362 + Penalty 3492.338851 = -3161246.450511 nChanged 15 SP:Iteration 58Q (4701.085460 sec): 3 clusters Score: Raw -3164744.259016 + Penalty 3492.338851 = -3161251.920164 nChanged 13 SP:Iteration 59Q (4701.180043 sec): 3 clusters Score: Raw -3164747.547705 + Penalty 3492.338851 = -3161255.208853 nChanged 8 SP:Iteration 60F (4701.306228 sec): 3 clusters Score: Raw -3164749.683054 + Penalty 3492.338851 = -3161257.344202 nChanged 5 SP:Iteration 61Q (4701.409887 sec): 3 clusters Score: Raw -3164751.187134 + Penalty 3492.338851 = -3161258.848283 nChanged 4 SP:Iteration 62Q (4701.510749 sec): 3 clusters Score: Raw -3164752.256895 + Penalty 3492.338851 = -3161259.918043 nChanged 4 SP:Iteration 63Q (4701.621015 sec): 3 clusters Score: Raw -3164753.414170 + Penalty 3492.338851 = -3161261.075319 nChanged 3 SP:Iteration 64Q (4701.734821 sec): 3 clusters Score: Raw -3164753.882504 + Penalty 3492.338851 = -3161261.543653 nChanged 4 SP:Iteration 65Q (4701.847898 sec): 3 clusters Score: Raw -3164754.731345 + Penalty 3492.338851 = -3161262.392494 nChanged 3 SP:Iteration 66Q (4701.957605 sec): 3 clusters Score: Raw -3164755.629921 + Penalty 3492.338851 = -3161263.291070 nChanged 4 SP:Iteration 67Q (4702.055821 sec): 3 clusters Score: Raw -3164756.175018 + Penalty 3492.338851 = -3161263.836166 nChanged 2 SP:Iteration 68Q (4702.166697 sec): 3 clusters Score: Raw -3164756.442408 + Penalty 3492.338851 = -3161264.103557 nChanged 1 SP:Iteration 69Q (4702.280332 sec): 3 clusters Score: Raw -3164756.573256 + Penalty 3492.338851 = -3161264.234404 nChanged 1 SP:Iteration 70Q (4702.380042 sec): 3 clusters Score: Raw -3164756.992552 + Penalty 3492.338851 = -3161264.653700 nChanged 0 SP:Iteration 71F (4702.504380 sec): 3 clusters Score: Raw -3164756.992552 + Penalty 3492.338851 = -3161264.653700 nChanged 0 Trying to split cluster 24 (30726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4702.580144 sec): 2 clusters Score: Raw -2098800.032779 + Penalty 1679.090478 = -2097120.942301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4702.678963 sec): 3 clusters Score: Raw -2079755.383201 + Penalty 3358.180956 = -2076397.202245 nChanged 14295 SP:Iteration 1F (4702.769987 sec): 3 clusters Score: Raw -2088093.752352 + Penalty 3358.180956 = -2084735.571396 nChanged 1630 SP:Iteration 2F (4702.850724 sec): 3 clusters Score: Raw -2088793.388147 + Penalty 3358.180956 = -2085435.207190 nChanged 1744 SP:Iteration 3F (4702.946914 sec): 3 clusters Score: Raw -2089756.228097 + Penalty 3358.180956 = -2086398.047140 nChanged 2031 SP:Iteration 4F (4703.036242 sec): 3 clusters Score: Raw -2091168.596455 + Penalty 3358.180956 = -2087810.415499 nChanged 2249 SP:Iteration 5F (4703.126049 sec): 3 clusters Score: Raw -2093035.784944 + Penalty 3358.180956 = -2089677.603988 nChanged 2151 SP:Iteration 6F (4703.213999 sec): 3 clusters Score: Raw -2094922.029831 + Penalty 3358.180956 = -2091563.848875 nChanged 1774 SP:Iteration 7F (4703.309996 sec): 3 clusters Score: Raw -2096492.813806 + Penalty 3358.180956 = -2093134.632849 nChanged 1233 SP:Iteration 8Q (4703.402500 sec): 3 clusters Score: Raw -2097536.715751 + Penalty 3358.180956 = -2094178.534794 nChanged 850 SP:Iteration 9Q (4703.493063 sec): 3 clusters Score: Raw -2098227.049965 + Penalty 3358.180956 = -2094868.869009 nChanged 560 SP:Iteration 10Q (4703.573072 sec): 3 clusters Score: Raw -2098677.028617 + Penalty 3358.180956 = -2095318.847661 nChanged 364 SP:Iteration 11Q (4703.659142 sec): 3 clusters Score: Raw -2098975.196510 + Penalty 3358.180956 = -2095617.015554 nChanged 241 SP:Iteration 12Q (4703.748982 sec): 3 clusters Score: Raw -2099175.183181 + Penalty 3358.180956 = -2095817.002225 nChanged 185 SP:Iteration 13Q (4703.852772 sec): 3 clusters Score: Raw -2099321.280532 + Penalty 3358.180956 = -2095963.099576 nChanged 133 SP:Iteration 14Q (4703.936149 sec): 3 clusters Score: Raw -2099406.336993 + Penalty 3358.180956 = -2096048.156036 nChanged 109 SP:Iteration 15Q (4704.015848 sec): 3 clusters Score: Raw -2099455.985226 + Penalty 3358.180956 = -2096097.804270 nChanged 73 SP:Iteration 16Q (4704.093896 sec): 3 clusters Score: Raw -2099493.129271 + Penalty 3358.180956 = -2096134.948315 nChanged 62 SP:Iteration 17Q (4704.182790 sec): 3 clusters Score: Raw -2099520.401722 + Penalty 3358.180956 = -2096162.220766 nChanged 44 SP:Iteration 18Q (4704.264347 sec): 3 clusters Score: Raw -2099537.865289 + Penalty 3358.180956 = -2096179.684333 nChanged 29 SP:Iteration 19Q (4704.339210 sec): 3 clusters Score: Raw -2099548.123459 + Penalty 3358.180956 = -2096189.942503 nChanged 17 SP:Iteration 20F (4704.440882 sec): 3 clusters Score: Raw -2099553.012223 + Penalty 3358.180956 = -2096194.831266 nChanged 14 SP:Iteration 21Q (4704.513346 sec): 3 clusters Score: Raw -2099556.578028 + Penalty 3358.180956 = -2096198.397072 nChanged 7 SP:Iteration 22Q (4704.593917 sec): 3 clusters Score: Raw -2099558.386705 + Penalty 3358.180956 = -2096200.205749 nChanged 7 SP:Iteration 23Q (4704.678840 sec): 3 clusters Score: Raw -2099560.537323 + Penalty 3358.180956 = -2096202.356367 nChanged 1 SP:Iteration 24Q (4704.766544 sec): 3 clusters Score: Raw -2099560.654343 + Penalty 3358.180956 = -2096202.473387 nChanged 1 SP:Iteration 25Q (4704.861574 sec): 3 clusters Score: Raw -2099560.898449 + Penalty 3358.180956 = -2096202.717493 nChanged 0 SP:Iteration 26F (4704.947754 sec): 3 clusters Score: Raw -2099560.898449 + Penalty 3358.180956 = -2096202.717493 nChanged 0 Trying to split cluster 25 (1213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4704.976135 sec): 2 clusters Score: Raw -80703.346776 + Penalty 1153.888435 = -79549.458341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4705.031132 sec): 3 clusters Score: Raw -80285.066140 + Penalty 2307.776870 = -77977.289269 nChanged 381 SP:Iteration 1F (4705.077426 sec): 3 clusters Score: Raw -80566.133826 + Penalty 2307.776870 = -78258.356956 nChanged 84 SP:Iteration 2F (4705.120602 sec): 3 clusters Score: Raw -80627.547562 + Penalty 2307.776870 = -78319.770691 nChanged 37 SP:Iteration 3Q (4705.181437 sec): 3 clusters Score: Raw -80652.792859 + Penalty 2307.776870 = -78345.015989 nChanged 21 SP:Iteration 4Q (4705.222316 sec): 3 clusters Score: Raw -80670.882620 + Penalty 2307.776870 = -78363.105750 nChanged 19 SP:Iteration 5Q (4705.266405 sec): 3 clusters Score: Raw -80685.030491 + Penalty 2307.776870 = -78377.253621 nChanged 17 SP:Iteration 6Q (4705.312729 sec): 3 clusters Score: Raw -80700.697435 + Penalty 2307.776870 = -78392.920565 nChanged 8 SP:Iteration 7Q (4705.357681 sec): 3 clusters Score: Raw -80707.274392 + Penalty 2307.776870 = -78399.497522 nChanged 6 SP:Iteration 8Q (4705.398427 sec): 3 clusters Score: Raw -80711.937109 + Penalty 2307.776870 = -78404.160238 nChanged 3 SP:Iteration 9Q (4705.451253 sec): 3 clusters Score: Raw -80713.620209 + Penalty 2307.776870 = -78405.843339 nChanged 5 SP:Iteration 10Q (4705.486289 sec): 3 clusters Score: Raw -80718.141206 + Penalty 2307.776870 = -78410.364335 nChanged 7 SP:Iteration 11Q (4705.538455 sec): 3 clusters Score: Raw -80722.774505 + Penalty 2307.776870 = -78414.997634 nChanged 6 SP:Iteration 12Q (4705.593388 sec): 3 clusters Score: Raw -80726.808082 + Penalty 2307.776870 = -78419.031212 nChanged 3 SP:Iteration 13Q (4705.641484 sec): 3 clusters Score: Raw -80728.493639 + Penalty 2307.776870 = -78420.716768 nChanged 3 SP:Iteration 14Q (4705.678692 sec): 3 clusters Score: Raw -80731.805624 + Penalty 2307.776870 = -78424.028754 nChanged 3 SP:Iteration 15Q (4705.727613 sec): 3 clusters Score: Raw -80737.777602 + Penalty 2307.776870 = -78430.000731 nChanged 8 SP:Iteration 16Q (4705.772096 sec): 3 clusters Score: Raw -80744.316505 + Penalty 2307.776870 = -78436.539635 nChanged 6 SP:Iteration 17Q (4705.819103 sec): 3 clusters Score: Raw -80747.637723 + Penalty 2307.776870 = -78439.860852 nChanged 3 SP:Iteration 18Q (4705.869133 sec): 3 clusters Score: Raw -80750.314872 + Penalty 2307.776870 = -78442.538002 nChanged 3 SP:Iteration 19Q (4705.917819 sec): 3 clusters Score: Raw -80751.551054 + Penalty 2307.776870 = -78443.774183 nChanged 0 SP:Iteration 20F (4705.977957 sec): 3 clusters Score: Raw -80751.551054 + Penalty 2307.776870 = -78443.774183 nChanged 0 Trying to split cluster 26 (4667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4705.998820 sec): 2 clusters Score: Raw -322351.658501 + Penalty 1372.844159 = -320978.814342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4706.064310 sec): 3 clusters Score: Raw -320002.832834 + Penalty 2745.688317 = -317257.144516 nChanged 1845 SP:Iteration 1F (4706.108847 sec): 3 clusters Score: Raw -321088.589755 + Penalty 2745.688317 = -318342.901437 nChanged 324 SP:Iteration 2F (4706.163642 sec): 3 clusters Score: Raw -321257.437697 + Penalty 2745.688317 = -318511.749380 nChanged 209 SP:Iteration 3Q (4706.223436 sec): 3 clusters Score: Raw -321369.320662 + Penalty 2745.688317 = -318623.632344 nChanged 177 SP:Iteration 4Q (4706.265440 sec): 3 clusters Score: Raw -321467.011611 + Penalty 2745.688317 = -318721.323293 nChanged 169 SP:Iteration 5Q (4706.325540 sec): 3 clusters Score: Raw -321549.303924 + Penalty 2745.688317 = -318803.615606 nChanged 140 SP:Iteration 6Q (4706.374496 sec): 3 clusters Score: Raw -321625.456509 + Penalty 2745.688317 = -318879.768191 nChanged 134 SP:Iteration 7Q (4706.435973 sec): 3 clusters Score: Raw -321700.609686 + Penalty 2745.688317 = -318954.921369 nChanged 133 SP:Iteration 8Q (4706.491165 sec): 3 clusters Score: Raw -321780.833375 + Penalty 2745.688317 = -319035.145058 nChanged 143 SP:Iteration 9Q (4706.545471 sec): 3 clusters Score: Raw -321865.708292 + Penalty 2745.688317 = -319120.019974 nChanged 144 SP:Iteration 10Q (4706.592669 sec): 3 clusters Score: Raw -321964.052464 + Penalty 2745.688317 = -319218.364147 nChanged 157 SP:Iteration 11Q (4706.648217 sec): 3 clusters Score: Raw -322080.746541 + Penalty 2745.688317 = -319335.058223 nChanged 148 SP:Iteration 12Q (4706.701581 sec): 3 clusters Score: Raw -322209.111436 + Penalty 2745.688317 = -319463.423118 nChanged 143 SP:Iteration 13Q (4706.756564 sec): 3 clusters Score: Raw -322307.781756 + Penalty 2745.688317 = -319562.093438 nChanged 108 SP:Iteration 14Q (4706.820258 sec): 3 clusters Score: Raw -322367.582088 + Penalty 2745.688317 = -319621.893771 nChanged 86 SP:Iteration 15Q (4706.875147 sec): 3 clusters Score: Raw -322407.256297 + Penalty 2745.688317 = -319661.567979 nChanged 63 SP:Iteration 16Q (4706.922925 sec): 3 clusters Score: Raw -322432.565520 + Penalty 2745.688317 = -319686.877203 nChanged 46 SP:Iteration 17Q (4706.978522 sec): 3 clusters Score: Raw -322448.951514 + Penalty 2745.688317 = -319703.263197 nChanged 41 SP:Iteration 18Q (4707.029724 sec): 3 clusters Score: Raw -322463.494722 + Penalty 2745.688317 = -319717.806404 nChanged 39 SP:Iteration 19Q (4707.076497 sec): 3 clusters Score: Raw -322477.447023 + Penalty 2745.688317 = -319731.758706 nChanged 37 SP:Iteration 20F (4707.127603 sec): 3 clusters Score: Raw -322491.069281 + Penalty 2745.688317 = -319745.380963 nChanged 31 SP:Iteration 21Q (4707.183661 sec): 3 clusters Score: Raw -322501.487444 + Penalty 2745.688317 = -319755.799126 nChanged 30 SP:Iteration 22Q (4707.241493 sec): 3 clusters Score: Raw -322511.256700 + Penalty 2745.688317 = -319765.568382 nChanged 26 SP:Iteration 23Q (4707.294017 sec): 3 clusters Score: Raw -322518.633749 + Penalty 2745.688317 = -319772.945431 nChanged 27 SP:Iteration 24Q (4707.339531 sec): 3 clusters Score: Raw -322527.422109 + Penalty 2745.688317 = -319781.733792 nChanged 28 SP:Iteration 25Q (4707.401372 sec): 3 clusters Score: Raw -322536.553056 + Penalty 2745.688317 = -319790.864738 nChanged 24 SP:Iteration 26Q (4707.442182 sec): 3 clusters Score: Raw -322544.968974 + Penalty 2745.688317 = -319799.280657 nChanged 22 SP:Iteration 27Q (4707.493227 sec): 3 clusters Score: Raw -322551.263338 + Penalty 2745.688317 = -319805.575021 nChanged 24 SP:Iteration 28Q (4707.546437 sec): 3 clusters Score: Raw -322558.499189 + Penalty 2745.688317 = -319812.810872 nChanged 29 SP:Iteration 29Q (4707.601656 sec): 3 clusters Score: Raw -322566.926926 + Penalty 2745.688317 = -319821.238609 nChanged 19 SP:Iteration 30Q (4707.646362 sec): 3 clusters Score: Raw -322572.691441 + Penalty 2745.688317 = -319827.003124 nChanged 18 SP:Iteration 31Q (4707.708101 sec): 3 clusters Score: Raw -322577.619582 + Penalty 2745.688317 = -319831.931264 nChanged 17 SP:Iteration 32Q (4707.759185 sec): 3 clusters Score: Raw -322582.166472 + Penalty 2745.688317 = -319836.478155 nChanged 13 SP:Iteration 33Q (4707.799823 sec): 3 clusters Score: Raw -322584.116661 + Penalty 2745.688317 = -319838.428344 nChanged 5 SP:Iteration 34Q (4707.850739 sec): 3 clusters Score: Raw -322586.128242 + Penalty 2745.688317 = -319840.439924 nChanged 10 SP:Iteration 35Q (4707.905001 sec): 3 clusters Score: Raw -322588.569515 + Penalty 2745.688317 = -319842.881197 nChanged 11 SP:Iteration 36Q (4707.963447 sec): 3 clusters Score: Raw -322591.769666 + Penalty 2745.688317 = -319846.081348 nChanged 11 SP:Iteration 37Q (4708.014359 sec): 3 clusters Score: Raw -322594.751266 + Penalty 2745.688317 = -319849.062949 nChanged 14 SP:Iteration 38Q (4708.054863 sec): 3 clusters Score: Raw -322598.803032 + Penalty 2745.688317 = -319853.114714 nChanged 9 SP:Iteration 39Q (4708.113014 sec): 3 clusters Score: Raw -322601.311072 + Penalty 2745.688317 = -319855.622754 nChanged 11 SP:Iteration 40F (4708.157620 sec): 3 clusters Score: Raw -322605.288017 + Penalty 2745.688317 = -319859.599699 nChanged 8 SP:Iteration 41Q (4708.212019 sec): 3 clusters Score: Raw -322607.109249 + Penalty 2745.688317 = -319861.420932 nChanged 7 SP:Iteration 42Q (4708.276692 sec): 3 clusters Score: Raw -322608.852952 + Penalty 2745.688317 = -319863.164634 nChanged 4 SP:Iteration 43Q (4708.326415 sec): 3 clusters Score: Raw -322609.558545 + Penalty 2745.688317 = -319863.870228 nChanged 2 SP:Iteration 44Q (4708.374234 sec): 3 clusters Score: Raw -322609.858488 + Penalty 2745.688317 = -319864.170170 nChanged 1 SP:Iteration 45Q (4708.428604 sec): 3 clusters Score: Raw -322610.210485 + Penalty 2745.688317 = -319864.522168 nChanged 1 SP:Iteration 46Q (4708.489255 sec): 3 clusters Score: Raw -322610.320379 + Penalty 2745.688317 = -319864.632062 nChanged 0 SP:Iteration 47F (4708.544555 sec): 3 clusters Score: Raw -322610.320379 + Penalty 2745.688317 = -319864.632062 nChanged 0 Trying to split cluster 27 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4708.571978 sec): 2 clusters Score: Raw -13505.959318 + Penalty 904.234566 = -12601.724752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4708.620086 sec): 3 clusters Score: Raw -13584.048849 + Penalty 1808.469132 = -11775.579716 nChanged 50 SP:Iteration 1F (4708.663380 sec): 3 clusters Score: Raw -13701.142275 + Penalty 1808.469132 = -11892.673142 nChanged 13 SP:Iteration 2Q (4708.704460 sec): 3 clusters Score: Raw -13739.985715 + Penalty 1808.469132 = -11931.516583 nChanged 3 SP:Iteration 3Q (4708.759558 sec): 3 clusters Score: Raw -13752.282216 + Penalty 1808.469132 = -11943.813084 nChanged 2 SP:Iteration 4Q (4708.806166 sec): 3 clusters Score: Raw -13755.571739 + Penalty 1808.469132 = -11947.102606 nChanged 1 SP:Iteration 5Q (4708.847412 sec): 3 clusters Score: Raw -13766.222334 + Penalty 1808.469132 = -11957.753202 nChanged 1 SP:Iteration 6Q (4708.882605 sec): 3 clusters Score: Raw -13767.491841 + Penalty 1808.469132 = -11959.022709 nChanged 0 SP:Iteration 7F (4708.936118 sec): 3 clusters Score: Raw -13767.491841 + Penalty 1808.469132 = -11959.022709 nChanged 0 Trying to split cluster 28 (2038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4708.964828 sec): 2 clusters Score: Raw -132009.401499 + Penalty 1238.205185 = -130771.196315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4709.011701 sec): 3 clusters Score: Raw -131105.422885 + Penalty 2476.410369 = -128629.012516 nChanged 733 SP:Iteration 1F (4709.053015 sec): 3 clusters Score: Raw -131590.889687 + Penalty 2476.410369 = -129114.479317 nChanged 172 SP:Iteration 2F (4709.095065 sec): 3 clusters Score: Raw -131716.618521 + Penalty 2476.410369 = -129240.208151 nChanged 99 SP:Iteration 3Q (4709.145438 sec): 3 clusters Score: Raw -131803.548934 + Penalty 2476.410369 = -129327.138565 nChanged 92 SP:Iteration 4Q (4709.182157 sec): 3 clusters Score: Raw -131874.636689 + Penalty 2476.410369 = -129398.226319 nChanged 70 SP:Iteration 5Q (4709.225549 sec): 3 clusters Score: Raw -131925.067333 + Penalty 2476.410369 = -129448.656964 nChanged 54 SP:Iteration 6Q (4709.273576 sec): 3 clusters Score: Raw -131957.836697 + Penalty 2476.410369 = -129481.426328 nChanged 38 SP:Iteration 7Q (4709.332499 sec): 3 clusters Score: Raw -131986.323792 + Penalty 2476.410369 = -129509.913423 nChanged 37 SP:Iteration 8Q (4709.370245 sec): 3 clusters Score: Raw -132007.422697 + Penalty 2476.410369 = -129531.012327 nChanged 30 SP:Iteration 9Q (4709.414414 sec): 3 clusters Score: Raw -132024.111386 + Penalty 2476.410369 = -129547.701016 nChanged 29 SP:Iteration 10Q (4709.455923 sec): 3 clusters Score: Raw -132044.818938 + Penalty 2476.410369 = -129568.408569 nChanged 28 SP:Iteration 11Q (4709.505190 sec): 3 clusters Score: Raw -132062.814899 + Penalty 2476.410369 = -129586.404529 nChanged 22 SP:Iteration 12Q (4709.555859 sec): 3 clusters Score: Raw -132073.421813 + Penalty 2476.410369 = -129597.011444 nChanged 16 SP:Iteration 13Q (4709.593590 sec): 3 clusters Score: Raw -132080.624929 + Penalty 2476.410369 = -129604.214560 nChanged 14 SP:Iteration 14Q (4709.628108 sec): 3 clusters Score: Raw -132089.192026 + Penalty 2476.410369 = -129612.781657 nChanged 14 SP:Iteration 15Q (4709.658876 sec): 3 clusters Score: Raw -132095.995208 + Penalty 2476.410369 = -129619.584838 nChanged 13 SP:Iteration 16Q (4709.695599 sec): 3 clusters Score: Raw -132102.963577 + Penalty 2476.410369 = -129626.553207 nChanged 14 SP:Iteration 17Q (4709.732370 sec): 3 clusters Score: Raw -132110.326738 + Penalty 2476.410369 = -129633.916369 nChanged 13 SP:Iteration 18Q (4709.769729 sec): 3 clusters Score: Raw -132117.980665 + Penalty 2476.410369 = -129641.570296 nChanged 13 SP:Iteration 19Q (4709.807528 sec): 3 clusters Score: Raw -132125.753562 + Penalty 2476.410369 = -129649.343192 nChanged 7 SP:Iteration 20F (4709.844806 sec): 3 clusters Score: Raw -132129.854633 + Penalty 2476.410369 = -129653.444264 nChanged 10 SP:Iteration 21Q (4709.881746 sec): 3 clusters Score: Raw -132134.786793 + Penalty 2476.410369 = -129658.376423 nChanged 10 SP:Iteration 22Q (4709.919072 sec): 3 clusters Score: Raw -132139.386908 + Penalty 2476.410369 = -129662.976539 nChanged 15 SP:Iteration 23Q (4709.956094 sec): 3 clusters Score: Raw -132146.993322 + Penalty 2476.410369 = -129670.582952 nChanged 16 SP:Iteration 24Q (4709.993874 sec): 3 clusters Score: Raw -132155.688854 + Penalty 2476.410369 = -129679.278485 nChanged 15 SP:Iteration 25Q (4710.030504 sec): 3 clusters Score: Raw -132161.898948 + Penalty 2476.410369 = -129685.488579 nChanged 11 SP:Iteration 26Q (4710.067728 sec): 3 clusters Score: Raw -132167.967096 + Penalty 2476.410369 = -129691.556727 nChanged 10 SP:Iteration 27Q (4710.109667 sec): 3 clusters Score: Raw -132171.681358 + Penalty 2476.410369 = -129695.270988 nChanged 8 SP:Iteration 28Q (4710.156045 sec): 3 clusters Score: Raw -132174.277718 + Penalty 2476.410369 = -129697.867348 nChanged 6 SP:Iteration 29Q (4710.201092 sec): 3 clusters Score: Raw -132176.717281 + Penalty 2476.410369 = -129700.306911 nChanged 5 SP:Iteration 30Q (4710.248554 sec): 3 clusters Score: Raw -132178.540120 + Penalty 2476.410369 = -129702.129750 nChanged 8 SP:Iteration 31Q (4710.285777 sec): 3 clusters Score: Raw -132181.551633 + Penalty 2476.410369 = -129705.141264 nChanged 5 SP:Iteration 32Q (4710.331549 sec): 3 clusters Score: Raw -132182.406970 + Penalty 2476.410369 = -129705.996600 nChanged 3 SP:Iteration 33Q (4710.370390 sec): 3 clusters Score: Raw -132183.945967 + Penalty 2476.410369 = -129707.535597 nChanged 5 SP:Iteration 34Q (4710.426485 sec): 3 clusters Score: Raw -132185.503262 + Penalty 2476.410369 = -129709.092893 nChanged 4 SP:Iteration 35Q (4710.472927 sec): 3 clusters Score: Raw -132186.358350 + Penalty 2476.410369 = -129709.947981 nChanged 3 SP:Iteration 36Q (4710.519167 sec): 3 clusters Score: Raw -132187.310429 + Penalty 2476.410369 = -129710.900059 nChanged 2 SP:Iteration 37Q (4710.565279 sec): 3 clusters Score: Raw -132187.709131 + Penalty 2476.410369 = -129711.298762 nChanged 1 SP:Iteration 38Q (4710.613025 sec): 3 clusters Score: Raw -132187.904908 + Penalty 2476.410369 = -129711.494538 nChanged 0 SP:Iteration 39F (4710.661507 sec): 3 clusters Score: Raw -132187.904908 + Penalty 2476.410369 = -129711.494538 nChanged 0 Trying to split cluster 29 (1904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4710.688322 sec): 2 clusters Score: Raw -114611.956632 + Penalty 1227.153235 = -113384.803397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4710.736538 sec): 3 clusters Score: Raw -113798.969424 + Penalty 2454.306470 = -111344.662954 nChanged 672 SP:Iteration 1F (4710.776929 sec): 3 clusters Score: Raw -114286.204274 + Penalty 2454.306470 = -111831.897804 nChanged 159 SP:Iteration 2F (4710.829767 sec): 3 clusters Score: Raw -114421.456549 + Penalty 2454.306470 = -111967.150079 nChanged 98 SP:Iteration 3F (4710.868638 sec): 3 clusters Score: Raw -114534.109068 + Penalty 2454.306470 = -112079.802598 nChanged 91 SP:Iteration 4Q (4710.928404 sec): 3 clusters Score: Raw -114653.185765 + Penalty 2454.306470 = -112198.879295 nChanged 93 SP:Iteration 5Q (4710.970853 sec): 3 clusters Score: Raw -114772.845806 + Penalty 2454.306470 = -112318.539336 nChanged 71 SP:Iteration 6Q (4711.026212 sec): 3 clusters Score: Raw -114863.393134 + Penalty 2454.306470 = -112409.086664 nChanged 59 SP:Iteration 7Q (4711.076669 sec): 3 clusters Score: Raw -114917.047831 + Penalty 2454.306470 = -112462.741361 nChanged 52 SP:Iteration 8Q (4711.123213 sec): 3 clusters Score: Raw -114967.139968 + Penalty 2454.306470 = -112512.833498 nChanged 44 SP:Iteration 9Q (4711.169350 sec): 3 clusters Score: Raw -115005.210815 + Penalty 2454.306470 = -112550.904345 nChanged 26 SP:Iteration 10Q (4711.212559 sec): 3 clusters Score: Raw -115036.017704 + Penalty 2454.306470 = -112581.711234 nChanged 27 SP:Iteration 11Q (4711.258749 sec): 3 clusters Score: Raw -115054.968016 + Penalty 2454.306470 = -112600.661546 nChanged 17 SP:Iteration 12Q (4711.308455 sec): 3 clusters Score: Raw -115064.184973 + Penalty 2454.306470 = -112609.878503 nChanged 12 SP:Iteration 13Q (4711.357551 sec): 3 clusters Score: Raw -115071.162129 + Penalty 2454.306470 = -112616.855659 nChanged 11 SP:Iteration 14Q (4711.406935 sec): 3 clusters Score: Raw -115078.581465 + Penalty 2454.306470 = -112624.274995 nChanged 13 SP:Iteration 15Q (4711.451905 sec): 3 clusters Score: Raw -115086.760934 + Penalty 2454.306470 = -112632.454464 nChanged 14 SP:Iteration 16Q (4711.492662 sec): 3 clusters Score: Raw -115097.008888 + Penalty 2454.306470 = -112642.702418 nChanged 13 SP:Iteration 17Q (4711.540205 sec): 3 clusters Score: Raw -115106.420892 + Penalty 2454.306470 = -112652.114422 nChanged 16 SP:Iteration 18Q (4711.596966 sec): 3 clusters Score: Raw -115122.578624 + Penalty 2454.306470 = -112668.272154 nChanged 22 SP:Iteration 19Q (4711.644077 sec): 3 clusters Score: Raw -115136.667561 + Penalty 2454.306470 = -112682.361091 nChanged 10 SP:Iteration 20F (4711.685815 sec): 3 clusters Score: Raw -115140.856839 + Penalty 2454.306470 = -112686.550369 nChanged 8 SP:Iteration 21Q (4711.738395 sec): 3 clusters Score: Raw -115146.918752 + Penalty 2454.306470 = -112692.612282 nChanged 8 SP:Iteration 22Q (4711.774387 sec): 3 clusters Score: Raw -115154.428403 + Penalty 2454.306470 = -112700.121933 nChanged 12 SP:Iteration 23Q (4711.832405 sec): 3 clusters Score: Raw -115162.324380 + Penalty 2454.306470 = -112708.017910 nChanged 11 SP:Iteration 24Q (4711.878693 sec): 3 clusters Score: Raw -115169.665836 + Penalty 2454.306470 = -112715.359366 nChanged 10 SP:Iteration 25Q (4711.926531 sec): 3 clusters Score: Raw -115177.140123 + Penalty 2454.306470 = -112722.833653 nChanged 7 SP:Iteration 26Q (4711.965300 sec): 3 clusters Score: Raw -115180.376727 + Penalty 2454.306470 = -112726.070257 nChanged 2 SP:Iteration 27Q (4712.018001 sec): 3 clusters Score: Raw -115180.927559 + Penalty 2454.306470 = -112726.621089 nChanged 1 SP:Iteration 28Q (4712.071904 sec): 3 clusters Score: Raw -115181.392997 + Penalty 2454.306470 = -112727.086527 nChanged 0 SP:Iteration 29F (4712.116898 sec): 3 clusters Score: Raw -115181.392997 + Penalty 2454.306470 = -112727.086527 nChanged 0 Trying to split cluster 30 (2271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4712.145271 sec): 2 clusters Score: Raw -126285.292026 + Penalty 1255.796026 = -125029.496000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4712.193548 sec): 3 clusters Score: Raw -125322.900289 + Penalty 2511.592051 = -122811.308237 nChanged 813 SP:Iteration 1F (4712.240741 sec): 3 clusters Score: Raw -125840.748847 + Penalty 2511.592051 = -123329.156796 nChanged 203 SP:Iteration 2F (4712.288199 sec): 3 clusters Score: Raw -126023.295434 + Penalty 2511.592051 = -123511.703383 nChanged 124 SP:Iteration 3F (4712.335988 sec): 3 clusters Score: Raw -126160.106656 + Penalty 2511.592051 = -123648.514605 nChanged 112 SP:Iteration 4Q (4712.388423 sec): 3 clusters Score: Raw -126290.861447 + Penalty 2511.592051 = -123779.269396 nChanged 102 SP:Iteration 5Q (4712.425637 sec): 3 clusters Score: Raw -126404.227289 + Penalty 2511.592051 = -123892.635238 nChanged 80 SP:Iteration 6Q (4712.483403 sec): 3 clusters Score: Raw -126491.311377 + Penalty 2511.592051 = -123979.719326 nChanged 79 SP:Iteration 7Q (4712.530289 sec): 3 clusters Score: Raw -126566.652285 + Penalty 2511.592051 = -124055.060234 nChanged 84 SP:Iteration 8Q (4712.575491 sec): 3 clusters Score: Raw -126659.784054 + Penalty 2511.592051 = -124148.192003 nChanged 85 SP:Iteration 9Q (4712.617727 sec): 3 clusters Score: Raw -126804.484835 + Penalty 2511.592051 = -124292.892784 nChanged 88 SP:Iteration 10Q (4712.665142 sec): 3 clusters Score: Raw -126955.408054 + Penalty 2511.592051 = -124443.816002 nChanged 85 SP:Iteration 11Q (4712.716448 sec): 3 clusters Score: Raw -127082.348175 + Penalty 2511.592051 = -124570.756123 nChanged 69 SP:Iteration 12Q (4712.763798 sec): 3 clusters Score: Raw -127168.382440 + Penalty 2511.592051 = -124656.790389 nChanged 48 SP:Iteration 13Q (4712.816304 sec): 3 clusters Score: Raw -127226.361314 + Penalty 2511.592051 = -124714.769263 nChanged 43 SP:Iteration 14Q (4712.867512 sec): 3 clusters Score: Raw -127272.644008 + Penalty 2511.592051 = -124761.051956 nChanged 31 SP:Iteration 15Q (4712.923323 sec): 3 clusters Score: Raw -127307.189376 + Penalty 2511.592051 = -124795.597325 nChanged 23 SP:Iteration 16Q (4712.959824 sec): 3 clusters Score: Raw -127330.442758 + Penalty 2511.592051 = -124818.850706 nChanged 21 SP:Iteration 17Q (4713.016865 sec): 3 clusters Score: Raw -127344.937552 + Penalty 2511.592051 = -124833.345501 nChanged 11 SP:Iteration 18Q (4713.064359 sec): 3 clusters Score: Raw -127351.222429 + Penalty 2511.592051 = -124839.630378 nChanged 6 SP:Iteration 19Q (4713.108488 sec): 3 clusters Score: Raw -127357.128371 + Penalty 2511.592051 = -124845.536319 nChanged 4 SP:Iteration 20F (4713.159664 sec): 3 clusters Score: Raw -127358.733778 + Penalty 2511.592051 = -124847.141727 nChanged 0 Trying to split cluster 31 (1730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4713.183317 sec): 2 clusters Score: Raw -118341.023482 + Penalty 1211.579962 = -117129.443520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4713.231412 sec): 3 clusters Score: Raw -117634.096551 + Penalty 2423.159923 = -115210.936628 nChanged 626 SP:Iteration 1F (4713.276500 sec): 3 clusters Score: Raw -118054.113787 + Penalty 2423.159923 = -115630.953863 nChanged 150 SP:Iteration 2F (4713.332827 sec): 3 clusters Score: Raw -118175.126672 + Penalty 2423.159923 = -115751.966748 nChanged 90 SP:Iteration 3F (4713.375309 sec): 3 clusters Score: Raw -118253.531801 + Penalty 2423.159923 = -115830.371878 nChanged 57 SP:Iteration 4Q (4713.421895 sec): 3 clusters Score: Raw -118302.639899 + Penalty 2423.159923 = -115879.479976 nChanged 53 SP:Iteration 5Q (4713.467603 sec): 3 clusters Score: Raw -118343.124313 + Penalty 2423.159923 = -115919.964390 nChanged 43 SP:Iteration 6Q (4713.523713 sec): 3 clusters Score: Raw -118384.092827 + Penalty 2423.159923 = -115960.932903 nChanged 42 SP:Iteration 7Q (4713.570687 sec): 3 clusters Score: Raw -118416.889796 + Penalty 2423.159923 = -115993.729873 nChanged 31 SP:Iteration 8Q (4713.608560 sec): 3 clusters Score: Raw -118438.729703 + Penalty 2423.159923 = -116015.569779 nChanged 29 SP:Iteration 9Q (4713.658048 sec): 3 clusters Score: Raw -118459.842736 + Penalty 2423.159923 = -116036.682812 nChanged 22 SP:Iteration 10Q (4713.703444 sec): 3 clusters Score: Raw -118478.528122 + Penalty 2423.159923 = -116055.368199 nChanged 17 SP:Iteration 11Q (4713.765767 sec): 3 clusters Score: Raw -118491.112544 + Penalty 2423.159923 = -116067.952621 nChanged 12 SP:Iteration 12Q (4713.807307 sec): 3 clusters Score: Raw -118501.123853 + Penalty 2423.159923 = -116077.963929 nChanged 11 SP:Iteration 13Q (4713.854485 sec): 3 clusters Score: Raw -118508.144794 + Penalty 2423.159923 = -116084.984870 nChanged 4 SP:Iteration 14Q (4713.899388 sec): 3 clusters Score: Raw -118510.270247 + Penalty 2423.159923 = -116087.110324 nChanged 4 SP:Iteration 15Q (4713.948785 sec): 3 clusters Score: Raw -118514.859501 + Penalty 2423.159923 = -116091.699578 nChanged 6 SP:Iteration 16Q (4713.988034 sec): 3 clusters Score: Raw -118521.941133 + Penalty 2423.159923 = -116098.781209 nChanged 6 SP:Iteration 17Q (4714.038065 sec): 3 clusters Score: Raw -118527.675024 + Penalty 2423.159923 = -116104.515101 nChanged 8 SP:Iteration 18Q (4714.080364 sec): 3 clusters Score: Raw -118534.813303 + Penalty 2423.159923 = -116111.653380 nChanged 12 SP:Iteration 19Q (4714.131800 sec): 3 clusters Score: Raw -118545.279146 + Penalty 2423.159923 = -116122.119222 nChanged 10 SP:Iteration 20F (4714.175801 sec): 3 clusters Score: Raw -118555.143719 + Penalty 2423.159923 = -116131.983795 nChanged 11 SP:Iteration 21Q (4714.227182 sec): 3 clusters Score: Raw -118567.144542 + Penalty 2423.159923 = -116143.984619 nChanged 12 SP:Iteration 22Q (4714.271624 sec): 3 clusters Score: Raw -118578.038532 + Penalty 2423.159923 = -116154.878609 nChanged 9 SP:Iteration 23Q (4714.315537 sec): 3 clusters Score: Raw -118584.253817 + Penalty 2423.159923 = -116161.093894 nChanged 4 SP:Iteration 24Q (4714.368103 sec): 3 clusters Score: Raw -118586.853303 + Penalty 2423.159923 = -116163.693380 nChanged 0 SP:Iteration 25F (4714.419945 sec): 3 clusters Score: Raw -118586.853303 + Penalty 2423.159923 = -116163.693380 nChanged 0 Trying to split cluster 32 (21164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4714.464064 sec): 2 clusters Score: Raw -1377836.402809 + Penalty 1618.509247 = -1376217.893562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4714.550718 sec): 3 clusters Score: Raw -1365144.154956 + Penalty 3237.018494 = -1361907.136463 nChanged 9612 SP:Iteration 1F (4714.628797 sec): 3 clusters Score: Raw -1370429.142548 + Penalty 3237.018494 = -1367192.124055 nChanged 1180 SP:Iteration 2F (4714.709407 sec): 3 clusters Score: Raw -1370962.172162 + Penalty 3237.018494 = -1367725.153668 nChanged 1285 SP:Iteration 3F (4714.791188 sec): 3 clusters Score: Raw -1371605.326329 + Penalty 3237.018494 = -1368368.307835 nChanged 1397 SP:Iteration 4F (4714.854838 sec): 3 clusters Score: Raw -1372402.129568 + Penalty 3237.018494 = -1369165.111075 nChanged 1453 SP:Iteration 5F (4714.930520 sec): 3 clusters Score: Raw -1373369.558196 + Penalty 3237.018494 = -1370132.539703 nChanged 1433 SP:Iteration 6F (4715.018384 sec): 3 clusters Score: Raw -1374380.863152 + Penalty 3237.018494 = -1371143.844658 nChanged 1268 SP:Iteration 7F (4715.088912 sec): 3 clusters Score: Raw -1375304.266762 + Penalty 3237.018494 = -1372067.248269 nChanged 1099 SP:Iteration 8F (4715.168919 sec): 3 clusters Score: Raw -1376123.690052 + Penalty 3237.018494 = -1372886.671558 nChanged 885 SP:Iteration 9Q (4715.243588 sec): 3 clusters Score: Raw -1376783.454689 + Penalty 3237.018494 = -1373546.436196 nChanged 637 SP:Iteration 10Q (4715.331334 sec): 3 clusters Score: Raw -1377233.449421 + Penalty 3237.018494 = -1373996.430927 nChanged 429 SP:Iteration 11Q (4715.419382 sec): 3 clusters Score: Raw -1377523.411680 + Penalty 3237.018494 = -1374286.393186 nChanged 298 SP:Iteration 12Q (4715.492794 sec): 3 clusters Score: Raw -1377722.526901 + Penalty 3237.018494 = -1374485.508407 nChanged 189 SP:Iteration 13Q (4715.568602 sec): 3 clusters Score: Raw -1377847.363761 + Penalty 3237.018494 = -1374610.345267 nChanged 127 SP:Iteration 14Q (4715.654730 sec): 3 clusters Score: Raw -1377937.308270 + Penalty 3237.018494 = -1374700.289777 nChanged 85 SP:Iteration 15Q (4715.728265 sec): 3 clusters Score: Raw -1377989.560306 + Penalty 3237.018494 = -1374752.541812 nChanged 46 SP:Iteration 16Q (4715.795847 sec): 3 clusters Score: Raw -1378014.282394 + Penalty 3237.018494 = -1374777.263900 nChanged 37 SP:Iteration 17Q (4715.880699 sec): 3 clusters Score: Raw -1378038.108075 + Penalty 3237.018494 = -1374801.089582 nChanged 26 SP:Iteration 18Q (4715.949457 sec): 3 clusters Score: Raw -1378053.453903 + Penalty 3237.018494 = -1374816.435409 nChanged 23 SP:Iteration 19Q (4716.022690 sec): 3 clusters Score: Raw -1378066.829793 + Penalty 3237.018494 = -1374829.811300 nChanged 22 SP:Iteration 20F (4716.107051 sec): 3 clusters Score: Raw -1378078.624821 + Penalty 3237.018494 = -1374841.606327 nChanged 12 SP:Iteration 21Q (4716.179506 sec): 3 clusters Score: Raw -1378089.236074 + Penalty 3237.018494 = -1374852.217581 nChanged 13 SP:Iteration 22Q (4716.254525 sec): 3 clusters Score: Raw -1378097.549018 + Penalty 3237.018494 = -1374860.530525 nChanged 4 SP:Iteration 23Q (4716.335399 sec): 3 clusters Score: Raw -1378100.650371 + Penalty 3237.018494 = -1374863.631878 nChanged 5 SP:Iteration 24Q (4716.402346 sec): 3 clusters Score: Raw -1378102.938111 + Penalty 3237.018494 = -1374865.919617 nChanged 1 SP:Iteration 25Q (4716.483429 sec): 3 clusters Score: Raw -1378103.011975 + Penalty 3237.018494 = -1374865.993481 nChanged 0 SP:Iteration 26F (4716.558888 sec): 3 clusters Score: Raw -1378103.011975 + Penalty 3237.018494 = -1374865.993481 nChanged 0 Trying to split cluster 33 (2064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4716.585642 sec): 2 clusters Score: Raw -118086.690966 + Penalty 1240.265183 = -116846.425783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4716.628927 sec): 3 clusters Score: Raw -117195.865382 + Penalty 2480.530366 = -114715.335016 nChanged 702 SP:Iteration 1F (4716.658040 sec): 3 clusters Score: Raw -117686.495538 + Penalty 2480.530366 = -115205.965172 nChanged 195 SP:Iteration 2F (4716.698273 sec): 3 clusters Score: Raw -117879.361199 + Penalty 2480.530366 = -115398.830833 nChanged 144 SP:Iteration 3F (4716.741168 sec): 3 clusters Score: Raw -118036.940728 + Penalty 2480.530366 = -115556.410362 nChanged 121 SP:Iteration 4F (4716.786410 sec): 3 clusters Score: Raw -118161.563329 + Penalty 2480.530366 = -115681.032963 nChanged 85 SP:Iteration 5Q (4716.834147 sec): 3 clusters Score: Raw -118252.344821 + Penalty 2480.530366 = -115771.814455 nChanged 81 SP:Iteration 6Q (4716.875100 sec): 3 clusters Score: Raw -118331.243827 + Penalty 2480.530366 = -115850.713461 nChanged 65 SP:Iteration 7Q (4716.912501 sec): 3 clusters Score: Raw -118390.663482 + Penalty 2480.530366 = -115910.133116 nChanged 59 SP:Iteration 8Q (4716.954089 sec): 3 clusters Score: Raw -118455.356289 + Penalty 2480.530366 = -115974.825923 nChanged 51 SP:Iteration 9Q (4716.994759 sec): 3 clusters Score: Raw -118502.508034 + Penalty 2480.530366 = -116021.977668 nChanged 38 SP:Iteration 10Q (4717.028263 sec): 3 clusters Score: Raw -118542.568486 + Penalty 2480.530366 = -116062.038120 nChanged 37 SP:Iteration 11Q (4717.067719 sec): 3 clusters Score: Raw -118577.210450 + Penalty 2480.530366 = -116096.680084 nChanged 22 SP:Iteration 12Q (4717.122486 sec): 3 clusters Score: Raw -118596.816902 + Penalty 2480.530366 = -116116.286536 nChanged 26 SP:Iteration 13Q (4717.163351 sec): 3 clusters Score: Raw -118615.697696 + Penalty 2480.530366 = -116135.167330 nChanged 17 SP:Iteration 14Q (4717.202561 sec): 3 clusters Score: Raw -118630.111968 + Penalty 2480.530366 = -116149.581602 nChanged 9 SP:Iteration 15Q (4717.244061 sec): 3 clusters Score: Raw -118635.977075 + Penalty 2480.530366 = -116155.446709 nChanged 7 SP:Iteration 16Q (4717.294966 sec): 3 clusters Score: Raw -118640.183376 + Penalty 2480.530366 = -116159.653010 nChanged 4 SP:Iteration 17Q (4717.324665 sec): 3 clusters Score: Raw -118643.749651 + Penalty 2480.530366 = -116163.219285 nChanged 2 SP:Iteration 18Q (4717.375808 sec): 3 clusters Score: Raw -118644.800914 + Penalty 2480.530366 = -116164.270548 nChanged 3 SP:Iteration 19Q (4717.419358 sec): 3 clusters Score: Raw -118646.564853 + Penalty 2480.530366 = -116166.034487 nChanged 2 SP:Iteration 20F (4717.468033 sec): 3 clusters Score: Raw -118647.226813 + Penalty 2480.530366 = -116166.696447 nChanged 0 Trying to split cluster 34 (21240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4717.516638 sec): 2 clusters Score: Raw -1448803.661658 + Penalty 1619.091740 = -1447184.569918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4717.594940 sec): 3 clusters Score: Raw -1435967.994091 + Penalty 3238.183479 = -1432729.810611 nChanged 9652 SP:Iteration 1F (4717.671535 sec): 3 clusters Score: Raw -1441309.382254 + Penalty 3238.183479 = -1438071.198774 nChanged 1052 SP:Iteration 2Q (4717.760651 sec): 3 clusters Score: Raw -1441701.579097 + Penalty 3238.183479 = -1438463.395618 nChanged 981 SP:Iteration 3Q (4717.825058 sec): 3 clusters Score: Raw -1442088.916766 + Penalty 3238.183479 = -1438850.733287 nChanged 973 SP:Iteration 4Q (4717.907355 sec): 3 clusters Score: Raw -1442597.163157 + Penalty 3238.183479 = -1439358.979678 nChanged 1079 SP:Iteration 5F (4717.980331 sec): 3 clusters Score: Raw -1443283.109291 + Penalty 3238.183479 = -1440044.925812 nChanged 1152 SP:Iteration 6F (4718.060402 sec): 3 clusters Score: Raw -1444071.981197 + Penalty 3238.183479 = -1440833.797717 nChanged 1165 SP:Iteration 7F (4718.140780 sec): 3 clusters Score: Raw -1444925.881074 + Penalty 3238.183479 = -1441687.697594 nChanged 1113 SP:Iteration 8F (4718.236232 sec): 3 clusters Score: Raw -1445667.385768 + Penalty 3238.183479 = -1442429.202289 nChanged 928 SP:Iteration 9Q (4718.320083 sec): 3 clusters Score: Raw -1446241.687872 + Penalty 3238.183479 = -1443003.504392 nChanged 790 SP:Iteration 10Q (4718.398664 sec): 3 clusters Score: Raw -1446692.481252 + Penalty 3238.183479 = -1443454.297773 nChanged 710 SP:Iteration 11Q (4718.484267 sec): 3 clusters Score: Raw -1447061.080388 + Penalty 3238.183479 = -1443822.896908 nChanged 596 SP:Iteration 12Q (4718.565879 sec): 3 clusters Score: Raw -1447372.839547 + Penalty 3238.183479 = -1444134.656067 nChanged 536 SP:Iteration 13Q (4718.641577 sec): 3 clusters Score: Raw -1447650.198939 + Penalty 3238.183479 = -1444412.015459 nChanged 494 SP:Iteration 14Q (4718.725767 sec): 3 clusters Score: Raw -1447919.539519 + Penalty 3238.183479 = -1444681.356040 nChanged 436 SP:Iteration 15Q (4718.808141 sec): 3 clusters Score: Raw -1448159.460590 + Penalty 3238.183479 = -1444921.277110 nChanged 359 SP:Iteration 16Q (4718.875096 sec): 3 clusters Score: Raw -1448347.331446 + Penalty 3238.183479 = -1445109.147966 nChanged 295 SP:Iteration 17Q (4718.962097 sec): 3 clusters Score: Raw -1448499.780452 + Penalty 3238.183479 = -1445261.596972 nChanged 218 SP:Iteration 18Q (4719.038447 sec): 3 clusters Score: Raw -1448620.672878 + Penalty 3238.183479 = -1445382.489398 nChanged 194 SP:Iteration 19Q (4719.112653 sec): 3 clusters Score: Raw -1448735.656415 + Penalty 3238.183479 = -1445497.472936 nChanged 157 SP:Iteration 20F (4719.187637 sec): 3 clusters Score: Raw -1448836.307642 + Penalty 3238.183479 = -1445598.124163 nChanged 116 SP:Iteration 21Q (4719.272846 sec): 3 clusters Score: Raw -1448895.011373 + Penalty 3238.183479 = -1445656.827893 nChanged 89 SP:Iteration 22Q (4719.349679 sec): 3 clusters Score: Raw -1448939.762042 + Penalty 3238.183479 = -1445701.578562 nChanged 73 SP:Iteration 23Q (4719.430573 sec): 3 clusters Score: Raw -1448977.822592 + Penalty 3238.183479 = -1445739.639113 nChanged 61 SP:Iteration 24Q (4719.505305 sec): 3 clusters Score: Raw -1449008.601338 + Penalty 3238.183479 = -1445770.417859 nChanged 54 SP:Iteration 25Q (4719.580700 sec): 3 clusters Score: Raw -1449037.027253 + Penalty 3238.183479 = -1445798.843773 nChanged 38 SP:Iteration 26Q (4719.662050 sec): 3 clusters Score: Raw -1449056.222915 + Penalty 3238.183479 = -1445818.039436 nChanged 37 SP:Iteration 27Q (4719.734580 sec): 3 clusters Score: Raw -1449071.891588 + Penalty 3238.183479 = -1445833.708109 nChanged 28 SP:Iteration 28Q (4719.810700 sec): 3 clusters Score: Raw -1449084.309443 + Penalty 3238.183479 = -1445846.125964 nChanged 18 SP:Iteration 29Q (4719.883908 sec): 3 clusters Score: Raw -1449095.153041 + Penalty 3238.183479 = -1445856.969561 nChanged 16 SP:Iteration 30Q (4719.959317 sec): 3 clusters Score: Raw -1449102.815391 + Penalty 3238.183479 = -1445864.631911 nChanged 10 SP:Iteration 31Q (4720.036814 sec): 3 clusters Score: Raw -1449107.314723 + Penalty 3238.183479 = -1445869.131243 nChanged 10 SP:Iteration 32Q (4720.116250 sec): 3 clusters Score: Raw -1449113.197128 + Penalty 3238.183479 = -1445875.013649 nChanged 16 SP:Iteration 33Q (4720.190101 sec): 3 clusters Score: Raw -1449121.554219 + Penalty 3238.183479 = -1445883.370740 nChanged 12 SP:Iteration 34Q (4720.262696 sec): 3 clusters Score: Raw -1449129.335779 + Penalty 3238.183479 = -1445891.152299 nChanged 18 SP:Iteration 35Q (4720.320063 sec): 3 clusters Score: Raw -1449141.033573 + Penalty 3238.183479 = -1445902.850093 nChanged 17 SP:Iteration 36Q (4720.404355 sec): 3 clusters Score: Raw -1449154.835666 + Penalty 3238.183479 = -1445916.652187 nChanged 13 SP:Iteration 37Q (4720.480315 sec): 3 clusters Score: Raw -1449162.773104 + Penalty 3238.183479 = -1445924.589624 nChanged 14 SP:Iteration 38Q (4720.553684 sec): 3 clusters Score: Raw -1449170.916516 + Penalty 3238.183479 = -1445932.733036 nChanged 11 SP:Iteration 39Q (4720.635431 sec): 3 clusters Score: Raw -1449175.355675 + Penalty 3238.183479 = -1445937.172195 nChanged 6 SP:Iteration 40F (4720.713835 sec): 3 clusters Score: Raw -1449177.861474 + Penalty 3238.183479 = -1445939.677994 nChanged 4 SP:Iteration 41Q (4720.791161 sec): 3 clusters Score: Raw -1449179.167571 + Penalty 3238.183479 = -1445940.984091 nChanged 5 SP:Iteration 42Q (4720.866546 sec): 3 clusters Score: Raw -1449180.696099 + Penalty 3238.183479 = -1445942.512620 nChanged 4 SP:Iteration 43Q (4720.941445 sec): 3 clusters Score: Raw -1449183.742099 + Penalty 3238.183479 = -1445945.558619 nChanged 1 SP:Iteration 44Q (4721.011432 sec): 3 clusters Score: Raw -1449183.975150 + Penalty 3238.183479 = -1445945.791671 nChanged 0 SP:Iteration 45F (4721.094124 sec): 3 clusters Score: Raw -1449183.975150 + Penalty 3238.183479 = -1445945.791671 nChanged 0 Trying to split cluster 35 (3081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4721.126057 sec): 2 clusters Score: Raw -209273.230218 + Penalty 1305.364044 = -207967.866174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4721.168331 sec): 3 clusters Score: Raw -207801.080150 + Penalty 2610.728087 = -205190.352063 nChanged 1180 SP:Iteration 1F (4721.228122 sec): 3 clusters Score: Raw -208562.819687 + Penalty 2610.728087 = -205952.091600 nChanged 267 SP:Iteration 2F (4721.278426 sec): 3 clusters Score: Raw -208787.241321 + Penalty 2610.728087 = -206176.513234 nChanged 203 SP:Iteration 3F (4721.330692 sec): 3 clusters Score: Raw -208979.889069 + Penalty 2610.728087 = -206369.160982 nChanged 201 SP:Iteration 4F (4721.382631 sec): 3 clusters Score: Raw -209164.508964 + Penalty 2610.728087 = -206553.780877 nChanged 156 SP:Iteration 5F (4721.422153 sec): 3 clusters Score: Raw -209295.582310 + Penalty 2610.728087 = -206684.854223 nChanged 117 SP:Iteration 6Q (4721.476978 sec): 3 clusters Score: Raw -209382.788303 + Penalty 2610.728087 = -206772.060216 nChanged 90 SP:Iteration 7Q (4721.535044 sec): 3 clusters Score: Raw -209439.010194 + Penalty 2610.728087 = -206828.282107 nChanged 53 SP:Iteration 8Q (4721.591514 sec): 3 clusters Score: Raw -209473.145873 + Penalty 2610.728087 = -206862.417786 nChanged 48 SP:Iteration 9Q (4721.643496 sec): 3 clusters Score: Raw -209504.214855 + Penalty 2610.728087 = -206893.486768 nChanged 50 SP:Iteration 10Q (4721.686936 sec): 3 clusters Score: Raw -209536.296846 + Penalty 2610.728087 = -206925.568759 nChanged 39 SP:Iteration 11Q (4721.737687 sec): 3 clusters Score: Raw -209554.606366 + Penalty 2610.728087 = -206943.878279 nChanged 20 SP:Iteration 12Q (4721.790172 sec): 3 clusters Score: Raw -209563.860268 + Penalty 2610.728087 = -206953.132181 nChanged 17 SP:Iteration 13Q (4721.834369 sec): 3 clusters Score: Raw -209570.723155 + Penalty 2610.728087 = -206959.995068 nChanged 16 SP:Iteration 14Q (4721.886793 sec): 3 clusters Score: Raw -209577.765317 + Penalty 2610.728087 = -206967.037230 nChanged 13 SP:Iteration 15Q (4721.941632 sec): 3 clusters Score: Raw -209582.210014 + Penalty 2610.728087 = -206971.481927 nChanged 12 SP:Iteration 16Q (4721.988829 sec): 3 clusters Score: Raw -209587.980959 + Penalty 2610.728087 = -206977.252872 nChanged 5 SP:Iteration 17Q (4722.038009 sec): 3 clusters Score: Raw -209589.706427 + Penalty 2610.728087 = -206978.978340 nChanged 2 SP:Iteration 18Q (4722.087032 sec): 3 clusters Score: Raw -209590.306151 + Penalty 2610.728087 = -206979.578064 nChanged 2 SP:Iteration 19Q (4722.125192 sec): 3 clusters Score: Raw -209590.829101 + Penalty 2610.728087 = -206980.101014 nChanged 0 SP:Iteration 20F (4722.181820 sec): 3 clusters Score: Raw -209590.829101 + Penalty 2610.728087 = -206980.101014 nChanged 0 Trying to split cluster 36 (5553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4722.201653 sec): 2 clusters Score: Raw -378445.144581 + Penalty 1401.090210 = -377044.054371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4722.265798 sec): 3 clusters Score: Raw -375473.248003 + Penalty 2802.180420 = -372671.067583 nChanged 2278 SP:Iteration 1F (4722.321525 sec): 3 clusters Score: Raw -376784.436272 + Penalty 2802.180420 = -373982.255852 nChanged 413 SP:Iteration 2F (4722.362354 sec): 3 clusters Score: Raw -377028.976986 + Penalty 2802.180420 = -374226.796565 nChanged 325 SP:Iteration 3F (4722.423141 sec): 3 clusters Score: Raw -377230.763434 + Penalty 2802.180420 = -374428.583013 nChanged 308 SP:Iteration 4F (4722.466613 sec): 3 clusters Score: Raw -377426.414452 + Penalty 2802.180420 = -374624.234032 nChanged 308 SP:Iteration 5F (4722.520196 sec): 3 clusters Score: Raw -377668.309844 + Penalty 2802.180420 = -374866.129424 nChanged 312 SP:Iteration 6F (4722.569751 sec): 3 clusters Score: Raw -377909.843362 + Penalty 2802.180420 = -375107.662942 nChanged 291 SP:Iteration 7F (4722.624678 sec): 3 clusters Score: Raw -378143.733222 + Penalty 2802.180420 = -375341.552802 nChanged 262 SP:Iteration 8Q (4722.670912 sec): 3 clusters Score: Raw -378371.597954 + Penalty 2802.180420 = -375569.417533 nChanged 218 SP:Iteration 9Q (4722.723604 sec): 3 clusters Score: Raw -378552.343151 + Penalty 2802.180420 = -375750.162730 nChanged 160 SP:Iteration 10Q (4722.782068 sec): 3 clusters Score: Raw -378663.314435 + Penalty 2802.180420 = -375861.134015 nChanged 109 SP:Iteration 11Q (4722.825188 sec): 3 clusters Score: Raw -378735.023548 + Penalty 2802.180420 = -375932.843127 nChanged 75 SP:Iteration 12Q (4722.879772 sec): 3 clusters Score: Raw -378778.028040 + Penalty 2802.180420 = -375975.847619 nChanged 61 SP:Iteration 13Q (4722.921672 sec): 3 clusters Score: Raw -378801.621586 + Penalty 2802.180420 = -375999.441166 nChanged 38 SP:Iteration 14Q (4722.968684 sec): 3 clusters Score: Raw -378816.901119 + Penalty 2802.180420 = -376014.720698 nChanged 28 SP:Iteration 15Q (4723.031661 sec): 3 clusters Score: Raw -378826.176615 + Penalty 2802.180420 = -376023.996195 nChanged 24 SP:Iteration 16Q (4723.084151 sec): 3 clusters Score: Raw -378833.477980 + Penalty 2802.180420 = -376031.297560 nChanged 19 SP:Iteration 17Q (4723.134650 sec): 3 clusters Score: Raw -378838.960685 + Penalty 2802.180420 = -376036.780264 nChanged 13 SP:Iteration 18Q (4723.176447 sec): 3 clusters Score: Raw -378841.489164 + Penalty 2802.180420 = -376039.308744 nChanged 5 SP:Iteration 19Q (4723.226882 sec): 3 clusters Score: Raw -378843.025331 + Penalty 2802.180420 = -376040.844910 nChanged 4 SP:Iteration 20F (4723.281925 sec): 3 clusters Score: Raw -378844.744674 + Penalty 2802.180420 = -376042.564253 nChanged 6 SP:Iteration 21Q (4723.327122 sec): 3 clusters Score: Raw -378846.590834 + Penalty 2802.180420 = -376044.410413 nChanged 0 SP:Iteration 22F (4723.388761 sec): 3 clusters Score: Raw -378846.590834 + Penalty 2802.180420 = -376044.410413 nChanged 0 Time taken for this iteration:4717.381158 seconds. 20->37 Clusters: Score -32086752.918209, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 501737 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 2 (6524 points): Lose 529.698655 but Gain 2132.947596 Iteration 0F (4729.855406 sec): 20 clusters Score: Raw -28085309.010136 + Penalty 40526.004315 = -28044783.005821 nChanged 473886 Iteration 1F (4736.154654 sec): 20 clusters Score: Raw -30454951.093721 + Penalty 40526.004315 = -30414425.089406 nChanged 196860 Iteration 2F (4742.438695 sec): 20 clusters Score: Raw -30958299.546093 + Penalty 40526.004315 = -30917773.541778 nChanged 131301 Deleting Class 17 (1077 points): Lose 1509.349125 but Gain 2132.947596 Iteration 3F (4748.636290 sec): 19 clusters Score: Raw -31213715.277849 + Penalty 38393.056719 = -31175322.221130 nChanged 99365 Iteration 4F (4754.538493 sec): 19 clusters Score: Raw -31412261.865496 + Penalty 38393.056719 = -31373868.808777 nChanged 76915 Iteration 5F (4760.411124 sec): 19 clusters Score: Raw -31544679.770944 + Penalty 38393.056719 = -31506286.714225 nChanged 63545 Iteration 6F (4766.408694 sec): 19 clusters Score: Raw -31637481.148971 + Penalty 38393.056719 = -31599088.092251 nChanged 51512 Iteration 7F (4772.219764 sec): 19 clusters Score: Raw -31715791.249253 + Penalty 38393.056719 = -31677398.192534 nChanged 42836 Iteration 8F (4778.114140 sec): 19 clusters Score: Raw -31784453.410520 + Penalty 38393.056719 = -31746060.353801 nChanged 36882 Iteration 9F (4784.032441 sec): 19 clusters Score: Raw -31832320.353677 + Penalty 38393.056719 = -31793927.296958 nChanged 29546 Iteration 10F (4789.899743 sec): 19 clusters Score: Raw -31864442.661144 + Penalty 38393.056719 = -31826049.604425 nChanged 22618 Iteration 11Q (4792.993682 sec): 19 clusters Score: Raw -31886743.254358 + Penalty 38393.056719 = -31848350.197638 nChanged 17476 Iteration 12Q (4795.648994 sec): 19 clusters Score: Raw -31901336.770491 + Penalty 38393.056719 = -31862943.713772 nChanged 13959 Iteration 13Q (4798.335452 sec): 19 clusters Score: Raw -31911099.378972 + Penalty 38393.056719 = -31872706.322252 nChanged 11504 Iteration 14Q (4801.095819 sec): 19 clusters Score: Raw -31918924.065305 + Penalty 38393.056719 = -31880531.008585 nChanged 9686 Iteration 15Q (4803.380903 sec): 19 clusters Score: Raw -31926783.295265 + Penalty 38393.056719 = -31888390.238546 nChanged 8415 Iteration 16Q (4806.160452 sec): 19 clusters Score: Raw -31935138.213150 + Penalty 38393.056719 = -31896745.156430 nChanged 6773 Iteration 17Q (4808.756958 sec): 19 clusters Score: Raw -31938750.545543 + Penalty 38393.056719 = -31900357.488824 nChanged 5443 Iteration 18Q (4811.394623 sec): 19 clusters Score: Raw -31940948.362716 + Penalty 38393.056719 = -31902555.305997 nChanged 4203 Iteration 19Q (4814.223581 sec): 19 clusters Score: Raw -31942550.845088 + Penalty 38393.056719 = -31904157.788368 nChanged 3285 Writing temp clu file Because OldScore, -31902555.305997, is greater than current (better) Score,-31904157.788368 Compute initial score before splitting: Score: Raw -31942550.845088 + Penalty 38393.056719 = -31904157.788368 Trying to split cluster 1 (184894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4814.649605 sec): 2 clusters Score: Raw -12401535.340285 + Penalty 1970.724920 = -12399564.615365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4815.015733 sec): 3 clusters Score: Raw -12279930.988379 + Penalty 3941.449839 = -12275989.538540 nChanged 88992 SP:Iteration 1F (4815.364014 sec): 3 clusters Score: Raw -12336830.550968 + Penalty 3941.449839 = -12332889.101129 nChanged 11089 SP:Iteration 2F (4815.718093 sec): 3 clusters Score: Raw -12344074.571479 + Penalty 3941.449839 = -12340133.121640 nChanged 13640 SP:Iteration 3F (4816.062107 sec): 3 clusters Score: Raw -12355430.160552 + Penalty 3941.449839 = -12351488.710713 nChanged 15148 SP:Iteration 4F (4816.416532 sec): 3 clusters Score: Raw -12369323.079135 + Penalty 3941.449839 = -12365381.629296 nChanged 14682 SP:Iteration 5F (4816.764150 sec): 3 clusters Score: Raw -12382482.389303 + Penalty 3941.449839 = -12378540.939464 nChanged 12746 SP:Iteration 6F (4817.087108 sec): 3 clusters Score: Raw -12393821.430331 + Penalty 3941.449839 = -12389879.980492 nChanged 10548 SP:Iteration 7F (4817.430348 sec): 3 clusters Score: Raw -12404574.208808 + Penalty 3941.449839 = -12400632.758969 nChanged 9257 SP:Iteration 8F (4817.775799 sec): 3 clusters Score: Raw -12416436.955590 + Penalty 3941.449839 = -12412495.505750 nChanged 8172 SP:Iteration 9Q (4818.131330 sec): 3 clusters Score: Raw -12426591.938847 + Penalty 3941.449839 = -12422650.489008 nChanged 6305 SP:Iteration 10Q (4818.464563 sec): 3 clusters Score: Raw -12431878.783351 + Penalty 3941.449839 = -12427937.333512 nChanged 4227 SP:Iteration 11Q (4818.767195 sec): 3 clusters Score: Raw -12434204.631193 + Penalty 3941.449839 = -12430263.181353 nChanged 2790 SP:Iteration 12Q (4819.086145 sec): 3 clusters Score: Raw -12435371.172996 + Penalty 3941.449839 = -12431429.723157 nChanged 2086 SP:Iteration 13Q (4819.375179 sec): 3 clusters Score: Raw -12436096.754493 + Penalty 3941.449839 = -12432155.304654 nChanged 1591 SP:Iteration 14Q (4819.698128 sec): 3 clusters Score: Raw -12436540.753182 + Penalty 3941.449839 = -12432599.303343 nChanged 1320 SP:Iteration 15Q (4820.019045 sec): 3 clusters Score: Raw -12436881.277510 + Penalty 3941.449839 = -12432939.827671 nChanged 1200 SP:Iteration 16Q (4820.344326 sec): 3 clusters Score: Raw -12437164.517870 + Penalty 3941.449839 = -12433223.068031 nChanged 985 SP:Iteration 17Q (4820.667587 sec): 3 clusters Score: Raw -12437353.723207 + Penalty 3941.449839 = -12433412.273368 nChanged 855 SP:Iteration 18Q (4820.995367 sec): 3 clusters Score: Raw -12437501.790281 + Penalty 3941.449839 = -12433560.340442 nChanged 776 SP:Iteration 19Q (4821.318804 sec): 3 clusters Score: Raw -12437623.209646 + Penalty 3941.449839 = -12433681.759807 nChanged 656 SP:Iteration 20F (4821.669242 sec): 3 clusters Score: Raw -12437709.530147 + Penalty 3941.449839 = -12433768.080307 nChanged 574 SP:Iteration 21Q (4821.986866 sec): 3 clusters Score: Raw -12437775.898596 + Penalty 3941.449839 = -12433834.448756 nChanged 475 SP:Iteration 22Q (4822.270902 sec): 3 clusters Score: Raw -12437820.009222 + Penalty 3941.449839 = -12433878.559382 nChanged 416 SP:Iteration 23Q (4822.566630 sec): 3 clusters Score: Raw -12437852.633415 + Penalty 3941.449839 = -12433911.183576 nChanged 369 SP:Iteration 24Q (4822.872288 sec): 3 clusters Score: Raw -12437879.429354 + Penalty 3941.449839 = -12433937.979515 nChanged 309 SP:Iteration 25Q (4823.193761 sec): 3 clusters Score: Raw -12437899.648777 + Penalty 3941.449839 = -12433958.198938 nChanged 288 SP:Iteration 26Q (4823.515095 sec): 3 clusters Score: Raw -12437916.757738 + Penalty 3941.449839 = -12433975.307899 nChanged 250 SP:Iteration 27Q (4823.832048 sec): 3 clusters Score: Raw -12437928.031557 + Penalty 3941.449839 = -12433986.581718 nChanged 183 SP:Iteration 28Q (4824.169973 sec): 3 clusters Score: Raw -12437934.600044 + Penalty 3941.449839 = -12433993.150205 nChanged 157 SP:Iteration 29Q (4824.499134 sec): 3 clusters Score: Raw -12437939.799000 + Penalty 3941.449839 = -12433998.349161 nChanged 149 SP:Iteration 30Q (4824.813652 sec): 3 clusters Score: Raw -12437944.443454 + Penalty 3941.449839 = -12434002.993614 nChanged 142 SP:Iteration 31Q (4825.140691 sec): 3 clusters Score: Raw -12437948.538780 + Penalty 3941.449839 = -12434007.088940 nChanged 130 SP:Iteration 32Q (4825.455818 sec): 3 clusters Score: Raw -12437951.830550 + Penalty 3941.449839 = -12434010.380711 nChanged 85 SP:Iteration 33Q (4825.765482 sec): 3 clusters Score: Raw -12437953.868609 + Penalty 3941.449839 = -12434012.418769 nChanged 80 SP:Iteration 34Q (4826.088386 sec): 3 clusters Score: Raw -12437955.410907 + Penalty 3941.449839 = -12434013.961067 nChanged 65 SP:Iteration 35Q (4826.415894 sec): 3 clusters Score: Raw -12437956.461676 + Penalty 3941.449839 = -12434015.011837 nChanged 51 SP:Iteration 36Q (4826.743473 sec): 3 clusters Score: Raw -12437957.310240 + Penalty 3941.449839 = -12434015.860401 nChanged 44 SP:Iteration 37Q (4827.068948 sec): 3 clusters Score: Raw -12437957.848979 + Penalty 3941.449839 = -12434016.399139 nChanged 41 SP:Iteration 38Q (4827.396574 sec): 3 clusters Score: Raw -12437958.440021 + Penalty 3941.449839 = -12434016.990182 nChanged 38 SP:Iteration 39Q (4827.728194 sec): 3 clusters Score: Raw -12437958.828754 + Penalty 3941.449839 = -12434017.378915 nChanged 19 SP:Iteration 40F (4828.081681 sec): 3 clusters Score: Raw -12437959.001834 + Penalty 3941.449839 = -12434017.551994 nChanged 17 SP:Iteration 41Q (4828.412758 sec): 3 clusters Score: Raw -12437959.172463 + Penalty 3941.449839 = -12434017.722624 nChanged 23 SP:Iteration 42Q (4828.742704 sec): 3 clusters Score: Raw -12437959.398472 + Penalty 3941.449839 = -12434017.948632 nChanged 15 SP:Iteration 43Q (4829.048584 sec): 3 clusters Score: Raw -12437959.526276 + Penalty 3941.449839 = -12434018.076437 nChanged 13 SP:Iteration 44Q (4829.365156 sec): 3 clusters Score: Raw -12437959.650444 + Penalty 3941.449839 = -12434018.200605 nChanged 10 SP:Iteration 45Q (4829.702095 sec): 3 clusters Score: Raw -12437959.733107 + Penalty 3941.449839 = -12434018.283268 nChanged 9 SP:Iteration 46Q (4830.032264 sec): 3 clusters Score: Raw -12437959.845482 + Penalty 3941.449839 = -12434018.395643 nChanged 6 SP:Iteration 47Q (4830.366043 sec): 3 clusters Score: Raw -12437959.908004 + Penalty 3941.449839 = -12434018.458165 nChanged 5 SP:Iteration 48Q (4830.683307 sec): 3 clusters Score: Raw -12437959.933548 + Penalty 3941.449839 = -12434018.483709 nChanged 1 SP:Iteration 49Q (4831.006006 sec): 3 clusters Score: Raw -12437959.939463 + Penalty 3941.449839 = -12434018.489624 nChanged 3 SP:Iteration 50Q (4831.330581 sec): 3 clusters Score: Raw -12437959.956333 + Penalty 3941.449839 = -12434018.506494 nChanged 2 SP:Iteration 51Q (4831.656849 sec): 3 clusters Score: Raw -12437959.968027 + Penalty 3941.449839 = -12434018.518187 nChanged 1 SP:Iteration 52Q (4831.984653 sec): 3 clusters Score: Raw -12437959.978506 + Penalty 3941.449839 = -12434018.528667 nChanged 1 SP:Iteration 53Q (4832.320443 sec): 3 clusters Score: Raw -12437959.984575 + Penalty 3941.449839 = -12434018.534735 nChanged 2 SP:Iteration 54Q (4832.648721 sec): 3 clusters Score: Raw -12437959.994604 + Penalty 3941.449839 = -12434018.544765 nChanged 3 SP:Iteration 55Q (4832.991823 sec): 3 clusters Score: Raw -12437960.026597 + Penalty 3941.449839 = -12434018.576757 nChanged 2 SP:Iteration 56Q (4833.335018 sec): 3 clusters Score: Raw -12437960.060466 + Penalty 3941.449839 = -12434018.610627 nChanged 6 SP:Iteration 57Q (4833.630453 sec): 3 clusters Score: Raw -12437960.124055 + Penalty 3941.449839 = -12434018.674216 nChanged 10 SP:Iteration 58Q (4833.934504 sec): 3 clusters Score: Raw -12437960.213120 + Penalty 3941.449839 = -12434018.763281 nChanged 11 SP:Iteration 59Q (4834.240677 sec): 3 clusters Score: Raw -12437960.342242 + Penalty 3941.449839 = -12434018.892402 nChanged 16 SP:Iteration 60F (4834.577152 sec): 3 clusters Score: Raw -12437960.497045 + Penalty 3941.449839 = -12434019.047205 nChanged 18 SP:Iteration 61Q (4834.876218 sec): 3 clusters Score: Raw -12437960.624622 + Penalty 3941.449839 = -12434019.174783 nChanged 9 SP:Iteration 62Q (4835.188467 sec): 3 clusters Score: Raw -12437960.673211 + Penalty 3941.449839 = -12434019.223372 nChanged 7 SP:Iteration 63Q (4835.523475 sec): 3 clusters Score: Raw -12437960.704953 + Penalty 3941.449839 = -12434019.255114 nChanged 5 SP:Iteration 64Q (4835.869830 sec): 3 clusters Score: Raw -12437960.726391 + Penalty 3941.449839 = -12434019.276551 nChanged 4 SP:Iteration 65Q (4836.181434 sec): 3 clusters Score: Raw -12437960.748611 + Penalty 3941.449839 = -12434019.298771 nChanged 4 SP:Iteration 66Q (4836.493387 sec): 3 clusters Score: Raw -12437960.768679 + Penalty 3941.449839 = -12434019.318840 nChanged 3 SP:Iteration 67Q (4836.819447 sec): 3 clusters Score: Raw -12437960.776841 + Penalty 3941.449839 = -12434019.327002 nChanged 1 SP:Iteration 68Q (4837.141112 sec): 3 clusters Score: Raw -12437960.778366 + Penalty 3941.449839 = -12434019.328527 nChanged 0 SP:Iteration 69F (4837.496953 sec): 3 clusters Score: Raw -12437960.778366 + Penalty 3941.449839 = -12434019.328527 nChanged 0 Score: Raw -31979596.054387 + Penalty 40526.004315 = -31939070.050072 Splitting cluster 1 changes total score from -31904157.788368 to -31939070.050072 So it's getting split into cluster 2. Trying to split cluster 3 (1890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4843.621721 sec): 2 clusters Score: Raw -109919.729779 + Penalty 1225.953968 = -108693.775811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4843.675519 sec): 3 clusters Score: Raw -109121.761072 + Penalty 2451.907935 = -106669.853137 nChanged 660 SP:Iteration 1F (4843.728171 sec): 3 clusters Score: Raw -109575.706086 + Penalty 2451.907935 = -107123.798151 nChanged 164 SP:Iteration 2F (4843.780849 sec): 3 clusters Score: Raw -109724.561838 + Penalty 2451.907935 = -107272.653903 nChanged 126 SP:Iteration 3F (4843.828416 sec): 3 clusters Score: Raw -109838.210219 + Penalty 2451.907935 = -107386.302284 nChanged 96 SP:Iteration 4F (4843.884203 sec): 3 clusters Score: Raw -109954.173069 + Penalty 2451.907935 = -107502.265134 nChanged 89 SP:Iteration 5Q (4843.939140 sec): 3 clusters Score: Raw -110075.426851 + Penalty 2451.907935 = -107623.518916 nChanged 82 SP:Iteration 6Q (4843.992883 sec): 3 clusters Score: Raw -110191.194892 + Penalty 2451.907935 = -107739.286957 nChanged 76 SP:Iteration 7Q (4844.032500 sec): 3 clusters Score: Raw -110293.786558 + Penalty 2451.907935 = -107841.878623 nChanged 61 SP:Iteration 8Q (4844.079751 sec): 3 clusters Score: Raw -110374.147933 + Penalty 2451.907935 = -107922.239998 nChanged 46 SP:Iteration 9Q (4844.117599 sec): 3 clusters Score: Raw -110424.221199 + Penalty 2451.907935 = -107972.313264 nChanged 41 SP:Iteration 10Q (4844.167507 sec): 3 clusters Score: Raw -110457.439635 + Penalty 2451.907935 = -108005.531700 nChanged 28 SP:Iteration 11Q (4844.220720 sec): 3 clusters Score: Raw -110487.343350 + Penalty 2451.907935 = -108035.435415 nChanged 19 SP:Iteration 12Q (4844.259282 sec): 3 clusters Score: Raw -110505.045727 + Penalty 2451.907935 = -108053.137792 nChanged 21 SP:Iteration 13Q (4844.297848 sec): 3 clusters Score: Raw -110521.389256 + Penalty 2451.907935 = -108069.481320 nChanged 13 SP:Iteration 14Q (4844.336679 sec): 3 clusters Score: Raw -110530.482061 + Penalty 2451.907935 = -108078.574126 nChanged 8 SP:Iteration 15Q (4844.386911 sec): 3 clusters Score: Raw -110535.213588 + Penalty 2451.907935 = -108083.305653 nChanged 7 SP:Iteration 16Q (4844.426355 sec): 3 clusters Score: Raw -110539.697192 + Penalty 2451.907935 = -108087.789257 nChanged 11 SP:Iteration 17Q (4844.479222 sec): 3 clusters Score: Raw -110546.602077 + Penalty 2451.907935 = -108094.694142 nChanged 11 SP:Iteration 18Q (4844.524266 sec): 3 clusters Score: Raw -110553.811771 + Penalty 2451.907935 = -108101.903836 nChanged 8 SP:Iteration 19Q (4844.566814 sec): 3 clusters Score: Raw -110559.301051 + Penalty 2451.907935 = -108107.393116 nChanged 7 SP:Iteration 20F (4844.604595 sec): 3 clusters Score: Raw -110565.220178 + Penalty 2451.907935 = -108113.312243 nChanged 6 SP:Iteration 21Q (4844.662070 sec): 3 clusters Score: Raw -110570.547196 + Penalty 2451.907935 = -108118.639261 nChanged 5 SP:Iteration 22Q (4844.699261 sec): 3 clusters Score: Raw -110572.930147 + Penalty 2451.907935 = -108121.022212 nChanged 2 SP:Iteration 23Q (4844.744490 sec): 3 clusters Score: Raw -110573.711473 + Penalty 2451.907935 = -108121.803537 nChanged 0 SP:Iteration 24F (4844.784665 sec): 3 clusters Score: Raw -110573.711473 + Penalty 2451.907935 = -108121.803537 nChanged 0 Trying to split cluster 4 (4809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4844.821346 sec): 2 clusters Score: Raw -256617.722176 + Penalty 1377.714722 = -255240.007454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4844.867479 sec): 3 clusters Score: Raw -254309.018127 + Penalty 2755.429443 = -251553.588684 nChanged 2008 SP:Iteration 1F (4844.923255 sec): 3 clusters Score: Raw -256599.990266 + Penalty 2755.429443 = -253844.560822 nChanged 665 SP:Iteration 2F (4844.958620 sec): 3 clusters Score: Raw -257710.915383 + Penalty 2755.429443 = -254955.485940 nChanged 488 SP:Iteration 3F (4844.997593 sec): 3 clusters Score: Raw -258407.979079 + Penalty 2755.429443 = -255652.549636 nChanged 333 SP:Iteration 4F (4845.034843 sec): 3 clusters Score: Raw -258904.006323 + Penalty 2755.429443 = -256148.576879 nChanged 240 SP:Iteration 5Q (4845.081549 sec): 3 clusters Score: Raw -259249.549513 + Penalty 2755.429443 = -256494.120070 nChanged 204 SP:Iteration 6Q (4845.136411 sec): 3 clusters Score: Raw -259466.452829 + Penalty 2755.429443 = -256711.023386 nChanged 125 SP:Iteration 7Q (4845.181515 sec): 3 clusters Score: Raw -259548.555758 + Penalty 2755.429443 = -256793.126315 nChanged 81 SP:Iteration 8Q (4845.222378 sec): 3 clusters Score: Raw -259588.447961 + Penalty 2755.429443 = -256833.018517 nChanged 66 SP:Iteration 9Q (4845.286020 sec): 3 clusters Score: Raw -259622.125780 + Penalty 2755.429443 = -256866.696336 nChanged 53 SP:Iteration 10Q (4845.341063 sec): 3 clusters Score: Raw -259642.740330 + Penalty 2755.429443 = -256887.310887 nChanged 36 SP:Iteration 11Q (4845.393047 sec): 3 clusters Score: Raw -259656.046794 + Penalty 2755.429443 = -256900.617351 nChanged 35 SP:Iteration 12Q (4845.433207 sec): 3 clusters Score: Raw -259670.335365 + Penalty 2755.429443 = -256914.905922 nChanged 34 SP:Iteration 13Q (4845.484832 sec): 3 clusters Score: Raw -259682.425468 + Penalty 2755.429443 = -256926.996024 nChanged 41 SP:Iteration 14Q (4845.542143 sec): 3 clusters Score: Raw -259700.005202 + Penalty 2755.429443 = -256944.575758 nChanged 52 SP:Iteration 15Q (4845.585974 sec): 3 clusters Score: Raw -259734.317925 + Penalty 2755.429443 = -256978.888482 nChanged 55 SP:Iteration 16Q (4845.645413 sec): 3 clusters Score: Raw -259780.968650 + Penalty 2755.429443 = -257025.539207 nChanged 60 SP:Iteration 17Q (4845.699765 sec): 3 clusters Score: Raw -259833.437137 + Penalty 2755.429443 = -257078.007693 nChanged 62 SP:Iteration 18Q (4845.733227 sec): 3 clusters Score: Raw -259890.912799 + Penalty 2755.429443 = -257135.483355 nChanged 70 SP:Iteration 19Q (4845.777547 sec): 3 clusters Score: Raw -259964.334943 + Penalty 2755.429443 = -257208.905500 nChanged 83 SP:Iteration 20F (4845.833901 sec): 3 clusters Score: Raw -260086.783755 + Penalty 2755.429443 = -257331.354312 nChanged 100 SP:Iteration 21Q (4845.869511 sec): 3 clusters Score: Raw -260202.244896 + Penalty 2755.429443 = -257446.815453 nChanged 97 SP:Iteration 22Q (4845.921345 sec): 3 clusters Score: Raw -260281.876497 + Penalty 2755.429443 = -257526.447053 nChanged 71 SP:Iteration 23Q (4845.963526 sec): 3 clusters Score: Raw -260316.296301 + Penalty 2755.429443 = -257560.866858 nChanged 26 SP:Iteration 24Q (4846.016366 sec): 3 clusters Score: Raw -260330.378448 + Penalty 2755.429443 = -257574.949005 nChanged 24 SP:Iteration 25Q (4846.076035 sec): 3 clusters Score: Raw -260341.359261 + Penalty 2755.429443 = -257585.929817 nChanged 16 SP:Iteration 26Q (4846.136375 sec): 3 clusters Score: Raw -260344.776313 + Penalty 2755.429443 = -257589.346870 nChanged 8 SP:Iteration 27Q (4846.186559 sec): 3 clusters Score: Raw -260346.301662 + Penalty 2755.429443 = -257590.872219 nChanged 8 SP:Iteration 28Q (4846.247230 sec): 3 clusters Score: Raw -260349.208022 + Penalty 2755.429443 = -257593.778579 nChanged 5 SP:Iteration 29Q (4846.300238 sec): 3 clusters Score: Raw -260350.133932 + Penalty 2755.429443 = -257594.704489 nChanged 1 SP:Iteration 30Q (4846.341446 sec): 3 clusters Score: Raw -260350.197796 + Penalty 2755.429443 = -257594.768353 nChanged 2 SP:Iteration 31Q (4846.392384 sec): 3 clusters Score: Raw -260350.416915 + Penalty 2755.429443 = -257594.987471 nChanged 3 SP:Iteration 32Q (4846.443782 sec): 3 clusters Score: Raw -260350.684544 + Penalty 2755.429443 = -257595.255101 nChanged 2 SP:Iteration 33Q (4846.499523 sec): 3 clusters Score: Raw -260350.853553 + Penalty 2755.429443 = -257595.424110 nChanged 1 SP:Iteration 34Q (4846.556292 sec): 3 clusters Score: Raw -260350.919496 + Penalty 2755.429443 = -257595.490053 nChanged 1 SP:Iteration 35Q (4846.611394 sec): 3 clusters Score: Raw -260351.236590 + Penalty 2755.429443 = -257595.807147 nChanged 0 SP:Iteration 36F (4846.663556 sec): 3 clusters Score: Raw -260351.236590 + Penalty 2755.429443 = -257595.807147 nChanged 0 Score: Raw -31983329.568802 + Penalty 42658.951910 = -31940670.616892 Splitting cluster 4 changes total score from -31904157.788368 to -31940670.616892 So it's getting split into cluster 17. Trying to split cluster 5 (6278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4852.942644 sec): 2 clusters Score: Raw -406182.402490 + Penalty 1421.031095 = -404761.371395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4852.991065 sec): 3 clusters Score: Raw -402894.571005 + Penalty 2842.062190 = -400052.508816 nChanged 2601 SP:Iteration 1F (4853.047442 sec): 3 clusters Score: Raw -404926.189720 + Penalty 2842.062190 = -402084.127530 nChanged 774 SP:Iteration 2F (4853.100259 sec): 3 clusters Score: Raw -406335.630190 + Penalty 2842.062190 = -403493.568000 nChanged 831 SP:Iteration 3F (4853.148981 sec): 3 clusters Score: Raw -407779.641162 + Penalty 2842.062190 = -404937.578973 nChanged 620 SP:Iteration 4F (4853.203512 sec): 3 clusters Score: Raw -408700.715995 + Penalty 2842.062190 = -405858.653805 nChanged 355 SP:Iteration 5F (4853.261359 sec): 3 clusters Score: Raw -409094.912924 + Penalty 2842.062190 = -406252.850734 nChanged 186 SP:Iteration 6Q (4853.313444 sec): 3 clusters Score: Raw -409256.243470 + Penalty 2842.062190 = -406414.181280 nChanged 107 SP:Iteration 7Q (4853.369252 sec): 3 clusters Score: Raw -409349.215106 + Penalty 2842.062190 = -406507.152916 nChanged 65 SP:Iteration 8Q (4853.417705 sec): 3 clusters Score: Raw -409400.433897 + Penalty 2842.062190 = -406558.371708 nChanged 56 SP:Iteration 9Q (4853.470141 sec): 3 clusters Score: Raw -409437.252238 + Penalty 2842.062190 = -406595.190048 nChanged 41 SP:Iteration 10Q (4853.533534 sec): 3 clusters Score: Raw -409458.695968 + Penalty 2842.062190 = -406616.633778 nChanged 28 SP:Iteration 11Q (4853.581769 sec): 3 clusters Score: Raw -409473.360804 + Penalty 2842.062190 = -406631.298614 nChanged 21 SP:Iteration 12Q (4853.635599 sec): 3 clusters Score: Raw -409482.780438 + Penalty 2842.062190 = -406640.718248 nChanged 19 SP:Iteration 13Q (4853.686792 sec): 3 clusters Score: Raw -409489.516506 + Penalty 2842.062190 = -406647.454317 nChanged 17 SP:Iteration 14Q (4853.747724 sec): 3 clusters Score: Raw -409496.099446 + Penalty 2842.062190 = -406654.037257 nChanged 18 SP:Iteration 15Q (4853.798178 sec): 3 clusters Score: Raw -409502.009014 + Penalty 2842.062190 = -406659.946824 nChanged 13 SP:Iteration 16Q (4853.849940 sec): 3 clusters Score: Raw -409505.518385 + Penalty 2842.062190 = -406663.456195 nChanged 18 SP:Iteration 17Q (4853.904528 sec): 3 clusters Score: Raw -409511.546236 + Penalty 2842.062190 = -406669.484047 nChanged 15 SP:Iteration 18Q (4853.964936 sec): 3 clusters Score: Raw -409517.236302 + Penalty 2842.062190 = -406675.174112 nChanged 19 SP:Iteration 19Q (4854.020434 sec): 3 clusters Score: Raw -409521.900124 + Penalty 2842.062190 = -406679.837934 nChanged 15 SP:Iteration 20F (4854.068196 sec): 3 clusters Score: Raw -409524.905517 + Penalty 2842.062190 = -406682.843328 nChanged 7 SP:Iteration 21Q (4854.109924 sec): 3 clusters Score: Raw -409526.160915 + Penalty 2842.062190 = -406684.098726 nChanged 2 SP:Iteration 22Q (4854.170535 sec): 3 clusters Score: Raw -409526.484558 + Penalty 2842.062190 = -406684.422368 nChanged 2 SP:Iteration 23Q (4854.218253 sec): 3 clusters Score: Raw -409526.760338 + Penalty 2842.062190 = -406684.698149 nChanged 2 SP:Iteration 24Q (4854.280075 sec): 3 clusters Score: Raw -409527.003327 + Penalty 2842.062190 = -406684.941138 nChanged 2 SP:Iteration 25Q (4854.319756 sec): 3 clusters Score: Raw -409527.167150 + Penalty 2842.062190 = -406685.104960 nChanged 3 SP:Iteration 26Q (4854.372124 sec): 3 clusters Score: Raw -409527.648341 + Penalty 2842.062190 = -406685.586151 nChanged 3 SP:Iteration 27Q (4854.432532 sec): 3 clusters Score: Raw -409528.270226 + Penalty 2842.062190 = -406686.208036 nChanged 4 SP:Iteration 28Q (4854.473777 sec): 3 clusters Score: Raw -409529.015355 + Penalty 2842.062190 = -406686.953166 nChanged 2 SP:Iteration 29Q (4854.524949 sec): 3 clusters Score: Raw -409529.326175 + Penalty 2842.062190 = -406687.263985 nChanged 1 SP:Iteration 30Q (4854.568521 sec): 3 clusters Score: Raw -409529.475793 + Penalty 2842.062190 = -406687.413603 nChanged 0 SP:Iteration 31F (4854.632390 sec): 3 clusters Score: Raw -409529.475793 + Penalty 2842.062190 = -406687.413603 nChanged 0 Score: Raw -31986676.642105 + Penalty 44791.899506 = -31941884.742599 Splitting cluster 5 changes total score from -31904157.788368 to -31941884.742599 So it's getting split into cluster 21. Trying to split cluster 6 (33864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4861.430081 sec): 2 clusters Score: Raw -2321942.045630 + Penalty 1694.892515 = -2320247.153115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4861.542481 sec): 3 clusters Score: Raw -2300776.931464 + Penalty 3389.785029 = -2297387.146435 nChanged 15714 SP:Iteration 1F (4861.641446 sec): 3 clusters Score: Raw -2309810.731814 + Penalty 3389.785029 = -2306420.946785 nChanged 1629 SP:Iteration 2Q (4861.753763 sec): 3 clusters Score: Raw -2310441.702672 + Penalty 3389.785029 = -2307051.917643 nChanged 1693 SP:Iteration 3Q (4861.870454 sec): 3 clusters Score: Raw -2311197.066033 + Penalty 3389.785029 = -2307807.281004 nChanged 1893 SP:Iteration 4F (4861.975724 sec): 3 clusters Score: Raw -2312139.535316 + Penalty 3389.785029 = -2308749.750287 nChanged 1980 SP:Iteration 5F (4862.082913 sec): 3 clusters Score: Raw -2313153.839591 + Penalty 3389.785029 = -2309764.054561 nChanged 1865 SP:Iteration 6F (4862.185483 sec): 3 clusters Score: Raw -2314239.293419 + Penalty 3389.785029 = -2310849.508390 nChanged 1910 SP:Iteration 7F (4862.291592 sec): 3 clusters Score: Raw -2315488.478056 + Penalty 3389.785029 = -2312098.693027 nChanged 1879 SP:Iteration 8F (4862.391540 sec): 3 clusters Score: Raw -2316694.908357 + Penalty 3389.785029 = -2313305.123327 nChanged 1671 SP:Iteration 9Q (4862.485854 sec): 3 clusters Score: Raw -2317584.031801 + Penalty 3389.785029 = -2314194.246772 nChanged 1263 SP:Iteration 10Q (4862.582849 sec): 3 clusters Score: Raw -2318124.698451 + Penalty 3389.785029 = -2314734.913422 nChanged 933 SP:Iteration 11Q (4862.693237 sec): 3 clusters Score: Raw -2318405.781942 + Penalty 3389.785029 = -2315015.996913 nChanged 671 SP:Iteration 12Q (4862.799344 sec): 3 clusters Score: Raw -2318573.840872 + Penalty 3389.785029 = -2315184.055842 nChanged 487 SP:Iteration 13Q (4862.904528 sec): 3 clusters Score: Raw -2318677.117483 + Penalty 3389.785029 = -2315287.332454 nChanged 386 SP:Iteration 14Q (4863.009547 sec): 3 clusters Score: Raw -2318753.836599 + Penalty 3389.785029 = -2315364.051570 nChanged 326 SP:Iteration 15Q (4863.107463 sec): 3 clusters Score: Raw -2318812.239222 + Penalty 3389.785029 = -2315422.454193 nChanged 296 SP:Iteration 16Q (4863.201308 sec): 3 clusters Score: Raw -2318869.917062 + Penalty 3389.785029 = -2315480.132033 nChanged 322 SP:Iteration 17Q (4863.307496 sec): 3 clusters Score: Raw -2318937.117203 + Penalty 3389.785029 = -2315547.332173 nChanged 296 SP:Iteration 18Q (4863.397352 sec): 3 clusters Score: Raw -2318996.691300 + Penalty 3389.785029 = -2315606.906270 nChanged 294 SP:Iteration 19Q (4863.488789 sec): 3 clusters Score: Raw -2319059.807488 + Penalty 3389.785029 = -2315670.022459 nChanged 308 SP:Iteration 20F (4863.579770 sec): 3 clusters Score: Raw -2319129.239754 + Penalty 3389.785029 = -2315739.454725 nChanged 339 SP:Iteration 21Q (4863.671510 sec): 3 clusters Score: Raw -2319200.579235 + Penalty 3389.785029 = -2315810.794206 nChanged 327 SP:Iteration 22Q (4863.774307 sec): 3 clusters Score: Raw -2319273.273218 + Penalty 3389.785029 = -2315883.488188 nChanged 338 SP:Iteration 23Q (4863.873153 sec): 3 clusters Score: Raw -2319354.054573 + Penalty 3389.785029 = -2315964.269544 nChanged 344 SP:Iteration 24Q (4863.984748 sec): 3 clusters Score: Raw -2319446.164122 + Penalty 3389.785029 = -2316056.379093 nChanged 372 SP:Iteration 25Q (4864.100060 sec): 3 clusters Score: Raw -2319546.921592 + Penalty 3389.785029 = -2316157.136563 nChanged 379 SP:Iteration 26Q (4864.202923 sec): 3 clusters Score: Raw -2319652.474291 + Penalty 3389.785029 = -2316262.689261 nChanged 408 SP:Iteration 27Q (4864.314132 sec): 3 clusters Score: Raw -2319761.301114 + Penalty 3389.785029 = -2316371.516085 nChanged 413 SP:Iteration 28Q (4864.426251 sec): 3 clusters Score: Raw -2319882.931614 + Penalty 3389.785029 = -2316493.146584 nChanged 432 SP:Iteration 29Q (4864.546337 sec): 3 clusters Score: Raw -2320022.431445 + Penalty 3389.785029 = -2316632.646416 nChanged 475 SP:Iteration 30Q (4864.647865 sec): 3 clusters Score: Raw -2320181.112409 + Penalty 3389.785029 = -2316791.327380 nChanged 466 SP:Iteration 31Q (4864.751687 sec): 3 clusters Score: Raw -2320330.422559 + Penalty 3389.785029 = -2316940.637530 nChanged 441 SP:Iteration 32Q (4864.858680 sec): 3 clusters Score: Raw -2320464.551713 + Penalty 3389.785029 = -2317074.766684 nChanged 428 SP:Iteration 33Q (4864.966850 sec): 3 clusters Score: Raw -2320597.262888 + Penalty 3389.785029 = -2317207.477858 nChanged 459 SP:Iteration 34Q (4865.071892 sec): 3 clusters Score: Raw -2320737.566196 + Penalty 3389.785029 = -2317347.781167 nChanged 419 SP:Iteration 35Q (4865.167747 sec): 3 clusters Score: Raw -2320863.648093 + Penalty 3389.785029 = -2317473.863064 nChanged 395 SP:Iteration 36Q (4865.262067 sec): 3 clusters Score: Raw -2320975.075258 + Penalty 3389.785029 = -2317585.290229 nChanged 364 SP:Iteration 37Q (4865.372448 sec): 3 clusters Score: Raw -2321062.100795 + Penalty 3389.785029 = -2317672.315765 nChanged 303 SP:Iteration 38Q (4865.454430 sec): 3 clusters Score: Raw -2321130.415461 + Penalty 3389.785029 = -2317740.630432 nChanged 286 SP:Iteration 39Q (4865.557969 sec): 3 clusters Score: Raw -2321186.821050 + Penalty 3389.785029 = -2317797.036021 nChanged 257 SP:Iteration 40F (4865.671050 sec): 3 clusters Score: Raw -2321236.975770 + Penalty 3389.785029 = -2317847.190741 nChanged 251 SP:Iteration 41Q (4865.760828 sec): 3 clusters Score: Raw -2321285.720062 + Penalty 3389.785029 = -2317895.935033 nChanged 242 SP:Iteration 42Q (4865.865262 sec): 3 clusters Score: Raw -2321332.217765 + Penalty 3389.785029 = -2317942.432736 nChanged 228 SP:Iteration 43Q (4865.981715 sec): 3 clusters Score: Raw -2321374.092162 + Penalty 3389.785029 = -2317984.307133 nChanged 207 SP:Iteration 44Q (4866.090590 sec): 3 clusters Score: Raw -2321409.857621 + Penalty 3389.785029 = -2318020.072592 nChanged 190 SP:Iteration 45Q (4866.192673 sec): 3 clusters Score: Raw -2321443.465812 + Penalty 3389.785029 = -2318053.680783 nChanged 185 SP:Iteration 46Q (4866.295857 sec): 3 clusters Score: Raw -2321474.815430 + Penalty 3389.785029 = -2318085.030401 nChanged 177 SP:Iteration 47Q (4866.410499 sec): 3 clusters Score: Raw -2321506.159695 + Penalty 3389.785029 = -2318116.374665 nChanged 178 SP:Iteration 48Q (4866.511616 sec): 3 clusters Score: Raw -2321534.332440 + Penalty 3389.785029 = -2318144.547411 nChanged 164 SP:Iteration 49Q (4866.611957 sec): 3 clusters Score: Raw -2321559.687576 + Penalty 3389.785029 = -2318169.902546 nChanged 178 SP:Iteration 50Q (4866.712411 sec): 3 clusters Score: Raw -2321590.483846 + Penalty 3389.785029 = -2318200.698816 nChanged 159 SP:Iteration 51Q (4866.815364 sec): 3 clusters Score: Raw -2321619.644026 + Penalty 3389.785029 = -2318229.858996 nChanged 182 SP:Iteration 52Q (4866.917293 sec): 3 clusters Score: Raw -2321651.003264 + Penalty 3389.785029 = -2318261.218235 nChanged 156 SP:Iteration 53Q (4867.017158 sec): 3 clusters Score: Raw -2321678.834582 + Penalty 3389.785029 = -2318289.049553 nChanged 152 SP:Iteration 54Q (4867.118175 sec): 3 clusters Score: Raw -2321705.367559 + Penalty 3389.785029 = -2318315.582530 nChanged 137 SP:Iteration 55Q (4867.224802 sec): 3 clusters Score: Raw -2321726.946900 + Penalty 3389.785029 = -2318337.161870 nChanged 125 SP:Iteration 56Q (4867.332079 sec): 3 clusters Score: Raw -2321747.743375 + Penalty 3389.785029 = -2318357.958346 nChanged 136 SP:Iteration 57Q (4867.422781 sec): 3 clusters Score: Raw -2321769.899369 + Penalty 3389.785029 = -2318380.114339 nChanged 126 SP:Iteration 58Q (4867.531806 sec): 3 clusters Score: Raw -2321791.936322 + Penalty 3389.785029 = -2318402.151293 nChanged 145 SP:Iteration 59Q (4867.639399 sec): 3 clusters Score: Raw -2321816.195592 + Penalty 3389.785029 = -2318426.410563 nChanged 133 SP:Iteration 60F (4867.735387 sec): 3 clusters Score: Raw -2321837.594429 + Penalty 3389.785029 = -2318447.809400 nChanged 119 SP:Iteration 61Q (4867.833750 sec): 3 clusters Score: Raw -2321857.663885 + Penalty 3389.785029 = -2318467.878856 nChanged 111 SP:Iteration 62Q (4867.941740 sec): 3 clusters Score: Raw -2321873.357028 + Penalty 3389.785029 = -2318483.571999 nChanged 93 SP:Iteration 63Q (4868.036464 sec): 3 clusters Score: Raw -2321887.575169 + Penalty 3389.785029 = -2318497.790140 nChanged 92 SP:Iteration 64Q (4868.129049 sec): 3 clusters Score: Raw -2321904.422446 + Penalty 3389.785029 = -2318514.637417 nChanged 101 SP:Iteration 65Q (4868.240788 sec): 3 clusters Score: Raw -2321926.360530 + Penalty 3389.785029 = -2318536.575501 nChanged 119 SP:Iteration 66Q (4868.342666 sec): 3 clusters Score: Raw -2321960.778833 + Penalty 3389.785029 = -2318570.993804 nChanged 119 SP:Iteration 67Q (4868.434986 sec): 3 clusters Score: Raw -2321997.980168 + Penalty 3389.785029 = -2318608.195138 nChanged 142 SP:Iteration 68Q (4868.532027 sec): 3 clusters Score: Raw -2322037.362047 + Penalty 3389.785029 = -2318647.577018 nChanged 138 SP:Iteration 69Q (4868.622237 sec): 3 clusters Score: Raw -2322075.601941 + Penalty 3389.785029 = -2318685.816912 nChanged 136 SP:Iteration 70Q (4868.714616 sec): 3 clusters Score: Raw -2322111.113113 + Penalty 3389.785029 = -2318721.328084 nChanged 148 SP:Iteration 71Q (4868.801620 sec): 3 clusters Score: Raw -2322152.146523 + Penalty 3389.785029 = -2318762.361494 nChanged 141 SP:Iteration 72Q (4868.922158 sec): 3 clusters Score: Raw -2322198.451705 + Penalty 3389.785029 = -2318808.666676 nChanged 148 SP:Iteration 73Q (4869.030258 sec): 3 clusters Score: Raw -2322242.444114 + Penalty 3389.785029 = -2318852.659085 nChanged 138 SP:Iteration 74Q (4869.147579 sec): 3 clusters Score: Raw -2322274.184064 + Penalty 3389.785029 = -2318884.399035 nChanged 130 SP:Iteration 75Q (4869.265108 sec): 3 clusters Score: Raw -2322301.980379 + Penalty 3389.785029 = -2318912.195350 nChanged 107 SP:Iteration 76Q (4869.387572 sec): 3 clusters Score: Raw -2322323.308424 + Penalty 3389.785029 = -2318933.523395 nChanged 103 SP:Iteration 77Q (4869.494065 sec): 3 clusters Score: Raw -2322341.958783 + Penalty 3389.785029 = -2318952.173754 nChanged 81 SP:Iteration 78Q (4869.581825 sec): 3 clusters Score: Raw -2322356.669080 + Penalty 3389.785029 = -2318966.884051 nChanged 92 SP:Iteration 79Q (4869.663223 sec): 3 clusters Score: Raw -2322370.141425 + Penalty 3389.785029 = -2318980.356396 nChanged 73 SP:Iteration 80F (4869.758863 sec): 3 clusters Score: Raw -2322379.901638 + Penalty 3389.785029 = -2318990.116609 nChanged 59 SP:Iteration 81Q (4869.847825 sec): 3 clusters Score: Raw -2322387.492536 + Penalty 3389.785029 = -2318997.707507 nChanged 53 SP:Iteration 82Q (4869.942870 sec): 3 clusters Score: Raw -2322394.013632 + Penalty 3389.785029 = -2319004.228602 nChanged 53 SP:Iteration 83Q (4870.043819 sec): 3 clusters Score: Raw -2322401.249200 + Penalty 3389.785029 = -2319011.464171 nChanged 49 SP:Iteration 84Q (4870.144928 sec): 3 clusters Score: Raw -2322407.776541 + Penalty 3389.785029 = -2319017.991511 nChanged 52 SP:Iteration 85Q (4870.236267 sec): 3 clusters Score: Raw -2322415.811024 + Penalty 3389.785029 = -2319026.025995 nChanged 54 SP:Iteration 86Q (4870.328177 sec): 3 clusters Score: Raw -2322423.138315 + Penalty 3389.785029 = -2319033.353286 nChanged 47 SP:Iteration 87Q (4870.414295 sec): 3 clusters Score: Raw -2322428.714500 + Penalty 3389.785029 = -2319038.929471 nChanged 40 SP:Iteration 88Q (4870.505052 sec): 3 clusters Score: Raw -2322432.836212 + Penalty 3389.785029 = -2319043.051183 nChanged 28 SP:Iteration 89Q (4870.602587 sec): 3 clusters Score: Raw -2322435.451245 + Penalty 3389.785029 = -2319045.666216 nChanged 28 SP:Iteration 90Q (4870.699328 sec): 3 clusters Score: Raw -2322438.049879 + Penalty 3389.785029 = -2319048.264850 nChanged 29 SP:Iteration 91Q (4870.804814 sec): 3 clusters Score: Raw -2322440.574013 + Penalty 3389.785029 = -2319050.788983 nChanged 22 SP:Iteration 92Q (4870.892307 sec): 3 clusters Score: Raw -2322442.438495 + Penalty 3389.785029 = -2319052.653466 nChanged 16 SP:Iteration 93Q (4870.996515 sec): 3 clusters Score: Raw -2322443.912292 + Penalty 3389.785029 = -2319054.127263 nChanged 16 SP:Iteration 94Q (4871.089318 sec): 3 clusters Score: Raw -2322445.117244 + Penalty 3389.785029 = -2319055.332215 nChanged 15 SP:Iteration 95Q (4871.187610 sec): 3 clusters Score: Raw -2322446.633696 + Penalty 3389.785029 = -2319056.848666 nChanged 19 SP:Iteration 96Q (4871.289134 sec): 3 clusters Score: Raw -2322448.454214 + Penalty 3389.785029 = -2319058.669184 nChanged 14 SP:Iteration 97Q (4871.403788 sec): 3 clusters Score: Raw -2322449.630447 + Penalty 3389.785029 = -2319059.845418 nChanged 20 SP:Iteration 98Q (4871.502054 sec): 3 clusters Score: Raw -2322451.384371 + Penalty 3389.785029 = -2319061.599341 nChanged 22 SP:Iteration 99Q (4871.605124 sec): 3 clusters Score: Raw -2322453.719155 + Penalty 3389.785029 = -2319063.934125 nChanged 19 SP:Iteration 100F (4871.712888 sec): 3 clusters Score: Raw -2322456.281628 + Penalty 3389.785029 = -2319066.496599 nChanged 19 SP:Iteration 101Q (4871.809821 sec): 3 clusters Score: Raw -2322457.847714 + Penalty 3389.785029 = -2319068.062684 nChanged 18 SP:Iteration 102Q (4871.904567 sec): 3 clusters Score: Raw -2322459.051561 + Penalty 3389.785029 = -2319069.266532 nChanged 8 SP:Iteration 103Q (4871.991864 sec): 3 clusters Score: Raw -2322459.619484 + Penalty 3389.785029 = -2319069.834455 nChanged 5 SP:Iteration 104Q (4872.080535 sec): 3 clusters Score: Raw -2322459.856339 + Penalty 3389.785029 = -2319070.071310 nChanged 5 SP:Iteration 105Q (4872.180260 sec): 3 clusters Score: Raw -2322460.140491 + Penalty 3389.785029 = -2319070.355462 nChanged 7 SP:Iteration 106Q (4872.270566 sec): 3 clusters Score: Raw -2322460.451864 + Penalty 3389.785029 = -2319070.666834 nChanged 5 SP:Iteration 107Q (4872.365242 sec): 3 clusters Score: Raw -2322460.864124 + Penalty 3389.785029 = -2319071.079095 nChanged 9 SP:Iteration 108Q (4872.450013 sec): 3 clusters Score: Raw -2322461.491169 + Penalty 3389.785029 = -2319071.706140 nChanged 11 SP:Iteration 109Q (4872.556912 sec): 3 clusters Score: Raw -2322462.333628 + Penalty 3389.785029 = -2319072.548599 nChanged 9 SP:Iteration 110Q (4872.651272 sec): 3 clusters Score: Raw -2322462.729683 + Penalty 3389.785029 = -2319072.944654 nChanged 2 SP:Iteration 111Q (4872.744695 sec): 3 clusters Score: Raw -2322462.833553 + Penalty 3389.785029 = -2319073.048524 nChanged 6 SP:Iteration 112Q (4872.837517 sec): 3 clusters Score: Raw -2322463.253814 + Penalty 3389.785029 = -2319073.468785 nChanged 12 SP:Iteration 113Q (4872.938327 sec): 3 clusters Score: Raw -2322464.053974 + Penalty 3389.785029 = -2319074.268945 nChanged 13 SP:Iteration 114Q (4873.040258 sec): 3 clusters Score: Raw -2322464.866520 + Penalty 3389.785029 = -2319075.081490 nChanged 11 SP:Iteration 115Q (4873.134390 sec): 3 clusters Score: Raw -2322466.077895 + Penalty 3389.785029 = -2319076.292865 nChanged 19 SP:Iteration 116Q (4873.228198 sec): 3 clusters Score: Raw -2322467.944329 + Penalty 3389.785029 = -2319078.159300 nChanged 21 SP:Iteration 117Q (4873.320413 sec): 3 clusters Score: Raw -2322469.919374 + Penalty 3389.785029 = -2319080.134345 nChanged 19 SP:Iteration 118Q (4873.428593 sec): 3 clusters Score: Raw -2322471.698021 + Penalty 3389.785029 = -2319081.912992 nChanged 20 SP:Iteration 119Q (4873.521726 sec): 3 clusters Score: Raw -2322473.917104 + Penalty 3389.785029 = -2319084.132075 nChanged 16 SP:Iteration 120F (4873.628424 sec): 3 clusters Score: Raw -2322475.283694 + Penalty 3389.785029 = -2319085.498665 nChanged 16 SP:Iteration 121Q (4873.716845 sec): 3 clusters Score: Raw -2322476.521598 + Penalty 3389.785029 = -2319086.736569 nChanged 12 SP:Iteration 122Q (4873.815304 sec): 3 clusters Score: Raw -2322477.439253 + Penalty 3389.785029 = -2319087.654224 nChanged 8 SP:Iteration 123Q (4873.909454 sec): 3 clusters Score: Raw -2322478.112775 + Penalty 3389.785029 = -2319088.327746 nChanged 9 SP:Iteration 124Q (4874.007865 sec): 3 clusters Score: Raw -2322478.748510 + Penalty 3389.785029 = -2319088.963481 nChanged 4 SP:Iteration 125Q (4874.104243 sec): 3 clusters Score: Raw -2322478.959582 + Penalty 3389.785029 = -2319089.174553 nChanged 0 SP:Iteration 126F (4874.216819 sec): 3 clusters Score: Raw -2322478.959582 + Penalty 3389.785029 = -2319089.174553 nChanged 0 Trying to split cluster 7 (3036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4874.248569 sec): 2 clusters Score: Raw -196333.366476 + Penalty 1302.973123 = -195030.393353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4874.302368 sec): 3 clusters Score: Raw -194915.012765 + Penalty 2605.946245 = -192309.066519 nChanged 1167 SP:Iteration 1F (4874.353145 sec): 3 clusters Score: Raw -195747.797311 + Penalty 2605.946245 = -193141.851066 nChanged 281 SP:Iteration 2F (4874.405100 sec): 3 clusters Score: Raw -196287.468501 + Penalty 2605.946245 = -193681.522256 nChanged 227 SP:Iteration 3F (4874.448614 sec): 3 clusters Score: Raw -196672.331161 + Penalty 2605.946245 = -194066.384916 nChanged 169 SP:Iteration 4F (4874.501982 sec): 3 clusters Score: Raw -196867.351101 + Penalty 2605.946245 = -194261.404856 nChanged 206 SP:Iteration 5F (4874.556291 sec): 3 clusters Score: Raw -197144.980236 + Penalty 2605.946245 = -194539.033991 nChanged 254 SP:Iteration 6F (4874.592244 sec): 3 clusters Score: Raw -197628.709223 + Penalty 2605.946245 = -195022.762978 nChanged 293 SP:Iteration 7F (4874.644699 sec): 3 clusters Score: Raw -198288.079551 + Penalty 2605.946245 = -195682.133306 nChanged 220 SP:Iteration 8F (4874.696335 sec): 3 clusters Score: Raw -198958.186002 + Penalty 2605.946245 = -196352.239757 nChanged 173 SP:Iteration 9F (4874.743364 sec): 3 clusters Score: Raw -200513.650578 + Penalty 2605.946245 = -197907.704333 nChanged 78 SP:Iteration 10Q (4874.801025 sec): 3 clusters Score: Raw -201406.074735 + Penalty 2605.946245 = -198800.128490 nChanged 117 SP:Iteration 11Q (4874.848158 sec): 3 clusters Score: Raw -202560.086521 + Penalty 2605.946245 = -199954.140276 nChanged 48 SP:Iteration 12Q (4874.895781 sec): 3 clusters Score: Raw -202926.556172 + Penalty 2605.946245 = -200320.609927 nChanged 19 SP:Iteration 13Q (4874.939839 sec): 3 clusters Score: Raw -202946.661409 + Penalty 2605.946245 = -200340.715164 nChanged 6 SP:Iteration 14Q (4874.990274 sec): 3 clusters Score: Raw -202950.198771 + Penalty 2605.946245 = -200344.252526 nChanged 2 SP:Iteration 15Q (4875.034483 sec): 3 clusters Score: Raw -202950.778362 + Penalty 2605.946245 = -200344.832117 nChanged 2 SP:Iteration 16Q (4875.079726 sec): 3 clusters Score: Raw -202951.383091 + Penalty 2605.946245 = -200345.436846 nChanged 0 SP:Iteration 17F (4875.132512 sec): 3 clusters Score: Raw -202951.383091 + Penalty 2605.946245 = -200345.436846 nChanged 0 Score: Raw -31993294.658720 + Penalty 46924.847101 = -31946369.811619 Splitting cluster 7 changes total score from -31904157.788368 to -31946369.811619 So it's getting split into cluster 22. Trying to split cluster 8 (20506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4882.104136 sec): 2 clusters Score: Raw -1386944.039869 + Penalty 1613.376831 = -1385330.663038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4882.185771 sec): 3 clusters Score: Raw -1374677.442562 + Penalty 3226.753662 = -1371450.688900 nChanged 9257 SP:Iteration 1F (4882.271366 sec): 3 clusters Score: Raw -1383036.936524 + Penalty 3226.753662 = -1379810.182862 nChanged 2353 SP:Iteration 2F (4882.355234 sec): 3 clusters Score: Raw -1387805.643910 + Penalty 3226.753662 = -1384578.890248 nChanged 3354 SP:Iteration 3F (4882.434911 sec): 3 clusters Score: Raw -1398688.012358 + Penalty 3226.753662 = -1395461.258697 nChanged 2947 SP:Iteration 4F (4882.518392 sec): 3 clusters Score: Raw -1410700.057838 + Penalty 3226.753662 = -1407473.304176 nChanged 1430 SP:Iteration 5F (4882.588589 sec): 3 clusters Score: Raw -1412649.222496 + Penalty 3226.753662 = -1409422.468834 nChanged 521 SP:Iteration 6Q (4882.669409 sec): 3 clusters Score: Raw -1413310.738022 + Penalty 3226.753662 = -1410083.984360 nChanged 221 SP:Iteration 7Q (4882.750811 sec): 3 clusters Score: Raw -1413631.893110 + Penalty 3226.753662 = -1410405.139449 nChanged 121 SP:Iteration 8Q (4882.821649 sec): 3 clusters Score: Raw -1413823.822728 + Penalty 3226.753662 = -1410597.069067 nChanged 74 SP:Iteration 9Q (4882.894786 sec): 3 clusters Score: Raw -1413916.143018 + Penalty 3226.753662 = -1410689.389356 nChanged 51 SP:Iteration 10Q (4882.955263 sec): 3 clusters Score: Raw -1413978.751213 + Penalty 3226.753662 = -1410751.997551 nChanged 42 SP:Iteration 11Q (4883.032112 sec): 3 clusters Score: Raw -1414031.398199 + Penalty 3226.753662 = -1410804.644538 nChanged 27 SP:Iteration 12Q (4883.112431 sec): 3 clusters Score: Raw -1414071.451401 + Penalty 3226.753662 = -1410844.697739 nChanged 33 SP:Iteration 13Q (4883.175887 sec): 3 clusters Score: Raw -1414133.799826 + Penalty 3226.753662 = -1410907.046164 nChanged 29 SP:Iteration 14Q (4883.253099 sec): 3 clusters Score: Raw -1414213.681271 + Penalty 3226.753662 = -1410986.927609 nChanged 31 SP:Iteration 15Q (4883.321012 sec): 3 clusters Score: Raw -1414347.760773 + Penalty 3226.753662 = -1411121.007111 nChanged 27 SP:Iteration 16Q (4883.401094 sec): 3 clusters Score: Raw -1414502.872524 + Penalty 3226.753662 = -1411276.118862 nChanged 22 SP:Iteration 17Q (4883.475350 sec): 3 clusters Score: Raw -1414577.361639 + Penalty 3226.753662 = -1411350.607977 nChanged 13 SP:Iteration 18Q (4883.548179 sec): 3 clusters Score: Raw -1414618.909175 + Penalty 3226.753662 = -1411392.155513 nChanged 7 SP:Iteration 19Q (4883.621230 sec): 3 clusters Score: Raw -1414639.018169 + Penalty 3226.753662 = -1411412.264508 nChanged 3 SP:Iteration 20F (4883.703583 sec): 3 clusters Score: Raw -1414643.345531 + Penalty 3226.753662 = -1411416.591869 nChanged 0 Score: Raw -32020993.964382 + Penalty 49057.794697 = -31971936.169685 Splitting cluster 8 changes total score from -31904157.788368 to -31971936.169685 So it's getting split into cluster 23. Trying to split cluster 9 (1198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4891.327309 sec): 2 clusters Score: Raw -53383.947053 + Penalty 1151.866427 = -52232.080627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4891.372700 sec): 3 clusters Score: Raw -53188.594652 + Penalty 2303.732853 = -50884.861799 nChanged 405 SP:Iteration 1F (4891.412496 sec): 3 clusters Score: Raw -54400.253551 + Penalty 2303.732853 = -52096.520698 nChanged 153 SP:Iteration 2F (4891.462913 sec): 3 clusters Score: Raw -55107.733642 + Penalty 2303.732853 = -52804.000789 nChanged 143 SP:Iteration 3F (4891.514685 sec): 3 clusters Score: Raw -55747.145464 + Penalty 2303.732853 = -53443.412610 nChanged 83 SP:Iteration 4F (4891.566673 sec): 3 clusters Score: Raw -56250.069897 + Penalty 2303.732853 = -53946.337044 nChanged 43 SP:Iteration 5Q (4891.615992 sec): 3 clusters Score: Raw -56468.868553 + Penalty 2303.732853 = -54165.135700 nChanged 23 SP:Iteration 6Q (4891.654328 sec): 3 clusters Score: Raw -56630.443874 + Penalty 2303.732853 = -54326.711021 nChanged 11 SP:Iteration 7Q (4891.702177 sec): 3 clusters Score: Raw -56686.069946 + Penalty 2303.732853 = -54382.337093 nChanged 13 SP:Iteration 8Q (4891.745444 sec): 3 clusters Score: Raw -56723.421576 + Penalty 2303.732853 = -54419.688723 nChanged 6 SP:Iteration 9Q (4891.790455 sec): 3 clusters Score: Raw -56739.109725 + Penalty 2303.732853 = -54435.376872 nChanged 0 SP:Iteration 10F (4891.833248 sec): 3 clusters Score: Raw -56829.619048 + Penalty 2303.732853 = -54525.886195 nChanged 9 SP:Iteration 11Q (4891.880525 sec): 3 clusters Score: Raw -57080.447643 + Penalty 2303.732853 = -54776.714789 nChanged 4 SP:Iteration 12Q (4891.938829 sec): 3 clusters Score: Raw -57117.517695 + Penalty 2303.732853 = -54813.784841 nChanged 3 SP:Iteration 13Q (4891.977599 sec): 3 clusters Score: Raw -57119.113382 + Penalty 2303.732853 = -54815.380529 nChanged 1 SP:Iteration 14Q (4892.026956 sec): 3 clusters Score: Raw -57119.570403 + Penalty 2303.732853 = -54815.837550 nChanged 0 SP:Iteration 15F (4892.075654 sec): 3 clusters Score: Raw -57119.570403 + Penalty 2303.732853 = -54815.837550 nChanged 0 Score: Raw -32024729.587732 + Penalty 51190.742292 = -31973538.845439 Splitting cluster 9 changes total score from -31904157.788368 to -31973538.845439 So it's getting split into cluster 24. Trying to split cluster 10 (27170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4899.778422 sec): 2 clusters Score: Raw -1763280.649078 + Penalty 1659.103664 = -1761621.545413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4899.859655 sec): 3 clusters Score: Raw -1746496.916821 + Penalty 3318.207328 = -1743178.709492 nChanged 12397 SP:Iteration 1F (4899.957586 sec): 3 clusters Score: Raw -1753471.318594 + Penalty 3318.207328 = -1750153.111266 nChanged 1277 SP:Iteration 2Q (4900.053377 sec): 3 clusters Score: Raw -1753952.436349 + Penalty 3318.207328 = -1750634.229020 nChanged 1292 SP:Iteration 3Q (4900.149238 sec): 3 clusters Score: Raw -1754552.557152 + Penalty 3318.207328 = -1751234.349823 nChanged 1537 SP:Iteration 4F (4900.232457 sec): 3 clusters Score: Raw -1755509.827294 + Penalty 3318.207328 = -1752191.619966 nChanged 1941 SP:Iteration 5F (4900.330369 sec): 3 clusters Score: Raw -1757035.432850 + Penalty 3318.207328 = -1753717.225522 nChanged 2062 SP:Iteration 6F (4900.421705 sec): 3 clusters Score: Raw -1758928.665802 + Penalty 3318.207328 = -1755610.458473 nChanged 1864 SP:Iteration 7F (4900.518058 sec): 3 clusters Score: Raw -1760755.233589 + Penalty 3318.207328 = -1757437.026260 nChanged 1396 SP:Iteration 8F (4900.601184 sec): 3 clusters Score: Raw -1762036.500920 + Penalty 3318.207328 = -1758718.293591 nChanged 829 SP:Iteration 9Q (4900.699352 sec): 3 clusters Score: Raw -1762738.479735 + Penalty 3318.207328 = -1759420.272406 nChanged 476 SP:Iteration 10Q (4900.793670 sec): 3 clusters Score: Raw -1763105.364431 + Penalty 3318.207328 = -1759787.157103 nChanged 240 SP:Iteration 11Q (4900.887177 sec): 3 clusters Score: Raw -1763281.328043 + Penalty 3318.207328 = -1759963.120715 nChanged 135 SP:Iteration 12Q (4900.987564 sec): 3 clusters Score: Raw -1763387.174378 + Penalty 3318.207328 = -1760068.967050 nChanged 77 SP:Iteration 13Q (4901.072622 sec): 3 clusters Score: Raw -1763454.983266 + Penalty 3318.207328 = -1760136.775938 nChanged 53 SP:Iteration 14Q (4901.157836 sec): 3 clusters Score: Raw -1763499.022646 + Penalty 3318.207328 = -1760180.815318 nChanged 32 SP:Iteration 15Q (4901.239952 sec): 3 clusters Score: Raw -1763524.203267 + Penalty 3318.207328 = -1760205.995938 nChanged 17 SP:Iteration 16Q (4901.334853 sec): 3 clusters Score: Raw -1763534.600197 + Penalty 3318.207328 = -1760216.392869 nChanged 11 SP:Iteration 17Q (4901.428736 sec): 3 clusters Score: Raw -1763548.637999 + Penalty 3318.207328 = -1760230.430671 nChanged 11 SP:Iteration 18Q (4901.520173 sec): 3 clusters Score: Raw -1763558.389217 + Penalty 3318.207328 = -1760240.181889 nChanged 7 SP:Iteration 19Q (4901.607065 sec): 3 clusters Score: Raw -1763561.358255 + Penalty 3318.207328 = -1760243.150927 nChanged 6 SP:Iteration 20F (4901.697468 sec): 3 clusters Score: Raw -1763566.057197 + Penalty 3318.207328 = -1760247.849869 nChanged 6 SP:Iteration 21Q (4901.774935 sec): 3 clusters Score: Raw -1763571.292221 + Penalty 3318.207328 = -1760253.084893 nChanged 4 SP:Iteration 22Q (4901.859022 sec): 3 clusters Score: Raw -1763574.945100 + Penalty 3318.207328 = -1760256.737772 nChanged 4 SP:Iteration 23Q (4901.941332 sec): 3 clusters Score: Raw -1763577.815283 + Penalty 3318.207328 = -1760259.607955 nChanged 4 SP:Iteration 24Q (4902.019010 sec): 3 clusters Score: Raw -1763579.829541 + Penalty 3318.207328 = -1760261.622213 nChanged 3 SP:Iteration 25Q (4902.104209 sec): 3 clusters Score: Raw -1763582.594582 + Penalty 3318.207328 = -1760264.387254 nChanged 5 SP:Iteration 26Q (4902.182353 sec): 3 clusters Score: Raw -1763585.286112 + Penalty 3318.207328 = -1760267.078784 nChanged 2 SP:Iteration 27Q (4902.262358 sec): 3 clusters Score: Raw -1763588.046706 + Penalty 3318.207328 = -1760269.839378 nChanged 2 SP:Iteration 28Q (4902.354738 sec): 3 clusters Score: Raw -1763589.800890 + Penalty 3318.207328 = -1760271.593562 nChanged 2 SP:Iteration 29Q (4902.445350 sec): 3 clusters Score: Raw -1763590.646201 + Penalty 3318.207328 = -1760272.438873 nChanged 3 SP:Iteration 30Q (4902.531735 sec): 3 clusters Score: Raw -1763591.460968 + Penalty 3318.207328 = -1760273.253640 nChanged 0 SP:Iteration 31F (4902.624319 sec): 3 clusters Score: Raw -1763591.460968 + Penalty 3318.207328 = -1760273.253640 nChanged 0 Trying to split cluster 11 (13224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4902.669197 sec): 2 clusters Score: Raw -879908.262640 + Penalty 1542.090654 = -878366.171986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4902.731905 sec): 3 clusters Score: Raw -872294.479882 + Penalty 3084.181308 = -869210.298574 nChanged 5728 SP:Iteration 1F (4902.799088 sec): 3 clusters Score: Raw -875819.594570 + Penalty 3084.181308 = -872735.413262 nChanged 1139 SP:Iteration 2F (4902.881412 sec): 3 clusters Score: Raw -876751.815404 + Penalty 3084.181308 = -873667.634096 nChanged 1236 SP:Iteration 3F (4902.952455 sec): 3 clusters Score: Raw -877836.962991 + Penalty 3084.181308 = -874752.781683 nChanged 1066 SP:Iteration 4F (4903.028926 sec): 3 clusters Score: Raw -878809.312059 + Penalty 3084.181308 = -875725.130751 nChanged 815 SP:Iteration 5F (4903.099677 sec): 3 clusters Score: Raw -879564.227383 + Penalty 3084.181308 = -876480.046075 nChanged 592 SP:Iteration 6Q (4903.173410 sec): 3 clusters Score: Raw -880017.394748 + Penalty 3084.181308 = -876933.213441 nChanged 400 SP:Iteration 7Q (4903.247955 sec): 3 clusters Score: Raw -880230.899339 + Penalty 3084.181308 = -877146.718032 nChanged 256 SP:Iteration 8Q (4903.316991 sec): 3 clusters Score: Raw -880328.035029 + Penalty 3084.181308 = -877243.853721 nChanged 182 SP:Iteration 9Q (4903.391344 sec): 3 clusters Score: Raw -880398.526029 + Penalty 3084.181308 = -877314.344721 nChanged 146 SP:Iteration 10Q (4903.459335 sec): 3 clusters Score: Raw -880449.686056 + Penalty 3084.181308 = -877365.504748 nChanged 119 SP:Iteration 11Q (4903.518816 sec): 3 clusters Score: Raw -880489.028631 + Penalty 3084.181308 = -877404.847323 nChanged 102 SP:Iteration 12Q (4903.602029 sec): 3 clusters Score: Raw -880523.115427 + Penalty 3084.181308 = -877438.934120 nChanged 106 SP:Iteration 13Q (4903.656759 sec): 3 clusters Score: Raw -880559.244194 + Penalty 3084.181308 = -877475.062886 nChanged 96 SP:Iteration 14Q (4903.727560 sec): 3 clusters Score: Raw -880594.756996 + Penalty 3084.181308 = -877510.575688 nChanged 94 SP:Iteration 15Q (4903.794685 sec): 3 clusters Score: Raw -880629.823290 + Penalty 3084.181308 = -877545.641982 nChanged 87 SP:Iteration 16Q (4903.852463 sec): 3 clusters Score: Raw -880660.509985 + Penalty 3084.181308 = -877576.328677 nChanged 83 SP:Iteration 17Q (4903.922086 sec): 3 clusters Score: Raw -880685.758269 + Penalty 3084.181308 = -877601.576961 nChanged 78 SP:Iteration 18Q (4903.975847 sec): 3 clusters Score: Raw -880710.597451 + Penalty 3084.181308 = -877626.416143 nChanged 60 SP:Iteration 19Q (4904.045231 sec): 3 clusters Score: Raw -880724.178139 + Penalty 3084.181308 = -877639.996831 nChanged 47 SP:Iteration 20F (4904.110671 sec): 3 clusters Score: Raw -880731.609009 + Penalty 3084.181308 = -877647.427702 nChanged 33 SP:Iteration 21Q (4904.165528 sec): 3 clusters Score: Raw -880735.920175 + Penalty 3084.181308 = -877651.738867 nChanged 25 SP:Iteration 22Q (4904.245438 sec): 3 clusters Score: Raw -880739.746251 + Penalty 3084.181308 = -877655.564944 nChanged 23 SP:Iteration 23Q (4904.316549 sec): 3 clusters Score: Raw -880743.174849 + Penalty 3084.181308 = -877658.993541 nChanged 34 SP:Iteration 24Q (4904.374855 sec): 3 clusters Score: Raw -880747.316576 + Penalty 3084.181308 = -877663.135268 nChanged 17 SP:Iteration 25Q (4904.449526 sec): 3 clusters Score: Raw -880749.529968 + Penalty 3084.181308 = -877665.348660 nChanged 15 SP:Iteration 26Q (4904.496469 sec): 3 clusters Score: Raw -880750.768320 + Penalty 3084.181308 = -877666.587012 nChanged 8 SP:Iteration 27Q (4904.554668 sec): 3 clusters Score: Raw -880751.931809 + Penalty 3084.181308 = -877667.750501 nChanged 8 SP:Iteration 28Q (4904.620079 sec): 3 clusters Score: Raw -880752.869467 + Penalty 3084.181308 = -877668.688159 nChanged 5 SP:Iteration 29Q (4904.673083 sec): 3 clusters Score: Raw -880753.471252 + Penalty 3084.181308 = -877669.289944 nChanged 6 SP:Iteration 30Q (4904.735126 sec): 3 clusters Score: Raw -880754.083170 + Penalty 3084.181308 = -877669.901862 nChanged 7 SP:Iteration 31Q (4904.796816 sec): 3 clusters Score: Raw -880754.727892 + Penalty 3084.181308 = -877670.546584 nChanged 4 SP:Iteration 32Q (4904.865134 sec): 3 clusters Score: Raw -880755.310578 + Penalty 3084.181308 = -877671.129270 nChanged 5 SP:Iteration 33Q (4904.920550 sec): 3 clusters Score: Raw -880755.675179 + Penalty 3084.181308 = -877671.493871 nChanged 4 SP:Iteration 34Q (4904.994631 sec): 3 clusters Score: Raw -880756.009328 + Penalty 3084.181308 = -877671.828020 nChanged 2 SP:Iteration 35Q (4905.054534 sec): 3 clusters Score: Raw -880756.133363 + Penalty 3084.181308 = -877671.952055 nChanged 2 SP:Iteration 36Q (4905.105609 sec): 3 clusters Score: Raw -880756.366080 + Penalty 3084.181308 = -877672.184772 nChanged 0 SP:Iteration 37F (4905.167611 sec): 3 clusters Score: Raw -880756.366080 + Penalty 3084.181308 = -877672.184772 nChanged 0 Trying to split cluster 12 (8684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4905.189468 sec): 2 clusters Score: Raw -574481.287849 + Penalty 1473.751099 = -573007.536750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4905.240093 sec): 3 clusters Score: Raw -569672.292182 + Penalty 2947.502198 = -566724.789984 nChanged 3726 SP:Iteration 1F (4905.298860 sec): 3 clusters Score: Raw -571836.611663 + Penalty 2947.502198 = -568889.109465 nChanged 678 SP:Iteration 2F (4905.358064 sec): 3 clusters Score: Raw -572438.452516 + Penalty 2947.502198 = -569490.950318 nChanged 753 SP:Iteration 3F (4905.413143 sec): 3 clusters Score: Raw -573400.414888 + Penalty 2947.502198 = -570452.912690 nChanged 884 SP:Iteration 4F (4905.467260 sec): 3 clusters Score: Raw -575029.758706 + Penalty 2947.502198 = -572082.256508 nChanged 1048 SP:Iteration 5F (4905.527470 sec): 3 clusters Score: Raw -578633.138634 + Penalty 2947.502198 = -575685.636436 nChanged 811 SP:Iteration 6F (4905.589304 sec): 3 clusters Score: Raw -584213.376324 + Penalty 2947.502198 = -581265.874126 nChanged 123 SP:Iteration 7Q (4905.649123 sec): 3 clusters Score: Raw -584946.634838 + Penalty 2947.502198 = -581999.132640 nChanged 3 SP:Iteration 8Q (4905.697638 sec): 3 clusters Score: Raw -584948.554787 + Penalty 2947.502198 = -582001.052590 nChanged 0 SP:Iteration 9F (4905.771660 sec): 3 clusters Score: Raw -584948.554787 + Penalty 2947.502198 = -582001.052590 nChanged 0 Score: Raw -32035196.854670 + Penalty 53323.689888 = -31981873.164782 Splitting cluster 12 changes total score from -31904157.788368 to -31981873.164782 So it's getting split into cluster 25. Trying to split cluster 13 (8892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4913.803242 sec): 2 clusters Score: Raw -611110.791620 + Penalty 1477.597432 = -609633.194188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4913.850355 sec): 3 clusters Score: Raw -606139.188055 + Penalty 2955.194864 = -603183.993190 nChanged 3830 SP:Iteration 1F (4913.916003 sec): 3 clusters Score: Raw -608254.973094 + Penalty 2955.194864 = -605299.778229 nChanged 624 SP:Iteration 2F (4913.964032 sec): 3 clusters Score: Raw -608629.907847 + Penalty 2955.194864 = -605674.712983 nChanged 586 SP:Iteration 3F (4914.022235 sec): 3 clusters Score: Raw -609096.388828 + Penalty 2955.194864 = -606141.193964 nChanged 637 SP:Iteration 4F (4914.093808 sec): 3 clusters Score: Raw -609677.470739 + Penalty 2955.194864 = -606722.275874 nChanged 698 SP:Iteration 5F (4914.147535 sec): 3 clusters Score: Raw -610370.773538 + Penalty 2955.194864 = -607415.578674 nChanged 636 SP:Iteration 6F (4914.210777 sec): 3 clusters Score: Raw -610912.397868 + Penalty 2955.194864 = -607957.203004 nChanged 518 SP:Iteration 7F (4914.269400 sec): 3 clusters Score: Raw -611297.635535 + Penalty 2955.194864 = -608342.440670 nChanged 373 SP:Iteration 8Q (4914.333399 sec): 3 clusters Score: Raw -611519.985480 + Penalty 2955.194864 = -608564.790616 nChanged 272 SP:Iteration 9Q (4914.387854 sec): 3 clusters Score: Raw -611669.215664 + Penalty 2955.194864 = -608714.020800 nChanged 205 SP:Iteration 10Q (4914.443631 sec): 3 clusters Score: Raw -611777.917039 + Penalty 2955.194864 = -608822.722174 nChanged 166 SP:Iteration 11Q (4914.503081 sec): 3 clusters Score: Raw -611849.416796 + Penalty 2955.194864 = -608894.221931 nChanged 124 SP:Iteration 12Q (4914.570882 sec): 3 clusters Score: Raw -611901.096704 + Penalty 2955.194864 = -608945.901840 nChanged 105 SP:Iteration 13Q (4914.623329 sec): 3 clusters Score: Raw -611944.876275 + Penalty 2955.194864 = -608989.681411 nChanged 85 SP:Iteration 14Q (4914.677735 sec): 3 clusters Score: Raw -611975.508097 + Penalty 2955.194864 = -609020.313232 nChanged 72 SP:Iteration 15Q (4914.741093 sec): 3 clusters Score: Raw -612004.209473 + Penalty 2955.194864 = -609049.014609 nChanged 49 SP:Iteration 16Q (4914.783490 sec): 3 clusters Score: Raw -612015.785649 + Penalty 2955.194864 = -609060.590784 nChanged 34 SP:Iteration 17Q (4914.840230 sec): 3 clusters Score: Raw -612023.968254 + Penalty 2955.194864 = -609068.773389 nChanged 30 SP:Iteration 18Q (4914.892133 sec): 3 clusters Score: Raw -612030.773372 + Penalty 2955.194864 = -609075.578508 nChanged 18 SP:Iteration 19Q (4914.942873 sec): 3 clusters Score: Raw -612035.070678 + Penalty 2955.194864 = -609079.875814 nChanged 19 SP:Iteration 20F (4914.996829 sec): 3 clusters Score: Raw -612040.206933 + Penalty 2955.194864 = -609085.012069 nChanged 24 SP:Iteration 21Q (4915.061973 sec): 3 clusters Score: Raw -612046.238679 + Penalty 2955.194864 = -609091.043815 nChanged 20 SP:Iteration 22Q (4915.119622 sec): 3 clusters Score: Raw -612050.269761 + Penalty 2955.194864 = -609095.074897 nChanged 16 SP:Iteration 23Q (4915.182691 sec): 3 clusters Score: Raw -612052.491354 + Penalty 2955.194864 = -609097.296490 nChanged 12 SP:Iteration 24Q (4915.245656 sec): 3 clusters Score: Raw -612054.863229 + Penalty 2955.194864 = -609099.668364 nChanged 10 SP:Iteration 25Q (4915.300136 sec): 3 clusters Score: Raw -612057.099705 + Penalty 2955.194864 = -609101.904841 nChanged 7 SP:Iteration 26Q (4915.351975 sec): 3 clusters Score: Raw -612058.532907 + Penalty 2955.194864 = -609103.338042 nChanged 10 SP:Iteration 27Q (4915.411581 sec): 3 clusters Score: Raw -612059.544311 + Penalty 2955.194864 = -609104.349446 nChanged 7 SP:Iteration 28Q (4915.472562 sec): 3 clusters Score: Raw -612061.127482 + Penalty 2955.194864 = -609105.932618 nChanged 8 SP:Iteration 29Q (4915.519647 sec): 3 clusters Score: Raw -612063.178839 + Penalty 2955.194864 = -609107.983974 nChanged 11 SP:Iteration 30Q (4915.584176 sec): 3 clusters Score: Raw -612064.832645 + Penalty 2955.194864 = -609109.637781 nChanged 9 SP:Iteration 31Q (4915.635767 sec): 3 clusters Score: Raw -612066.277466 + Penalty 2955.194864 = -609111.082602 nChanged 9 SP:Iteration 32Q (4915.695278 sec): 3 clusters Score: Raw -612067.299891 + Penalty 2955.194864 = -609112.105026 nChanged 3 SP:Iteration 33Q (4915.754630 sec): 3 clusters Score: Raw -612067.652167 + Penalty 2955.194864 = -609112.457303 nChanged 4 SP:Iteration 34Q (4915.817428 sec): 3 clusters Score: Raw -612068.499218 + Penalty 2955.194864 = -609113.304354 nChanged 9 SP:Iteration 35Q (4915.880352 sec): 3 clusters Score: Raw -612070.650594 + Penalty 2955.194864 = -609115.455730 nChanged 8 SP:Iteration 36Q (4915.937998 sec): 3 clusters Score: Raw -612072.352637 + Penalty 2955.194864 = -609117.157772 nChanged 4 SP:Iteration 37Q (4915.993367 sec): 3 clusters Score: Raw -612072.772065 + Penalty 2955.194864 = -609117.577201 nChanged 1 SP:Iteration 38Q (4916.055698 sec): 3 clusters Score: Raw -612072.862664 + Penalty 2955.194864 = -609117.667799 nChanged 0 SP:Iteration 39F (4916.126701 sec): 3 clusters Score: Raw -612072.862664 + Penalty 2955.194864 = -609117.667799 nChanged 0 Trying to split cluster 14 (65065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4916.248794 sec): 2 clusters Score: Raw -4011337.485418 + Penalty 1801.010583 = -4009536.474835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4916.395404 sec): 3 clusters Score: Raw -3969699.171108 + Penalty 3602.021166 = -3966097.149942 nChanged 30850 SP:Iteration 1F (4916.566583 sec): 3 clusters Score: Raw -3989686.971669 + Penalty 3602.021166 = -3986084.950503 nChanged 4877 SP:Iteration 2F (4916.726867 sec): 3 clusters Score: Raw -3998685.064500 + Penalty 3602.021166 = -3995083.043334 nChanged 7196 SP:Iteration 3F (4916.888129 sec): 3 clusters Score: Raw -4011885.381833 + Penalty 3602.021166 = -4008283.360667 nChanged 8376 SP:Iteration 4F (4917.030899 sec): 3 clusters Score: Raw -4021422.810007 + Penalty 3602.021166 = -4017820.788841 nChanged 6248 SP:Iteration 5F (4917.186854 sec): 3 clusters Score: Raw -4027040.829746 + Penalty 3602.021166 = -4023438.808580 nChanged 3366 SP:Iteration 6F (4917.335258 sec): 3 clusters Score: Raw -4029289.118243 + Penalty 3602.021166 = -4025687.097077 nChanged 1584 SP:Iteration 7Q (4917.491832 sec): 3 clusters Score: Raw -4029984.225895 + Penalty 3602.021166 = -4026382.204729 nChanged 686 SP:Iteration 8Q (4917.644168 sec): 3 clusters Score: Raw -4030145.097539 + Penalty 3602.021166 = -4026543.076373 nChanged 344 SP:Iteration 9Q (4917.806370 sec): 3 clusters Score: Raw -4030200.125926 + Penalty 3602.021166 = -4026598.104760 nChanged 192 SP:Iteration 10Q (4917.965032 sec): 3 clusters Score: Raw -4030222.503127 + Penalty 3602.021166 = -4026620.481961 nChanged 118 SP:Iteration 11Q (4918.133505 sec): 3 clusters Score: Raw -4030233.180126 + Penalty 3602.021166 = -4026631.158960 nChanged 87 SP:Iteration 12Q (4918.298742 sec): 3 clusters Score: Raw -4030239.441703 + Penalty 3602.021166 = -4026637.420537 nChanged 62 SP:Iteration 13Q (4918.471629 sec): 3 clusters Score: Raw -4030242.725739 + Penalty 3602.021166 = -4026640.704573 nChanged 50 SP:Iteration 14Q (4918.631314 sec): 3 clusters Score: Raw -4030245.492724 + Penalty 3602.021166 = -4026643.471558 nChanged 39 SP:Iteration 15Q (4918.790057 sec): 3 clusters Score: Raw -4030247.412189 + Penalty 3602.021166 = -4026645.391023 nChanged 24 SP:Iteration 16Q (4918.946129 sec): 3 clusters Score: Raw -4030248.530154 + Penalty 3602.021166 = -4026646.508988 nChanged 21 SP:Iteration 17Q (4919.096879 sec): 3 clusters Score: Raw -4030249.244374 + Penalty 3602.021166 = -4026647.223208 nChanged 10 SP:Iteration 18Q (4919.252406 sec): 3 clusters Score: Raw -4030249.573535 + Penalty 3602.021166 = -4026647.552369 nChanged 11 SP:Iteration 19Q (4919.412731 sec): 3 clusters Score: Raw -4030249.989571 + Penalty 3602.021166 = -4026647.968405 nChanged 7 SP:Iteration 20F (4919.573549 sec): 3 clusters Score: Raw -4030250.231607 + Penalty 3602.021166 = -4026648.210441 nChanged 1 SP:Iteration 21Q (4919.743896 sec): 3 clusters Score: Raw -4030250.260390 + Penalty 3602.021166 = -4026648.239224 nChanged 0 SP:Iteration 22F (4919.911637 sec): 3 clusters Score: Raw -4030250.260390 + Penalty 3602.021166 = -4026648.239224 nChanged 0 Score: Raw -32054109.629642 + Penalty 55456.637483 = -31998652.992158 Splitting cluster 14 changes total score from -31904157.788368 to -31998652.992158 So it's getting split into cluster 26. Trying to split cluster 15 (64208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4928.529552 sec): 2 clusters Score: Raw -4301290.163564 + Penalty 1798.856003 = -4299491.307562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4928.686826 sec): 3 clusters Score: Raw -4260331.592017 + Penalty 3597.712005 = -4256733.880012 nChanged 30383 SP:Iteration 1F (4928.849549 sec): 3 clusters Score: Raw -4278050.832642 + Penalty 3597.712005 = -4274453.120637 nChanged 3237 SP:Iteration 2F (4929.006271 sec): 3 clusters Score: Raw -4279824.521286 + Penalty 3597.712005 = -4276226.809281 nChanged 4340 SP:Iteration 3F (4929.155760 sec): 3 clusters Score: Raw -4283427.894535 + Penalty 3597.712005 = -4279830.182530 nChanged 5616 SP:Iteration 4F (4929.308575 sec): 3 clusters Score: Raw -4289168.945353 + Penalty 3597.712005 = -4285571.233348 nChanged 5819 SP:Iteration 5F (4929.450806 sec): 3 clusters Score: Raw -4295248.316577 + Penalty 3597.712005 = -4291650.604572 nChanged 4991 SP:Iteration 6F (4929.602063 sec): 3 clusters Score: Raw -4299356.009749 + Penalty 3597.712005 = -4295758.297743 nChanged 3553 SP:Iteration 7F (4929.760659 sec): 3 clusters Score: Raw -4301695.861307 + Penalty 3597.712005 = -4298098.149302 nChanged 2641 SP:Iteration 8Q (4929.931894 sec): 3 clusters Score: Raw -4303241.966372 + Penalty 3597.712005 = -4299644.254367 nChanged 2111 SP:Iteration 9Q (4930.107907 sec): 3 clusters Score: Raw -4304366.625902 + Penalty 3597.712005 = -4300768.913896 nChanged 1757 SP:Iteration 10Q (4930.292590 sec): 3 clusters Score: Raw -4305153.883563 + Penalty 3597.712005 = -4301556.171558 nChanged 1431 SP:Iteration 11Q (4930.464010 sec): 3 clusters Score: Raw -4305630.726484 + Penalty 3597.712005 = -4302033.014479 nChanged 1131 SP:Iteration 12Q (4930.621270 sec): 3 clusters Score: Raw -4305942.580359 + Penalty 3597.712005 = -4302344.868354 nChanged 894 SP:Iteration 13Q (4930.757480 sec): 3 clusters Score: Raw -4306147.079412 + Penalty 3597.712005 = -4302549.367407 nChanged 719 SP:Iteration 14Q (4930.914378 sec): 3 clusters Score: Raw -4306278.432559 + Penalty 3597.712005 = -4302680.720554 nChanged 543 SP:Iteration 15Q (4931.059171 sec): 3 clusters Score: Raw -4306367.771413 + Penalty 3597.712005 = -4302770.059408 nChanged 455 SP:Iteration 16Q (4931.208275 sec): 3 clusters Score: Raw -4306431.504081 + Penalty 3597.712005 = -4302833.792076 nChanged 372 SP:Iteration 17Q (4931.356682 sec): 3 clusters Score: Raw -4306471.555416 + Penalty 3597.712005 = -4302873.843410 nChanged 265 SP:Iteration 18Q (4931.504450 sec): 3 clusters Score: Raw -4306496.312224 + Penalty 3597.712005 = -4302898.600219 nChanged 231 SP:Iteration 19Q (4931.654606 sec): 3 clusters Score: Raw -4306517.521196 + Penalty 3597.712005 = -4302919.809190 nChanged 218 SP:Iteration 20F (4931.817499 sec): 3 clusters Score: Raw -4306535.861453 + Penalty 3597.712005 = -4302938.149448 nChanged 200 SP:Iteration 21Q (4931.964947 sec): 3 clusters Score: Raw -4306550.847392 + Penalty 3597.712005 = -4302953.135387 nChanged 179 SP:Iteration 22Q (4932.113157 sec): 3 clusters Score: Raw -4306561.998314 + Penalty 3597.712005 = -4302964.286309 nChanged 160 SP:Iteration 23Q (4932.276602 sec): 3 clusters Score: Raw -4306572.753956 + Penalty 3597.712005 = -4302975.041951 nChanged 157 SP:Iteration 24Q (4932.427557 sec): 3 clusters Score: Raw -4306582.111452 + Penalty 3597.712005 = -4302984.399447 nChanged 154 SP:Iteration 25Q (4932.575825 sec): 3 clusters Score: Raw -4306591.280569 + Penalty 3597.712005 = -4302993.568564 nChanged 153 SP:Iteration 26Q (4932.743936 sec): 3 clusters Score: Raw -4306600.238417 + Penalty 3597.712005 = -4303002.526412 nChanged 142 SP:Iteration 27Q (4932.900597 sec): 3 clusters Score: Raw -4306609.045559 + Penalty 3597.712005 = -4303011.333554 nChanged 150 SP:Iteration 28Q (4933.053283 sec): 3 clusters Score: Raw -4306617.788371 + Penalty 3597.712005 = -4303020.076366 nChanged 118 SP:Iteration 29Q (4933.203339 sec): 3 clusters Score: Raw -4306623.613121 + Penalty 3597.712005 = -4303025.901116 nChanged 109 SP:Iteration 30Q (4933.354231 sec): 3 clusters Score: Raw -4306629.315603 + Penalty 3597.712005 = -4303031.603598 nChanged 99 SP:Iteration 31Q (4933.506714 sec): 3 clusters Score: Raw -4306634.124450 + Penalty 3597.712005 = -4303036.412445 nChanged 94 SP:Iteration 32Q (4933.663842 sec): 3 clusters Score: Raw -4306638.749051 + Penalty 3597.712005 = -4303041.037046 nChanged 96 SP:Iteration 33Q (4933.830561 sec): 3 clusters Score: Raw -4306644.403959 + Penalty 3597.712005 = -4303046.691954 nChanged 101 SP:Iteration 34Q (4933.988843 sec): 3 clusters Score: Raw -4306650.999640 + Penalty 3597.712005 = -4303053.287634 nChanged 116 SP:Iteration 35Q (4934.146025 sec): 3 clusters Score: Raw -4306657.205878 + Penalty 3597.712005 = -4303059.493872 nChanged 106 SP:Iteration 36Q (4934.293343 sec): 3 clusters Score: Raw -4306663.256556 + Penalty 3597.712005 = -4303065.544551 nChanged 118 SP:Iteration 37Q (4934.447046 sec): 3 clusters Score: Raw -4306670.278478 + Penalty 3597.712005 = -4303072.566473 nChanged 120 SP:Iteration 38Q (4934.609680 sec): 3 clusters Score: Raw -4306678.773477 + Penalty 3597.712005 = -4303081.061472 nChanged 113 SP:Iteration 39Q (4934.774027 sec): 3 clusters Score: Raw -4306686.619217 + Penalty 3597.712005 = -4303088.907212 nChanged 125 SP:Iteration 40F (4934.937016 sec): 3 clusters Score: Raw -4306696.541541 + Penalty 3597.712005 = -4303098.829536 nChanged 122 SP:Iteration 41Q (4935.097163 sec): 3 clusters Score: Raw -4306704.249700 + Penalty 3597.712005 = -4303106.537695 nChanged 136 SP:Iteration 42Q (4935.247415 sec): 3 clusters Score: Raw -4306712.258033 + Penalty 3597.712005 = -4303114.546028 nChanged 135 SP:Iteration 43Q (4935.398411 sec): 3 clusters Score: Raw -4306721.503180 + Penalty 3597.712005 = -4303123.791175 nChanged 149 SP:Iteration 44Q (4935.552957 sec): 3 clusters Score: Raw -4306731.866899 + Penalty 3597.712005 = -4303134.154894 nChanged 151 SP:Iteration 45Q (4935.729927 sec): 3 clusters Score: Raw -4306742.431391 + Penalty 3597.712005 = -4303144.719386 nChanged 157 SP:Iteration 46Q (4935.920270 sec): 3 clusters Score: Raw -4306753.497019 + Penalty 3597.712005 = -4303155.785014 nChanged 158 SP:Iteration 47Q (4936.105893 sec): 3 clusters Score: Raw -4306763.994922 + Penalty 3597.712005 = -4303166.282917 nChanged 154 SP:Iteration 48Q (4936.257006 sec): 3 clusters Score: Raw -4306773.465520 + Penalty 3597.712005 = -4303175.753515 nChanged 146 SP:Iteration 49Q (4936.410327 sec): 3 clusters Score: Raw -4306782.522651 + Penalty 3597.712005 = -4303184.810646 nChanged 122 SP:Iteration 50Q (4936.561894 sec): 3 clusters Score: Raw -4306789.471302 + Penalty 3597.712005 = -4303191.759297 nChanged 114 SP:Iteration 51Q (4936.714448 sec): 3 clusters Score: Raw -4306797.129980 + Penalty 3597.712005 = -4303199.417975 nChanged 140 SP:Iteration 52Q (4936.861438 sec): 3 clusters Score: Raw -4306808.374058 + Penalty 3597.712005 = -4303210.662053 nChanged 144 SP:Iteration 53Q (4937.017337 sec): 3 clusters Score: Raw -4306820.066644 + Penalty 3597.712005 = -4303222.354639 nChanged 145 SP:Iteration 54Q (4937.163796 sec): 3 clusters Score: Raw -4306833.900513 + Penalty 3597.712005 = -4303236.188508 nChanged 172 SP:Iteration 55Q (4937.326350 sec): 3 clusters Score: Raw -4306849.065498 + Penalty 3597.712005 = -4303251.353493 nChanged 161 SP:Iteration 56Q (4937.474195 sec): 3 clusters Score: Raw -4306863.089240 + Penalty 3597.712005 = -4303265.377235 nChanged 171 SP:Iteration 57Q (4937.650400 sec): 3 clusters Score: Raw -4306875.509117 + Penalty 3597.712005 = -4303277.797112 nChanged 143 SP:Iteration 58Q (4937.811224 sec): 3 clusters Score: Raw -4306885.847118 + Penalty 3597.712005 = -4303288.135112 nChanged 155 SP:Iteration 59Q (4937.976502 sec): 3 clusters Score: Raw -4306896.719156 + Penalty 3597.712005 = -4303299.007151 nChanged 172 SP:Iteration 60F (4938.133854 sec): 3 clusters Score: Raw -4306908.210513 + Penalty 3597.712005 = -4303310.498508 nChanged 177 SP:Iteration 61Q (4938.281373 sec): 3 clusters Score: Raw -4306919.374263 + Penalty 3597.712005 = -4303321.662258 nChanged 152 SP:Iteration 62Q (4938.436971 sec): 3 clusters Score: Raw -4306927.897436 + Penalty 3597.712005 = -4303330.185431 nChanged 146 SP:Iteration 63Q (4938.600075 sec): 3 clusters Score: Raw -4306935.577838 + Penalty 3597.712005 = -4303337.865833 nChanged 117 SP:Iteration 64Q (4938.744375 sec): 3 clusters Score: Raw -4306941.177006 + Penalty 3597.712005 = -4303343.465001 nChanged 123 SP:Iteration 65Q (4938.904532 sec): 3 clusters Score: Raw -4306947.717662 + Penalty 3597.712005 = -4303350.005657 nChanged 117 SP:Iteration 66Q (4939.051798 sec): 3 clusters Score: Raw -4306954.103385 + Penalty 3597.712005 = -4303356.391380 nChanged 100 SP:Iteration 67Q (4939.215872 sec): 3 clusters Score: Raw -4306958.374985 + Penalty 3597.712005 = -4303360.662980 nChanged 92 SP:Iteration 68Q (4939.372499 sec): 3 clusters Score: Raw -4306962.372937 + Penalty 3597.712005 = -4303364.660932 nChanged 88 SP:Iteration 69Q (4939.529608 sec): 3 clusters Score: Raw -4306966.406477 + Penalty 3597.712005 = -4303368.694472 nChanged 75 SP:Iteration 70Q (4939.682093 sec): 3 clusters Score: Raw -4306969.260766 + Penalty 3597.712005 = -4303371.548761 nChanged 67 SP:Iteration 71Q (4939.843906 sec): 3 clusters Score: Raw -4306971.485744 + Penalty 3597.712005 = -4303373.773739 nChanged 57 SP:Iteration 72Q (4939.993536 sec): 3 clusters Score: Raw -4306973.818868 + Penalty 3597.712005 = -4303376.106863 nChanged 62 SP:Iteration 73Q (4940.145367 sec): 3 clusters Score: Raw -4306976.418280 + Penalty 3597.712005 = -4303378.706275 nChanged 75 SP:Iteration 74Q (4940.298845 sec): 3 clusters Score: Raw -4306980.172260 + Penalty 3597.712005 = -4303382.460255 nChanged 85 SP:Iteration 75Q (4940.445045 sec): 3 clusters Score: Raw -4306984.015575 + Penalty 3597.712005 = -4303386.303570 nChanged 61 SP:Iteration 76Q (4940.599373 sec): 3 clusters Score: Raw -4306986.328628 + Penalty 3597.712005 = -4303388.616623 nChanged 56 SP:Iteration 77Q (4940.755512 sec): 3 clusters Score: Raw -4306988.243703 + Penalty 3597.712005 = -4303390.531697 nChanged 48 SP:Iteration 78Q (4940.909202 sec): 3 clusters Score: Raw -4306989.695162 + Penalty 3597.712005 = -4303391.983157 nChanged 51 SP:Iteration 79Q (4941.066598 sec): 3 clusters Score: Raw -4306991.376137 + Penalty 3597.712005 = -4303393.664132 nChanged 54 SP:Iteration 80F (4941.211812 sec): 3 clusters Score: Raw -4306993.175499 + Penalty 3597.712005 = -4303395.463494 nChanged 46 SP:Iteration 81Q (4941.374849 sec): 3 clusters Score: Raw -4306994.531456 + Penalty 3597.712005 = -4303396.819451 nChanged 41 SP:Iteration 82Q (4941.542770 sec): 3 clusters Score: Raw -4306995.757328 + Penalty 3597.712005 = -4303398.045323 nChanged 44 SP:Iteration 83Q (4941.690626 sec): 3 clusters Score: Raw -4306996.953207 + Penalty 3597.712005 = -4303399.241201 nChanged 33 SP:Iteration 84Q (4941.846572 sec): 3 clusters Score: Raw -4306997.773307 + Penalty 3597.712005 = -4303400.061301 nChanged 32 SP:Iteration 85Q (4942.003821 sec): 3 clusters Score: Raw -4306998.536859 + Penalty 3597.712005 = -4303400.824854 nChanged 28 SP:Iteration 86Q (4942.175799 sec): 3 clusters Score: Raw -4306999.282545 + Penalty 3597.712005 = -4303401.570540 nChanged 25 SP:Iteration 87Q (4942.322628 sec): 3 clusters Score: Raw -4306999.778367 + Penalty 3597.712005 = -4303402.066362 nChanged 13 SP:Iteration 88Q (4942.467316 sec): 3 clusters Score: Raw -4306999.986590 + Penalty 3597.712005 = -4303402.274585 nChanged 10 SP:Iteration 89Q (4942.629632 sec): 3 clusters Score: Raw -4307000.140898 + Penalty 3597.712005 = -4303402.428893 nChanged 9 SP:Iteration 90Q (4942.779709 sec): 3 clusters Score: Raw -4307000.363278 + Penalty 3597.712005 = -4303402.651273 nChanged 16 SP:Iteration 91Q (4942.950281 sec): 3 clusters Score: Raw -4307000.653987 + Penalty 3597.712005 = -4303402.941982 nChanged 17 SP:Iteration 92Q (4943.114606 sec): 3 clusters Score: Raw -4307000.973137 + Penalty 3597.712005 = -4303403.261131 nChanged 9 SP:Iteration 93Q (4943.277200 sec): 3 clusters Score: Raw -4307001.061046 + Penalty 3597.712005 = -4303403.349041 nChanged 9 SP:Iteration 94Q (4943.431577 sec): 3 clusters Score: Raw -4307001.179922 + Penalty 3597.712005 = -4303403.467917 nChanged 9 SP:Iteration 95Q (4943.588635 sec): 3 clusters Score: Raw -4307001.303661 + Penalty 3597.712005 = -4303403.591656 nChanged 6 SP:Iteration 96Q (4943.739557 sec): 3 clusters Score: Raw -4307001.435026 + Penalty 3597.712005 = -4303403.723020 nChanged 8 SP:Iteration 97Q (4943.887664 sec): 3 clusters Score: Raw -4307001.569623 + Penalty 3597.712005 = -4303403.857618 nChanged 9 SP:Iteration 98Q (4944.040200 sec): 3 clusters Score: Raw -4307001.766881 + Penalty 3597.712005 = -4303404.054876 nChanged 12 SP:Iteration 99Q (4944.206386 sec): 3 clusters Score: Raw -4307001.971356 + Penalty 3597.712005 = -4303404.259351 nChanged 11 SP:Iteration 100F (4944.356581 sec): 3 clusters Score: Raw -4307002.106275 + Penalty 3597.712005 = -4303404.394269 nChanged 8 SP:Iteration 101Q (4944.501818 sec): 3 clusters Score: Raw -4307002.214903 + Penalty 3597.712005 = -4303404.502898 nChanged 4 SP:Iteration 102Q (4944.663624 sec): 3 clusters Score: Raw -4307002.285692 + Penalty 3597.712005 = -4303404.573687 nChanged 1 SP:Iteration 103Q (4944.827592 sec): 3 clusters Score: Raw -4307002.299156 + Penalty 3597.712005 = -4303404.587150 nChanged 0 SP:Iteration 104F (4944.994274 sec): 3 clusters Score: Raw -4307002.299156 + Penalty 3597.712005 = -4303404.587150 nChanged 0 Score: Raw -32059821.765233 + Penalty 57589.585079 = -32002232.180154 Splitting cluster 15 changes total score from -31904157.788368 to -32002232.180154 So it's getting split into cluster 27. Trying to split cluster 16 (2095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4953.866172 sec): 2 clusters Score: Raw -121064.471519 + Penalty 1242.687685 = -119821.783834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4953.916219 sec): 3 clusters Score: Raw -120201.216803 + Penalty 2485.375371 = -117715.841432 nChanged 793 SP:Iteration 1F (4953.971437 sec): 3 clusters Score: Raw -120921.710794 + Penalty 2485.375371 = -118436.335424 nChanged 223 SP:Iteration 2F (4954.014951 sec): 3 clusters Score: Raw -121275.285670 + Penalty 2485.375371 = -118789.910299 nChanged 188 SP:Iteration 3F (4954.066368 sec): 3 clusters Score: Raw -121554.498070 + Penalty 2485.375371 = -119069.122699 nChanged 122 SP:Iteration 4F (4954.114726 sec): 3 clusters Score: Raw -121739.126166 + Penalty 2485.375371 = -119253.750795 nChanged 104 SP:Iteration 5Q (4954.168852 sec): 3 clusters Score: Raw -121974.789480 + Penalty 2485.375371 = -119489.414109 nChanged 81 SP:Iteration 6Q (4954.214499 sec): 3 clusters Score: Raw -122137.078730 + Penalty 2485.375371 = -119651.703360 nChanged 66 SP:Iteration 7Q (4954.260258 sec): 3 clusters Score: Raw -122218.534607 + Penalty 2485.375371 = -119733.159237 nChanged 45 SP:Iteration 8Q (4954.308808 sec): 3 clusters Score: Raw -122256.560069 + Penalty 2485.375371 = -119771.184698 nChanged 35 SP:Iteration 9Q (4954.358302 sec): 3 clusters Score: Raw -122286.947928 + Penalty 2485.375371 = -119801.572558 nChanged 31 SP:Iteration 10Q (4954.399796 sec): 3 clusters Score: Raw -122333.846987 + Penalty 2485.375371 = -119848.471616 nChanged 46 SP:Iteration 11Q (4954.451649 sec): 3 clusters Score: Raw -122425.909035 + Penalty 2485.375371 = -119940.533665 nChanged 45 SP:Iteration 12Q (4954.500906 sec): 3 clusters Score: Raw -122487.602436 + Penalty 2485.375371 = -120002.227066 nChanged 42 SP:Iteration 13Q (4954.558433 sec): 3 clusters Score: Raw -122529.467761 + Penalty 2485.375371 = -120044.092391 nChanged 34 SP:Iteration 14Q (4954.601776 sec): 3 clusters Score: Raw -122568.588423 + Penalty 2485.375371 = -120083.213053 nChanged 37 SP:Iteration 15Q (4954.646563 sec): 3 clusters Score: Raw -122613.515105 + Penalty 2485.375371 = -120128.139735 nChanged 30 SP:Iteration 16Q (4954.692608 sec): 3 clusters Score: Raw -122648.817609 + Penalty 2485.375371 = -120163.442238 nChanged 20 SP:Iteration 17Q (4954.733262 sec): 3 clusters Score: Raw -122673.499927 + Penalty 2485.375371 = -120188.124556 nChanged 23 SP:Iteration 18Q (4954.792225 sec): 3 clusters Score: Raw -122700.452890 + Penalty 2485.375371 = -120215.077519 nChanged 21 SP:Iteration 19Q (4954.831192 sec): 3 clusters Score: Raw -122723.362602 + Penalty 2485.375371 = -120237.987232 nChanged 17 SP:Iteration 20F (4954.878489 sec): 3 clusters Score: Raw -122742.822771 + Penalty 2485.375371 = -120257.447401 nChanged 14 SP:Iteration 21Q (4954.936588 sec): 3 clusters Score: Raw -122758.505176 + Penalty 2485.375371 = -120273.129805 nChanged 15 SP:Iteration 22Q (4954.983584 sec): 3 clusters Score: Raw -122773.313029 + Penalty 2485.375371 = -120287.937658 nChanged 11 SP:Iteration 23Q (4955.030759 sec): 3 clusters Score: Raw -122779.426900 + Penalty 2485.375371 = -120294.051530 nChanged 4 SP:Iteration 24Q (4955.083059 sec): 3 clusters Score: Raw -122781.533747 + Penalty 2485.375371 = -120296.158376 nChanged 5 SP:Iteration 25Q (4955.129726 sec): 3 clusters Score: Raw -122784.982020 + Penalty 2485.375371 = -120299.606649 nChanged 3 SP:Iteration 26Q (4955.175376 sec): 3 clusters Score: Raw -122786.954200 + Penalty 2485.375371 = -120301.578829 nChanged 5 SP:Iteration 27Q (4955.211037 sec): 3 clusters Score: Raw -122789.299863 + Penalty 2485.375371 = -120303.924493 nChanged 9 SP:Iteration 28Q (4955.259584 sec): 3 clusters Score: Raw -122794.991507 + Penalty 2485.375371 = -120309.616137 nChanged 6 SP:Iteration 29Q (4955.313067 sec): 3 clusters Score: Raw -122798.992489 + Penalty 2485.375371 = -120313.617118 nChanged 4 SP:Iteration 30Q (4955.357999 sec): 3 clusters Score: Raw -122801.523971 + Penalty 2485.375371 = -120316.148600 nChanged 6 SP:Iteration 31Q (4955.406150 sec): 3 clusters Score: Raw -122804.440665 + Penalty 2485.375371 = -120319.065295 nChanged 5 SP:Iteration 32Q (4955.460423 sec): 3 clusters Score: Raw -122807.491947 + Penalty 2485.375371 = -120322.116576 nChanged 4 SP:Iteration 33Q (4955.513519 sec): 3 clusters Score: Raw -122809.327316 + Penalty 2485.375371 = -120323.951945 nChanged 0 SP:Iteration 34F (4955.559329 sec): 3 clusters Score: Raw -122809.327316 + Penalty 2485.375371 = -120323.951945 nChanged 0 Score: Raw -32061566.621030 + Penalty 59722.532674 = -32001844.088355 Splitting cluster 16 changes total score from -31904157.788368 to -32001844.088355 So it's getting split into cluster 28. Trying to split cluster 18 (33001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4964.930151 sec): 2 clusters Score: Raw -2155141.099626 + Penalty 1690.697636 = -2153450.401990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4965.030180 sec): 3 clusters Score: Raw -2134647.358750 + Penalty 3381.395271 = -2131265.963479 nChanged 15231 SP:Iteration 1F (4965.141930 sec): 3 clusters Score: Raw -2143624.930992 + Penalty 3381.395271 = -2140243.535720 nChanged 2210 SP:Iteration 2F (4965.243925 sec): 3 clusters Score: Raw -2145316.611248 + Penalty 3381.395271 = -2141935.215977 nChanged 2821 SP:Iteration 3F (4965.336835 sec): 3 clusters Score: Raw -2148577.742037 + Penalty 3381.395271 = -2145196.346766 nChanged 3404 SP:Iteration 4F (4965.452793 sec): 3 clusters Score: Raw -2153262.027475 + Penalty 3381.395271 = -2149880.632204 nChanged 3362 SP:Iteration 5F (4965.562172 sec): 3 clusters Score: Raw -2158152.188721 + Penalty 3381.395271 = -2154770.793450 nChanged 2842 SP:Iteration 6F (4965.660582 sec): 3 clusters Score: Raw -2163212.057842 + Penalty 3381.395271 = -2159830.662571 nChanged 2182 SP:Iteration 7F (4965.764825 sec): 3 clusters Score: Raw -2167881.322874 + Penalty 3381.395271 = -2164499.927602 nChanged 1197 SP:Iteration 8Q (4965.868385 sec): 3 clusters Score: Raw -2169097.931533 + Penalty 3381.395271 = -2165716.536262 nChanged 558 SP:Iteration 9Q (4965.961460 sec): 3 clusters Score: Raw -2169335.334006 + Penalty 3381.395271 = -2165953.938735 nChanged 266 SP:Iteration 10Q (4966.062112 sec): 3 clusters Score: Raw -2169396.639248 + Penalty 3381.395271 = -2166015.243977 nChanged 147 SP:Iteration 11Q (4966.151358 sec): 3 clusters Score: Raw -2169419.077579 + Penalty 3381.395271 = -2166037.682307 nChanged 84 SP:Iteration 12Q (4966.258727 sec): 3 clusters Score: Raw -2169427.845453 + Penalty 3381.395271 = -2166046.450181 nChanged 58 SP:Iteration 13Q (4966.345729 sec): 3 clusters Score: Raw -2169432.555318 + Penalty 3381.395271 = -2166051.160046 nChanged 27 SP:Iteration 14Q (4966.456673 sec): 3 clusters Score: Raw -2169434.602250 + Penalty 3381.395271 = -2166053.206978 nChanged 18 SP:Iteration 15Q (4966.550493 sec): 3 clusters Score: Raw -2169435.812837 + Penalty 3381.395271 = -2166054.417566 nChanged 11 SP:Iteration 16Q (4966.651151 sec): 3 clusters Score: Raw -2169436.236190 + Penalty 3381.395271 = -2166054.840919 nChanged 4 SP:Iteration 17Q (4966.747900 sec): 3 clusters Score: Raw -2169436.355423 + Penalty 3381.395271 = -2166054.960151 nChanged 8 SP:Iteration 18Q (4966.850876 sec): 3 clusters Score: Raw -2169436.685914 + Penalty 3381.395271 = -2166055.290642 nChanged 4 SP:Iteration 19Q (4966.949023 sec): 3 clusters Score: Raw -2169436.788852 + Penalty 3381.395271 = -2166055.393580 nChanged 4 SP:Iteration 20F (4967.048999 sec): 3 clusters Score: Raw -2169436.863430 + Penalty 3381.395271 = -2166055.468159 nChanged 1 SP:Iteration 21Q (4967.149874 sec): 3 clusters Score: Raw -2169436.881916 + Penalty 3381.395271 = -2166055.486645 nChanged 2 SP:Iteration 22Q (4967.249501 sec): 3 clusters Score: Raw -2169436.923799 + Penalty 3381.395271 = -2166055.528528 nChanged 2 SP:Iteration 23Q (4967.346205 sec): 3 clusters Score: Raw -2169436.982427 + Penalty 3381.395271 = -2166055.587156 nChanged 0 SP:Iteration 24F (4967.449670 sec): 3 clusters Score: Raw -2169436.982427 + Penalty 3381.395271 = -2166055.587156 nChanged 0 Score: Raw -32075862.503830 + Penalty 61855.480270 = -32014007.023561 Splitting cluster 18 changes total score from -31904157.788368 to -32014007.023561 So it's getting split into cluster 29. Trying to split cluster 19 (16818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4976.999896 sec): 2 clusters Score: Raw -1083776.305153 + Penalty 1581.158316 = -1082195.146837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4977.084859 sec): 3 clusters Score: Raw -1073741.281851 + Penalty 3162.316632 = -1070578.965219 nChanged 7539 SP:Iteration 1F (4977.163377 sec): 3 clusters Score: Raw -1078054.279468 + Penalty 3162.316632 = -1074891.962837 nChanged 1085 SP:Iteration 2F (4977.241538 sec): 3 clusters Score: Raw -1078965.396334 + Penalty 3162.316632 = -1075803.079702 nChanged 1124 SP:Iteration 3F (4977.319259 sec): 3 clusters Score: Raw -1080481.374349 + Penalty 3162.316632 = -1077319.057717 nChanged 1450 SP:Iteration 4F (4977.396730 sec): 3 clusters Score: Raw -1082972.254027 + Penalty 3162.316632 = -1079809.937396 nChanged 1853 SP:Iteration 5F (4977.466368 sec): 3 clusters Score: Raw -1086037.208377 + Penalty 3162.316632 = -1082874.891746 nChanged 1752 SP:Iteration 6F (4977.547891 sec): 3 clusters Score: Raw -1088346.422746 + Penalty 3162.316632 = -1085184.106114 nChanged 1237 SP:Iteration 7F (4977.615211 sec): 3 clusters Score: Raw -1089613.369279 + Penalty 3162.316632 = -1086451.052647 nChanged 724 SP:Iteration 8Q (4977.695611 sec): 3 clusters Score: Raw -1090240.618639 + Penalty 3162.316632 = -1087078.302007 nChanged 418 SP:Iteration 9Q (4977.772387 sec): 3 clusters Score: Raw -1090516.569230 + Penalty 3162.316632 = -1087354.252598 nChanged 257 SP:Iteration 10Q (4977.836032 sec): 3 clusters Score: Raw -1090648.272789 + Penalty 3162.316632 = -1087485.956157 nChanged 177 SP:Iteration 11Q (4977.903553 sec): 3 clusters Score: Raw -1090712.935652 + Penalty 3162.316632 = -1087550.619020 nChanged 131 SP:Iteration 12Q (4977.981963 sec): 3 clusters Score: Raw -1090750.758694 + Penalty 3162.316632 = -1087588.442062 nChanged 94 SP:Iteration 13Q (4978.056407 sec): 3 clusters Score: Raw -1090774.710899 + Penalty 3162.316632 = -1087612.394267 nChanged 92 SP:Iteration 14Q (4978.130746 sec): 3 clusters Score: Raw -1090793.670266 + Penalty 3162.316632 = -1087631.353635 nChanged 60 SP:Iteration 15Q (4978.200467 sec): 3 clusters Score: Raw -1090803.086099 + Penalty 3162.316632 = -1087640.769468 nChanged 50 SP:Iteration 16Q (4978.281797 sec): 3 clusters Score: Raw -1090809.509084 + Penalty 3162.316632 = -1087647.192452 nChanged 41 SP:Iteration 17Q (4978.356043 sec): 3 clusters Score: Raw -1090814.180537 + Penalty 3162.316632 = -1087651.863905 nChanged 31 SP:Iteration 18Q (4978.418897 sec): 3 clusters Score: Raw -1090816.728129 + Penalty 3162.316632 = -1087654.411497 nChanged 15 SP:Iteration 19Q (4978.488658 sec): 3 clusters Score: Raw -1090817.779171 + Penalty 3162.316632 = -1087655.462539 nChanged 13 SP:Iteration 20F (4978.566418 sec): 3 clusters Score: Raw -1090819.310441 + Penalty 3162.316632 = -1087656.993809 nChanged 16 SP:Iteration 21Q (4978.631835 sec): 3 clusters Score: Raw -1090820.858966 + Penalty 3162.316632 = -1087658.542334 nChanged 15 SP:Iteration 22Q (4978.708060 sec): 3 clusters Score: Raw -1090822.138654 + Penalty 3162.316632 = -1087659.822022 nChanged 8 SP:Iteration 23Q (4978.771572 sec): 3 clusters Score: Raw -1090822.457305 + Penalty 3162.316632 = -1087660.140673 nChanged 4 SP:Iteration 24Q (4978.830160 sec): 3 clusters Score: Raw -1090822.604882 + Penalty 3162.316632 = -1087660.288251 nChanged 3 SP:Iteration 25Q (4978.889236 sec): 3 clusters Score: Raw -1090822.760316 + Penalty 3162.316632 = -1087660.443684 nChanged 1 SP:Iteration 26Q (4978.957792 sec): 3 clusters Score: Raw -1090822.778309 + Penalty 3162.316632 = -1087660.461678 nChanged 0 SP:Iteration 27F (4979.035615 sec): 3 clusters Score: Raw -1090822.778309 + Penalty 3162.316632 = -1087660.461678 nChanged 0 Score: Raw -32082908.976987 + Penalty 63988.427865 = -32018920.549122 Splitting cluster 19 changes total score from -31904157.788368 to -32018920.549122 So it's getting split into cluster 30. Trying to split cluster 20 (6027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4988.920498 sec): 2 clusters Score: Raw -382524.484592 + Penalty 1414.400756 = -381110.083835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4988.967146 sec): 3 clusters Score: Raw -379323.309045 + Penalty 2828.801512 = -376494.507533 nChanged 2529 SP:Iteration 1F (4989.009900 sec): 3 clusters Score: Raw -380926.341933 + Penalty 2828.801512 = -378097.540421 nChanged 503 SP:Iteration 2F (4989.057865 sec): 3 clusters Score: Raw -381767.763212 + Penalty 2828.801512 = -378938.961700 nChanged 546 SP:Iteration 3F (4989.113399 sec): 3 clusters Score: Raw -382316.216327 + Penalty 2828.801512 = -379487.414815 nChanged 475 SP:Iteration 4F (4989.166844 sec): 3 clusters Score: Raw -382722.595176 + Penalty 2828.801512 = -379893.793664 nChanged 442 SP:Iteration 5F (4989.220786 sec): 3 clusters Score: Raw -383138.069612 + Penalty 2828.801512 = -380309.268100 nChanged 437 SP:Iteration 6F (4989.273244 sec): 3 clusters Score: Raw -383594.155683 + Penalty 2828.801512 = -380765.354171 nChanged 366 SP:Iteration 7F (4989.333278 sec): 3 clusters Score: Raw -383991.734728 + Penalty 2828.801512 = -381162.933216 nChanged 297 SP:Iteration 8Q (4989.381320 sec): 3 clusters Score: Raw -384334.411568 + Penalty 2828.801512 = -381505.610055 nChanged 249 SP:Iteration 9Q (4989.425286 sec): 3 clusters Score: Raw -384627.750165 + Penalty 2828.801512 = -381798.948653 nChanged 170 SP:Iteration 10Q (4989.481203 sec): 3 clusters Score: Raw -384820.799860 + Penalty 2828.801512 = -381991.998347 nChanged 111 SP:Iteration 11Q (4989.533987 sec): 3 clusters Score: Raw -384939.166719 + Penalty 2828.801512 = -382110.365207 nChanged 78 SP:Iteration 12Q (4989.600328 sec): 3 clusters Score: Raw -385011.621393 + Penalty 2828.801512 = -382182.819881 nChanged 40 SP:Iteration 13Q (4989.639746 sec): 3 clusters Score: Raw -385037.463792 + Penalty 2828.801512 = -382208.662279 nChanged 16 SP:Iteration 14Q (4989.685833 sec): 3 clusters Score: Raw -385048.651329 + Penalty 2828.801512 = -382219.849817 nChanged 7 SP:Iteration 15Q (4989.740629 sec): 3 clusters Score: Raw -385053.826089 + Penalty 2828.801512 = -382225.024577 nChanged 4 SP:Iteration 16Q (4989.786583 sec): 3 clusters Score: Raw -385056.246722 + Penalty 2828.801512 = -382227.445210 nChanged 4 SP:Iteration 17Q (4989.830859 sec): 3 clusters Score: Raw -385058.678243 + Penalty 2828.801512 = -382229.876731 nChanged 5 SP:Iteration 18Q (4989.887671 sec): 3 clusters Score: Raw -385062.460351 + Penalty 2828.801512 = -382233.658839 nChanged 5 SP:Iteration 19Q (4989.931653 sec): 3 clusters Score: Raw -385065.725131 + Penalty 2828.801512 = -382236.923618 nChanged 6 SP:Iteration 20F (4989.990315 sec): 3 clusters Score: Raw -385079.268781 + Penalty 2828.801512 = -382250.467268 nChanged 7 SP:Iteration 21Q (4990.047577 sec): 3 clusters Score: Raw -385088.122880 + Penalty 2828.801512 = -382259.321368 nChanged 10 SP:Iteration 22Q (4990.102270 sec): 3 clusters Score: Raw -385094.354390 + Penalty 2828.801512 = -382265.552877 nChanged 9 SP:Iteration 23Q (4990.142293 sec): 3 clusters Score: Raw -385100.437838 + Penalty 2828.801512 = -382271.636326 nChanged 10 SP:Iteration 24Q (4990.193071 sec): 3 clusters Score: Raw -385107.066731 + Penalty 2828.801512 = -382278.265219 nChanged 10 SP:Iteration 25Q (4990.228937 sec): 3 clusters Score: Raw -385114.987829 + Penalty 2828.801512 = -382286.186316 nChanged 7 SP:Iteration 26Q (4990.287471 sec): 3 clusters Score: Raw -385120.072885 + Penalty 2828.801512 = -382291.271373 nChanged 1 SP:Iteration 27Q (4990.331976 sec): 3 clusters Score: Raw -385120.363642 + Penalty 2828.801512 = -382291.562130 nChanged 0 SP:Iteration 28F (4990.391242 sec): 3 clusters Score: Raw -385120.363642 + Penalty 2828.801512 = -382291.562130 nChanged 0 Score: Raw -32085504.856038 + Penalty 66121.375461 = -32019383.480577 Splitting cluster 20 changes total score from -31904157.788368 to -32019383.480577 So it's getting split into cluster 31. Deleting Class 31 (308 points): Lose 1469.798437 but Gain 2132.947596 Iteration 20F (5009.967385 sec): 31 clusters Score: Raw -32105955.677066 + Penalty 63988.427865 = -32041967.249200 nChanged 22634 Iteration 21Q (5014.473185 sec): 31 clusters Score: Raw -32120268.775971 + Penalty 63988.427865 = -32056280.348105 nChanged 11480 Iteration 22Q (5019.002122 sec): 31 clusters Score: Raw -32125758.445348 + Penalty 63988.427865 = -32061770.017483 nChanged 7922 Iteration 23Q (5022.949230 sec): 31 clusters Score: Raw -32128761.783629 + Penalty 63988.427865 = -32064773.355764 nChanged 6061 Iteration 24Q (5026.757552 sec): 31 clusters Score: Raw -32130872.682477 + Penalty 63988.427865 = -32066884.254612 nChanged 4979 Iteration 25Q (5030.818483 sec): 31 clusters Score: Raw -32132479.993134 + Penalty 63988.427865 = -32068491.565268 nChanged 4229 Iteration 26Q (5035.161279 sec): 31 clusters Score: Raw -32133740.895269 + Penalty 63988.427865 = -32069752.467404 nChanged 3631 Iteration 27Q (5039.431900 sec): 31 clusters Score: Raw -32134735.883504 + Penalty 63988.427865 = -32070747.455639 nChanged 3173 Iteration 28Q (5043.709596 sec): 31 clusters Score: Raw -32135535.562034 + Penalty 63988.427865 = -32071547.134168 nChanged 2793 Iteration 29Q (5048.024061 sec): 31 clusters Score: Raw -32136195.277746 + Penalty 63988.427865 = -32072206.849880 nChanged 2467 Iteration 30Q (5052.355146 sec): 31 clusters Score: Raw -32136731.408655 + Penalty 63988.427865 = -32072742.980790 nChanged 2251 Iteration 31Q (5056.666688 sec): 31 clusters Score: Raw -32137206.478435 + Penalty 63988.427865 = -32073218.050570 nChanged 1996 Iteration 32Q (5060.879704 sec): 31 clusters Score: Raw -32137627.709991 + Penalty 63988.427865 = -32073639.282125 nChanged 1870 Iteration 33Q (5064.695043 sec): 31 clusters Score: Raw -32138015.252590 + Penalty 63988.427865 = -32074026.824725 nChanged 1611 Iteration 34Q (5068.515339 sec): 31 clusters Score: Raw -32138302.387395 + Penalty 63988.427865 = -32074313.959530 nChanged 1440 Iteration 35Q (5072.609794 sec): 31 clusters Score: Raw -32138549.211371 + Penalty 63988.427865 = -32074560.783506 nChanged 1314 Iteration 36Q (5076.507054 sec): 31 clusters Score: Raw -32138763.829793 + Penalty 63988.427865 = -32074775.401928 nChanged 1172 Iteration 37Q (5080.169482 sec): 31 clusters Score: Raw -32138934.181257 + Penalty 63988.427865 = -32074945.753392 nChanged 986 Iteration 38Q (5083.852688 sec): 31 clusters Score: Raw -32139077.121540 + Penalty 63988.427865 = -32075088.693674 nChanged 925 Iteration 39Q (5088.160887 sec): 31 clusters Score: Raw -32139207.525207 + Penalty 63988.427865 = -32075219.097342 nChanged 871 Iteration 40F (5097.652335 sec): 31 clusters Score: Raw -32139823.506184 + Penalty 63988.427865 = -32075835.078319 nChanged 1213 Iteration 41Q (5102.033091 sec): 31 clusters Score: Raw -32140373.086576 + Penalty 63988.427865 = -32076384.658710 nChanged 1312 Iteration 42Q (5106.362973 sec): 31 clusters Score: Raw -32140769.367068 + Penalty 63988.427865 = -32076780.939203 nChanged 1287 Iteration 43Q (5110.710240 sec): 31 clusters Score: Raw -32141030.406753 + Penalty 63988.427865 = -32077041.978887 nChanged 1273 Iteration 44Q (5115.042669 sec): 31 clusters Score: Raw -32141267.464075 + Penalty 63988.427865 = -32077279.036209 nChanged 1113 Iteration 45Q (5119.298509 sec): 31 clusters Score: Raw -32141465.416777 + Penalty 63988.427865 = -32077476.988912 nChanged 1026 Iteration 46Q (5123.643150 sec): 31 clusters Score: Raw -32141612.946925 + Penalty 63988.427865 = -32077624.519060 nChanged 951 Iteration 47Q (5127.874210 sec): 31 clusters Score: Raw -32141741.606234 + Penalty 63988.427865 = -32077753.178368 nChanged 906 Iteration 48Q (5132.262752 sec): 31 clusters Score: Raw -32141856.522512 + Penalty 63988.427865 = -32077868.094646 nChanged 812 Iteration 49Q (5136.614158 sec): 31 clusters Score: Raw -32141945.689035 + Penalty 63988.427865 = -32077957.261169 nChanged 746 Iteration 50Q (5140.943277 sec): 31 clusters Score: Raw -32142015.494958 + Penalty 63988.427865 = -32078027.067093 nChanged 650 Iteration 51Q (5145.157127 sec): 31 clusters Score: Raw -32142078.545936 + Penalty 63988.427865 = -32078090.118070 nChanged 577 Iteration 52Q (5149.291237 sec): 31 clusters Score: Raw -32142129.851161 + Penalty 63988.427865 = -32078141.423296 nChanged 529 Iteration 53Q (5153.439504 sec): 31 clusters Score: Raw -32142177.939821 + Penalty 63988.427865 = -32078189.511956 nChanged 475 Iteration 54Q (5157.665718 sec): 31 clusters Score: Raw -32142218.679652 + Penalty 63988.427865 = -32078230.251787 nChanged 451 Iteration 55Q (5161.944280 sec): 31 clusters Score: Raw -32142254.432653 + Penalty 63988.427865 = -32078266.004787 nChanged 405 Iteration 56Q (5166.184243 sec): 31 clusters Score: Raw -32142282.084742 + Penalty 63988.427865 = -32078293.656877 nChanged 355 Iteration 57Q (5170.461328 sec): 31 clusters Score: Raw -32142308.162338 + Penalty 63988.427865 = -32078319.734472 nChanged 344 Iteration 58Q (5174.808155 sec): 31 clusters Score: Raw -32142333.724874 + Penalty 63988.427865 = -32078345.297009 nChanged 353 Writing temp clu file Because OldScore, -32078319.734472, is greater than current (better) Score,-32078345.297009 Compute initial score before splitting: Score: Raw -32142333.724874 + Penalty 63988.427865 = -32078345.297009 Trying to split cluster 1 (76236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5175.090167 sec): 2 clusters Score: Raw -5249099.018061 + Penalty 1826.758224 = -5247272.259837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5175.259670 sec): 3 clusters Score: Raw -5199963.923334 + Penalty 3653.516448 = -5196310.406886 nChanged 36271 SP:Iteration 1F (5175.443140 sec): 3 clusters Score: Raw -5221412.992417 + Penalty 3653.516448 = -5217759.475969 nChanged 3915 SP:Iteration 2F (5175.622344 sec): 3 clusters Score: Raw -5223056.008723 + Penalty 3653.516448 = -5219402.492275 nChanged 4588 SP:Iteration 3F (5175.801065 sec): 3 clusters Score: Raw -5225444.935477 + Penalty 3653.516448 = -5221791.419029 nChanged 5314 SP:Iteration 4F (5175.969837 sec): 3 clusters Score: Raw -5228786.139195 + Penalty 3653.516448 = -5225132.622747 nChanged 5617 SP:Iteration 5F (5176.139054 sec): 3 clusters Score: Raw -5232719.436235 + Penalty 3653.516448 = -5229065.919787 nChanged 5376 SP:Iteration 6F (5176.313772 sec): 3 clusters Score: Raw -5236828.893949 + Penalty 3653.516448 = -5233175.377500 nChanged 4505 SP:Iteration 7F (5176.480659 sec): 3 clusters Score: Raw -5240563.938061 + Penalty 3653.516448 = -5236910.421613 nChanged 3317 SP:Iteration 8Q (5176.667064 sec): 3 clusters Score: Raw -5243278.035652 + Penalty 3653.516448 = -5239624.519204 nChanged 2263 SP:Iteration 9Q (5176.843584 sec): 3 clusters Score: Raw -5245118.206544 + Penalty 3653.516448 = -5241464.690096 nChanged 1589 SP:Iteration 10Q (5177.012401 sec): 3 clusters Score: Raw -5246277.126116 + Penalty 3653.516448 = -5242623.609668 nChanged 1140 SP:Iteration 11Q (5177.170564 sec): 3 clusters Score: Raw -5246985.394533 + Penalty 3653.516448 = -5243331.878085 nChanged 808 SP:Iteration 12Q (5177.337096 sec): 3 clusters Score: Raw -5247425.475000 + Penalty 3653.516448 = -5243771.958551 nChanged 638 SP:Iteration 13Q (5177.504324 sec): 3 clusters Score: Raw -5247727.121009 + Penalty 3653.516448 = -5244073.604561 nChanged 525 SP:Iteration 14Q (5177.660146 sec): 3 clusters Score: Raw -5247971.459361 + Penalty 3653.516448 = -5244317.942912 nChanged 420 SP:Iteration 15Q (5177.801748 sec): 3 clusters Score: Raw -5248151.820834 + Penalty 3653.516448 = -5244498.304386 nChanged 361 SP:Iteration 16Q (5177.959381 sec): 3 clusters Score: Raw -5248308.664915 + Penalty 3653.516448 = -5244655.148467 nChanged 307 SP:Iteration 17Q (5178.111756 sec): 3 clusters Score: Raw -5248445.611064 + Penalty 3653.516448 = -5244792.094616 nChanged 266 SP:Iteration 18Q (5178.263370 sec): 3 clusters Score: Raw -5248578.715575 + Penalty 3653.516448 = -5244925.199127 nChanged 256 SP:Iteration 19Q (5178.420955 sec): 3 clusters Score: Raw -5248710.802666 + Penalty 3653.516448 = -5245057.286218 nChanged 241 SP:Iteration 20F (5178.595457 sec): 3 clusters Score: Raw -5248834.139381 + Penalty 3653.516448 = -5245180.622933 nChanged 211 SP:Iteration 21Q (5178.742961 sec): 3 clusters Score: Raw -5248952.680048 + Penalty 3653.516448 = -5245299.163600 nChanged 219 SP:Iteration 22Q (5178.896606 sec): 3 clusters Score: Raw -5249077.206379 + Penalty 3653.516448 = -5245423.689930 nChanged 189 SP:Iteration 23Q (5179.048100 sec): 3 clusters Score: Raw -5249181.858233 + Penalty 3653.516448 = -5245528.341785 nChanged 171 SP:Iteration 24Q (5179.198188 sec): 3 clusters Score: Raw -5249271.240834 + Penalty 3653.516448 = -5245617.724386 nChanged 179 SP:Iteration 25Q (5179.340895 sec): 3 clusters Score: Raw -5249371.278025 + Penalty 3653.516448 = -5245717.761577 nChanged 166 SP:Iteration 26Q (5179.487541 sec): 3 clusters Score: Raw -5249456.581454 + Penalty 3653.516448 = -5245803.065006 nChanged 150 SP:Iteration 27Q (5179.626960 sec): 3 clusters Score: Raw -5249520.945111 + Penalty 3653.516448 = -5245867.428663 nChanged 127 SP:Iteration 28Q (5179.780870 sec): 3 clusters Score: Raw -5249567.542607 + Penalty 3653.516448 = -5245914.026159 nChanged 100 SP:Iteration 29Q (5179.929715 sec): 3 clusters Score: Raw -5249600.486441 + Penalty 3653.516448 = -5245946.969993 nChanged 74 SP:Iteration 30Q (5180.071966 sec): 3 clusters Score: Raw -5249622.184715 + Penalty 3653.516448 = -5245968.668267 nChanged 65 SP:Iteration 31Q (5180.203490 sec): 3 clusters Score: Raw -5249637.564338 + Penalty 3653.516448 = -5245984.047890 nChanged 44 SP:Iteration 32Q (5180.346769 sec): 3 clusters Score: Raw -5249645.742012 + Penalty 3653.516448 = -5245992.225564 nChanged 45 SP:Iteration 33Q (5180.503352 sec): 3 clusters Score: Raw -5249655.727914 + Penalty 3653.516448 = -5246002.211466 nChanged 37 SP:Iteration 34Q (5180.653825 sec): 3 clusters Score: Raw -5249664.820929 + Penalty 3653.516448 = -5246011.304481 nChanged 40 SP:Iteration 35Q (5180.794190 sec): 3 clusters Score: Raw -5249672.757784 + Penalty 3653.516448 = -5246019.241336 nChanged 33 SP:Iteration 36Q (5180.935817 sec): 3 clusters Score: Raw -5249679.122106 + Penalty 3653.516448 = -5246025.605658 nChanged 19 SP:Iteration 37Q (5181.086256 sec): 3 clusters Score: Raw -5249683.408752 + Penalty 3653.516448 = -5246029.892304 nChanged 26 SP:Iteration 38Q (5181.231106 sec): 3 clusters Score: Raw -5249689.293690 + Penalty 3653.516448 = -5246035.777242 nChanged 25 SP:Iteration 39Q (5181.363294 sec): 3 clusters Score: Raw -5249693.336664 + Penalty 3653.516448 = -5246039.820216 nChanged 15 SP:Iteration 40F (5181.534886 sec): 3 clusters Score: Raw -5249696.147015 + Penalty 3653.516448 = -5246042.630567 nChanged 15 SP:Iteration 41Q (5181.680920 sec): 3 clusters Score: Raw -5249698.902079 + Penalty 3653.516448 = -5246045.385631 nChanged 17 SP:Iteration 42Q (5181.828497 sec): 3 clusters Score: Raw -5249701.944773 + Penalty 3653.516448 = -5246048.428324 nChanged 22 SP:Iteration 43Q (5181.945063 sec): 3 clusters Score: Raw -5249705.999438 + Penalty 3653.516448 = -5246052.482990 nChanged 25 SP:Iteration 44Q (5182.100285 sec): 3 clusters Score: Raw -5249711.477451 + Penalty 3653.516448 = -5246057.961003 nChanged 29 SP:Iteration 45Q (5182.243646 sec): 3 clusters Score: Raw -5249718.199864 + Penalty 3653.516448 = -5246064.683416 nChanged 28 SP:Iteration 46Q (5182.378216 sec): 3 clusters Score: Raw -5249724.905628 + Penalty 3653.516448 = -5246071.389179 nChanged 28 SP:Iteration 47Q (5182.529981 sec): 3 clusters Score: Raw -5249729.811709 + Penalty 3653.516448 = -5246076.295261 nChanged 25 SP:Iteration 48Q (5182.673164 sec): 3 clusters Score: Raw -5249735.692194 + Penalty 3653.516448 = -5246082.175746 nChanged 28 SP:Iteration 49Q (5182.810971 sec): 3 clusters Score: Raw -5249742.319833 + Penalty 3653.516448 = -5246088.803385 nChanged 22 SP:Iteration 50Q (5182.958806 sec): 3 clusters Score: Raw -5249746.776373 + Penalty 3653.516448 = -5246093.259925 nChanged 20 SP:Iteration 51Q (5183.117819 sec): 3 clusters Score: Raw -5249751.434257 + Penalty 3653.516448 = -5246097.917809 nChanged 17 SP:Iteration 52Q (5183.252582 sec): 3 clusters Score: Raw -5249754.447880 + Penalty 3653.516448 = -5246100.931432 nChanged 25 SP:Iteration 53Q (5183.383962 sec): 3 clusters Score: Raw -5249759.232792 + Penalty 3653.516448 = -5246105.716344 nChanged 19 SP:Iteration 54Q (5183.529625 sec): 3 clusters Score: Raw -5249763.220309 + Penalty 3653.516448 = -5246109.703861 nChanged 20 SP:Iteration 55Q (5183.685361 sec): 3 clusters Score: Raw -5249766.318193 + Penalty 3653.516448 = -5246112.801745 nChanged 13 SP:Iteration 56Q (5183.830748 sec): 3 clusters Score: Raw -5249768.550616 + Penalty 3653.516448 = -5246115.034168 nChanged 17 SP:Iteration 57Q (5183.979496 sec): 3 clusters Score: Raw -5249771.708444 + Penalty 3653.516448 = -5246118.191996 nChanged 19 SP:Iteration 58Q (5184.126192 sec): 3 clusters Score: Raw -5249775.429743 + Penalty 3653.516448 = -5246121.913295 nChanged 16 SP:Iteration 59Q (5184.290243 sec): 3 clusters Score: Raw -5249778.722484 + Penalty 3653.516448 = -5246125.206036 nChanged 15 SP:Iteration 60F (5184.454954 sec): 3 clusters Score: Raw -5249780.639293 + Penalty 3653.516448 = -5246127.122845 nChanged 11 SP:Iteration 61Q (5184.605214 sec): 3 clusters Score: Raw -5249782.004405 + Penalty 3653.516448 = -5246128.487957 nChanged 8 SP:Iteration 62Q (5184.744625 sec): 3 clusters Score: Raw -5249783.167553 + Penalty 3653.516448 = -5246129.651105 nChanged 11 SP:Iteration 63Q (5184.892504 sec): 3 clusters Score: Raw -5249785.027954 + Penalty 3653.516448 = -5246131.511506 nChanged 10 SP:Iteration 64Q (5185.034129 sec): 3 clusters Score: Raw -5249786.017706 + Penalty 3653.516448 = -5246132.501258 nChanged 6 SP:Iteration 65Q (5185.186738 sec): 3 clusters Score: Raw -5249786.527767 + Penalty 3653.516448 = -5246133.011319 nChanged 5 SP:Iteration 66Q (5185.333490 sec): 3 clusters Score: Raw -5249787.075109 + Penalty 3653.516448 = -5246133.558661 nChanged 4 SP:Iteration 67Q (5185.474984 sec): 3 clusters Score: Raw -5249787.957227 + Penalty 3653.516448 = -5246134.440779 nChanged 6 SP:Iteration 68Q (5185.632607 sec): 3 clusters Score: Raw -5249789.065006 + Penalty 3653.516448 = -5246135.548557 nChanged 9 SP:Iteration 69Q (5185.780346 sec): 3 clusters Score: Raw -5249790.424472 + Penalty 3653.516448 = -5246136.908024 nChanged 9 SP:Iteration 70Q (5185.927226 sec): 3 clusters Score: Raw -5249791.579435 + Penalty 3653.516448 = -5246138.062987 nChanged 4 SP:Iteration 71Q (5186.072308 sec): 3 clusters Score: Raw -5249792.249881 + Penalty 3653.516448 = -5246138.733433 nChanged 8 SP:Iteration 72Q (5186.219237 sec): 3 clusters Score: Raw -5249793.742903 + Penalty 3653.516448 = -5246140.226455 nChanged 5 SP:Iteration 73Q (5186.366799 sec): 3 clusters Score: Raw -5249794.381471 + Penalty 3653.516448 = -5246140.865023 nChanged 5 SP:Iteration 74Q (5186.523014 sec): 3 clusters Score: Raw -5249794.958022 + Penalty 3653.516448 = -5246141.441574 nChanged 2 SP:Iteration 75Q (5186.682608 sec): 3 clusters Score: Raw -5249795.307413 + Penalty 3653.516448 = -5246141.790964 nChanged 1 SP:Iteration 76Q (5186.835706 sec): 3 clusters Score: Raw -5249795.591827 + Penalty 3653.516448 = -5246142.075379 nChanged 3 SP:Iteration 77Q (5186.996160 sec): 3 clusters Score: Raw -5249795.892616 + Penalty 3653.516448 = -5246142.376168 nChanged 1 SP:Iteration 78Q (5187.146688 sec): 3 clusters Score: Raw -5249795.927926 + Penalty 3653.516448 = -5246142.411478 nChanged 0 SP:Iteration 79F (5187.321260 sec): 3 clusters Score: Raw -5249795.927926 + Penalty 3653.516448 = -5246142.411478 nChanged 0 Trying to split cluster 2 (94309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5187.462882 sec): 2 clusters Score: Raw -6402074.044103 + Penalty 1861.328934 = -6400212.715169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5187.670872 sec): 3 clusters Score: Raw -6340838.850884 + Penalty 3722.657869 = -6337116.193015 nChanged 44912 SP:Iteration 1F (5187.868393 sec): 3 clusters Score: Raw -6366859.402790 + Penalty 3722.657869 = -6363136.744921 nChanged 3369 SP:Iteration 2Q (5188.082712 sec): 3 clusters Score: Raw -6367788.400593 + Penalty 3722.657869 = -6364065.742724 nChanged 3718 SP:Iteration 3Q (5188.296220 sec): 3 clusters Score: Raw -6369027.035746 + Penalty 3722.657869 = -6365304.377877 nChanged 4361 SP:Iteration 4Q (5188.513394 sec): 3 clusters Score: Raw -6370765.608301 + Penalty 3722.657869 = -6367042.950432 nChanged 4957 SP:Iteration 5F (5188.722930 sec): 3 clusters Score: Raw -6373068.562544 + Penalty 3722.657869 = -6369345.904675 nChanged 5648 SP:Iteration 6F (5188.920817 sec): 3 clusters Score: Raw -6376111.473323 + Penalty 3722.657869 = -6372388.815454 nChanged 6118 SP:Iteration 7F (5189.128881 sec): 3 clusters Score: Raw -6380005.763599 + Penalty 3722.657869 = -6376283.105730 nChanged 6431 SP:Iteration 8F (5189.345036 sec): 3 clusters Score: Raw -6384754.751950 + Penalty 3722.657869 = -6381032.094081 nChanged 6433 SP:Iteration 9F (5189.546806 sec): 3 clusters Score: Raw -6389990.952109 + Penalty 3722.657869 = -6386268.294240 nChanged 5668 SP:Iteration 10F (5189.759620 sec): 3 clusters Score: Raw -6394936.222826 + Penalty 3722.657869 = -6391213.564957 nChanged 4246 SP:Iteration 11Q (5189.960374 sec): 3 clusters Score: Raw -6398685.590319 + Penalty 3722.657869 = -6394962.932451 nChanged 2511 SP:Iteration 12Q (5190.157480 sec): 3 clusters Score: Raw -6400829.723996 + Penalty 3722.657869 = -6397107.066127 nChanged 1243 SP:Iteration 13Q (5190.355227 sec): 3 clusters Score: Raw -6401853.361073 + Penalty 3722.657869 = -6398130.703205 nChanged 578 SP:Iteration 14Q (5190.543023 sec): 3 clusters Score: Raw -6402361.903979 + Penalty 3722.657869 = -6398639.246110 nChanged 296 SP:Iteration 15Q (5190.724093 sec): 3 clusters Score: Raw -6402646.288798 + Penalty 3722.657869 = -6398923.630929 nChanged 192 SP:Iteration 16Q (5190.907845 sec): 3 clusters Score: Raw -6402808.402799 + Penalty 3722.657869 = -6399085.744930 nChanged 158 SP:Iteration 17Q (5191.089142 sec): 3 clusters Score: Raw -6402905.238744 + Penalty 3722.657869 = -6399182.580875 nChanged 112 SP:Iteration 18Q (5191.262041 sec): 3 clusters Score: Raw -6402963.222826 + Penalty 3722.657869 = -6399240.564957 nChanged 80 SP:Iteration 19Q (5191.420106 sec): 3 clusters Score: Raw -6403008.005206 + Penalty 3722.657869 = -6399285.347337 nChanged 73 SP:Iteration 20F (5191.616698 sec): 3 clusters Score: Raw -6403044.014081 + Penalty 3722.657869 = -6399321.356212 nChanged 67 SP:Iteration 21Q (5191.780775 sec): 3 clusters Score: Raw -6403080.333406 + Penalty 3722.657869 = -6399357.675537 nChanged 60 SP:Iteration 22Q (5191.947354 sec): 3 clusters Score: Raw -6403110.961058 + Penalty 3722.657869 = -6399388.303189 nChanged 45 SP:Iteration 23Q (5192.110988 sec): 3 clusters Score: Raw -6403126.335257 + Penalty 3722.657869 = -6399403.677388 nChanged 34 SP:Iteration 24Q (5192.280868 sec): 3 clusters Score: Raw -6403141.133532 + Penalty 3722.657869 = -6399418.475663 nChanged 34 SP:Iteration 25Q (5192.455846 sec): 3 clusters Score: Raw -6403153.999052 + Penalty 3722.657869 = -6399431.341183 nChanged 31 SP:Iteration 26Q (5192.631970 sec): 3 clusters Score: Raw -6403166.789065 + Penalty 3722.657869 = -6399444.131196 nChanged 26 SP:Iteration 27Q (5192.813076 sec): 3 clusters Score: Raw -6403180.347428 + Penalty 3722.657869 = -6399457.689559 nChanged 33 SP:Iteration 28Q (5192.991223 sec): 3 clusters Score: Raw -6403191.946492 + Penalty 3722.657869 = -6399469.288624 nChanged 27 SP:Iteration 29Q (5193.164488 sec): 3 clusters Score: Raw -6403204.089782 + Penalty 3722.657869 = -6399481.431913 nChanged 34 SP:Iteration 30Q (5193.348012 sec): 3 clusters Score: Raw -6403212.852119 + Penalty 3722.657869 = -6399490.194250 nChanged 16 SP:Iteration 31Q (5193.518280 sec): 3 clusters Score: Raw -6403218.506458 + Penalty 3722.657869 = -6399495.848589 nChanged 12 SP:Iteration 32Q (5193.686360 sec): 3 clusters Score: Raw -6403223.190743 + Penalty 3722.657869 = -6399500.532874 nChanged 20 SP:Iteration 33Q (5193.861696 sec): 3 clusters Score: Raw -6403230.125119 + Penalty 3722.657869 = -6399507.467250 nChanged 15 SP:Iteration 34Q (5194.038049 sec): 3 clusters Score: Raw -6403235.537787 + Penalty 3722.657869 = -6399512.879918 nChanged 20 SP:Iteration 35Q (5194.214880 sec): 3 clusters Score: Raw -6403242.231436 + Penalty 3722.657869 = -6399519.573568 nChanged 21 SP:Iteration 36Q (5194.370367 sec): 3 clusters Score: Raw -6403249.627506 + Penalty 3722.657869 = -6399526.969637 nChanged 18 SP:Iteration 37Q (5194.541198 sec): 3 clusters Score: Raw -6403255.177656 + Penalty 3722.657869 = -6399532.519787 nChanged 16 SP:Iteration 38Q (5194.710612 sec): 3 clusters Score: Raw -6403259.271178 + Penalty 3722.657869 = -6399536.613310 nChanged 13 SP:Iteration 39Q (5194.882769 sec): 3 clusters Score: Raw -6403261.840690 + Penalty 3722.657869 = -6399539.182821 nChanged 9 SP:Iteration 40F (5195.079353 sec): 3 clusters Score: Raw -6403263.821984 + Penalty 3722.657869 = -6399541.164115 nChanged 9 SP:Iteration 41Q (5195.249569 sec): 3 clusters Score: Raw -6403267.386184 + Penalty 3722.657869 = -6399544.728315 nChanged 9 SP:Iteration 42Q (5195.428800 sec): 3 clusters Score: Raw -6403270.509385 + Penalty 3722.657869 = -6399547.851516 nChanged 13 SP:Iteration 43Q (5195.584116 sec): 3 clusters Score: Raw -6403274.296226 + Penalty 3722.657869 = -6399551.638358 nChanged 9 SP:Iteration 44Q (5195.761806 sec): 3 clusters Score: Raw -6403276.805743 + Penalty 3722.657869 = -6399554.147874 nChanged 7 SP:Iteration 45Q (5195.942108 sec): 3 clusters Score: Raw -6403278.460203 + Penalty 3722.657869 = -6399555.802334 nChanged 7 SP:Iteration 46Q (5196.109527 sec): 3 clusters Score: Raw -6403281.263869 + Penalty 3722.657869 = -6399558.606000 nChanged 6 SP:Iteration 47Q (5196.290148 sec): 3 clusters Score: Raw -6403282.967316 + Penalty 3722.657869 = -6399560.309448 nChanged 2 SP:Iteration 48Q (5196.446019 sec): 3 clusters Score: Raw -6403283.429604 + Penalty 3722.657869 = -6399560.771735 nChanged 2 SP:Iteration 49Q (5196.618066 sec): 3 clusters Score: Raw -6403284.057352 + Penalty 3722.657869 = -6399561.399483 nChanged 1 SP:Iteration 50Q (5196.785052 sec): 3 clusters Score: Raw -6403284.112445 + Penalty 3722.657869 = -6399561.454576 nChanged 0 SP:Iteration 51F (5196.987487 sec): 3 clusters Score: Raw -6403284.112445 + Penalty 3722.657869 = -6399561.454576 nChanged 0 Trying to split cluster 3 (1908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5197.023562 sec): 2 clusters Score: Raw -109832.823536 + Penalty 1227.494263 = -108605.329273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5197.064253 sec): 3 clusters Score: Raw -109102.475873 + Penalty 2454.988527 = -106647.487346 nChanged 624 SP:Iteration 1F (5197.118819 sec): 3 clusters Score: Raw -109584.525109 + Penalty 2454.988527 = -107129.536582 nChanged 160 SP:Iteration 2F (5197.167589 sec): 3 clusters Score: Raw -109752.221474 + Penalty 2454.988527 = -107297.232947 nChanged 131 SP:Iteration 3F (5197.202710 sec): 3 clusters Score: Raw -109901.652889 + Penalty 2454.988527 = -107446.664362 nChanged 115 SP:Iteration 4F (5197.241210 sec): 3 clusters Score: Raw -110007.358020 + Penalty 2454.988527 = -107552.369493 nChanged 81 SP:Iteration 5Q (5197.288079 sec): 3 clusters Score: Raw -110085.227802 + Penalty 2454.988527 = -107630.239275 nChanged 64 SP:Iteration 6Q (5197.334186 sec): 3 clusters Score: Raw -110156.539665 + Penalty 2454.988527 = -107701.551138 nChanged 65 SP:Iteration 7Q (5197.384406 sec): 3 clusters Score: Raw -110224.835658 + Penalty 2454.988527 = -107769.847131 nChanged 48 SP:Iteration 8Q (5197.446392 sec): 3 clusters Score: Raw -110269.165736 + Penalty 2454.988527 = -107814.177209 nChanged 39 SP:Iteration 9Q (5197.482638 sec): 3 clusters Score: Raw -110303.962366 + Penalty 2454.988527 = -107848.973839 nChanged 32 SP:Iteration 10Q (5197.541300 sec): 3 clusters Score: Raw -110334.788836 + Penalty 2454.988527 = -107879.800309 nChanged 32 SP:Iteration 11Q (5197.589141 sec): 3 clusters Score: Raw -110360.093505 + Penalty 2454.988527 = -107905.104979 nChanged 30 SP:Iteration 12Q (5197.636904 sec): 3 clusters Score: Raw -110379.459411 + Penalty 2454.988527 = -107924.470885 nChanged 15 SP:Iteration 13Q (5197.676507 sec): 3 clusters Score: Raw -110391.229180 + Penalty 2454.988527 = -107936.240653 nChanged 14 SP:Iteration 14Q (5197.713983 sec): 3 clusters Score: Raw -110401.505115 + Penalty 2454.988527 = -107946.516588 nChanged 15 SP:Iteration 15Q (5197.761938 sec): 3 clusters Score: Raw -110410.220240 + Penalty 2454.988527 = -107955.231713 nChanged 14 SP:Iteration 16Q (5197.804211 sec): 3 clusters Score: Raw -110417.712765 + Penalty 2454.988527 = -107962.724239 nChanged 5 SP:Iteration 17Q (5197.846029 sec): 3 clusters Score: Raw -110419.697138 + Penalty 2454.988527 = -107964.708611 nChanged 6 SP:Iteration 18Q (5197.899033 sec): 3 clusters Score: Raw -110422.500683 + Penalty 2454.988527 = -107967.512156 nChanged 6 SP:Iteration 19Q (5197.939557 sec): 3 clusters Score: Raw -110424.517356 + Penalty 2454.988527 = -107969.528829 nChanged 0 SP:Iteration 20F (5197.978535 sec): 3 clusters Score: Raw -110424.517356 + Penalty 2454.988527 = -107969.528829 nChanged 0 Trying to split cluster 4 (6890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5198.011903 sec): 2 clusters Score: Raw -419742.132091 + Penalty 1436.146784 = -418305.985307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5198.068959 sec): 3 clusters Score: Raw -416066.771271 + Penalty 2872.293568 = -413194.477703 nChanged 2826 SP:Iteration 1F (5198.134980 sec): 3 clusters Score: Raw -417524.645740 + Penalty 2872.293568 = -414652.352172 nChanged 478 SP:Iteration 2F (5198.194660 sec): 3 clusters Score: Raw -417820.747976 + Penalty 2872.293568 = -414948.454408 nChanged 435 SP:Iteration 3F (5198.249720 sec): 3 clusters Score: Raw -418088.754446 + Penalty 2872.293568 = -415216.460878 nChanged 377 SP:Iteration 4F (5198.303027 sec): 3 clusters Score: Raw -418325.893626 + Penalty 2872.293568 = -415453.600058 nChanged 372 SP:Iteration 5F (5198.347968 sec): 3 clusters Score: Raw -418537.724532 + Penalty 2872.293568 = -415665.430964 nChanged 334 SP:Iteration 6Q (5198.404122 sec): 3 clusters Score: Raw -418738.179068 + Penalty 2872.293568 = -415865.885500 nChanged 311 SP:Iteration 7Q (5198.461984 sec): 3 clusters Score: Raw -418943.291213 + Penalty 2872.293568 = -416070.997645 nChanged 304 SP:Iteration 8Q (5198.532130 sec): 3 clusters Score: Raw -419121.964395 + Penalty 2872.293568 = -416249.670826 nChanged 275 SP:Iteration 9Q (5198.586367 sec): 3 clusters Score: Raw -419273.059158 + Penalty 2872.293568 = -416400.765590 nChanged 225 SP:Iteration 10Q (5198.648527 sec): 3 clusters Score: Raw -419412.472263 + Penalty 2872.293568 = -416540.178695 nChanged 198 SP:Iteration 11Q (5198.701341 sec): 3 clusters Score: Raw -419519.865599 + Penalty 2872.293568 = -416647.572031 nChanged 186 SP:Iteration 12Q (5198.761720 sec): 3 clusters Score: Raw -419608.473793 + Penalty 2872.293568 = -416736.180224 nChanged 139 SP:Iteration 13Q (5198.807809 sec): 3 clusters Score: Raw -419678.635610 + Penalty 2872.293568 = -416806.342041 nChanged 118 SP:Iteration 14Q (5198.875389 sec): 3 clusters Score: Raw -419726.429281 + Penalty 2872.293568 = -416854.135713 nChanged 95 SP:Iteration 15Q (5198.930918 sec): 3 clusters Score: Raw -419766.206918 + Penalty 2872.293568 = -416893.913350 nChanged 85 SP:Iteration 16Q (5198.990826 sec): 3 clusters Score: Raw -419800.949489 + Penalty 2872.293568 = -416928.655921 nChanged 68 SP:Iteration 17Q (5199.045005 sec): 3 clusters Score: Raw -419821.623760 + Penalty 2872.293568 = -416949.330192 nChanged 64 SP:Iteration 18Q (5199.095492 sec): 3 clusters Score: Raw -419839.203627 + Penalty 2872.293568 = -416966.910059 nChanged 46 SP:Iteration 19Q (5199.144625 sec): 3 clusters Score: Raw -419853.389223 + Penalty 2872.293568 = -416981.095655 nChanged 39 SP:Iteration 20F (5199.199497 sec): 3 clusters Score: Raw -419866.994791 + Penalty 2872.293568 = -416994.701223 nChanged 39 SP:Iteration 21Q (5199.261305 sec): 3 clusters Score: Raw -419880.059478 + Penalty 2872.293568 = -417007.765910 nChanged 46 SP:Iteration 22Q (5199.318898 sec): 3 clusters Score: Raw -419897.759619 + Penalty 2872.293568 = -417025.466051 nChanged 46 SP:Iteration 23Q (5199.369338 sec): 3 clusters Score: Raw -419914.941476 + Penalty 2872.293568 = -417042.647907 nChanged 49 SP:Iteration 24Q (5199.428170 sec): 3 clusters Score: Raw -419931.854419 + Penalty 2872.293568 = -417059.560851 nChanged 45 SP:Iteration 25Q (5199.486506 sec): 3 clusters Score: Raw -419945.472138 + Penalty 2872.293568 = -417073.178570 nChanged 46 SP:Iteration 26Q (5199.532257 sec): 3 clusters Score: Raw -419961.508996 + Penalty 2872.293568 = -417089.215427 nChanged 32 SP:Iteration 27Q (5199.588564 sec): 3 clusters Score: Raw -419975.643570 + Penalty 2872.293568 = -417103.350002 nChanged 37 SP:Iteration 28Q (5199.638567 sec): 3 clusters Score: Raw -419993.910623 + Penalty 2872.293568 = -417121.617054 nChanged 30 SP:Iteration 29Q (5199.694860 sec): 3 clusters Score: Raw -420005.111931 + Penalty 2872.293568 = -417132.818363 nChanged 31 SP:Iteration 30Q (5199.751390 sec): 3 clusters Score: Raw -420014.577466 + Penalty 2872.293568 = -417142.283898 nChanged 29 SP:Iteration 31Q (5199.803574 sec): 3 clusters Score: Raw -420025.081938 + Penalty 2872.293568 = -417152.788369 nChanged 35 SP:Iteration 32Q (5199.852810 sec): 3 clusters Score: Raw -420038.930615 + Penalty 2872.293568 = -417166.637047 nChanged 41 SP:Iteration 33Q (5199.907586 sec): 3 clusters Score: Raw -420053.741375 + Penalty 2872.293568 = -417181.447807 nChanged 35 SP:Iteration 34Q (5199.958200 sec): 3 clusters Score: Raw -420065.288991 + Penalty 2872.293568 = -417192.995422 nChanged 27 SP:Iteration 35Q (5200.011681 sec): 3 clusters Score: Raw -420073.905574 + Penalty 2872.293568 = -417201.612005 nChanged 23 SP:Iteration 36Q (5200.073314 sec): 3 clusters Score: Raw -420078.712354 + Penalty 2872.293568 = -417206.418786 nChanged 21 SP:Iteration 37Q (5200.125403 sec): 3 clusters Score: Raw -420084.284160 + Penalty 2872.293568 = -417211.990591 nChanged 26 SP:Iteration 38Q (5200.184880 sec): 3 clusters Score: Raw -420091.616469 + Penalty 2872.293568 = -417219.322901 nChanged 26 SP:Iteration 39Q (5200.234884 sec): 3 clusters Score: Raw -420099.761782 + Penalty 2872.293568 = -417227.468214 nChanged 24 SP:Iteration 40F (5200.296516 sec): 3 clusters Score: Raw -420107.104659 + Penalty 2872.293568 = -417234.811090 nChanged 24 SP:Iteration 41Q (5200.346535 sec): 3 clusters Score: Raw -420116.246854 + Penalty 2872.293568 = -417243.953285 nChanged 34 SP:Iteration 42Q (5200.412987 sec): 3 clusters Score: Raw -420124.159910 + Penalty 2872.293568 = -417251.866342 nChanged 25 SP:Iteration 43Q (5200.460328 sec): 3 clusters Score: Raw -420129.095433 + Penalty 2872.293568 = -417256.801865 nChanged 26 SP:Iteration 44Q (5200.524286 sec): 3 clusters Score: Raw -420136.744404 + Penalty 2872.293568 = -417264.450835 nChanged 27 SP:Iteration 45Q (5200.571444 sec): 3 clusters Score: Raw -420144.659365 + Penalty 2872.293568 = -417272.365797 nChanged 26 SP:Iteration 46Q (5200.626548 sec): 3 clusters Score: Raw -420151.773128 + Penalty 2872.293568 = -417279.479560 nChanged 30 SP:Iteration 47Q (5200.683778 sec): 3 clusters Score: Raw -420160.258600 + Penalty 2872.293568 = -417287.965031 nChanged 28 SP:Iteration 48Q (5200.741877 sec): 3 clusters Score: Raw -420167.235583 + Penalty 2872.293568 = -417294.942015 nChanged 19 SP:Iteration 49Q (5200.795704 sec): 3 clusters Score: Raw -420171.746247 + Penalty 2872.293568 = -417299.452679 nChanged 20 SP:Iteration 50Q (5200.854642 sec): 3 clusters Score: Raw -420176.167299 + Penalty 2872.293568 = -417303.873731 nChanged 13 SP:Iteration 51Q (5200.903416 sec): 3 clusters Score: Raw -420179.165529 + Penalty 2872.293568 = -417306.871961 nChanged 11 SP:Iteration 52Q (5200.963682 sec): 3 clusters Score: Raw -420180.881990 + Penalty 2872.293568 = -417308.588422 nChanged 12 SP:Iteration 53Q (5201.014242 sec): 3 clusters Score: Raw -420182.858185 + Penalty 2872.293568 = -417310.564617 nChanged 9 SP:Iteration 54Q (5201.081631 sec): 3 clusters Score: Raw -420184.138303 + Penalty 2872.293568 = -417311.844734 nChanged 5 SP:Iteration 55Q (5201.137994 sec): 3 clusters Score: Raw -420184.687880 + Penalty 2872.293568 = -417312.394312 nChanged 3 SP:Iteration 56Q (5201.187552 sec): 3 clusters Score: Raw -420185.233780 + Penalty 2872.293568 = -417312.940212 nChanged 1 SP:Iteration 57Q (5201.236494 sec): 3 clusters Score: Raw -420185.371573 + Penalty 2872.293568 = -417313.078004 nChanged 0 SP:Iteration 58F (5201.296079 sec): 3 clusters Score: Raw -420185.371573 + Penalty 2872.293568 = -417313.078004 nChanged 0 Trying to split cluster 5 (2612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5201.329565 sec): 2 clusters Score: Raw -157515.696495 + Penalty 1278.529117 = -156237.167378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5201.372450 sec): 3 clusters Score: Raw -156301.410439 + Penalty 2557.058234 = -153744.352204 nChanged 982 SP:Iteration 1F (5201.432744 sec): 3 clusters Score: Raw -156940.255437 + Penalty 2557.058234 = -154383.197202 nChanged 246 SP:Iteration 2F (5201.479105 sec): 3 clusters Score: Raw -157158.084979 + Penalty 2557.058234 = -154601.026745 nChanged 185 SP:Iteration 3F (5201.530923 sec): 3 clusters Score: Raw -157357.196071 + Penalty 2557.058234 = -154800.137836 nChanged 163 SP:Iteration 4F (5201.568800 sec): 3 clusters Score: Raw -157524.818539 + Penalty 2557.058234 = -154967.760304 nChanged 149 SP:Iteration 5F (5201.598187 sec): 3 clusters Score: Raw -157706.460003 + Penalty 2557.058234 = -155149.401768 nChanged 133 SP:Iteration 6F (5201.638397 sec): 3 clusters Score: Raw -157855.588866 + Penalty 2557.058234 = -155298.530631 nChanged 128 SP:Iteration 7Q (5201.680081 sec): 3 clusters Score: Raw -157986.403453 + Penalty 2557.058234 = -155429.345218 nChanged 91 SP:Iteration 8Q (5201.724161 sec): 3 clusters Score: Raw -158086.601912 + Penalty 2557.058234 = -155529.543677 nChanged 75 SP:Iteration 9Q (5201.778429 sec): 3 clusters Score: Raw -158149.086644 + Penalty 2557.058234 = -155592.028410 nChanged 56 SP:Iteration 10Q (5201.822257 sec): 3 clusters Score: Raw -158185.967648 + Penalty 2557.058234 = -155628.909414 nChanged 36 SP:Iteration 11Q (5201.861377 sec): 3 clusters Score: Raw -158202.674022 + Penalty 2557.058234 = -155645.615788 nChanged 18 SP:Iteration 12Q (5201.916380 sec): 3 clusters Score: Raw -158210.612362 + Penalty 2557.058234 = -155653.554128 nChanged 15 SP:Iteration 13Q (5201.962070 sec): 3 clusters Score: Raw -158215.821534 + Penalty 2557.058234 = -155658.763300 nChanged 8 SP:Iteration 14Q (5202.008432 sec): 3 clusters Score: Raw -158218.922008 + Penalty 2557.058234 = -155661.863773 nChanged 4 SP:Iteration 15Q (5202.062977 sec): 3 clusters Score: Raw -158220.340003 + Penalty 2557.058234 = -155663.281768 nChanged 2 SP:Iteration 16Q (5202.107705 sec): 3 clusters Score: Raw -158220.550155 + Penalty 2557.058234 = -155663.491921 nChanged 0 SP:Iteration 17F (5202.152377 sec): 3 clusters Score: Raw -158220.550155 + Penalty 2557.058234 = -155663.491921 nChanged 0 Trying to split cluster 6 (37391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5202.229334 sec): 2 clusters Score: Raw -2545664.625290 + Penalty 1710.992613 = -2543953.632676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5202.337758 sec): 3 clusters Score: Raw -2522432.640762 + Penalty 3421.985227 = -2519010.655535 nChanged 17405 SP:Iteration 1F (5202.450014 sec): 3 clusters Score: Raw -2532674.815376 + Penalty 3421.985227 = -2529252.830149 nChanged 2035 SP:Iteration 2F (5202.545972 sec): 3 clusters Score: Raw -2533617.401740 + Penalty 3421.985227 = -2530195.416513 nChanged 2161 SP:Iteration 3F (5202.662073 sec): 3 clusters Score: Raw -2534770.793339 + Penalty 3421.985227 = -2531348.808113 nChanged 2264 SP:Iteration 4F (5202.768286 sec): 3 clusters Score: Raw -2536148.578621 + Penalty 3421.985227 = -2532726.593394 nChanged 2516 SP:Iteration 5F (5202.889327 sec): 3 clusters Score: Raw -2537877.223268 + Penalty 3421.985227 = -2534455.238041 nChanged 2534 SP:Iteration 6F (5202.998312 sec): 3 clusters Score: Raw -2539667.467571 + Penalty 3421.985227 = -2536245.482344 nChanged 2287 SP:Iteration 7F (5203.099737 sec): 3 clusters Score: Raw -2541358.663347 + Penalty 3421.985227 = -2537936.678121 nChanged 1871 SP:Iteration 8F (5203.218500 sec): 3 clusters Score: Raw -2542708.699762 + Penalty 3421.985227 = -2539286.714536 nChanged 1346 SP:Iteration 9Q (5203.326642 sec): 3 clusters Score: Raw -2543434.332998 + Penalty 3421.985227 = -2540012.347771 nChanged 934 SP:Iteration 10Q (5203.441275 sec): 3 clusters Score: Raw -2543847.480727 + Penalty 3421.985227 = -2540425.495501 nChanged 632 SP:Iteration 11Q (5203.547153 sec): 3 clusters Score: Raw -2544110.654508 + Penalty 3421.985227 = -2540688.669281 nChanged 486 SP:Iteration 12Q (5203.655828 sec): 3 clusters Score: Raw -2544289.497044 + Penalty 3421.985227 = -2540867.511817 nChanged 403 SP:Iteration 13Q (5203.770051 sec): 3 clusters Score: Raw -2544431.471909 + Penalty 3421.985227 = -2541009.486683 nChanged 387 SP:Iteration 14Q (5203.876919 sec): 3 clusters Score: Raw -2544556.587795 + Penalty 3421.985227 = -2541134.602569 nChanged 366 SP:Iteration 15Q (5203.982054 sec): 3 clusters Score: Raw -2544665.235449 + Penalty 3421.985227 = -2541243.250222 nChanged 308 SP:Iteration 16Q (5204.083249 sec): 3 clusters Score: Raw -2544752.901590 + Penalty 3421.985227 = -2541330.916364 nChanged 285 SP:Iteration 17Q (5204.192847 sec): 3 clusters Score: Raw -2544831.833745 + Penalty 3421.985227 = -2541409.848518 nChanged 277 SP:Iteration 18Q (5204.304973 sec): 3 clusters Score: Raw -2544908.874680 + Penalty 3421.985227 = -2541486.889453 nChanged 251 SP:Iteration 19Q (5204.395396 sec): 3 clusters Score: Raw -2544975.720940 + Penalty 3421.985227 = -2541553.735714 nChanged 249 SP:Iteration 20F (5204.487011 sec): 3 clusters Score: Raw -2545041.199106 + Penalty 3421.985227 = -2541619.213879 nChanged 251 SP:Iteration 21Q (5204.590462 sec): 3 clusters Score: Raw -2545115.777131 + Penalty 3421.985227 = -2541693.791904 nChanged 262 SP:Iteration 22Q (5204.694096 sec): 3 clusters Score: Raw -2545196.140277 + Penalty 3421.985227 = -2541774.155050 nChanged 248 SP:Iteration 23Q (5204.804415 sec): 3 clusters Score: Raw -2545272.612081 + Penalty 3421.985227 = -2541850.626854 nChanged 220 SP:Iteration 24Q (5204.903770 sec): 3 clusters Score: Raw -2545339.487021 + Penalty 3421.985227 = -2541917.501794 nChanged 204 SP:Iteration 25Q (5205.010706 sec): 3 clusters Score: Raw -2545394.753462 + Penalty 3421.985227 = -2541972.768236 nChanged 198 SP:Iteration 26Q (5205.112812 sec): 3 clusters Score: Raw -2545447.033752 + Penalty 3421.985227 = -2542025.048525 nChanged 161 SP:Iteration 27Q (5205.220143 sec): 3 clusters Score: Raw -2545479.334140 + Penalty 3421.985227 = -2542057.348914 nChanged 134 SP:Iteration 28Q (5205.331396 sec): 3 clusters Score: Raw -2545504.708801 + Penalty 3421.985227 = -2542082.723575 nChanged 121 SP:Iteration 29Q (5205.429176 sec): 3 clusters Score: Raw -2545529.077590 + Penalty 3421.985227 = -2542107.092363 nChanged 121 SP:Iteration 30Q (5205.537027 sec): 3 clusters Score: Raw -2545554.733922 + Penalty 3421.985227 = -2542132.748695 nChanged 107 SP:Iteration 31Q (5205.643402 sec): 3 clusters Score: Raw -2545574.486573 + Penalty 3421.985227 = -2542152.501347 nChanged 103 SP:Iteration 32Q (5205.741673 sec): 3 clusters Score: Raw -2545596.186177 + Penalty 3421.985227 = -2542174.200950 nChanged 120 SP:Iteration 33Q (5205.835203 sec): 3 clusters Score: Raw -2545621.417186 + Penalty 3421.985227 = -2542199.431959 nChanged 122 SP:Iteration 34Q (5205.939750 sec): 3 clusters Score: Raw -2545649.765385 + Penalty 3421.985227 = -2542227.780159 nChanged 123 SP:Iteration 35Q (5206.036386 sec): 3 clusters Score: Raw -2545678.048610 + Penalty 3421.985227 = -2542256.063384 nChanged 122 SP:Iteration 36Q (5206.133486 sec): 3 clusters Score: Raw -2545704.464422 + Penalty 3421.985227 = -2542282.479195 nChanged 113 SP:Iteration 37Q (5206.237957 sec): 3 clusters Score: Raw -2545728.214817 + Penalty 3421.985227 = -2542306.229591 nChanged 122 SP:Iteration 38Q (5206.335134 sec): 3 clusters Score: Raw -2545755.093101 + Penalty 3421.985227 = -2542333.107874 nChanged 120 SP:Iteration 39Q (5206.436272 sec): 3 clusters Score: Raw -2545785.721905 + Penalty 3421.985227 = -2542363.736678 nChanged 130 SP:Iteration 40F (5206.543922 sec): 3 clusters Score: Raw -2545823.801698 + Penalty 3421.985227 = -2542401.816471 nChanged 135 SP:Iteration 41Q (5206.642120 sec): 3 clusters Score: Raw -2545868.822367 + Penalty 3421.985227 = -2542446.837141 nChanged 150 SP:Iteration 42Q (5206.729220 sec): 3 clusters Score: Raw -2545930.111014 + Penalty 3421.985227 = -2542508.125787 nChanged 147 SP:Iteration 43Q (5206.835678 sec): 3 clusters Score: Raw -2545985.399466 + Penalty 3421.985227 = -2542563.414239 nChanged 149 SP:Iteration 44Q (5206.932040 sec): 3 clusters Score: Raw -2546041.147187 + Penalty 3421.985227 = -2542619.161960 nChanged 139 SP:Iteration 45Q (5207.033243 sec): 3 clusters Score: Raw -2546089.991461 + Penalty 3421.985227 = -2542668.006234 nChanged 124 SP:Iteration 46Q (5207.127645 sec): 3 clusters Score: Raw -2546127.289734 + Penalty 3421.985227 = -2542705.304507 nChanged 104 SP:Iteration 47Q (5207.222983 sec): 3 clusters Score: Raw -2546158.475386 + Penalty 3421.985227 = -2542736.490159 nChanged 107 SP:Iteration 48Q (5207.315683 sec): 3 clusters Score: Raw -2546190.777457 + Penalty 3421.985227 = -2542768.792230 nChanged 91 SP:Iteration 49Q (5207.420612 sec): 3 clusters Score: Raw -2546217.316582 + Penalty 3421.985227 = -2542795.331356 nChanged 71 SP:Iteration 50Q (5207.516675 sec): 3 clusters Score: Raw -2546237.882863 + Penalty 3421.985227 = -2542815.897636 nChanged 69 SP:Iteration 51Q (5207.615370 sec): 3 clusters Score: Raw -2546253.253780 + Penalty 3421.985227 = -2542831.268554 nChanged 53 SP:Iteration 52Q (5207.709792 sec): 3 clusters Score: Raw -2546264.843971 + Penalty 3421.985227 = -2542842.858744 nChanged 54 SP:Iteration 53Q (5207.798810 sec): 3 clusters Score: Raw -2546275.246899 + Penalty 3421.985227 = -2542853.261673 nChanged 53 SP:Iteration 54Q (5207.883441 sec): 3 clusters Score: Raw -2546287.004433 + Penalty 3421.985227 = -2542865.019206 nChanged 61 SP:Iteration 55Q (5207.993386 sec): 3 clusters Score: Raw -2546299.967669 + Penalty 3421.985227 = -2542877.982442 nChanged 51 SP:Iteration 56Q (5208.093390 sec): 3 clusters Score: Raw -2546310.446320 + Penalty 3421.985227 = -2542888.461094 nChanged 47 SP:Iteration 57Q (5208.191423 sec): 3 clusters Score: Raw -2546319.544744 + Penalty 3421.985227 = -2542897.559518 nChanged 36 SP:Iteration 58Q (5208.305175 sec): 3 clusters Score: Raw -2546326.155826 + Penalty 3421.985227 = -2542904.170600 nChanged 24 SP:Iteration 59Q (5208.392875 sec): 3 clusters Score: Raw -2546330.122847 + Penalty 3421.985227 = -2542908.137620 nChanged 22 SP:Iteration 60F (5208.510206 sec): 3 clusters Score: Raw -2546333.368560 + Penalty 3421.985227 = -2542911.383333 nChanged 15 SP:Iteration 61Q (5208.611872 sec): 3 clusters Score: Raw -2546335.479355 + Penalty 3421.985227 = -2542913.494128 nChanged 12 SP:Iteration 62Q (5208.697755 sec): 3 clusters Score: Raw -2546337.727873 + Penalty 3421.985227 = -2542915.742646 nChanged 14 SP:Iteration 63Q (5208.790951 sec): 3 clusters Score: Raw -2546340.069212 + Penalty 3421.985227 = -2542918.083986 nChanged 13 SP:Iteration 64Q (5208.897073 sec): 3 clusters Score: Raw -2546341.643657 + Penalty 3421.985227 = -2542919.658430 nChanged 6 SP:Iteration 65Q (5208.995703 sec): 3 clusters Score: Raw -2546342.444024 + Penalty 3421.985227 = -2542920.458798 nChanged 5 SP:Iteration 66Q (5209.103547 sec): 3 clusters Score: Raw -2546343.283986 + Penalty 3421.985227 = -2542921.298759 nChanged 6 SP:Iteration 67Q (5209.201038 sec): 3 clusters Score: Raw -2546344.128112 + Penalty 3421.985227 = -2542922.142885 nChanged 5 SP:Iteration 68Q (5209.289638 sec): 3 clusters Score: Raw -2546345.081900 + Penalty 3421.985227 = -2542923.096673 nChanged 6 SP:Iteration 69Q (5209.389315 sec): 3 clusters Score: Raw -2546345.598507 + Penalty 3421.985227 = -2542923.613280 nChanged 6 SP:Iteration 70Q (5209.487003 sec): 3 clusters Score: Raw -2546346.495919 + Penalty 3421.985227 = -2542924.510693 nChanged 3 SP:Iteration 71Q (5209.582743 sec): 3 clusters Score: Raw -2546346.786147 + Penalty 3421.985227 = -2542924.800920 nChanged 1 SP:Iteration 72Q (5209.688832 sec): 3 clusters Score: Raw -2546346.831500 + Penalty 3421.985227 = -2542924.846273 nChanged 0 SP:Iteration 73F (5209.789287 sec): 3 clusters Score: Raw -2546346.831500 + Penalty 3421.985227 = -2542924.846273 nChanged 0 Trying to split cluster 7 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5209.823575 sec): 2 clusters Score: Raw -29120.151555 + Penalty 998.081078 = -28122.070476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5209.857973 sec): 3 clusters Score: Raw -29104.832465 + Penalty 1996.162157 = -27108.670308 nChanged 95 SP:Iteration 1F (5209.911990 sec): 3 clusters Score: Raw -29230.087582 + Penalty 1996.162157 = -27233.925425 nChanged 19 SP:Iteration 2Q (5209.951040 sec): 3 clusters Score: Raw -29255.144954 + Penalty 1996.162157 = -27258.982797 nChanged 7 SP:Iteration 3Q (5209.990989 sec): 3 clusters Score: Raw -29274.470971 + Penalty 1996.162157 = -27278.308814 nChanged 4 SP:Iteration 4Q (5210.025177 sec): 3 clusters Score: Raw -29289.052078 + Penalty 1996.162157 = -27292.889921 nChanged 4 SP:Iteration 5Q (5210.076945 sec): 3 clusters Score: Raw -29294.188486 + Penalty 1996.162157 = -27298.026329 nChanged 4 SP:Iteration 6Q (5210.111855 sec): 3 clusters Score: Raw -29300.587139 + Penalty 1996.162157 = -27304.424983 nChanged 9 SP:Iteration 7Q (5210.164586 sec): 3 clusters Score: Raw -29316.966789 + Penalty 1996.162157 = -27320.804632 nChanged 3 SP:Iteration 8Q (5210.216445 sec): 3 clusters Score: Raw -29322.372564 + Penalty 1996.162157 = -27326.210407 nChanged 2 SP:Iteration 9Q (5210.256402 sec): 3 clusters Score: Raw -29325.927943 + Penalty 1996.162157 = -27329.765786 nChanged 2 SP:Iteration 10Q (5210.300011 sec): 3 clusters Score: Raw -29330.589293 + Penalty 1996.162157 = -27334.427136 nChanged 3 SP:Iteration 11Q (5210.340023 sec): 3 clusters Score: Raw -29334.175186 + Penalty 1996.162157 = -27338.013029 nChanged 0 SP:Iteration 12F (5210.380178 sec): 3 clusters Score: Raw -29334.175186 + Penalty 1996.162157 = -27338.013029 nChanged 0 Trying to split cluster 8 (1206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5210.411643 sec): 2 clusters Score: Raw -80392.400983 + Penalty 1152.947961 = -79239.453022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5210.456059 sec): 3 clusters Score: Raw -79939.756985 + Penalty 2305.895923 = -77633.861062 nChanged 376 SP:Iteration 1F (5210.497510 sec): 3 clusters Score: Raw -80205.070792 + Penalty 2305.895923 = -77899.174869 nChanged 75 SP:Iteration 2F (5210.542084 sec): 3 clusters Score: Raw -80273.256645 + Penalty 2305.895923 = -77967.360723 nChanged 51 SP:Iteration 3Q (5210.581671 sec): 3 clusters Score: Raw -80314.340268 + Penalty 2305.895923 = -78008.444345 nChanged 25 SP:Iteration 4Q (5210.635165 sec): 3 clusters Score: Raw -80331.386348 + Penalty 2305.895923 = -78025.490426 nChanged 16 SP:Iteration 5Q (5210.672500 sec): 3 clusters Score: Raw -80340.853055 + Penalty 2305.895923 = -78034.957132 nChanged 14 SP:Iteration 6Q (5210.719544 sec): 3 clusters Score: Raw -80350.745463 + Penalty 2305.895923 = -78044.849540 nChanged 5 SP:Iteration 7Q (5210.763158 sec): 3 clusters Score: Raw -80353.759099 + Penalty 2305.895923 = -78047.863176 nChanged 7 SP:Iteration 8Q (5210.820522 sec): 3 clusters Score: Raw -80358.046331 + Penalty 2305.895923 = -78052.150408 nChanged 3 SP:Iteration 9Q (5210.857148 sec): 3 clusters Score: Raw -80359.693562 + Penalty 2305.895923 = -78053.797639 nChanged 2 SP:Iteration 10Q (5210.903260 sec): 3 clusters Score: Raw -80360.946386 + Penalty 2305.895923 = -78055.050463 nChanged 4 SP:Iteration 11Q (5210.954702 sec): 3 clusters Score: Raw -80363.707974 + Penalty 2305.895923 = -78057.812051 nChanged 4 SP:Iteration 12Q (5210.999380 sec): 3 clusters Score: Raw -80366.338486 + Penalty 2305.895923 = -78060.442564 nChanged 3 SP:Iteration 13Q (5211.044371 sec): 3 clusters Score: Raw -80367.854267 + Penalty 2305.895923 = -78061.958345 nChanged 2 SP:Iteration 14Q (5211.084200 sec): 3 clusters Score: Raw -80371.199697 + Penalty 2305.895923 = -78065.303774 nChanged 3 SP:Iteration 15Q (5211.144037 sec): 3 clusters Score: Raw -80374.096242 + Penalty 2305.895923 = -78068.200320 nChanged 4 SP:Iteration 16Q (5211.194343 sec): 3 clusters Score: Raw -80377.666102 + Penalty 2305.895923 = -78071.770179 nChanged 2 SP:Iteration 17Q (5211.230688 sec): 3 clusters Score: Raw -80378.802968 + Penalty 2305.895923 = -78072.907045 nChanged 1 SP:Iteration 18Q (5211.279543 sec): 3 clusters Score: Raw -80379.630933 + Penalty 2305.895923 = -78073.735010 nChanged 2 SP:Iteration 19Q (5211.335027 sec): 3 clusters Score: Raw -80380.344793 + Penalty 2305.895923 = -78074.448871 nChanged 0 SP:Iteration 20F (5211.380498 sec): 3 clusters Score: Raw -80380.344793 + Penalty 2305.895923 = -78074.448871 nChanged 0 Trying to split cluster 9 (865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5211.400646 sec): 2 clusters Score: Raw -43410.282142 + Penalty 1098.943545 = -42311.338597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5211.451135 sec): 3 clusters Score: Raw -43176.826502 + Penalty 2197.887090 = -40978.939413 nChanged 280 SP:Iteration 1F (5211.490841 sec): 3 clusters Score: Raw -43480.128968 + Penalty 2197.887090 = -41282.241878 nChanged 59 SP:Iteration 2F (5211.537655 sec): 3 clusters Score: Raw -43566.903486 + Penalty 2197.887090 = -41369.016396 nChanged 36 SP:Iteration 3Q (5211.583786 sec): 3 clusters Score: Raw -43613.359543 + Penalty 2197.887090 = -41415.472454 nChanged 23 SP:Iteration 4Q (5211.630211 sec): 3 clusters Score: Raw -43643.926497 + Penalty 2197.887090 = -41446.039407 nChanged 21 SP:Iteration 5Q (5211.677018 sec): 3 clusters Score: Raw -43677.541171 + Penalty 2197.887090 = -41479.654082 nChanged 21 SP:Iteration 6Q (5211.717494 sec): 3 clusters Score: Raw -43709.206854 + Penalty 2197.887090 = -41511.319765 nChanged 17 SP:Iteration 7Q (5211.762908 sec): 3 clusters Score: Raw -43725.034026 + Penalty 2197.887090 = -41527.146937 nChanged 9 SP:Iteration 8Q (5211.808003 sec): 3 clusters Score: Raw -43731.928240 + Penalty 2197.887090 = -41534.041150 nChanged 8 SP:Iteration 9Q (5211.854723 sec): 3 clusters Score: Raw -43739.416654 + Penalty 2197.887090 = -41541.529564 nChanged 6 SP:Iteration 10Q (5211.902929 sec): 3 clusters Score: Raw -43742.425751 + Penalty 2197.887090 = -41544.538661 nChanged 0 SP:Iteration 11F (5211.948728 sec): 3 clusters Score: Raw -43742.425751 + Penalty 2197.887090 = -41544.538661 nChanged 0 Trying to split cluster 10 (26785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5212.008390 sec): 2 clusters Score: Raw -1741862.724241 + Penalty 1656.784563 = -1740205.939679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5212.103439 sec): 3 clusters Score: Raw -1725376.366954 + Penalty 3313.569125 = -1722062.797828 nChanged 12315 SP:Iteration 1F (5212.195040 sec): 3 clusters Score: Raw -1732421.283099 + Penalty 3313.569125 = -1729107.713974 nChanged 1262 SP:Iteration 2Q (5212.286116 sec): 3 clusters Score: Raw -1732904.231532 + Penalty 3313.569125 = -1729590.662407 nChanged 1267 SP:Iteration 3Q (5212.384661 sec): 3 clusters Score: Raw -1733408.823904 + Penalty 3313.569125 = -1730095.254778 nChanged 1238 SP:Iteration 4Q (5212.480552 sec): 3 clusters Score: Raw -1734008.989809 + Penalty 3313.569125 = -1730695.420684 nChanged 1365 SP:Iteration 5F (5212.581545 sec): 3 clusters Score: Raw -1734827.413250 + Penalty 3313.569125 = -1731513.844125 nChanged 1596 SP:Iteration 6F (5212.667663 sec): 3 clusters Score: Raw -1735828.093134 + Penalty 3313.569125 = -1732514.524008 nChanged 1673 SP:Iteration 7F (5212.759309 sec): 3 clusters Score: Raw -1737093.342263 + Penalty 3313.569125 = -1733779.773138 nChanged 1738 SP:Iteration 8F (5212.849893 sec): 3 clusters Score: Raw -1738651.221558 + Penalty 3313.569125 = -1735337.652433 nChanged 1706 SP:Iteration 9F (5212.946527 sec): 3 clusters Score: Raw -1740251.620077 + Penalty 3313.569125 = -1736938.050952 nChanged 1371 SP:Iteration 10F (5213.029476 sec): 3 clusters Score: Raw -1741405.455339 + Penalty 3313.569125 = -1738091.886214 nChanged 1000 SP:Iteration 11Q (5213.124734 sec): 3 clusters Score: Raw -1742108.429570 + Penalty 3313.569125 = -1738794.860444 nChanged 734 SP:Iteration 12Q (5213.217692 sec): 3 clusters Score: Raw -1742574.832184 + Penalty 3313.569125 = -1739261.263059 nChanged 565 SP:Iteration 13Q (5213.306216 sec): 3 clusters Score: Raw -1742906.851397 + Penalty 3313.569125 = -1739593.282272 nChanged 483 SP:Iteration 14Q (5213.383576 sec): 3 clusters Score: Raw -1743183.805913 + Penalty 3313.569125 = -1739870.236787 nChanged 434 SP:Iteration 15Q (5213.484388 sec): 3 clusters Score: Raw -1743434.440775 + Penalty 3313.569125 = -1740120.871650 nChanged 374 SP:Iteration 16Q (5213.557513 sec): 3 clusters Score: Raw -1743659.948324 + Penalty 3313.569125 = -1740346.379199 nChanged 353 SP:Iteration 17Q (5213.655957 sec): 3 clusters Score: Raw -1743865.360693 + Penalty 3313.569125 = -1740551.791568 nChanged 315 SP:Iteration 18Q (5213.749240 sec): 3 clusters Score: Raw -1744026.691215 + Penalty 3313.569125 = -1740713.122090 nChanged 265 SP:Iteration 19Q (5213.834057 sec): 3 clusters Score: Raw -1744161.792012 + Penalty 3313.569125 = -1740848.222887 nChanged 222 SP:Iteration 20F (5213.936684 sec): 3 clusters Score: Raw -1744286.154703 + Penalty 3313.569125 = -1740972.585578 nChanged 205 SP:Iteration 21Q (5214.020560 sec): 3 clusters Score: Raw -1744394.011933 + Penalty 3313.569125 = -1741080.442808 nChanged 207 SP:Iteration 22Q (5214.114143 sec): 3 clusters Score: Raw -1744495.692442 + Penalty 3313.569125 = -1741182.123316 nChanged 171 SP:Iteration 23Q (5214.204039 sec): 3 clusters Score: Raw -1744571.605475 + Penalty 3313.569125 = -1741258.036350 nChanged 137 SP:Iteration 24Q (5214.284925 sec): 3 clusters Score: Raw -1744615.701871 + Penalty 3313.569125 = -1741302.132745 nChanged 109 SP:Iteration 25Q (5214.378547 sec): 3 clusters Score: Raw -1744647.002433 + Penalty 3313.569125 = -1741333.433308 nChanged 95 SP:Iteration 26Q (5214.464963 sec): 3 clusters Score: Raw -1744674.235333 + Penalty 3313.569125 = -1741360.666207 nChanged 68 SP:Iteration 27Q (5214.548292 sec): 3 clusters Score: Raw -1744688.111703 + Penalty 3313.569125 = -1741374.542578 nChanged 51 SP:Iteration 28Q (5214.638063 sec): 3 clusters Score: Raw -1744695.555999 + Penalty 3313.569125 = -1741381.986874 nChanged 48 SP:Iteration 29Q (5214.725231 sec): 3 clusters Score: Raw -1744701.911019 + Penalty 3313.569125 = -1741388.341894 nChanged 34 SP:Iteration 30Q (5214.811882 sec): 3 clusters Score: Raw -1744705.370455 + Penalty 3313.569125 = -1741391.801330 nChanged 16 SP:Iteration 31Q (5214.891298 sec): 3 clusters Score: Raw -1744706.694835 + Penalty 3313.569125 = -1741393.125710 nChanged 12 SP:Iteration 32Q (5214.977762 sec): 3 clusters Score: Raw -1744707.580710 + Penalty 3313.569125 = -1741394.011585 nChanged 7 SP:Iteration 33Q (5215.063072 sec): 3 clusters Score: Raw -1744707.965521 + Penalty 3313.569125 = -1741394.396396 nChanged 4 SP:Iteration 34Q (5215.151150 sec): 3 clusters Score: Raw -1744708.185960 + Penalty 3313.569125 = -1741394.616835 nChanged 3 SP:Iteration 35Q (5215.230114 sec): 3 clusters Score: Raw -1744708.362099 + Penalty 3313.569125 = -1741394.792974 nChanged 2 SP:Iteration 36Q (5215.303836 sec): 3 clusters Score: Raw -1744708.531877 + Penalty 3313.569125 = -1741394.962752 nChanged 3 SP:Iteration 37Q (5215.397696 sec): 3 clusters Score: Raw -1744708.707794 + Penalty 3313.569125 = -1741395.138669 nChanged 0 SP:Iteration 38F (5215.485447 sec): 3 clusters Score: Raw -1744708.707794 + Penalty 3313.569125 = -1741395.138669 nChanged 0 Score: Raw -32145196.437608 + Penalty 66121.375461 = -32079075.062147 Splitting cluster 10 changes total score from -32078345.297009 to -32079075.062147 So it's getting split into cluster 31. Trying to split cluster 11 (12473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5225.347480 sec): 2 clusters Score: Raw -833803.283601 + Penalty 1532.589758 = -832270.693843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5225.419229 sec): 3 clusters Score: Raw -826517.064694 + Penalty 3065.179516 = -823451.885179 nChanged 5514 SP:Iteration 1F (5225.482713 sec): 3 clusters Score: Raw -829566.755003 + Penalty 3065.179516 = -826501.575487 nChanged 784 SP:Iteration 2F (5225.553182 sec): 3 clusters Score: Raw -829919.747020 + Penalty 3065.179516 = -826854.567504 nChanged 668 SP:Iteration 3F (5225.616509 sec): 3 clusters Score: Raw -830246.426338 + Penalty 3065.179516 = -827181.246822 nChanged 631 SP:Iteration 4F (5225.689300 sec): 3 clusters Score: Raw -830586.590290 + Penalty 3065.179516 = -827521.410774 nChanged 640 SP:Iteration 5F (5225.748394 sec): 3 clusters Score: Raw -831000.014373 + Penalty 3065.179516 = -827934.834857 nChanged 655 SP:Iteration 6F (5225.822299 sec): 3 clusters Score: Raw -831473.734037 + Penalty 3065.179516 = -828408.554521 nChanged 638 SP:Iteration 7F (5225.895152 sec): 3 clusters Score: Raw -831970.691239 + Penalty 3065.179516 = -828905.511723 nChanged 632 SP:Iteration 8F (5225.963037 sec): 3 clusters Score: Raw -832423.689578 + Penalty 3065.179516 = -829358.510062 nChanged 581 SP:Iteration 9Q (5226.024072 sec): 3 clusters Score: Raw -832788.423598 + Penalty 3065.179516 = -829723.244082 nChanged 494 SP:Iteration 10Q (5226.096221 sec): 3 clusters Score: Raw -833041.829565 + Penalty 3065.179516 = -829976.650050 nChanged 385 SP:Iteration 11Q (5226.174937 sec): 3 clusters Score: Raw -833190.629062 + Penalty 3065.179516 = -830125.449546 nChanged 259 SP:Iteration 12Q (5226.245760 sec): 3 clusters Score: Raw -833265.168777 + Penalty 3065.179516 = -830199.989261 nChanged 176 SP:Iteration 13Q (5226.304756 sec): 3 clusters Score: Raw -833308.709331 + Penalty 3065.179516 = -830243.529815 nChanged 125 SP:Iteration 14Q (5226.379958 sec): 3 clusters Score: Raw -833342.476361 + Penalty 3065.179516 = -830277.296845 nChanged 110 SP:Iteration 15Q (5226.445697 sec): 3 clusters Score: Raw -833372.515800 + Penalty 3065.179516 = -830307.336284 nChanged 100 SP:Iteration 16Q (5226.507184 sec): 3 clusters Score: Raw -833395.963891 + Penalty 3065.179516 = -830330.784375 nChanged 84 SP:Iteration 17Q (5226.579543 sec): 3 clusters Score: Raw -833414.553332 + Penalty 3065.179516 = -830349.373817 nChanged 83 SP:Iteration 18Q (5226.644150 sec): 3 clusters Score: Raw -833433.933278 + Penalty 3065.179516 = -830368.753762 nChanged 81 SP:Iteration 19Q (5226.703464 sec): 3 clusters Score: Raw -833453.379489 + Penalty 3065.179516 = -830388.199973 nChanged 78 SP:Iteration 20F (5226.772734 sec): 3 clusters Score: Raw -833469.103519 + Penalty 3065.179516 = -830403.924003 nChanged 62 SP:Iteration 21Q (5226.833857 sec): 3 clusters Score: Raw -833479.411223 + Penalty 3065.179516 = -830414.231707 nChanged 52 SP:Iteration 22Q (5226.908708 sec): 3 clusters Score: Raw -833488.008648 + Penalty 3065.179516 = -830422.829133 nChanged 42 SP:Iteration 23Q (5226.962758 sec): 3 clusters Score: Raw -833494.310440 + Penalty 3065.179516 = -830429.130924 nChanged 37 SP:Iteration 24Q (5227.027807 sec): 3 clusters Score: Raw -833500.199056 + Penalty 3065.179516 = -830435.019541 nChanged 37 SP:Iteration 25Q (5227.100830 sec): 3 clusters Score: Raw -833505.562640 + Penalty 3065.179516 = -830440.383124 nChanged 36 SP:Iteration 26Q (5227.173764 sec): 3 clusters Score: Raw -833510.532883 + Penalty 3065.179516 = -830445.353368 nChanged 31 SP:Iteration 27Q (5227.234697 sec): 3 clusters Score: Raw -833515.035830 + Penalty 3065.179516 = -830449.856314 nChanged 32 SP:Iteration 28Q (5227.303344 sec): 3 clusters Score: Raw -833519.908287 + Penalty 3065.179516 = -830454.728771 nChanged 28 SP:Iteration 29Q (5227.375514 sec): 3 clusters Score: Raw -833524.267206 + Penalty 3065.179516 = -830459.087690 nChanged 26 SP:Iteration 30Q (5227.427324 sec): 3 clusters Score: Raw -833527.194357 + Penalty 3065.179516 = -830462.014842 nChanged 19 SP:Iteration 31Q (5227.503147 sec): 3 clusters Score: Raw -833529.232738 + Penalty 3065.179516 = -830464.053223 nChanged 24 SP:Iteration 32Q (5227.572473 sec): 3 clusters Score: Raw -833532.324802 + Penalty 3065.179516 = -830467.145286 nChanged 35 SP:Iteration 33Q (5227.629328 sec): 3 clusters Score: Raw -833537.517462 + Penalty 3065.179516 = -830472.337946 nChanged 40 SP:Iteration 34Q (5227.699086 sec): 3 clusters Score: Raw -833543.797531 + Penalty 3065.179516 = -830478.618015 nChanged 35 SP:Iteration 35Q (5227.774680 sec): 3 clusters Score: Raw -833549.219485 + Penalty 3065.179516 = -830484.039969 nChanged 36 SP:Iteration 36Q (5227.825708 sec): 3 clusters Score: Raw -833555.557034 + Penalty 3065.179516 = -830490.377518 nChanged 30 SP:Iteration 37Q (5227.899923 sec): 3 clusters Score: Raw -833560.254431 + Penalty 3065.179516 = -830495.074915 nChanged 28 SP:Iteration 38Q (5227.973193 sec): 3 clusters Score: Raw -833564.914731 + Penalty 3065.179516 = -830499.735215 nChanged 32 SP:Iteration 39Q (5228.037412 sec): 3 clusters Score: Raw -833570.301810 + Penalty 3065.179516 = -830505.122294 nChanged 31 SP:Iteration 40F (5228.108838 sec): 3 clusters Score: Raw -833574.398773 + Penalty 3065.179516 = -830509.219257 nChanged 21 SP:Iteration 41Q (5228.180182 sec): 3 clusters Score: Raw -833576.747671 + Penalty 3065.179516 = -830511.568155 nChanged 18 SP:Iteration 42Q (5228.249370 sec): 3 clusters Score: Raw -833579.080234 + Penalty 3065.179516 = -830513.900718 nChanged 18 SP:Iteration 43Q (5228.318966 sec): 3 clusters Score: Raw -833581.735662 + Penalty 3065.179516 = -830516.556147 nChanged 21 SP:Iteration 44Q (5228.387853 sec): 3 clusters Score: Raw -833584.383071 + Penalty 3065.179516 = -830519.203555 nChanged 16 SP:Iteration 45Q (5228.457982 sec): 3 clusters Score: Raw -833586.639859 + Penalty 3065.179516 = -830521.460343 nChanged 20 SP:Iteration 46Q (5228.527316 sec): 3 clusters Score: Raw -833589.134460 + Penalty 3065.179516 = -830523.954944 nChanged 25 SP:Iteration 47Q (5228.596705 sec): 3 clusters Score: Raw -833592.292638 + Penalty 3065.179516 = -830527.113122 nChanged 29 SP:Iteration 48Q (5228.665302 sec): 3 clusters Score: Raw -833596.278091 + Penalty 3065.179516 = -830531.098575 nChanged 28 SP:Iteration 49Q (5228.720113 sec): 3 clusters Score: Raw -833600.750320 + Penalty 3065.179516 = -830535.570804 nChanged 31 SP:Iteration 50Q (5228.800258 sec): 3 clusters Score: Raw -833605.546253 + Penalty 3065.179516 = -830540.366737 nChanged 35 SP:Iteration 51Q (5228.866205 sec): 3 clusters Score: Raw -833611.099827 + Penalty 3065.179516 = -830545.920311 nChanged 39 SP:Iteration 52Q (5228.924294 sec): 3 clusters Score: Raw -833617.493271 + Penalty 3065.179516 = -830552.313755 nChanged 45 SP:Iteration 53Q (5229.001281 sec): 3 clusters Score: Raw -833626.747611 + Penalty 3065.179516 = -830561.568095 nChanged 46 SP:Iteration 54Q (5229.067744 sec): 3 clusters Score: Raw -833637.563704 + Penalty 3065.179516 = -830572.384188 nChanged 49 SP:Iteration 55Q (5229.143801 sec): 3 clusters Score: Raw -833646.860477 + Penalty 3065.179516 = -830581.680961 nChanged 49 SP:Iteration 56Q (5229.215296 sec): 3 clusters Score: Raw -833654.748472 + Penalty 3065.179516 = -830589.568956 nChanged 30 SP:Iteration 57Q (5229.282215 sec): 3 clusters Score: Raw -833659.896949 + Penalty 3065.179516 = -830594.717433 nChanged 34 SP:Iteration 58Q (5229.352135 sec): 3 clusters Score: Raw -833665.294496 + Penalty 3065.179516 = -830600.114980 nChanged 35 SP:Iteration 59Q (5229.421980 sec): 3 clusters Score: Raw -833670.565326 + Penalty 3065.179516 = -830605.385810 nChanged 31 SP:Iteration 60F (5229.482414 sec): 3 clusters Score: Raw -833674.493400 + Penalty 3065.179516 = -830609.313884 nChanged 25 SP:Iteration 61Q (5229.562989 sec): 3 clusters Score: Raw -833677.732429 + Penalty 3065.179516 = -830612.552913 nChanged 27 SP:Iteration 62Q (5229.631539 sec): 3 clusters Score: Raw -833681.821891 + Penalty 3065.179516 = -830616.642376 nChanged 33 SP:Iteration 63Q (5229.688591 sec): 3 clusters Score: Raw -833687.448649 + Penalty 3065.179516 = -830622.269133 nChanged 28 SP:Iteration 64Q (5229.757993 sec): 3 clusters Score: Raw -833692.264357 + Penalty 3065.179516 = -830627.084841 nChanged 32 SP:Iteration 65Q (5229.833644 sec): 3 clusters Score: Raw -833697.565273 + Penalty 3065.179516 = -830632.385757 nChanged 27 SP:Iteration 66Q (5229.906868 sec): 3 clusters Score: Raw -833703.556830 + Penalty 3065.179516 = -830638.377315 nChanged 36 SP:Iteration 67Q (5229.973616 sec): 3 clusters Score: Raw -833711.283035 + Penalty 3065.179516 = -830646.103519 nChanged 33 SP:Iteration 68Q (5230.040239 sec): 3 clusters Score: Raw -833716.843216 + Penalty 3065.179516 = -830651.663700 nChanged 32 SP:Iteration 69Q (5230.093258 sec): 3 clusters Score: Raw -833721.079440 + Penalty 3065.179516 = -830655.899924 nChanged 21 SP:Iteration 70Q (5230.157898 sec): 3 clusters Score: Raw -833723.996149 + Penalty 3065.179516 = -830658.816633 nChanged 20 SP:Iteration 71Q (5230.227279 sec): 3 clusters Score: Raw -833727.079885 + Penalty 3065.179516 = -830661.900369 nChanged 19 SP:Iteration 72Q (5230.288368 sec): 3 clusters Score: Raw -833731.661503 + Penalty 3065.179516 = -830666.481988 nChanged 32 SP:Iteration 73Q (5230.360169 sec): 3 clusters Score: Raw -833737.602156 + Penalty 3065.179516 = -830672.422640 nChanged 31 SP:Iteration 74Q (5230.431460 sec): 3 clusters Score: Raw -833743.770478 + Penalty 3065.179516 = -830678.590962 nChanged 29 SP:Iteration 75Q (5230.493920 sec): 3 clusters Score: Raw -833748.944433 + Penalty 3065.179516 = -830683.764917 nChanged 20 SP:Iteration 76Q (5230.549201 sec): 3 clusters Score: Raw -833752.085327 + Penalty 3065.179516 = -830686.905811 nChanged 21 SP:Iteration 77Q (5230.619874 sec): 3 clusters Score: Raw -833755.639825 + Penalty 3065.179516 = -830690.460309 nChanged 30 SP:Iteration 78Q (5230.691053 sec): 3 clusters Score: Raw -833761.355918 + Penalty 3065.179516 = -830696.176402 nChanged 24 SP:Iteration 79Q (5230.743901 sec): 3 clusters Score: Raw -833765.336996 + Penalty 3065.179516 = -830700.157480 nChanged 21 SP:Iteration 80F (5230.811458 sec): 3 clusters Score: Raw -833769.904485 + Penalty 3065.179516 = -830704.724969 nChanged 29 SP:Iteration 81Q (5230.881697 sec): 3 clusters Score: Raw -833775.075682 + Penalty 3065.179516 = -830709.896166 nChanged 30 SP:Iteration 82Q (5230.940225 sec): 3 clusters Score: Raw -833782.217386 + Penalty 3065.179516 = -830717.037870 nChanged 33 SP:Iteration 83Q (5231.007758 sec): 3 clusters Score: Raw -833788.754491 + Penalty 3065.179516 = -830723.574975 nChanged 42 SP:Iteration 84Q (5231.067202 sec): 3 clusters Score: Raw -833799.293883 + Penalty 3065.179516 = -830734.114367 nChanged 39 SP:Iteration 85Q (5231.131588 sec): 3 clusters Score: Raw -833806.553133 + Penalty 3065.179516 = -830741.373617 nChanged 36 SP:Iteration 86Q (5231.199005 sec): 3 clusters Score: Raw -833813.757223 + Penalty 3065.179516 = -830748.577708 nChanged 41 SP:Iteration 87Q (5231.255892 sec): 3 clusters Score: Raw -833823.036612 + Penalty 3065.179516 = -830757.857096 nChanged 46 SP:Iteration 88Q (5231.316965 sec): 3 clusters Score: Raw -833833.911141 + Penalty 3065.179516 = -830768.731626 nChanged 53 SP:Iteration 89Q (5231.390152 sec): 3 clusters Score: Raw -833849.153917 + Penalty 3065.179516 = -830783.974401 nChanged 62 SP:Iteration 90Q (5231.450543 sec): 3 clusters Score: Raw -833868.317173 + Penalty 3065.179516 = -830803.137657 nChanged 52 SP:Iteration 91Q (5231.518743 sec): 3 clusters Score: Raw -833883.077399 + Penalty 3065.179516 = -830817.897884 nChanged 60 SP:Iteration 92Q (5231.583298 sec): 3 clusters Score: Raw -833900.501457 + Penalty 3065.179516 = -830835.321941 nChanged 53 SP:Iteration 93Q (5231.642969 sec): 3 clusters Score: Raw -833915.272574 + Penalty 3065.179516 = -830850.093058 nChanged 47 SP:Iteration 94Q (5231.706636 sec): 3 clusters Score: Raw -833929.270347 + Penalty 3065.179516 = -830864.090831 nChanged 46 SP:Iteration 95Q (5231.763111 sec): 3 clusters Score: Raw -833945.932991 + Penalty 3065.179516 = -830880.753475 nChanged 58 SP:Iteration 96Q (5231.833911 sec): 3 clusters Score: Raw -833968.061017 + Penalty 3065.179516 = -830902.881501 nChanged 55 SP:Iteration 97Q (5231.885675 sec): 3 clusters Score: Raw -833987.829881 + Penalty 3065.179516 = -830922.650365 nChanged 38 SP:Iteration 98Q (5231.958546 sec): 3 clusters Score: Raw -833999.454915 + Penalty 3065.179516 = -830934.275399 nChanged 45 SP:Iteration 99Q (5232.012896 sec): 3 clusters Score: Raw -834012.507505 + Penalty 3065.179516 = -830947.327989 nChanged 36 SP:Iteration 100F (5232.079172 sec): 3 clusters Score: Raw -834024.620339 + Penalty 3065.179516 = -830959.440823 nChanged 32 SP:Iteration 101Q (5232.129051 sec): 3 clusters Score: Raw -834034.795971 + Penalty 3065.179516 = -830969.616455 nChanged 28 SP:Iteration 102Q (5232.196693 sec): 3 clusters Score: Raw -834043.277782 + Penalty 3065.179516 = -830978.098266 nChanged 32 SP:Iteration 103Q (5232.256556 sec): 3 clusters Score: Raw -834054.092194 + Penalty 3065.179516 = -830988.912678 nChanged 31 SP:Iteration 104Q (5232.309029 sec): 3 clusters Score: Raw -834063.540227 + Penalty 3065.179516 = -830998.360711 nChanged 33 SP:Iteration 105Q (5232.367530 sec): 3 clusters Score: Raw -834075.178061 + Penalty 3065.179516 = -831009.998546 nChanged 38 SP:Iteration 106Q (5232.432709 sec): 3 clusters Score: Raw -834090.270260 + Penalty 3065.179516 = -831025.090744 nChanged 37 SP:Iteration 107Q (5232.504358 sec): 3 clusters Score: Raw -834103.650602 + Penalty 3065.179516 = -831038.471087 nChanged 33 SP:Iteration 108Q (5232.554769 sec): 3 clusters Score: Raw -834115.089330 + Penalty 3065.179516 = -831049.909815 nChanged 29 SP:Iteration 109Q (5232.630443 sec): 3 clusters Score: Raw -834128.132180 + Penalty 3065.179516 = -831062.952664 nChanged 26 SP:Iteration 110Q (5232.675816 sec): 3 clusters Score: Raw -834138.492248 + Penalty 3065.179516 = -831073.312732 nChanged 25 SP:Iteration 111Q (5232.736867 sec): 3 clusters Score: Raw -834146.670741 + Penalty 3065.179516 = -831081.491225 nChanged 17 SP:Iteration 112Q (5232.797214 sec): 3 clusters Score: Raw -834151.521086 + Penalty 3065.179516 = -831086.341571 nChanged 17 SP:Iteration 113Q (5232.873734 sec): 3 clusters Score: Raw -834158.921050 + Penalty 3065.179516 = -831093.741534 nChanged 16 SP:Iteration 114Q (5232.935430 sec): 3 clusters Score: Raw -834165.426749 + Penalty 3065.179516 = -831100.247233 nChanged 18 SP:Iteration 115Q (5232.995719 sec): 3 clusters Score: Raw -834172.714615 + Penalty 3065.179516 = -831107.535100 nChanged 12 SP:Iteration 116Q (5233.059526 sec): 3 clusters Score: Raw -834177.490695 + Penalty 3065.179516 = -831112.311179 nChanged 9 SP:Iteration 117Q (5233.130742 sec): 3 clusters Score: Raw -834181.013175 + Penalty 3065.179516 = -831115.833660 nChanged 6 SP:Iteration 118Q (5233.200278 sec): 3 clusters Score: Raw -834184.206326 + Penalty 3065.179516 = -831119.026810 nChanged 7 SP:Iteration 119Q (5233.263873 sec): 3 clusters Score: Raw -834186.522987 + Penalty 3065.179516 = -831121.343471 nChanged 6 SP:Iteration 120F (5233.332558 sec): 3 clusters Score: Raw -834188.600370 + Penalty 3065.179516 = -831123.420854 nChanged 4 SP:Iteration 121Q (5233.396171 sec): 3 clusters Score: Raw -834189.430981 + Penalty 3065.179516 = -831124.251465 nChanged 2 SP:Iteration 122Q (5233.448597 sec): 3 clusters Score: Raw -834189.839952 + Penalty 3065.179516 = -831124.660436 nChanged 2 SP:Iteration 123Q (5233.514731 sec): 3 clusters Score: Raw -834190.040225 + Penalty 3065.179516 = -831124.860709 nChanged 1 SP:Iteration 124Q (5233.574994 sec): 3 clusters Score: Raw -834190.086743 + Penalty 3065.179516 = -831124.907227 nChanged 0 SP:Iteration 125F (5233.647214 sec): 3 clusters Score: Raw -834190.086743 + Penalty 3065.179516 = -831124.907227 nChanged 0 Trying to split cluster 12 (14012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5233.694663 sec): 2 clusters Score: Raw -962740.497152 + Penalty 1551.496275 = -961189.000877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5233.763774 sec): 3 clusters Score: Raw -954497.491349 + Penalty 3102.992550 = -951394.498799 nChanged 6227 SP:Iteration 1F (5233.833571 sec): 3 clusters Score: Raw -957896.797181 + Penalty 3102.992550 = -954793.804631 nChanged 839 SP:Iteration 2F (5233.898720 sec): 3 clusters Score: Raw -958274.986670 + Penalty 3102.992550 = -955171.994120 nChanged 775 SP:Iteration 3F (5233.974354 sec): 3 clusters Score: Raw -958639.289658 + Penalty 3102.992550 = -955536.297109 nChanged 747 SP:Iteration 4F (5234.044305 sec): 3 clusters Score: Raw -958990.345905 + Penalty 3102.992550 = -955887.353355 nChanged 776 SP:Iteration 5F (5234.105813 sec): 3 clusters Score: Raw -959407.977547 + Penalty 3102.992550 = -956304.984997 nChanged 739 SP:Iteration 6F (5234.175498 sec): 3 clusters Score: Raw -959840.943972 + Penalty 3102.992550 = -956737.951422 nChanged 681 SP:Iteration 7Q (5234.239332 sec): 3 clusters Score: Raw -960267.187365 + Penalty 3102.992550 = -957164.194815 nChanged 645 SP:Iteration 8Q (5234.313434 sec): 3 clusters Score: Raw -960684.873857 + Penalty 3102.992550 = -957581.881308 nChanged 575 SP:Iteration 9Q (5234.393669 sec): 3 clusters Score: Raw -961082.190468 + Penalty 3102.992550 = -957979.197918 nChanged 518 SP:Iteration 10Q (5234.457855 sec): 3 clusters Score: Raw -961438.614237 + Penalty 3102.992550 = -958335.621687 nChanged 443 SP:Iteration 11Q (5234.537594 sec): 3 clusters Score: Raw -961724.903081 + Penalty 3102.992550 = -958621.910531 nChanged 362 SP:Iteration 12Q (5234.605585 sec): 3 clusters Score: Raw -961921.575618 + Penalty 3102.992550 = -958818.583068 nChanged 268 SP:Iteration 13Q (5234.673646 sec): 3 clusters Score: Raw -962055.624909 + Penalty 3102.992550 = -958952.632359 nChanged 201 SP:Iteration 14Q (5234.749740 sec): 3 clusters Score: Raw -962153.382191 + Penalty 3102.992550 = -959050.389641 nChanged 202 SP:Iteration 15Q (5234.822633 sec): 3 clusters Score: Raw -962247.027852 + Penalty 3102.992550 = -959144.035302 nChanged 170 SP:Iteration 16Q (5234.893643 sec): 3 clusters Score: Raw -962320.682551 + Penalty 3102.992550 = -959217.690001 nChanged 153 SP:Iteration 17Q (5234.958362 sec): 3 clusters Score: Raw -962385.107244 + Penalty 3102.992550 = -959282.114694 nChanged 132 SP:Iteration 18Q (5235.029606 sec): 3 clusters Score: Raw -962439.203308 + Penalty 3102.992550 = -959336.210758 nChanged 127 SP:Iteration 19Q (5235.096045 sec): 3 clusters Score: Raw -962485.832153 + Penalty 3102.992550 = -959382.839603 nChanged 117 SP:Iteration 20F (5235.164616 sec): 3 clusters Score: Raw -962527.233930 + Penalty 3102.992550 = -959424.241381 nChanged 98 SP:Iteration 21Q (5235.228076 sec): 3 clusters Score: Raw -962565.060910 + Penalty 3102.992550 = -959462.068361 nChanged 85 SP:Iteration 22Q (5235.289504 sec): 3 clusters Score: Raw -962601.836708 + Penalty 3102.992550 = -959498.844158 nChanged 74 SP:Iteration 23Q (5235.364352 sec): 3 clusters Score: Raw -962637.844080 + Penalty 3102.992550 = -959534.851530 nChanged 77 SP:Iteration 24Q (5235.434567 sec): 3 clusters Score: Raw -962679.167961 + Penalty 3102.992550 = -959576.175411 nChanged 74 SP:Iteration 25Q (5235.503771 sec): 3 clusters Score: Raw -962719.929750 + Penalty 3102.992550 = -959616.937200 nChanged 75 SP:Iteration 26Q (5235.569181 sec): 3 clusters Score: Raw -962758.424005 + Penalty 3102.992550 = -959655.431455 nChanged 63 SP:Iteration 27Q (5235.623247 sec): 3 clusters Score: Raw -962796.182960 + Penalty 3102.992550 = -959693.190410 nChanged 80 SP:Iteration 28Q (5235.698146 sec): 3 clusters Score: Raw -962848.971776 + Penalty 3102.992550 = -959745.979226 nChanged 69 SP:Iteration 29Q (5235.771256 sec): 3 clusters Score: Raw -962889.558996 + Penalty 3102.992550 = -959786.566446 nChanged 58 SP:Iteration 30Q (5235.832282 sec): 3 clusters Score: Raw -962925.693039 + Penalty 3102.992550 = -959822.700489 nChanged 43 SP:Iteration 31Q (5235.894206 sec): 3 clusters Score: Raw -962954.519822 + Penalty 3102.992550 = -959851.527272 nChanged 46 SP:Iteration 32Q (5235.972722 sec): 3 clusters Score: Raw -962984.437411 + Penalty 3102.992550 = -959881.444861 nChanged 44 SP:Iteration 33Q (5236.038705 sec): 3 clusters Score: Raw -963031.559073 + Penalty 3102.992550 = -959928.566523 nChanged 54 SP:Iteration 34Q (5236.109667 sec): 3 clusters Score: Raw -963084.607705 + Penalty 3102.992550 = -959981.615155 nChanged 42 SP:Iteration 35Q (5236.179555 sec): 3 clusters Score: Raw -963122.319784 + Penalty 3102.992550 = -960019.327234 nChanged 40 SP:Iteration 36Q (5236.246931 sec): 3 clusters Score: Raw -963155.623716 + Penalty 3102.992550 = -960052.631166 nChanged 30 SP:Iteration 37Q (5236.303490 sec): 3 clusters Score: Raw -963173.017730 + Penalty 3102.992550 = -960070.025180 nChanged 20 SP:Iteration 38Q (5236.367559 sec): 3 clusters Score: Raw -963183.915472 + Penalty 3102.992550 = -960080.922922 nChanged 15 SP:Iteration 39Q (5236.445498 sec): 3 clusters Score: Raw -963190.614308 + Penalty 3102.992550 = -960087.621758 nChanged 11 SP:Iteration 40F (5236.514151 sec): 3 clusters Score: Raw -963196.380351 + Penalty 3102.992550 = -960093.387801 nChanged 17 SP:Iteration 41Q (5236.585378 sec): 3 clusters Score: Raw -963207.644971 + Penalty 3102.992550 = -960104.652421 nChanged 17 SP:Iteration 42Q (5236.651745 sec): 3 clusters Score: Raw -963218.141138 + Penalty 3102.992550 = -960115.148588 nChanged 17 SP:Iteration 43Q (5236.713859 sec): 3 clusters Score: Raw -963230.755417 + Penalty 3102.992550 = -960127.762867 nChanged 15 SP:Iteration 44Q (5236.776194 sec): 3 clusters Score: Raw -963239.084007 + Penalty 3102.992550 = -960136.091458 nChanged 14 SP:Iteration 45Q (5236.846887 sec): 3 clusters Score: Raw -963245.174216 + Penalty 3102.992550 = -960142.181666 nChanged 9 SP:Iteration 46Q (5236.913741 sec): 3 clusters Score: Raw -963249.815417 + Penalty 3102.992550 = -960146.822867 nChanged 6 SP:Iteration 47Q (5236.981234 sec): 3 clusters Score: Raw -963252.670747 + Penalty 3102.992550 = -960149.678197 nChanged 11 SP:Iteration 48Q (5237.037041 sec): 3 clusters Score: Raw -963258.157495 + Penalty 3102.992550 = -960155.164945 nChanged 13 SP:Iteration 49Q (5237.110662 sec): 3 clusters Score: Raw -963264.091030 + Penalty 3102.992550 = -960161.098480 nChanged 8 SP:Iteration 50Q (5237.168348 sec): 3 clusters Score: Raw -963268.705836 + Penalty 3102.992550 = -960165.713286 nChanged 7 SP:Iteration 51Q (5237.238098 sec): 3 clusters Score: Raw -963271.305120 + Penalty 3102.992550 = -960168.312570 nChanged 3 SP:Iteration 52Q (5237.308743 sec): 3 clusters Score: Raw -963272.378213 + Penalty 3102.992550 = -960169.385663 nChanged 3 SP:Iteration 53Q (5237.374840 sec): 3 clusters Score: Raw -963273.892853 + Penalty 3102.992550 = -960170.900303 nChanged 4 SP:Iteration 54Q (5237.440223 sec): 3 clusters Score: Raw -963275.195386 + Penalty 3102.992550 = -960172.202836 nChanged 0 SP:Iteration 55F (5237.516093 sec): 3 clusters Score: Raw -963275.195386 + Penalty 3102.992550 = -960172.202836 nChanged 0 Trying to split cluster 13 (8900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5237.554406 sec): 2 clusters Score: Raw -613954.509545 + Penalty 1477.743565 = -612476.765980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5237.619873 sec): 3 clusters Score: Raw -609036.264950 + Penalty 2955.487131 = -606080.777819 nChanged 3772 SP:Iteration 1F (5237.683330 sec): 3 clusters Score: Raw -611057.004958 + Penalty 2955.487131 = -608101.517828 nChanged 544 SP:Iteration 2F (5237.737890 sec): 3 clusters Score: Raw -611292.976318 + Penalty 2955.487131 = -608337.489188 nChanged 422 SP:Iteration 3Q (5237.809814 sec): 3 clusters Score: Raw -611483.231500 + Penalty 2955.487131 = -608527.744369 nChanged 363 SP:Iteration 4Q (5237.875042 sec): 3 clusters Score: Raw -611678.431621 + Penalty 2955.487131 = -608722.944490 nChanged 384 SP:Iteration 5Q (5237.928140 sec): 3 clusters Score: Raw -611887.056976 + Penalty 2955.487131 = -608931.569846 nChanged 395 SP:Iteration 6Q (5237.995927 sec): 3 clusters Score: Raw -612117.711895 + Penalty 2955.487131 = -609162.224764 nChanged 422 SP:Iteration 7Q (5238.062766 sec): 3 clusters Score: Raw -612413.534238 + Penalty 2955.487131 = -609458.047107 nChanged 433 SP:Iteration 8Q (5238.110539 sec): 3 clusters Score: Raw -612814.181163 + Penalty 2955.487131 = -609858.694032 nChanged 481 SP:Iteration 9F (5238.180187 sec): 3 clusters Score: Raw -613234.621000 + Penalty 2955.487131 = -610279.133870 nChanged 434 SP:Iteration 10Q (5238.241120 sec): 3 clusters Score: Raw -613607.828596 + Penalty 2955.487131 = -610652.341465 nChanged 339 SP:Iteration 11Q (5238.297111 sec): 3 clusters Score: Raw -613885.205156 + Penalty 2955.487131 = -610929.718026 nChanged 282 SP:Iteration 12Q (5238.359063 sec): 3 clusters Score: Raw -614114.692206 + Penalty 2955.487131 = -611159.205076 nChanged 226 SP:Iteration 13Q (5238.413079 sec): 3 clusters Score: Raw -614280.568377 + Penalty 2955.487131 = -611325.081246 nChanged 156 SP:Iteration 14Q (5238.481063 sec): 3 clusters Score: Raw -614390.675689 + Penalty 2955.487131 = -611435.188559 nChanged 121 SP:Iteration 15Q (5238.543830 sec): 3 clusters Score: Raw -614474.095534 + Penalty 2955.487131 = -611518.608403 nChanged 90 SP:Iteration 16Q (5238.606947 sec): 3 clusters Score: Raw -614540.288268 + Penalty 2955.487131 = -611584.801137 nChanged 72 SP:Iteration 17Q (5238.669207 sec): 3 clusters Score: Raw -614598.654958 + Penalty 2955.487131 = -611643.167827 nChanged 47 SP:Iteration 18Q (5238.719784 sec): 3 clusters Score: Raw -614646.377202 + Penalty 2955.487131 = -611690.890071 nChanged 45 SP:Iteration 19Q (5238.784294 sec): 3 clusters Score: Raw -614686.737135 + Penalty 2955.487131 = -611731.250004 nChanged 36 SP:Iteration 20F (5238.850342 sec): 3 clusters Score: Raw -614725.460670 + Penalty 2955.487131 = -611769.973540 nChanged 28 SP:Iteration 21Q (5238.906765 sec): 3 clusters Score: Raw -614752.854424 + Penalty 2955.487131 = -611797.367294 nChanged 30 SP:Iteration 22Q (5238.968440 sec): 3 clusters Score: Raw -614773.145313 + Penalty 2955.487131 = -611817.658183 nChanged 18 SP:Iteration 23Q (5239.030847 sec): 3 clusters Score: Raw -614785.527760 + Penalty 2955.487131 = -611830.040629 nChanged 12 SP:Iteration 24Q (5239.091133 sec): 3 clusters Score: Raw -614794.427973 + Penalty 2955.487131 = -611838.940842 nChanged 9 SP:Iteration 25Q (5239.150747 sec): 3 clusters Score: Raw -614800.703558 + Penalty 2955.487131 = -611845.216427 nChanged 6 SP:Iteration 26Q (5239.207032 sec): 3 clusters Score: Raw -614806.778055 + Penalty 2955.487131 = -611851.290924 nChanged 9 SP:Iteration 27Q (5239.263783 sec): 3 clusters Score: Raw -614813.102706 + Penalty 2955.487131 = -611857.615576 nChanged 6 SP:Iteration 28Q (5239.323825 sec): 3 clusters Score: Raw -614818.115157 + Penalty 2955.487131 = -611862.628026 nChanged 11 SP:Iteration 29Q (5239.387457 sec): 3 clusters Score: Raw -614822.951436 + Penalty 2955.487131 = -611867.464305 nChanged 3 SP:Iteration 30Q (5239.438903 sec): 3 clusters Score: Raw -614824.314356 + Penalty 2955.487131 = -611868.827225 nChanged 0 SP:Iteration 31F (5239.512276 sec): 3 clusters Score: Raw -614824.314356 + Penalty 2955.487131 = -611868.827225 nChanged 0 Trying to split cluster 14 (52593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5239.616483 sec): 2 clusters Score: Raw -3352227.835588 + Penalty 1766.429975 = -3350461.405612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5239.763342 sec): 3 clusters Score: Raw -3318929.398977 + Penalty 3532.859951 = -3315396.539026 nChanged 24657 SP:Iteration 1F (5239.892042 sec): 3 clusters Score: Raw -3333125.336380 + Penalty 3532.859951 = -3329592.476429 nChanged 2575 SP:Iteration 2Q (5240.046250 sec): 3 clusters Score: Raw -3334195.584459 + Penalty 3532.859951 = -3330662.724509 nChanged 2781 SP:Iteration 3F (5240.185903 sec): 3 clusters Score: Raw -3335630.434255 + Penalty 3532.859951 = -3332097.574304 nChanged 3243 SP:Iteration 4F (5240.325066 sec): 3 clusters Score: Raw -3337625.639356 + Penalty 3532.859951 = -3334092.779405 nChanged 3542 SP:Iteration 5F (5240.453404 sec): 3 clusters Score: Raw -3340195.074574 + Penalty 3532.859951 = -3336662.214623 nChanged 3705 SP:Iteration 6F (5240.601654 sec): 3 clusters Score: Raw -3343023.967826 + Penalty 3532.859951 = -3339491.107875 nChanged 3349 SP:Iteration 7F (5240.742365 sec): 3 clusters Score: Raw -3345332.272780 + Penalty 3532.859951 = -3341799.412829 nChanged 2661 SP:Iteration 8F (5240.884153 sec): 3 clusters Score: Raw -3346806.621260 + Penalty 3532.859951 = -3343273.761309 nChanged 1954 SP:Iteration 9Q (5241.030591 sec): 3 clusters Score: Raw -3347612.486829 + Penalty 3532.859951 = -3344079.626878 nChanged 1271 SP:Iteration 10Q (5241.167000 sec): 3 clusters Score: Raw -3347986.849202 + Penalty 3532.859951 = -3344453.989251 nChanged 902 SP:Iteration 11Q (5241.311990 sec): 3 clusters Score: Raw -3348201.710798 + Penalty 3532.859951 = -3344668.850847 nChanged 680 SP:Iteration 12Q (5241.452026 sec): 3 clusters Score: Raw -3348351.215505 + Penalty 3532.859951 = -3344818.355554 nChanged 594 SP:Iteration 13Q (5241.587439 sec): 3 clusters Score: Raw -3348474.467555 + Penalty 3532.859951 = -3344941.607605 nChanged 520 SP:Iteration 14Q (5241.713689 sec): 3 clusters Score: Raw -3348563.534079 + Penalty 3532.859951 = -3345030.674128 nChanged 459 SP:Iteration 15Q (5241.861092 sec): 3 clusters Score: Raw -3348640.999741 + Penalty 3532.859951 = -3345108.139790 nChanged 416 SP:Iteration 16Q (5241.997055 sec): 3 clusters Score: Raw -3348708.794748 + Penalty 3532.859951 = -3345175.934797 nChanged 419 SP:Iteration 17Q (5242.135894 sec): 3 clusters Score: Raw -3348783.337511 + Penalty 3532.859951 = -3345250.477560 nChanged 401 SP:Iteration 18Q (5242.291035 sec): 3 clusters Score: Raw -3348855.429623 + Penalty 3532.859951 = -3345322.569672 nChanged 443 SP:Iteration 19Q (5242.433934 sec): 3 clusters Score: Raw -3348938.075166 + Penalty 3532.859951 = -3345405.215215 nChanged 444 SP:Iteration 20F (5242.565331 sec): 3 clusters Score: Raw -3349013.182132 + Penalty 3532.859951 = -3345480.322181 nChanged 407 SP:Iteration 21Q (5242.699710 sec): 3 clusters Score: Raw -3349076.271750 + Penalty 3532.859951 = -3345543.411799 nChanged 381 SP:Iteration 22Q (5242.847496 sec): 3 clusters Score: Raw -3349132.396609 + Penalty 3532.859951 = -3345599.536658 nChanged 388 SP:Iteration 23Q (5242.988780 sec): 3 clusters Score: Raw -3349191.879818 + Penalty 3532.859951 = -3345659.019867 nChanged 400 SP:Iteration 24Q (5243.139902 sec): 3 clusters Score: Raw -3349258.749308 + Penalty 3532.859951 = -3345725.889357 nChanged 440 SP:Iteration 25Q (5243.283025 sec): 3 clusters Score: Raw -3349344.543551 + Penalty 3532.859951 = -3345811.683601 nChanged 485 SP:Iteration 26Q (5243.414210 sec): 3 clusters Score: Raw -3349448.263005 + Penalty 3532.859951 = -3345915.403054 nChanged 516 SP:Iteration 27Q (5243.551511 sec): 3 clusters Score: Raw -3349563.800221 + Penalty 3532.859951 = -3346030.940271 nChanged 566 SP:Iteration 28Q (5243.690118 sec): 3 clusters Score: Raw -3349697.539664 + Penalty 3532.859951 = -3346164.679714 nChanged 583 SP:Iteration 29Q (5243.839526 sec): 3 clusters Score: Raw -3349846.419141 + Penalty 3532.859951 = -3346313.559190 nChanged 588 SP:Iteration 30Q (5243.976894 sec): 3 clusters Score: Raw -3350007.025872 + Penalty 3532.859951 = -3346474.165921 nChanged 644 SP:Iteration 31Q (5244.111428 sec): 3 clusters Score: Raw -3350193.223691 + Penalty 3532.859951 = -3346660.363740 nChanged 680 SP:Iteration 32Q (5244.249346 sec): 3 clusters Score: Raw -3350412.801634 + Penalty 3532.859951 = -3346879.941683 nChanged 743 SP:Iteration 33Q (5244.392937 sec): 3 clusters Score: Raw -3350683.737586 + Penalty 3532.859951 = -3347150.877636 nChanged 766 SP:Iteration 34Q (5244.520079 sec): 3 clusters Score: Raw -3350987.502867 + Penalty 3532.859951 = -3347454.642916 nChanged 778 SP:Iteration 35Q (5244.667512 sec): 3 clusters Score: Raw -3351308.571147 + Penalty 3532.859951 = -3347775.711196 nChanged 719 SP:Iteration 36Q (5244.798607 sec): 3 clusters Score: Raw -3351593.146135 + Penalty 3532.859951 = -3348060.286184 nChanged 631 SP:Iteration 37Q (5244.925805 sec): 3 clusters Score: Raw -3351852.268965 + Penalty 3532.859951 = -3348319.409014 nChanged 608 SP:Iteration 38Q (5245.075374 sec): 3 clusters Score: Raw -3352108.621051 + Penalty 3532.859951 = -3348575.761100 nChanged 550 SP:Iteration 39Q (5245.202213 sec): 3 clusters Score: Raw -3352306.040112 + Penalty 3532.859951 = -3348773.180162 nChanged 475 SP:Iteration 40F (5245.350803 sec): 3 clusters Score: Raw -3352465.935870 + Penalty 3532.859951 = -3348933.075919 nChanged 468 SP:Iteration 41Q (5245.480361 sec): 3 clusters Score: Raw -3352621.836997 + Penalty 3532.859951 = -3349088.977047 nChanged 402 SP:Iteration 42Q (5245.619698 sec): 3 clusters Score: Raw -3352747.281225 + Penalty 3532.859951 = -3349214.421274 nChanged 376 SP:Iteration 43Q (5245.755956 sec): 3 clusters Score: Raw -3352852.569778 + Penalty 3532.859951 = -3349319.709828 nChanged 344 SP:Iteration 44Q (5245.891990 sec): 3 clusters Score: Raw -3352943.414211 + Penalty 3532.859951 = -3349410.554260 nChanged 317 SP:Iteration 45Q (5246.020668 sec): 3 clusters Score: Raw -3353020.949070 + Penalty 3532.859951 = -3349488.089120 nChanged 287 SP:Iteration 46Q (5246.160163 sec): 3 clusters Score: Raw -3353088.337784 + Penalty 3532.859951 = -3349555.477833 nChanged 278 SP:Iteration 47Q (5246.289284 sec): 3 clusters Score: Raw -3353148.906038 + Penalty 3532.859951 = -3349616.046087 nChanged 234 SP:Iteration 48Q (5246.413098 sec): 3 clusters Score: Raw -3353201.088746 + Penalty 3532.859951 = -3349668.228795 nChanged 235 SP:Iteration 49Q (5246.537166 sec): 3 clusters Score: Raw -3353248.101583 + Penalty 3532.859951 = -3349715.241633 nChanged 195 SP:Iteration 50Q (5246.665131 sec): 3 clusters Score: Raw -3353282.964036 + Penalty 3532.859951 = -3349750.104085 nChanged 181 SP:Iteration 51Q (5246.793154 sec): 3 clusters Score: Raw -3353311.185510 + Penalty 3532.859951 = -3349778.325559 nChanged 144 SP:Iteration 52Q (5246.909420 sec): 3 clusters Score: Raw -3353330.524916 + Penalty 3532.859951 = -3349797.664965 nChanged 131 SP:Iteration 53Q (5247.035070 sec): 3 clusters Score: Raw -3353348.368591 + Penalty 3532.859951 = -3349815.508640 nChanged 140 SP:Iteration 54Q (5247.163422 sec): 3 clusters Score: Raw -3353367.237229 + Penalty 3532.859951 = -3349834.377279 nChanged 121 SP:Iteration 55Q (5247.287874 sec): 3 clusters Score: Raw -3353382.045232 + Penalty 3532.859951 = -3349849.185282 nChanged 103 SP:Iteration 56Q (5247.414932 sec): 3 clusters Score: Raw -3353394.926770 + Penalty 3532.859951 = -3349862.066819 nChanged 115 SP:Iteration 57Q (5247.539137 sec): 3 clusters Score: Raw -3353408.274798 + Penalty 3532.859951 = -3349875.414847 nChanged 108 SP:Iteration 58Q (5247.670381 sec): 3 clusters Score: Raw -3353421.154203 + Penalty 3532.859951 = -3349888.294252 nChanged 89 SP:Iteration 59Q (5247.795983 sec): 3 clusters Score: Raw -3353430.919860 + Penalty 3532.859951 = -3349898.059909 nChanged 77 SP:Iteration 60F (5247.935518 sec): 3 clusters Score: Raw -3353438.894889 + Penalty 3532.859951 = -3349906.034939 nChanged 72 SP:Iteration 61Q (5248.061337 sec): 3 clusters Score: Raw -3353446.130937 + Penalty 3532.859951 = -3349913.270986 nChanged 71 SP:Iteration 62Q (5248.186804 sec): 3 clusters Score: Raw -3353453.463027 + Penalty 3532.859951 = -3349920.603076 nChanged 55 SP:Iteration 63Q (5248.312276 sec): 3 clusters Score: Raw -3353459.029214 + Penalty 3532.859951 = -3349926.169263 nChanged 54 SP:Iteration 64Q (5248.436755 sec): 3 clusters Score: Raw -3353464.728606 + Penalty 3532.859951 = -3349931.868655 nChanged 46 SP:Iteration 65Q (5248.553866 sec): 3 clusters Score: Raw -3353468.453800 + Penalty 3532.859951 = -3349935.593849 nChanged 34 SP:Iteration 66Q (5248.685143 sec): 3 clusters Score: Raw -3353471.414552 + Penalty 3532.859951 = -3349938.554601 nChanged 41 SP:Iteration 67Q (5248.812401 sec): 3 clusters Score: Raw -3353475.170159 + Penalty 3532.859951 = -3349942.310209 nChanged 40 SP:Iteration 68Q (5248.927585 sec): 3 clusters Score: Raw -3353478.330899 + Penalty 3532.859951 = -3349945.470948 nChanged 36 SP:Iteration 69Q (5249.060909 sec): 3 clusters Score: Raw -3353480.997246 + Penalty 3532.859951 = -3349948.137295 nChanged 36 SP:Iteration 70Q (5249.183957 sec): 3 clusters Score: Raw -3353483.954339 + Penalty 3532.859951 = -3349951.094388 nChanged 37 SP:Iteration 71Q (5249.305845 sec): 3 clusters Score: Raw -3353487.100689 + Penalty 3532.859951 = -3349954.240738 nChanged 31 SP:Iteration 72Q (5249.429184 sec): 3 clusters Score: Raw -3353489.478770 + Penalty 3532.859951 = -3349956.618819 nChanged 33 SP:Iteration 73Q (5249.560273 sec): 3 clusters Score: Raw -3353491.788848 + Penalty 3532.859951 = -3349958.928897 nChanged 23 SP:Iteration 74Q (5249.678207 sec): 3 clusters Score: Raw -3353493.520939 + Penalty 3532.859951 = -3349960.660988 nChanged 24 SP:Iteration 75Q (5249.807762 sec): 3 clusters Score: Raw -3353495.130051 + Penalty 3532.859951 = -3349962.270100 nChanged 16 SP:Iteration 76Q (5249.931796 sec): 3 clusters Score: Raw -3353495.885538 + Penalty 3532.859951 = -3349963.025587 nChanged 13 SP:Iteration 77Q (5250.060056 sec): 3 clusters Score: Raw -3353496.544286 + Penalty 3532.859951 = -3349963.684335 nChanged 15 SP:Iteration 78Q (5250.176474 sec): 3 clusters Score: Raw -3353497.159008 + Penalty 3532.859951 = -3349964.299057 nChanged 12 SP:Iteration 79Q (5250.309166 sec): 3 clusters Score: Raw -3353497.773558 + Penalty 3532.859951 = -3349964.913607 nChanged 11 SP:Iteration 80F (5250.436549 sec): 3 clusters Score: Raw -3353498.311940 + Penalty 3532.859951 = -3349965.451989 nChanged 6 SP:Iteration 81Q (5250.570606 sec): 3 clusters Score: Raw -3353498.554691 + Penalty 3532.859951 = -3349965.694741 nChanged 6 SP:Iteration 82Q (5250.701078 sec): 3 clusters Score: Raw -3353498.849689 + Penalty 3532.859951 = -3349965.989738 nChanged 6 SP:Iteration 83Q (5250.817979 sec): 3 clusters Score: Raw -3353499.239229 + Penalty 3532.859951 = -3349966.379278 nChanged 8 SP:Iteration 84Q (5250.928899 sec): 3 clusters Score: Raw -3353499.698245 + Penalty 3532.859951 = -3349966.838294 nChanged 5 SP:Iteration 85Q (5251.063201 sec): 3 clusters Score: Raw -3353500.000125 + Penalty 3532.859951 = -3349967.140175 nChanged 10 SP:Iteration 86Q (5251.186042 sec): 3 clusters Score: Raw -3353500.476056 + Penalty 3532.859951 = -3349967.616105 nChanged 8 SP:Iteration 87Q (5251.298290 sec): 3 clusters Score: Raw -3353500.824253 + Penalty 3532.859951 = -3349967.964303 nChanged 9 SP:Iteration 88Q (5251.432657 sec): 3 clusters Score: Raw -3353501.342973 + Penalty 3532.859951 = -3349968.483022 nChanged 7 SP:Iteration 89Q (5251.569681 sec): 3 clusters Score: Raw -3353501.706180 + Penalty 3532.859951 = -3349968.846229 nChanged 9 SP:Iteration 90Q (5251.693725 sec): 3 clusters Score: Raw -3353502.362453 + Penalty 3532.859951 = -3349969.502502 nChanged 17 SP:Iteration 91Q (5251.816336 sec): 3 clusters Score: Raw -3353504.097220 + Penalty 3532.859951 = -3349971.237269 nChanged 20 SP:Iteration 92Q (5251.935562 sec): 3 clusters Score: Raw -3353505.514354 + Penalty 3532.859951 = -3349972.654403 nChanged 19 SP:Iteration 93Q (5252.064453 sec): 3 clusters Score: Raw -3353506.430493 + Penalty 3532.859951 = -3349973.570542 nChanged 16 SP:Iteration 94Q (5252.188281 sec): 3 clusters Score: Raw -3353507.190320 + Penalty 3532.859951 = -3349974.330369 nChanged 15 SP:Iteration 95Q (5252.320432 sec): 3 clusters Score: Raw -3353508.188029 + Penalty 3532.859951 = -3349975.328078 nChanged 19 SP:Iteration 96Q (5252.432899 sec): 3 clusters Score: Raw -3353509.758017 + Penalty 3532.859951 = -3349976.898067 nChanged 17 SP:Iteration 97Q (5252.570773 sec): 3 clusters Score: Raw -3353510.898636 + Penalty 3532.859951 = -3349978.038686 nChanged 7 SP:Iteration 98Q (5252.684476 sec): 3 clusters Score: Raw -3353511.265307 + Penalty 3532.859951 = -3349978.405356 nChanged 4 SP:Iteration 99Q (5252.819862 sec): 3 clusters Score: Raw -3353511.409411 + Penalty 3532.859951 = -3349978.549460 nChanged 0 SP:Iteration 100F (5252.959583 sec): 3 clusters Score: Raw -3353511.409411 + Penalty 3532.859951 = -3349978.549460 nChanged 0 Trying to split cluster 15 (33569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5253.032319 sec): 2 clusters Score: Raw -2314756.101006 + Penalty 1693.470724 = -2313062.630282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5253.140255 sec): 3 clusters Score: Raw -2293948.538051 + Penalty 3386.941448 = -2290561.596604 nChanged 15448 SP:Iteration 1F (5253.244506 sec): 3 clusters Score: Raw -2302516.612402 + Penalty 3386.941448 = -2299129.670954 nChanged 1601 SP:Iteration 2Q (5253.351408 sec): 3 clusters Score: Raw -2303125.508332 + Penalty 3386.941448 = -2299738.566885 nChanged 1702 SP:Iteration 3F (5253.460623 sec): 3 clusters Score: Raw -2303853.639689 + Penalty 3386.941448 = -2300466.698241 nChanged 1802 SP:Iteration 4F (5253.552522 sec): 3 clusters Score: Raw -2304788.884355 + Penalty 3386.941448 = -2301401.942907 nChanged 2002 SP:Iteration 5F (5253.664645 sec): 3 clusters Score: Raw -2306048.501047 + Penalty 3386.941448 = -2302661.559599 nChanged 2160 SP:Iteration 6F (5253.773749 sec): 3 clusters Score: Raw -2307476.314990 + Penalty 3386.941448 = -2304089.373542 nChanged 2009 SP:Iteration 7F (5253.881377 sec): 3 clusters Score: Raw -2308867.319550 + Penalty 3386.941448 = -2305480.378102 nChanged 1752 SP:Iteration 8F (5253.979976 sec): 3 clusters Score: Raw -2310058.308418 + Penalty 3386.941448 = -2306671.366970 nChanged 1409 SP:Iteration 9Q (5254.086328 sec): 3 clusters Score: Raw -2310895.394877 + Penalty 3386.941448 = -2307508.453430 nChanged 1033 SP:Iteration 10Q (5254.188081 sec): 3 clusters Score: Raw -2311370.292657 + Penalty 3386.941448 = -2307983.351210 nChanged 755 SP:Iteration 11Q (5254.282503 sec): 3 clusters Score: Raw -2311655.644286 + Penalty 3386.941448 = -2308268.702838 nChanged 539 SP:Iteration 12Q (5254.383809 sec): 3 clusters Score: Raw -2311844.399498 + Penalty 3386.941448 = -2308457.458051 nChanged 522 SP:Iteration 13Q (5254.496784 sec): 3 clusters Score: Raw -2312026.220474 + Penalty 3386.941448 = -2308639.279026 nChanged 484 SP:Iteration 14Q (5254.598934 sec): 3 clusters Score: Raw -2312197.869530 + Penalty 3386.941448 = -2308810.928082 nChanged 461 SP:Iteration 15Q (5254.699042 sec): 3 clusters Score: Raw -2312353.032004 + Penalty 3386.941448 = -2308966.090556 nChanged 462 SP:Iteration 16Q (5254.793094 sec): 3 clusters Score: Raw -2312503.117060 + Penalty 3386.941448 = -2309116.175612 nChanged 452 SP:Iteration 17Q (5254.892116 sec): 3 clusters Score: Raw -2312664.272196 + Penalty 3386.941448 = -2309277.330748 nChanged 471 SP:Iteration 18Q (5254.997984 sec): 3 clusters Score: Raw -2312845.122326 + Penalty 3386.941448 = -2309458.180878 nChanged 474 SP:Iteration 19Q (5255.101605 sec): 3 clusters Score: Raw -2313038.643869 + Penalty 3386.941448 = -2309651.702422 nChanged 466 SP:Iteration 20F (5255.208043 sec): 3 clusters Score: Raw -2313233.875849 + Penalty 3386.941448 = -2309846.934401 nChanged 462 SP:Iteration 21Q (5255.307091 sec): 3 clusters Score: Raw -2313418.966214 + Penalty 3386.941448 = -2310032.024766 nChanged 406 SP:Iteration 22Q (5255.404760 sec): 3 clusters Score: Raw -2313575.770483 + Penalty 3386.941448 = -2310188.829035 nChanged 392 SP:Iteration 23Q (5255.493116 sec): 3 clusters Score: Raw -2313731.851224 + Penalty 3386.941448 = -2310344.909776 nChanged 383 SP:Iteration 24Q (5255.602262 sec): 3 clusters Score: Raw -2313897.594174 + Penalty 3386.941448 = -2310510.652727 nChanged 374 SP:Iteration 25Q (5255.694686 sec): 3 clusters Score: Raw -2314063.475177 + Penalty 3386.941448 = -2310676.533729 nChanged 350 SP:Iteration 26Q (5255.783001 sec): 3 clusters Score: Raw -2314215.282968 + Penalty 3386.941448 = -2310828.341520 nChanged 313 SP:Iteration 27Q (5255.886199 sec): 3 clusters Score: Raw -2314356.812725 + Penalty 3386.941448 = -2310969.871277 nChanged 310 SP:Iteration 28Q (5255.981074 sec): 3 clusters Score: Raw -2314506.923615 + Penalty 3386.941448 = -2311119.982167 nChanged 265 SP:Iteration 29Q (5256.074497 sec): 3 clusters Score: Raw -2314643.287427 + Penalty 3386.941448 = -2311256.345979 nChanged 234 SP:Iteration 30Q (5256.167605 sec): 3 clusters Score: Raw -2314759.898821 + Penalty 3386.941448 = -2311372.957373 nChanged 215 SP:Iteration 31Q (5256.267576 sec): 3 clusters Score: Raw -2314864.549499 + Penalty 3386.941448 = -2311477.608051 nChanged 194 SP:Iteration 32Q (5256.361054 sec): 3 clusters Score: Raw -2314961.724255 + Penalty 3386.941448 = -2311574.782807 nChanged 147 SP:Iteration 33Q (5256.443984 sec): 3 clusters Score: Raw -2315024.527418 + Penalty 3386.941448 = -2311637.585970 nChanged 116 SP:Iteration 34Q (5256.535670 sec): 3 clusters Score: Raw -2315072.276773 + Penalty 3386.941448 = -2311685.335325 nChanged 94 SP:Iteration 35Q (5256.621463 sec): 3 clusters Score: Raw -2315113.861306 + Penalty 3386.941448 = -2311726.919858 nChanged 83 SP:Iteration 36Q (5256.721280 sec): 3 clusters Score: Raw -2315144.385002 + Penalty 3386.941448 = -2311757.443554 nChanged 65 SP:Iteration 37Q (5256.806246 sec): 3 clusters Score: Raw -2315167.777347 + Penalty 3386.941448 = -2311780.835899 nChanged 55 SP:Iteration 38Q (5256.903589 sec): 3 clusters Score: Raw -2315194.844268 + Penalty 3386.941448 = -2311807.902821 nChanged 59 SP:Iteration 39Q (5256.988403 sec): 3 clusters Score: Raw -2315224.393415 + Penalty 3386.941448 = -2311837.451967 nChanged 51 SP:Iteration 40F (5257.094033 sec): 3 clusters Score: Raw -2315249.965898 + Penalty 3386.941448 = -2311863.024450 nChanged 40 SP:Iteration 41Q (5257.188419 sec): 3 clusters Score: Raw -2315268.852395 + Penalty 3386.941448 = -2311881.910947 nChanged 36 SP:Iteration 42Q (5257.273881 sec): 3 clusters Score: Raw -2315286.724802 + Penalty 3386.941448 = -2311899.783354 nChanged 29 SP:Iteration 43Q (5257.361053 sec): 3 clusters Score: Raw -2315305.439208 + Penalty 3386.941448 = -2311918.497761 nChanged 24 SP:Iteration 44Q (5257.440952 sec): 3 clusters Score: Raw -2315314.304501 + Penalty 3386.941448 = -2311927.363053 nChanged 21 SP:Iteration 45Q (5257.526608 sec): 3 clusters Score: Raw -2315324.783306 + Penalty 3386.941448 = -2311937.841858 nChanged 16 SP:Iteration 46Q (5257.619469 sec): 3 clusters Score: Raw -2315331.259314 + Penalty 3386.941448 = -2311944.317866 nChanged 11 SP:Iteration 47Q (5257.700224 sec): 3 clusters Score: Raw -2315336.655219 + Penalty 3386.941448 = -2311949.713772 nChanged 14 SP:Iteration 48Q (5257.786767 sec): 3 clusters Score: Raw -2315344.615734 + Penalty 3386.941448 = -2311957.674286 nChanged 5 SP:Iteration 49Q (5257.877695 sec): 3 clusters Score: Raw -2315348.450903 + Penalty 3386.941448 = -2311961.509455 nChanged 7 SP:Iteration 50Q (5257.961096 sec): 3 clusters Score: Raw -2315350.878764 + Penalty 3386.941448 = -2311963.937316 nChanged 6 SP:Iteration 51Q (5258.059916 sec): 3 clusters Score: Raw -2315352.951721 + Penalty 3386.941448 = -2311966.010274 nChanged 2 SP:Iteration 52Q (5258.161449 sec): 3 clusters Score: Raw -2315353.707122 + Penalty 3386.941448 = -2311966.765674 nChanged 2 SP:Iteration 53Q (5258.249307 sec): 3 clusters Score: Raw -2315354.251361 + Penalty 3386.941448 = -2311967.309914 nChanged 2 SP:Iteration 54Q (5258.341723 sec): 3 clusters Score: Raw -2315355.630173 + Penalty 3386.941448 = -2311968.688725 nChanged 4 SP:Iteration 55Q (5258.425825 sec): 3 clusters Score: Raw -2315356.864060 + Penalty 3386.941448 = -2311969.922612 nChanged 2 SP:Iteration 56Q (5258.515463 sec): 3 clusters Score: Raw -2315357.775216 + Penalty 3386.941448 = -2311970.833769 nChanged 4 SP:Iteration 57Q (5258.619352 sec): 3 clusters Score: Raw -2315359.096188 + Penalty 3386.941448 = -2311972.154740 nChanged 2 SP:Iteration 58Q (5258.709895 sec): 3 clusters Score: Raw -2315360.054726 + Penalty 3386.941448 = -2311973.113278 nChanged 2 SP:Iteration 59Q (5258.794880 sec): 3 clusters Score: Raw -2315360.412664 + Penalty 3386.941448 = -2311973.471216 nChanged 0 SP:Iteration 60F (5258.898582 sec): 3 clusters Score: Raw -2315360.412664 + Penalty 3386.941448 = -2311973.471216 nChanged 0 Trying to split cluster 16 (1254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5258.926153 sec): 2 clusters Score: Raw -81552.771305 + Penalty 1159.290230 = -80393.481075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5258.971161 sec): 3 clusters Score: Raw -81125.047887 + Penalty 2318.580459 = -78806.467427 nChanged 403 SP:Iteration 1F (5259.019727 sec): 3 clusters Score: Raw -81482.892773 + Penalty 2318.580459 = -79164.312314 nChanged 97 SP:Iteration 2F (5259.058713 sec): 3 clusters Score: Raw -81586.921751 + Penalty 2318.580459 = -79268.341291 nChanged 54 SP:Iteration 3Q (5259.100693 sec): 3 clusters Score: Raw -81635.607512 + Penalty 2318.580459 = -79317.027053 nChanged 31 SP:Iteration 4Q (5259.154606 sec): 3 clusters Score: Raw -81658.734184 + Penalty 2318.580459 = -79340.153724 nChanged 26 SP:Iteration 5Q (5259.205687 sec): 3 clusters Score: Raw -81678.776252 + Penalty 2318.580459 = -79360.195793 nChanged 17 SP:Iteration 6Q (5259.240234 sec): 3 clusters Score: Raw -81687.140534 + Penalty 2318.580459 = -79368.560075 nChanged 9 SP:Iteration 7Q (5259.276384 sec): 3 clusters Score: Raw -81692.266297 + Penalty 2318.580459 = -79373.685838 nChanged 10 SP:Iteration 8Q (5259.326285 sec): 3 clusters Score: Raw -81702.759584 + Penalty 2318.580459 = -79384.179124 nChanged 12 SP:Iteration 9Q (5259.372114 sec): 3 clusters Score: Raw -81713.676576 + Penalty 2318.580459 = -79395.096117 nChanged 13 SP:Iteration 10Q (5259.421082 sec): 3 clusters Score: Raw -81723.123669 + Penalty 2318.580459 = -79404.543209 nChanged 8 SP:Iteration 11Q (5259.467816 sec): 3 clusters Score: Raw -81727.742838 + Penalty 2318.580459 = -79409.162379 nChanged 5 SP:Iteration 12Q (5259.527961 sec): 3 clusters Score: Raw -81730.871275 + Penalty 2318.580459 = -79412.290816 nChanged 7 SP:Iteration 13Q (5259.559653 sec): 3 clusters Score: Raw -81733.980672 + Penalty 2318.580459 = -79415.400212 nChanged 2 SP:Iteration 14Q (5259.605920 sec): 3 clusters Score: Raw -81734.775835 + Penalty 2318.580459 = -79416.195375 nChanged 3 SP:Iteration 15Q (5259.649943 sec): 3 clusters Score: Raw -81737.301200 + Penalty 2318.580459 = -79418.720741 nChanged 3 SP:Iteration 16Q (5259.687344 sec): 3 clusters Score: Raw -81738.789662 + Penalty 2318.580459 = -79420.209203 nChanged 3 SP:Iteration 17Q (5259.728526 sec): 3 clusters Score: Raw -81739.978588 + Penalty 2318.580459 = -79421.398128 nChanged 0 SP:Iteration 18F (5259.780397 sec): 3 clusters Score: Raw -81739.978588 + Penalty 2318.580459 = -79421.398128 nChanged 0 Trying to split cluster 17 (1849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5259.805331 sec): 2 clusters Score: Raw -96374.090562 + Penalty 1222.390038 = -95151.700524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5259.844646 sec): 3 clusters Score: Raw -95684.908502 + Penalty 2444.780075 = -93240.128426 nChanged 700 SP:Iteration 1F (5259.888175 sec): 3 clusters Score: Raw -96465.455066 + Penalty 2444.780075 = -94020.674991 nChanged 251 SP:Iteration 2F (5259.943236 sec): 3 clusters Score: Raw -97263.894881 + Penalty 2444.780075 = -94819.114806 nChanged 261 SP:Iteration 3F (5259.981473 sec): 3 clusters Score: Raw -98094.219596 + Penalty 2444.780075 = -95649.439521 nChanged 155 SP:Iteration 4F (5260.030858 sec): 3 clusters Score: Raw -98386.994054 + Penalty 2444.780075 = -95942.213979 nChanged 70 SP:Iteration 5Q (5260.070268 sec): 3 clusters Score: Raw -98462.252355 + Penalty 2444.780075 = -96017.472279 nChanged 21 SP:Iteration 6Q (5260.121595 sec): 3 clusters Score: Raw -98478.769057 + Penalty 2444.780075 = -96033.988981 nChanged 8 SP:Iteration 7Q (5260.167421 sec): 3 clusters Score: Raw -98482.895260 + Penalty 2444.780075 = -96038.115185 nChanged 2 SP:Iteration 8Q (5260.204078 sec): 3 clusters Score: Raw -98483.582467 + Penalty 2444.780075 = -96038.802392 nChanged 2 SP:Iteration 9Q (5260.244478 sec): 3 clusters Score: Raw -98484.337005 + Penalty 2444.780075 = -96039.556930 nChanged 0 SP:Iteration 10F (5260.289113 sec): 3 clusters Score: Raw -98484.337005 + Penalty 2444.780075 = -96039.556930 nChanged 0 Score: Raw -32147306.684051 + Penalty 68254.323056 = -32079052.360994 Splitting cluster 17 changes total score from -32078345.297009 to -32079052.360994 So it's getting split into cluster 32. Trying to split cluster 18 (16447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5270.372540 sec): 2 clusters Score: Raw -1115269.930028 + Penalty 1577.533485 = -1113692.396543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5270.445425 sec): 3 clusters Score: Raw -1105593.811060 + Penalty 3155.066970 = -1102438.744090 nChanged 7364 SP:Iteration 1F (5270.525133 sec): 3 clusters Score: Raw -1109943.209655 + Penalty 3155.066970 = -1106788.142685 nChanged 1162 SP:Iteration 2F (5270.592737 sec): 3 clusters Score: Raw -1110723.335010 + Penalty 3155.066970 = -1107568.268040 nChanged 1125 SP:Iteration 3F (5270.669374 sec): 3 clusters Score: Raw -1111586.235431 + Penalty 3155.066970 = -1108431.168462 nChanged 1102 SP:Iteration 4F (5270.741326 sec): 3 clusters Score: Raw -1112401.906351 + Penalty 3155.066970 = -1109246.839381 nChanged 996 SP:Iteration 5F (5270.816876 sec): 3 clusters Score: Raw -1113128.754833 + Penalty 3155.066970 = -1109973.687864 nChanged 843 SP:Iteration 6F (5270.889789 sec): 3 clusters Score: Raw -1113686.722219 + Penalty 3155.066970 = -1110531.655249 nChanged 715 SP:Iteration 7Q (5270.968175 sec): 3 clusters Score: Raw -1114094.285275 + Penalty 3155.066970 = -1110939.218306 nChanged 652 SP:Iteration 8Q (5271.029315 sec): 3 clusters Score: Raw -1114450.185021 + Penalty 3155.066970 = -1111295.118051 nChanged 581 SP:Iteration 9Q (5271.110610 sec): 3 clusters Score: Raw -1114751.933072 + Penalty 3155.066970 = -1111596.866102 nChanged 471 SP:Iteration 10Q (5271.181509 sec): 3 clusters Score: Raw -1114963.599528 + Penalty 3155.066970 = -1111808.532558 nChanged 353 SP:Iteration 11Q (5271.255731 sec): 3 clusters Score: Raw -1115102.981746 + Penalty 3155.066970 = -1111947.914776 nChanged 277 SP:Iteration 12Q (5271.314711 sec): 3 clusters Score: Raw -1115196.363465 + Penalty 3155.066970 = -1112041.296496 nChanged 216 SP:Iteration 13Q (5271.386580 sec): 3 clusters Score: Raw -1115264.610303 + Penalty 3155.066970 = -1112109.543333 nChanged 189 SP:Iteration 14Q (5271.457721 sec): 3 clusters Score: Raw -1115313.979127 + Penalty 3155.066970 = -1112158.912157 nChanged 144 SP:Iteration 15Q (5271.532534 sec): 3 clusters Score: Raw -1115348.233695 + Penalty 3155.066970 = -1112193.166725 nChanged 129 SP:Iteration 16Q (5271.599939 sec): 3 clusters Score: Raw -1115377.335390 + Penalty 3155.066970 = -1112222.268421 nChanged 127 SP:Iteration 17Q (5271.682001 sec): 3 clusters Score: Raw -1115409.543151 + Penalty 3155.066970 = -1112254.476181 nChanged 131 SP:Iteration 18Q (5271.756010 sec): 3 clusters Score: Raw -1115442.343029 + Penalty 3155.066970 = -1112287.276059 nChanged 140 SP:Iteration 19Q (5271.818570 sec): 3 clusters Score: Raw -1115475.132167 + Penalty 3155.066970 = -1112320.065198 nChanged 133 SP:Iteration 20F (5271.894637 sec): 3 clusters Score: Raw -1115509.423972 + Penalty 3155.066970 = -1112354.357002 nChanged 138 SP:Iteration 21Q (5271.972299 sec): 3 clusters Score: Raw -1115541.558105 + Penalty 3155.066970 = -1112386.491135 nChanged 127 SP:Iteration 22Q (5272.041944 sec): 3 clusters Score: Raw -1115570.407255 + Penalty 3155.066970 = -1112415.340285 nChanged 131 SP:Iteration 23Q (5272.118942 sec): 3 clusters Score: Raw -1115599.987771 + Penalty 3155.066970 = -1112444.920802 nChanged 150 SP:Iteration 24Q (5272.195941 sec): 3 clusters Score: Raw -1115643.979892 + Penalty 3155.066970 = -1112488.912922 nChanged 155 SP:Iteration 25Q (5272.261160 sec): 3 clusters Score: Raw -1115689.143707 + Penalty 3155.066970 = -1112534.076737 nChanged 146 SP:Iteration 26Q (5272.331662 sec): 3 clusters Score: Raw -1115727.473691 + Penalty 3155.066970 = -1112572.406721 nChanged 150 SP:Iteration 27Q (5272.411696 sec): 3 clusters Score: Raw -1115770.766014 + Penalty 3155.066970 = -1112615.699044 nChanged 155 SP:Iteration 28Q (5272.478914 sec): 3 clusters Score: Raw -1115812.601841 + Penalty 3155.066970 = -1112657.534871 nChanged 169 SP:Iteration 29Q (5272.559912 sec): 3 clusters Score: Raw -1115864.404647 + Penalty 3155.066970 = -1112709.337677 nChanged 174 SP:Iteration 30Q (5272.627258 sec): 3 clusters Score: Raw -1115924.011278 + Penalty 3155.066970 = -1112768.944308 nChanged 213 SP:Iteration 31Q (5272.706644 sec): 3 clusters Score: Raw -1116003.549090 + Penalty 3155.066970 = -1112848.482120 nChanged 239 SP:Iteration 32Q (5272.764752 sec): 3 clusters Score: Raw -1116105.205773 + Penalty 3155.066970 = -1112950.138803 nChanged 243 SP:Iteration 33Q (5272.848693 sec): 3 clusters Score: Raw -1116217.012046 + Penalty 3155.066970 = -1113061.945076 nChanged 254 SP:Iteration 34Q (5272.912477 sec): 3 clusters Score: Raw -1116334.688695 + Penalty 3155.066970 = -1113179.621725 nChanged 247 SP:Iteration 35Q (5272.991843 sec): 3 clusters Score: Raw -1116461.116713 + Penalty 3155.066970 = -1113306.049743 nChanged 266 SP:Iteration 36Q (5273.064289 sec): 3 clusters Score: Raw -1116615.980434 + Penalty 3155.066970 = -1113460.913465 nChanged 271 SP:Iteration 37Q (5273.139594 sec): 3 clusters Score: Raw -1116792.779695 + Penalty 3155.066970 = -1113637.712725 nChanged 259 SP:Iteration 38Q (5273.209738 sec): 3 clusters Score: Raw -1116956.690819 + Penalty 3155.066970 = -1113801.623850 nChanged 203 SP:Iteration 39Q (5273.273366 sec): 3 clusters Score: Raw -1117057.320831 + Penalty 3155.066970 = -1113902.253861 nChanged 170 SP:Iteration 40F (5273.343710 sec): 3 clusters Score: Raw -1117174.703891 + Penalty 3155.066970 = -1114019.636921 nChanged 174 SP:Iteration 41Q (5273.413764 sec): 3 clusters Score: Raw -1117288.301216 + Penalty 3155.066970 = -1114133.234246 nChanged 146 SP:Iteration 42Q (5273.489960 sec): 3 clusters Score: Raw -1117354.388817 + Penalty 3155.066970 = -1114199.321847 nChanged 113 SP:Iteration 43Q (5273.567535 sec): 3 clusters Score: Raw -1117389.984699 + Penalty 3155.066970 = -1114234.917730 nChanged 56 SP:Iteration 44Q (5273.628314 sec): 3 clusters Score: Raw -1117400.685885 + Penalty 3155.066970 = -1114245.618915 nChanged 40 SP:Iteration 45Q (5273.698315 sec): 3 clusters Score: Raw -1117407.524450 + Penalty 3155.066970 = -1114252.457480 nChanged 29 SP:Iteration 46Q (5273.772080 sec): 3 clusters Score: Raw -1117411.088762 + Penalty 3155.066970 = -1114256.021792 nChanged 15 SP:Iteration 47Q (5273.843888 sec): 3 clusters Score: Raw -1117412.606175 + Penalty 3155.066970 = -1114257.539205 nChanged 11 SP:Iteration 48Q (5273.913648 sec): 3 clusters Score: Raw -1117413.499545 + Penalty 3155.066970 = -1114258.432575 nChanged 8 SP:Iteration 49Q (5273.987145 sec): 3 clusters Score: Raw -1117414.239299 + Penalty 3155.066970 = -1114259.172329 nChanged 5 SP:Iteration 50Q (5274.056275 sec): 3 clusters Score: Raw -1117414.791812 + Penalty 3155.066970 = -1114259.724842 nChanged 5 SP:Iteration 51Q (5274.125436 sec): 3 clusters Score: Raw -1117415.333914 + Penalty 3155.066970 = -1114260.266944 nChanged 1 SP:Iteration 52Q (5274.196118 sec): 3 clusters Score: Raw -1117415.404267 + Penalty 3155.066970 = -1114260.337298 nChanged 1 SP:Iteration 53Q (5274.268201 sec): 3 clusters Score: Raw -1117415.458036 + Penalty 3155.066970 = -1114260.391066 nChanged 0 SP:Iteration 54F (5274.337106 sec): 3 clusters Score: Raw -1117415.458036 + Penalty 3155.066970 = -1114260.391066 nChanged 0 Score: Raw -32149452.212060 + Penalty 70387.270652 = -32079064.941408 Splitting cluster 18 changes total score from -32078345.297009 to -32079064.941408 So it's getting split into cluster 33. Trying to split cluster 19 (12604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5285.144070 sec): 2 clusters Score: Raw -826912.504034 + Penalty 1534.287544 = -825378.216490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5285.203884 sec): 3 clusters Score: Raw -819630.955685 + Penalty 3068.575088 = -816562.380596 nChanged 5494 SP:Iteration 1F (5285.275748 sec): 3 clusters Score: Raw -822527.286603 + Penalty 3068.575088 = -819458.711514 nChanged 750 SP:Iteration 2F (5285.346312 sec): 3 clusters Score: Raw -822863.037037 + Penalty 3068.575088 = -819794.461948 nChanged 712 SP:Iteration 3F (5285.424690 sec): 3 clusters Score: Raw -823211.515164 + Penalty 3068.575088 = -820142.940075 nChanged 751 SP:Iteration 4F (5285.490588 sec): 3 clusters Score: Raw -823668.890861 + Penalty 3068.575088 = -820600.315772 nChanged 835 SP:Iteration 5F (5285.563322 sec): 3 clusters Score: Raw -824274.691087 + Penalty 3068.575088 = -821206.115998 nChanged 862 SP:Iteration 6F (5285.636829 sec): 3 clusters Score: Raw -824979.513069 + Penalty 3068.575088 = -821910.937981 nChanged 809 SP:Iteration 7F (5285.694618 sec): 3 clusters Score: Raw -825681.069191 + Penalty 3068.575088 = -822612.494102 nChanged 652 SP:Iteration 8F (5285.763011 sec): 3 clusters Score: Raw -826246.663667 + Penalty 3068.575088 = -823178.088579 nChanged 428 SP:Iteration 9Q (5285.834706 sec): 3 clusters Score: Raw -826584.433070 + Penalty 3068.575088 = -823515.857982 nChanged 300 SP:Iteration 10Q (5285.900178 sec): 3 clusters Score: Raw -826805.837029 + Penalty 3068.575088 = -823737.261941 nChanged 199 SP:Iteration 11Q (5285.978013 sec): 3 clusters Score: Raw -826958.496602 + Penalty 3068.575088 = -823889.921513 nChanged 123 SP:Iteration 12Q (5286.040400 sec): 3 clusters Score: Raw -827038.835057 + Penalty 3068.575088 = -823970.259969 nChanged 68 SP:Iteration 13Q (5286.115457 sec): 3 clusters Score: Raw -827077.897422 + Penalty 3068.575088 = -824009.322334 nChanged 44 SP:Iteration 14Q (5286.186857 sec): 3 clusters Score: Raw -827106.425620 + Penalty 3068.575088 = -824037.850532 nChanged 42 SP:Iteration 15Q (5286.259991 sec): 3 clusters Score: Raw -827126.074405 + Penalty 3068.575088 = -824057.499316 nChanged 32 SP:Iteration 16Q (5286.327197 sec): 3 clusters Score: Raw -827141.874285 + Penalty 3068.575088 = -824073.299196 nChanged 31 SP:Iteration 17Q (5286.396732 sec): 3 clusters Score: Raw -827157.037682 + Penalty 3068.575088 = -824088.462594 nChanged 25 SP:Iteration 18Q (5286.465625 sec): 3 clusters Score: Raw -827169.418010 + Penalty 3068.575088 = -824100.842922 nChanged 15 SP:Iteration 19Q (5286.531100 sec): 3 clusters Score: Raw -827174.913933 + Penalty 3068.575088 = -824106.338845 nChanged 9 SP:Iteration 20F (5286.594703 sec): 3 clusters Score: Raw -827178.810426 + Penalty 3068.575088 = -824110.235338 nChanged 7 SP:Iteration 21Q (5286.667008 sec): 3 clusters Score: Raw -827181.869506 + Penalty 3068.575088 = -824113.294417 nChanged 7 SP:Iteration 22Q (5286.734916 sec): 3 clusters Score: Raw -827183.833710 + Penalty 3068.575088 = -824115.258622 nChanged 7 SP:Iteration 23Q (5286.799836 sec): 3 clusters Score: Raw -827185.801582 + Penalty 3068.575088 = -824117.226493 nChanged 3 SP:Iteration 24Q (5286.868782 sec): 3 clusters Score: Raw -827187.253120 + Penalty 3068.575088 = -824118.678031 nChanged 2 SP:Iteration 25Q (5286.936164 sec): 3 clusters Score: Raw -827188.132533 + Penalty 3068.575088 = -824119.557445 nChanged 3 SP:Iteration 26Q (5286.998637 sec): 3 clusters Score: Raw -827188.812515 + Penalty 3068.575088 = -824120.237426 nChanged 2 SP:Iteration 27Q (5287.070501 sec): 3 clusters Score: Raw -827189.351446 + Penalty 3068.575088 = -824120.776358 nChanged 0 SP:Iteration 28F (5287.140666 sec): 3 clusters Score: Raw -827189.351446 + Penalty 3068.575088 = -824120.776358 nChanged 0 Trying to split cluster 20 (5826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5287.174795 sec): 2 clusters Score: Raw -373559.026960 + Penalty 1408.888965 = -372150.137995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5287.228268 sec): 3 clusters Score: Raw -370503.309403 + Penalty 2817.777930 = -367685.531473 nChanged 2395 SP:Iteration 1F (5287.282357 sec): 3 clusters Score: Raw -372018.024975 + Penalty 2817.777930 = -369200.247045 nChanged 573 SP:Iteration 2F (5287.330124 sec): 3 clusters Score: Raw -372515.004834 + Penalty 2817.777930 = -369697.226904 nChanged 482 SP:Iteration 3F (5287.392658 sec): 3 clusters Score: Raw -372952.322197 + Penalty 2817.777930 = -370134.544267 nChanged 414 SP:Iteration 4F (5287.443901 sec): 3 clusters Score: Raw -373353.900022 + Penalty 2817.777930 = -370536.122093 nChanged 375 SP:Iteration 5F (5287.498163 sec): 3 clusters Score: Raw -373697.554288 + Penalty 2817.777930 = -370879.776358 nChanged 273 SP:Iteration 6Q (5287.562508 sec): 3 clusters Score: Raw -373899.666196 + Penalty 2817.777930 = -371081.888266 nChanged 195 SP:Iteration 7Q (5287.619899 sec): 3 clusters Score: Raw -374001.315718 + Penalty 2817.777930 = -371183.537788 nChanged 120 SP:Iteration 8Q (5287.678957 sec): 3 clusters Score: Raw -374048.000536 + Penalty 2817.777930 = -371230.222606 nChanged 82 SP:Iteration 9Q (5287.730906 sec): 3 clusters Score: Raw -374072.078348 + Penalty 2817.777930 = -371254.300419 nChanged 48 SP:Iteration 10Q (5287.793656 sec): 3 clusters Score: Raw -374087.851440 + Penalty 2817.777930 = -371270.073510 nChanged 45 SP:Iteration 11Q (5287.853810 sec): 3 clusters Score: Raw -374102.140373 + Penalty 2817.777930 = -371284.362443 nChanged 35 SP:Iteration 12Q (5287.898579 sec): 3 clusters Score: Raw -374112.182447 + Penalty 2817.777930 = -371294.404517 nChanged 32 SP:Iteration 13Q (5287.952501 sec): 3 clusters Score: Raw -374120.639012 + Penalty 2817.777930 = -371302.861082 nChanged 35 SP:Iteration 14Q (5288.006779 sec): 3 clusters Score: Raw -374129.809394 + Penalty 2817.777930 = -371312.031464 nChanged 28 SP:Iteration 15Q (5288.059792 sec): 3 clusters Score: Raw -374136.801997 + Penalty 2817.777930 = -371319.024067 nChanged 24 SP:Iteration 16Q (5288.119147 sec): 3 clusters Score: Raw -374142.358448 + Penalty 2817.777930 = -371324.580518 nChanged 19 SP:Iteration 17Q (5288.181819 sec): 3 clusters Score: Raw -374147.204614 + Penalty 2817.777930 = -371329.426684 nChanged 22 SP:Iteration 18Q (5288.244718 sec): 3 clusters Score: Raw -374153.838929 + Penalty 2817.777930 = -371336.061000 nChanged 19 SP:Iteration 19Q (5288.300943 sec): 3 clusters Score: Raw -374159.965715 + Penalty 2817.777930 = -371342.187786 nChanged 28 SP:Iteration 20F (5288.354929 sec): 3 clusters Score: Raw -374167.599818 + Penalty 2817.777930 = -371349.821888 nChanged 28 SP:Iteration 21Q (5288.421479 sec): 3 clusters Score: Raw -374175.386466 + Penalty 2817.777930 = -371357.608537 nChanged 20 SP:Iteration 22Q (5288.474379 sec): 3 clusters Score: Raw -374180.690182 + Penalty 2817.777930 = -371362.912252 nChanged 18 SP:Iteration 23Q (5288.536590 sec): 3 clusters Score: Raw -374185.680016 + Penalty 2817.777930 = -371367.902087 nChanged 17 SP:Iteration 24Q (5288.594192 sec): 3 clusters Score: Raw -374190.374457 + Penalty 2817.777930 = -371372.596527 nChanged 15 SP:Iteration 25Q (5288.639972 sec): 3 clusters Score: Raw -374192.780089 + Penalty 2817.777930 = -371375.002159 nChanged 10 SP:Iteration 26Q (5288.708553 sec): 3 clusters Score: Raw -374194.651255 + Penalty 2817.777930 = -371376.873325 nChanged 10 SP:Iteration 27Q (5288.762385 sec): 3 clusters Score: Raw -374196.911545 + Penalty 2817.777930 = -371379.133615 nChanged 10 SP:Iteration 28Q (5288.811581 sec): 3 clusters Score: Raw -374199.732532 + Penalty 2817.777930 = -371381.954602 nChanged 15 SP:Iteration 29Q (5288.867823 sec): 3 clusters Score: Raw -374203.415793 + Penalty 2817.777930 = -371385.637863 nChanged 16 SP:Iteration 30Q (5288.931425 sec): 3 clusters Score: Raw -374207.844943 + Penalty 2817.777930 = -371390.067013 nChanged 18 SP:Iteration 31Q (5288.979851 sec): 3 clusters Score: Raw -374214.572714 + Penalty 2817.777930 = -371396.794784 nChanged 25 SP:Iteration 32Q (5289.042854 sec): 3 clusters Score: Raw -374221.184908 + Penalty 2817.777930 = -371403.406979 nChanged 19 SP:Iteration 33Q (5289.092937 sec): 3 clusters Score: Raw -374225.602983 + Penalty 2817.777930 = -371407.825053 nChanged 17 SP:Iteration 34Q (5289.155111 sec): 3 clusters Score: Raw -374229.218961 + Penalty 2817.777930 = -371411.441031 nChanged 13 SP:Iteration 35Q (5289.215176 sec): 3 clusters Score: Raw -374231.720125 + Penalty 2817.777930 = -371413.942196 nChanged 9 SP:Iteration 36Q (5289.281013 sec): 3 clusters Score: Raw -374233.669730 + Penalty 2817.777930 = -371415.891800 nChanged 9 SP:Iteration 37Q (5289.328618 sec): 3 clusters Score: Raw -374236.004632 + Penalty 2817.777930 = -371418.226702 nChanged 9 SP:Iteration 38Q (5289.398470 sec): 3 clusters Score: Raw -374238.442573 + Penalty 2817.777930 = -371420.664644 nChanged 13 SP:Iteration 39Q (5289.454588 sec): 3 clusters Score: Raw -374241.585729 + Penalty 2817.777930 = -371423.807799 nChanged 12 SP:Iteration 40F (5289.509829 sec): 3 clusters Score: Raw -374243.961919 + Penalty 2817.777930 = -371426.183990 nChanged 13 SP:Iteration 41Q (5289.557152 sec): 3 clusters Score: Raw -374247.230756 + Penalty 2817.777930 = -371429.452826 nChanged 14 SP:Iteration 42Q (5289.620067 sec): 3 clusters Score: Raw -374251.656290 + Penalty 2817.777930 = -371433.878360 nChanged 17 SP:Iteration 43Q (5289.683363 sec): 3 clusters Score: Raw -374256.807019 + Penalty 2817.777930 = -371439.029089 nChanged 14 SP:Iteration 44Q (5289.734396 sec): 3 clusters Score: Raw -374260.909202 + Penalty 2817.777930 = -371443.131273 nChanged 15 SP:Iteration 45Q (5289.784643 sec): 3 clusters Score: Raw -374265.732607 + Penalty 2817.777930 = -371447.954677 nChanged 15 SP:Iteration 46Q (5289.853266 sec): 3 clusters Score: Raw -374270.980102 + Penalty 2817.777930 = -371453.202172 nChanged 12 SP:Iteration 47Q (5289.901787 sec): 3 clusters Score: Raw -374274.364983 + Penalty 2817.777930 = -371456.587054 nChanged 9 SP:Iteration 48Q (5289.960363 sec): 3 clusters Score: Raw -374276.723935 + Penalty 2817.777930 = -371458.946005 nChanged 12 SP:Iteration 49Q (5290.019170 sec): 3 clusters Score: Raw -374280.223754 + Penalty 2817.777930 = -371462.445824 nChanged 6 SP:Iteration 50Q (5290.076176 sec): 3 clusters Score: Raw -374282.150791 + Penalty 2817.777930 = -371464.372862 nChanged 8 SP:Iteration 51Q (5290.138008 sec): 3 clusters Score: Raw -374284.451719 + Penalty 2817.777930 = -371466.673789 nChanged 11 SP:Iteration 52Q (5290.194685 sec): 3 clusters Score: Raw -374288.661496 + Penalty 2817.777930 = -371470.883566 nChanged 12 SP:Iteration 53Q (5290.254561 sec): 3 clusters Score: Raw -374292.254049 + Penalty 2817.777930 = -371474.476119 nChanged 15 SP:Iteration 54Q (5290.313297 sec): 3 clusters Score: Raw -374297.812150 + Penalty 2817.777930 = -371480.034221 nChanged 10 SP:Iteration 55Q (5290.369447 sec): 3 clusters Score: Raw -374302.345582 + Penalty 2817.777930 = -371484.567652 nChanged 11 SP:Iteration 56Q (5290.430260 sec): 3 clusters Score: Raw -374306.049778 + Penalty 2817.777930 = -371488.271849 nChanged 11 SP:Iteration 57Q (5290.493589 sec): 3 clusters Score: Raw -374309.440019 + Penalty 2817.777930 = -371491.662089 nChanged 7 SP:Iteration 58Q (5290.545445 sec): 3 clusters Score: Raw -374312.025651 + Penalty 2817.777930 = -371494.247721 nChanged 5 SP:Iteration 59Q (5290.608700 sec): 3 clusters Score: Raw -374312.733854 + Penalty 2817.777930 = -371494.955924 nChanged 0 SP:Iteration 60F (5290.657792 sec): 3 clusters Score: Raw -374312.733854 + Penalty 2817.777930 = -371494.955924 nChanged 0 Trying to split cluster 21 (4461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5290.689880 sec): 2 clusters Score: Raw -300752.587633 + Penalty 1365.508338 = -299387.079295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5290.747596 sec): 3 clusters Score: Raw -298555.718223 + Penalty 2731.016676 = -295824.701547 nChanged 1732 SP:Iteration 1F (5290.804209 sec): 3 clusters Score: Raw -299663.557194 + Penalty 2731.016676 = -296932.540517 nChanged 382 SP:Iteration 2F (5290.854516 sec): 3 clusters Score: Raw -300096.172732 + Penalty 2731.016676 = -297365.156056 nChanged 364 SP:Iteration 3F (5290.902931 sec): 3 clusters Score: Raw -300576.901818 + Penalty 2731.016676 = -297845.885141 nChanged 365 SP:Iteration 4F (5290.957882 sec): 3 clusters Score: Raw -301067.044445 + Penalty 2731.016676 = -298336.027769 nChanged 297 SP:Iteration 5F (5291.009177 sec): 3 clusters Score: Raw -301459.945884 + Penalty 2731.016676 = -298728.929208 nChanged 203 SP:Iteration 6Q (5291.064355 sec): 3 clusters Score: Raw -301799.811126 + Penalty 2731.016676 = -299068.794449 nChanged 170 SP:Iteration 7Q (5291.123740 sec): 3 clusters Score: Raw -302160.939987 + Penalty 2731.016676 = -299429.923310 nChanged 151 SP:Iteration 8Q (5291.162629 sec): 3 clusters Score: Raw -302386.172065 + Penalty 2731.016676 = -299655.155389 nChanged 133 SP:Iteration 9Q (5291.221459 sec): 3 clusters Score: Raw -302523.519811 + Penalty 2731.016676 = -299792.503134 nChanged 88 SP:Iteration 10Q (5291.264801 sec): 3 clusters Score: Raw -302600.595729 + Penalty 2731.016676 = -299869.579053 nChanged 73 SP:Iteration 11Q (5291.320438 sec): 3 clusters Score: Raw -302659.858760 + Penalty 2731.016676 = -299928.842084 nChanged 64 SP:Iteration 12Q (5291.369130 sec): 3 clusters Score: Raw -302708.050231 + Penalty 2731.016676 = -299977.033555 nChanged 55 SP:Iteration 13Q (5291.418779 sec): 3 clusters Score: Raw -302742.452944 + Penalty 2731.016676 = -300011.436268 nChanged 43 SP:Iteration 14Q (5291.470016 sec): 3 clusters Score: Raw -302763.401876 + Penalty 2731.016676 = -300032.385199 nChanged 31 SP:Iteration 15Q (5291.525752 sec): 3 clusters Score: Raw -302780.040439 + Penalty 2731.016676 = -300049.023763 nChanged 33 SP:Iteration 16Q (5291.573168 sec): 3 clusters Score: Raw -302794.160345 + Penalty 2731.016676 = -300063.143668 nChanged 25 SP:Iteration 17Q (5291.625952 sec): 3 clusters Score: Raw -302803.947172 + Penalty 2731.016676 = -300072.930496 nChanged 16 SP:Iteration 18Q (5291.685152 sec): 3 clusters Score: Raw -302809.464945 + Penalty 2731.016676 = -300078.448269 nChanged 11 SP:Iteration 19Q (5291.734715 sec): 3 clusters Score: Raw -302814.544348 + Penalty 2731.016676 = -300083.527672 nChanged 11 SP:Iteration 20F (5291.785976 sec): 3 clusters Score: Raw -302818.293853 + Penalty 2731.016676 = -300087.277176 nChanged 8 SP:Iteration 21Q (5291.839346 sec): 3 clusters Score: Raw -302821.088665 + Penalty 2731.016676 = -300090.071989 nChanged 11 SP:Iteration 22Q (5291.892969 sec): 3 clusters Score: Raw -302824.268593 + Penalty 2731.016676 = -300093.251917 nChanged 10 SP:Iteration 23Q (5291.937766 sec): 3 clusters Score: Raw -302827.071597 + Penalty 2731.016676 = -300096.054920 nChanged 13 SP:Iteration 24Q (5292.006053 sec): 3 clusters Score: Raw -302831.249734 + Penalty 2731.016676 = -300100.233058 nChanged 5 SP:Iteration 25Q (5292.059485 sec): 3 clusters Score: Raw -302832.309483 + Penalty 2731.016676 = -300101.292806 nChanged 3 SP:Iteration 26Q (5292.114555 sec): 3 clusters Score: Raw -302833.316344 + Penalty 2731.016676 = -300102.299668 nChanged 5 SP:Iteration 27Q (5292.164644 sec): 3 clusters Score: Raw -302834.391685 + Penalty 2731.016676 = -300103.375008 nChanged 3 SP:Iteration 28Q (5292.222724 sec): 3 clusters Score: Raw -302834.930335 + Penalty 2731.016676 = -300103.913659 nChanged 2 SP:Iteration 29Q (5292.265224 sec): 3 clusters Score: Raw -302836.493784 + Penalty 2731.016676 = -300105.477107 nChanged 4 SP:Iteration 30Q (5292.333180 sec): 3 clusters Score: Raw -302837.502929 + Penalty 2731.016676 = -300106.486252 nChanged 1 SP:Iteration 31Q (5292.384300 sec): 3 clusters Score: Raw -302837.833759 + Penalty 2731.016676 = -300106.817082 nChanged 1 SP:Iteration 32Q (5292.436388 sec): 3 clusters Score: Raw -302837.917772 + Penalty 2731.016676 = -300106.901096 nChanged 0 SP:Iteration 33F (5292.483382 sec): 3 clusters Score: Raw -302837.917772 + Penalty 2731.016676 = -300106.901096 nChanged 0 Score: Raw -32151537.542199 + Penalty 72520.218247 = -32079017.323952 Splitting cluster 21 changes total score from -32078345.297009 to -32079017.323952 So it's getting split into cluster 34. Trying to split cluster 22 (8354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5303.788548 sec): 2 clusters Score: Raw -569026.488444 + Penalty 1467.455559 = -567559.032886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5303.834966 sec): 3 clusters Score: Raw -564412.370882 + Penalty 2934.911117 = -561477.459765 nChanged 3554 SP:Iteration 1F (5303.893895 sec): 3 clusters Score: Raw -566342.430601 + Penalty 2934.911117 = -563407.519484 nChanged 629 SP:Iteration 2F (5303.955206 sec): 3 clusters Score: Raw -566713.617924 + Penalty 2934.911117 = -563778.706807 nChanged 555 SP:Iteration 3F (5304.020401 sec): 3 clusters Score: Raw -567114.802699 + Penalty 2934.911117 = -564179.891582 nChanged 572 SP:Iteration 4F (5304.069159 sec): 3 clusters Score: Raw -567565.659893 + Penalty 2934.911117 = -564630.748776 nChanged 580 SP:Iteration 5F (5304.130788 sec): 3 clusters Score: Raw -567977.623158 + Penalty 2934.911117 = -565042.712041 nChanged 503 SP:Iteration 6F (5304.201070 sec): 3 clusters Score: Raw -568300.170083 + Penalty 2934.911117 = -565365.258966 nChanged 404 SP:Iteration 7Q (5304.261815 sec): 3 clusters Score: Raw -568559.244736 + Penalty 2934.911117 = -565624.333619 nChanged 333 SP:Iteration 8Q (5304.310899 sec): 3 clusters Score: Raw -568740.931757 + Penalty 2934.911117 = -565806.020640 nChanged 255 SP:Iteration 9Q (5304.370502 sec): 3 clusters Score: Raw -568854.446773 + Penalty 2934.911117 = -565919.535656 nChanged 178 SP:Iteration 10Q (5304.427766 sec): 3 clusters Score: Raw -568921.708680 + Penalty 2934.911117 = -565986.797563 nChanged 136 SP:Iteration 11Q (5304.490546 sec): 3 clusters Score: Raw -568971.287327 + Penalty 2934.911117 = -566036.376209 nChanged 98 SP:Iteration 12Q (5304.545455 sec): 3 clusters Score: Raw -568998.121258 + Penalty 2934.911117 = -566063.210141 nChanged 68 SP:Iteration 13Q (5304.617598 sec): 3 clusters Score: Raw -569016.704757 + Penalty 2934.911117 = -566081.793640 nChanged 59 SP:Iteration 14Q (5304.656115 sec): 3 clusters Score: Raw -569030.681788 + Penalty 2934.911117 = -566095.770671 nChanged 44 SP:Iteration 15Q (5304.712523 sec): 3 clusters Score: Raw -569040.084698 + Penalty 2934.911117 = -566105.173581 nChanged 40 SP:Iteration 16Q (5304.770795 sec): 3 clusters Score: Raw -569048.964812 + Penalty 2934.911117 = -566114.053695 nChanged 35 SP:Iteration 17Q (5304.834867 sec): 3 clusters Score: Raw -569055.872043 + Penalty 2934.911117 = -566120.960926 nChanged 31 SP:Iteration 18Q (5304.898565 sec): 3 clusters Score: Raw -569062.622318 + Penalty 2934.911117 = -566127.711200 nChanged 29 SP:Iteration 19Q (5304.955397 sec): 3 clusters Score: Raw -569069.728205 + Penalty 2934.911117 = -566134.817088 nChanged 27 SP:Iteration 20F (5305.016475 sec): 3 clusters Score: Raw -569075.042825 + Penalty 2934.911117 = -566140.131708 nChanged 20 SP:Iteration 21Q (5305.068653 sec): 3 clusters Score: Raw -569078.574253 + Penalty 2934.911117 = -566143.663136 nChanged 19 SP:Iteration 22Q (5305.122805 sec): 3 clusters Score: Raw -569081.343593 + Penalty 2934.911117 = -566146.432476 nChanged 9 SP:Iteration 23Q (5305.179413 sec): 3 clusters Score: Raw -569082.579534 + Penalty 2934.911117 = -566147.668417 nChanged 6 SP:Iteration 24Q (5305.231307 sec): 3 clusters Score: Raw -569083.271338 + Penalty 2934.911117 = -566148.360221 nChanged 9 SP:Iteration 25Q (5305.292069 sec): 3 clusters Score: Raw -569084.691306 + Penalty 2934.911117 = -566149.780189 nChanged 12 SP:Iteration 26Q (5305.353656 sec): 3 clusters Score: Raw -569086.259616 + Penalty 2934.911117 = -566151.348499 nChanged 11 SP:Iteration 27Q (5305.415331 sec): 3 clusters Score: Raw -569087.736570 + Penalty 2934.911117 = -566152.825453 nChanged 9 SP:Iteration 28Q (5305.462651 sec): 3 clusters Score: Raw -569088.907543 + Penalty 2934.911117 = -566153.996426 nChanged 10 SP:Iteration 29Q (5305.530966 sec): 3 clusters Score: Raw -569090.279340 + Penalty 2934.911117 = -566155.368222 nChanged 12 SP:Iteration 30Q (5305.577066 sec): 3 clusters Score: Raw -569091.853103 + Penalty 2934.911117 = -566156.941986 nChanged 7 SP:Iteration 31Q (5305.642030 sec): 3 clusters Score: Raw -569092.761142 + Penalty 2934.911117 = -566157.850025 nChanged 7 SP:Iteration 32Q (5305.695985 sec): 3 clusters Score: Raw -569093.998426 + Penalty 2934.911117 = -566159.087309 nChanged 7 SP:Iteration 33Q (5305.759379 sec): 3 clusters Score: Raw -569095.054616 + Penalty 2934.911117 = -566160.143499 nChanged 2 SP:Iteration 34Q (5305.822829 sec): 3 clusters Score: Raw -569095.198836 + Penalty 2934.911117 = -566160.287718 nChanged 2 SP:Iteration 35Q (5305.873716 sec): 3 clusters Score: Raw -569095.364000 + Penalty 2934.911117 = -566160.452883 nChanged 0 SP:Iteration 36F (5305.930434 sec): 3 clusters Score: Raw -569095.364000 + Penalty 2934.911117 = -566160.452883 nChanged 0 Trying to split cluster 23 (19325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5305.989806 sec): 2 clusters Score: Raw -1340752.212217 + Penalty 1603.737667 = -1339148.474550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5306.071583 sec): 3 clusters Score: Raw -1329182.492285 + Penalty 3207.475334 = -1325975.016952 nChanged 8695 SP:Iteration 1F (5306.138942 sec): 3 clusters Score: Raw -1333954.846219 + Penalty 3207.475334 = -1330747.370885 nChanged 1093 SP:Iteration 2F (5306.224471 sec): 3 clusters Score: Raw -1334506.433434 + Penalty 3207.475334 = -1331298.958100 nChanged 1269 SP:Iteration 3F (5306.311215 sec): 3 clusters Score: Raw -1335380.910702 + Penalty 3207.475334 = -1332173.435368 nChanged 1554 SP:Iteration 4F (5306.375498 sec): 3 clusters Score: Raw -1336664.103405 + Penalty 3207.475334 = -1333456.628071 nChanged 1742 SP:Iteration 5F (5306.464860 sec): 3 clusters Score: Raw -1338262.248265 + Penalty 3207.475334 = -1335054.772931 nChanged 1636 SP:Iteration 6F (5306.529182 sec): 3 clusters Score: Raw -1339762.493896 + Penalty 3207.475334 = -1336555.018562 nChanged 1219 SP:Iteration 7F (5306.606279 sec): 3 clusters Score: Raw -1340761.827518 + Penalty 3207.475334 = -1337554.352184 nChanged 786 SP:Iteration 8Q (5306.690052 sec): 3 clusters Score: Raw -1341323.550447 + Penalty 3207.475334 = -1338116.075113 nChanged 527 SP:Iteration 9Q (5306.766677 sec): 3 clusters Score: Raw -1341641.392325 + Penalty 3207.475334 = -1338433.916991 nChanged 312 SP:Iteration 10Q (5306.845837 sec): 3 clusters Score: Raw -1341795.749975 + Penalty 3207.475334 = -1338588.274641 nChanged 199 SP:Iteration 11Q (5306.924664 sec): 3 clusters Score: Raw -1341872.650066 + Penalty 3207.475334 = -1338665.174733 nChanged 130 SP:Iteration 12Q (5307.014240 sec): 3 clusters Score: Raw -1341914.335365 + Penalty 3207.475334 = -1338706.860031 nChanged 80 SP:Iteration 13Q (5307.086056 sec): 3 clusters Score: Raw -1341935.431741 + Penalty 3207.475334 = -1338727.956407 nChanged 59 SP:Iteration 14Q (5307.161793 sec): 3 clusters Score: Raw -1341949.219318 + Penalty 3207.475334 = -1338741.743985 nChanged 39 SP:Iteration 15Q (5307.244062 sec): 3 clusters Score: Raw -1341957.711191 + Penalty 3207.475334 = -1338750.235857 nChanged 32 SP:Iteration 16Q (5307.319777 sec): 3 clusters Score: Raw -1341964.172751 + Penalty 3207.475334 = -1338756.697417 nChanged 33 SP:Iteration 17Q (5307.395303 sec): 3 clusters Score: Raw -1341970.865023 + Penalty 3207.475334 = -1338763.389689 nChanged 16 SP:Iteration 18Q (5307.474689 sec): 3 clusters Score: Raw -1341974.294869 + Penalty 3207.475334 = -1338766.819536 nChanged 12 SP:Iteration 19Q (5307.556027 sec): 3 clusters Score: Raw -1341977.074351 + Penalty 3207.475334 = -1338769.599017 nChanged 13 SP:Iteration 20F (5307.634198 sec): 3 clusters Score: Raw -1341979.511701 + Penalty 3207.475334 = -1338772.036367 nChanged 11 SP:Iteration 21Q (5307.717829 sec): 3 clusters Score: Raw -1341982.452638 + Penalty 3207.475334 = -1338774.977304 nChanged 11 SP:Iteration 22Q (5307.796211 sec): 3 clusters Score: Raw -1341985.153439 + Penalty 3207.475334 = -1338777.678105 nChanged 13 SP:Iteration 23Q (5307.875728 sec): 3 clusters Score: Raw -1341987.868065 + Penalty 3207.475334 = -1338780.392731 nChanged 10 SP:Iteration 24Q (5307.947237 sec): 3 clusters Score: Raw -1341989.354951 + Penalty 3207.475334 = -1338781.879617 nChanged 10 SP:Iteration 25Q (5308.026885 sec): 3 clusters Score: Raw -1341991.645097 + Penalty 3207.475334 = -1338784.169763 nChanged 8 SP:Iteration 26Q (5308.096740 sec): 3 clusters Score: Raw -1341993.072412 + Penalty 3207.475334 = -1338785.597078 nChanged 0 SP:Iteration 27F (5308.172291 sec): 3 clusters Score: Raw -1341993.072412 + Penalty 3207.475334 = -1338785.597078 nChanged 0 Trying to split cluster 24 (445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5308.202402 sec): 2 clusters Score: Raw -20544.634475 + Penalty 990.937071 = -19553.697405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5308.239895 sec): 3 clusters Score: Raw -20559.772980 + Penalty 1981.874142 = -18577.898839 nChanged 112 SP:Iteration 1F (5308.293830 sec): 3 clusters Score: Raw -20876.494001 + Penalty 1981.874142 = -18894.619859 nChanged 39 SP:Iteration 2F (5308.332542 sec): 3 clusters Score: Raw -20988.754054 + Penalty 1981.874142 = -19006.879912 nChanged 19 SP:Iteration 3Q (5308.372800 sec): 3 clusters Score: Raw -21075.720895 + Penalty 1981.874142 = -19093.846753 nChanged 13 SP:Iteration 4Q (5308.418354 sec): 3 clusters Score: Raw -21123.881661 + Penalty 1981.874142 = -19142.007519 nChanged 7 SP:Iteration 5Q (5308.469908 sec): 3 clusters Score: Raw -21147.364782 + Penalty 1981.874142 = -19165.490640 nChanged 8 SP:Iteration 6Q (5308.509281 sec): 3 clusters Score: Raw -21171.232277 + Penalty 1981.874142 = -19189.358136 nChanged 6 SP:Iteration 7Q (5308.560691 sec): 3 clusters Score: Raw -21193.127148 + Penalty 1981.874142 = -19211.253006 nChanged 2 SP:Iteration 8Q (5308.603058 sec): 3 clusters Score: Raw -21196.961557 + Penalty 1981.874142 = -19215.087416 nChanged 2 SP:Iteration 9Q (5308.642933 sec): 3 clusters Score: Raw -21204.637705 + Penalty 1981.874142 = -19222.763563 nChanged 2 SP:Iteration 10Q (5308.690622 sec): 3 clusters Score: Raw -21207.384707 + Penalty 1981.874142 = -19225.510565 nChanged 0 SP:Iteration 11F (5308.726281 sec): 3 clusters Score: Raw -21207.384707 + Penalty 1981.874142 = -19225.510565 nChanged 0 Trying to split cluster 25 (5335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5308.763195 sec): 2 clusters Score: Raw -365167.623722 + Penalty 1394.582177 = -363773.041546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5308.822840 sec): 3 clusters Score: Raw -362396.710424 + Penalty 2789.164353 = -359607.546070 nChanged 2187 SP:Iteration 1F (5308.878529 sec): 3 clusters Score: Raw -363578.944678 + Penalty 2789.164353 = -360789.780324 nChanged 379 SP:Iteration 2F (5308.924669 sec): 3 clusters Score: Raw -363761.895367 + Penalty 2789.164353 = -360972.731013 nChanged 255 SP:Iteration 3Q (5308.975493 sec): 3 clusters Score: Raw -363874.567204 + Penalty 2789.164353 = -361085.402850 nChanged 189 SP:Iteration 4Q (5309.039463 sec): 3 clusters Score: Raw -363953.287074 + Penalty 2789.164353 = -361164.122721 nChanged 163 SP:Iteration 5Q (5309.083079 sec): 3 clusters Score: Raw -364021.353724 + Penalty 2789.164353 = -361232.189371 nChanged 136 SP:Iteration 6Q (5309.146795 sec): 3 clusters Score: Raw -364091.140098 + Penalty 2789.164353 = -361301.975745 nChanged 153 SP:Iteration 7Q (5309.199903 sec): 3 clusters Score: Raw -364161.163261 + Penalty 2789.164353 = -361371.998908 nChanged 161 SP:Iteration 8Q (5309.243258 sec): 3 clusters Score: Raw -364244.280155 + Penalty 2789.164353 = -361455.115802 nChanged 183 SP:Iteration 9Q (5309.300294 sec): 3 clusters Score: Raw -364338.463983 + Penalty 2789.164353 = -361549.299630 nChanged 225 SP:Iteration 10Q (5309.362123 sec): 3 clusters Score: Raw -364483.334260 + Penalty 2789.164353 = -361694.169907 nChanged 261 SP:Iteration 11Q (5309.414369 sec): 3 clusters Score: Raw -364678.931287 + Penalty 2789.164353 = -361889.766933 nChanged 274 SP:Iteration 12F (5309.462703 sec): 3 clusters Score: Raw -364908.472308 + Penalty 2789.164353 = -362119.307955 nChanged 269 SP:Iteration 13F (5309.512374 sec): 3 clusters Score: Raw -365159.353630 + Penalty 2789.164353 = -362370.189277 nChanged 275 SP:Iteration 14F (5309.569099 sec): 3 clusters Score: Raw -365429.019723 + Penalty 2789.164353 = -362639.855370 nChanged 229 SP:Iteration 15Q (5309.618888 sec): 3 clusters Score: Raw -365605.191109 + Penalty 2789.164353 = -362816.026756 nChanged 132 SP:Iteration 16Q (5309.672289 sec): 3 clusters Score: Raw -365676.966727 + Penalty 2789.164353 = -362887.802374 nChanged 75 SP:Iteration 17Q (5309.724178 sec): 3 clusters Score: Raw -365711.604402 + Penalty 2789.164353 = -362922.440049 nChanged 58 SP:Iteration 18Q (5309.781960 sec): 3 clusters Score: Raw -365736.358832 + Penalty 2789.164353 = -362947.194479 nChanged 47 SP:Iteration 19Q (5309.843436 sec): 3 clusters Score: Raw -365753.040068 + Penalty 2789.164353 = -362963.875715 nChanged 29 SP:Iteration 20F (5309.903007 sec): 3 clusters Score: Raw -365764.431955 + Penalty 2789.164353 = -362975.267602 nChanged 31 SP:Iteration 21Q (5309.952530 sec): 3 clusters Score: Raw -365776.544047 + Penalty 2789.164353 = -362987.379693 nChanged 12 SP:Iteration 22Q (5310.005431 sec): 3 clusters Score: Raw -365779.723441 + Penalty 2789.164353 = -362990.559088 nChanged 10 SP:Iteration 23Q (5310.052788 sec): 3 clusters Score: Raw -365783.000532 + Penalty 2789.164353 = -362993.836179 nChanged 8 SP:Iteration 24Q (5310.109575 sec): 3 clusters Score: Raw -365785.114395 + Penalty 2789.164353 = -362995.950042 nChanged 3 SP:Iteration 25Q (5310.173952 sec): 3 clusters Score: Raw -365786.225468 + Penalty 2789.164353 = -362997.061115 nChanged 3 SP:Iteration 26Q (5310.222165 sec): 3 clusters Score: Raw -365786.932623 + Penalty 2789.164353 = -362997.768270 nChanged 2 SP:Iteration 27Q (5310.273693 sec): 3 clusters Score: Raw -365787.375033 + Penalty 2789.164353 = -362998.210679 nChanged 1 SP:Iteration 28Q (5310.329528 sec): 3 clusters Score: Raw -365787.730004 + Penalty 2789.164353 = -362998.565651 nChanged 3 SP:Iteration 29Q (5310.382620 sec): 3 clusters Score: Raw -365788.519121 + Penalty 2789.164353 = -362999.354768 nChanged 3 SP:Iteration 30Q (5310.428261 sec): 3 clusters Score: Raw -365789.293220 + Penalty 2789.164353 = -363000.128866 nChanged 4 SP:Iteration 31Q (5310.475421 sec): 3 clusters Score: Raw -365789.820650 + Penalty 2789.164353 = -363000.656296 nChanged 0 SP:Iteration 32F (5310.538681 sec): 3 clusters Score: Raw -365789.820650 + Penalty 2789.164353 = -363000.656296 nChanged 0 Trying to split cluster 26 (8944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5310.573047 sec): 2 clusters Score: Raw -518983.554821 + Penalty 1478.544957 = -517505.009864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5310.623678 sec): 3 clusters Score: Raw -514086.369074 + Penalty 2957.089914 = -511129.279161 nChanged 3819 SP:Iteration 1F (5310.680150 sec): 3 clusters Score: Raw -516407.950386 + Penalty 2957.089914 = -513450.860472 nChanged 720 SP:Iteration 2F (5310.739483 sec): 3 clusters Score: Raw -516911.096793 + Penalty 2957.089914 = -513954.006880 nChanged 668 SP:Iteration 3F (5310.795889 sec): 3 clusters Score: Raw -517539.866213 + Penalty 2957.089914 = -514582.776299 nChanged 649 SP:Iteration 4F (5310.861511 sec): 3 clusters Score: Raw -518511.945457 + Penalty 2957.089914 = -515554.855544 nChanged 719 SP:Iteration 5F (5310.923990 sec): 3 clusters Score: Raw -519782.295994 + Penalty 2957.089914 = -516825.206080 nChanged 796 SP:Iteration 6F (5310.989772 sec): 3 clusters Score: Raw -520880.985464 + Penalty 2957.089914 = -517923.895550 nChanged 663 SP:Iteration 7F (5311.049664 sec): 3 clusters Score: Raw -521630.120611 + Penalty 2957.089914 = -518673.030697 nChanged 428 SP:Iteration 8Q (5311.111972 sec): 3 clusters Score: Raw -522183.282862 + Penalty 2957.089914 = -519226.192949 nChanged 244 SP:Iteration 9Q (5311.169669 sec): 3 clusters Score: Raw -522390.125779 + Penalty 2957.089914 = -519433.035866 nChanged 136 SP:Iteration 10Q (5311.229406 sec): 3 clusters Score: Raw -522468.355178 + Penalty 2957.089914 = -519511.265265 nChanged 96 SP:Iteration 11Q (5311.286928 sec): 3 clusters Score: Raw -522500.944523 + Penalty 2957.089914 = -519543.854610 nChanged 61 SP:Iteration 12Q (5311.345017 sec): 3 clusters Score: Raw -522514.765352 + Penalty 2957.089914 = -519557.675439 nChanged 33 SP:Iteration 13Q (5311.415085 sec): 3 clusters Score: Raw -522522.039315 + Penalty 2957.089914 = -519564.949402 nChanged 28 SP:Iteration 14Q (5311.470220 sec): 3 clusters Score: Raw -522530.268420 + Penalty 2957.089914 = -519573.178506 nChanged 24 SP:Iteration 15Q (5311.519374 sec): 3 clusters Score: Raw -522535.488606 + Penalty 2957.089914 = -519578.398693 nChanged 19 SP:Iteration 16Q (5311.581952 sec): 3 clusters Score: Raw -522538.775077 + Penalty 2957.089914 = -519581.685163 nChanged 16 SP:Iteration 17Q (5311.638798 sec): 3 clusters Score: Raw -522541.157151 + Penalty 2957.089914 = -519584.067238 nChanged 10 SP:Iteration 18Q (5311.705475 sec): 3 clusters Score: Raw -522542.188662 + Penalty 2957.089914 = -519585.098749 nChanged 6 SP:Iteration 19Q (5311.762691 sec): 3 clusters Score: Raw -522543.078017 + Penalty 2957.089914 = -519585.988103 nChanged 7 SP:Iteration 20F (5311.829851 sec): 3 clusters Score: Raw -522544.011402 + Penalty 2957.089914 = -519586.921488 nChanged 4 SP:Iteration 21Q (5311.871304 sec): 3 clusters Score: Raw -522544.629964 + Penalty 2957.089914 = -519587.540050 nChanged 7 SP:Iteration 22Q (5311.942629 sec): 3 clusters Score: Raw -522545.335229 + Penalty 2957.089914 = -519588.245316 nChanged 10 SP:Iteration 23Q (5311.998355 sec): 3 clusters Score: Raw -522547.012577 + Penalty 2957.089914 = -519589.922663 nChanged 10 SP:Iteration 24Q (5312.054316 sec): 3 clusters Score: Raw -522548.414954 + Penalty 2957.089914 = -519591.325040 nChanged 8 SP:Iteration 25Q (5312.111848 sec): 3 clusters Score: Raw -522549.172091 + Penalty 2957.089914 = -519592.082177 nChanged 4 SP:Iteration 26Q (5312.163164 sec): 3 clusters Score: Raw -522549.776089 + Penalty 2957.089914 = -519592.686176 nChanged 4 SP:Iteration 27Q (5312.222444 sec): 3 clusters Score: Raw -522550.109118 + Penalty 2957.089914 = -519593.019204 nChanged 3 SP:Iteration 28Q (5312.282127 sec): 3 clusters Score: Raw -522550.260071 + Penalty 2957.089914 = -519593.170158 nChanged 0 SP:Iteration 29F (5312.349411 sec): 3 clusters Score: Raw -522550.260071 + Penalty 2957.089914 = -519593.170158 nChanged 0 Score: Raw -32155104.247449 + Penalty 74653.165843 = -32080451.081607 Splitting cluster 26 changes total score from -32078345.297009 to -32080451.081607 So it's getting split into cluster 35. Trying to split cluster 27 (31010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5323.472455 sec): 2 clusters Score: Raw -2037647.749783 + Penalty 1680.585564 = -2035967.164219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5323.569684 sec): 3 clusters Score: Raw -2018518.916088 + Penalty 3361.171129 = -2015157.744959 nChanged 14295 SP:Iteration 1F (5323.679459 sec): 3 clusters Score: Raw -2026998.635298 + Penalty 3361.171129 = -2023637.464169 nChanged 2254 SP:Iteration 2F (5323.778080 sec): 3 clusters Score: Raw -2028872.144158 + Penalty 3361.171129 = -2025510.973029 nChanged 2754 SP:Iteration 3F (5323.873194 sec): 3 clusters Score: Raw -2031800.486422 + Penalty 3361.171129 = -2028439.315293 nChanged 2956 SP:Iteration 4F (5323.977591 sec): 3 clusters Score: Raw -2034815.344889 + Penalty 3361.171129 = -2031454.173760 nChanged 2478 SP:Iteration 5F (5324.072864 sec): 3 clusters Score: Raw -2036674.236088 + Penalty 3361.171129 = -2033313.064959 nChanged 1700 SP:Iteration 6F (5324.170311 sec): 3 clusters Score: Raw -2037552.310134 + Penalty 3361.171129 = -2034191.139005 nChanged 1111 SP:Iteration 7Q (5324.280651 sec): 3 clusters Score: Raw -2037987.222018 + Penalty 3361.171129 = -2034626.050889 nChanged 783 SP:Iteration 8Q (5324.371033 sec): 3 clusters Score: Raw -2038273.643360 + Penalty 3361.171129 = -2034912.472231 nChanged 721 SP:Iteration 9Q (5324.482366 sec): 3 clusters Score: Raw -2038554.378149 + Penalty 3361.171129 = -2035193.207020 nChanged 688 SP:Iteration 10Q (5324.577749 sec): 3 clusters Score: Raw -2038831.956607 + Penalty 3361.171129 = -2035470.785478 nChanged 652 SP:Iteration 11Q (5324.676958 sec): 3 clusters Score: Raw -2039094.298333 + Penalty 3361.171129 = -2035733.127204 nChanged 631 SP:Iteration 12Q (5324.780582 sec): 3 clusters Score: Raw -2039343.610608 + Penalty 3361.171129 = -2035982.439480 nChanged 550 SP:Iteration 13Q (5324.883097 sec): 3 clusters Score: Raw -2039542.536502 + Penalty 3361.171129 = -2036181.365373 nChanged 476 SP:Iteration 14Q (5324.975659 sec): 3 clusters Score: Raw -2039698.585753 + Penalty 3361.171129 = -2036337.414624 nChanged 409 SP:Iteration 15Q (5325.080783 sec): 3 clusters Score: Raw -2039804.430177 + Penalty 3361.171129 = -2036443.259048 nChanged 343 SP:Iteration 16Q (5325.170084 sec): 3 clusters Score: Raw -2039877.837922 + Penalty 3361.171129 = -2036516.666793 nChanged 288 SP:Iteration 17Q (5325.256698 sec): 3 clusters Score: Raw -2039932.836392 + Penalty 3361.171129 = -2036571.665263 nChanged 228 SP:Iteration 18Q (5325.350523 sec): 3 clusters Score: Raw -2039970.579670 + Penalty 3361.171129 = -2036609.408541 nChanged 194 SP:Iteration 19Q (5325.447871 sec): 3 clusters Score: Raw -2040000.175883 + Penalty 3361.171129 = -2036639.004754 nChanged 170 SP:Iteration 20F (5325.540093 sec): 3 clusters Score: Raw -2040025.341011 + Penalty 3361.171129 = -2036664.169882 nChanged 168 SP:Iteration 21Q (5325.634995 sec): 3 clusters Score: Raw -2040050.310155 + Penalty 3361.171129 = -2036689.139026 nChanged 156 SP:Iteration 22Q (5325.743078 sec): 3 clusters Score: Raw -2040070.950926 + Penalty 3361.171129 = -2036709.779797 nChanged 154 SP:Iteration 23Q (5325.841183 sec): 3 clusters Score: Raw -2040089.476769 + Penalty 3361.171129 = -2036728.305641 nChanged 133 SP:Iteration 24Q (5325.920951 sec): 3 clusters Score: Raw -2040105.127896 + Penalty 3361.171129 = -2036743.956767 nChanged 104 SP:Iteration 25Q (5326.024081 sec): 3 clusters Score: Raw -2040114.526950 + Penalty 3361.171129 = -2036753.355821 nChanged 77 SP:Iteration 26Q (5326.135074 sec): 3 clusters Score: Raw -2040120.780756 + Penalty 3361.171129 = -2036759.609627 nChanged 72 SP:Iteration 27Q (5326.237300 sec): 3 clusters Score: Raw -2040127.805785 + Penalty 3361.171129 = -2036766.634656 nChanged 83 SP:Iteration 28Q (5326.329851 sec): 3 clusters Score: Raw -2040134.872618 + Penalty 3361.171129 = -2036773.701489 nChanged 74 SP:Iteration 29Q (5326.429457 sec): 3 clusters Score: Raw -2040141.405635 + Penalty 3361.171129 = -2036780.234506 nChanged 65 SP:Iteration 30Q (5326.515588 sec): 3 clusters Score: Raw -2040146.049210 + Penalty 3361.171129 = -2036784.878081 nChanged 52 SP:Iteration 31Q (5326.622499 sec): 3 clusters Score: Raw -2040150.058021 + Penalty 3361.171129 = -2036788.886892 nChanged 46 SP:Iteration 32Q (5326.708940 sec): 3 clusters Score: Raw -2040153.423124 + Penalty 3361.171129 = -2036792.251996 nChanged 46 SP:Iteration 33Q (5326.808791 sec): 3 clusters Score: Raw -2040156.669491 + Penalty 3361.171129 = -2036795.498362 nChanged 42 SP:Iteration 34Q (5326.897044 sec): 3 clusters Score: Raw -2040159.258896 + Penalty 3361.171129 = -2036798.087767 nChanged 38 SP:Iteration 35Q (5326.987712 sec): 3 clusters Score: Raw -2040161.631376 + Penalty 3361.171129 = -2036800.460247 nChanged 36 SP:Iteration 36Q (5327.088842 sec): 3 clusters Score: Raw -2040163.468464 + Penalty 3361.171129 = -2036802.297335 nChanged 23 SP:Iteration 37Q (5327.193788 sec): 3 clusters Score: Raw -2040164.702122 + Penalty 3361.171129 = -2036803.530993 nChanged 26 SP:Iteration 38Q (5327.290406 sec): 3 clusters Score: Raw -2040166.108501 + Penalty 3361.171129 = -2036804.937372 nChanged 21 SP:Iteration 39Q (5327.380169 sec): 3 clusters Score: Raw -2040167.094798 + Penalty 3361.171129 = -2036805.923669 nChanged 15 SP:Iteration 40F (5327.485277 sec): 3 clusters Score: Raw -2040167.850292 + Penalty 3361.171129 = -2036806.679163 nChanged 14 SP:Iteration 41Q (5327.578799 sec): 3 clusters Score: Raw -2040168.426116 + Penalty 3361.171129 = -2036807.254987 nChanged 11 SP:Iteration 42Q (5327.670533 sec): 3 clusters Score: Raw -2040169.030713 + Penalty 3361.171129 = -2036807.859584 nChanged 12 SP:Iteration 43Q (5327.769519 sec): 3 clusters Score: Raw -2040169.635299 + Penalty 3361.171129 = -2036808.464170 nChanged 9 SP:Iteration 44Q (5327.856827 sec): 3 clusters Score: Raw -2040169.946855 + Penalty 3361.171129 = -2036808.775727 nChanged 9 SP:Iteration 45Q (5327.956491 sec): 3 clusters Score: Raw -2040170.297192 + Penalty 3361.171129 = -2036809.126063 nChanged 12 SP:Iteration 46Q (5328.064201 sec): 3 clusters Score: Raw -2040170.999277 + Penalty 3361.171129 = -2036809.828149 nChanged 11 SP:Iteration 47Q (5328.159103 sec): 3 clusters Score: Raw -2040171.453615 + Penalty 3361.171129 = -2036810.282486 nChanged 12 SP:Iteration 48Q (5328.254284 sec): 3 clusters Score: Raw -2040171.987280 + Penalty 3361.171129 = -2036810.816151 nChanged 10 SP:Iteration 49Q (5328.339047 sec): 3 clusters Score: Raw -2040172.340066 + Penalty 3361.171129 = -2036811.168937 nChanged 4 SP:Iteration 50Q (5328.442128 sec): 3 clusters Score: Raw -2040172.506594 + Penalty 3361.171129 = -2036811.335465 nChanged 3 SP:Iteration 51Q (5328.533094 sec): 3 clusters Score: Raw -2040172.578183 + Penalty 3361.171129 = -2036811.407054 nChanged 3 SP:Iteration 52Q (5328.634196 sec): 3 clusters Score: Raw -2040172.694696 + Penalty 3361.171129 = -2036811.523567 nChanged 2 SP:Iteration 53Q (5328.731031 sec): 3 clusters Score: Raw -2040172.737043 + Penalty 3361.171129 = -2036811.565914 nChanged 2 SP:Iteration 54Q (5328.822124 sec): 3 clusters Score: Raw -2040172.843102 + Penalty 3361.171129 = -2036811.671973 nChanged 8 SP:Iteration 55Q (5328.914373 sec): 3 clusters Score: Raw -2040173.111649 + Penalty 3361.171129 = -2036811.940520 nChanged 6 SP:Iteration 56Q (5329.017435 sec): 3 clusters Score: Raw -2040173.366972 + Penalty 3361.171129 = -2036812.195843 nChanged 8 SP:Iteration 57Q (5329.113787 sec): 3 clusters Score: Raw -2040173.743044 + Penalty 3361.171129 = -2036812.571915 nChanged 8 SP:Iteration 58Q (5329.212828 sec): 3 clusters Score: Raw -2040174.142685 + Penalty 3361.171129 = -2036812.971556 nChanged 6 SP:Iteration 59Q (5329.300060 sec): 3 clusters Score: Raw -2040174.539484 + Penalty 3361.171129 = -2036813.368355 nChanged 12 SP:Iteration 60F (5329.396899 sec): 3 clusters Score: Raw -2040175.028733 + Penalty 3361.171129 = -2036813.857604 nChanged 9 SP:Iteration 61Q (5329.490685 sec): 3 clusters Score: Raw -2040175.332240 + Penalty 3361.171129 = -2036814.161111 nChanged 4 SP:Iteration 62Q (5329.584666 sec): 3 clusters Score: Raw -2040175.495212 + Penalty 3361.171129 = -2036814.324083 nChanged 6 SP:Iteration 63Q (5329.668829 sec): 3 clusters Score: Raw -2040175.708151 + Penalty 3361.171129 = -2036814.537022 nChanged 6 SP:Iteration 64Q (5329.768112 sec): 3 clusters Score: Raw -2040175.904564 + Penalty 3361.171129 = -2036814.733435 nChanged 2 SP:Iteration 65Q (5329.865312 sec): 3 clusters Score: Raw -2040175.996529 + Penalty 3361.171129 = -2036814.825400 nChanged 0 SP:Iteration 66F (5329.975708 sec): 3 clusters Score: Raw -2040175.996529 + Penalty 3361.171129 = -2036814.825400 nChanged 0 Score: Raw -32157632.494195 + Penalty 76786.113438 = -32080846.380756 Splitting cluster 27 changes total score from -32078345.297009 to -32080846.380756 So it's getting split into cluster 36. Trying to split cluster 28 (1655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5341.327872 sec): 2 clusters Score: Raw -96394.418574 + Penalty 1204.377897 = -95190.040677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5341.376511 sec): 3 clusters Score: Raw -95771.594950 + Penalty 2408.755794 = -93362.839156 nChanged 571 SP:Iteration 1F (5341.433748 sec): 3 clusters Score: Raw -96230.191943 + Penalty 2408.755794 = -93821.436149 nChanged 141 SP:Iteration 2F (5341.482349 sec): 3 clusters Score: Raw -96418.612942 + Penalty 2408.755794 = -94009.857149 nChanged 122 SP:Iteration 3F (5341.524897 sec): 3 clusters Score: Raw -96592.402586 + Penalty 2408.755794 = -94183.646793 nChanged 102 SP:Iteration 4F (5341.575694 sec): 3 clusters Score: Raw -96720.630828 + Penalty 2408.755794 = -94311.875034 nChanged 95 SP:Iteration 5F (5341.610310 sec): 3 clusters Score: Raw -96850.158968 + Penalty 2408.755794 = -94441.403175 nChanged 70 SP:Iteration 6Q (5341.666906 sec): 3 clusters Score: Raw -96916.917344 + Penalty 2408.755794 = -94508.161551 nChanged 44 SP:Iteration 7Q (5341.705884 sec): 3 clusters Score: Raw -96960.664683 + Penalty 2408.755794 = -94551.908889 nChanged 40 SP:Iteration 8Q (5341.763621 sec): 3 clusters Score: Raw -97008.213609 + Penalty 2408.755794 = -94599.457815 nChanged 48 SP:Iteration 9Q (5341.808777 sec): 3 clusters Score: Raw -97050.862431 + Penalty 2408.755794 = -94642.106637 nChanged 25 SP:Iteration 10Q (5341.852792 sec): 3 clusters Score: Raw -97068.646360 + Penalty 2408.755794 = -94659.890567 nChanged 18 SP:Iteration 11Q (5341.891185 sec): 3 clusters Score: Raw -97081.614881 + Penalty 2408.755794 = -94672.859087 nChanged 15 SP:Iteration 12Q (5341.941282 sec): 3 clusters Score: Raw -97088.878218 + Penalty 2408.755794 = -94680.122424 nChanged 14 SP:Iteration 13Q (5341.989200 sec): 3 clusters Score: Raw -97095.995371 + Penalty 2408.755794 = -94687.239577 nChanged 4 SP:Iteration 14Q (5342.028385 sec): 3 clusters Score: Raw -97098.251453 + Penalty 2408.755794 = -94689.495660 nChanged 2 SP:Iteration 15Q (5342.072880 sec): 3 clusters Score: Raw -97101.057828 + Penalty 2408.755794 = -94692.302035 nChanged 3 SP:Iteration 16Q (5342.119257 sec): 3 clusters Score: Raw -97102.785403 + Penalty 2408.755794 = -94694.029610 nChanged 3 SP:Iteration 17Q (5342.157159 sec): 3 clusters Score: Raw -97104.502990 + Penalty 2408.755794 = -94695.747197 nChanged 2 SP:Iteration 18Q (5342.204084 sec): 3 clusters Score: Raw -97105.834538 + Penalty 2408.755794 = -94697.078744 nChanged 4 SP:Iteration 19Q (5342.257021 sec): 3 clusters Score: Raw -97107.281573 + Penalty 2408.755794 = -94698.525780 nChanged 0 SP:Iteration 20F (5342.298035 sec): 3 clusters Score: Raw -97113.026652 + Penalty 2408.755794 = -94704.270858 nChanged 4 SP:Iteration 21Q (5342.329398 sec): 3 clusters Score: Raw -97177.489417 + Penalty 2408.755794 = -94768.733623 nChanged 16 SP:Iteration 22Q (5342.373169 sec): 3 clusters Score: Raw -97193.890990 + Penalty 2408.755794 = -94785.135197 nChanged 12 SP:Iteration 23Q (5342.422678 sec): 3 clusters Score: Raw -97201.930930 + Penalty 2408.755794 = -94793.175136 nChanged 5 SP:Iteration 24Q (5342.471576 sec): 3 clusters Score: Raw -97206.293676 + Penalty 2408.755794 = -94797.537882 nChanged 6 SP:Iteration 25Q (5342.518672 sec): 3 clusters Score: Raw -97209.673735 + Penalty 2408.755794 = -94800.917942 nChanged 4 SP:Iteration 26Q (5342.563161 sec): 3 clusters Score: Raw -97212.093340 + Penalty 2408.755794 = -94803.337546 nChanged 1 SP:Iteration 27Q (5342.606109 sec): 3 clusters Score: Raw -97212.382320 + Penalty 2408.755794 = -94803.626526 nChanged 0 SP:Iteration 28F (5342.644376 sec): 3 clusters Score: Raw -97212.382320 + Penalty 2408.755794 = -94803.626526 nChanged 0 Trying to split cluster 29 (9209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5342.686359 sec): 2 clusters Score: Raw -606853.491970 + Penalty 1483.289689 = -605370.202282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5342.748114 sec): 3 clusters Score: Raw -601689.826949 + Penalty 2966.579377 = -598723.247572 nChanged 3928 SP:Iteration 1F (5342.812042 sec): 3 clusters Score: Raw -603809.775841 + Penalty 2966.579377 = -600843.196464 nChanged 607 SP:Iteration 2F (5342.868988 sec): 3 clusters Score: Raw -604100.228945 + Penalty 2966.579377 = -601133.649568 nChanged 548 SP:Iteration 3F (5342.934563 sec): 3 clusters Score: Raw -604362.624633 + Penalty 2966.579377 = -601396.045255 nChanged 495 SP:Iteration 4F (5342.992496 sec): 3 clusters Score: Raw -604594.756445 + Penalty 2966.579377 = -601628.177068 nChanged 439 SP:Iteration 5Q (5343.050989 sec): 3 clusters Score: Raw -604815.918656 + Penalty 2966.579377 = -601849.339278 nChanged 435 SP:Iteration 6Q (5343.105873 sec): 3 clusters Score: Raw -605039.340168 + Penalty 2966.579377 = -602072.760791 nChanged 419 SP:Iteration 7Q (5343.166998 sec): 3 clusters Score: Raw -605266.450166 + Penalty 2966.579377 = -602299.870788 nChanged 421 SP:Iteration 8Q (5343.231289 sec): 3 clusters Score: Raw -605531.887096 + Penalty 2966.579377 = -602565.307718 nChanged 428 SP:Iteration 9Q (5343.296126 sec): 3 clusters Score: Raw -605814.374712 + Penalty 2966.579377 = -602847.795335 nChanged 388 SP:Iteration 10Q (5343.349213 sec): 3 clusters Score: Raw -606077.165920 + Penalty 2966.579377 = -603110.586543 nChanged 325 SP:Iteration 11Q (5343.423896 sec): 3 clusters Score: Raw -606312.033376 + Penalty 2966.579377 = -603345.453998 nChanged 259 SP:Iteration 12Q (5343.473874 sec): 3 clusters Score: Raw -606490.413666 + Penalty 2966.579377 = -603523.834289 nChanged 215 SP:Iteration 13Q (5343.539622 sec): 3 clusters Score: Raw -606643.171927 + Penalty 2966.579377 = -603676.592550 nChanged 178 SP:Iteration 14Q (5343.591097 sec): 3 clusters Score: Raw -606759.474574 + Penalty 2966.579377 = -603792.895197 nChanged 123 SP:Iteration 15Q (5343.642504 sec): 3 clusters Score: Raw -606846.756588 + Penalty 2966.579377 = -603880.177211 nChanged 91 SP:Iteration 16Q (5343.709725 sec): 3 clusters Score: Raw -606908.167804 + Penalty 2966.579377 = -603941.588427 nChanged 59 SP:Iteration 17Q (5343.763458 sec): 3 clusters Score: Raw -606943.335601 + Penalty 2966.579377 = -603976.756224 nChanged 31 SP:Iteration 18Q (5343.821937 sec): 3 clusters Score: Raw -606965.614548 + Penalty 2966.579377 = -603999.035171 nChanged 29 SP:Iteration 19Q (5343.866833 sec): 3 clusters Score: Raw -606984.460156 + Penalty 2966.579377 = -604017.880779 nChanged 26 SP:Iteration 20F (5343.932519 sec): 3 clusters Score: Raw -607000.422612 + Penalty 2966.579377 = -604033.843235 nChanged 22 SP:Iteration 21Q (5343.985241 sec): 3 clusters Score: Raw -607017.627170 + Penalty 2966.579377 = -604051.047793 nChanged 25 SP:Iteration 22Q (5344.053498 sec): 3 clusters Score: Raw -607038.876010 + Penalty 2966.579377 = -604072.296632 nChanged 25 SP:Iteration 23Q (5344.103751 sec): 3 clusters Score: Raw -607054.833165 + Penalty 2966.579377 = -604088.253788 nChanged 12 SP:Iteration 24Q (5344.161051 sec): 3 clusters Score: Raw -607063.071551 + Penalty 2966.579377 = -604096.492173 nChanged 14 SP:Iteration 25Q (5344.219861 sec): 3 clusters Score: Raw -607073.873283 + Penalty 2966.579377 = -604107.293906 nChanged 12 SP:Iteration 26Q (5344.282563 sec): 3 clusters Score: Raw -607082.781482 + Penalty 2966.579377 = -604116.202105 nChanged 10 SP:Iteration 27Q (5344.343362 sec): 3 clusters Score: Raw -607088.807074 + Penalty 2966.579377 = -604122.227697 nChanged 10 SP:Iteration 28Q (5344.402238 sec): 3 clusters Score: Raw -607095.494401 + Penalty 2966.579377 = -604128.915024 nChanged 7 SP:Iteration 29Q (5344.473281 sec): 3 clusters Score: Raw -607103.703135 + Penalty 2966.579377 = -604137.123758 nChanged 5 SP:Iteration 30Q (5344.524855 sec): 3 clusters Score: Raw -607106.668808 + Penalty 2966.579377 = -604140.089431 nChanged 2 SP:Iteration 31Q (5344.589893 sec): 3 clusters Score: Raw -607107.458874 + Penalty 2966.579377 = -604140.879497 nChanged 2 SP:Iteration 32Q (5344.645115 sec): 3 clusters Score: Raw -607108.045624 + Penalty 2966.579377 = -604141.466247 nChanged 1 SP:Iteration 33Q (5344.698960 sec): 3 clusters Score: Raw -607108.962526 + Penalty 2966.579377 = -604142.383148 nChanged 2 SP:Iteration 34Q (5344.762027 sec): 3 clusters Score: Raw -607111.409525 + Penalty 2966.579377 = -604144.830147 nChanged 2 SP:Iteration 35Q (5344.813450 sec): 3 clusters Score: Raw -607114.134676 + Penalty 2966.579377 = -604147.555299 nChanged 2 SP:Iteration 36Q (5344.877512 sec): 3 clusters Score: Raw -607115.344285 + Penalty 2966.579377 = -604148.764907 nChanged 3 SP:Iteration 37Q (5344.931751 sec): 3 clusters Score: Raw -607116.630739 + Penalty 2966.579377 = -604150.051362 nChanged 2 SP:Iteration 38Q (5344.985181 sec): 3 clusters Score: Raw -607117.386202 + Penalty 2966.579377 = -604150.806824 nChanged 2 SP:Iteration 39Q (5345.052647 sec): 3 clusters Score: Raw -607118.390181 + Penalty 2966.579377 = -604151.810803 nChanged 0 SP:Iteration 40F (5345.114168 sec): 3 clusters Score: Raw -607118.390181 + Penalty 2966.579377 = -604151.810803 nChanged 0 Trying to split cluster 30 (4769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5345.141090 sec): 2 clusters Score: Raw -307873.682792 + Penalty 1376.357437 = -306497.325355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5345.189047 sec): 3 clusters Score: Raw -305400.701824 + Penalty 2752.714873 = -302647.986951 nChanged 1955 SP:Iteration 1F (5345.231490 sec): 3 clusters Score: Raw -306544.766416 + Penalty 2752.714873 = -303792.051543 nChanged 383 SP:Iteration 2F (5345.281897 sec): 3 clusters Score: Raw -306816.307707 + Penalty 2752.714873 = -304063.592834 nChanged 297 SP:Iteration 3F (5345.340472 sec): 3 clusters Score: Raw -307028.443420 + Penalty 2752.714873 = -304275.728547 nChanged 255 SP:Iteration 4F (5345.394495 sec): 3 clusters Score: Raw -307201.260623 + Penalty 2752.714873 = -304448.545750 nChanged 246 SP:Iteration 5F (5345.449157 sec): 3 clusters Score: Raw -307369.405506 + Penalty 2752.714873 = -304616.690633 nChanged 226 SP:Iteration 6Q (5345.502980 sec): 3 clusters Score: Raw -307541.080974 + Penalty 2752.714873 = -304788.366101 nChanged 239 SP:Iteration 7F (5345.544403 sec): 3 clusters Score: Raw -307727.659109 + Penalty 2752.714873 = -304974.944235 nChanged 237 SP:Iteration 8Q (5345.592551 sec): 3 clusters Score: Raw -307890.009501 + Penalty 2752.714873 = -305137.294627 nChanged 192 SP:Iteration 9Q (5345.658561 sec): 3 clusters Score: Raw -308025.904508 + Penalty 2752.714873 = -305273.189634 nChanged 178 SP:Iteration 10Q (5345.702407 sec): 3 clusters Score: Raw -308172.088996 + Penalty 2752.714873 = -305419.374123 nChanged 160 SP:Iteration 11Q (5345.749970 sec): 3 clusters Score: Raw -308319.916606 + Penalty 2752.714873 = -305567.201733 nChanged 141 SP:Iteration 12Q (5345.792617 sec): 3 clusters Score: Raw -308448.196595 + Penalty 2752.714873 = -305695.481722 nChanged 116 SP:Iteration 13Q (5345.850260 sec): 3 clusters Score: Raw -308553.655881 + Penalty 2752.714873 = -305800.941007 nChanged 105 SP:Iteration 14Q (5345.904348 sec): 3 clusters Score: Raw -308635.302643 + Penalty 2752.714873 = -305882.587770 nChanged 76 SP:Iteration 15Q (5345.956351 sec): 3 clusters Score: Raw -308681.694798 + Penalty 2752.714873 = -305928.979924 nChanged 53 SP:Iteration 16Q (5346.000636 sec): 3 clusters Score: Raw -308709.460028 + Penalty 2752.714873 = -305956.745154 nChanged 42 SP:Iteration 17Q (5346.057205 sec): 3 clusters Score: Raw -308728.083123 + Penalty 2752.714873 = -305975.368250 nChanged 21 SP:Iteration 18Q (5346.114389 sec): 3 clusters Score: Raw -308735.710306 + Penalty 2752.714873 = -305982.995433 nChanged 26 SP:Iteration 19Q (5346.158115 sec): 3 clusters Score: Raw -308745.984653 + Penalty 2752.714873 = -305993.269779 nChanged 21 SP:Iteration 20F (5346.209639 sec): 3 clusters Score: Raw -308754.540125 + Penalty 2752.714873 = -306001.825252 nChanged 22 SP:Iteration 21Q (5346.262479 sec): 3 clusters Score: Raw -308763.847322 + Penalty 2752.714873 = -306011.132448 nChanged 16 SP:Iteration 22Q (5346.315280 sec): 3 clusters Score: Raw -308769.199991 + Penalty 2752.714873 = -306016.485118 nChanged 17 SP:Iteration 23Q (5346.364235 sec): 3 clusters Score: Raw -308775.020856 + Penalty 2752.714873 = -306022.305983 nChanged 12 SP:Iteration 24Q (5346.417489 sec): 3 clusters Score: Raw -308781.152329 + Penalty 2752.714873 = -306028.437456 nChanged 11 SP:Iteration 25Q (5346.477878 sec): 3 clusters Score: Raw -308785.346756 + Penalty 2752.714873 = -306032.631883 nChanged 8 SP:Iteration 26Q (5346.521314 sec): 3 clusters Score: Raw -308788.027617 + Penalty 2752.714873 = -306035.312743 nChanged 10 SP:Iteration 27Q (5346.576512 sec): 3 clusters Score: Raw -308790.379639 + Penalty 2752.714873 = -306037.664766 nChanged 8 SP:Iteration 28Q (5346.631629 sec): 3 clusters Score: Raw -308792.111755 + Penalty 2752.714873 = -306039.396882 nChanged 6 SP:Iteration 29Q (5346.678326 sec): 3 clusters Score: Raw -308794.136223 + Penalty 2752.714873 = -306041.421350 nChanged 7 SP:Iteration 30Q (5346.740973 sec): 3 clusters Score: Raw -308795.753414 + Penalty 2752.714873 = -306043.038540 nChanged 3 SP:Iteration 31Q (5346.779160 sec): 3 clusters Score: Raw -308796.396539 + Penalty 2752.714873 = -306043.681666 nChanged 3 SP:Iteration 32Q (5346.824413 sec): 3 clusters Score: Raw -308797.087104 + Penalty 2752.714873 = -306044.372230 nChanged 2 SP:Iteration 33Q (5346.877113 sec): 3 clusters Score: Raw -308797.409725 + Penalty 2752.714873 = -306044.694851 nChanged 0 SP:Iteration 34F (5346.928097 sec): 3 clusters Score: Raw -308797.409725 + Penalty 2752.714873 = -306044.694851 nChanged 0 Iteration 59Q (5352.316063 sec): 37 clusters Score: Raw -32159566.575508 + Penalty 76786.113438 = -32082780.462069 nChanged 4019 Iteration 60F (5363.582102 sec): 37 clusters Score: Raw -32161290.678344 + Penalty 76786.113438 = -32084504.564905 nChanged 2828 Iteration 61Q (5368.087781 sec): 37 clusters Score: Raw -32162132.217079 + Penalty 76786.113438 = -32085346.103641 nChanged 1935 Iteration 62Q (5372.529364 sec): 37 clusters Score: Raw -32162535.039778 + Penalty 76786.113438 = -32085748.926340 nChanged 1668 Iteration 63Q (5377.214889 sec): 37 clusters Score: Raw -32162803.341334 + Penalty 76786.113438 = -32086017.227895 nChanged 1485 Iteration 64Q (5382.183734 sec): 37 clusters Score: Raw -32163005.912794 + Penalty 76786.113438 = -32086219.799356 nChanged 1285 Iteration 65Q (5387.161389 sec): 37 clusters Score: Raw -32163152.818252 + Penalty 76786.113438 = -32086366.704813 nChanged 1186 Iteration 66Q (5392.109736 sec): 37 clusters Score: Raw -32163280.343561 + Penalty 76786.113438 = -32086494.230123 nChanged 1077 Iteration 67Q (5396.344266 sec): 37 clusters Score: Raw -32163384.161079 + Penalty 76786.113438 = -32086598.047641 nChanged 1011 Iteration 68Q (5400.557012 sec): 37 clusters Score: Raw -32163481.778827 + Penalty 76786.113438 = -32086695.665389 nChanged 951 Iteration 69Q (5404.953742 sec): 37 clusters Score: Raw -32163562.730121 + Penalty 76786.113438 = -32086776.616682 nChanged 864 Iteration 70Q (5409.972394 sec): 37 clusters Score: Raw -32163636.621046 + Penalty 76786.113438 = -32086850.507607 nChanged 833 Iteration 71Q (5414.542116 sec): 37 clusters Score: Raw -32163709.463292 + Penalty 76786.113438 = -32086923.349853 nChanged 844 Iteration 72Q (5418.935405 sec): 37 clusters Score: Raw -32163780.587337 + Penalty 76786.113438 = -32086994.473899 nChanged 770 Iteration 73Q (5423.227176 sec): 37 clusters Score: Raw -32163842.616553 + Penalty 76786.113438 = -32087056.503114 nChanged 732 Iteration 74Q (5428.294729 sec): 37 clusters Score: Raw -32163900.741730 + Penalty 76786.113438 = -32087114.628292 nChanged 722 Iteration 75Q (5433.403212 sec): 37 clusters Score: Raw -32163960.523834 + Penalty 76786.113438 = -32087174.410395 nChanged 714 Iteration 76Q (5438.352118 sec): 37 clusters Score: Raw -32164015.588306 + Penalty 76786.113438 = -32087229.474868 nChanged 663 Iteration 77Q (5443.510437 sec): 37 clusters Score: Raw -32164071.775653 + Penalty 76786.113438 = -32087285.662214 nChanged 625 Iteration 78Q (5448.596540 sec): 37 clusters Score: Raw -32164126.166334 + Penalty 76786.113438 = -32087340.052896 nChanged 625 Iteration 79Q (5453.657146 sec): 37 clusters Score: Raw -32164181.322811 + Penalty 76786.113438 = -32087395.209372 nChanged 612 Iteration 80F (5464.919609 sec): 37 clusters Score: Raw -32164258.764982 + Penalty 76786.113438 = -32087472.651543 nChanged 581 Iteration 81Q (5469.740435 sec): 37 clusters Score: Raw -32164320.822813 + Penalty 76786.113438 = -32087534.709374 nChanged 509 Iteration 82Q (5474.707840 sec): 37 clusters Score: Raw -32164358.338984 + Penalty 76786.113438 = -32087572.225545 nChanged 472 Iteration 83Q (5479.734291 sec): 37 clusters Score: Raw -32164390.991527 + Penalty 76786.113438 = -32087604.878088 nChanged 462 Iteration 84Q (5484.690848 sec): 37 clusters Score: Raw -32164423.863424 + Penalty 76786.113438 = -32087637.749985 nChanged 447 Iteration 85Q (5489.650012 sec): 37 clusters Score: Raw -32164454.355322 + Penalty 76786.113438 = -32087668.241883 nChanged 432 Iteration 86Q (5494.621435 sec): 37 clusters Score: Raw -32164483.617664 + Penalty 76786.113438 = -32087697.504225 nChanged 380 Iteration 87Q (5499.691587 sec): 37 clusters Score: Raw -32164509.769530 + Penalty 76786.113438 = -32087723.656092 nChanged 369 Iteration 88Q (5504.777153 sec): 37 clusters Score: Raw -32164535.662029 + Penalty 76786.113438 = -32087749.548591 nChanged 322 Iteration 89Q (5509.788204 sec): 37 clusters Score: Raw -32164557.980582 + Penalty 76786.113438 = -32087771.867144 nChanged 282 Iteration 90Q (5514.416107 sec): 37 clusters Score: Raw -32164575.943791 + Penalty 76786.113438 = -32087789.830352 nChanged 274 Iteration 91Q (5518.769248 sec): 37 clusters Score: Raw -32164590.671314 + Penalty 76786.113438 = -32087804.557875 nChanged 282 Iteration 92Q (5523.227283 sec): 37 clusters Score: Raw -32164605.905152 + Penalty 76786.113438 = -32087819.791713 nChanged 255 Iteration 93Q (5527.866081 sec): 37 clusters Score: Raw -32164619.991194 + Penalty 76786.113438 = -32087833.877755 nChanged 239 Iteration 94Q (5532.578119 sec): 37 clusters Score: Raw -32164635.193463 + Penalty 76786.113438 = -32087849.080025 nChanged 231 Iteration 95Q (5537.415187 sec): 37 clusters Score: Raw -32164649.612187 + Penalty 76786.113438 = -32087863.498749 nChanged 269 Iteration 96Q (5542.448443 sec): 37 clusters Score: Raw -32164665.318562 + Penalty 76786.113438 = -32087879.205123 nChanged 282 Iteration 97Q (5546.808117 sec): 37 clusters Score: Raw -32164682.738751 + Penalty 76786.113438 = -32087896.625313 nChanged 273 Iteration 98Q (5551.193212 sec): 37 clusters Score: Raw -32164699.430442 + Penalty 76786.113438 = -32087913.317003 nChanged 294 Writing temp clu file Because OldScore, -32087896.625313, is greater than current (better) Score,-32087913.317003 Compute initial score before splitting: Score: Raw -32164699.430442 + Penalty 76786.113438 = -32087913.317003 Trying to split cluster 1 (76063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5551.483207 sec): 2 clusters Score: Raw -5237764.023331 + Penalty 1826.389049 = -5235937.634282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5551.663372 sec): 3 clusters Score: Raw -5188502.176018 + Penalty 3652.778098 = -5184849.397920 nChanged 36302 SP:Iteration 1F (5551.849230 sec): 3 clusters Score: Raw -5209802.849777 + Penalty 3652.778098 = -5206150.071679 nChanged 3074 SP:Iteration 2Q (5552.035277 sec): 3 clusters Score: Raw -5210808.903688 + Penalty 3652.778098 = -5207156.125590 nChanged 3227 SP:Iteration 3Q (5552.232580 sec): 3 clusters Score: Raw -5212163.910627 + Penalty 3652.778098 = -5208511.132529 nChanged 3741 SP:Iteration 4Q (5552.423206 sec): 3 clusters Score: Raw -5214036.083826 + Penalty 3652.778098 = -5210383.305728 nChanged 4275 SP:Iteration 5F (5552.597320 sec): 3 clusters Score: Raw -5216512.812259 + Penalty 3652.778098 = -5212860.034162 nChanged 4600 SP:Iteration 6F (5552.775888 sec): 3 clusters Score: Raw -5219451.434392 + Penalty 3652.778098 = -5215798.656295 nChanged 4702 SP:Iteration 7F (5552.961141 sec): 3 clusters Score: Raw -5222574.876506 + Penalty 3652.778098 = -5218922.098409 nChanged 4430 SP:Iteration 8F (5553.142856 sec): 3 clusters Score: Raw -5225434.565247 + Penalty 3652.778098 = -5221781.787150 nChanged 3899 SP:Iteration 9F (5553.318972 sec): 3 clusters Score: Raw -5227631.451277 + Penalty 3652.778098 = -5223978.673179 nChanged 3050 SP:Iteration 10Q (5553.498562 sec): 3 clusters Score: Raw -5228997.201345 + Penalty 3652.778098 = -5225344.423248 nChanged 2268 SP:Iteration 11Q (5553.691027 sec): 3 clusters Score: Raw -5229802.603274 + Penalty 3652.778098 = -5226149.825176 nChanged 1617 SP:Iteration 12Q (5553.870843 sec): 3 clusters Score: Raw -5230280.886346 + Penalty 3652.778098 = -5226628.108248 nChanged 1240 SP:Iteration 13Q (5554.044929 sec): 3 clusters Score: Raw -5230585.288758 + Penalty 3652.778098 = -5226932.510661 nChanged 988 SP:Iteration 14Q (5554.216610 sec): 3 clusters Score: Raw -5230794.766660 + Penalty 3652.778098 = -5227141.988562 nChanged 790 SP:Iteration 15Q (5554.394541 sec): 3 clusters Score: Raw -5230953.240380 + Penalty 3652.778098 = -5227300.462283 nChanged 719 SP:Iteration 16Q (5554.565196 sec): 3 clusters Score: Raw -5231096.032046 + Penalty 3652.778098 = -5227443.253948 nChanged 703 SP:Iteration 17Q (5554.741926 sec): 3 clusters Score: Raw -5231230.530930 + Penalty 3652.778098 = -5227577.752832 nChanged 688 SP:Iteration 18Q (5554.911077 sec): 3 clusters Score: Raw -5231365.179324 + Penalty 3652.778098 = -5227712.401227 nChanged 725 SP:Iteration 19Q (5555.078611 sec): 3 clusters Score: Raw -5231512.516229 + Penalty 3652.778098 = -5227859.738131 nChanged 752 SP:Iteration 20F (5555.258086 sec): 3 clusters Score: Raw -5231676.480094 + Penalty 3652.778098 = -5228023.701997 nChanged 748 SP:Iteration 21Q (5555.425513 sec): 3 clusters Score: Raw -5231837.657065 + Penalty 3652.778098 = -5228184.878968 nChanged 788 SP:Iteration 22Q (5555.598619 sec): 3 clusters Score: Raw -5232006.405742 + Penalty 3652.778098 = -5228353.627644 nChanged 799 SP:Iteration 23Q (5555.754851 sec): 3 clusters Score: Raw -5232179.587987 + Penalty 3652.778098 = -5228526.809889 nChanged 821 SP:Iteration 24Q (5555.926457 sec): 3 clusters Score: Raw -5232363.772509 + Penalty 3652.778098 = -5228710.994411 nChanged 832 SP:Iteration 25Q (5556.092204 sec): 3 clusters Score: Raw -5232563.194915 + Penalty 3652.778098 = -5228910.416818 nChanged 877 SP:Iteration 26Q (5556.264518 sec): 3 clusters Score: Raw -5232781.308078 + Penalty 3652.778098 = -5229128.529981 nChanged 889 SP:Iteration 27Q (5556.430489 sec): 3 clusters Score: Raw -5233015.943762 + Penalty 3652.778098 = -5229363.165665 nChanged 938 SP:Iteration 28Q (5556.607507 sec): 3 clusters Score: Raw -5233274.433670 + Penalty 3652.778098 = -5229621.655573 nChanged 951 SP:Iteration 29Q (5556.781626 sec): 3 clusters Score: Raw -5233556.364920 + Penalty 3652.778098 = -5229903.586823 nChanged 978 SP:Iteration 30Q (5556.953916 sec): 3 clusters Score: Raw -5233863.368643 + Penalty 3652.778098 = -5230210.590546 nChanged 1014 SP:Iteration 31Q (5557.116969 sec): 3 clusters Score: Raw -5234195.258819 + Penalty 3652.778098 = -5230542.480721 nChanged 988 SP:Iteration 32Q (5557.284469 sec): 3 clusters Score: Raw -5234528.557126 + Penalty 3652.778098 = -5230875.779028 nChanged 981 SP:Iteration 33Q (5557.452529 sec): 3 clusters Score: Raw -5234874.898066 + Penalty 3652.778098 = -5231222.119968 nChanged 931 SP:Iteration 34Q (5557.606494 sec): 3 clusters Score: Raw -5235220.064254 + Penalty 3652.778098 = -5231567.286156 nChanged 907 SP:Iteration 35Q (5557.763729 sec): 3 clusters Score: Raw -5235567.077773 + Penalty 3652.778098 = -5231914.299675 nChanged 852 SP:Iteration 36Q (5557.927912 sec): 3 clusters Score: Raw -5235896.514474 + Penalty 3652.778098 = -5232243.736376 nChanged 784 SP:Iteration 37Q (5558.094059 sec): 3 clusters Score: Raw -5236200.524001 + Penalty 3652.778098 = -5232547.745904 nChanged 760 SP:Iteration 38Q (5558.258281 sec): 3 clusters Score: Raw -5236500.220411 + Penalty 3652.778098 = -5232847.442314 nChanged 692 SP:Iteration 39Q (5558.413268 sec): 3 clusters Score: Raw -5236781.452404 + Penalty 3652.778098 = -5233128.674306 nChanged 579 SP:Iteration 40F (5558.594481 sec): 3 clusters Score: Raw -5237012.488744 + Penalty 3652.778098 = -5233359.710646 nChanged 515 SP:Iteration 41Q (5558.757864 sec): 3 clusters Score: Raw -5237217.386702 + Penalty 3652.778098 = -5233564.608605 nChanged 452 SP:Iteration 42Q (5558.919884 sec): 3 clusters Score: Raw -5237402.778022 + Penalty 3652.778098 = -5233749.999924 nChanged 382 SP:Iteration 43Q (5559.068079 sec): 3 clusters Score: Raw -5237570.273976 + Penalty 3652.778098 = -5233917.495878 nChanged 349 SP:Iteration 44Q (5559.217998 sec): 3 clusters Score: Raw -5237730.883582 + Penalty 3652.778098 = -5234078.105484 nChanged 294 SP:Iteration 45Q (5559.369701 sec): 3 clusters Score: Raw -5237857.980282 + Penalty 3652.778098 = -5234205.202184 nChanged 244 SP:Iteration 46Q (5559.514125 sec): 3 clusters Score: Raw -5237968.404052 + Penalty 3652.778098 = -5234315.625954 nChanged 197 SP:Iteration 47Q (5559.658585 sec): 3 clusters Score: Raw -5238064.310523 + Penalty 3652.778098 = -5234411.532425 nChanged 172 SP:Iteration 48Q (5559.807109 sec): 3 clusters Score: Raw -5238150.041469 + Penalty 3652.778098 = -5234497.263372 nChanged 130 SP:Iteration 49Q (5559.949961 sec): 3 clusters Score: Raw -5238208.092534 + Penalty 3652.778098 = -5234555.314436 nChanged 109 SP:Iteration 50Q (5560.102930 sec): 3 clusters Score: Raw -5238258.506102 + Penalty 3652.778098 = -5234605.728005 nChanged 87 SP:Iteration 51Q (5560.258427 sec): 3 clusters Score: Raw -5238301.196850 + Penalty 3652.778098 = -5234648.418752 nChanged 71 SP:Iteration 52Q (5560.408247 sec): 3 clusters Score: Raw -5238334.708448 + Penalty 3652.778098 = -5234681.930350 nChanged 63 SP:Iteration 53Q (5560.563584 sec): 3 clusters Score: Raw -5238366.283708 + Penalty 3652.778098 = -5234713.505610 nChanged 48 SP:Iteration 54Q (5560.721516 sec): 3 clusters Score: Raw -5238391.706644 + Penalty 3652.778098 = -5234738.928547 nChanged 39 SP:Iteration 55Q (5560.876525 sec): 3 clusters Score: Raw -5238412.182011 + Penalty 3652.778098 = -5234759.403913 nChanged 31 SP:Iteration 56Q (5561.031542 sec): 3 clusters Score: Raw -5238425.175252 + Penalty 3652.778098 = -5234772.397154 nChanged 29 SP:Iteration 57Q (5561.191315 sec): 3 clusters Score: Raw -5238439.059094 + Penalty 3652.778098 = -5234786.280996 nChanged 33 SP:Iteration 58Q (5561.347028 sec): 3 clusters Score: Raw -5238461.060824 + Penalty 3652.778098 = -5234808.282726 nChanged 38 SP:Iteration 59Q (5561.502063 sec): 3 clusters Score: Raw -5238486.476640 + Penalty 3652.778098 = -5234833.698543 nChanged 28 SP:Iteration 60F (5561.677892 sec): 3 clusters Score: Raw -5238503.784616 + Penalty 3652.778098 = -5234851.006519 nChanged 27 SP:Iteration 61Q (5561.817377 sec): 3 clusters Score: Raw -5238519.385886 + Penalty 3652.778098 = -5234866.607788 nChanged 18 SP:Iteration 62Q (5561.967169 sec): 3 clusters Score: Raw -5238526.736314 + Penalty 3652.778098 = -5234873.958217 nChanged 17 SP:Iteration 63Q (5562.095428 sec): 3 clusters Score: Raw -5238532.247008 + Penalty 3652.778098 = -5234879.468910 nChanged 12 SP:Iteration 64Q (5562.228880 sec): 3 clusters Score: Raw -5238537.874937 + Penalty 3652.778098 = -5234885.096839 nChanged 12 SP:Iteration 65Q (5562.383556 sec): 3 clusters Score: Raw -5238543.112092 + Penalty 3652.778098 = -5234890.333994 nChanged 12 SP:Iteration 66Q (5562.522853 sec): 3 clusters Score: Raw -5238546.937485 + Penalty 3652.778098 = -5234894.159388 nChanged 5 SP:Iteration 67Q (5562.651311 sec): 3 clusters Score: Raw -5238548.448574 + Penalty 3652.778098 = -5234895.670477 nChanged 8 SP:Iteration 68Q (5562.807110 sec): 3 clusters Score: Raw -5238551.214528 + Penalty 3652.778098 = -5234898.436431 nChanged 7 SP:Iteration 69Q (5562.943001 sec): 3 clusters Score: Raw -5238553.771677 + Penalty 3652.778098 = -5234900.993580 nChanged 6 SP:Iteration 70Q (5563.097548 sec): 3 clusters Score: Raw -5238556.362368 + Penalty 3652.778098 = -5234903.584271 nChanged 6 SP:Iteration 71Q (5563.235968 sec): 3 clusters Score: Raw -5238558.505676 + Penalty 3652.778098 = -5234905.727578 nChanged 4 SP:Iteration 72Q (5563.391336 sec): 3 clusters Score: Raw -5238560.707211 + Penalty 3652.778098 = -5234907.929114 nChanged 8 SP:Iteration 73Q (5563.541606 sec): 3 clusters Score: Raw -5238563.551237 + Penalty 3652.778098 = -5234910.773140 nChanged 3 SP:Iteration 74Q (5563.689789 sec): 3 clusters Score: Raw -5238564.127739 + Penalty 3652.778098 = -5234911.349642 nChanged 5 SP:Iteration 75Q (5563.846916 sec): 3 clusters Score: Raw -5238566.532540 + Penalty 3652.778098 = -5234913.754443 nChanged 4 SP:Iteration 76Q (5563.996325 sec): 3 clusters Score: Raw -5238567.258799 + Penalty 3652.778098 = -5234914.480702 nChanged 3 SP:Iteration 77Q (5564.141910 sec): 3 clusters Score: Raw -5238567.767759 + Penalty 3652.778098 = -5234914.989661 nChanged 2 SP:Iteration 78Q (5564.292124 sec): 3 clusters Score: Raw -5238568.037884 + Penalty 3652.778098 = -5234915.259787 nChanged 0 SP:Iteration 79F (5564.466705 sec): 3 clusters Score: Raw -5238568.037884 + Penalty 3652.778098 = -5234915.259787 nChanged 0 Trying to split cluster 2 (89861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5564.623954 sec): 2 clusters Score: Raw -6113259.895556 + Penalty 1853.478138 = -6111406.417418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5564.825623 sec): 3 clusters Score: Raw -6055018.073053 + Penalty 3706.956276 = -6051311.116777 nChanged 42849 SP:Iteration 1F (5565.022247 sec): 3 clusters Score: Raw -6079962.374843 + Penalty 3706.956276 = -6076255.418567 nChanged 3773 SP:Iteration 2Q (5565.241099 sec): 3 clusters Score: Raw -6081285.788798 + Penalty 3706.956276 = -6077578.832522 nChanged 4472 SP:Iteration 3Q (5565.458055 sec): 3 clusters Score: Raw -6083376.427181 + Penalty 3706.956276 = -6079669.470905 nChanged 5703 SP:Iteration 4F (5565.654511 sec): 3 clusters Score: Raw -6086885.899681 + Penalty 3706.956276 = -6083178.943405 nChanged 6899 SP:Iteration 5F (5565.843755 sec): 3 clusters Score: Raw -6092095.399708 + Penalty 3706.956276 = -6088388.443432 nChanged 7156 SP:Iteration 6F (5566.047285 sec): 3 clusters Score: Raw -6098307.846662 + Penalty 3706.956276 = -6094600.890386 nChanged 6136 SP:Iteration 7F (5566.250586 sec): 3 clusters Score: Raw -6103888.123115 + Penalty 3706.956276 = -6100181.166839 nChanged 4321 SP:Iteration 8Q (5566.444638 sec): 3 clusters Score: Raw -6107723.412285 + Penalty 3706.956276 = -6104016.456009 nChanged 2651 SP:Iteration 9Q (5566.638329 sec): 3 clusters Score: Raw -6109970.329252 + Penalty 3706.956276 = -6106263.372976 nChanged 1678 SP:Iteration 10Q (5566.838351 sec): 3 clusters Score: Raw -6111280.860834 + Penalty 3706.956276 = -6107573.904557 nChanged 1115 SP:Iteration 11Q (5567.021698 sec): 3 clusters Score: Raw -6112058.737090 + Penalty 3706.956276 = -6108351.780814 nChanged 763 SP:Iteration 12Q (5567.194440 sec): 3 clusters Score: Raw -6112529.199762 + Penalty 3706.956276 = -6108822.243486 nChanged 541 SP:Iteration 13Q (5567.371786 sec): 3 clusters Score: Raw -6112841.946877 + Penalty 3706.956276 = -6109134.990601 nChanged 424 SP:Iteration 14Q (5567.543946 sec): 3 clusters Score: Raw -6113058.413016 + Penalty 3706.956276 = -6109351.456740 nChanged 280 SP:Iteration 15Q (5567.711426 sec): 3 clusters Score: Raw -6113201.739477 + Penalty 3706.956276 = -6109494.783201 nChanged 220 SP:Iteration 16Q (5567.884414 sec): 3 clusters Score: Raw -6113308.319444 + Penalty 3706.956276 = -6109601.363168 nChanged 181 SP:Iteration 17Q (5568.051560 sec): 3 clusters Score: Raw -6113392.246932 + Penalty 3706.956276 = -6109685.290656 nChanged 145 SP:Iteration 18Q (5568.226160 sec): 3 clusters Score: Raw -6113464.052548 + Penalty 3706.956276 = -6109757.096272 nChanged 111 SP:Iteration 19Q (5568.395944 sec): 3 clusters Score: Raw -6113510.170680 + Penalty 3706.956276 = -6109803.214404 nChanged 76 SP:Iteration 20F (5568.585519 sec): 3 clusters Score: Raw -6113542.191088 + Penalty 3706.956276 = -6109835.234812 nChanged 69 SP:Iteration 21Q (5568.751648 sec): 3 clusters Score: Raw -6113569.503776 + Penalty 3706.956276 = -6109862.547500 nChanged 62 SP:Iteration 22Q (5568.923156 sec): 3 clusters Score: Raw -6113593.013594 + Penalty 3706.956276 = -6109886.057318 nChanged 49 SP:Iteration 23Q (5569.081579 sec): 3 clusters Score: Raw -6113614.505311 + Penalty 3706.956276 = -6109907.549035 nChanged 48 SP:Iteration 24Q (5569.248047 sec): 3 clusters Score: Raw -6113632.106915 + Penalty 3706.956276 = -6109925.150639 nChanged 35 SP:Iteration 25Q (5569.411860 sec): 3 clusters Score: Raw -6113644.839157 + Penalty 3706.956276 = -6109937.882881 nChanged 29 SP:Iteration 26Q (5569.574456 sec): 3 clusters Score: Raw -6113655.009979 + Penalty 3706.956276 = -6109948.053703 nChanged 25 SP:Iteration 27Q (5569.740982 sec): 3 clusters Score: Raw -6113662.954865 + Penalty 3706.956276 = -6109955.998589 nChanged 15 SP:Iteration 28Q (5569.907708 sec): 3 clusters Score: Raw -6113668.929063 + Penalty 3706.956276 = -6109961.972787 nChanged 16 SP:Iteration 29Q (5570.082346 sec): 3 clusters Score: Raw -6113674.667997 + Penalty 3706.956276 = -6109967.711721 nChanged 12 SP:Iteration 30Q (5570.240161 sec): 3 clusters Score: Raw -6113680.086807 + Penalty 3706.956276 = -6109973.130531 nChanged 9 SP:Iteration 31Q (5570.401659 sec): 3 clusters Score: Raw -6113682.907674 + Penalty 3706.956276 = -6109975.951398 nChanged 5 SP:Iteration 32Q (5570.554636 sec): 3 clusters Score: Raw -6113683.912382 + Penalty 3706.956276 = -6109976.956106 nChanged 2 SP:Iteration 33Q (5570.724913 sec): 3 clusters Score: Raw -6113684.764676 + Penalty 3706.956276 = -6109977.808400 nChanged 4 SP:Iteration 34Q (5570.882824 sec): 3 clusters Score: Raw -6113686.017646 + Penalty 3706.956276 = -6109979.061370 nChanged 5 SP:Iteration 35Q (5571.064669 sec): 3 clusters Score: Raw -6113687.397440 + Penalty 3706.956276 = -6109980.441164 nChanged 3 SP:Iteration 36Q (5571.239692 sec): 3 clusters Score: Raw -6113688.072621 + Penalty 3706.956276 = -6109981.116345 nChanged 3 SP:Iteration 37Q (5571.425565 sec): 3 clusters Score: Raw -6113689.250521 + Penalty 3706.956276 = -6109982.294245 nChanged 5 SP:Iteration 38Q (5571.608354 sec): 3 clusters Score: Raw -6113690.479413 + Penalty 3706.956276 = -6109983.523137 nChanged 5 SP:Iteration 39Q (5571.794299 sec): 3 clusters Score: Raw -6113691.654473 + Penalty 3706.956276 = -6109984.698197 nChanged 4 SP:Iteration 40F (5571.996205 sec): 3 clusters Score: Raw -6113692.499825 + Penalty 3706.956276 = -6109985.543549 nChanged 5 SP:Iteration 41Q (5572.176160 sec): 3 clusters Score: Raw -6113693.870246 + Penalty 3706.956276 = -6109986.913970 nChanged 4 SP:Iteration 42Q (5572.358839 sec): 3 clusters Score: Raw -6113695.365550 + Penalty 3706.956276 = -6109988.409273 nChanged 2 SP:Iteration 43Q (5572.534806 sec): 3 clusters Score: Raw -6113695.842831 + Penalty 3706.956276 = -6109988.886555 nChanged 2 SP:Iteration 44Q (5572.693698 sec): 3 clusters Score: Raw -6113696.392653 + Penalty 3706.956276 = -6109989.436377 nChanged 1 SP:Iteration 45Q (5572.854712 sec): 3 clusters Score: Raw -6113696.886824 + Penalty 3706.956276 = -6109989.930548 nChanged 2 SP:Iteration 46Q (5573.016111 sec): 3 clusters Score: Raw -6113697.601954 + Penalty 3706.956276 = -6109990.645678 nChanged 1 SP:Iteration 47Q (5573.183201 sec): 3 clusters Score: Raw -6113698.117905 + Penalty 3706.956276 = -6109991.161629 nChanged 3 SP:Iteration 48Q (5573.348133 sec): 3 clusters Score: Raw -6113699.535254 + Penalty 3706.956276 = -6109992.578978 nChanged 4 SP:Iteration 49Q (5573.521553 sec): 3 clusters Score: Raw -6113700.588260 + Penalty 3706.956276 = -6109993.631984 nChanged 8 SP:Iteration 50Q (5573.673544 sec): 3 clusters Score: Raw -6113702.195071 + Penalty 3706.956276 = -6109995.238795 nChanged 6 SP:Iteration 51Q (5573.843843 sec): 3 clusters Score: Raw -6113704.154168 + Penalty 3706.956276 = -6109997.197892 nChanged 8 SP:Iteration 52Q (5574.016701 sec): 3 clusters Score: Raw -6113707.642280 + Penalty 3706.956276 = -6110000.686004 nChanged 11 SP:Iteration 53Q (5574.194096 sec): 3 clusters Score: Raw -6113710.869368 + Penalty 3706.956276 = -6110003.913092 nChanged 9 SP:Iteration 54Q (5574.355901 sec): 3 clusters Score: Raw -6113714.158636 + Penalty 3706.956276 = -6110007.202360 nChanged 6 SP:Iteration 55Q (5574.535748 sec): 3 clusters Score: Raw -6113715.621385 + Penalty 3706.956276 = -6110008.665109 nChanged 2 SP:Iteration 56Q (5574.699191 sec): 3 clusters Score: Raw -6113716.218949 + Penalty 3706.956276 = -6110009.262673 nChanged 2 SP:Iteration 57Q (5574.880534 sec): 3 clusters Score: Raw -6113717.276496 + Penalty 3706.956276 = -6110010.320220 nChanged 1 SP:Iteration 58Q (5575.051075 sec): 3 clusters Score: Raw -6113717.633505 + Penalty 3706.956276 = -6110010.677229 nChanged 1 SP:Iteration 59Q (5575.210962 sec): 3 clusters Score: Raw -6113717.739040 + Penalty 3706.956276 = -6110010.782764 nChanged 0 SP:Iteration 60F (5575.407161 sec): 3 clusters Score: Raw -6113717.739040 + Penalty 3706.956276 = -6110010.782764 nChanged 0 Trying to split cluster 3 (2012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5575.441198 sec): 2 clusters Score: Raw -116510.907439 + Penalty 1236.118736 = -115274.788703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5575.491833 sec): 3 clusters Score: Raw -115655.651433 + Penalty 2472.237473 = -113183.413961 nChanged 729 SP:Iteration 1F (5575.539730 sec): 3 clusters Score: Raw -116183.843100 + Penalty 2472.237473 = -113711.605628 nChanged 173 SP:Iteration 2F (5575.587956 sec): 3 clusters Score: Raw -116374.515702 + Penalty 2472.237473 = -113902.278230 nChanged 124 SP:Iteration 3F (5575.638008 sec): 3 clusters Score: Raw -116530.079548 + Penalty 2472.237473 = -114057.842075 nChanged 126 SP:Iteration 4F (5575.674343 sec): 3 clusters Score: Raw -116685.958162 + Penalty 2472.237473 = -114213.720690 nChanged 107 SP:Iteration 5F (5575.728123 sec): 3 clusters Score: Raw -116821.339488 + Penalty 2472.237473 = -114349.102015 nChanged 82 SP:Iteration 6Q (5575.768621 sec): 3 clusters Score: Raw -116916.389731 + Penalty 2472.237473 = -114444.152258 nChanged 58 SP:Iteration 7Q (5575.820155 sec): 3 clusters Score: Raw -116978.336792 + Penalty 2472.237473 = -114506.099319 nChanged 50 SP:Iteration 8Q (5575.867002 sec): 3 clusters Score: Raw -117023.163841 + Penalty 2472.237473 = -114550.926368 nChanged 30 SP:Iteration 9Q (5575.914593 sec): 3 clusters Score: Raw -117049.847627 + Penalty 2472.237473 = -114577.610154 nChanged 14 SP:Iteration 10Q (5575.961132 sec): 3 clusters Score: Raw -117059.930556 + Penalty 2472.237473 = -114587.693084 nChanged 16 SP:Iteration 11Q (5576.003203 sec): 3 clusters Score: Raw -117070.783952 + Penalty 2472.237473 = -114598.546479 nChanged 15 SP:Iteration 12Q (5576.045657 sec): 3 clusters Score: Raw -117083.990644 + Penalty 2472.237473 = -114611.753171 nChanged 14 SP:Iteration 13Q (5576.099371 sec): 3 clusters Score: Raw -117094.260512 + Penalty 2472.237473 = -114622.023039 nChanged 16 SP:Iteration 14Q (5576.154190 sec): 3 clusters Score: Raw -117105.981708 + Penalty 2472.237473 = -114633.744235 nChanged 15 SP:Iteration 15Q (5576.193241 sec): 3 clusters Score: Raw -117117.287870 + Penalty 2472.237473 = -114645.050398 nChanged 18 SP:Iteration 16Q (5576.243755 sec): 3 clusters Score: Raw -117137.987497 + Penalty 2472.237473 = -114665.750025 nChanged 28 SP:Iteration 17Q (5576.291489 sec): 3 clusters Score: Raw -117157.726482 + Penalty 2472.237473 = -114685.489010 nChanged 20 SP:Iteration 18Q (5576.336571 sec): 3 clusters Score: Raw -117169.443099 + Penalty 2472.237473 = -114697.205626 nChanged 15 SP:Iteration 19Q (5576.388770 sec): 3 clusters Score: Raw -117178.001517 + Penalty 2472.237473 = -114705.764044 nChanged 15 SP:Iteration 20F (5576.436086 sec): 3 clusters Score: Raw -117187.990936 + Penalty 2472.237473 = -114715.753463 nChanged 7 SP:Iteration 21Q (5576.489079 sec): 3 clusters Score: Raw -117194.119911 + Penalty 2472.237473 = -114721.882439 nChanged 8 SP:Iteration 22Q (5576.525740 sec): 3 clusters Score: Raw -117202.604427 + Penalty 2472.237473 = -114730.366955 nChanged 9 SP:Iteration 23Q (5576.575000 sec): 3 clusters Score: Raw -117211.388512 + Penalty 2472.237473 = -114739.151040 nChanged 4 SP:Iteration 24Q (5576.626108 sec): 3 clusters Score: Raw -117213.808123 + Penalty 2472.237473 = -114741.570650 nChanged 3 SP:Iteration 25Q (5576.676431 sec): 3 clusters Score: Raw -117215.001920 + Penalty 2472.237473 = -114742.764447 nChanged 0 SP:Iteration 26F (5576.726325 sec): 3 clusters Score: Raw -117215.001920 + Penalty 2472.237473 = -114742.764447 nChanged 0 Trying to split cluster 4 (6801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5576.759764 sec): 2 clusters Score: Raw -417472.721667 + Penalty 1434.034053 = -416038.687614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5576.827420 sec): 3 clusters Score: Raw -413803.432098 + Penalty 2868.068105 = -410935.363993 nChanged 2851 SP:Iteration 1F (5576.875482 sec): 3 clusters Score: Raw -415462.933749 + Penalty 2868.068105 = -412594.865644 nChanged 487 SP:Iteration 2F (5576.940514 sec): 3 clusters Score: Raw -415731.825423 + Penalty 2868.068105 = -412863.757318 nChanged 386 SP:Iteration 3F (5577.000436 sec): 3 clusters Score: Raw -415952.882449 + Penalty 2868.068105 = -413084.814343 nChanged 349 SP:Iteration 4F (5577.057707 sec): 3 clusters Score: Raw -416184.749841 + Penalty 2868.068105 = -413316.681736 nChanged 345 SP:Iteration 5F (5577.113269 sec): 3 clusters Score: Raw -416419.255023 + Penalty 2868.068105 = -413551.186918 nChanged 348 SP:Iteration 6F (5577.175055 sec): 3 clusters Score: Raw -416694.495068 + Penalty 2868.068105 = -413826.426963 nChanged 372 SP:Iteration 7F (5577.235801 sec): 3 clusters Score: Raw -417007.867313 + Penalty 2868.068105 = -414139.799207 nChanged 352 SP:Iteration 8F (5577.289288 sec): 3 clusters Score: Raw -417325.275589 + Penalty 2868.068105 = -414457.207484 nChanged 311 SP:Iteration 9Q (5577.339631 sec): 3 clusters Score: Raw -417604.508346 + Penalty 2868.068105 = -414736.440241 nChanged 238 SP:Iteration 10Q (5577.405771 sec): 3 clusters Score: Raw -417773.423204 + Penalty 2868.068105 = -414905.355098 nChanged 165 SP:Iteration 11Q (5577.455928 sec): 3 clusters Score: Raw -417869.826899 + Penalty 2868.068105 = -415001.758794 nChanged 108 SP:Iteration 12Q (5577.508614 sec): 3 clusters Score: Raw -417913.329331 + Penalty 2868.068105 = -415045.261226 nChanged 63 SP:Iteration 13Q (5577.574334 sec): 3 clusters Score: Raw -417938.201199 + Penalty 2868.068105 = -415070.133094 nChanged 54 SP:Iteration 14Q (5577.627376 sec): 3 clusters Score: Raw -417957.712609 + Penalty 2868.068105 = -415089.644504 nChanged 41 SP:Iteration 15Q (5577.684828 sec): 3 clusters Score: Raw -417970.031255 + Penalty 2868.068105 = -415101.963150 nChanged 28 SP:Iteration 16Q (5577.738596 sec): 3 clusters Score: Raw -417976.842108 + Penalty 2868.068105 = -415108.774003 nChanged 24 SP:Iteration 17Q (5577.792221 sec): 3 clusters Score: Raw -417983.041114 + Penalty 2868.068105 = -415114.973009 nChanged 16 SP:Iteration 18Q (5577.857240 sec): 3 clusters Score: Raw -417987.414714 + Penalty 2868.068105 = -415119.346609 nChanged 17 SP:Iteration 19Q (5577.917608 sec): 3 clusters Score: Raw -417991.189688 + Penalty 2868.068105 = -415123.121582 nChanged 14 SP:Iteration 20F (5577.975020 sec): 3 clusters Score: Raw -417994.695156 + Penalty 2868.068105 = -415126.627050 nChanged 9 SP:Iteration 21Q (5578.020042 sec): 3 clusters Score: Raw -417996.466731 + Penalty 2868.068105 = -415128.398625 nChanged 9 SP:Iteration 22Q (5578.076685 sec): 3 clusters Score: Raw -417998.297139 + Penalty 2868.068105 = -415130.229034 nChanged 9 SP:Iteration 23Q (5578.128166 sec): 3 clusters Score: Raw -417999.765275 + Penalty 2868.068105 = -415131.697170 nChanged 6 SP:Iteration 24Q (5578.188045 sec): 3 clusters Score: Raw -418000.488817 + Penalty 2868.068105 = -415132.420712 nChanged 1 SP:Iteration 25Q (5578.237346 sec): 3 clusters Score: Raw -418000.828135 + Penalty 2868.068105 = -415132.760030 nChanged 1 SP:Iteration 26Q (5578.302039 sec): 3 clusters Score: Raw -418000.998091 + Penalty 2868.068105 = -415132.929986 nChanged 1 SP:Iteration 27Q (5578.361354 sec): 3 clusters Score: Raw -418001.072248 + Penalty 2868.068105 = -415133.004143 nChanged 0 SP:Iteration 28F (5578.412471 sec): 3 clusters Score: Raw -418001.072248 + Penalty 2868.068105 = -415133.004143 nChanged 0 Trying to split cluster 5 (2319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5578.440568 sec): 2 clusters Score: Raw -139092.752553 + Penalty 1259.194842 = -137833.557711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5578.490737 sec): 3 clusters Score: Raw -138045.789964 + Penalty 2518.389685 = -135527.400280 nChanged 845 SP:Iteration 1F (5578.538578 sec): 3 clusters Score: Raw -138555.200454 + Penalty 2518.389685 = -136036.810769 nChanged 185 SP:Iteration 2F (5578.575231 sec): 3 clusters Score: Raw -138729.544731 + Penalty 2518.389685 = -136211.155047 nChanged 146 SP:Iteration 3F (5578.617569 sec): 3 clusters Score: Raw -138888.293218 + Penalty 2518.389685 = -136369.903533 nChanged 132 SP:Iteration 4F (5578.661905 sec): 3 clusters Score: Raw -139030.907192 + Penalty 2518.389685 = -136512.517508 nChanged 134 SP:Iteration 5F (5578.704090 sec): 3 clusters Score: Raw -139175.503671 + Penalty 2518.389685 = -136657.113986 nChanged 116 SP:Iteration 6F (5578.751609 sec): 3 clusters Score: Raw -139285.811478 + Penalty 2518.389685 = -136767.421793 nChanged 101 SP:Iteration 7Q (5578.803586 sec): 3 clusters Score: Raw -139368.106701 + Penalty 2518.389685 = -136849.717016 nChanged 61 SP:Iteration 8Q (5578.844491 sec): 3 clusters Score: Raw -139423.993922 + Penalty 2518.389685 = -136905.604237 nChanged 51 SP:Iteration 9Q (5578.884324 sec): 3 clusters Score: Raw -139461.422679 + Penalty 2518.389685 = -136943.032994 nChanged 41 SP:Iteration 10Q (5578.927651 sec): 3 clusters Score: Raw -139484.732879 + Penalty 2518.389685 = -136966.343194 nChanged 31 SP:Iteration 11Q (5578.979533 sec): 3 clusters Score: Raw -139502.834887 + Penalty 2518.389685 = -136984.445202 nChanged 18 SP:Iteration 12Q (5579.026936 sec): 3 clusters Score: Raw -139512.780000 + Penalty 2518.389685 = -136994.390315 nChanged 19 SP:Iteration 13Q (5579.068519 sec): 3 clusters Score: Raw -139526.826458 + Penalty 2518.389685 = -137008.436773 nChanged 18 SP:Iteration 14Q (5579.116652 sec): 3 clusters Score: Raw -139540.685120 + Penalty 2518.389685 = -137022.295436 nChanged 20 SP:Iteration 15Q (5579.162059 sec): 3 clusters Score: Raw -139553.344463 + Penalty 2518.389685 = -137034.954779 nChanged 25 SP:Iteration 16Q (5579.212237 sec): 3 clusters Score: Raw -139574.799683 + Penalty 2518.389685 = -137056.409999 nChanged 25 SP:Iteration 17Q (5579.256016 sec): 3 clusters Score: Raw -139593.769528 + Penalty 2518.389685 = -137075.379843 nChanged 21 SP:Iteration 18Q (5579.298117 sec): 3 clusters Score: Raw -139606.746603 + Penalty 2518.389685 = -137088.356918 nChanged 15 SP:Iteration 19Q (5579.333656 sec): 3 clusters Score: Raw -139617.963674 + Penalty 2518.389685 = -137099.573990 nChanged 18 SP:Iteration 20F (5579.376849 sec): 3 clusters Score: Raw -139627.642278 + Penalty 2518.389685 = -137109.252594 nChanged 16 SP:Iteration 21Q (5579.425914 sec): 3 clusters Score: Raw -139636.367263 + Penalty 2518.389685 = -137117.977578 nChanged 13 SP:Iteration 22Q (5579.473051 sec): 3 clusters Score: Raw -139644.075367 + Penalty 2518.389685 = -137125.685683 nChanged 19 SP:Iteration 23Q (5579.511080 sec): 3 clusters Score: Raw -139654.164447 + Penalty 2518.389685 = -137135.774763 nChanged 10 SP:Iteration 24Q (5579.554449 sec): 3 clusters Score: Raw -139659.379694 + Penalty 2518.389685 = -137140.990010 nChanged 8 SP:Iteration 25Q (5579.600953 sec): 3 clusters Score: Raw -139665.322791 + Penalty 2518.389685 = -137146.933106 nChanged 9 SP:Iteration 26Q (5579.649562 sec): 3 clusters Score: Raw -139669.628771 + Penalty 2518.389685 = -137151.239086 nChanged 5 SP:Iteration 27Q (5579.692852 sec): 3 clusters Score: Raw -139671.715798 + Penalty 2518.389685 = -137153.326113 nChanged 6 SP:Iteration 28Q (5579.741287 sec): 3 clusters Score: Raw -139673.405198 + Penalty 2518.389685 = -137155.015513 nChanged 3 SP:Iteration 29Q (5579.790343 sec): 3 clusters Score: Raw -139674.968719 + Penalty 2518.389685 = -137156.579034 nChanged 2 SP:Iteration 30Q (5579.835208 sec): 3 clusters Score: Raw -139675.675345 + Penalty 2518.389685 = -137157.285661 nChanged 1 SP:Iteration 31Q (5579.894909 sec): 3 clusters Score: Raw -139676.066198 + Penalty 2518.389685 = -137157.676514 nChanged 0 SP:Iteration 32F (5579.935714 sec): 3 clusters Score: Raw -139676.066198 + Penalty 2518.389685 = -137157.676514 nChanged 0 Trying to split cluster 6 (34436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5580.011580 sec): 2 clusters Score: Raw -2347500.032216 + Penalty 1697.614394 = -2345802.417822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5580.109993 sec): 3 clusters Score: Raw -2326043.343412 + Penalty 3395.228788 = -2322648.114625 nChanged 15866 SP:Iteration 1F (5580.207830 sec): 3 clusters Score: Raw -2334956.077535 + Penalty 3395.228788 = -2331560.848747 nChanged 1747 SP:Iteration 2F (5580.314891 sec): 3 clusters Score: Raw -2335648.316600 + Penalty 3395.228788 = -2332253.087813 nChanged 1805 SP:Iteration 3F (5580.426108 sec): 3 clusters Score: Raw -2336481.619065 + Penalty 3395.228788 = -2333086.390278 nChanged 1978 SP:Iteration 4F (5580.537922 sec): 3 clusters Score: Raw -2337479.652530 + Penalty 3395.228788 = -2334084.423742 nChanged 2023 SP:Iteration 5F (5580.645136 sec): 3 clusters Score: Raw -2338676.897954 + Penalty 3395.228788 = -2335281.669167 nChanged 2084 SP:Iteration 6F (5580.746511 sec): 3 clusters Score: Raw -2340014.824657 + Penalty 3395.228788 = -2336619.595870 nChanged 2047 SP:Iteration 7F (5580.856468 sec): 3 clusters Score: Raw -2341312.681731 + Penalty 3395.228788 = -2337917.452944 nChanged 1880 SP:Iteration 8F (5580.961247 sec): 3 clusters Score: Raw -2342496.233530 + Penalty 3395.228788 = -2339101.004743 nChanged 1686 SP:Iteration 9Q (5581.071261 sec): 3 clusters Score: Raw -2343436.285473 + Penalty 3395.228788 = -2340041.056686 nChanged 1322 SP:Iteration 10Q (5581.171967 sec): 3 clusters Score: Raw -2344029.470381 + Penalty 3395.228788 = -2340634.241593 nChanged 999 SP:Iteration 11Q (5581.281724 sec): 3 clusters Score: Raw -2344372.669040 + Penalty 3395.228788 = -2340977.440253 nChanged 722 SP:Iteration 12Q (5581.373514 sec): 3 clusters Score: Raw -2344565.673755 + Penalty 3395.228788 = -2341170.444968 nChanged 506 SP:Iteration 13Q (5581.481687 sec): 3 clusters Score: Raw -2344676.412110 + Penalty 3395.228788 = -2341281.183322 nChanged 405 SP:Iteration 14Q (5581.592990 sec): 3 clusters Score: Raw -2344761.605282 + Penalty 3395.228788 = -2341366.376495 nChanged 361 SP:Iteration 15Q (5581.694238 sec): 3 clusters Score: Raw -2344827.627518 + Penalty 3395.228788 = -2341432.398731 nChanged 290 SP:Iteration 16Q (5581.811516 sec): 3 clusters Score: Raw -2344874.548513 + Penalty 3395.228788 = -2341479.319725 nChanged 259 SP:Iteration 17Q (5581.908179 sec): 3 clusters Score: Raw -2344917.402102 + Penalty 3395.228788 = -2341522.173314 nChanged 243 SP:Iteration 18Q (5582.009749 sec): 3 clusters Score: Raw -2344954.042413 + Penalty 3395.228788 = -2341558.813626 nChanged 247 SP:Iteration 19Q (5582.128807 sec): 3 clusters Score: Raw -2344998.295764 + Penalty 3395.228788 = -2341603.066977 nChanged 245 SP:Iteration 20F (5582.236435 sec): 3 clusters Score: Raw -2345041.163489 + Penalty 3395.228788 = -2341645.934702 nChanged 252 SP:Iteration 21Q (5582.336752 sec): 3 clusters Score: Raw -2345086.100790 + Penalty 3395.228788 = -2341690.872002 nChanged 264 SP:Iteration 22Q (5582.448924 sec): 3 clusters Score: Raw -2345136.142036 + Penalty 3395.228788 = -2341740.913249 nChanged 277 SP:Iteration 23Q (5582.555252 sec): 3 clusters Score: Raw -2345191.381295 + Penalty 3395.228788 = -2341796.152507 nChanged 294 SP:Iteration 24Q (5582.664673 sec): 3 clusters Score: Raw -2345253.742682 + Penalty 3395.228788 = -2341858.513895 nChanged 302 SP:Iteration 25Q (5582.768724 sec): 3 clusters Score: Raw -2345313.192163 + Penalty 3395.228788 = -2341917.963375 nChanged 284 SP:Iteration 26Q (5582.876660 sec): 3 clusters Score: Raw -2345368.907336 + Penalty 3395.228788 = -2341973.678548 nChanged 296 SP:Iteration 27Q (5582.976034 sec): 3 clusters Score: Raw -2345430.625667 + Penalty 3395.228788 = -2342035.396879 nChanged 291 SP:Iteration 28Q (5583.080707 sec): 3 clusters Score: Raw -2345491.639903 + Penalty 3395.228788 = -2342096.411116 nChanged 291 SP:Iteration 29Q (5583.194242 sec): 3 clusters Score: Raw -2345551.849609 + Penalty 3395.228788 = -2342156.620821 nChanged 289 SP:Iteration 30Q (5583.304602 sec): 3 clusters Score: Raw -2345609.838393 + Penalty 3395.228788 = -2342214.609605 nChanged 294 SP:Iteration 31Q (5583.412682 sec): 3 clusters Score: Raw -2345678.371716 + Penalty 3395.228788 = -2342283.142928 nChanged 316 SP:Iteration 32Q (5583.526235 sec): 3 clusters Score: Raw -2345751.702298 + Penalty 3395.228788 = -2342356.473511 nChanged 314 SP:Iteration 33Q (5583.632058 sec): 3 clusters Score: Raw -2345825.331251 + Penalty 3395.228788 = -2342430.102464 nChanged 319 SP:Iteration 34Q (5583.749861 sec): 3 clusters Score: Raw -2345901.926452 + Penalty 3395.228788 = -2342506.697665 nChanged 303 SP:Iteration 35Q (5583.864803 sec): 3 clusters Score: Raw -2345972.413115 + Penalty 3395.228788 = -2342577.184328 nChanged 285 SP:Iteration 36Q (5583.974561 sec): 3 clusters Score: Raw -2346035.858699 + Penalty 3395.228788 = -2342640.629912 nChanged 286 SP:Iteration 37Q (5584.080239 sec): 3 clusters Score: Raw -2346095.692530 + Penalty 3395.228788 = -2342700.463742 nChanged 260 SP:Iteration 38Q (5584.185620 sec): 3 clusters Score: Raw -2346150.077854 + Penalty 3395.228788 = -2342754.849067 nChanged 280 SP:Iteration 39Q (5584.283078 sec): 3 clusters Score: Raw -2346214.885208 + Penalty 3395.228788 = -2342819.656420 nChanged 297 SP:Iteration 40F (5584.374498 sec): 3 clusters Score: Raw -2346286.243786 + Penalty 3395.228788 = -2342891.014999 nChanged 314 SP:Iteration 41Q (5584.477299 sec): 3 clusters Score: Raw -2346359.788691 + Penalty 3395.228788 = -2342964.559903 nChanged 266 SP:Iteration 42Q (5584.571238 sec): 3 clusters Score: Raw -2346414.971925 + Penalty 3395.228788 = -2343019.743137 nChanged 271 SP:Iteration 43Q (5584.692461 sec): 3 clusters Score: Raw -2346472.428886 + Penalty 3395.228788 = -2343077.200098 nChanged 252 SP:Iteration 44Q (5584.799818 sec): 3 clusters Score: Raw -2346524.436755 + Penalty 3395.228788 = -2343129.207968 nChanged 242 SP:Iteration 45Q (5584.895509 sec): 3 clusters Score: Raw -2346577.322202 + Penalty 3395.228788 = -2343182.093415 nChanged 247 SP:Iteration 46Q (5585.005810 sec): 3 clusters Score: Raw -2346636.911121 + Penalty 3395.228788 = -2343241.682333 nChanged 274 SP:Iteration 47Q (5585.107001 sec): 3 clusters Score: Raw -2346713.263008 + Penalty 3395.228788 = -2343318.034220 nChanged 304 SP:Iteration 48Q (5585.221391 sec): 3 clusters Score: Raw -2346798.147671 + Penalty 3395.228788 = -2343402.918883 nChanged 284 SP:Iteration 49Q (5585.314066 sec): 3 clusters Score: Raw -2346864.498736 + Penalty 3395.228788 = -2343469.269948 nChanged 253 SP:Iteration 50Q (5585.426444 sec): 3 clusters Score: Raw -2346919.309676 + Penalty 3395.228788 = -2343524.080889 nChanged 223 SP:Iteration 51Q (5585.533806 sec): 3 clusters Score: Raw -2346967.677978 + Penalty 3395.228788 = -2343572.449191 nChanged 236 SP:Iteration 52Q (5585.624698 sec): 3 clusters Score: Raw -2347019.644018 + Penalty 3395.228788 = -2343624.415231 nChanged 237 SP:Iteration 53Q (5585.720222 sec): 3 clusters Score: Raw -2347075.415029 + Penalty 3395.228788 = -2343680.186241 nChanged 250 SP:Iteration 54Q (5585.822051 sec): 3 clusters Score: Raw -2347133.024609 + Penalty 3395.228788 = -2343737.795821 nChanged 243 SP:Iteration 55Q (5585.915566 sec): 3 clusters Score: Raw -2347193.112371 + Penalty 3395.228788 = -2343797.883584 nChanged 222 SP:Iteration 56Q (5586.021305 sec): 3 clusters Score: Raw -2347245.430498 + Penalty 3395.228788 = -2343850.201711 nChanged 205 SP:Iteration 57Q (5586.115389 sec): 3 clusters Score: Raw -2347290.545550 + Penalty 3395.228788 = -2343895.316762 nChanged 178 SP:Iteration 58Q (5586.225358 sec): 3 clusters Score: Raw -2347328.573150 + Penalty 3395.228788 = -2343933.344362 nChanged 163 SP:Iteration 59Q (5586.320363 sec): 3 clusters Score: Raw -2347360.873762 + Penalty 3395.228788 = -2343965.644974 nChanged 166 SP:Iteration 60F (5586.432398 sec): 3 clusters Score: Raw -2347395.200127 + Penalty 3395.228788 = -2343999.971340 nChanged 151 SP:Iteration 61Q (5586.528364 sec): 3 clusters Score: Raw -2347426.140471 + Penalty 3395.228788 = -2344030.911683 nChanged 141 SP:Iteration 62Q (5586.628860 sec): 3 clusters Score: Raw -2347451.551832 + Penalty 3395.228788 = -2344056.323045 nChanged 129 SP:Iteration 63Q (5586.727380 sec): 3 clusters Score: Raw -2347476.256617 + Penalty 3395.228788 = -2344081.027829 nChanged 136 SP:Iteration 64Q (5586.823247 sec): 3 clusters Score: Raw -2347501.633641 + Penalty 3395.228788 = -2344106.404854 nChanged 112 SP:Iteration 65Q (5586.919696 sec): 3 clusters Score: Raw -2347524.223887 + Penalty 3395.228788 = -2344128.995100 nChanged 109 SP:Iteration 66Q (5587.019641 sec): 3 clusters Score: Raw -2347545.827391 + Penalty 3395.228788 = -2344150.598603 nChanged 118 SP:Iteration 67Q (5587.112607 sec): 3 clusters Score: Raw -2347571.291062 + Penalty 3395.228788 = -2344176.062274 nChanged 117 SP:Iteration 68Q (5587.216838 sec): 3 clusters Score: Raw -2347600.959522 + Penalty 3395.228788 = -2344205.730735 nChanged 121 SP:Iteration 69Q (5587.322530 sec): 3 clusters Score: Raw -2347632.010039 + Penalty 3395.228788 = -2344236.781252 nChanged 127 SP:Iteration 70Q (5587.416117 sec): 3 clusters Score: Raw -2347661.223413 + Penalty 3395.228788 = -2344265.994625 nChanged 137 SP:Iteration 71Q (5587.519073 sec): 3 clusters Score: Raw -2347696.914843 + Penalty 3395.228788 = -2344301.686055 nChanged 132 SP:Iteration 72Q (5587.615925 sec): 3 clusters Score: Raw -2347734.966852 + Penalty 3395.228788 = -2344339.738065 nChanged 149 SP:Iteration 73Q (5587.711861 sec): 3 clusters Score: Raw -2347776.577520 + Penalty 3395.228788 = -2344381.348732 nChanged 133 SP:Iteration 74Q (5587.799989 sec): 3 clusters Score: Raw -2347817.194375 + Penalty 3395.228788 = -2344421.965588 nChanged 133 SP:Iteration 75Q (5587.899617 sec): 3 clusters Score: Raw -2347861.489258 + Penalty 3395.228788 = -2344466.260471 nChanged 114 SP:Iteration 76Q (5588.007740 sec): 3 clusters Score: Raw -2347900.171723 + Penalty 3395.228788 = -2344504.942936 nChanged 104 SP:Iteration 77Q (5588.105335 sec): 3 clusters Score: Raw -2347935.242594 + Penalty 3395.228788 = -2344540.013806 nChanged 95 SP:Iteration 78Q (5588.200791 sec): 3 clusters Score: Raw -2347963.865713 + Penalty 3395.228788 = -2344568.636926 nChanged 98 SP:Iteration 79Q (5588.293242 sec): 3 clusters Score: Raw -2347996.616213 + Penalty 3395.228788 = -2344601.387425 nChanged 98 SP:Iteration 80F (5588.392355 sec): 3 clusters Score: Raw -2348023.639155 + Penalty 3395.228788 = -2344628.410368 nChanged 73 SP:Iteration 81Q (5588.487746 sec): 3 clusters Score: Raw -2348042.306094 + Penalty 3395.228788 = -2344647.077307 nChanged 79 SP:Iteration 82Q (5588.592358 sec): 3 clusters Score: Raw -2348062.328785 + Penalty 3395.228788 = -2344667.099997 nChanged 72 SP:Iteration 83Q (5588.678653 sec): 3 clusters Score: Raw -2348076.965554 + Penalty 3395.228788 = -2344681.736766 nChanged 63 SP:Iteration 84Q (5588.779232 sec): 3 clusters Score: Raw -2348089.773918 + Penalty 3395.228788 = -2344694.545130 nChanged 60 SP:Iteration 85Q (5588.869720 sec): 3 clusters Score: Raw -2348102.243759 + Penalty 3395.228788 = -2344707.014971 nChanged 56 SP:Iteration 86Q (5588.956903 sec): 3 clusters Score: Raw -2348113.978423 + Penalty 3395.228788 = -2344718.749635 nChanged 49 SP:Iteration 87Q (5589.053452 sec): 3 clusters Score: Raw -2348122.131373 + Penalty 3395.228788 = -2344726.902585 nChanged 43 SP:Iteration 88Q (5589.155900 sec): 3 clusters Score: Raw -2348131.030707 + Penalty 3395.228788 = -2344735.801919 nChanged 43 SP:Iteration 89Q (5589.252678 sec): 3 clusters Score: Raw -2348139.461663 + Penalty 3395.228788 = -2344744.232875 nChanged 41 SP:Iteration 90Q (5589.353580 sec): 3 clusters Score: Raw -2348146.523312 + Penalty 3395.228788 = -2344751.294524 nChanged 43 SP:Iteration 91Q (5589.451519 sec): 3 clusters Score: Raw -2348154.445004 + Penalty 3395.228788 = -2344759.216217 nChanged 32 SP:Iteration 92Q (5589.546456 sec): 3 clusters Score: Raw -2348159.872385 + Penalty 3395.228788 = -2344764.643597 nChanged 22 SP:Iteration 93Q (5589.642181 sec): 3 clusters Score: Raw -2348162.726677 + Penalty 3395.228788 = -2344767.497889 nChanged 16 SP:Iteration 94Q (5589.735718 sec): 3 clusters Score: Raw -2348165.198802 + Penalty 3395.228788 = -2344769.970015 nChanged 12 SP:Iteration 95Q (5589.832633 sec): 3 clusters Score: Raw -2348166.494816 + Penalty 3395.228788 = -2344771.266028 nChanged 9 SP:Iteration 96Q (5589.925472 sec): 3 clusters Score: Raw -2348167.549107 + Penalty 3395.228788 = -2344772.320319 nChanged 9 SP:Iteration 97Q (5590.012419 sec): 3 clusters Score: Raw -2348168.463731 + Penalty 3395.228788 = -2344773.234943 nChanged 6 SP:Iteration 98Q (5590.102139 sec): 3 clusters Score: Raw -2348169.040444 + Penalty 3395.228788 = -2344773.811657 nChanged 2 SP:Iteration 99Q (5590.198050 sec): 3 clusters Score: Raw -2348169.196781 + Penalty 3395.228788 = -2344773.967994 nChanged 1 SP:Iteration 100F (5590.302552 sec): 3 clusters Score: Raw -2348169.278466 + Penalty 3395.228788 = -2344774.049679 nChanged 0 Trying to split cluster 7 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5590.338752 sec): 2 clusters Score: Raw -28935.956251 + Penalty 997.029295 = -27938.926956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5590.386417 sec): 3 clusters Score: Raw -28879.438078 + Penalty 1994.058590 = -26885.379488 nChanged 95 SP:Iteration 1F (5590.426035 sec): 3 clusters Score: Raw -29014.502619 + Penalty 1994.058590 = -27020.444030 nChanged 28 SP:Iteration 2F (5590.480162 sec): 3 clusters Score: Raw -29071.610571 + Penalty 1994.058590 = -27077.551982 nChanged 23 SP:Iteration 3Q (5590.534127 sec): 3 clusters Score: Raw -29166.755986 + Penalty 1994.058590 = -27172.697397 nChanged 26 SP:Iteration 4F (5590.583537 sec): 3 clusters Score: Raw -29258.334915 + Penalty 1994.058590 = -27264.276325 nChanged 17 SP:Iteration 5Q (5590.630778 sec): 3 clusters Score: Raw -29417.326799 + Penalty 1994.058590 = -27423.268210 nChanged 19 SP:Iteration 6Q (5590.678932 sec): 3 clusters Score: Raw -29488.359199 + Penalty 1994.058590 = -27494.300610 nChanged 9 SP:Iteration 7Q (5590.722224 sec): 3 clusters Score: Raw -29514.348824 + Penalty 1994.058590 = -27520.290234 nChanged 10 SP:Iteration 8Q (5590.774229 sec): 3 clusters Score: Raw -29540.695199 + Penalty 1994.058590 = -27546.636610 nChanged 11 SP:Iteration 9Q (5590.826593 sec): 3 clusters Score: Raw -29562.379952 + Penalty 1994.058590 = -27568.321362 nChanged 7 SP:Iteration 10Q (5590.874781 sec): 3 clusters Score: Raw -29581.740421 + Penalty 1994.058590 = -27587.681832 nChanged 3 SP:Iteration 11Q (5590.928316 sec): 3 clusters Score: Raw -29591.916246 + Penalty 1994.058590 = -27597.857657 nChanged 2 SP:Iteration 12Q (5590.965948 sec): 3 clusters Score: Raw -29596.934130 + Penalty 1994.058590 = -27602.875540 nChanged 2 SP:Iteration 13Q (5591.016886 sec): 3 clusters Score: Raw -29598.656883 + Penalty 1994.058590 = -27604.598293 nChanged 0 SP:Iteration 14F (5591.061569 sec): 3 clusters Score: Raw -29598.656883 + Penalty 1994.058590 = -27604.598293 nChanged 0 Trying to split cluster 8 (1206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5591.097353 sec): 2 clusters Score: Raw -80385.998812 + Penalty 1152.947961 = -79233.050851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5591.146505 sec): 3 clusters Score: Raw -79966.770885 + Penalty 2305.895923 = -77660.874962 nChanged 348 SP:Iteration 1F (5591.189962 sec): 3 clusters Score: Raw -80237.936796 + Penalty 2305.895923 = -77932.040873 nChanged 84 SP:Iteration 2F (5591.230330 sec): 3 clusters Score: Raw -80309.197404 + Penalty 2305.895923 = -78003.301482 nChanged 52 SP:Iteration 3Q (5591.277959 sec): 3 clusters Score: Raw -80343.786392 + Penalty 2305.895923 = -78037.890470 nChanged 28 SP:Iteration 4Q (5591.316429 sec): 3 clusters Score: Raw -80366.433639 + Penalty 2305.895923 = -78060.537716 nChanged 25 SP:Iteration 5Q (5591.360718 sec): 3 clusters Score: Raw -80384.581264 + Penalty 2305.895923 = -78078.685342 nChanged 12 SP:Iteration 6Q (5591.400374 sec): 3 clusters Score: Raw -80395.372517 + Penalty 2305.895923 = -78089.476594 nChanged 17 SP:Iteration 7Q (5591.436207 sec): 3 clusters Score: Raw -80410.447292 + Penalty 2305.895923 = -78104.551370 nChanged 14 SP:Iteration 8Q (5591.480558 sec): 3 clusters Score: Raw -80418.886674 + Penalty 2305.895923 = -78112.990751 nChanged 9 SP:Iteration 9Q (5591.533856 sec): 3 clusters Score: Raw -80423.952788 + Penalty 2305.895923 = -78118.056866 nChanged 5 SP:Iteration 10Q (5591.579721 sec): 3 clusters Score: Raw -80426.947855 + Penalty 2305.895923 = -78121.051932 nChanged 4 SP:Iteration 11Q (5591.626392 sec): 3 clusters Score: Raw -80428.886301 + Penalty 2305.895923 = -78122.990378 nChanged 4 SP:Iteration 12Q (5591.663316 sec): 3 clusters Score: Raw -80432.178344 + Penalty 2305.895923 = -78126.282421 nChanged 3 SP:Iteration 13Q (5591.717328 sec): 3 clusters Score: Raw -80433.529796 + Penalty 2305.895923 = -78127.633873 nChanged 2 SP:Iteration 14Q (5591.758078 sec): 3 clusters Score: Raw -80434.330724 + Penalty 2305.895923 = -78128.434801 nChanged 0 SP:Iteration 15F (5591.798411 sec): 3 clusters Score: Raw -80434.330724 + Penalty 2305.895923 = -78128.434801 nChanged 0 Trying to split cluster 9 (1021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5591.824194 sec): 2 clusters Score: Raw -51136.052994 + Penalty 1125.887395 = -50010.165598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5591.865253 sec): 3 clusters Score: Raw -50820.355617 + Penalty 2251.774791 = -48568.580826 nChanged 311 SP:Iteration 1F (5591.903911 sec): 3 clusters Score: Raw -51078.282488 + Penalty 2251.774791 = -48826.507697 nChanged 81 SP:Iteration 2F (5591.942256 sec): 3 clusters Score: Raw -51166.110530 + Penalty 2251.774791 = -48914.335739 nChanged 55 SP:Iteration 3F (5591.987555 sec): 3 clusters Score: Raw -51234.511935 + Penalty 2251.774791 = -48982.737144 nChanged 44 SP:Iteration 4Q (5592.030147 sec): 3 clusters Score: Raw -51311.441134 + Penalty 2251.774791 = -49059.666343 nChanged 57 SP:Iteration 5F (5592.075937 sec): 3 clusters Score: Raw -51387.297540 + Penalty 2251.774791 = -49135.522750 nChanged 41 SP:Iteration 6Q (5592.107776 sec): 3 clusters Score: Raw -51443.174231 + Penalty 2251.774791 = -49191.399440 nChanged 28 SP:Iteration 7Q (5592.150938 sec): 3 clusters Score: Raw -51480.853273 + Penalty 2251.774791 = -49229.078482 nChanged 29 SP:Iteration 8Q (5592.188447 sec): 3 clusters Score: Raw -51544.188038 + Penalty 2251.774791 = -49292.413247 nChanged 26 SP:Iteration 9Q (5592.223897 sec): 3 clusters Score: Raw -51583.803461 + Penalty 2251.774791 = -49332.028670 nChanged 23 SP:Iteration 10Q (5592.261742 sec): 3 clusters Score: Raw -51601.492726 + Penalty 2251.774791 = -49349.717935 nChanged 12 SP:Iteration 11Q (5592.313974 sec): 3 clusters Score: Raw -51609.840321 + Penalty 2251.774791 = -49358.065530 nChanged 7 SP:Iteration 12Q (5592.356820 sec): 3 clusters Score: Raw -51621.418330 + Penalty 2251.774791 = -49369.643539 nChanged 12 SP:Iteration 13Q (5592.392860 sec): 3 clusters Score: Raw -51642.876250 + Penalty 2251.774791 = -49391.101459 nChanged 15 SP:Iteration 14Q (5592.425737 sec): 3 clusters Score: Raw -51660.399316 + Penalty 2251.774791 = -49408.624525 nChanged 7 SP:Iteration 15Q (5592.472879 sec): 3 clusters Score: Raw -51668.009491 + Penalty 2251.774791 = -49416.234700 nChanged 5 SP:Iteration 16Q (5592.513254 sec): 3 clusters Score: Raw -51673.682830 + Penalty 2251.774791 = -49421.908039 nChanged 4 SP:Iteration 17Q (5592.551266 sec): 3 clusters Score: Raw -51680.930970 + Penalty 2251.774791 = -49429.156179 nChanged 7 SP:Iteration 18Q (5592.594864 sec): 3 clusters Score: Raw -51691.708699 + Penalty 2251.774791 = -49439.933908 nChanged 7 SP:Iteration 19Q (5592.639632 sec): 3 clusters Score: Raw -51708.845500 + Penalty 2251.774791 = -49457.070709 nChanged 7 SP:Iteration 20F (5592.687085 sec): 3 clusters Score: Raw -51717.205003 + Penalty 2251.774791 = -49465.430212 nChanged 5 SP:Iteration 21Q (5592.728991 sec): 3 clusters Score: Raw -51721.090015 + Penalty 2251.774791 = -49469.315224 nChanged 4 SP:Iteration 22Q (5592.784072 sec): 3 clusters Score: Raw -51726.564682 + Penalty 2251.774791 = -49474.789891 nChanged 2 SP:Iteration 23Q (5592.822861 sec): 3 clusters Score: Raw -51728.896407 + Penalty 2251.774791 = -49477.121616 nChanged 3 SP:Iteration 24Q (5592.869019 sec): 3 clusters Score: Raw -51732.534684 + Penalty 2251.774791 = -49480.759893 nChanged 3 SP:Iteration 25Q (5592.904514 sec): 3 clusters Score: Raw -51735.126353 + Penalty 2251.774791 = -49483.351562 nChanged 4 SP:Iteration 26Q (5592.947381 sec): 3 clusters Score: Raw -51737.545119 + Penalty 2251.774791 = -49485.770328 nChanged 0 SP:Iteration 27F (5592.985388 sec): 3 clusters Score: Raw -51737.545119 + Penalty 2251.774791 = -49485.770328 nChanged 0 Trying to split cluster 10 (20397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5593.035620 sec): 2 clusters Score: Raw -1334715.650745 + Penalty 1612.510755 = -1333103.139990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5593.114839 sec): 3 clusters Score: Raw -1322348.440524 + Penalty 3225.021511 = -1319123.419013 nChanged 9312 SP:Iteration 1F (5593.194914 sec): 3 clusters Score: Raw -1327419.170910 + Penalty 3225.021511 = -1324194.149399 nChanged 1017 SP:Iteration 2Q (5593.275697 sec): 3 clusters Score: Raw -1327772.258693 + Penalty 3225.021511 = -1324547.237182 nChanged 896 SP:Iteration 3Q (5593.349929 sec): 3 clusters Score: Raw -1328088.336521 + Penalty 3225.021511 = -1324863.315010 nChanged 877 SP:Iteration 4Q (5593.440892 sec): 3 clusters Score: Raw -1328438.028142 + Penalty 3225.021511 = -1325213.006632 nChanged 957 SP:Iteration 5Q (5593.514263 sec): 3 clusters Score: Raw -1328892.789313 + Penalty 3225.021511 = -1325667.767802 nChanged 1072 SP:Iteration 6F (5593.594318 sec): 3 clusters Score: Raw -1329500.909494 + Penalty 3225.021511 = -1326275.887983 nChanged 1175 SP:Iteration 7F (5593.670176 sec): 3 clusters Score: Raw -1330324.340553 + Penalty 3225.021511 = -1327099.319042 nChanged 1251 SP:Iteration 8F (5593.744097 sec): 3 clusters Score: Raw -1331300.121842 + Penalty 3225.021511 = -1328075.100332 nChanged 1194 SP:Iteration 9F (5593.834105 sec): 3 clusters Score: Raw -1332358.559697 + Penalty 3225.021511 = -1329133.538187 nChanged 1026 SP:Iteration 10F (5593.907553 sec): 3 clusters Score: Raw -1333297.408292 + Penalty 3225.021511 = -1330072.386781 nChanged 767 SP:Iteration 11Q (5593.992869 sec): 3 clusters Score: Raw -1333947.327198 + Penalty 3225.021511 = -1330722.305687 nChanged 504 SP:Iteration 12Q (5594.071158 sec): 3 clusters Score: Raw -1334341.986736 + Penalty 3225.021511 = -1331116.965225 nChanged 374 SP:Iteration 13Q (5594.154609 sec): 3 clusters Score: Raw -1334601.046663 + Penalty 3225.021511 = -1331376.025152 nChanged 251 SP:Iteration 14Q (5594.227264 sec): 3 clusters Score: Raw -1334772.204647 + Penalty 3225.021511 = -1331547.183136 nChanged 178 SP:Iteration 15Q (5594.312260 sec): 3 clusters Score: Raw -1334886.266382 + Penalty 3225.021511 = -1331661.244871 nChanged 132 SP:Iteration 16Q (5594.387515 sec): 3 clusters Score: Raw -1334957.144861 + Penalty 3225.021511 = -1331732.123350 nChanged 95 SP:Iteration 17Q (5594.467945 sec): 3 clusters Score: Raw -1335006.431723 + Penalty 3225.021511 = -1331781.410212 nChanged 88 SP:Iteration 18Q (5594.548026 sec): 3 clusters Score: Raw -1335050.278969 + Penalty 3225.021511 = -1331825.257458 nChanged 58 SP:Iteration 19Q (5594.623533 sec): 3 clusters Score: Raw -1335072.521759 + Penalty 3225.021511 = -1331847.500248 nChanged 36 SP:Iteration 20F (5594.705123 sec): 3 clusters Score: Raw -1335086.237543 + Penalty 3225.021511 = -1331861.216032 nChanged 34 SP:Iteration 21Q (5594.782067 sec): 3 clusters Score: Raw -1335098.690099 + Penalty 3225.021511 = -1331873.668589 nChanged 20 SP:Iteration 22Q (5594.859617 sec): 3 clusters Score: Raw -1335106.437795 + Penalty 3225.021511 = -1331881.416284 nChanged 21 SP:Iteration 23Q (5594.937149 sec): 3 clusters Score: Raw -1335115.249667 + Penalty 3225.021511 = -1331890.228156 nChanged 19 SP:Iteration 24Q (5595.010531 sec): 3 clusters Score: Raw -1335120.713679 + Penalty 3225.021511 = -1331895.692169 nChanged 8 SP:Iteration 25Q (5595.089553 sec): 3 clusters Score: Raw -1335124.319034 + Penalty 3225.021511 = -1331899.297523 nChanged 10 SP:Iteration 26Q (5595.167496 sec): 3 clusters Score: Raw -1335127.334683 + Penalty 3225.021511 = -1331902.313172 nChanged 11 SP:Iteration 27Q (5595.232112 sec): 3 clusters Score: Raw -1335131.212694 + Penalty 3225.021511 = -1331906.191183 nChanged 10 SP:Iteration 28Q (5595.307998 sec): 3 clusters Score: Raw -1335134.493654 + Penalty 3225.021511 = -1331909.472143 nChanged 7 SP:Iteration 29Q (5595.387323 sec): 3 clusters Score: Raw -1335136.404420 + Penalty 3225.021511 = -1331911.382909 nChanged 4 SP:Iteration 30Q (5595.470601 sec): 3 clusters Score: Raw -1335137.723303 + Penalty 3225.021511 = -1331912.701792 nChanged 3 SP:Iteration 31Q (5595.534470 sec): 3 clusters Score: Raw -1335138.240224 + Penalty 3225.021511 = -1331913.218713 nChanged 1 SP:Iteration 32Q (5595.619631 sec): 3 clusters Score: Raw -1335138.580139 + Penalty 3225.021511 = -1331913.558628 nChanged 1 SP:Iteration 33Q (5595.695384 sec): 3 clusters Score: Raw -1335139.041976 + Penalty 3225.021511 = -1331914.020465 nChanged 1 SP:Iteration 34Q (5595.761530 sec): 3 clusters Score: Raw -1335139.413515 + Penalty 3225.021511 = -1331914.392004 nChanged 1 SP:Iteration 35Q (5595.841982 sec): 3 clusters Score: Raw -1335139.665445 + Penalty 3225.021511 = -1331914.643935 nChanged 1 SP:Iteration 36Q (5595.910306 sec): 3 clusters Score: Raw -1335139.836955 + Penalty 3225.021511 = -1331914.815444 nChanged 1 SP:Iteration 37Q (5595.979982 sec): 3 clusters Score: Raw -1335140.131809 + Penalty 3225.021511 = -1331915.110298 nChanged 1 SP:Iteration 38Q (5596.054005 sec): 3 clusters Score: Raw -1335140.421664 + Penalty 3225.021511 = -1331915.400153 nChanged 0 SP:Iteration 39F (5596.142906 sec): 3 clusters Score: Raw -1335140.421664 + Penalty 3225.021511 = -1331915.400153 nChanged 0 Trying to split cluster 11 (12381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5596.186554 sec): 2 clusters Score: Raw -828207.378516 + Penalty 1531.386727 = -826675.991789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5596.250769 sec): 3 clusters Score: Raw -821037.637013 + Penalty 3062.773453 = -817974.863559 nChanged 5360 SP:Iteration 1F (5596.318246 sec): 3 clusters Score: Raw -823980.862224 + Penalty 3062.773453 = -820918.088771 nChanged 798 SP:Iteration 2F (5596.384719 sec): 3 clusters Score: Raw -824382.864450 + Penalty 3062.773453 = -821320.090997 nChanged 752 SP:Iteration 3F (5596.441729 sec): 3 clusters Score: Raw -824828.476939 + Penalty 3062.773453 = -821765.703485 nChanged 766 SP:Iteration 4F (5596.519075 sec): 3 clusters Score: Raw -825309.498080 + Penalty 3062.773453 = -822246.724627 nChanged 754 SP:Iteration 5F (5596.588269 sec): 3 clusters Score: Raw -825822.214213 + Penalty 3062.773453 = -822759.440760 nChanged 771 SP:Iteration 6F (5596.649045 sec): 3 clusters Score: Raw -826362.417025 + Penalty 3062.773453 = -823299.643572 nChanged 749 SP:Iteration 7F (5596.722545 sec): 3 clusters Score: Raw -826837.405914 + Penalty 3062.773453 = -823774.632461 nChanged 593 SP:Iteration 8Q (5596.786408 sec): 3 clusters Score: Raw -827169.570342 + Penalty 3062.773453 = -824106.796889 nChanged 459 SP:Iteration 9Q (5596.857193 sec): 3 clusters Score: Raw -827366.489106 + Penalty 3062.773453 = -824303.715652 nChanged 320 SP:Iteration 10Q (5596.919953 sec): 3 clusters Score: Raw -827491.561236 + Penalty 3062.773453 = -824428.787782 nChanged 241 SP:Iteration 11Q (5596.989679 sec): 3 clusters Score: Raw -827564.075935 + Penalty 3062.773453 = -824501.302482 nChanged 179 SP:Iteration 12Q (5597.059407 sec): 3 clusters Score: Raw -827622.192240 + Penalty 3062.773453 = -824559.418787 nChanged 158 SP:Iteration 13Q (5597.129473 sec): 3 clusters Score: Raw -827677.047417 + Penalty 3062.773453 = -824614.273964 nChanged 147 SP:Iteration 14Q (5597.187742 sec): 3 clusters Score: Raw -827719.917127 + Penalty 3062.773453 = -824657.143674 nChanged 123 SP:Iteration 15Q (5597.256720 sec): 3 clusters Score: Raw -827752.214861 + Penalty 3062.773453 = -824689.441407 nChanged 92 SP:Iteration 16Q (5597.324303 sec): 3 clusters Score: Raw -827774.522262 + Penalty 3062.773453 = -824711.748808 nChanged 99 SP:Iteration 17Q (5597.398103 sec): 3 clusters Score: Raw -827798.483920 + Penalty 3062.773453 = -824735.710466 nChanged 88 SP:Iteration 18Q (5597.479122 sec): 3 clusters Score: Raw -827818.739815 + Penalty 3062.773453 = -824755.966362 nChanged 88 SP:Iteration 19Q (5597.546985 sec): 3 clusters Score: Raw -827842.811083 + Penalty 3062.773453 = -824780.037629 nChanged 94 SP:Iteration 20F (5597.602518 sec): 3 clusters Score: Raw -827868.095811 + Penalty 3062.773453 = -824805.322358 nChanged 83 SP:Iteration 21Q (5597.668107 sec): 3 clusters Score: Raw -827887.464082 + Penalty 3062.773453 = -824824.690629 nChanged 71 SP:Iteration 22Q (5597.739100 sec): 3 clusters Score: Raw -827902.666906 + Penalty 3062.773453 = -824839.893453 nChanged 80 SP:Iteration 23Q (5597.810580 sec): 3 clusters Score: Raw -827921.472254 + Penalty 3062.773453 = -824858.698800 nChanged 82 SP:Iteration 24Q (5597.883240 sec): 3 clusters Score: Raw -827942.920941 + Penalty 3062.773453 = -824880.147488 nChanged 75 SP:Iteration 25Q (5597.948465 sec): 3 clusters Score: Raw -827959.510132 + Penalty 3062.773453 = -824896.736678 nChanged 54 SP:Iteration 26Q (5598.019907 sec): 3 clusters Score: Raw -827971.352565 + Penalty 3062.773453 = -824908.579111 nChanged 61 SP:Iteration 27Q (5598.087046 sec): 3 clusters Score: Raw -827984.932430 + Penalty 3062.773453 = -824922.158976 nChanged 60 SP:Iteration 28Q (5598.154401 sec): 3 clusters Score: Raw -827998.689549 + Penalty 3062.773453 = -824935.916096 nChanged 48 SP:Iteration 29Q (5598.222628 sec): 3 clusters Score: Raw -828006.957661 + Penalty 3062.773453 = -824944.184207 nChanged 45 SP:Iteration 30Q (5598.280025 sec): 3 clusters Score: Raw -828014.468387 + Penalty 3062.773453 = -824951.694933 nChanged 47 SP:Iteration 31Q (5598.353274 sec): 3 clusters Score: Raw -828022.892695 + Penalty 3062.773453 = -824960.119241 nChanged 36 SP:Iteration 32Q (5598.427254 sec): 3 clusters Score: Raw -828030.284219 + Penalty 3062.773453 = -824967.510765 nChanged 40 SP:Iteration 33Q (5598.496414 sec): 3 clusters Score: Raw -828037.000515 + Penalty 3062.773453 = -824974.227061 nChanged 38 SP:Iteration 34Q (5598.563065 sec): 3 clusters Score: Raw -828044.353362 + Penalty 3062.773453 = -824981.579908 nChanged 44 SP:Iteration 35Q (5598.628984 sec): 3 clusters Score: Raw -828052.795427 + Penalty 3062.773453 = -824990.021974 nChanged 49 SP:Iteration 36Q (5598.696974 sec): 3 clusters Score: Raw -828064.104647 + Penalty 3062.773453 = -825001.331194 nChanged 53 SP:Iteration 37Q (5598.761718 sec): 3 clusters Score: Raw -828074.682914 + Penalty 3062.773453 = -825011.909460 nChanged 44 SP:Iteration 38Q (5598.817949 sec): 3 clusters Score: Raw -828083.851445 + Penalty 3062.773453 = -825021.077992 nChanged 46 SP:Iteration 39Q (5598.888117 sec): 3 clusters Score: Raw -828092.188538 + Penalty 3062.773453 = -825029.415085 nChanged 37 SP:Iteration 40F (5598.951102 sec): 3 clusters Score: Raw -828098.673573 + Penalty 3062.773453 = -825035.900119 nChanged 25 SP:Iteration 41Q (5599.013201 sec): 3 clusters Score: Raw -828103.410603 + Penalty 3062.773453 = -825040.637149 nChanged 22 SP:Iteration 42Q (5599.091615 sec): 3 clusters Score: Raw -828107.681090 + Penalty 3062.773453 = -825044.907637 nChanged 23 SP:Iteration 43Q (5599.159411 sec): 3 clusters Score: Raw -828111.873855 + Penalty 3062.773453 = -825049.100402 nChanged 32 SP:Iteration 44Q (5599.216128 sec): 3 clusters Score: Raw -828117.231607 + Penalty 3062.773453 = -825054.458153 nChanged 24 SP:Iteration 45Q (5599.283299 sec): 3 clusters Score: Raw -828122.072835 + Penalty 3062.773453 = -825059.299381 nChanged 23 SP:Iteration 46Q (5599.343833 sec): 3 clusters Score: Raw -828126.620628 + Penalty 3062.773453 = -825063.847174 nChanged 28 SP:Iteration 47Q (5599.410840 sec): 3 clusters Score: Raw -828132.181501 + Penalty 3062.773453 = -825069.408048 nChanged 25 SP:Iteration 48Q (5599.471796 sec): 3 clusters Score: Raw -828135.882603 + Penalty 3062.773453 = -825073.109150 nChanged 22 SP:Iteration 49Q (5599.542249 sec): 3 clusters Score: Raw -828139.417014 + Penalty 3062.773453 = -825076.643561 nChanged 16 SP:Iteration 50Q (5599.613355 sec): 3 clusters Score: Raw -828141.553958 + Penalty 3062.773453 = -825078.780505 nChanged 15 SP:Iteration 51Q (5599.670354 sec): 3 clusters Score: Raw -828144.128635 + Penalty 3062.773453 = -825081.355182 nChanged 15 SP:Iteration 52Q (5599.734613 sec): 3 clusters Score: Raw -828146.336536 + Penalty 3062.773453 = -825083.563083 nChanged 19 SP:Iteration 53Q (5599.805034 sec): 3 clusters Score: Raw -828148.920714 + Penalty 3062.773453 = -825086.147261 nChanged 14 SP:Iteration 54Q (5599.866145 sec): 3 clusters Score: Raw -828150.582551 + Penalty 3062.773453 = -825087.809098 nChanged 7 SP:Iteration 55Q (5599.923711 sec): 3 clusters Score: Raw -828151.766465 + Penalty 3062.773453 = -825088.993011 nChanged 10 SP:Iteration 56Q (5599.982840 sec): 3 clusters Score: Raw -828153.031868 + Penalty 3062.773453 = -825090.258415 nChanged 9 SP:Iteration 57Q (5600.043706 sec): 3 clusters Score: Raw -828154.250973 + Penalty 3062.773453 = -825091.477519 nChanged 10 SP:Iteration 58Q (5600.110542 sec): 3 clusters Score: Raw -828156.730465 + Penalty 3062.773453 = -825093.957012 nChanged 17 SP:Iteration 59Q (5600.174500 sec): 3 clusters Score: Raw -828160.478409 + Penalty 3062.773453 = -825097.704956 nChanged 19 SP:Iteration 60F (5600.231675 sec): 3 clusters Score: Raw -828163.868097 + Penalty 3062.773453 = -825101.094644 nChanged 21 SP:Iteration 61Q (5600.298129 sec): 3 clusters Score: Raw -828166.899773 + Penalty 3062.773453 = -825104.126319 nChanged 20 SP:Iteration 62Q (5600.363037 sec): 3 clusters Score: Raw -828169.630637 + Penalty 3062.773453 = -825106.857184 nChanged 21 SP:Iteration 63Q (5600.419619 sec): 3 clusters Score: Raw -828173.139755 + Penalty 3062.773453 = -825110.366302 nChanged 23 SP:Iteration 64Q (5600.489542 sec): 3 clusters Score: Raw -828177.209950 + Penalty 3062.773453 = -825114.436497 nChanged 23 SP:Iteration 65Q (5600.549173 sec): 3 clusters Score: Raw -828181.695811 + Penalty 3062.773453 = -825118.922357 nChanged 20 SP:Iteration 66Q (5600.614434 sec): 3 clusters Score: Raw -828184.948257 + Penalty 3062.773453 = -825122.174804 nChanged 25 SP:Iteration 67Q (5600.670696 sec): 3 clusters Score: Raw -828189.521931 + Penalty 3062.773453 = -825126.748478 nChanged 17 SP:Iteration 68Q (5600.734118 sec): 3 clusters Score: Raw -828192.940930 + Penalty 3062.773453 = -825130.167476 nChanged 26 SP:Iteration 69Q (5600.788961 sec): 3 clusters Score: Raw -828197.656726 + Penalty 3062.773453 = -825134.883272 nChanged 26 SP:Iteration 70Q (5600.848704 sec): 3 clusters Score: Raw -828202.970781 + Penalty 3062.773453 = -825140.197328 nChanged 28 SP:Iteration 71Q (5600.922819 sec): 3 clusters Score: Raw -828208.983826 + Penalty 3062.773453 = -825146.210372 nChanged 26 SP:Iteration 72Q (5600.982950 sec): 3 clusters Score: Raw -828215.018859 + Penalty 3062.773453 = -825152.245406 nChanged 26 SP:Iteration 73Q (5601.058494 sec): 3 clusters Score: Raw -828221.130947 + Penalty 3062.773453 = -825158.357493 nChanged 25 SP:Iteration 74Q (5601.125051 sec): 3 clusters Score: Raw -828227.810032 + Penalty 3062.773453 = -825165.036578 nChanged 23 SP:Iteration 75Q (5601.191762 sec): 3 clusters Score: Raw -828231.485392 + Penalty 3062.773453 = -825168.711938 nChanged 16 SP:Iteration 76Q (5601.254072 sec): 3 clusters Score: Raw -828234.099217 + Penalty 3062.773453 = -825171.325764 nChanged 25 SP:Iteration 77Q (5601.313346 sec): 3 clusters Score: Raw -828239.377568 + Penalty 3062.773453 = -825176.604115 nChanged 25 SP:Iteration 78Q (5601.389178 sec): 3 clusters Score: Raw -828245.122841 + Penalty 3062.773453 = -825182.349388 nChanged 18 SP:Iteration 79Q (5601.455185 sec): 3 clusters Score: Raw -828249.784138 + Penalty 3062.773453 = -825187.010685 nChanged 18 SP:Iteration 80F (5601.525421 sec): 3 clusters Score: Raw -828253.266435 + Penalty 3062.773453 = -825190.492982 nChanged 16 SP:Iteration 81Q (5601.585883 sec): 3 clusters Score: Raw -828256.540702 + Penalty 3062.773453 = -825193.767248 nChanged 19 SP:Iteration 82Q (5601.644388 sec): 3 clusters Score: Raw -828259.988916 + Penalty 3062.773453 = -825197.215463 nChanged 13 SP:Iteration 83Q (5601.711748 sec): 3 clusters Score: Raw -828261.983811 + Penalty 3062.773453 = -825199.210358 nChanged 10 SP:Iteration 84Q (5601.778632 sec): 3 clusters Score: Raw -828263.845209 + Penalty 3062.773453 = -825201.071756 nChanged 14 SP:Iteration 85Q (5601.855232 sec): 3 clusters Score: Raw -828266.010825 + Penalty 3062.773453 = -825203.237371 nChanged 11 SP:Iteration 86Q (5601.910963 sec): 3 clusters Score: Raw -828267.606601 + Penalty 3062.773453 = -825204.833147 nChanged 7 SP:Iteration 87Q (5601.978276 sec): 3 clusters Score: Raw -828268.563959 + Penalty 3062.773453 = -825205.790505 nChanged 6 SP:Iteration 88Q (5602.041410 sec): 3 clusters Score: Raw -828269.665331 + Penalty 3062.773453 = -825206.891878 nChanged 9 SP:Iteration 89Q (5602.115872 sec): 3 clusters Score: Raw -828271.402737 + Penalty 3062.773453 = -825208.629283 nChanged 13 SP:Iteration 90Q (5602.178223 sec): 3 clusters Score: Raw -828273.751897 + Penalty 3062.773453 = -825210.978444 nChanged 8 SP:Iteration 91Q (5602.245603 sec): 3 clusters Score: Raw -828274.913627 + Penalty 3062.773453 = -825212.140173 nChanged 14 SP:Iteration 92Q (5602.321847 sec): 3 clusters Score: Raw -828277.647025 + Penalty 3062.773453 = -825214.873572 nChanged 8 SP:Iteration 93Q (5602.389567 sec): 3 clusters Score: Raw -828278.924633 + Penalty 3062.773453 = -825216.151180 nChanged 9 SP:Iteration 94Q (5602.456248 sec): 3 clusters Score: Raw -828281.033809 + Penalty 3062.773453 = -825218.260356 nChanged 10 SP:Iteration 95Q (5602.503414 sec): 3 clusters Score: Raw -828282.597497 + Penalty 3062.773453 = -825219.824043 nChanged 6 SP:Iteration 96Q (5602.566432 sec): 3 clusters Score: Raw -828283.306235 + Penalty 3062.773453 = -825220.532781 nChanged 5 SP:Iteration 97Q (5602.642865 sec): 3 clusters Score: Raw -828283.936936 + Penalty 3062.773453 = -825221.163483 nChanged 4 SP:Iteration 98Q (5602.701616 sec): 3 clusters Score: Raw -828284.571686 + Penalty 3062.773453 = -825221.798232 nChanged 1 SP:Iteration 99Q (5602.773048 sec): 3 clusters Score: Raw -828284.732124 + Penalty 3062.773453 = -825221.958671 nChanged 1 SP:Iteration 100F (5602.828548 sec): 3 clusters Score: Raw -828284.954580 + Penalty 3062.773453 = -825222.181126 nChanged 0 Trying to split cluster 12 (16736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5602.880608 sec): 2 clusters Score: Raw -1148975.353407 + Penalty 1580.364072 = -1147394.989335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5602.950364 sec): 3 clusters Score: Raw -1139038.180074 + Penalty 3160.728144 = -1135877.451929 nChanged 7516 SP:Iteration 1F (5603.025886 sec): 3 clusters Score: Raw -1143105.706674 + Penalty 3160.728144 = -1139944.978530 nChanged 852 SP:Iteration 2F (5603.108963 sec): 3 clusters Score: Raw -1143409.322835 + Penalty 3160.728144 = -1140248.594691 nChanged 767 SP:Iteration 3Q (5603.188272 sec): 3 clusters Score: Raw -1143687.028813 + Penalty 3160.728144 = -1140526.300669 nChanged 709 SP:Iteration 4Q (5603.263892 sec): 3 clusters Score: Raw -1143952.244545 + Penalty 3160.728144 = -1140791.516401 nChanged 727 SP:Iteration 5Q (5603.332467 sec): 3 clusters Score: Raw -1144270.013554 + Penalty 3160.728144 = -1141109.285410 nChanged 799 SP:Iteration 6Q (5603.415010 sec): 3 clusters Score: Raw -1144663.047004 + Penalty 3160.728144 = -1141502.318859 nChanged 841 SP:Iteration 7F (5603.484304 sec): 3 clusters Score: Raw -1145160.686267 + Penalty 3160.728144 = -1141999.958123 nChanged 907 SP:Iteration 8F (5603.557110 sec): 3 clusters Score: Raw -1145770.979770 + Penalty 3160.728144 = -1142610.251625 nChanged 903 SP:Iteration 9F (5603.641477 sec): 3 clusters Score: Raw -1146396.961193 + Penalty 3160.728144 = -1143236.233048 nChanged 784 SP:Iteration 10Q (5603.721794 sec): 3 clusters Score: Raw -1146980.913485 + Penalty 3160.728144 = -1143820.185341 nChanged 637 SP:Iteration 11Q (5603.800169 sec): 3 clusters Score: Raw -1147421.792612 + Penalty 3160.728144 = -1144261.064467 nChanged 569 SP:Iteration 12Q (5603.869934 sec): 3 clusters Score: Raw -1147766.445004 + Penalty 3160.728144 = -1144605.716860 nChanged 415 SP:Iteration 13Q (5603.944553 sec): 3 clusters Score: Raw -1147968.549315 + Penalty 3160.728144 = -1144807.821171 nChanged 305 SP:Iteration 14Q (5604.019466 sec): 3 clusters Score: Raw -1148111.517364 + Penalty 3160.728144 = -1144950.789220 nChanged 246 SP:Iteration 15Q (5604.092097 sec): 3 clusters Score: Raw -1148221.146023 + Penalty 3160.728144 = -1145060.417879 nChanged 196 SP:Iteration 16Q (5604.164818 sec): 3 clusters Score: Raw -1148308.218090 + Penalty 3160.728144 = -1145147.489946 nChanged 179 SP:Iteration 17Q (5604.237621 sec): 3 clusters Score: Raw -1148391.863549 + Penalty 3160.728144 = -1145231.135405 nChanged 164 SP:Iteration 18Q (5604.301604 sec): 3 clusters Score: Raw -1148468.075157 + Penalty 3160.728144 = -1145307.347013 nChanged 153 SP:Iteration 19Q (5604.382533 sec): 3 clusters Score: Raw -1148544.584666 + Penalty 3160.728144 = -1145383.856522 nChanged 150 SP:Iteration 20F (5604.458328 sec): 3 clusters Score: Raw -1148622.693342 + Penalty 3160.728144 = -1145461.965197 nChanged 147 SP:Iteration 21Q (5604.529384 sec): 3 clusters Score: Raw -1148691.413259 + Penalty 3160.728144 = -1145530.685114 nChanged 123 SP:Iteration 22Q (5604.604386 sec): 3 clusters Score: Raw -1148750.829722 + Penalty 3160.728144 = -1145590.101578 nChanged 110 SP:Iteration 23Q (5604.678685 sec): 3 clusters Score: Raw -1148810.978155 + Penalty 3160.728144 = -1145650.250010 nChanged 110 SP:Iteration 24Q (5604.750745 sec): 3 clusters Score: Raw -1148872.340888 + Penalty 3160.728144 = -1145711.612744 nChanged 97 SP:Iteration 25Q (5604.823890 sec): 3 clusters Score: Raw -1148927.476039 + Penalty 3160.728144 = -1145766.747895 nChanged 90 SP:Iteration 26Q (5604.896221 sec): 3 clusters Score: Raw -1148983.701468 + Penalty 3160.728144 = -1145822.973324 nChanged 82 SP:Iteration 27Q (5604.967728 sec): 3 clusters Score: Raw -1149030.521219 + Penalty 3160.728144 = -1145869.793075 nChanged 71 SP:Iteration 28Q (5605.040644 sec): 3 clusters Score: Raw -1149075.359941 + Penalty 3160.728144 = -1145914.631796 nChanged 78 SP:Iteration 29Q (5605.107677 sec): 3 clusters Score: Raw -1149137.275208 + Penalty 3160.728144 = -1145976.547064 nChanged 62 SP:Iteration 30Q (5605.179347 sec): 3 clusters Score: Raw -1149177.220345 + Penalty 3160.728144 = -1146016.492201 nChanged 51 SP:Iteration 31Q (5605.250774 sec): 3 clusters Score: Raw -1149213.864296 + Penalty 3160.728144 = -1146053.136152 nChanged 55 SP:Iteration 32Q (5605.317129 sec): 3 clusters Score: Raw -1149249.946896 + Penalty 3160.728144 = -1146089.218752 nChanged 55 SP:Iteration 33Q (5605.389915 sec): 3 clusters Score: Raw -1149281.594406 + Penalty 3160.728144 = -1146120.866262 nChanged 55 SP:Iteration 34Q (5605.459171 sec): 3 clusters Score: Raw -1149315.114283 + Penalty 3160.728144 = -1146154.386139 nChanged 54 SP:Iteration 35Q (5605.533543 sec): 3 clusters Score: Raw -1149340.174243 + Penalty 3160.728144 = -1146179.446099 nChanged 45 SP:Iteration 36Q (5605.602172 sec): 3 clusters Score: Raw -1149358.455212 + Penalty 3160.728144 = -1146197.727068 nChanged 27 SP:Iteration 37Q (5605.670447 sec): 3 clusters Score: Raw -1149367.467258 + Penalty 3160.728144 = -1146206.739114 nChanged 21 SP:Iteration 38Q (5605.743989 sec): 3 clusters Score: Raw -1149372.811266 + Penalty 3160.728144 = -1146212.083121 nChanged 9 SP:Iteration 39Q (5605.802028 sec): 3 clusters Score: Raw -1149375.930920 + Penalty 3160.728144 = -1146215.202775 nChanged 8 SP:Iteration 40F (5605.872051 sec): 3 clusters Score: Raw -1149379.352510 + Penalty 3160.728144 = -1146218.624366 nChanged 8 SP:Iteration 41Q (5605.947905 sec): 3 clusters Score: Raw -1149381.047559 + Penalty 3160.728144 = -1146220.319415 nChanged 3 SP:Iteration 42Q (5606.025350 sec): 3 clusters Score: Raw -1149382.763685 + Penalty 3160.728144 = -1146222.035541 nChanged 5 SP:Iteration 43Q (5606.097232 sec): 3 clusters Score: Raw -1149383.793836 + Penalty 3160.728144 = -1146223.065692 nChanged 5 SP:Iteration 44Q (5606.167436 sec): 3 clusters Score: Raw -1149385.217427 + Penalty 3160.728144 = -1146224.489283 nChanged 6 SP:Iteration 45Q (5606.238136 sec): 3 clusters Score: Raw -1149386.803862 + Penalty 3160.728144 = -1146226.075718 nChanged 2 SP:Iteration 46Q (5606.305562 sec): 3 clusters Score: Raw -1149387.683841 + Penalty 3160.728144 = -1146226.955697 nChanged 2 SP:Iteration 47Q (5606.376222 sec): 3 clusters Score: Raw -1149388.016220 + Penalty 3160.728144 = -1146227.288076 nChanged 1 SP:Iteration 48Q (5606.439259 sec): 3 clusters Score: Raw -1149388.319461 + Penalty 3160.728144 = -1146227.591317 nChanged 1 SP:Iteration 49Q (5606.509266 sec): 3 clusters Score: Raw -1149388.507153 + Penalty 3160.728144 = -1146227.779009 nChanged 0 SP:Iteration 50F (5606.574219 sec): 3 clusters Score: Raw -1149388.507153 + Penalty 3160.728144 = -1146227.779009 nChanged 0 Trying to split cluster 13 (8877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5606.609694 sec): 2 clusters Score: Raw -612263.170576 + Penalty 1477.323078 = -610785.847498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5606.676793 sec): 3 clusters Score: Raw -607326.492845 + Penalty 2954.646156 = -604371.846689 nChanged 3762 SP:Iteration 1F (5606.731906 sec): 3 clusters Score: Raw -609392.034162 + Penalty 2954.646156 = -606437.388006 nChanged 626 SP:Iteration 2F (5606.799498 sec): 3 clusters Score: Raw -609726.146286 + Penalty 2954.646156 = -606771.500130 nChanged 520 SP:Iteration 3F (5606.849677 sec): 3 clusters Score: Raw -610033.217898 + Penalty 2954.646156 = -607078.571742 nChanged 462 SP:Iteration 4F (5606.912340 sec): 3 clusters Score: Raw -610288.715786 + Penalty 2954.646156 = -607334.069630 nChanged 434 SP:Iteration 5Q (5606.971485 sec): 3 clusters Score: Raw -610520.509841 + Penalty 2954.646156 = -607565.863685 nChanged 426 SP:Iteration 6Q (5607.043192 sec): 3 clusters Score: Raw -610742.782719 + Penalty 2954.646156 = -607788.136563 nChanged 359 SP:Iteration 7Q (5607.103537 sec): 3 clusters Score: Raw -610910.371665 + Penalty 2954.646156 = -607955.725509 nChanged 334 SP:Iteration 8Q (5607.159658 sec): 3 clusters Score: Raw -611081.373267 + Penalty 2954.646156 = -608126.727111 nChanged 306 SP:Iteration 9Q (5607.227399 sec): 3 clusters Score: Raw -611231.181733 + Penalty 2954.646156 = -608276.535577 nChanged 259 SP:Iteration 10Q (5607.278484 sec): 3 clusters Score: Raw -611339.179540 + Penalty 2954.646156 = -608384.533384 nChanged 225 SP:Iteration 11Q (5607.348907 sec): 3 clusters Score: Raw -611421.871694 + Penalty 2954.646156 = -608467.225539 nChanged 201 SP:Iteration 12Q (5607.409276 sec): 3 clusters Score: Raw -611499.886439 + Penalty 2954.646156 = -608545.240283 nChanged 192 SP:Iteration 13Q (5607.471569 sec): 3 clusters Score: Raw -611568.009037 + Penalty 2954.646156 = -608613.362881 nChanged 159 SP:Iteration 14Q (5607.522425 sec): 3 clusters Score: Raw -611624.894621 + Penalty 2954.646156 = -608670.248465 nChanged 151 SP:Iteration 15Q (5607.582489 sec): 3 clusters Score: Raw -611682.353667 + Penalty 2954.646156 = -608727.707511 nChanged 148 SP:Iteration 16Q (5607.649133 sec): 3 clusters Score: Raw -611734.463147 + Penalty 2954.646156 = -608779.816991 nChanged 119 SP:Iteration 17Q (5607.706106 sec): 3 clusters Score: Raw -611774.187358 + Penalty 2954.646156 = -608819.541202 nChanged 109 SP:Iteration 18Q (5607.758844 sec): 3 clusters Score: Raw -611809.842110 + Penalty 2954.646156 = -608855.195954 nChanged 122 SP:Iteration 19Q (5607.812045 sec): 3 clusters Score: Raw -611844.612390 + Penalty 2954.646156 = -608889.966234 nChanged 99 SP:Iteration 20F (5607.876281 sec): 3 clusters Score: Raw -611872.798864 + Penalty 2954.646156 = -608918.152708 nChanged 93 SP:Iteration 21Q (5607.932057 sec): 3 clusters Score: Raw -611895.631514 + Penalty 2954.646156 = -608940.985358 nChanged 68 SP:Iteration 22Q (5607.987694 sec): 3 clusters Score: Raw -611907.255422 + Penalty 2954.646156 = -608952.609266 nChanged 45 SP:Iteration 23Q (5608.049918 sec): 3 clusters Score: Raw -611916.598654 + Penalty 2954.646156 = -608961.952498 nChanged 36 SP:Iteration 24Q (5608.117831 sec): 3 clusters Score: Raw -611923.864811 + Penalty 2954.646156 = -608969.218655 nChanged 32 SP:Iteration 25Q (5608.176809 sec): 3 clusters Score: Raw -611928.021351 + Penalty 2954.646156 = -608973.375195 nChanged 25 SP:Iteration 26Q (5608.231800 sec): 3 clusters Score: Raw -611931.784332 + Penalty 2954.646156 = -608977.138176 nChanged 36 SP:Iteration 27Q (5608.288021 sec): 3 clusters Score: Raw -611937.821722 + Penalty 2954.646156 = -608983.175566 nChanged 39 SP:Iteration 28Q (5608.348727 sec): 3 clusters Score: Raw -611943.819816 + Penalty 2954.646156 = -608989.173660 nChanged 34 SP:Iteration 29Q (5608.415387 sec): 3 clusters Score: Raw -611950.628493 + Penalty 2954.646156 = -608995.982337 nChanged 36 SP:Iteration 30Q (5608.472487 sec): 3 clusters Score: Raw -611956.752671 + Penalty 2954.646156 = -609002.106515 nChanged 31 SP:Iteration 31Q (5608.535477 sec): 3 clusters Score: Raw -611961.167842 + Penalty 2954.646156 = -609006.521686 nChanged 23 SP:Iteration 32Q (5608.587756 sec): 3 clusters Score: Raw -611964.144936 + Penalty 2954.646156 = -609009.498780 nChanged 22 SP:Iteration 33Q (5608.654404 sec): 3 clusters Score: Raw -611967.225077 + Penalty 2954.646156 = -609012.578921 nChanged 20 SP:Iteration 34Q (5608.717503 sec): 3 clusters Score: Raw -611970.346292 + Penalty 2954.646156 = -609015.700136 nChanged 17 SP:Iteration 35Q (5608.778145 sec): 3 clusters Score: Raw -611973.085875 + Penalty 2954.646156 = -609018.439720 nChanged 19 SP:Iteration 36Q (5608.841896 sec): 3 clusters Score: Raw -611976.768123 + Penalty 2954.646156 = -609022.121967 nChanged 19 SP:Iteration 37Q (5608.893238 sec): 3 clusters Score: Raw -611981.106964 + Penalty 2954.646156 = -609026.460809 nChanged 22 SP:Iteration 38Q (5608.956649 sec): 3 clusters Score: Raw -611984.710091 + Penalty 2954.646156 = -609030.063935 nChanged 19 SP:Iteration 39Q (5609.013147 sec): 3 clusters Score: Raw -611987.953344 + Penalty 2954.646156 = -609033.307188 nChanged 15 SP:Iteration 40F (5609.079602 sec): 3 clusters Score: Raw -611990.133562 + Penalty 2954.646156 = -609035.487406 nChanged 14 SP:Iteration 41Q (5609.142516 sec): 3 clusters Score: Raw -611992.184536 + Penalty 2954.646156 = -609037.538380 nChanged 17 SP:Iteration 42Q (5609.195622 sec): 3 clusters Score: Raw -611995.123693 + Penalty 2954.646156 = -609040.477538 nChanged 21 SP:Iteration 43Q (5609.267200 sec): 3 clusters Score: Raw -611999.153922 + Penalty 2954.646156 = -609044.507766 nChanged 18 SP:Iteration 44Q (5609.321500 sec): 3 clusters Score: Raw -612001.578863 + Penalty 2954.646156 = -609046.932708 nChanged 14 SP:Iteration 45Q (5609.388402 sec): 3 clusters Score: Raw -612003.266999 + Penalty 2954.646156 = -609048.620843 nChanged 13 SP:Iteration 46Q (5609.452527 sec): 3 clusters Score: Raw -612004.868088 + Penalty 2954.646156 = -609050.221932 nChanged 13 SP:Iteration 47Q (5609.508407 sec): 3 clusters Score: Raw -612006.379672 + Penalty 2954.646156 = -609051.733517 nChanged 12 SP:Iteration 48Q (5609.564429 sec): 3 clusters Score: Raw -612008.190910 + Penalty 2954.646156 = -609053.544754 nChanged 9 SP:Iteration 49Q (5609.626088 sec): 3 clusters Score: Raw -612009.164957 + Penalty 2954.646156 = -609054.518801 nChanged 10 SP:Iteration 50Q (5609.689874 sec): 3 clusters Score: Raw -612010.448182 + Penalty 2954.646156 = -609055.802026 nChanged 9 SP:Iteration 51Q (5609.755946 sec): 3 clusters Score: Raw -612011.382493 + Penalty 2954.646156 = -609056.736337 nChanged 5 SP:Iteration 52Q (5609.820151 sec): 3 clusters Score: Raw -612011.930968 + Penalty 2954.646156 = -609057.284812 nChanged 4 SP:Iteration 53Q (5609.877241 sec): 3 clusters Score: Raw -612012.321386 + Penalty 2954.646156 = -609057.675230 nChanged 4 SP:Iteration 54Q (5609.937280 sec): 3 clusters Score: Raw -612012.791633 + Penalty 2954.646156 = -609058.145477 nChanged 8 SP:Iteration 55Q (5610.004953 sec): 3 clusters Score: Raw -612014.152071 + Penalty 2954.646156 = -609059.505915 nChanged 11 SP:Iteration 56Q (5610.069070 sec): 3 clusters Score: Raw -612015.590647 + Penalty 2954.646156 = -609060.944491 nChanged 12 SP:Iteration 57Q (5610.133769 sec): 3 clusters Score: Raw -612017.019486 + Penalty 2954.646156 = -609062.373330 nChanged 10 SP:Iteration 58Q (5610.192946 sec): 3 clusters Score: Raw -612018.086054 + Penalty 2954.646156 = -609063.439898 nChanged 5 SP:Iteration 59Q (5610.256190 sec): 3 clusters Score: Raw -612018.625898 + Penalty 2954.646156 = -609063.979742 nChanged 2 SP:Iteration 60F (5610.318701 sec): 3 clusters Score: Raw -612018.807068 + Penalty 2954.646156 = -609064.160912 nChanged 0 Trying to split cluster 14 (52648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5610.423483 sec): 2 clusters Score: Raw -3381598.879641 + Penalty 1766.599824 = -3379832.279818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5610.555182 sec): 3 clusters Score: Raw -3348265.566125 + Penalty 3533.199647 = -3344732.366478 nChanged 24611 SP:Iteration 1F (5610.698787 sec): 3 clusters Score: Raw -3362595.453946 + Penalty 3533.199647 = -3359062.254299 nChanged 2377 SP:Iteration 2Q (5610.839494 sec): 3 clusters Score: Raw -3363478.501037 + Penalty 3533.199647 = -3359945.301390 nChanged 2638 SP:Iteration 3F (5610.979892 sec): 3 clusters Score: Raw -3364689.904989 + Penalty 3533.199647 = -3361156.705341 nChanged 3029 SP:Iteration 4F (5611.115423 sec): 3 clusters Score: Raw -3366414.300931 + Penalty 3533.199647 = -3362881.101283 nChanged 3377 SP:Iteration 5F (5611.250375 sec): 3 clusters Score: Raw -3368467.939874 + Penalty 3533.199647 = -3364934.740227 nChanged 3498 SP:Iteration 6F (5611.378890 sec): 3 clusters Score: Raw -3370680.765371 + Penalty 3533.199647 = -3367147.565723 nChanged 3257 SP:Iteration 7F (5611.521355 sec): 3 clusters Score: Raw -3373042.279350 + Penalty 3533.199647 = -3369509.079702 nChanged 2877 SP:Iteration 8F (5611.648904 sec): 3 clusters Score: Raw -3375140.592405 + Penalty 3533.199647 = -3371607.392758 nChanged 2366 SP:Iteration 9Q (5611.796213 sec): 3 clusters Score: Raw -3376634.775711 + Penalty 3533.199647 = -3373101.576064 nChanged 1693 SP:Iteration 10Q (5611.931671 sec): 3 clusters Score: Raw -3377439.363377 + Penalty 3533.199647 = -3373906.163730 nChanged 1152 SP:Iteration 11Q (5612.074397 sec): 3 clusters Score: Raw -3377904.256652 + Penalty 3533.199647 = -3374371.057005 nChanged 971 SP:Iteration 12Q (5612.217565 sec): 3 clusters Score: Raw -3378263.550730 + Penalty 3533.199647 = -3374730.351082 nChanged 874 SP:Iteration 13Q (5612.353952 sec): 3 clusters Score: Raw -3378590.478747 + Penalty 3533.199647 = -3375057.279100 nChanged 844 SP:Iteration 14Q (5612.496230 sec): 3 clusters Score: Raw -3378921.363936 + Penalty 3533.199647 = -3375388.164288 nChanged 855 SP:Iteration 15Q (5612.632111 sec): 3 clusters Score: Raw -3379290.036203 + Penalty 3533.199647 = -3375756.836556 nChanged 832 SP:Iteration 16Q (5612.766291 sec): 3 clusters Score: Raw -3379658.557117 + Penalty 3533.199647 = -3376125.357470 nChanged 788 SP:Iteration 17Q (5612.901712 sec): 3 clusters Score: Raw -3380012.418364 + Penalty 3533.199647 = -3376479.218717 nChanged 704 SP:Iteration 18Q (5613.035580 sec): 3 clusters Score: Raw -3380317.934730 + Penalty 3533.199647 = -3376784.735083 nChanged 650 SP:Iteration 19Q (5613.167066 sec): 3 clusters Score: Raw -3380635.090971 + Penalty 3533.199647 = -3377101.891323 nChanged 629 SP:Iteration 20F (5613.294114 sec): 3 clusters Score: Raw -3380946.918906 + Penalty 3533.199647 = -3377413.719259 nChanged 546 SP:Iteration 21Q (5613.430429 sec): 3 clusters Score: Raw -3381202.154541 + Penalty 3533.199647 = -3377668.954894 nChanged 467 SP:Iteration 22Q (5613.560587 sec): 3 clusters Score: Raw -3381390.388790 + Penalty 3533.199647 = -3377857.189143 nChanged 388 SP:Iteration 23Q (5613.686988 sec): 3 clusters Score: Raw -3381515.132583 + Penalty 3533.199647 = -3377981.932936 nChanged 301 SP:Iteration 24Q (5613.819710 sec): 3 clusters Score: Raw -3381603.301700 + Penalty 3533.199647 = -3378070.102052 nChanged 271 SP:Iteration 25Q (5613.947953 sec): 3 clusters Score: Raw -3381674.966795 + Penalty 3533.199647 = -3378141.767147 nChanged 238 SP:Iteration 26Q (5614.073784 sec): 3 clusters Score: Raw -3381738.362274 + Penalty 3533.199647 = -3378205.162626 nChanged 210 SP:Iteration 27Q (5614.202998 sec): 3 clusters Score: Raw -3381785.535390 + Penalty 3533.199647 = -3378252.335743 nChanged 181 SP:Iteration 28Q (5614.336556 sec): 3 clusters Score: Raw -3381829.821025 + Penalty 3533.199647 = -3378296.621378 nChanged 179 SP:Iteration 29Q (5614.465209 sec): 3 clusters Score: Raw -3381872.311908 + Penalty 3533.199647 = -3378339.112261 nChanged 157 SP:Iteration 30Q (5614.605333 sec): 3 clusters Score: Raw -3381903.144844 + Penalty 3533.199647 = -3378369.945197 nChanged 133 SP:Iteration 31Q (5614.727027 sec): 3 clusters Score: Raw -3381926.309337 + Penalty 3533.199647 = -3378393.109690 nChanged 119 SP:Iteration 32Q (5614.843054 sec): 3 clusters Score: Raw -3381948.507219 + Penalty 3533.199647 = -3378415.307571 nChanged 126 SP:Iteration 33Q (5614.972108 sec): 3 clusters Score: Raw -3381974.034751 + Penalty 3533.199647 = -3378440.835104 nChanged 105 SP:Iteration 34Q (5615.080596 sec): 3 clusters Score: Raw -3381992.505380 + Penalty 3533.199647 = -3378459.305733 nChanged 109 SP:Iteration 35Q (5615.202539 sec): 3 clusters Score: Raw -3382010.994257 + Penalty 3533.199647 = -3378477.794610 nChanged 100 SP:Iteration 36Q (5615.331830 sec): 3 clusters Score: Raw -3382026.757315 + Penalty 3533.199647 = -3378493.557668 nChanged 78 SP:Iteration 37Q (5615.441877 sec): 3 clusters Score: Raw -3382039.665910 + Penalty 3533.199647 = -3378506.466263 nChanged 80 SP:Iteration 38Q (5615.568024 sec): 3 clusters Score: Raw -3382052.019295 + Penalty 3533.199647 = -3378518.819648 nChanged 81 SP:Iteration 39Q (5615.699585 sec): 3 clusters Score: Raw -3382065.792981 + Penalty 3533.199647 = -3378532.593334 nChanged 72 SP:Iteration 40F (5615.832631 sec): 3 clusters Score: Raw -3382076.137675 + Penalty 3533.199647 = -3378542.938028 nChanged 71 SP:Iteration 41Q (5615.953231 sec): 3 clusters Score: Raw -3382086.947887 + Penalty 3533.199647 = -3378553.748240 nChanged 55 SP:Iteration 42Q (5616.080923 sec): 3 clusters Score: Raw -3382093.629342 + Penalty 3533.199647 = -3378560.429695 nChanged 51 SP:Iteration 43Q (5616.196813 sec): 3 clusters Score: Raw -3382099.977807 + Penalty 3533.199647 = -3378566.778160 nChanged 53 SP:Iteration 44Q (5616.321079 sec): 3 clusters Score: Raw -3382107.847760 + Penalty 3533.199647 = -3378574.648113 nChanged 55 SP:Iteration 45Q (5616.446534 sec): 3 clusters Score: Raw -3382115.407990 + Penalty 3533.199647 = -3378582.208343 nChanged 47 SP:Iteration 46Q (5616.573925 sec): 3 clusters Score: Raw -3382120.996665 + Penalty 3533.199647 = -3378587.797018 nChanged 37 SP:Iteration 47Q (5616.695555 sec): 3 clusters Score: Raw -3382124.871579 + Penalty 3533.199647 = -3378591.671932 nChanged 29 SP:Iteration 48Q (5616.818410 sec): 3 clusters Score: Raw -3382127.695554 + Penalty 3533.199647 = -3378594.495906 nChanged 27 SP:Iteration 49Q (5616.936407 sec): 3 clusters Score: Raw -3382130.553939 + Penalty 3533.199647 = -3378597.354292 nChanged 26 SP:Iteration 50Q (5617.053555 sec): 3 clusters Score: Raw -3382132.869374 + Penalty 3533.199647 = -3378599.669727 nChanged 16 SP:Iteration 51Q (5617.178959 sec): 3 clusters Score: Raw -3382134.534447 + Penalty 3533.199647 = -3378601.334800 nChanged 28 SP:Iteration 52Q (5617.306072 sec): 3 clusters Score: Raw -3382137.469471 + Penalty 3533.199647 = -3378604.269823 nChanged 31 SP:Iteration 53Q (5617.418716 sec): 3 clusters Score: Raw -3382140.690527 + Penalty 3533.199647 = -3378607.490879 nChanged 27 SP:Iteration 54Q (5617.552441 sec): 3 clusters Score: Raw -3382143.283524 + Penalty 3533.199647 = -3378610.083877 nChanged 31 SP:Iteration 55Q (5617.667033 sec): 3 clusters Score: Raw -3382146.402828 + Penalty 3533.199647 = -3378613.203181 nChanged 26 SP:Iteration 56Q (5617.799438 sec): 3 clusters Score: Raw -3382149.131909 + Penalty 3533.199647 = -3378615.932262 nChanged 27 SP:Iteration 57Q (5617.915542 sec): 3 clusters Score: Raw -3382152.397862 + Penalty 3533.199647 = -3378619.198215 nChanged 30 SP:Iteration 58Q (5618.039779 sec): 3 clusters Score: Raw -3382155.815488 + Penalty 3533.199647 = -3378622.615840 nChanged 28 SP:Iteration 59Q (5618.159434 sec): 3 clusters Score: Raw -3382158.229896 + Penalty 3533.199647 = -3378625.030248 nChanged 28 SP:Iteration 60F (5618.297763 sec): 3 clusters Score: Raw -3382161.486722 + Penalty 3533.199647 = -3378628.287075 nChanged 26 SP:Iteration 61Q (5618.420150 sec): 3 clusters Score: Raw -3382164.281014 + Penalty 3533.199647 = -3378631.081367 nChanged 18 SP:Iteration 62Q (5618.548302 sec): 3 clusters Score: Raw -3382166.361256 + Penalty 3533.199647 = -3378633.161609 nChanged 20 SP:Iteration 63Q (5618.667202 sec): 3 clusters Score: Raw -3382168.629323 + Penalty 3533.199647 = -3378635.429676 nChanged 12 SP:Iteration 64Q (5618.799222 sec): 3 clusters Score: Raw -3382169.716349 + Penalty 3533.199647 = -3378636.516702 nChanged 10 SP:Iteration 65Q (5618.918108 sec): 3 clusters Score: Raw -3382170.372940 + Penalty 3533.199647 = -3378637.173293 nChanged 9 SP:Iteration 66Q (5619.033947 sec): 3 clusters Score: Raw -3382171.487894 + Penalty 3533.199647 = -3378638.288246 nChanged 10 SP:Iteration 67Q (5619.153822 sec): 3 clusters Score: Raw -3382172.087413 + Penalty 3533.199647 = -3378638.887766 nChanged 9 SP:Iteration 68Q (5619.269241 sec): 3 clusters Score: Raw -3382172.628230 + Penalty 3533.199647 = -3378639.428583 nChanged 7 SP:Iteration 69Q (5619.388674 sec): 3 clusters Score: Raw -3382173.107140 + Penalty 3533.199647 = -3378639.907493 nChanged 5 SP:Iteration 70Q (5619.499166 sec): 3 clusters Score: Raw -3382173.381762 + Penalty 3533.199647 = -3378640.182115 nChanged 7 SP:Iteration 71Q (5619.622955 sec): 3 clusters Score: Raw -3382173.805206 + Penalty 3533.199647 = -3378640.605559 nChanged 6 SP:Iteration 72Q (5619.753584 sec): 3 clusters Score: Raw -3382174.191792 + Penalty 3533.199647 = -3378640.992145 nChanged 3 SP:Iteration 73Q (5619.880717 sec): 3 clusters Score: Raw -3382174.459305 + Penalty 3533.199647 = -3378641.259657 nChanged 2 SP:Iteration 74Q (5620.010351 sec): 3 clusters Score: Raw -3382174.555209 + Penalty 3533.199647 = -3378641.355562 nChanged 1 SP:Iteration 75Q (5620.128945 sec): 3 clusters Score: Raw -3382174.651913 + Penalty 3533.199647 = -3378641.452266 nChanged 2 SP:Iteration 76Q (5620.257352 sec): 3 clusters Score: Raw -3382174.869504 + Penalty 3533.199647 = -3378641.669857 nChanged 4 SP:Iteration 77Q (5620.378041 sec): 3 clusters Score: Raw -3382175.192675 + Penalty 3533.199647 = -3378641.993028 nChanged 2 SP:Iteration 78Q (5620.494794 sec): 3 clusters Score: Raw -3382175.289748 + Penalty 3533.199647 = -3378642.090101 nChanged 1 SP:Iteration 79Q (5620.613066 sec): 3 clusters Score: Raw -3382175.325812 + Penalty 3533.199647 = -3378642.126164 nChanged 0 SP:Iteration 80F (5620.737108 sec): 3 clusters Score: Raw -3382175.325812 + Penalty 3533.199647 = -3378642.126164 nChanged 0 Trying to split cluster 15 (42726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5620.823474 sec): 2 clusters Score: Raw -2924756.278464 + Penalty 1732.666473 = -2923023.611991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5620.946394 sec): 3 clusters Score: Raw -2897853.466458 + Penalty 3465.332947 = -2894388.133511 nChanged 19923 SP:Iteration 1F (5621.073299 sec): 3 clusters Score: Raw -2908946.851445 + Penalty 3465.332947 = -2905481.518499 nChanged 1746 SP:Iteration 2Q (5621.193633 sec): 3 clusters Score: Raw -2909443.825305 + Penalty 3465.332947 = -2905978.492358 nChanged 1693 SP:Iteration 3Q (5621.318388 sec): 3 clusters Score: Raw -2909966.815100 + Penalty 3465.332947 = -2906501.482153 nChanged 1726 SP:Iteration 4Q (5621.434140 sec): 3 clusters Score: Raw -2910522.111066 + Penalty 3465.332947 = -2907056.778119 nChanged 1824 SP:Iteration 5Q (5621.562310 sec): 3 clusters Score: Raw -2911202.090831 + Penalty 3465.332947 = -2907736.757884 nChanged 1979 SP:Iteration 6Q (5621.686107 sec): 3 clusters Score: Raw -2912037.913993 + Penalty 3465.332947 = -2908572.581046 nChanged 2134 SP:Iteration 7Q (5621.805476 sec): 3 clusters Score: Raw -2913116.007339 + Penalty 3465.332947 = -2909650.674392 nChanged 2312 SP:Iteration 8F (5621.917429 sec): 3 clusters Score: Raw -2914444.776908 + Penalty 3465.332947 = -2910979.443961 nChanged 2396 SP:Iteration 9F (5622.029439 sec): 3 clusters Score: Raw -2915948.951116 + Penalty 3465.332947 = -2912483.618169 nChanged 2286 SP:Iteration 10F (5622.154942 sec): 3 clusters Score: Raw -2917458.925710 + Penalty 3465.332947 = -2913993.592763 nChanged 2172 SP:Iteration 11F (5622.276169 sec): 3 clusters Score: Raw -2918978.867649 + Penalty 3465.332947 = -2915513.534702 nChanged 1930 SP:Iteration 12Q (5622.399979 sec): 3 clusters Score: Raw -2920353.033679 + Penalty 3465.332947 = -2916887.700732 nChanged 1636 SP:Iteration 13Q (5622.516324 sec): 3 clusters Score: Raw -2921503.488973 + Penalty 3465.332947 = -2918038.156026 nChanged 1341 SP:Iteration 14Q (5622.638993 sec): 3 clusters Score: Raw -2922435.876051 + Penalty 3465.332947 = -2918970.543104 nChanged 1121 SP:Iteration 15Q (5622.744222 sec): 3 clusters Score: Raw -2923237.014776 + Penalty 3465.332947 = -2919771.681829 nChanged 908 SP:Iteration 16Q (5622.851548 sec): 3 clusters Score: Raw -2923846.279175 + Penalty 3465.332947 = -2920380.946229 nChanged 680 SP:Iteration 17Q (5622.971935 sec): 3 clusters Score: Raw -2924307.678683 + Penalty 3465.332947 = -2920842.345736 nChanged 496 SP:Iteration 18Q (5623.072427 sec): 3 clusters Score: Raw -2924650.150402 + Penalty 3465.332947 = -2921184.817455 nChanged 313 SP:Iteration 19Q (5623.187803 sec): 3 clusters Score: Raw -2924845.306847 + Penalty 3465.332947 = -2921379.973900 nChanged 203 SP:Iteration 20F (5623.299530 sec): 3 clusters Score: Raw -2924963.350650 + Penalty 3465.332947 = -2921498.017703 nChanged 126 SP:Iteration 21Q (5623.407981 sec): 3 clusters Score: Raw -2925030.367366 + Penalty 3465.332947 = -2921565.034419 nChanged 80 SP:Iteration 22Q (5623.515314 sec): 3 clusters Score: Raw -2925067.118684 + Penalty 3465.332947 = -2921601.785737 nChanged 54 SP:Iteration 23Q (5623.616158 sec): 3 clusters Score: Raw -2925094.335868 + Penalty 3465.332947 = -2921629.002921 nChanged 42 SP:Iteration 24Q (5623.732065 sec): 3 clusters Score: Raw -2925117.539095 + Penalty 3465.332947 = -2921652.206149 nChanged 29 SP:Iteration 25Q (5623.835075 sec): 3 clusters Score: Raw -2925131.303521 + Penalty 3465.332947 = -2921665.970574 nChanged 20 SP:Iteration 26Q (5623.941698 sec): 3 clusters Score: Raw -2925138.665223 + Penalty 3465.332947 = -2921673.332276 nChanged 10 SP:Iteration 27Q (5624.045092 sec): 3 clusters Score: Raw -2925142.212694 + Penalty 3465.332947 = -2921676.879747 nChanged 12 SP:Iteration 28Q (5624.138820 sec): 3 clusters Score: Raw -2925148.042372 + Penalty 3465.332947 = -2921682.709425 nChanged 14 SP:Iteration 29Q (5624.250756 sec): 3 clusters Score: Raw -2925155.787649 + Penalty 3465.332947 = -2921690.454702 nChanged 14 SP:Iteration 30Q (5624.353373 sec): 3 clusters Score: Raw -2925161.099350 + Penalty 3465.332947 = -2921695.766403 nChanged 7 SP:Iteration 31Q (5624.459168 sec): 3 clusters Score: Raw -2925162.732585 + Penalty 3465.332947 = -2921697.399639 nChanged 3 SP:Iteration 32Q (5624.562125 sec): 3 clusters Score: Raw -2925163.596140 + Penalty 3465.332947 = -2921698.263193 nChanged 1 SP:Iteration 33Q (5624.656630 sec): 3 clusters Score: Raw -2925163.703062 + Penalty 3465.332947 = -2921698.370115 nChanged 0 SP:Iteration 34F (5624.777663 sec): 3 clusters Score: Raw -2925163.703062 + Penalty 3465.332947 = -2921698.370115 nChanged 0 Trying to split cluster 16 (1300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5624.806311 sec): 2 clusters Score: Raw -84556.222536 + Penalty 1165.144426 = -83391.078110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5624.855762 sec): 3 clusters Score: Raw -84102.391596 + Penalty 2330.288852 = -81772.102745 nChanged 408 SP:Iteration 1F (5624.900387 sec): 3 clusters Score: Raw -84457.016996 + Penalty 2330.288852 = -82126.728144 nChanged 94 SP:Iteration 2F (5624.949568 sec): 3 clusters Score: Raw -84569.773443 + Penalty 2330.288852 = -82239.484591 nChanged 47 SP:Iteration 3Q (5624.995461 sec): 3 clusters Score: Raw -84621.314512 + Penalty 2330.288852 = -82291.025660 nChanged 40 SP:Iteration 4Q (5625.034009 sec): 3 clusters Score: Raw -84649.879790 + Penalty 2330.288852 = -82319.590938 nChanged 15 SP:Iteration 5Q (5625.093898 sec): 3 clusters Score: Raw -84661.806358 + Penalty 2330.288852 = -82331.517506 nChanged 20 SP:Iteration 6Q (5625.134008 sec): 3 clusters Score: Raw -84675.246533 + Penalty 2330.288852 = -82344.957682 nChanged 16 SP:Iteration 7Q (5625.192165 sec): 3 clusters Score: Raw -84685.551814 + Penalty 2330.288852 = -82355.262962 nChanged 15 SP:Iteration 8Q (5625.241176 sec): 3 clusters Score: Raw -84694.540258 + Penalty 2330.288852 = -82364.251406 nChanged 10 SP:Iteration 9Q (5625.288801 sec): 3 clusters Score: Raw -84699.401972 + Penalty 2330.288852 = -82369.113120 nChanged 3 SP:Iteration 10Q (5625.336010 sec): 3 clusters Score: Raw -84700.915935 + Penalty 2330.288852 = -82370.627083 nChanged 5 SP:Iteration 11Q (5625.383103 sec): 3 clusters Score: Raw -84703.618024 + Penalty 2330.288852 = -82373.329173 nChanged 6 SP:Iteration 12Q (5625.415896 sec): 3 clusters Score: Raw -84707.174244 + Penalty 2330.288852 = -82376.885393 nChanged 6 SP:Iteration 13Q (5625.463865 sec): 3 clusters Score: Raw -84711.369782 + Penalty 2330.288852 = -82381.080930 nChanged 4 SP:Iteration 14Q (5625.511815 sec): 3 clusters Score: Raw -84715.212888 + Penalty 2330.288852 = -82384.924037 nChanged 6 SP:Iteration 15Q (5625.550368 sec): 3 clusters Score: Raw -84720.305365 + Penalty 2330.288852 = -82390.016514 nChanged 9 SP:Iteration 16Q (5625.595944 sec): 3 clusters Score: Raw -84730.427319 + Penalty 2330.288852 = -82400.138468 nChanged 5 SP:Iteration 17Q (5625.646407 sec): 3 clusters Score: Raw -84734.764015 + Penalty 2330.288852 = -82404.475163 nChanged 7 SP:Iteration 18Q (5625.681765 sec): 3 clusters Score: Raw -84739.090919 + Penalty 2330.288852 = -82408.802067 nChanged 9 SP:Iteration 19Q (5625.735900 sec): 3 clusters Score: Raw -84745.675093 + Penalty 2330.288852 = -82415.386241 nChanged 9 SP:Iteration 20F (5625.768380 sec): 3 clusters Score: Raw -84753.892128 + Penalty 2330.288852 = -82423.603277 nChanged 12 SP:Iteration 21Q (5625.819337 sec): 3 clusters Score: Raw -84760.864758 + Penalty 2330.288852 = -82430.575906 nChanged 4 SP:Iteration 22Q (5625.868147 sec): 3 clusters Score: Raw -84762.708399 + Penalty 2330.288852 = -82432.419548 nChanged 5 SP:Iteration 23Q (5625.921610 sec): 3 clusters Score: Raw -84765.423574 + Penalty 2330.288852 = -82435.134722 nChanged 1 SP:Iteration 24Q (5625.958538 sec): 3 clusters Score: Raw -84765.854853 + Penalty 2330.288852 = -82435.566001 nChanged 2 SP:Iteration 25Q (5625.994774 sec): 3 clusters Score: Raw -84766.776267 + Penalty 2330.288852 = -82436.487416 nChanged 1 SP:Iteration 26Q (5626.053090 sec): 3 clusters Score: Raw -84767.094718 + Penalty 2330.288852 = -82436.805867 nChanged 2 SP:Iteration 27Q (5626.087930 sec): 3 clusters Score: Raw -84768.281555 + Penalty 2330.288852 = -82437.992704 nChanged 5 SP:Iteration 28Q (5626.142202 sec): 3 clusters Score: Raw -84775.131196 + Penalty 2330.288852 = -82444.842344 nChanged 10 SP:Iteration 29Q (5626.187083 sec): 3 clusters Score: Raw -84784.023898 + Penalty 2330.288852 = -82453.735046 nChanged 10 SP:Iteration 30Q (5626.240742 sec): 3 clusters Score: Raw -84790.103200 + Penalty 2330.288852 = -82459.814349 nChanged 8 SP:Iteration 31Q (5626.281485 sec): 3 clusters Score: Raw -84797.121260 + Penalty 2330.288852 = -82466.832409 nChanged 10 SP:Iteration 32Q (5626.330654 sec): 3 clusters Score: Raw -84803.427917 + Penalty 2330.288852 = -82473.139066 nChanged 6 SP:Iteration 33Q (5626.380292 sec): 3 clusters Score: Raw -84807.859426 + Penalty 2330.288852 = -82477.570574 nChanged 4 SP:Iteration 34Q (5626.426290 sec): 3 clusters Score: Raw -84810.048915 + Penalty 2330.288852 = -82479.760063 nChanged 5 SP:Iteration 35Q (5626.474617 sec): 3 clusters Score: Raw -84813.555653 + Penalty 2330.288852 = -82483.266801 nChanged 7 SP:Iteration 36Q (5626.523683 sec): 3 clusters Score: Raw -84818.945368 + Penalty 2330.288852 = -82488.656516 nChanged 9 SP:Iteration 37Q (5626.563181 sec): 3 clusters Score: Raw -84823.795867 + Penalty 2330.288852 = -82493.507015 nChanged 9 SP:Iteration 38Q (5626.621391 sec): 3 clusters Score: Raw -84833.090544 + Penalty 2330.288852 = -82502.801692 nChanged 9 SP:Iteration 39Q (5626.661014 sec): 3 clusters Score: Raw -84840.480222 + Penalty 2330.288852 = -82510.191370 nChanged 9 SP:Iteration 40F (5626.720087 sec): 3 clusters Score: Raw -84847.682210 + Penalty 2330.288852 = -82517.393358 nChanged 8 SP:Iteration 41Q (5626.767058 sec): 3 clusters Score: Raw -84853.623724 + Penalty 2330.288852 = -82523.334872 nChanged 4 SP:Iteration 42Q (5626.811301 sec): 3 clusters Score: Raw -84856.889653 + Penalty 2330.288852 = -82526.600801 nChanged 5 SP:Iteration 43Q (5626.846269 sec): 3 clusters Score: Raw -84861.011697 + Penalty 2330.288852 = -82530.722845 nChanged 3 SP:Iteration 44Q (5626.890940 sec): 3 clusters Score: Raw -84863.753663 + Penalty 2330.288852 = -82533.464811 nChanged 1 SP:Iteration 45Q (5626.946094 sec): 3 clusters Score: Raw -84865.046355 + Penalty 2330.288852 = -82534.757503 nChanged 0 SP:Iteration 46F (5626.996231 sec): 3 clusters Score: Raw -84865.046355 + Penalty 2330.288852 = -82534.757503 nChanged 0 Trying to split cluster 17 (1982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5627.025672 sec): 2 clusters Score: Raw -112428.337928 + Penalty 1233.677529 = -111194.660400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5627.074282 sec): 3 clusters Score: Raw -111621.719023 + Penalty 2467.355057 = -109154.363966 nChanged 692 SP:Iteration 1F (5627.124988 sec): 3 clusters Score: Raw -112165.956611 + Penalty 2467.355057 = -109698.601554 nChanged 214 SP:Iteration 2F (5627.172501 sec): 3 clusters Score: Raw -112480.959293 + Penalty 2467.355057 = -110013.604235 nChanged 213 SP:Iteration 3F (5627.223804 sec): 3 clusters Score: Raw -112939.271490 + Penalty 2467.355057 = -110471.916433 nChanged 168 SP:Iteration 4F (5627.263603 sec): 3 clusters Score: Raw -113339.330501 + Penalty 2467.355057 = -110871.975444 nChanged 112 SP:Iteration 5F (5627.317640 sec): 3 clusters Score: Raw -113515.565036 + Penalty 2467.355057 = -111048.209979 nChanged 68 SP:Iteration 6Q (5627.365779 sec): 3 clusters Score: Raw -113649.086985 + Penalty 2467.355057 = -111181.731927 nChanged 55 SP:Iteration 7Q (5627.403483 sec): 3 clusters Score: Raw -113728.378956 + Penalty 2467.355057 = -111261.023899 nChanged 31 SP:Iteration 8Q (5627.452412 sec): 3 clusters Score: Raw -113775.547817 + Penalty 2467.355057 = -111308.192760 nChanged 21 SP:Iteration 9Q (5627.503633 sec): 3 clusters Score: Raw -113803.442290 + Penalty 2467.355057 = -111336.087233 nChanged 13 SP:Iteration 10Q (5627.549241 sec): 3 clusters Score: Raw -113821.970498 + Penalty 2467.355057 = -111354.615441 nChanged 17 SP:Iteration 11Q (5627.599752 sec): 3 clusters Score: Raw -113854.837322 + Penalty 2467.355057 = -111387.482264 nChanged 14 SP:Iteration 12Q (5627.642543 sec): 3 clusters Score: Raw -113876.721002 + Penalty 2467.355057 = -111409.365945 nChanged 7 SP:Iteration 13Q (5627.686572 sec): 3 clusters Score: Raw -113885.013633 + Penalty 2467.355057 = -111417.658575 nChanged 3 SP:Iteration 14Q (5627.735653 sec): 3 clusters Score: Raw -113886.945171 + Penalty 2467.355057 = -111419.590114 nChanged 1 SP:Iteration 15Q (5627.786655 sec): 3 clusters Score: Raw -113887.210965 + Penalty 2467.355057 = -111419.855908 nChanged 1 SP:Iteration 16Q (5627.828543 sec): 3 clusters Score: Raw -113887.926131 + Penalty 2467.355057 = -111420.571074 nChanged 3 SP:Iteration 17Q (5627.875309 sec): 3 clusters Score: Raw -113889.945703 + Penalty 2467.355057 = -111422.590646 nChanged 0 SP:Iteration 18F (5627.933478 sec): 3 clusters Score: Raw -113889.945703 + Penalty 2467.355057 = -111422.590646 nChanged 0 Score: Raw -32166171.323716 + Penalty 78919.061034 = -32087252.262682 Splitting cluster 17 changes total score from -32087913.317003 to -32087252.262682 So it's not getting split. Trying to split cluster 18 (4612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5639.529099 sec): 2 clusters Score: Raw -319116.990661 + Penalty 1370.917743 = -317746.072918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5639.579162 sec): 3 clusters Score: Raw -316758.682036 + Penalty 2741.835486 = -314016.846549 nChanged 1888 SP:Iteration 1F (5639.633326 sec): 3 clusters Score: Raw -317806.822891 + Penalty 2741.835486 = -315064.987405 nChanged 328 SP:Iteration 2F (5639.687810 sec): 3 clusters Score: Raw -317961.184681 + Penalty 2741.835486 = -315219.349195 nChanged 219 SP:Iteration 3Q (5639.735158 sec): 3 clusters Score: Raw -318053.103525 + Penalty 2741.835486 = -315311.268038 nChanged 163 SP:Iteration 4Q (5639.792740 sec): 3 clusters Score: Raw -318120.970114 + Penalty 2741.835486 = -315379.134628 nChanged 131 SP:Iteration 5Q (5639.839625 sec): 3 clusters Score: Raw -318176.376913 + Penalty 2741.835486 = -315434.541426 nChanged 107 SP:Iteration 6Q (5639.902468 sec): 3 clusters Score: Raw -318215.084869 + Penalty 2741.835486 = -315473.249383 nChanged 86 SP:Iteration 7Q (5639.955764 sec): 3 clusters Score: Raw -318249.653305 + Penalty 2741.835486 = -315507.817818 nChanged 72 SP:Iteration 8Q (5640.000070 sec): 3 clusters Score: Raw -318269.743116 + Penalty 2741.835486 = -315527.907629 nChanged 48 SP:Iteration 9Q (5640.054078 sec): 3 clusters Score: Raw -318283.968716 + Penalty 2741.835486 = -315542.133230 nChanged 49 SP:Iteration 10Q (5640.112833 sec): 3 clusters Score: Raw -318298.727356 + Penalty 2741.835486 = -315556.891869 nChanged 49 SP:Iteration 11Q (5640.167571 sec): 3 clusters Score: Raw -318316.984695 + Penalty 2741.835486 = -315575.149209 nChanged 49 SP:Iteration 12Q (5640.226681 sec): 3 clusters Score: Raw -318332.198131 + Penalty 2741.835486 = -315590.362644 nChanged 43 SP:Iteration 13Q (5640.268727 sec): 3 clusters Score: Raw -318348.401915 + Penalty 2741.835486 = -315606.566429 nChanged 45 SP:Iteration 14Q (5640.318629 sec): 3 clusters Score: Raw -318361.411111 + Penalty 2741.835486 = -315619.575625 nChanged 34 SP:Iteration 15Q (5640.375263 sec): 3 clusters Score: Raw -318376.549519 + Penalty 2741.835486 = -315634.714033 nChanged 39 SP:Iteration 16Q (5640.440066 sec): 3 clusters Score: Raw -318389.433123 + Penalty 2741.835486 = -315647.597637 nChanged 43 SP:Iteration 17Q (5640.493076 sec): 3 clusters Score: Raw -318402.025282 + Penalty 2741.835486 = -315660.189795 nChanged 45 SP:Iteration 18Q (5640.541909 sec): 3 clusters Score: Raw -318415.307358 + Penalty 2741.835486 = -315673.471871 nChanged 46 SP:Iteration 19Q (5640.605779 sec): 3 clusters Score: Raw -318429.837468 + Penalty 2741.835486 = -315688.001981 nChanged 54 SP:Iteration 20F (5640.662381 sec): 3 clusters Score: Raw -318448.132052 + Penalty 2741.835486 = -315706.296565 nChanged 45 SP:Iteration 21Q (5640.702033 sec): 3 clusters Score: Raw -318465.144668 + Penalty 2741.835486 = -315723.309181 nChanged 48 SP:Iteration 22Q (5640.756716 sec): 3 clusters Score: Raw -318482.886715 + Penalty 2741.835486 = -315741.051229 nChanged 48 SP:Iteration 23Q (5640.805647 sec): 3 clusters Score: Raw -318501.069910 + Penalty 2741.835486 = -315759.234423 nChanged 51 SP:Iteration 24Q (5640.859410 sec): 3 clusters Score: Raw -318522.630532 + Penalty 2741.835486 = -315780.795046 nChanged 57 SP:Iteration 25Q (5640.912783 sec): 3 clusters Score: Raw -318544.541354 + Penalty 2741.835486 = -315802.705867 nChanged 43 SP:Iteration 26Q (5640.967029 sec): 3 clusters Score: Raw -318559.506063 + Penalty 2741.835486 = -315817.670576 nChanged 56 SP:Iteration 27Q (5641.017588 sec): 3 clusters Score: Raw -318581.905980 + Penalty 2741.835486 = -315840.070494 nChanged 55 SP:Iteration 28Q (5641.066151 sec): 3 clusters Score: Raw -318600.811031 + Penalty 2741.835486 = -315858.975545 nChanged 52 SP:Iteration 29Q (5641.123364 sec): 3 clusters Score: Raw -318623.454762 + Penalty 2741.835486 = -315881.619276 nChanged 65 SP:Iteration 30Q (5641.168144 sec): 3 clusters Score: Raw -318651.199508 + Penalty 2741.835486 = -315909.364021 nChanged 53 SP:Iteration 31Q (5641.227906 sec): 3 clusters Score: Raw -318669.246719 + Penalty 2741.835486 = -315927.411232 nChanged 56 SP:Iteration 32Q (5641.273341 sec): 3 clusters Score: Raw -318687.390289 + Penalty 2741.835486 = -315945.554802 nChanged 48 SP:Iteration 33Q (5641.321735 sec): 3 clusters Score: Raw -318705.464993 + Penalty 2741.835486 = -315963.629506 nChanged 57 SP:Iteration 34Q (5641.372912 sec): 3 clusters Score: Raw -318728.139718 + Penalty 2741.835486 = -315986.304231 nChanged 50 SP:Iteration 35Q (5641.425928 sec): 3 clusters Score: Raw -318749.468895 + Penalty 2741.835486 = -316007.633409 nChanged 63 SP:Iteration 36Q (5641.479464 sec): 3 clusters Score: Raw -318776.709723 + Penalty 2741.835486 = -316034.874237 nChanged 61 SP:Iteration 37Q (5641.527784 sec): 3 clusters Score: Raw -318803.443643 + Penalty 2741.835486 = -316061.608156 nChanged 60 SP:Iteration 38Q (5641.578143 sec): 3 clusters Score: Raw -318829.854784 + Penalty 2741.835486 = -316088.019297 nChanged 49 SP:Iteration 39Q (5641.628144 sec): 3 clusters Score: Raw -318851.878743 + Penalty 2741.835486 = -316110.043256 nChanged 51 SP:Iteration 40F (5641.676572 sec): 3 clusters Score: Raw -318871.538809 + Penalty 2741.835486 = -316129.703323 nChanged 49 SP:Iteration 41Q (5641.725581 sec): 3 clusters Score: Raw -318891.937457 + Penalty 2741.835486 = -316150.101970 nChanged 46 SP:Iteration 42Q (5641.778732 sec): 3 clusters Score: Raw -318912.386806 + Penalty 2741.835486 = -316170.551319 nChanged 43 SP:Iteration 43Q (5641.830721 sec): 3 clusters Score: Raw -318932.147142 + Penalty 2741.835486 = -316190.311656 nChanged 46 SP:Iteration 44Q (5641.881688 sec): 3 clusters Score: Raw -318951.396028 + Penalty 2741.835486 = -316209.560542 nChanged 51 SP:Iteration 45Q (5641.936514 sec): 3 clusters Score: Raw -318968.910696 + Penalty 2741.835486 = -316227.075209 nChanged 45 SP:Iteration 46Q (5641.974529 sec): 3 clusters Score: Raw -318986.780951 + Penalty 2741.835486 = -316244.945465 nChanged 44 SP:Iteration 47Q (5642.027037 sec): 3 clusters Score: Raw -319003.102678 + Penalty 2741.835486 = -316261.267191 nChanged 37 SP:Iteration 48Q (5642.078957 sec): 3 clusters Score: Raw -319019.349586 + Penalty 2741.835486 = -316277.514099 nChanged 39 SP:Iteration 49Q (5642.135471 sec): 3 clusters Score: Raw -319033.762962 + Penalty 2741.835486 = -316291.927476 nChanged 26 SP:Iteration 50Q (5642.184671 sec): 3 clusters Score: Raw -319044.268848 + Penalty 2741.835486 = -316302.433361 nChanged 28 SP:Iteration 51Q (5642.235505 sec): 3 clusters Score: Raw -319058.365660 + Penalty 2741.835486 = -316316.530174 nChanged 30 SP:Iteration 52Q (5642.285442 sec): 3 clusters Score: Raw -319073.462962 + Penalty 2741.835486 = -316331.627476 nChanged 36 SP:Iteration 53Q (5642.328511 sec): 3 clusters Score: Raw -319094.101274 + Penalty 2741.835486 = -316352.265787 nChanged 37 SP:Iteration 54Q (5642.383850 sec): 3 clusters Score: Raw -319110.230793 + Penalty 2741.835486 = -316368.395306 nChanged 29 SP:Iteration 55Q (5642.432036 sec): 3 clusters Score: Raw -319121.513526 + Penalty 2741.835486 = -316379.678040 nChanged 33 SP:Iteration 56Q (5642.478707 sec): 3 clusters Score: Raw -319132.573586 + Penalty 2741.835486 = -316390.738099 nChanged 34 SP:Iteration 57Q (5642.519801 sec): 3 clusters Score: Raw -319144.794954 + Penalty 2741.835486 = -316402.959468 nChanged 36 SP:Iteration 58Q (5642.578827 sec): 3 clusters Score: Raw -319160.455482 + Penalty 2741.835486 = -316418.619996 nChanged 31 SP:Iteration 59Q (5642.626567 sec): 3 clusters Score: Raw -319172.984513 + Penalty 2741.835486 = -316431.149026 nChanged 31 SP:Iteration 60F (5642.674711 sec): 3 clusters Score: Raw -319185.175149 + Penalty 2741.835486 = -316443.339662 nChanged 29 SP:Iteration 61Q (5642.729026 sec): 3 clusters Score: Raw -319197.814258 + Penalty 2741.835486 = -316455.978772 nChanged 24 SP:Iteration 62Q (5642.772885 sec): 3 clusters Score: Raw -319208.858790 + Penalty 2741.835486 = -316467.023304 nChanged 16 SP:Iteration 63Q (5642.822745 sec): 3 clusters Score: Raw -319215.700285 + Penalty 2741.835486 = -316473.864798 nChanged 15 SP:Iteration 64Q (5642.871798 sec): 3 clusters Score: Raw -319222.568161 + Penalty 2741.835486 = -316480.732675 nChanged 21 SP:Iteration 65Q (5642.919514 sec): 3 clusters Score: Raw -319232.612420 + Penalty 2741.835486 = -316490.776933 nChanged 25 SP:Iteration 66Q (5642.965657 sec): 3 clusters Score: Raw -319246.332017 + Penalty 2741.835486 = -316504.496530 nChanged 30 SP:Iteration 67Q (5643.016408 sec): 3 clusters Score: Raw -319262.528322 + Penalty 2741.835486 = -316520.692835 nChanged 23 SP:Iteration 68Q (5643.066037 sec): 3 clusters Score: Raw -319271.518669 + Penalty 2741.835486 = -316529.683183 nChanged 15 SP:Iteration 69Q (5643.115062 sec): 3 clusters Score: Raw -319277.713937 + Penalty 2741.835486 = -316535.878451 nChanged 17 SP:Iteration 70Q (5643.170445 sec): 3 clusters Score: Raw -319285.970886 + Penalty 2741.835486 = -316544.135399 nChanged 11 SP:Iteration 71Q (5643.222448 sec): 3 clusters Score: Raw -319292.020461 + Penalty 2741.835486 = -316550.184974 nChanged 8 SP:Iteration 72Q (5643.276101 sec): 3 clusters Score: Raw -319294.398666 + Penalty 2741.835486 = -316552.563179 nChanged 11 SP:Iteration 73Q (5643.320637 sec): 3 clusters Score: Raw -319297.882130 + Penalty 2741.835486 = -316556.046643 nChanged 6 SP:Iteration 74Q (5643.368881 sec): 3 clusters Score: Raw -319300.612440 + Penalty 2741.835486 = -316558.776953 nChanged 9 SP:Iteration 75Q (5643.420707 sec): 3 clusters Score: Raw -319303.376038 + Penalty 2741.835486 = -316561.540552 nChanged 4 SP:Iteration 76Q (5643.471352 sec): 3 clusters Score: Raw -319305.162942 + Penalty 2741.835486 = -316563.327455 nChanged 3 SP:Iteration 77Q (5643.518715 sec): 3 clusters Score: Raw -319307.097733 + Penalty 2741.835486 = -316565.262247 nChanged 7 SP:Iteration 78Q (5643.572532 sec): 3 clusters Score: Raw -319309.724346 + Penalty 2741.835486 = -316567.888859 nChanged 5 SP:Iteration 79Q (5643.634722 sec): 3 clusters Score: Raw -319311.589176 + Penalty 2741.835486 = -316569.753689 nChanged 5 SP:Iteration 80F (5643.683321 sec): 3 clusters Score: Raw -319313.665976 + Penalty 2741.835486 = -316571.830490 nChanged 4 SP:Iteration 81Q (5643.742089 sec): 3 clusters Score: Raw -319315.468318 + Penalty 2741.835486 = -316573.632831 nChanged 4 SP:Iteration 82Q (5643.785370 sec): 3 clusters Score: Raw -319318.812690 + Penalty 2741.835486 = -316576.977204 nChanged 5 SP:Iteration 83Q (5643.834675 sec): 3 clusters Score: Raw -319323.094769 + Penalty 2741.835486 = -316581.259282 nChanged 9 SP:Iteration 84Q (5643.887811 sec): 3 clusters Score: Raw -319329.317427 + Penalty 2741.835486 = -316587.481940 nChanged 8 SP:Iteration 85Q (5643.943622 sec): 3 clusters Score: Raw -319332.823184 + Penalty 2741.835486 = -316590.987698 nChanged 6 SP:Iteration 86Q (5643.997466 sec): 3 clusters Score: Raw -319335.705843 + Penalty 2741.835486 = -316593.870357 nChanged 5 SP:Iteration 87Q (5644.052451 sec): 3 clusters Score: Raw -319336.888343 + Penalty 2741.835486 = -316595.052857 nChanged 4 SP:Iteration 88Q (5644.098173 sec): 3 clusters Score: Raw -319337.802378 + Penalty 2741.835486 = -316595.966891 nChanged 5 SP:Iteration 89Q (5644.155402 sec): 3 clusters Score: Raw -319338.897485 + Penalty 2741.835486 = -316597.061998 nChanged 3 SP:Iteration 90Q (5644.195603 sec): 3 clusters Score: Raw -319339.737048 + Penalty 2741.835486 = -316597.901561 nChanged 4 SP:Iteration 91Q (5644.246968 sec): 3 clusters Score: Raw -319340.596305 + Penalty 2741.835486 = -316598.760819 nChanged 5 SP:Iteration 92Q (5644.308186 sec): 3 clusters Score: Raw -319342.089409 + Penalty 2741.835486 = -316600.253923 nChanged 4 SP:Iteration 93Q (5644.361571 sec): 3 clusters Score: Raw -319344.220640 + Penalty 2741.835486 = -316602.385153 nChanged 9 SP:Iteration 94Q (5644.405774 sec): 3 clusters Score: Raw -319348.829514 + Penalty 2741.835486 = -316606.994027 nChanged 12 SP:Iteration 95Q (5644.453170 sec): 3 clusters Score: Raw -319353.361681 + Penalty 2741.835486 = -316611.526194 nChanged 12 SP:Iteration 96Q (5644.514025 sec): 3 clusters Score: Raw -319358.822668 + Penalty 2741.835486 = -316616.987182 nChanged 9 SP:Iteration 97Q (5644.566692 sec): 3 clusters Score: Raw -319361.883096 + Penalty 2741.835486 = -316620.047610 nChanged 5 SP:Iteration 98Q (5644.609166 sec): 3 clusters Score: Raw -319363.412774 + Penalty 2741.835486 = -316621.577288 nChanged 3 SP:Iteration 99Q (5644.670847 sec): 3 clusters Score: Raw -319365.291007 + Penalty 2741.835486 = -316623.455521 nChanged 7 SP:Iteration 100F (5644.716748 sec): 3 clusters Score: Raw -319368.082763 + Penalty 2741.835486 = -316626.247276 nChanged 6 SP:Iteration 101Q (5644.774131 sec): 3 clusters Score: Raw -319371.346514 + Penalty 2741.835486 = -316629.511028 nChanged 7 SP:Iteration 102Q (5644.820377 sec): 3 clusters Score: Raw -319374.414198 + Penalty 2741.835486 = -316632.578712 nChanged 11 SP:Iteration 103Q (5644.863633 sec): 3 clusters Score: Raw -319380.206819 + Penalty 2741.835486 = -316638.371333 nChanged 6 SP:Iteration 104Q (5644.912375 sec): 3 clusters Score: Raw -319382.276364 + Penalty 2741.835486 = -316640.440878 nChanged 2 SP:Iteration 105Q (5644.962755 sec): 3 clusters Score: Raw -319383.077403 + Penalty 2741.835486 = -316641.241916 nChanged 2 SP:Iteration 106Q (5645.013325 sec): 3 clusters Score: Raw -319384.159971 + Penalty 2741.835486 = -316642.324485 nChanged 2 SP:Iteration 107Q (5645.070330 sec): 3 clusters Score: Raw -319385.237707 + Penalty 2741.835486 = -316643.402221 nChanged 2 SP:Iteration 108Q (5645.125704 sec): 3 clusters Score: Raw -319386.273162 + Penalty 2741.835486 = -316644.437676 nChanged 2 SP:Iteration 109Q (5645.165773 sec): 3 clusters Score: Raw -319387.355373 + Penalty 2741.835486 = -316645.519887 nChanged 4 SP:Iteration 110Q (5645.223516 sec): 3 clusters Score: Raw -319389.073047 + Penalty 2741.835486 = -316647.237561 nChanged 3 SP:Iteration 111Q (5645.275323 sec): 3 clusters Score: Raw -319390.060909 + Penalty 2741.835486 = -316648.225422 nChanged 3 SP:Iteration 112Q (5645.329590 sec): 3 clusters Score: Raw -319391.021024 + Penalty 2741.835486 = -316649.185538 nChanged 3 SP:Iteration 113Q (5645.384583 sec): 3 clusters Score: Raw -319392.146256 + Penalty 2741.835486 = -316650.310770 nChanged 5 SP:Iteration 114Q (5645.432736 sec): 3 clusters Score: Raw -319393.991929 + Penalty 2741.835486 = -316652.156442 nChanged 5 SP:Iteration 115Q (5645.489956 sec): 3 clusters Score: Raw -319396.689019 + Penalty 2741.835486 = -316654.853532 nChanged 5 SP:Iteration 116Q (5645.530242 sec): 3 clusters Score: Raw -319399.867460 + Penalty 2741.835486 = -316658.031974 nChanged 6 SP:Iteration 117Q (5645.584469 sec): 3 clusters Score: Raw -319403.063300 + Penalty 2741.835486 = -316661.227813 nChanged 7 SP:Iteration 118Q (5645.640812 sec): 3 clusters Score: Raw -319409.588377 + Penalty 2741.835486 = -316667.752891 nChanged 7 SP:Iteration 119Q (5645.697020 sec): 3 clusters Score: Raw -319413.599658 + Penalty 2741.835486 = -316671.764171 nChanged 4 SP:Iteration 120F (5645.750072 sec): 3 clusters Score: Raw -319415.464007 + Penalty 2741.835486 = -316673.628521 nChanged 8 SP:Iteration 121Q (5645.800818 sec): 3 clusters Score: Raw -319418.812945 + Penalty 2741.835486 = -316676.977458 nChanged 4 SP:Iteration 122Q (5645.840678 sec): 3 clusters Score: Raw -319420.817952 + Penalty 2741.835486 = -316678.982466 nChanged 5 SP:Iteration 123Q (5645.891985 sec): 3 clusters Score: Raw -319422.961990 + Penalty 2741.835486 = -316681.126503 nChanged 4 SP:Iteration 124Q (5645.940484 sec): 3 clusters Score: Raw -319424.920999 + Penalty 2741.835486 = -316683.085512 nChanged 4 SP:Iteration 125Q (5646.001399 sec): 3 clusters Score: Raw -319426.366315 + Penalty 2741.835486 = -316684.530829 nChanged 4 SP:Iteration 126Q (5646.047404 sec): 3 clusters Score: Raw -319428.410775 + Penalty 2741.835486 = -316686.575288 nChanged 2 SP:Iteration 127Q (5646.095452 sec): 3 clusters Score: Raw -319430.256719 + Penalty 2741.835486 = -316688.421232 nChanged 1 SP:Iteration 128Q (5646.140797 sec): 3 clusters Score: Raw -319430.601497 + Penalty 2741.835486 = -316688.766010 nChanged 1 SP:Iteration 129Q (5646.197101 sec): 3 clusters Score: Raw -319431.243662 + Penalty 2741.835486 = -316689.408176 nChanged 3 SP:Iteration 130Q (5646.249257 sec): 3 clusters Score: Raw -319432.521011 + Penalty 2741.835486 = -316690.685524 nChanged 3 SP:Iteration 131Q (5646.294843 sec): 3 clusters Score: Raw -319435.272878 + Penalty 2741.835486 = -316693.437391 nChanged 0 SP:Iteration 132F (5646.357861 sec): 3 clusters Score: Raw -319435.272878 + Penalty 2741.835486 = -316693.437391 nChanged 0 Trying to split cluster 19 (12653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5646.401775 sec): 2 clusters Score: Raw -829960.965442 + Penalty 1534.918063 = -828426.047379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5646.464161 sec): 3 clusters Score: Raw -822656.949733 + Penalty 3069.836127 = -819587.113607 nChanged 5533 SP:Iteration 1F (5646.525267 sec): 3 clusters Score: Raw -825678.223090 + Penalty 3069.836127 = -822608.386963 nChanged 694 SP:Iteration 2F (5646.600113 sec): 3 clusters Score: Raw -825949.599195 + Penalty 3069.836127 = -822879.763068 nChanged 629 SP:Iteration 3Q (5646.667729 sec): 3 clusters Score: Raw -826230.841127 + Penalty 3069.836127 = -823161.005001 nChanged 617 SP:Iteration 4Q (5646.728565 sec): 3 clusters Score: Raw -826529.382892 + Penalty 3069.836127 = -823459.546765 nChanged 640 SP:Iteration 5F (5646.794385 sec): 3 clusters Score: Raw -826854.920981 + Penalty 3069.836127 = -823785.084855 nChanged 645 SP:Iteration 6F (5646.870868 sec): 3 clusters Score: Raw -827193.954955 + Penalty 3069.836127 = -824124.118829 nChanged 646 SP:Iteration 7F (5646.940820 sec): 3 clusters Score: Raw -827560.020530 + Penalty 3069.836127 = -824490.184403 nChanged 647 SP:Iteration 8F (5647.002365 sec): 3 clusters Score: Raw -827934.411782 + Penalty 3069.836127 = -824864.575655 nChanged 595 SP:Iteration 9Q (5647.084963 sec): 3 clusters Score: Raw -828277.393343 + Penalty 3069.836127 = -825207.557217 nChanged 544 SP:Iteration 10Q (5647.154225 sec): 3 clusters Score: Raw -828603.598165 + Penalty 3069.836127 = -825533.762038 nChanged 488 SP:Iteration 11Q (5647.228436 sec): 3 clusters Score: Raw -828898.049500 + Penalty 3069.836127 = -825828.213373 nChanged 417 SP:Iteration 12Q (5647.298292 sec): 3 clusters Score: Raw -829170.005764 + Penalty 3069.836127 = -826100.169637 nChanged 375 SP:Iteration 13Q (5647.371971 sec): 3 clusters Score: Raw -829431.237351 + Penalty 3069.836127 = -826361.401224 nChanged 323 SP:Iteration 14Q (5647.437181 sec): 3 clusters Score: Raw -829673.460654 + Penalty 3069.836127 = -826603.624528 nChanged 271 SP:Iteration 15Q (5647.503516 sec): 3 clusters Score: Raw -829874.567188 + Penalty 3069.836127 = -826804.731061 nChanged 216 SP:Iteration 16Q (5647.568053 sec): 3 clusters Score: Raw -830036.261445 + Penalty 3069.836127 = -826966.425318 nChanged 176 SP:Iteration 17Q (5647.635416 sec): 3 clusters Score: Raw -830184.245594 + Penalty 3069.836127 = -827114.409467 nChanged 139 SP:Iteration 18Q (5647.703484 sec): 3 clusters Score: Raw -830289.591712 + Penalty 3069.836127 = -827219.755585 nChanged 115 SP:Iteration 19Q (5647.767963 sec): 3 clusters Score: Raw -830348.193309 + Penalty 3069.836127 = -827278.357182 nChanged 64 SP:Iteration 20F (5647.837200 sec): 3 clusters Score: Raw -830376.511766 + Penalty 3069.836127 = -827306.675639 nChanged 40 SP:Iteration 21Q (5647.889232 sec): 3 clusters Score: Raw -830392.448132 + Penalty 3069.836127 = -827322.612005 nChanged 37 SP:Iteration 22Q (5647.964097 sec): 3 clusters Score: Raw -830406.206025 + Penalty 3069.836127 = -827336.369898 nChanged 37 SP:Iteration 23Q (5648.025992 sec): 3 clusters Score: Raw -830418.017701 + Penalty 3069.836127 = -827348.181575 nChanged 25 SP:Iteration 24Q (5648.092149 sec): 3 clusters Score: Raw -830424.906509 + Penalty 3069.836127 = -827355.070382 nChanged 17 SP:Iteration 25Q (5648.156932 sec): 3 clusters Score: Raw -830428.916655 + Penalty 3069.836127 = -827359.080529 nChanged 19 SP:Iteration 26Q (5648.216477 sec): 3 clusters Score: Raw -830433.586154 + Penalty 3069.836127 = -827363.750028 nChanged 13 SP:Iteration 27Q (5648.280535 sec): 3 clusters Score: Raw -830436.922319 + Penalty 3069.836127 = -827367.086193 nChanged 16 SP:Iteration 28Q (5648.350969 sec): 3 clusters Score: Raw -830440.982421 + Penalty 3069.836127 = -827371.146295 nChanged 15 SP:Iteration 29Q (5648.416292 sec): 3 clusters Score: Raw -830445.227436 + Penalty 3069.836127 = -827375.391309 nChanged 17 SP:Iteration 30Q (5648.484979 sec): 3 clusters Score: Raw -830449.914640 + Penalty 3069.836127 = -827380.078514 nChanged 12 SP:Iteration 31Q (5648.548183 sec): 3 clusters Score: Raw -830454.201979 + Penalty 3069.836127 = -827384.365852 nChanged 7 SP:Iteration 32Q (5648.608966 sec): 3 clusters Score: Raw -830456.548702 + Penalty 3069.836127 = -827386.712575 nChanged 8 SP:Iteration 33Q (5648.681719 sec): 3 clusters Score: Raw -830458.056474 + Penalty 3069.836127 = -827388.220347 nChanged 7 SP:Iteration 34Q (5648.739863 sec): 3 clusters Score: Raw -830460.050899 + Penalty 3069.836127 = -827390.214772 nChanged 8 SP:Iteration 35Q (5648.816441 sec): 3 clusters Score: Raw -830462.577656 + Penalty 3069.836127 = -827392.741530 nChanged 9 SP:Iteration 36Q (5648.874361 sec): 3 clusters Score: Raw -830464.788292 + Penalty 3069.836127 = -827394.952165 nChanged 4 SP:Iteration 37Q (5648.931244 sec): 3 clusters Score: Raw -830466.011279 + Penalty 3069.836127 = -827396.175153 nChanged 4 SP:Iteration 38Q (5649.001934 sec): 3 clusters Score: Raw -830466.801707 + Penalty 3069.836127 = -827396.965581 nChanged 0 SP:Iteration 39F (5649.064070 sec): 3 clusters Score: Raw -830466.801707 + Penalty 3069.836127 = -827396.965581 nChanged 0 Trying to split cluster 20 (5826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5649.094316 sec): 2 clusters Score: Raw -373559.026960 + Penalty 1408.888965 = -372150.137995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5649.151062 sec): 3 clusters Score: Raw -370471.670098 + Penalty 2817.777930 = -367653.892168 nChanged 2414 SP:Iteration 1F (5649.212081 sec): 3 clusters Score: Raw -371905.627291 + Penalty 2817.777930 = -369087.849362 nChanged 451 SP:Iteration 2F (5649.269279 sec): 3 clusters Score: Raw -372216.169413 + Penalty 2817.777930 = -369398.391483 nChanged 404 SP:Iteration 3F (5649.321237 sec): 3 clusters Score: Raw -372550.934295 + Penalty 2817.777930 = -369733.156365 nChanged 399 SP:Iteration 4F (5649.374855 sec): 3 clusters Score: Raw -372940.367001 + Penalty 2817.777930 = -370122.589071 nChanged 394 SP:Iteration 5F (5649.426366 sec): 3 clusters Score: Raw -373296.630245 + Penalty 2817.777930 = -370478.852315 nChanged 368 SP:Iteration 6F (5649.475790 sec): 3 clusters Score: Raw -373575.373476 + Penalty 2817.777930 = -370757.595546 nChanged 289 SP:Iteration 7Q (5649.533550 sec): 3 clusters Score: Raw -373753.263324 + Penalty 2817.777930 = -370935.485394 nChanged 214 SP:Iteration 8Q (5649.584022 sec): 3 clusters Score: Raw -373885.724561 + Penalty 2817.777930 = -371067.946631 nChanged 180 SP:Iteration 9Q (5649.644553 sec): 3 clusters Score: Raw -374001.182067 + Penalty 2817.777930 = -371183.404138 nChanged 135 SP:Iteration 10Q (5649.693483 sec): 3 clusters Score: Raw -374083.272938 + Penalty 2817.777930 = -371265.495009 nChanged 97 SP:Iteration 11Q (5649.738951 sec): 3 clusters Score: Raw -374134.709364 + Penalty 2817.777930 = -371316.931434 nChanged 78 SP:Iteration 12Q (5649.799822 sec): 3 clusters Score: Raw -374172.677338 + Penalty 2817.777930 = -371354.899408 nChanged 60 SP:Iteration 13Q (5649.858041 sec): 3 clusters Score: Raw -374198.668258 + Penalty 2817.777930 = -371380.890328 nChanged 38 SP:Iteration 14Q (5649.910710 sec): 3 clusters Score: Raw -374208.454052 + Penalty 2817.777930 = -371390.676122 nChanged 32 SP:Iteration 15Q (5649.953960 sec): 3 clusters Score: Raw -374217.785835 + Penalty 2817.777930 = -371400.007906 nChanged 26 SP:Iteration 16Q (5650.003081 sec): 3 clusters Score: Raw -374225.033393 + Penalty 2817.777930 = -371407.255463 nChanged 27 SP:Iteration 17Q (5650.048883 sec): 3 clusters Score: Raw -374232.196562 + Penalty 2817.777930 = -371414.418632 nChanged 16 SP:Iteration 18Q (5650.098036 sec): 3 clusters Score: Raw -374236.302278 + Penalty 2817.777930 = -371418.524348 nChanged 15 SP:Iteration 19Q (5650.157833 sec): 3 clusters Score: Raw -374239.671302 + Penalty 2817.777930 = -371421.893372 nChanged 11 SP:Iteration 20F (5650.208178 sec): 3 clusters Score: Raw -374241.934954 + Penalty 2817.777930 = -371424.157025 nChanged 10 SP:Iteration 21Q (5650.260271 sec): 3 clusters Score: Raw -374243.741051 + Penalty 2817.777930 = -371425.963121 nChanged 11 SP:Iteration 22Q (5650.313527 sec): 3 clusters Score: Raw -374246.776599 + Penalty 2817.777930 = -371428.998670 nChanged 7 SP:Iteration 23Q (5650.370009 sec): 3 clusters Score: Raw -374248.402212 + Penalty 2817.777930 = -371430.624283 nChanged 6 SP:Iteration 24Q (5650.418796 sec): 3 clusters Score: Raw -374249.452676 + Penalty 2817.777930 = -371431.674746 nChanged 5 SP:Iteration 25Q (5650.478695 sec): 3 clusters Score: Raw -374250.563989 + Penalty 2817.777930 = -371432.786060 nChanged 8 SP:Iteration 26Q (5650.534567 sec): 3 clusters Score: Raw -374252.180137 + Penalty 2817.777930 = -371434.402208 nChanged 6 SP:Iteration 27Q (5650.572236 sec): 3 clusters Score: Raw -374253.514160 + Penalty 2817.777930 = -371435.736231 nChanged 4 SP:Iteration 28Q (5650.623698 sec): 3 clusters Score: Raw -374254.185187 + Penalty 2817.777930 = -371436.407257 nChanged 8 SP:Iteration 29Q (5650.677667 sec): 3 clusters Score: Raw -374255.619664 + Penalty 2817.777930 = -371437.841734 nChanged 6 SP:Iteration 30Q (5650.728285 sec): 3 clusters Score: Raw -374257.181516 + Penalty 2817.777930 = -371439.403586 nChanged 7 SP:Iteration 31Q (5650.791078 sec): 3 clusters Score: Raw -374258.449172 + Penalty 2817.777930 = -371440.671243 nChanged 6 SP:Iteration 32Q (5650.846771 sec): 3 clusters Score: Raw -374259.811365 + Penalty 2817.777930 = -371442.033435 nChanged 3 SP:Iteration 33Q (5650.897605 sec): 3 clusters Score: Raw -374260.991966 + Penalty 2817.777930 = -371443.214037 nChanged 5 SP:Iteration 34Q (5650.945345 sec): 3 clusters Score: Raw -374263.136118 + Penalty 2817.777930 = -371445.358188 nChanged 8 SP:Iteration 35Q (5651.004203 sec): 3 clusters Score: Raw -374264.468788 + Penalty 2817.777930 = -371446.690859 nChanged 4 SP:Iteration 36Q (5651.067924 sec): 3 clusters Score: Raw -374265.183296 + Penalty 2817.777930 = -371447.405366 nChanged 5 SP:Iteration 37Q (5651.117728 sec): 3 clusters Score: Raw -374265.797071 + Penalty 2817.777930 = -371448.019141 nChanged 1 SP:Iteration 38Q (5651.167557 sec): 3 clusters Score: Raw -374265.899427 + Penalty 2817.777930 = -371448.121497 nChanged 0 SP:Iteration 39F (5651.222465 sec): 3 clusters Score: Raw -374265.899427 + Penalty 2817.777930 = -371448.121497 nChanged 0 Trying to split cluster 21 (3012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5651.249202 sec): 2 clusters Score: Raw -204870.888533 + Penalty 1301.683433 = -203569.205100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5651.299686 sec): 3 clusters Score: Raw -203408.727762 + Penalty 2603.366866 = -200805.360895 nChanged 1152 SP:Iteration 1F (5651.350545 sec): 3 clusters Score: Raw -204116.844577 + Penalty 2603.366866 = -201513.477710 nChanged 248 SP:Iteration 2F (5651.413706 sec): 3 clusters Score: Raw -204283.462913 + Penalty 2603.366866 = -201680.096047 nChanged 155 SP:Iteration 3F (5651.456570 sec): 3 clusters Score: Raw -204371.950051 + Penalty 2603.366866 = -201768.583185 nChanged 106 SP:Iteration 4Q (5651.498453 sec): 3 clusters Score: Raw -204435.010129 + Penalty 2603.366866 = -201831.643263 nChanged 112 SP:Iteration 5Q (5651.560314 sec): 3 clusters Score: Raw -204508.637998 + Penalty 2603.366866 = -201905.271131 nChanged 107 SP:Iteration 6Q (5651.612683 sec): 3 clusters Score: Raw -204565.119644 + Penalty 2603.366866 = -201961.752778 nChanged 86 SP:Iteration 7Q (5651.655516 sec): 3 clusters Score: Raw -204611.274562 + Penalty 2603.366866 = -202007.907696 nChanged 80 SP:Iteration 8Q (5651.708913 sec): 3 clusters Score: Raw -204662.212714 + Penalty 2603.366866 = -202058.845847 nChanged 81 SP:Iteration 9Q (5651.758229 sec): 3 clusters Score: Raw -204714.998918 + Penalty 2603.366866 = -202111.632051 nChanged 92 SP:Iteration 10Q (5651.818195 sec): 3 clusters Score: Raw -204768.122973 + Penalty 2603.366866 = -202164.756107 nChanged 72 SP:Iteration 11Q (5651.855056 sec): 3 clusters Score: Raw -204814.973679 + Penalty 2603.366866 = -202211.606813 nChanged 73 SP:Iteration 12Q (5651.915719 sec): 3 clusters Score: Raw -204861.842083 + Penalty 2603.366866 = -202258.475217 nChanged 72 SP:Iteration 13Q (5651.954268 sec): 3 clusters Score: Raw -204911.180851 + Penalty 2603.366866 = -202307.813985 nChanged 64 SP:Iteration 14Q (5652.008230 sec): 3 clusters Score: Raw -204953.555979 + Penalty 2603.366866 = -202350.189112 nChanged 74 SP:Iteration 15Q (5652.065656 sec): 3 clusters Score: Raw -205004.649199 + Penalty 2603.366866 = -202401.282332 nChanged 75 SP:Iteration 16Q (5652.112479 sec): 3 clusters Score: Raw -205048.829479 + Penalty 2603.366866 = -202445.462613 nChanged 55 SP:Iteration 17Q (5652.166802 sec): 3 clusters Score: Raw -205079.842814 + Penalty 2603.366866 = -202476.475947 nChanged 38 SP:Iteration 18Q (5652.215737 sec): 3 clusters Score: Raw -205104.351792 + Penalty 2603.366866 = -202500.984926 nChanged 32 SP:Iteration 19Q (5652.264991 sec): 3 clusters Score: Raw -205121.682089 + Penalty 2603.366866 = -202518.315222 nChanged 30 SP:Iteration 20F (5652.312107 sec): 3 clusters Score: Raw -205135.619582 + Penalty 2603.366866 = -202532.252715 nChanged 26 SP:Iteration 21Q (5652.350992 sec): 3 clusters Score: Raw -205147.510287 + Penalty 2603.366866 = -202544.143421 nChanged 18 SP:Iteration 22Q (5652.399271 sec): 3 clusters Score: Raw -205156.158437 + Penalty 2603.366866 = -202552.791571 nChanged 17 SP:Iteration 23Q (5652.450584 sec): 3 clusters Score: Raw -205162.545714 + Penalty 2603.366866 = -202559.178847 nChanged 14 SP:Iteration 24Q (5652.500110 sec): 3 clusters Score: Raw -205169.170030 + Penalty 2603.366866 = -202565.803164 nChanged 13 SP:Iteration 25Q (5652.548630 sec): 3 clusters Score: Raw -205173.502617 + Penalty 2603.366866 = -202570.135751 nChanged 8 SP:Iteration 26Q (5652.599344 sec): 3 clusters Score: Raw -205175.924335 + Penalty 2603.366866 = -202572.557468 nChanged 6 SP:Iteration 27Q (5652.654561 sec): 3 clusters Score: Raw -205177.804384 + Penalty 2603.366866 = -202574.437517 nChanged 7 SP:Iteration 28Q (5652.706215 sec): 3 clusters Score: Raw -205179.874237 + Penalty 2603.366866 = -202576.507370 nChanged 6 SP:Iteration 29Q (5652.755709 sec): 3 clusters Score: Raw -205182.576883 + Penalty 2603.366866 = -202579.210016 nChanged 7 SP:Iteration 30Q (5652.807558 sec): 3 clusters Score: Raw -205184.771663 + Penalty 2603.366866 = -202581.404797 nChanged 9 SP:Iteration 31Q (5652.850101 sec): 3 clusters Score: Raw -205188.511996 + Penalty 2603.366866 = -202585.145130 nChanged 12 SP:Iteration 32Q (5652.904246 sec): 3 clusters Score: Raw -205193.301684 + Penalty 2603.366866 = -202589.934817 nChanged 9 SP:Iteration 33Q (5652.955367 sec): 3 clusters Score: Raw -205195.919752 + Penalty 2603.366866 = -202592.552886 nChanged 3 SP:Iteration 34Q (5653.008454 sec): 3 clusters Score: Raw -205196.874211 + Penalty 2603.366866 = -202593.507345 nChanged 5 SP:Iteration 35Q (5653.057329 sec): 3 clusters Score: Raw -205198.066891 + Penalty 2603.366866 = -202594.700025 nChanged 1 SP:Iteration 36Q (5653.096078 sec): 3 clusters Score: Raw -205198.559602 + Penalty 2603.366866 = -202595.192735 nChanged 3 SP:Iteration 37Q (5653.159951 sec): 3 clusters Score: Raw -205199.411715 + Penalty 2603.366866 = -202596.044849 nChanged 4 SP:Iteration 38Q (5653.210187 sec): 3 clusters Score: Raw -205200.305935 + Penalty 2603.366866 = -202596.939069 nChanged 2 SP:Iteration 39Q (5653.250821 sec): 3 clusters Score: Raw -205200.957759 + Penalty 2603.366866 = -202597.590892 nChanged 0 SP:Iteration 40F (5653.313140 sec): 3 clusters Score: Raw -205200.957759 + Penalty 2603.366866 = -202597.590892 nChanged 0 Trying to split cluster 22 (8206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5653.344576 sec): 2 clusters Score: Raw -560037.373894 + Penalty 1464.550892 = -558572.823002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5653.400810 sec): 3 clusters Score: Raw -555495.261569 + Penalty 2929.101784 = -552566.159785 nChanged 3459 SP:Iteration 1F (5653.460718 sec): 3 clusters Score: Raw -557433.736286 + Penalty 2929.101784 = -554504.634502 nChanged 589 SP:Iteration 2F (5653.512209 sec): 3 clusters Score: Raw -557752.822682 + Penalty 2929.101784 = -554823.720898 nChanged 482 SP:Iteration 3F (5653.578631 sec): 3 clusters Score: Raw -558019.631247 + Penalty 2929.101784 = -555090.529463 nChanged 433 SP:Iteration 4F (5653.640389 sec): 3 clusters Score: Raw -558224.653810 + Penalty 2929.101784 = -555295.552026 nChanged 349 SP:Iteration 5Q (5653.703322 sec): 3 clusters Score: Raw -558386.629854 + Penalty 2929.101784 = -555457.528071 nChanged 321 SP:Iteration 6Q (5653.763272 sec): 3 clusters Score: Raw -558539.958925 + Penalty 2929.101784 = -555610.857141 nChanged 315 SP:Iteration 7Q (5653.822416 sec): 3 clusters Score: Raw -558696.158322 + Penalty 2929.101784 = -555767.056538 nChanged 312 SP:Iteration 8Q (5653.873848 sec): 3 clusters Score: Raw -558869.579267 + Penalty 2929.101784 = -555940.477484 nChanged 329 SP:Iteration 9Q (5653.930942 sec): 3 clusters Score: Raw -559062.738342 + Penalty 2929.101784 = -556133.636559 nChanged 317 SP:Iteration 10Q (5654.002556 sec): 3 clusters Score: Raw -559234.064752 + Penalty 2929.101784 = -556304.962968 nChanged 288 SP:Iteration 11Q (5654.052923 sec): 3 clusters Score: Raw -559380.363557 + Penalty 2929.101784 = -556451.261773 nChanged 233 SP:Iteration 12Q (5654.116189 sec): 3 clusters Score: Raw -559498.106978 + Penalty 2929.101784 = -556569.005194 nChanged 226 SP:Iteration 13Q (5654.173220 sec): 3 clusters Score: Raw -559620.662084 + Penalty 2929.101784 = -556691.560300 nChanged 212 SP:Iteration 14Q (5654.241508 sec): 3 clusters Score: Raw -559742.177526 + Penalty 2929.101784 = -556813.075742 nChanged 177 SP:Iteration 15Q (5654.292685 sec): 3 clusters Score: Raw -559834.311937 + Penalty 2929.101784 = -556905.210153 nChanged 143 SP:Iteration 16Q (5654.359027 sec): 3 clusters Score: Raw -559901.159748 + Penalty 2929.101784 = -556972.057964 nChanged 124 SP:Iteration 17Q (5654.417301 sec): 3 clusters Score: Raw -559946.781095 + Penalty 2929.101784 = -557017.679311 nChanged 86 SP:Iteration 18Q (5654.475493 sec): 3 clusters Score: Raw -559976.812280 + Penalty 2929.101784 = -557047.710496 nChanged 91 SP:Iteration 19Q (5654.533262 sec): 3 clusters Score: Raw -560012.980931 + Penalty 2929.101784 = -557083.879147 nChanged 91 SP:Iteration 20F (5654.587422 sec): 3 clusters Score: Raw -560047.064105 + Penalty 2929.101784 = -557117.962321 nChanged 76 SP:Iteration 21Q (5654.647490 sec): 3 clusters Score: Raw -560074.164254 + Penalty 2929.101784 = -557145.062470 nChanged 67 SP:Iteration 22Q (5654.709160 sec): 3 clusters Score: Raw -560095.513461 + Penalty 2929.101784 = -557166.411678 nChanged 68 SP:Iteration 23Q (5654.757608 sec): 3 clusters Score: Raw -560120.452940 + Penalty 2929.101784 = -557191.351156 nChanged 64 SP:Iteration 24Q (5654.824046 sec): 3 clusters Score: Raw -560142.777924 + Penalty 2929.101784 = -557213.676140 nChanged 53 SP:Iteration 25Q (5654.886069 sec): 3 clusters Score: Raw -560160.661253 + Penalty 2929.101784 = -557231.559469 nChanged 52 SP:Iteration 26Q (5654.940965 sec): 3 clusters Score: Raw -560180.582717 + Penalty 2929.101784 = -557251.480933 nChanged 57 SP:Iteration 27Q (5655.002439 sec): 3 clusters Score: Raw -560202.324678 + Penalty 2929.101784 = -557273.222895 nChanged 65 SP:Iteration 28Q (5655.054869 sec): 3 clusters Score: Raw -560228.487235 + Penalty 2929.101784 = -557299.385452 nChanged 58 SP:Iteration 29Q (5655.115947 sec): 3 clusters Score: Raw -560251.802575 + Penalty 2929.101784 = -557322.700791 nChanged 45 SP:Iteration 30Q (5655.175094 sec): 3 clusters Score: Raw -560268.061374 + Penalty 2929.101784 = -557338.959590 nChanged 41 SP:Iteration 31Q (5655.234392 sec): 3 clusters Score: Raw -560284.378832 + Penalty 2929.101784 = -557355.277049 nChanged 33 SP:Iteration 32Q (5655.295465 sec): 3 clusters Score: Raw -560295.144035 + Penalty 2929.101784 = -557366.042251 nChanged 21 SP:Iteration 33Q (5655.343488 sec): 3 clusters Score: Raw -560300.767509 + Penalty 2929.101784 = -557371.665725 nChanged 19 SP:Iteration 34Q (5655.411395 sec): 3 clusters Score: Raw -560307.397847 + Penalty 2929.101784 = -557378.296063 nChanged 17 SP:Iteration 35Q (5655.474239 sec): 3 clusters Score: Raw -560312.553359 + Penalty 2929.101784 = -557383.451575 nChanged 27 SP:Iteration 36Q (5655.535195 sec): 3 clusters Score: Raw -560321.356660 + Penalty 2929.101784 = -557392.254877 nChanged 29 SP:Iteration 37Q (5655.584471 sec): 3 clusters Score: Raw -560333.336516 + Penalty 2929.101784 = -557404.234732 nChanged 27 SP:Iteration 38Q (5655.645781 sec): 3 clusters Score: Raw -560342.126808 + Penalty 2929.101784 = -557413.025024 nChanged 21 SP:Iteration 39Q (5655.700105 sec): 3 clusters Score: Raw -560349.082375 + Penalty 2929.101784 = -557419.980591 nChanged 15 SP:Iteration 40F (5655.753598 sec): 3 clusters Score: Raw -560353.070917 + Penalty 2929.101784 = -557423.969133 nChanged 14 SP:Iteration 41Q (5655.818206 sec): 3 clusters Score: Raw -560356.089650 + Penalty 2929.101784 = -557426.987867 nChanged 10 SP:Iteration 42Q (5655.870772 sec): 3 clusters Score: Raw -560359.022869 + Penalty 2929.101784 = -557429.921085 nChanged 12 SP:Iteration 43Q (5655.910997 sec): 3 clusters Score: Raw -560362.748078 + Penalty 2929.101784 = -557433.646295 nChanged 9 SP:Iteration 44Q (5655.970878 sec): 3 clusters Score: Raw -560364.936519 + Penalty 2929.101784 = -557435.834735 nChanged 12 SP:Iteration 45Q (5656.032846 sec): 3 clusters Score: Raw -560369.760196 + Penalty 2929.101784 = -557440.658413 nChanged 11 SP:Iteration 46Q (5656.092519 sec): 3 clusters Score: Raw -560374.483956 + Penalty 2929.101784 = -557445.382173 nChanged 10 SP:Iteration 47Q (5656.140588 sec): 3 clusters Score: Raw -560378.479879 + Penalty 2929.101784 = -557449.378095 nChanged 9 SP:Iteration 48Q (5656.196835 sec): 3 clusters Score: Raw -560384.879818 + Penalty 2929.101784 = -557455.778035 nChanged 12 SP:Iteration 49Q (5656.246789 sec): 3 clusters Score: Raw -560388.260303 + Penalty 2929.101784 = -557459.158519 nChanged 6 SP:Iteration 50Q (5656.309397 sec): 3 clusters Score: Raw -560389.617176 + Penalty 2929.101784 = -557460.515392 nChanged 3 SP:Iteration 51Q (5656.356470 sec): 3 clusters Score: Raw -560390.180118 + Penalty 2929.101784 = -557461.078334 nChanged 3 SP:Iteration 52Q (5656.421596 sec): 3 clusters Score: Raw -560391.232389 + Penalty 2929.101784 = -557462.130606 nChanged 4 SP:Iteration 53Q (5656.476514 sec): 3 clusters Score: Raw -560392.640097 + Penalty 2929.101784 = -557463.538313 nChanged 3 SP:Iteration 54Q (5656.533854 sec): 3 clusters Score: Raw -560394.204922 + Penalty 2929.101784 = -557465.103139 nChanged 9 SP:Iteration 55Q (5656.597752 sec): 3 clusters Score: Raw -560397.378963 + Penalty 2929.101784 = -557468.277179 nChanged 6 SP:Iteration 56Q (5656.647173 sec): 3 clusters Score: Raw -560399.346522 + Penalty 2929.101784 = -557470.244738 nChanged 5 SP:Iteration 57Q (5656.704745 sec): 3 clusters Score: Raw -560401.454177 + Penalty 2929.101784 = -557472.352393 nChanged 7 SP:Iteration 58Q (5656.761135 sec): 3 clusters Score: Raw -560403.082181 + Penalty 2929.101784 = -557473.980398 nChanged 5 SP:Iteration 59Q (5656.821672 sec): 3 clusters Score: Raw -560404.104189 + Penalty 2929.101784 = -557475.002405 nChanged 2 SP:Iteration 60F (5656.875443 sec): 3 clusters Score: Raw -560404.380389 + Penalty 2929.101784 = -557475.278605 nChanged 1 SP:Iteration 61Q (5656.928131 sec): 3 clusters Score: Raw -560404.594550 + Penalty 2929.101784 = -557475.492766 nChanged 2 SP:Iteration 62Q (5656.978355 sec): 3 clusters Score: Raw -560405.007457 + Penalty 2929.101784 = -557475.905673 nChanged 4 SP:Iteration 63Q (5657.037599 sec): 3 clusters Score: Raw -560406.154342 + Penalty 2929.101784 = -557477.052559 nChanged 2 SP:Iteration 64Q (5657.094058 sec): 3 clusters Score: Raw -560406.996402 + Penalty 2929.101784 = -557477.894619 nChanged 3 SP:Iteration 65Q (5657.141133 sec): 3 clusters Score: Raw -560407.906062 + Penalty 2929.101784 = -557478.804279 nChanged 3 SP:Iteration 66Q (5657.206993 sec): 3 clusters Score: Raw -560408.742497 + Penalty 2929.101784 = -557479.640713 nChanged 2 SP:Iteration 67Q (5657.255361 sec): 3 clusters Score: Raw -560409.585526 + Penalty 2929.101784 = -557480.483743 nChanged 5 SP:Iteration 68Q (5657.307578 sec): 3 clusters Score: Raw -560411.764513 + Penalty 2929.101784 = -557482.662730 nChanged 5 SP:Iteration 69Q (5657.375257 sec): 3 clusters Score: Raw -560413.505100 + Penalty 2929.101784 = -557484.403316 nChanged 9 SP:Iteration 70Q (5657.416381 sec): 3 clusters Score: Raw -560416.152003 + Penalty 2929.101784 = -557487.050219 nChanged 7 SP:Iteration 71Q (5657.483055 sec): 3 clusters Score: Raw -560418.430061 + Penalty 2929.101784 = -557489.328277 nChanged 6 SP:Iteration 72Q (5657.532335 sec): 3 clusters Score: Raw -560420.375022 + Penalty 2929.101784 = -557491.273239 nChanged 7 SP:Iteration 73Q (5657.585005 sec): 3 clusters Score: Raw -560422.325864 + Penalty 2929.101784 = -557493.224081 nChanged 4 SP:Iteration 74Q (5657.644860 sec): 3 clusters Score: Raw -560424.051114 + Penalty 2929.101784 = -557494.949330 nChanged 8 SP:Iteration 75Q (5657.703188 sec): 3 clusters Score: Raw -560425.951724 + Penalty 2929.101784 = -557496.849940 nChanged 4 SP:Iteration 76Q (5657.747845 sec): 3 clusters Score: Raw -560427.944522 + Penalty 2929.101784 = -557498.842739 nChanged 6 SP:Iteration 77Q (5657.798675 sec): 3 clusters Score: Raw -560429.268286 + Penalty 2929.101784 = -557500.166503 nChanged 2 SP:Iteration 78Q (5657.857791 sec): 3 clusters Score: Raw -560429.833540 + Penalty 2929.101784 = -557500.731756 nChanged 4 SP:Iteration 79Q (5657.906892 sec): 3 clusters Score: Raw -560430.639782 + Penalty 2929.101784 = -557501.537999 nChanged 5 SP:Iteration 80F (5657.961985 sec): 3 clusters Score: Raw -560432.511896 + Penalty 2929.101784 = -557503.410112 nChanged 3 SP:Iteration 81Q (5658.028476 sec): 3 clusters Score: Raw -560433.379035 + Penalty 2929.101784 = -557504.277252 nChanged 5 SP:Iteration 82Q (5658.081262 sec): 3 clusters Score: Raw -560434.930755 + Penalty 2929.101784 = -557505.828971 nChanged 6 SP:Iteration 83Q (5658.137145 sec): 3 clusters Score: Raw -560436.485948 + Penalty 2929.101784 = -557507.384165 nChanged 5 SP:Iteration 84Q (5658.190974 sec): 3 clusters Score: Raw -560438.173500 + Penalty 2929.101784 = -557509.071717 nChanged 2 SP:Iteration 85Q (5658.256355 sec): 3 clusters Score: Raw -560438.517225 + Penalty 2929.101784 = -557509.415441 nChanged 1 SP:Iteration 86Q (5658.305588 sec): 3 clusters Score: Raw -560438.770762 + Penalty 2929.101784 = -557509.668978 nChanged 2 SP:Iteration 87Q (5658.375436 sec): 3 clusters Score: Raw -560439.349118 + Penalty 2929.101784 = -557510.247334 nChanged 1 SP:Iteration 88Q (5658.426439 sec): 3 clusters Score: Raw -560439.463541 + Penalty 2929.101784 = -557510.361757 nChanged 1 SP:Iteration 89Q (5658.485626 sec): 3 clusters Score: Raw -560439.568231 + Penalty 2929.101784 = -557510.466447 nChanged 0 SP:Iteration 90F (5658.536955 sec): 3 clusters Score: Raw -560439.568231 + Penalty 2929.101784 = -557510.466447 nChanged 0 Trying to split cluster 23 (19249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5658.587147 sec): 2 clusters Score: Raw -1336587.442629 + Penalty 1603.097338 = -1334984.345290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5658.673747 sec): 3 clusters Score: Raw -1325173.209531 + Penalty 3206.194677 = -1321967.014854 nChanged 8661 SP:Iteration 1F (5658.753447 sec): 3 clusters Score: Raw -1330280.830322 + Penalty 3206.194677 = -1327074.635645 nChanged 1281 SP:Iteration 2F (5658.828166 sec): 3 clusters Score: Raw -1331094.235062 + Penalty 3206.194677 = -1327888.040385 nChanged 1370 SP:Iteration 3F (5658.910746 sec): 3 clusters Score: Raw -1332081.381666 + Penalty 3206.194677 = -1328875.186989 nChanged 1439 SP:Iteration 4F (5658.985892 sec): 3 clusters Score: Raw -1333186.281838 + Penalty 3206.194677 = -1329980.087161 nChanged 1337 SP:Iteration 5F (5659.062540 sec): 3 clusters Score: Raw -1334069.518333 + Penalty 3206.194677 = -1330863.323656 nChanged 1118 SP:Iteration 6F (5659.146860 sec): 3 clusters Score: Raw -1334640.377171 + Penalty 3206.194677 = -1331434.182494 nChanged 842 SP:Iteration 7Q (5659.227239 sec): 3 clusters Score: Raw -1335011.587658 + Penalty 3206.194677 = -1331805.392982 nChanged 656 SP:Iteration 8Q (5659.299692 sec): 3 clusters Score: Raw -1335253.478502 + Penalty 3206.194677 = -1332047.283825 nChanged 492 SP:Iteration 9Q (5659.392134 sec): 3 clusters Score: Raw -1335411.226430 + Penalty 3206.194677 = -1332205.031753 nChanged 404 SP:Iteration 10Q (5659.466951 sec): 3 clusters Score: Raw -1335548.507328 + Penalty 3206.194677 = -1332342.312651 nChanged 402 SP:Iteration 11Q (5659.547233 sec): 3 clusters Score: Raw -1335698.737980 + Penalty 3206.194677 = -1332492.543303 nChanged 405 SP:Iteration 12Q (5659.637812 sec): 3 clusters Score: Raw -1335846.535424 + Penalty 3206.194677 = -1332640.340747 nChanged 406 SP:Iteration 13Q (5659.721712 sec): 3 clusters Score: Raw -1335996.833025 + Penalty 3206.194677 = -1332790.638348 nChanged 382 SP:Iteration 14Q (5659.801020 sec): 3 clusters Score: Raw -1336130.657122 + Penalty 3206.194677 = -1332924.462445 nChanged 365 SP:Iteration 15Q (5659.884740 sec): 3 clusters Score: Raw -1336259.548259 + Penalty 3206.194677 = -1333053.353582 nChanged 373 SP:Iteration 16Q (5659.964512 sec): 3 clusters Score: Raw -1336394.355331 + Penalty 3206.194677 = -1333188.160654 nChanged 366 SP:Iteration 17Q (5660.039181 sec): 3 clusters Score: Raw -1336527.837046 + Penalty 3206.194677 = -1333321.642369 nChanged 368 SP:Iteration 18Q (5660.110215 sec): 3 clusters Score: Raw -1336665.935561 + Penalty 3206.194677 = -1333459.740885 nChanged 362 SP:Iteration 19Q (5660.196029 sec): 3 clusters Score: Raw -1336795.704342 + Penalty 3206.194677 = -1333589.509665 nChanged 297 SP:Iteration 20F (5660.280131 sec): 3 clusters Score: Raw -1336901.413829 + Penalty 3206.194677 = -1333695.219152 nChanged 283 SP:Iteration 21Q (5660.360662 sec): 3 clusters Score: Raw -1337002.489968 + Penalty 3206.194677 = -1333796.295291 nChanged 241 SP:Iteration 22Q (5660.429290 sec): 3 clusters Score: Raw -1337084.114019 + Penalty 3206.194677 = -1333877.919343 nChanged 212 SP:Iteration 23Q (5660.506433 sec): 3 clusters Score: Raw -1337156.341511 + Penalty 3206.194677 = -1333950.146834 nChanged 187 SP:Iteration 24Q (5660.590933 sec): 3 clusters Score: Raw -1337218.735458 + Penalty 3206.194677 = -1334012.540782 nChanged 140 SP:Iteration 25Q (5660.662405 sec): 3 clusters Score: Raw -1337259.206602 + Penalty 3206.194677 = -1334053.011925 nChanged 123 SP:Iteration 26Q (5660.749064 sec): 3 clusters Score: Raw -1337294.804105 + Penalty 3206.194677 = -1334088.609428 nChanged 106 SP:Iteration 27Q (5660.832685 sec): 3 clusters Score: Raw -1337322.892671 + Penalty 3206.194677 = -1334116.697994 nChanged 80 SP:Iteration 28Q (5660.901334 sec): 3 clusters Score: Raw -1337342.468049 + Penalty 3206.194677 = -1334136.273372 nChanged 68 SP:Iteration 29Q (5660.977632 sec): 3 clusters Score: Raw -1337360.467796 + Penalty 3206.194677 = -1334154.273119 nChanged 45 SP:Iteration 30Q (5661.066621 sec): 3 clusters Score: Raw -1337370.789341 + Penalty 3206.194677 = -1334164.594664 nChanged 37 SP:Iteration 31Q (5661.131571 sec): 3 clusters Score: Raw -1337378.966426 + Penalty 3206.194677 = -1334172.771750 nChanged 23 SP:Iteration 32Q (5661.221203 sec): 3 clusters Score: Raw -1337384.619338 + Penalty 3206.194677 = -1334178.424661 nChanged 27 SP:Iteration 33Q (5661.296612 sec): 3 clusters Score: Raw -1337391.362726 + Penalty 3206.194677 = -1334185.168049 nChanged 28 SP:Iteration 34Q (5661.379087 sec): 3 clusters Score: Raw -1337397.641138 + Penalty 3206.194677 = -1334191.446461 nChanged 26 SP:Iteration 35Q (5661.450368 sec): 3 clusters Score: Raw -1337402.521068 + Penalty 3206.194677 = -1334196.326391 nChanged 23 SP:Iteration 36Q (5661.515614 sec): 3 clusters Score: Raw -1337407.576759 + Penalty 3206.194677 = -1334201.382083 nChanged 18 SP:Iteration 37Q (5661.597915 sec): 3 clusters Score: Raw -1337410.651951 + Penalty 3206.194677 = -1334204.457274 nChanged 15 SP:Iteration 38Q (5661.676804 sec): 3 clusters Score: Raw -1337413.202512 + Penalty 3206.194677 = -1334207.007836 nChanged 11 SP:Iteration 39Q (5661.744221 sec): 3 clusters Score: Raw -1337414.934290 + Penalty 3206.194677 = -1334208.739613 nChanged 8 SP:Iteration 40F (5661.825820 sec): 3 clusters Score: Raw -1337416.954555 + Penalty 3206.194677 = -1334210.759878 nChanged 12 SP:Iteration 41Q (5661.901544 sec): 3 clusters Score: Raw -1337418.547169 + Penalty 3206.194677 = -1334212.352492 nChanged 6 SP:Iteration 42Q (5661.991584 sec): 3 clusters Score: Raw -1337419.680837 + Penalty 3206.194677 = -1334213.486160 nChanged 6 SP:Iteration 43Q (5662.072737 sec): 3 clusters Score: Raw -1337420.765133 + Penalty 3206.194677 = -1334214.570456 nChanged 2 SP:Iteration 44Q (5662.156038 sec): 3 clusters Score: Raw -1337421.689754 + Penalty 3206.194677 = -1334215.495077 nChanged 7 SP:Iteration 45Q (5662.232495 sec): 3 clusters Score: Raw -1337423.373348 + Penalty 3206.194677 = -1334217.178671 nChanged 7 SP:Iteration 46Q (5662.299996 sec): 3 clusters Score: Raw -1337425.637931 + Penalty 3206.194677 = -1334219.443254 nChanged 13 SP:Iteration 47Q (5662.383263 sec): 3 clusters Score: Raw -1337427.876683 + Penalty 3206.194677 = -1334221.682007 nChanged 3 SP:Iteration 48Q (5662.459262 sec): 3 clusters Score: Raw -1337428.861123 + Penalty 3206.194677 = -1334222.666446 nChanged 3 SP:Iteration 49Q (5662.534653 sec): 3 clusters Score: Raw -1337430.091079 + Penalty 3206.194677 = -1334223.896402 nChanged 6 SP:Iteration 50Q (5662.613906 sec): 3 clusters Score: Raw -1337431.322042 + Penalty 3206.194677 = -1334225.127365 nChanged 6 SP:Iteration 51Q (5662.702256 sec): 3 clusters Score: Raw -1337432.611197 + Penalty 3206.194677 = -1334226.416520 nChanged 7 SP:Iteration 52Q (5662.783430 sec): 3 clusters Score: Raw -1337433.846384 + Penalty 3206.194677 = -1334227.651707 nChanged 5 SP:Iteration 53Q (5662.858127 sec): 3 clusters Score: Raw -1337435.026962 + Penalty 3206.194677 = -1334228.832285 nChanged 5 SP:Iteration 54Q (5662.939174 sec): 3 clusters Score: Raw -1337436.347417 + Penalty 3206.194677 = -1334230.152741 nChanged 8 SP:Iteration 55Q (5663.008444 sec): 3 clusters Score: Raw -1337438.540958 + Penalty 3206.194677 = -1334232.346281 nChanged 8 SP:Iteration 56Q (5663.098008 sec): 3 clusters Score: Raw -1337439.831710 + Penalty 3206.194677 = -1334233.637034 nChanged 6 SP:Iteration 57Q (5663.177461 sec): 3 clusters Score: Raw -1337440.925785 + Penalty 3206.194677 = -1334234.731108 nChanged 4 SP:Iteration 58Q (5663.259987 sec): 3 clusters Score: Raw -1337442.063395 + Penalty 3206.194677 = -1334235.868718 nChanged 4 SP:Iteration 59Q (5663.342620 sec): 3 clusters Score: Raw -1337443.532427 + Penalty 3206.194677 = -1334237.337751 nChanged 9 SP:Iteration 60F (5663.409504 sec): 3 clusters Score: Raw -1337445.363592 + Penalty 3206.194677 = -1334239.168915 nChanged 7 SP:Iteration 61Q (5663.497964 sec): 3 clusters Score: Raw -1337447.277603 + Penalty 3206.194677 = -1334241.082926 nChanged 5 SP:Iteration 62Q (5663.575554 sec): 3 clusters Score: Raw -1337448.478283 + Penalty 3206.194677 = -1334242.283607 nChanged 4 SP:Iteration 63Q (5663.656794 sec): 3 clusters Score: Raw -1337449.313480 + Penalty 3206.194677 = -1334243.118803 nChanged 1 SP:Iteration 64Q (5663.728050 sec): 3 clusters Score: Raw -1337449.553841 + Penalty 3206.194677 = -1334243.359164 nChanged 2 SP:Iteration 65Q (5663.808748 sec): 3 clusters Score: Raw -1337449.949538 + Penalty 3206.194677 = -1334243.754861 nChanged 2 SP:Iteration 66Q (5663.886400 sec): 3 clusters Score: Raw -1337450.255108 + Penalty 3206.194677 = -1334244.060431 nChanged 0 SP:Iteration 67F (5663.970363 sec): 3 clusters Score: Raw -1337450.255108 + Penalty 3206.194677 = -1334244.060431 nChanged 0 Trying to split cluster 24 (449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5663.992184 sec): 2 clusters Score: Raw -20659.865501 + Penalty 992.391219 = -19667.474282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5664.024320 sec): 3 clusters Score: Raw -20682.222398 + Penalty 1984.782439 = -18697.439960 nChanged 106 SP:Iteration 1F (5664.069328 sec): 3 clusters Score: Raw -20933.989296 + Penalty 1984.782439 = -18949.206858 nChanged 46 SP:Iteration 2F (5664.120847 sec): 3 clusters Score: Raw -21159.342382 + Penalty 1984.782439 = -19174.559944 nChanged 32 SP:Iteration 3F (5664.165917 sec): 3 clusters Score: Raw -21353.026786 + Penalty 1984.782439 = -19368.244347 nChanged 24 SP:Iteration 4F (5664.197353 sec): 3 clusters Score: Raw -21438.090969 + Penalty 1984.782439 = -19453.308531 nChanged 16 SP:Iteration 5Q (5664.236116 sec): 3 clusters Score: Raw -21485.385018 + Penalty 1984.782439 = -19500.602579 nChanged 10 SP:Iteration 6Q (5664.284055 sec): 3 clusters Score: Raw -21536.749868 + Penalty 1984.782439 = -19551.967430 nChanged 10 SP:Iteration 7Q (5664.329749 sec): 3 clusters Score: Raw -21560.324951 + Penalty 1984.782439 = -19575.542513 nChanged 6 SP:Iteration 8Q (5664.362582 sec): 3 clusters Score: Raw -21578.000545 + Penalty 1984.782439 = -19593.218106 nChanged 3 SP:Iteration 9Q (5664.409078 sec): 3 clusters Score: Raw -21586.913849 + Penalty 1984.782439 = -19602.131411 nChanged 5 SP:Iteration 10Q (5664.440926 sec): 3 clusters Score: Raw -21597.399649 + Penalty 1984.782439 = -19612.617211 nChanged 3 SP:Iteration 11Q (5664.488786 sec): 3 clusters Score: Raw -21606.261760 + Penalty 1984.782439 = -19621.479321 nChanged 2 SP:Iteration 12Q (5664.525130 sec): 3 clusters Score: Raw -21612.432350 + Penalty 1984.782439 = -19627.649912 nChanged 3 SP:Iteration 13Q (5664.554239 sec): 3 clusters Score: Raw -21619.565455 + Penalty 1984.782439 = -19634.783016 nChanged 3 SP:Iteration 14Q (5664.602829 sec): 3 clusters Score: Raw -21629.481909 + Penalty 1984.782439 = -19644.699471 nChanged 5 SP:Iteration 15Q (5664.641850 sec): 3 clusters Score: Raw -21648.952727 + Penalty 1984.782439 = -19664.170289 nChanged 10 SP:Iteration 16Q (5664.692443 sec): 3 clusters Score: Raw -21718.771596 + Penalty 1984.782439 = -19733.989158 nChanged 7 SP:Iteration 17Q (5664.726868 sec): 3 clusters Score: Raw -21784.091921 + Penalty 1984.782439 = -19799.309483 nChanged 4 SP:Iteration 18Q (5664.769179 sec): 3 clusters Score: Raw -21821.438004 + Penalty 1984.782439 = -19836.655566 nChanged 2 SP:Iteration 19Q (5664.807774 sec): 3 clusters Score: Raw -21861.149697 + Penalty 1984.782439 = -19876.367258 nChanged 2 SP:Iteration 20F (5664.849465 sec): 3 clusters Score: Raw -21879.037514 + Penalty 1984.782439 = -19894.255076 nChanged 1 SP:Iteration 21Q (5664.904622 sec): 3 clusters Score: Raw -21887.590790 + Penalty 1984.782439 = -19902.808351 nChanged 0 SP:Iteration 22F (5664.945468 sec): 3 clusters Score: Raw -21887.590790 + Penalty 1984.782439 = -19902.808351 nChanged 0 Score: Raw -32165937.441230 + Penalty 78919.061034 = -32087018.380196 Splitting cluster 24 changes total score from -32087913.317003 to -32087018.380196 So it's not getting split. Trying to split cluster 25 (5284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5676.985886 sec): 2 clusters Score: Raw -362303.850300 + Penalty 1393.021283 = -360910.829017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5677.035200 sec): 3 clusters Score: Raw -359579.106570 + Penalty 2786.042566 = -356793.064004 nChanged 2131 SP:Iteration 1F (5677.094205 sec): 3 clusters Score: Raw -360739.046684 + Penalty 2786.042566 = -357953.004118 nChanged 370 SP:Iteration 2F (5677.142387 sec): 3 clusters Score: Raw -360928.449873 + Penalty 2786.042566 = -358142.407307 nChanged 283 SP:Iteration 3F (5677.204542 sec): 3 clusters Score: Raw -361083.725957 + Penalty 2786.042566 = -358297.683390 nChanged 256 SP:Iteration 4Q (5677.259056 sec): 3 clusters Score: Raw -361257.460505 + Penalty 2786.042566 = -358471.417938 nChanged 283 SP:Iteration 5F (5677.304690 sec): 3 clusters Score: Raw -361499.778445 + Penalty 2786.042566 = -358713.735879 nChanged 349 SP:Iteration 6F (5677.371593 sec): 3 clusters Score: Raw -361797.257694 + Penalty 2786.042566 = -359011.215128 nChanged 360 SP:Iteration 7F (5677.424397 sec): 3 clusters Score: Raw -362093.114993 + Penalty 2786.042566 = -359307.072427 nChanged 303 SP:Iteration 8F (5677.477769 sec): 3 clusters Score: Raw -362315.104376 + Penalty 2786.042566 = -359529.061810 nChanged 213 SP:Iteration 9Q (5677.525929 sec): 3 clusters Score: Raw -362445.811359 + Penalty 2786.042566 = -359659.768793 nChanged 172 SP:Iteration 10Q (5677.584047 sec): 3 clusters Score: Raw -362549.236704 + Penalty 2786.042566 = -359763.194138 nChanged 129 SP:Iteration 11Q (5677.633153 sec): 3 clusters Score: Raw -362617.758375 + Penalty 2786.042566 = -359831.715809 nChanged 83 SP:Iteration 12Q (5677.682735 sec): 3 clusters Score: Raw -362653.750655 + Penalty 2786.042566 = -359867.708088 nChanged 58 SP:Iteration 13Q (5677.734121 sec): 3 clusters Score: Raw -362677.924198 + Penalty 2786.042566 = -359891.881632 nChanged 48 SP:Iteration 14Q (5677.776630 sec): 3 clusters Score: Raw -362693.708078 + Penalty 2786.042566 = -359907.665512 nChanged 30 SP:Iteration 15Q (5677.837133 sec): 3 clusters Score: Raw -362703.841216 + Penalty 2786.042566 = -359917.798650 nChanged 18 SP:Iteration 16Q (5677.887764 sec): 3 clusters Score: Raw -362710.095797 + Penalty 2786.042566 = -359924.053230 nChanged 15 SP:Iteration 17Q (5677.940957 sec): 3 clusters Score: Raw -362715.198725 + Penalty 2786.042566 = -359929.156158 nChanged 9 SP:Iteration 18Q (5677.986592 sec): 3 clusters Score: Raw -362717.463495 + Penalty 2786.042566 = -359931.420929 nChanged 5 SP:Iteration 19Q (5678.036763 sec): 3 clusters Score: Raw -362718.967036 + Penalty 2786.042566 = -359932.924470 nChanged 5 SP:Iteration 20F (5678.084917 sec): 3 clusters Score: Raw -362720.834570 + Penalty 2786.042566 = -359934.792004 nChanged 10 SP:Iteration 21Q (5678.143853 sec): 3 clusters Score: Raw -362723.443245 + Penalty 2786.042566 = -359937.400678 nChanged 7 SP:Iteration 22Q (5678.195949 sec): 3 clusters Score: Raw -362725.508349 + Penalty 2786.042566 = -359939.465783 nChanged 5 SP:Iteration 23Q (5678.234158 sec): 3 clusters Score: Raw -362726.808791 + Penalty 2786.042566 = -359940.766224 nChanged 5 SP:Iteration 24Q (5678.298136 sec): 3 clusters Score: Raw -362728.007303 + Penalty 2786.042566 = -359941.964737 nChanged 3 SP:Iteration 25Q (5678.352243 sec): 3 clusters Score: Raw -362728.684564 + Penalty 2786.042566 = -359942.641997 nChanged 5 SP:Iteration 26Q (5678.409005 sec): 3 clusters Score: Raw -362729.653543 + Penalty 2786.042566 = -359943.610977 nChanged 5 SP:Iteration 27Q (5678.459020 sec): 3 clusters Score: Raw -362730.221857 + Penalty 2786.042566 = -359944.179290 nChanged 2 SP:Iteration 28Q (5678.502709 sec): 3 clusters Score: Raw -362730.695418 + Penalty 2786.042566 = -359944.652851 nChanged 3 SP:Iteration 29Q (5678.561126 sec): 3 clusters Score: Raw -362731.256339 + Penalty 2786.042566 = -359945.213773 nChanged 1 SP:Iteration 30Q (5678.607496 sec): 3 clusters Score: Raw -362731.372965 + Penalty 2786.042566 = -359945.330399 nChanged 0 SP:Iteration 31F (5678.664470 sec): 3 clusters Score: Raw -362731.372965 + Penalty 2786.042566 = -359945.330399 nChanged 0 Trying to split cluster 26 (9539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5678.709989 sec): 2 clusters Score: Raw -573256.449911 + Penalty 1489.010890 = -571767.439021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5678.767674 sec): 3 clusters Score: Raw -567810.832925 + Penalty 2978.021780 = -564832.811145 nChanged 4184 SP:Iteration 1F (5678.819235 sec): 3 clusters Score: Raw -570293.077845 + Penalty 2978.021780 = -567315.056065 nChanged 717 SP:Iteration 2F (5678.880958 sec): 3 clusters Score: Raw -570858.823892 + Penalty 2978.021780 = -567880.802112 nChanged 741 SP:Iteration 3F (5678.948771 sec): 3 clusters Score: Raw -571542.009027 + Penalty 2978.021780 = -568563.987247 nChanged 776 SP:Iteration 4F (5679.008913 sec): 3 clusters Score: Raw -572283.591457 + Penalty 2978.021780 = -569305.569677 nChanged 747 SP:Iteration 5F (5679.072876 sec): 3 clusters Score: Raw -572903.100790 + Penalty 2978.021780 = -569925.079011 nChanged 629 SP:Iteration 6F (5679.130782 sec): 3 clusters Score: Raw -573336.488777 + Penalty 2978.021780 = -570358.466998 nChanged 496 SP:Iteration 7F (5679.182563 sec): 3 clusters Score: Raw -573629.745117 + Penalty 2978.021780 = -570651.723338 nChanged 333 SP:Iteration 8Q (5679.253409 sec): 3 clusters Score: Raw -573783.702665 + Penalty 2978.021780 = -570805.680885 nChanged 238 SP:Iteration 9Q (5679.298172 sec): 3 clusters Score: Raw -573877.384673 + Penalty 2978.021780 = -570899.362894 nChanged 173 SP:Iteration 10Q (5679.365370 sec): 3 clusters Score: Raw -573943.578203 + Penalty 2978.021780 = -570965.556424 nChanged 135 SP:Iteration 11Q (5679.415848 sec): 3 clusters Score: Raw -573992.820466 + Penalty 2978.021780 = -571014.798687 nChanged 136 SP:Iteration 12Q (5679.471365 sec): 3 clusters Score: Raw -574043.783543 + Penalty 2978.021780 = -571065.761764 nChanged 124 SP:Iteration 13Q (5679.534790 sec): 3 clusters Score: Raw -574089.601735 + Penalty 2978.021780 = -571111.579956 nChanged 121 SP:Iteration 14Q (5679.586320 sec): 3 clusters Score: Raw -574134.871875 + Penalty 2978.021780 = -571156.850096 nChanged 124 SP:Iteration 15Q (5679.642918 sec): 3 clusters Score: Raw -574178.363553 + Penalty 2978.021780 = -571200.341774 nChanged 109 SP:Iteration 16Q (5679.704521 sec): 3 clusters Score: Raw -574213.493282 + Penalty 2978.021780 = -571235.471503 nChanged 102 SP:Iteration 17Q (5679.762021 sec): 3 clusters Score: Raw -574245.626856 + Penalty 2978.021780 = -571267.605077 nChanged 91 SP:Iteration 18Q (5679.818543 sec): 3 clusters Score: Raw -574274.405895 + Penalty 2978.021780 = -571296.384115 nChanged 92 SP:Iteration 19Q (5679.890071 sec): 3 clusters Score: Raw -574306.930762 + Penalty 2978.021780 = -571328.908982 nChanged 84 SP:Iteration 20F (5679.943649 sec): 3 clusters Score: Raw -574338.156495 + Penalty 2978.021780 = -571360.134716 nChanged 91 SP:Iteration 21Q (5680.008207 sec): 3 clusters Score: Raw -574372.648274 + Penalty 2978.021780 = -571394.626495 nChanged 75 SP:Iteration 22Q (5680.075478 sec): 3 clusters Score: Raw -574398.490160 + Penalty 2978.021780 = -571420.468381 nChanged 69 SP:Iteration 23Q (5680.135188 sec): 3 clusters Score: Raw -574417.451670 + Penalty 2978.021780 = -571439.429891 nChanged 50 SP:Iteration 24Q (5680.194988 sec): 3 clusters Score: Raw -574432.211595 + Penalty 2978.021780 = -571454.189815 nChanged 54 SP:Iteration 25Q (5680.265806 sec): 3 clusters Score: Raw -574448.220479 + Penalty 2978.021780 = -571470.198699 nChanged 41 SP:Iteration 26Q (5680.316982 sec): 3 clusters Score: Raw -574460.437737 + Penalty 2978.021780 = -571482.415958 nChanged 35 SP:Iteration 27Q (5680.387886 sec): 3 clusters Score: Raw -574471.324154 + Penalty 2978.021780 = -571493.302374 nChanged 33 SP:Iteration 28Q (5680.437904 sec): 3 clusters Score: Raw -574480.232533 + Penalty 2978.021780 = -571502.210754 nChanged 29 SP:Iteration 29Q (5680.502988 sec): 3 clusters Score: Raw -574489.148397 + Penalty 2978.021780 = -571511.126617 nChanged 26 SP:Iteration 30Q (5680.573581 sec): 3 clusters Score: Raw -574497.330668 + Penalty 2978.021780 = -571519.308889 nChanged 23 SP:Iteration 31Q (5680.639678 sec): 3 clusters Score: Raw -574502.892481 + Penalty 2978.021780 = -571524.870702 nChanged 17 SP:Iteration 32Q (5680.706258 sec): 3 clusters Score: Raw -574506.137580 + Penalty 2978.021780 = -571528.115800 nChanged 14 SP:Iteration 33Q (5680.770883 sec): 3 clusters Score: Raw -574508.924459 + Penalty 2978.021780 = -571530.902679 nChanged 10 SP:Iteration 34Q (5680.824121 sec): 3 clusters Score: Raw -574510.746883 + Penalty 2978.021780 = -571532.725104 nChanged 12 SP:Iteration 35Q (5680.895360 sec): 3 clusters Score: Raw -574513.214522 + Penalty 2978.021780 = -571535.192742 nChanged 4 SP:Iteration 36Q (5680.955689 sec): 3 clusters Score: Raw -574513.721181 + Penalty 2978.021780 = -571535.699401 nChanged 2 SP:Iteration 37Q (5681.016199 sec): 3 clusters Score: Raw -574514.221735 + Penalty 2978.021780 = -571536.199955 nChanged 2 SP:Iteration 38Q (5681.076273 sec): 3 clusters Score: Raw -574514.434059 + Penalty 2978.021780 = -571536.412279 nChanged 1 SP:Iteration 39Q (5681.152935 sec): 3 clusters Score: Raw -574514.634821 + Penalty 2978.021780 = -571536.613041 nChanged 1 SP:Iteration 40F (5681.214931 sec): 3 clusters Score: Raw -574514.781885 + Penalty 2978.021780 = -571536.760105 nChanged 0 Trying to split cluster 27 (16504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5681.265217 sec): 2 clusters Score: Raw -1071028.421441 + Penalty 1578.095684 = -1069450.325758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5681.333030 sec): 3 clusters Score: Raw -1061262.572748 + Penalty 3156.191368 = -1058106.381380 nChanged 7389 SP:Iteration 1F (5681.405695 sec): 3 clusters Score: Raw -1065238.824603 + Penalty 3156.191368 = -1062082.633236 nChanged 899 SP:Iteration 2F (5681.484769 sec): 3 clusters Score: Raw -1065633.794412 + Penalty 3156.191368 = -1062477.603045 nChanged 913 SP:Iteration 3F (5681.556360 sec): 3 clusters Score: Raw -1066116.271490 + Penalty 3156.191368 = -1062960.080122 nChanged 962 SP:Iteration 4F (5681.632656 sec): 3 clusters Score: Raw -1066710.247481 + Penalty 3156.191368 = -1063554.056113 nChanged 1023 SP:Iteration 5F (5681.698880 sec): 3 clusters Score: Raw -1067448.469435 + Penalty 3156.191368 = -1064292.278067 nChanged 1080 SP:Iteration 6F (5681.781701 sec): 3 clusters Score: Raw -1068280.646043 + Penalty 3156.191368 = -1065124.454675 nChanged 1041 SP:Iteration 7F (5681.855767 sec): 3 clusters Score: Raw -1069144.983312 + Penalty 3156.191368 = -1065988.791944 nChanged 888 SP:Iteration 8F (5681.922741 sec): 3 clusters Score: Raw -1069857.516075 + Penalty 3156.191368 = -1066701.324707 nChanged 686 SP:Iteration 9Q (5681.990413 sec): 3 clusters Score: Raw -1070338.835812 + Penalty 3156.191368 = -1067182.644445 nChanged 465 SP:Iteration 10Q (5682.063405 sec): 3 clusters Score: Raw -1070653.598951 + Penalty 3156.191368 = -1067497.407584 nChanged 356 SP:Iteration 11Q (5682.137746 sec): 3 clusters Score: Raw -1070865.629908 + Penalty 3156.191368 = -1067709.438540 nChanged 283 SP:Iteration 12Q (5682.207514 sec): 3 clusters Score: Raw -1071042.326382 + Penalty 3156.191368 = -1067886.135014 nChanged 210 SP:Iteration 13Q (5682.280697 sec): 3 clusters Score: Raw -1071174.434170 + Penalty 3156.191368 = -1068018.242802 nChanged 165 SP:Iteration 14Q (5682.353008 sec): 3 clusters Score: Raw -1071270.346904 + Penalty 3156.191368 = -1068114.155536 nChanged 141 SP:Iteration 15Q (5682.429897 sec): 3 clusters Score: Raw -1071350.821915 + Penalty 3156.191368 = -1068194.630547 nChanged 105 SP:Iteration 16Q (5682.496927 sec): 3 clusters Score: Raw -1071405.694058 + Penalty 3156.191368 = -1068249.502690 nChanged 98 SP:Iteration 17Q (5682.579386 sec): 3 clusters Score: Raw -1071459.786249 + Penalty 3156.191368 = -1068303.594882 nChanged 89 SP:Iteration 18Q (5682.649057 sec): 3 clusters Score: Raw -1071506.666341 + Penalty 3156.191368 = -1068350.474973 nChanged 90 SP:Iteration 19Q (5682.722831 sec): 3 clusters Score: Raw -1071549.705209 + Penalty 3156.191368 = -1068393.513841 nChanged 74 SP:Iteration 20F (5682.793415 sec): 3 clusters Score: Raw -1071583.833157 + Penalty 3156.191368 = -1068427.641789 nChanged 60 SP:Iteration 21Q (5682.870656 sec): 3 clusters Score: Raw -1071615.699747 + Penalty 3156.191368 = -1068459.508379 nChanged 67 SP:Iteration 22Q (5682.931160 sec): 3 clusters Score: Raw -1071654.676978 + Penalty 3156.191368 = -1068498.485610 nChanged 64 SP:Iteration 23Q (5683.012050 sec): 3 clusters Score: Raw -1071689.876780 + Penalty 3156.191368 = -1068533.685412 nChanged 65 SP:Iteration 24Q (5683.081022 sec): 3 clusters Score: Raw -1071719.279892 + Penalty 3156.191368 = -1068563.088524 nChanged 47 SP:Iteration 25Q (5683.154525 sec): 3 clusters Score: Raw -1071746.556985 + Penalty 3156.191368 = -1068590.365617 nChanged 37 SP:Iteration 26Q (5683.220779 sec): 3 clusters Score: Raw -1071768.352307 + Penalty 3156.191368 = -1068612.160939 nChanged 55 SP:Iteration 27Q (5683.292253 sec): 3 clusters Score: Raw -1071795.435815 + Penalty 3156.191368 = -1068639.244447 nChanged 51 SP:Iteration 28Q (5683.362082 sec): 3 clusters Score: Raw -1071812.236005 + Penalty 3156.191368 = -1068656.044637 nChanged 36 SP:Iteration 29Q (5683.435605 sec): 3 clusters Score: Raw -1071822.682159 + Penalty 3156.191368 = -1068666.490791 nChanged 27 SP:Iteration 30Q (5683.508122 sec): 3 clusters Score: Raw -1071831.820039 + Penalty 3156.191368 = -1068675.628671 nChanged 23 SP:Iteration 31Q (5683.574529 sec): 3 clusters Score: Raw -1071838.202470 + Penalty 3156.191368 = -1068682.011102 nChanged 18 SP:Iteration 32Q (5683.630902 sec): 3 clusters Score: Raw -1071842.069054 + Penalty 3156.191368 = -1068685.877686 nChanged 16 SP:Iteration 33Q (5683.709613 sec): 3 clusters Score: Raw -1071845.539093 + Penalty 3156.191368 = -1068689.347725 nChanged 11 SP:Iteration 34Q (5683.776960 sec): 3 clusters Score: Raw -1071847.658048 + Penalty 3156.191368 = -1068691.466680 nChanged 11 SP:Iteration 35Q (5683.850083 sec): 3 clusters Score: Raw -1071850.052543 + Penalty 3156.191368 = -1068693.861175 nChanged 10 SP:Iteration 36Q (5683.924228 sec): 3 clusters Score: Raw -1071852.921716 + Penalty 3156.191368 = -1068696.730348 nChanged 12 SP:Iteration 37Q (5683.982954 sec): 3 clusters Score: Raw -1071855.669236 + Penalty 3156.191368 = -1068699.477868 nChanged 13 SP:Iteration 38Q (5684.052606 sec): 3 clusters Score: Raw -1071859.233876 + Penalty 3156.191368 = -1068703.042508 nChanged 16 SP:Iteration 39Q (5684.127292 sec): 3 clusters Score: Raw -1071864.419559 + Penalty 3156.191368 = -1068708.228191 nChanged 16 SP:Iteration 40F (5684.199097 sec): 3 clusters Score: Raw -1071869.473512 + Penalty 3156.191368 = -1068713.282144 nChanged 15 SP:Iteration 41Q (5684.263919 sec): 3 clusters Score: Raw -1071874.018590 + Penalty 3156.191368 = -1068717.827222 nChanged 10 SP:Iteration 42Q (5684.338695 sec): 3 clusters Score: Raw -1071876.457233 + Penalty 3156.191368 = -1068720.265865 nChanged 2 SP:Iteration 43Q (5684.409307 sec): 3 clusters Score: Raw -1071876.829879 + Penalty 3156.191368 = -1068720.638512 nChanged 0 SP:Iteration 44F (5684.493212 sec): 3 clusters Score: Raw -1071876.829879 + Penalty 3156.191368 = -1068720.638512 nChanged 0 Trying to split cluster 28 (1730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5684.519739 sec): 2 clusters Score: Raw -101533.745815 + Penalty 1211.579962 = -100322.165853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5684.568482 sec): 3 clusters Score: Raw -100875.418877 + Penalty 2423.159923 = -98452.258954 nChanged 603 SP:Iteration 1F (5684.615124 sec): 3 clusters Score: Raw -101290.681495 + Penalty 2423.159923 = -98867.521571 nChanged 143 SP:Iteration 2F (5684.663018 sec): 3 clusters Score: Raw -101419.719118 + Penalty 2423.159923 = -98996.559194 nChanged 80 SP:Iteration 3Q (5684.706705 sec): 3 clusters Score: Raw -101475.041833 + Penalty 2423.159923 = -99051.881909 nChanged 46 SP:Iteration 4Q (5684.758005 sec): 3 clusters Score: Raw -101519.192195 + Penalty 2423.159923 = -99096.032271 nChanged 44 SP:Iteration 5Q (5684.808258 sec): 3 clusters Score: Raw -101545.302547 + Penalty 2423.159923 = -99122.142624 nChanged 32 SP:Iteration 6Q (5684.847527 sec): 3 clusters Score: Raw -101563.488805 + Penalty 2423.159923 = -99140.328881 nChanged 31 SP:Iteration 7Q (5684.898122 sec): 3 clusters Score: Raw -101582.956362 + Penalty 2423.159923 = -99159.796438 nChanged 34 SP:Iteration 8Q (5684.950866 sec): 3 clusters Score: Raw -101608.808100 + Penalty 2423.159923 = -99185.648176 nChanged 29 SP:Iteration 9Q (5684.996262 sec): 3 clusters Score: Raw -101627.944281 + Penalty 2423.159923 = -99204.784358 nChanged 24 SP:Iteration 10Q (5685.040590 sec): 3 clusters Score: Raw -101651.857308 + Penalty 2423.159923 = -99228.697385 nChanged 30 SP:Iteration 11Q (5685.080820 sec): 3 clusters Score: Raw -101670.034935 + Penalty 2423.159923 = -99246.875012 nChanged 19 SP:Iteration 12Q (5685.132121 sec): 3 clusters Score: Raw -101681.674974 + Penalty 2423.159923 = -99258.515051 nChanged 17 SP:Iteration 13Q (5685.176753 sec): 3 clusters Score: Raw -101691.951602 + Penalty 2423.159923 = -99268.791678 nChanged 16 SP:Iteration 14Q (5685.226193 sec): 3 clusters Score: Raw -101699.974235 + Penalty 2423.159923 = -99276.814311 nChanged 11 SP:Iteration 15Q (5685.266240 sec): 3 clusters Score: Raw -101704.943010 + Penalty 2423.159923 = -99281.783087 nChanged 8 SP:Iteration 16Q (5685.299848 sec): 3 clusters Score: Raw -101709.241016 + Penalty 2423.159923 = -99286.081093 nChanged 14 SP:Iteration 17Q (5685.350008 sec): 3 clusters Score: Raw -101716.130641 + Penalty 2423.159923 = -99292.970717 nChanged 12 SP:Iteration 18Q (5685.390244 sec): 3 clusters Score: Raw -101721.406498 + Penalty 2423.159923 = -99298.246574 nChanged 9 SP:Iteration 19Q (5685.428008 sec): 3 clusters Score: Raw -101725.370698 + Penalty 2423.159923 = -99302.210775 nChanged 7 SP:Iteration 20F (5685.480444 sec): 3 clusters Score: Raw -101735.262446 + Penalty 2423.159923 = -99312.102523 nChanged 17 SP:Iteration 21Q (5685.527781 sec): 3 clusters Score: Raw -101772.431987 + Penalty 2423.159923 = -99349.272064 nChanged 32 SP:Iteration 22Q (5685.575346 sec): 3 clusters Score: Raw -101826.047060 + Penalty 2423.159923 = -99402.887137 nChanged 50 SP:Iteration 23Q (5685.622485 sec): 3 clusters Score: Raw -101885.688338 + Penalty 2423.159923 = -99462.528415 nChanged 41 SP:Iteration 24Q (5685.663423 sec): 3 clusters Score: Raw -101935.894330 + Penalty 2423.159923 = -99512.734407 nChanged 38 SP:Iteration 25Q (5685.713048 sec): 3 clusters Score: Raw -101983.442971 + Penalty 2423.159923 = -99560.283048 nChanged 37 SP:Iteration 26Q (5685.758149 sec): 3 clusters Score: Raw -102029.117772 + Penalty 2423.159923 = -99605.957848 nChanged 34 SP:Iteration 27Q (5685.791768 sec): 3 clusters Score: Raw -102065.875596 + Penalty 2423.159923 = -99642.715672 nChanged 31 SP:Iteration 28Q (5685.836499 sec): 3 clusters Score: Raw -102097.063486 + Penalty 2423.159923 = -99673.903563 nChanged 25 SP:Iteration 29Q (5685.874231 sec): 3 clusters Score: Raw -102114.872449 + Penalty 2423.159923 = -99691.712526 nChanged 21 SP:Iteration 30Q (5685.928130 sec): 3 clusters Score: Raw -102129.252669 + Penalty 2423.159923 = -99706.092745 nChanged 16 SP:Iteration 31Q (5685.978687 sec): 3 clusters Score: Raw -102137.725982 + Penalty 2423.159923 = -99714.566058 nChanged 12 SP:Iteration 32Q (5686.010443 sec): 3 clusters Score: Raw -102146.189337 + Penalty 2423.159923 = -99723.029413 nChanged 8 SP:Iteration 33Q (5686.061190 sec): 3 clusters Score: Raw -102150.528680 + Penalty 2423.159923 = -99727.368757 nChanged 6 SP:Iteration 34Q (5686.092615 sec): 3 clusters Score: Raw -102155.172953 + Penalty 2423.159923 = -99732.013029 nChanged 5 SP:Iteration 35Q (5686.133174 sec): 3 clusters Score: Raw -102157.522928 + Penalty 2423.159923 = -99734.363005 nChanged 1 SP:Iteration 36Q (5686.183271 sec): 3 clusters Score: Raw -102157.784731 + Penalty 2423.159923 = -99734.624808 nChanged 0 SP:Iteration 37F (5686.220953 sec): 3 clusters Score: Raw -102157.784731 + Penalty 2423.159923 = -99734.624808 nChanged 0 Trying to split cluster 29 (9186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5686.264144 sec): 2 clusters Score: Raw -605500.798051 + Penalty 1482.883328 = -604017.914723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5686.307396 sec): 3 clusters Score: Raw -600408.542559 + Penalty 2965.766656 = -597442.775903 nChanged 3925 SP:Iteration 1F (5686.363098 sec): 3 clusters Score: Raw -602544.390223 + Penalty 2965.766656 = -599578.623567 nChanged 589 SP:Iteration 2F (5686.424418 sec): 3 clusters Score: Raw -602812.277242 + Penalty 2965.766656 = -599846.510586 nChanged 456 SP:Iteration 3Q (5686.490067 sec): 3 clusters Score: Raw -603005.995163 + Penalty 2965.766656 = -600040.228506 nChanged 418 SP:Iteration 4Q (5686.540997 sec): 3 clusters Score: Raw -603183.632335 + Penalty 2965.766656 = -600217.865679 nChanged 350 SP:Iteration 5Q (5686.605839 sec): 3 clusters Score: Raw -603347.160384 + Penalty 2965.766656 = -600381.393728 nChanged 337 SP:Iteration 6Q (5686.669812 sec): 3 clusters Score: Raw -603491.610550 + Penalty 2965.766656 = -600525.843894 nChanged 298 SP:Iteration 7Q (5686.725719 sec): 3 clusters Score: Raw -603615.484544 + Penalty 2965.766656 = -600649.717888 nChanged 304 SP:Iteration 8Q (5686.792727 sec): 3 clusters Score: Raw -603753.754748 + Penalty 2965.766656 = -600787.988092 nChanged 276 SP:Iteration 9Q (5686.851075 sec): 3 clusters Score: Raw -603881.998248 + Penalty 2965.766656 = -600916.231592 nChanged 252 SP:Iteration 10Q (5686.901259 sec): 3 clusters Score: Raw -603996.919532 + Penalty 2965.766656 = -601031.152876 nChanged 252 SP:Iteration 11Q (5686.958648 sec): 3 clusters Score: Raw -604114.295761 + Penalty 2965.766656 = -601148.529105 nChanged 270 SP:Iteration 12Q (5687.014537 sec): 3 clusters Score: Raw -604239.123035 + Penalty 2965.766656 = -601273.356379 nChanged 226 SP:Iteration 13Q (5687.081952 sec): 3 clusters Score: Raw -604327.542695 + Penalty 2965.766656 = -601361.776039 nChanged 188 SP:Iteration 14Q (5687.134085 sec): 3 clusters Score: Raw -604391.851888 + Penalty 2965.766656 = -601426.085232 nChanged 160 SP:Iteration 15Q (5687.195364 sec): 3 clusters Score: Raw -604458.410750 + Penalty 2965.766656 = -601492.644094 nChanged 190 SP:Iteration 16Q (5687.252402 sec): 3 clusters Score: Raw -604537.129183 + Penalty 2965.766656 = -601571.362526 nChanged 176 SP:Iteration 17Q (5687.308568 sec): 3 clusters Score: Raw -604604.660479 + Penalty 2965.766656 = -601638.893822 nChanged 162 SP:Iteration 18Q (5687.366606 sec): 3 clusters Score: Raw -604660.662834 + Penalty 2965.766656 = -601694.896178 nChanged 129 SP:Iteration 19Q (5687.436639 sec): 3 clusters Score: Raw -604702.897877 + Penalty 2965.766656 = -601737.131220 nChanged 120 SP:Iteration 20F (5687.494245 sec): 3 clusters Score: Raw -604738.403845 + Penalty 2965.766656 = -601772.637189 nChanged 105 SP:Iteration 21Q (5687.558831 sec): 3 clusters Score: Raw -604767.844078 + Penalty 2965.766656 = -601802.077422 nChanged 98 SP:Iteration 22Q (5687.613077 sec): 3 clusters Score: Raw -604798.279115 + Penalty 2965.766656 = -601832.512459 nChanged 112 SP:Iteration 23Q (5687.678891 sec): 3 clusters Score: Raw -604830.526370 + Penalty 2965.766656 = -601864.759714 nChanged 100 SP:Iteration 24Q (5687.737408 sec): 3 clusters Score: Raw -604860.077419 + Penalty 2965.766656 = -601894.310762 nChanged 92 SP:Iteration 25Q (5687.793333 sec): 3 clusters Score: Raw -604883.369314 + Penalty 2965.766656 = -601917.602658 nChanged 81 SP:Iteration 26Q (5687.863035 sec): 3 clusters Score: Raw -604906.836699 + Penalty 2965.766656 = -601941.070043 nChanged 80 SP:Iteration 27Q (5687.921210 sec): 3 clusters Score: Raw -604929.889380 + Penalty 2965.766656 = -601964.122724 nChanged 84 SP:Iteration 28Q (5687.985281 sec): 3 clusters Score: Raw -604955.023570 + Penalty 2965.766656 = -601989.256914 nChanged 86 SP:Iteration 29Q (5688.036535 sec): 3 clusters Score: Raw -604980.705700 + Penalty 2965.766656 = -602014.939044 nChanged 83 SP:Iteration 30Q (5688.096194 sec): 3 clusters Score: Raw -604999.675850 + Penalty 2965.766656 = -602033.909194 nChanged 71 SP:Iteration 31Q (5688.169255 sec): 3 clusters Score: Raw -605015.995629 + Penalty 2965.766656 = -602050.228973 nChanged 59 SP:Iteration 32Q (5688.230307 sec): 3 clusters Score: Raw -605028.432498 + Penalty 2965.766656 = -602062.665842 nChanged 52 SP:Iteration 33Q (5688.276494 sec): 3 clusters Score: Raw -605040.383194 + Penalty 2965.766656 = -602074.616538 nChanged 50 SP:Iteration 34Q (5688.344285 sec): 3 clusters Score: Raw -605050.696757 + Penalty 2965.766656 = -602084.930101 nChanged 46 SP:Iteration 35Q (5688.395254 sec): 3 clusters Score: Raw -605059.631334 + Penalty 2965.766656 = -602093.864678 nChanged 39 SP:Iteration 36Q (5688.454357 sec): 3 clusters Score: Raw -605068.267173 + Penalty 2965.766656 = -602102.500517 nChanged 43 SP:Iteration 37Q (5688.515073 sec): 3 clusters Score: Raw -605078.724089 + Penalty 2965.766656 = -602112.957433 nChanged 54 SP:Iteration 38Q (5688.574800 sec): 3 clusters Score: Raw -605094.680153 + Penalty 2965.766656 = -602128.913497 nChanged 59 SP:Iteration 39Q (5688.635447 sec): 3 clusters Score: Raw -605107.272082 + Penalty 2965.766656 = -602141.505426 nChanged 54 SP:Iteration 40F (5688.705342 sec): 3 clusters Score: Raw -605117.844837 + Penalty 2965.766656 = -602152.078181 nChanged 42 SP:Iteration 41Q (5688.760654 sec): 3 clusters Score: Raw -605126.348809 + Penalty 2965.766656 = -602160.582153 nChanged 47 SP:Iteration 42Q (5688.822383 sec): 3 clusters Score: Raw -605136.284553 + Penalty 2965.766656 = -602170.517897 nChanged 50 SP:Iteration 43Q (5688.882333 sec): 3 clusters Score: Raw -605145.184505 + Penalty 2965.766656 = -602179.417849 nChanged 32 SP:Iteration 44Q (5688.942639 sec): 3 clusters Score: Raw -605150.900373 + Penalty 2965.766656 = -602185.133717 nChanged 34 SP:Iteration 45Q (5688.997966 sec): 3 clusters Score: Raw -605156.826075 + Penalty 2965.766656 = -602191.059419 nChanged 28 SP:Iteration 46Q (5689.056547 sec): 3 clusters Score: Raw -605161.334775 + Penalty 2965.766656 = -602195.568119 nChanged 35 SP:Iteration 47Q (5689.117229 sec): 3 clusters Score: Raw -605167.042751 + Penalty 2965.766656 = -602201.276095 nChanged 32 SP:Iteration 48Q (5689.179297 sec): 3 clusters Score: Raw -605173.005107 + Penalty 2965.766656 = -602207.238451 nChanged 31 SP:Iteration 49Q (5689.245445 sec): 3 clusters Score: Raw -605179.409609 + Penalty 2965.766656 = -602213.642953 nChanged 32 SP:Iteration 50Q (5689.296050 sec): 3 clusters Score: Raw -605184.463949 + Penalty 2965.766656 = -602218.697293 nChanged 25 SP:Iteration 51Q (5689.357935 sec): 3 clusters Score: Raw -605190.183922 + Penalty 2965.766656 = -602224.417266 nChanged 38 SP:Iteration 52Q (5689.418361 sec): 3 clusters Score: Raw -605197.204847 + Penalty 2965.766656 = -602231.438191 nChanged 28 SP:Iteration 53Q (5689.476656 sec): 3 clusters Score: Raw -605202.777887 + Penalty 2965.766656 = -602237.011230 nChanged 33 SP:Iteration 54Q (5689.539503 sec): 3 clusters Score: Raw -605207.796044 + Penalty 2965.766656 = -602242.029387 nChanged 28 SP:Iteration 55Q (5689.605834 sec): 3 clusters Score: Raw -605212.263555 + Penalty 2965.766656 = -602246.496899 nChanged 21 SP:Iteration 56Q (5689.663907 sec): 3 clusters Score: Raw -605216.519647 + Penalty 2965.766656 = -602250.752991 nChanged 23 SP:Iteration 57Q (5689.714153 sec): 3 clusters Score: Raw -605219.364458 + Penalty 2965.766656 = -602253.597802 nChanged 16 SP:Iteration 58Q (5689.777868 sec): 3 clusters Score: Raw -605221.184903 + Penalty 2965.766656 = -602255.418247 nChanged 22 SP:Iteration 59Q (5689.846499 sec): 3 clusters Score: Raw -605224.724543 + Penalty 2965.766656 = -602258.957887 nChanged 27 SP:Iteration 60F (5689.914193 sec): 3 clusters Score: Raw -605228.508169 + Penalty 2965.766656 = -602262.741513 nChanged 27 SP:Iteration 61Q (5689.976089 sec): 3 clusters Score: Raw -605232.612012 + Penalty 2965.766656 = -602266.845356 nChanged 25 SP:Iteration 62Q (5690.034879 sec): 3 clusters Score: Raw -605236.092218 + Penalty 2965.766656 = -602270.325562 nChanged 16 SP:Iteration 63Q (5690.090549 sec): 3 clusters Score: Raw -605238.505703 + Penalty 2965.766656 = -602272.739047 nChanged 15 SP:Iteration 64Q (5690.156087 sec): 3 clusters Score: Raw -605240.473175 + Penalty 2965.766656 = -602274.706519 nChanged 14 SP:Iteration 65Q (5690.217061 sec): 3 clusters Score: Raw -605243.254194 + Penalty 2965.766656 = -602277.487538 nChanged 26 SP:Iteration 66Q (5690.279274 sec): 3 clusters Score: Raw -605247.975913 + Penalty 2965.766656 = -602282.209257 nChanged 23 SP:Iteration 67Q (5690.339793 sec): 3 clusters Score: Raw -605252.476253 + Penalty 2965.766656 = -602286.709597 nChanged 19 SP:Iteration 68Q (5690.397845 sec): 3 clusters Score: Raw -605254.949114 + Penalty 2965.766656 = -602289.182458 nChanged 17 SP:Iteration 69Q (5690.463594 sec): 3 clusters Score: Raw -605257.031651 + Penalty 2965.766656 = -602291.264995 nChanged 14 SP:Iteration 70Q (5690.523750 sec): 3 clusters Score: Raw -605259.279994 + Penalty 2965.766656 = -602293.513338 nChanged 13 SP:Iteration 71Q (5690.585998 sec): 3 clusters Score: Raw -605261.109147 + Penalty 2965.766656 = -602295.342491 nChanged 9 SP:Iteration 72Q (5690.648402 sec): 3 clusters Score: Raw -605262.315226 + Penalty 2965.766656 = -602296.548570 nChanged 11 SP:Iteration 73Q (5690.699212 sec): 3 clusters Score: Raw -605263.721113 + Penalty 2965.766656 = -602297.954457 nChanged 13 SP:Iteration 74Q (5690.761865 sec): 3 clusters Score: Raw -605265.218633 + Penalty 2965.766656 = -602299.451977 nChanged 9 SP:Iteration 75Q (5690.823456 sec): 3 clusters Score: Raw -605266.228148 + Penalty 2965.766656 = -602300.461492 nChanged 10 SP:Iteration 76Q (5690.885780 sec): 3 clusters Score: Raw -605267.006536 + Penalty 2965.766656 = -602301.239880 nChanged 7 SP:Iteration 77Q (5690.941408 sec): 3 clusters Score: Raw -605267.656526 + Penalty 2965.766656 = -602301.889870 nChanged 6 SP:Iteration 78Q (5691.002014 sec): 3 clusters Score: Raw -605268.176572 + Penalty 2965.766656 = -602302.409916 nChanged 6 SP:Iteration 79Q (5691.069538 sec): 3 clusters Score: Raw -605269.188925 + Penalty 2965.766656 = -602303.422268 nChanged 13 SP:Iteration 80F (5691.115474 sec): 3 clusters Score: Raw -605271.543938 + Penalty 2965.766656 = -602305.777282 nChanged 8 SP:Iteration 81Q (5691.185681 sec): 3 clusters Score: Raw -605272.426728 + Penalty 2965.766656 = -602306.660072 nChanged 5 SP:Iteration 82Q (5691.236358 sec): 3 clusters Score: Raw -605273.071699 + Penalty 2965.766656 = -602307.305043 nChanged 7 SP:Iteration 83Q (5691.300907 sec): 3 clusters Score: Raw -605274.016699 + Penalty 2965.766656 = -602308.250043 nChanged 10 SP:Iteration 84Q (5691.370186 sec): 3 clusters Score: Raw -605275.068109 + Penalty 2965.766656 = -602309.301453 nChanged 8 SP:Iteration 85Q (5691.432460 sec): 3 clusters Score: Raw -605275.690629 + Penalty 2965.766656 = -602309.923973 nChanged 5 SP:Iteration 86Q (5691.484040 sec): 3 clusters Score: Raw -605276.237847 + Penalty 2965.766656 = -602310.471191 nChanged 6 SP:Iteration 87Q (5691.541753 sec): 3 clusters Score: Raw -605277.049182 + Penalty 2965.766656 = -602311.282526 nChanged 4 SP:Iteration 88Q (5691.603683 sec): 3 clusters Score: Raw -605277.646710 + Penalty 2965.766656 = -602311.880054 nChanged 4 SP:Iteration 89Q (5691.663846 sec): 3 clusters Score: Raw -605278.189500 + Penalty 2965.766656 = -602312.422844 nChanged 1 SP:Iteration 90Q (5691.737967 sec): 3 clusters Score: Raw -605278.229685 + Penalty 2965.766656 = -602312.463029 nChanged 1 SP:Iteration 91Q (5691.794367 sec): 3 clusters Score: Raw -605278.293306 + Penalty 2965.766656 = -602312.526650 nChanged 2 SP:Iteration 92Q (5691.845797 sec): 3 clusters Score: Raw -605278.503825 + Penalty 2965.766656 = -602312.737169 nChanged 3 SP:Iteration 93Q (5691.901644 sec): 3 clusters Score: Raw -605278.760487 + Penalty 2965.766656 = -602312.993831 nChanged 4 SP:Iteration 94Q (5691.971060 sec): 3 clusters Score: Raw -605279.403437 + Penalty 2965.766656 = -602313.636781 nChanged 5 SP:Iteration 95Q (5692.032339 sec): 3 clusters Score: Raw -605279.805318 + Penalty 2965.766656 = -602314.038661 nChanged 1 SP:Iteration 96Q (5692.098416 sec): 3 clusters Score: Raw -605279.834603 + Penalty 2965.766656 = -602314.067947 nChanged 0 SP:Iteration 97F (5692.160264 sec): 3 clusters Score: Raw -605279.834603 + Penalty 2965.766656 = -602314.067947 nChanged 0 Trying to split cluster 30 (4645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5692.191687 sec): 2 clusters Score: Raw -300222.948419 + Penalty 1372.076331 = -298850.872088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5692.234372 sec): 3 clusters Score: Raw -297872.790880 + Penalty 2744.152662 = -295128.638219 nChanged 1800 SP:Iteration 1F (5692.294884 sec): 3 clusters Score: Raw -299019.442710 + Penalty 2744.152662 = -296275.290048 nChanged 401 SP:Iteration 2F (5692.340894 sec): 3 clusters Score: Raw -299336.511483 + Penalty 2744.152662 = -296592.358821 nChanged 340 SP:Iteration 3F (5692.393725 sec): 3 clusters Score: Raw -299598.995722 + Penalty 2744.152662 = -296854.843060 nChanged 271 SP:Iteration 4F (5692.441357 sec): 3 clusters Score: Raw -299815.132727 + Penalty 2744.152662 = -297070.980066 nChanged 269 SP:Iteration 5F (5692.500546 sec): 3 clusters Score: Raw -300022.084445 + Penalty 2744.152662 = -297277.931784 nChanged 237 SP:Iteration 6F (5692.546134 sec): 3 clusters Score: Raw -300221.993861 + Penalty 2744.152662 = -297477.841200 nChanged 213 SP:Iteration 7Q (5692.595311 sec): 3 clusters Score: Raw -300406.363604 + Penalty 2744.152662 = -297662.210942 nChanged 165 SP:Iteration 8Q (5692.640261 sec): 3 clusters Score: Raw -300543.918875 + Penalty 2744.152662 = -297799.766214 nChanged 121 SP:Iteration 9Q (5692.680816 sec): 3 clusters Score: Raw -300646.922076 + Penalty 2744.152662 = -297902.769415 nChanged 103 SP:Iteration 10Q (5692.731302 sec): 3 clusters Score: Raw -300726.307755 + Penalty 2744.152662 = -297982.155093 nChanged 78 SP:Iteration 11Q (5692.785624 sec): 3 clusters Score: Raw -300801.111400 + Penalty 2744.152662 = -298056.958739 nChanged 69 SP:Iteration 12Q (5692.834328 sec): 3 clusters Score: Raw -300871.486850 + Penalty 2744.152662 = -298127.334189 nChanged 56 SP:Iteration 13Q (5692.887618 sec): 3 clusters Score: Raw -300930.460572 + Penalty 2744.152662 = -298186.307910 nChanged 58 SP:Iteration 14Q (5692.933895 sec): 3 clusters Score: Raw -301002.695762 + Penalty 2744.152662 = -298258.543101 nChanged 50 SP:Iteration 15Q (5692.978440 sec): 3 clusters Score: Raw -301051.151792 + Penalty 2744.152662 = -298306.999130 nChanged 41 SP:Iteration 16Q (5693.027812 sec): 3 clusters Score: Raw -301084.597892 + Penalty 2744.152662 = -298340.445231 nChanged 34 SP:Iteration 17Q (5693.078780 sec): 3 clusters Score: Raw -301101.308561 + Penalty 2744.152662 = -298357.155900 nChanged 17 SP:Iteration 18Q (5693.132975 sec): 3 clusters Score: Raw -301110.430085 + Penalty 2744.152662 = -298366.277424 nChanged 17 SP:Iteration 19Q (5693.183009 sec): 3 clusters Score: Raw -301117.122396 + Penalty 2744.152662 = -298372.969735 nChanged 16 SP:Iteration 20F (5693.244153 sec): 3 clusters Score: Raw -301124.008321 + Penalty 2744.152662 = -298379.855659 nChanged 13 SP:Iteration 21Q (5693.278737 sec): 3 clusters Score: Raw -301128.904017 + Penalty 2744.152662 = -298384.751356 nChanged 12 SP:Iteration 22Q (5693.333428 sec): 3 clusters Score: Raw -301132.559465 + Penalty 2744.152662 = -298388.406804 nChanged 3 SP:Iteration 23Q (5693.387826 sec): 3 clusters Score: Raw -301132.949750 + Penalty 2744.152662 = -298388.797089 nChanged 0 SP:Iteration 24F (5693.430819 sec): 3 clusters Score: Raw -301132.949750 + Penalty 2744.152662 = -298388.797089 nChanged 0 Trying to split cluster 31 (6266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5693.457868 sec): 2 clusters Score: Raw -417750.296437 + Penalty 1420.720189 = -416329.576248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5693.521695 sec): 3 clusters Score: Raw -414392.521754 + Penalty 2841.440378 = -411551.081376 nChanged 2522 SP:Iteration 1F (5693.567354 sec): 3 clusters Score: Raw -415709.425820 + Penalty 2841.440378 = -412867.985442 nChanged 392 SP:Iteration 2F (5693.616933 sec): 3 clusters Score: Raw -415917.242673 + Penalty 2841.440378 = -413075.802295 nChanged 348 SP:Iteration 3F (5693.676328 sec): 3 clusters Score: Raw -416064.211115 + Penalty 2841.440378 = -413222.770737 nChanged 263 SP:Iteration 4Q (5693.718439 sec): 3 clusters Score: Raw -416166.730749 + Penalty 2841.440378 = -413325.290371 nChanged 213 SP:Iteration 5Q (5693.776337 sec): 3 clusters Score: Raw -416254.596512 + Penalty 2841.440378 = -413413.156133 nChanged 191 SP:Iteration 6Q (5693.828607 sec): 3 clusters Score: Raw -416335.352663 + Penalty 2841.440378 = -413493.912285 nChanged 195 SP:Iteration 7Q (5693.876742 sec): 3 clusters Score: Raw -416417.921855 + Penalty 2841.440378 = -413576.481476 nChanged 164 SP:Iteration 8Q (5693.926795 sec): 3 clusters Score: Raw -416496.144391 + Penalty 2841.440378 = -413654.704012 nChanged 182 SP:Iteration 9Q (5693.984291 sec): 3 clusters Score: Raw -416572.955274 + Penalty 2841.440378 = -413731.514896 nChanged 170 SP:Iteration 10Q (5694.049091 sec): 3 clusters Score: Raw -416644.071641 + Penalty 2841.440378 = -413802.631263 nChanged 146 SP:Iteration 11Q (5694.104071 sec): 3 clusters Score: Raw -416695.209458 + Penalty 2841.440378 = -413853.769080 nChanged 131 SP:Iteration 12Q (5694.154614 sec): 3 clusters Score: Raw -416739.014235 + Penalty 2841.440378 = -413897.573857 nChanged 127 SP:Iteration 13Q (5694.207143 sec): 3 clusters Score: Raw -416790.941830 + Penalty 2841.440378 = -413949.501452 nChanged 138 SP:Iteration 14Q (5694.248656 sec): 3 clusters Score: Raw -416857.646228 + Penalty 2841.440378 = -414016.205849 nChanged 160 SP:Iteration 15Q (5694.308108 sec): 3 clusters Score: Raw -416926.340486 + Penalty 2841.440378 = -414084.900108 nChanged 143 SP:Iteration 16Q (5694.367754 sec): 3 clusters Score: Raw -416983.511302 + Penalty 2841.440378 = -414142.070924 nChanged 142 SP:Iteration 17Q (5694.418124 sec): 3 clusters Score: Raw -417049.678390 + Penalty 2841.440378 = -414208.238012 nChanged 155 SP:Iteration 18Q (5694.469944 sec): 3 clusters Score: Raw -417112.743613 + Penalty 2841.440378 = -414271.303234 nChanged 146 SP:Iteration 19Q (5694.529715 sec): 3 clusters Score: Raw -417184.136555 + Penalty 2841.440378 = -414342.696177 nChanged 152 SP:Iteration 20F (5694.572175 sec): 3 clusters Score: Raw -417258.103586 + Penalty 2841.440378 = -414416.663207 nChanged 134 SP:Iteration 21Q (5694.625453 sec): 3 clusters Score: Raw -417318.982208 + Penalty 2841.440378 = -414477.541830 nChanged 130 SP:Iteration 22Q (5694.674016 sec): 3 clusters Score: Raw -417374.185678 + Penalty 2841.440378 = -414532.745300 nChanged 111 SP:Iteration 23Q (5694.739032 sec): 3 clusters Score: Raw -417419.446668 + Penalty 2841.440378 = -414578.006290 nChanged 109 SP:Iteration 24Q (5694.783517 sec): 3 clusters Score: Raw -417466.262446 + Penalty 2841.440378 = -414624.822068 nChanged 103 SP:Iteration 25Q (5694.840937 sec): 3 clusters Score: Raw -417505.506674 + Penalty 2841.440378 = -414664.066296 nChanged 71 SP:Iteration 26Q (5694.904372 sec): 3 clusters Score: Raw -417533.273873 + Penalty 2841.440378 = -414691.833495 nChanged 80 SP:Iteration 27Q (5694.955080 sec): 3 clusters Score: Raw -417564.058277 + Penalty 2841.440378 = -414722.617899 nChanged 68 SP:Iteration 28Q (5695.020825 sec): 3 clusters Score: Raw -417582.966305 + Penalty 2841.440378 = -414741.525927 nChanged 49 SP:Iteration 29Q (5695.073184 sec): 3 clusters Score: Raw -417600.127637 + Penalty 2841.440378 = -414758.687259 nChanged 58 SP:Iteration 30Q (5695.129860 sec): 3 clusters Score: Raw -417620.363638 + Penalty 2841.440378 = -414778.923260 nChanged 50 SP:Iteration 31Q (5695.181526 sec): 3 clusters Score: Raw -417633.920265 + Penalty 2841.440378 = -414792.479887 nChanged 49 SP:Iteration 32Q (5695.242613 sec): 3 clusters Score: Raw -417645.823907 + Penalty 2841.440378 = -414804.383529 nChanged 37 SP:Iteration 33Q (5695.302290 sec): 3 clusters Score: Raw -417655.473511 + Penalty 2841.440378 = -414814.033132 nChanged 35 SP:Iteration 34Q (5695.348167 sec): 3 clusters Score: Raw -417661.863618 + Penalty 2841.440378 = -414820.423239 nChanged 14 SP:Iteration 35Q (5695.414954 sec): 3 clusters Score: Raw -417664.360826 + Penalty 2841.440378 = -414822.920447 nChanged 13 SP:Iteration 36Q (5695.470240 sec): 3 clusters Score: Raw -417666.973644 + Penalty 2841.440378 = -414825.533265 nChanged 12 SP:Iteration 37Q (5695.517789 sec): 3 clusters Score: Raw -417669.089523 + Penalty 2841.440378 = -414827.649145 nChanged 6 SP:Iteration 38Q (5695.573895 sec): 3 clusters Score: Raw -417670.173009 + Penalty 2841.440378 = -414828.732630 nChanged 2 SP:Iteration 39Q (5695.630794 sec): 3 clusters Score: Raw -417670.485570 + Penalty 2841.440378 = -414829.045191 nChanged 1 SP:Iteration 40F (5695.686513 sec): 3 clusters Score: Raw -417670.623102 + Penalty 2841.440378 = -414829.182724 nChanged 2 SP:Iteration 41Q (5695.748392 sec): 3 clusters Score: Raw -417670.944620 + Penalty 2841.440378 = -414829.504242 nChanged 2 SP:Iteration 42Q (5695.796462 sec): 3 clusters Score: Raw -417671.217391 + Penalty 2841.440378 = -414829.777013 nChanged 1 SP:Iteration 43Q (5695.857042 sec): 3 clusters Score: Raw -417671.391752 + Penalty 2841.440378 = -414829.951374 nChanged 1 SP:Iteration 44Q (5695.911058 sec): 3 clusters Score: Raw -417671.452911 + Penalty 2841.440378 = -414830.012533 nChanged 0 SP:Iteration 45F (5695.960711 sec): 3 clusters Score: Raw -417671.452911 + Penalty 2841.440378 = -414830.012533 nChanged 0 Trying to split cluster 32 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5695.990987 sec): 2 clusters Score: Raw -15088.217813 + Penalty 950.982903 = -14137.234910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5696.035126 sec): 3 clusters Score: Raw -15138.726379 + Penalty 1901.965806 = -13236.760573 nChanged 85 SP:Iteration 1F (5696.069027 sec): 3 clusters Score: Raw -15347.520663 + Penalty 1901.965806 = -13445.554857 nChanged 21 SP:Iteration 2F (5696.113887 sec): 3 clusters Score: Raw -15414.867469 + Penalty 1901.965806 = -13512.901663 nChanged 9 SP:Iteration 3Q (5696.165616 sec): 3 clusters Score: Raw -15429.596276 + Penalty 1901.965806 = -13527.630470 nChanged 3 SP:Iteration 4Q (5696.211062 sec): 3 clusters Score: Raw -15443.709237 + Penalty 1901.965806 = -13541.743431 nChanged 7 SP:Iteration 5Q (5696.264768 sec): 3 clusters Score: Raw -15458.517579 + Penalty 1901.965806 = -13556.551773 nChanged 5 SP:Iteration 6Q (5696.307991 sec): 3 clusters Score: Raw -15473.467652 + Penalty 1901.965806 = -13571.501846 nChanged 4 SP:Iteration 7Q (5696.343238 sec): 3 clusters Score: Raw -15482.762384 + Penalty 1901.965806 = -13580.796578 nChanged 3 SP:Iteration 8Q (5696.399779 sec): 3 clusters Score: Raw -15490.359970 + Penalty 1901.965806 = -13588.394164 nChanged 2 SP:Iteration 9Q (5696.440910 sec): 3 clusters Score: Raw -15497.608665 + Penalty 1901.965806 = -13595.642859 nChanged 3 SP:Iteration 10Q (5696.481870 sec): 3 clusters Score: Raw -15502.093820 + Penalty 1901.965806 = -13600.128014 nChanged 2 SP:Iteration 11Q (5696.531966 sec): 3 clusters Score: Raw -15505.091514 + Penalty 1901.965806 = -13603.125708 nChanged 2 SP:Iteration 12Q (5696.573038 sec): 3 clusters Score: Raw -15508.203059 + Penalty 1901.965806 = -13606.237253 nChanged 2 SP:Iteration 13Q (5696.613344 sec): 3 clusters Score: Raw -15514.674916 + Penalty 1901.965806 = -13612.709110 nChanged 2 SP:Iteration 14Q (5696.665170 sec): 3 clusters Score: Raw -15517.563147 + Penalty 1901.965806 = -13615.597341 nChanged 1 SP:Iteration 15Q (5696.701325 sec): 3 clusters Score: Raw -15519.455965 + Penalty 1901.965806 = -13617.490159 nChanged 2 SP:Iteration 16Q (5696.745838 sec): 3 clusters Score: Raw -15530.260493 + Penalty 1901.965806 = -13628.294687 nChanged 1 SP:Iteration 17Q (5696.793679 sec): 3 clusters Score: Raw -15533.104679 + Penalty 1901.965806 = -13631.138873 nChanged 0 SP:Iteration 18F (5696.844064 sec): 3 clusters Score: Raw -15533.104679 + Penalty 1901.965806 = -13631.138873 nChanged 0 Trying to split cluster 33 (12577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5696.889565 sec): 2 clusters Score: Raw -857763.595035 + Penalty 1533.939067 = -856229.655968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5696.956923 sec): 3 clusters Score: Raw -850432.061138 + Penalty 3067.878134 = -847364.183004 nChanged 5510 SP:Iteration 1F (5697.021959 sec): 3 clusters Score: Raw -853423.355309 + Penalty 3067.878134 = -850355.477175 nChanged 767 SP:Iteration 2F (5697.090652 sec): 3 clusters Score: Raw -853775.036274 + Penalty 3067.878134 = -850707.158140 nChanged 765 SP:Iteration 3F (5697.156779 sec): 3 clusters Score: Raw -854171.832664 + Penalty 3067.878134 = -851103.954530 nChanged 755 SP:Iteration 4F (5697.227329 sec): 3 clusters Score: Raw -854621.925262 + Penalty 3067.878134 = -851554.047128 nChanged 800 SP:Iteration 5F (5697.289876 sec): 3 clusters Score: Raw -855133.059358 + Penalty 3067.878134 = -852065.181224 nChanged 798 SP:Iteration 6F (5697.358056 sec): 3 clusters Score: Raw -855716.807628 + Penalty 3067.878134 = -852648.929494 nChanged 747 SP:Iteration 7F (5697.432901 sec): 3 clusters Score: Raw -856297.806998 + Penalty 3067.878134 = -853229.928864 nChanged 593 SP:Iteration 8Q (5697.491166 sec): 3 clusters Score: Raw -856748.817727 + Penalty 3067.878134 = -853680.939593 nChanged 469 SP:Iteration 9Q (5697.572027 sec): 3 clusters Score: Raw -857106.971790 + Penalty 3067.878134 = -854039.093656 nChanged 339 SP:Iteration 10Q (5697.640403 sec): 3 clusters Score: Raw -857349.467346 + Penalty 3067.878134 = -854281.589212 nChanged 246 SP:Iteration 11Q (5697.705954 sec): 3 clusters Score: Raw -857529.317716 + Penalty 3067.878134 = -854461.439582 nChanged 213 SP:Iteration 12Q (5697.762893 sec): 3 clusters Score: Raw -857682.250934 + Penalty 3067.878134 = -854614.372800 nChanged 142 SP:Iteration 13Q (5697.838308 sec): 3 clusters Score: Raw -857786.115030 + Penalty 3067.878134 = -854718.236896 nChanged 102 SP:Iteration 14Q (5697.899651 sec): 3 clusters Score: Raw -857843.582794 + Penalty 3067.878134 = -854775.704660 nChanged 80 SP:Iteration 15Q (5697.962391 sec): 3 clusters Score: Raw -857885.734041 + Penalty 3067.878134 = -854817.855907 nChanged 56 SP:Iteration 16Q (5698.030457 sec): 3 clusters Score: Raw -857909.919918 + Penalty 3067.878134 = -854842.041784 nChanged 38 SP:Iteration 17Q (5698.089012 sec): 3 clusters Score: Raw -857925.656024 + Penalty 3067.878134 = -854857.777890 nChanged 28 SP:Iteration 18Q (5698.159646 sec): 3 clusters Score: Raw -857943.932875 + Penalty 3067.878134 = -854876.054741 nChanged 25 SP:Iteration 19Q (5698.226489 sec): 3 clusters Score: Raw -857956.845116 + Penalty 3067.878134 = -854888.966982 nChanged 30 SP:Iteration 20F (5698.289878 sec): 3 clusters Score: Raw -857970.755039 + Penalty 3067.878134 = -854902.876905 nChanged 25 SP:Iteration 21Q (5698.357412 sec): 3 clusters Score: Raw -857982.598452 + Penalty 3067.878134 = -854914.720318 nChanged 25 SP:Iteration 22Q (5698.419258 sec): 3 clusters Score: Raw -857996.343500 + Penalty 3067.878134 = -854928.465365 nChanged 23 SP:Iteration 23Q (5698.482038 sec): 3 clusters Score: Raw -858009.115923 + Penalty 3067.878134 = -854941.237789 nChanged 24 SP:Iteration 24Q (5698.543657 sec): 3 clusters Score: Raw -858019.753290 + Penalty 3067.878134 = -854951.875156 nChanged 12 SP:Iteration 25Q (5698.615100 sec): 3 clusters Score: Raw -858027.343991 + Penalty 3067.878134 = -854959.465857 nChanged 19 SP:Iteration 26Q (5698.671925 sec): 3 clusters Score: Raw -858037.980964 + Penalty 3067.878134 = -854970.102830 nChanged 21 SP:Iteration 27Q (5698.745209 sec): 3 clusters Score: Raw -858049.815386 + Penalty 3067.878134 = -854981.937251 nChanged 16 SP:Iteration 28Q (5698.813142 sec): 3 clusters Score: Raw -858057.885303 + Penalty 3067.878134 = -854990.007169 nChanged 8 SP:Iteration 29Q (5698.879268 sec): 3 clusters Score: Raw -858061.043038 + Penalty 3067.878134 = -854993.164904 nChanged 10 SP:Iteration 30Q (5698.942824 sec): 3 clusters Score: Raw -858064.042270 + Penalty 3067.878134 = -854996.164136 nChanged 3 SP:Iteration 31Q (5698.991445 sec): 3 clusters Score: Raw -858065.595460 + Penalty 3067.878134 = -854997.717325 nChanged 7 SP:Iteration 32Q (5699.055697 sec): 3 clusters Score: Raw -858068.384944 + Penalty 3067.878134 = -855000.506810 nChanged 8 SP:Iteration 33Q (5699.121495 sec): 3 clusters Score: Raw -858071.691098 + Penalty 3067.878134 = -855003.812964 nChanged 5 SP:Iteration 34Q (5699.190580 sec): 3 clusters Score: Raw -858075.063046 + Penalty 3067.878134 = -855007.184912 nChanged 5 SP:Iteration 35Q (5699.246972 sec): 3 clusters Score: Raw -858077.635358 + Penalty 3067.878134 = -855009.757224 nChanged 9 SP:Iteration 36Q (5699.319119 sec): 3 clusters Score: Raw -858082.001771 + Penalty 3067.878134 = -855014.123637 nChanged 3 SP:Iteration 37Q (5699.386808 sec): 3 clusters Score: Raw -858083.654484 + Penalty 3067.878134 = -855015.776350 nChanged 4 SP:Iteration 38Q (5699.440204 sec): 3 clusters Score: Raw -858085.500367 + Penalty 3067.878134 = -855017.622233 nChanged 5 SP:Iteration 39Q (5699.515622 sec): 3 clusters Score: Raw -858087.610390 + Penalty 3067.878134 = -855019.732256 nChanged 4 SP:Iteration 40F (5699.579375 sec): 3 clusters Score: Raw -858089.990681 + Penalty 3067.878134 = -855022.112547 nChanged 11 SP:Iteration 41Q (5699.639287 sec): 3 clusters Score: Raw -858094.054430 + Penalty 3067.878134 = -855026.176296 nChanged 5 SP:Iteration 42Q (5699.708988 sec): 3 clusters Score: Raw -858096.893654 + Penalty 3067.878134 = -855029.015520 nChanged 6 SP:Iteration 43Q (5699.775072 sec): 3 clusters Score: Raw -858098.570795 + Penalty 3067.878134 = -855030.692661 nChanged 5 SP:Iteration 44Q (5699.828445 sec): 3 clusters Score: Raw -858100.184913 + Penalty 3067.878134 = -855032.306779 nChanged 5 SP:Iteration 45Q (5699.895048 sec): 3 clusters Score: Raw -858101.928324 + Penalty 3067.878134 = -855034.050190 nChanged 5 SP:Iteration 46Q (5699.953050 sec): 3 clusters Score: Raw -858103.562609 + Penalty 3067.878134 = -855035.684475 nChanged 2 SP:Iteration 47Q (5700.026380 sec): 3 clusters Score: Raw -858103.936174 + Penalty 3067.878134 = -855036.058040 nChanged 0 SP:Iteration 48F (5700.097666 sec): 3 clusters Score: Raw -858103.936174 + Penalty 3067.878134 = -855036.058040 nChanged 0 Trying to split cluster 34 (1753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5700.111766 sec): 2 clusters Score: Raw -119943.902404 + Penalty 1213.726131 = -118730.176272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5700.157238 sec): 3 clusters Score: Raw -119261.621370 + Penalty 2427.452263 = -116834.169107 nChanged 597 SP:Iteration 1F (5700.189167 sec): 3 clusters Score: Raw -119679.675065 + Penalty 2427.452263 = -117252.222802 nChanged 127 SP:Iteration 2F (5700.234851 sec): 3 clusters Score: Raw -119779.189986 + Penalty 2427.452263 = -117351.737724 nChanged 80 SP:Iteration 3Q (5700.287468 sec): 3 clusters Score: Raw -119832.719107 + Penalty 2427.452263 = -117405.266844 nChanged 51 SP:Iteration 4Q (5700.331207 sec): 3 clusters Score: Raw -119865.482182 + Penalty 2427.452263 = -117438.029920 nChanged 43 SP:Iteration 5Q (5700.367481 sec): 3 clusters Score: Raw -119889.777044 + Penalty 2427.452263 = -117462.324781 nChanged 29 SP:Iteration 6Q (5700.403084 sec): 3 clusters Score: Raw -119908.005434 + Penalty 2427.452263 = -117480.553171 nChanged 28 SP:Iteration 7Q (5700.438611 sec): 3 clusters Score: Raw -119926.375524 + Penalty 2427.452263 = -117498.923262 nChanged 32 SP:Iteration 8Q (5700.471359 sec): 3 clusters Score: Raw -119953.809258 + Penalty 2427.452263 = -117526.356996 nChanged 30 SP:Iteration 9Q (5700.506569 sec): 3 clusters Score: Raw -119978.629872 + Penalty 2427.452263 = -117551.177609 nChanged 19 SP:Iteration 10Q (5700.541744 sec): 3 clusters Score: Raw -119989.351816 + Penalty 2427.452263 = -117561.899553 nChanged 14 SP:Iteration 11Q (5700.587163 sec): 3 clusters Score: Raw -119995.784340 + Penalty 2427.452263 = -117568.332077 nChanged 14 SP:Iteration 12Q (5700.633628 sec): 3 clusters Score: Raw -120004.117120 + Penalty 2427.452263 = -117576.664857 nChanged 18 SP:Iteration 13Q (5700.668812 sec): 3 clusters Score: Raw -120016.857636 + Penalty 2427.452263 = -117589.405373 nChanged 14 SP:Iteration 14Q (5700.731222 sec): 3 clusters Score: Raw -120026.444568 + Penalty 2427.452263 = -117598.992305 nChanged 20 SP:Iteration 15Q (5700.768450 sec): 3 clusters Score: Raw -120038.182628 + Penalty 2427.452263 = -117610.730366 nChanged 19 SP:Iteration 16Q (5700.816819 sec): 3 clusters Score: Raw -120052.625354 + Penalty 2427.452263 = -117625.173091 nChanged 21 SP:Iteration 17Q (5700.863669 sec): 3 clusters Score: Raw -120074.160369 + Penalty 2427.452263 = -117646.708106 nChanged 23 SP:Iteration 18Q (5700.905310 sec): 3 clusters Score: Raw -120092.145588 + Penalty 2427.452263 = -117664.693325 nChanged 20 SP:Iteration 19Q (5700.942475 sec): 3 clusters Score: Raw -120103.537903 + Penalty 2427.452263 = -117676.085640 nChanged 9 SP:Iteration 20F (5700.983002 sec): 3 clusters Score: Raw -120111.095136 + Penalty 2427.452263 = -117683.642873 nChanged 15 SP:Iteration 21Q (5701.029476 sec): 3 clusters Score: Raw -120122.857275 + Penalty 2427.452263 = -117695.405013 nChanged 15 SP:Iteration 22Q (5701.066625 sec): 3 clusters Score: Raw -120136.228337 + Penalty 2427.452263 = -117708.776075 nChanged 18 SP:Iteration 23Q (5701.107473 sec): 3 clusters Score: Raw -120152.316818 + Penalty 2427.452263 = -117724.864555 nChanged 12 SP:Iteration 24Q (5701.154917 sec): 3 clusters Score: Raw -120160.995015 + Penalty 2427.452263 = -117733.542752 nChanged 8 SP:Iteration 25Q (5701.198949 sec): 3 clusters Score: Raw -120166.797842 + Penalty 2427.452263 = -117739.345580 nChanged 15 SP:Iteration 26Q (5701.247764 sec): 3 clusters Score: Raw -120174.213959 + Penalty 2427.452263 = -117746.761697 nChanged 9 SP:Iteration 27Q (5701.292835 sec): 3 clusters Score: Raw -120182.108295 + Penalty 2427.452263 = -117754.656032 nChanged 10 SP:Iteration 28Q (5701.340579 sec): 3 clusters Score: Raw -120189.408173 + Penalty 2427.452263 = -117761.955910 nChanged 10 SP:Iteration 29Q (5701.376104 sec): 3 clusters Score: Raw -120199.200609 + Penalty 2427.452263 = -117771.748346 nChanged 7 SP:Iteration 30Q (5701.427483 sec): 3 clusters Score: Raw -120204.835746 + Penalty 2427.452263 = -117777.383484 nChanged 7 SP:Iteration 31Q (5701.468413 sec): 3 clusters Score: Raw -120212.196844 + Penalty 2427.452263 = -117784.744581 nChanged 9 SP:Iteration 32Q (5701.509579 sec): 3 clusters Score: Raw -120223.888941 + Penalty 2427.452263 = -117796.436678 nChanged 14 SP:Iteration 33Q (5701.544165 sec): 3 clusters Score: Raw -120232.229267 + Penalty 2427.452263 = -117804.777004 nChanged 6 SP:Iteration 34Q (5701.604482 sec): 3 clusters Score: Raw -120235.545131 + Penalty 2427.452263 = -117808.092869 nChanged 6 SP:Iteration 35Q (5701.642989 sec): 3 clusters Score: Raw -120239.371682 + Penalty 2427.452263 = -117811.919419 nChanged 5 SP:Iteration 36Q (5701.695979 sec): 3 clusters Score: Raw -120241.137612 + Penalty 2427.452263 = -117813.685349 nChanged 4 SP:Iteration 37Q (5701.728681 sec): 3 clusters Score: Raw -120242.993689 + Penalty 2427.452263 = -117815.541426 nChanged 3 SP:Iteration 38Q (5701.781500 sec): 3 clusters Score: Raw -120244.544363 + Penalty 2427.452263 = -117817.092101 nChanged 2 SP:Iteration 39Q (5701.821184 sec): 3 clusters Score: Raw -120246.212079 + Penalty 2427.452263 = -117818.759817 nChanged 2 SP:Iteration 40F (5701.869330 sec): 3 clusters Score: Raw -120247.629412 + Penalty 2427.452263 = -117820.177150 nChanged 2 SP:Iteration 41Q (5701.919071 sec): 3 clusters Score: Raw -120249.858087 + Penalty 2427.452263 = -117822.405824 nChanged 0 SP:Iteration 42F (5701.970344 sec): 3 clusters Score: Raw -120249.858087 + Penalty 2427.452263 = -117822.405824 nChanged 0 Trying to split cluster 35 (2572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5701.985230 sec): 2 clusters Score: Raw -150428.771687 + Penalty 1276.021351 = -149152.750336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5702.029813 sec): 3 clusters Score: Raw -149263.994532 + Penalty 2552.042703 = -146711.951829 nChanged 961 SP:Iteration 1F (5702.075069 sec): 3 clusters Score: Raw -149835.285279 + Penalty 2552.042703 = -147283.242576 nChanged 191 SP:Iteration 2F (5702.125677 sec): 3 clusters Score: Raw -149957.819305 + Penalty 2552.042703 = -147405.776602 nChanged 121 SP:Iteration 3Q (5702.171659 sec): 3 clusters Score: Raw -150038.144468 + Penalty 2552.042703 = -147486.101765 nChanged 114 SP:Iteration 4Q (5702.226637 sec): 3 clusters Score: Raw -150121.953792 + Penalty 2552.042703 = -147569.911089 nChanged 109 SP:Iteration 5Q (5702.271430 sec): 3 clusters Score: Raw -150221.557539 + Penalty 2552.042703 = -147669.514836 nChanged 127 SP:Iteration 6Q (5702.314682 sec): 3 clusters Score: Raw -150335.032948 + Penalty 2552.042703 = -147782.990245 nChanged 121 SP:Iteration 7Q (5702.366846 sec): 3 clusters Score: Raw -150470.843053 + Penalty 2552.042703 = -147918.800351 nChanged 117 SP:Iteration 8Q (5702.409030 sec): 3 clusters Score: Raw -150612.227607 + Penalty 2552.042703 = -148060.184904 nChanged 120 SP:Iteration 9Q (5702.456339 sec): 3 clusters Score: Raw -150727.927192 + Penalty 2552.042703 = -148175.884490 nChanged 81 SP:Iteration 10Q (5702.501954 sec): 3 clusters Score: Raw -150829.737789 + Penalty 2552.042703 = -148277.695086 nChanged 75 SP:Iteration 11Q (5702.554474 sec): 3 clusters Score: Raw -150917.291858 + Penalty 2552.042703 = -148365.249155 nChanged 63 SP:Iteration 12Q (5702.599477 sec): 3 clusters Score: Raw -150978.379864 + Penalty 2552.042703 = -148426.337162 nChanged 49 SP:Iteration 13Q (5702.649605 sec): 3 clusters Score: Raw -151020.607307 + Penalty 2552.042703 = -148468.564604 nChanged 34 SP:Iteration 14Q (5702.695482 sec): 3 clusters Score: Raw -151041.290617 + Penalty 2552.042703 = -148489.247914 nChanged 16 SP:Iteration 15Q (5702.745175 sec): 3 clusters Score: Raw -151053.335492 + Penalty 2552.042703 = -148501.292789 nChanged 14 SP:Iteration 16Q (5702.790645 sec): 3 clusters Score: Raw -151063.288473 + Penalty 2552.042703 = -148511.245770 nChanged 15 SP:Iteration 17Q (5702.838861 sec): 3 clusters Score: Raw -151075.685503 + Penalty 2552.042703 = -148523.642800 nChanged 11 SP:Iteration 18Q (5702.882018 sec): 3 clusters Score: Raw -151082.631644 + Penalty 2552.042703 = -148530.588941 nChanged 7 SP:Iteration 19Q (5702.937368 sec): 3 clusters Score: Raw -151086.749723 + Penalty 2552.042703 = -148534.707020 nChanged 5 SP:Iteration 20F (5702.983945 sec): 3 clusters Score: Raw -151090.636909 + Penalty 2552.042703 = -148538.594206 nChanged 5 SP:Iteration 21Q (5703.034468 sec): 3 clusters Score: Raw -151093.745103 + Penalty 2552.042703 = -148541.702401 nChanged 5 SP:Iteration 22Q (5703.080774 sec): 3 clusters Score: Raw -151097.220971 + Penalty 2552.042703 = -148545.178269 nChanged 4 SP:Iteration 23Q (5703.121258 sec): 3 clusters Score: Raw -151099.232431 + Penalty 2552.042703 = -148547.189728 nChanged 3 SP:Iteration 24Q (5703.179309 sec): 3 clusters Score: Raw -151100.433051 + Penalty 2552.042703 = -148548.390348 nChanged 3 SP:Iteration 25Q (5703.221616 sec): 3 clusters Score: Raw -151101.636487 + Penalty 2552.042703 = -148549.593784 nChanged 0 SP:Iteration 26F (5703.283044 sec): 3 clusters Score: Raw -151101.636487 + Penalty 2552.042703 = -148549.593784 nChanged 0 Trying to split cluster 36 (6084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5703.313532 sec): 2 clusters Score: Raw -414553.527911 + Penalty 1415.930369 = -413137.597542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5703.369974 sec): 3 clusters Score: Raw -411322.913300 + Penalty 2831.860737 = -408491.052563 nChanged 2517 SP:Iteration 1F (5703.424037 sec): 3 clusters Score: Raw -412673.046642 + Penalty 2831.860737 = -409841.185904 nChanged 426 SP:Iteration 2F (5703.470121 sec): 3 clusters Score: Raw -412892.861462 + Penalty 2831.860737 = -410061.000724 nChanged 326 SP:Iteration 3F (5703.529316 sec): 3 clusters Score: Raw -413062.394729 + Penalty 2831.860737 = -410230.533991 nChanged 284 SP:Iteration 4Q (5703.586556 sec): 3 clusters Score: Raw -413212.597158 + Penalty 2831.860737 = -410380.736420 nChanged 256 SP:Iteration 5Q (5703.641982 sec): 3 clusters Score: Raw -413337.442035 + Penalty 2831.860737 = -410505.581298 nChanged 250 SP:Iteration 6Q (5703.696791 sec): 3 clusters Score: Raw -413475.169104 + Penalty 2831.860737 = -410643.308367 nChanged 266 SP:Iteration 7Q (5703.740096 sec): 3 clusters Score: Raw -413641.823093 + Penalty 2831.860737 = -410809.962356 nChanged 265 SP:Iteration 8Q (5703.807282 sec): 3 clusters Score: Raw -413812.975631 + Penalty 2831.860737 = -410981.114894 nChanged 260 SP:Iteration 9Q (5703.851026 sec): 3 clusters Score: Raw -413992.542964 + Penalty 2831.860737 = -411160.682227 nChanged 251 SP:Iteration 10Q (5703.910470 sec): 3 clusters Score: Raw -414171.508231 + Penalty 2831.860737 = -411339.647494 nChanged 218 SP:Iteration 11Q (5703.968545 sec): 3 clusters Score: Raw -414331.301902 + Penalty 2831.860737 = -411499.441165 nChanged 197 SP:Iteration 12Q (5704.023791 sec): 3 clusters Score: Raw -414493.829548 + Penalty 2831.860737 = -411661.968810 nChanged 187 SP:Iteration 13Q (5704.082403 sec): 3 clusters Score: Raw -414638.510818 + Penalty 2831.860737 = -411806.650081 nChanged 132 SP:Iteration 14Q (5704.135599 sec): 3 clusters Score: Raw -414739.888412 + Penalty 2831.860737 = -411908.027674 nChanged 97 SP:Iteration 15Q (5704.199917 sec): 3 clusters Score: Raw -414797.699165 + Penalty 2831.860737 = -411965.838428 nChanged 76 SP:Iteration 16Q (5704.247628 sec): 3 clusters Score: Raw -414839.899109 + Penalty 2831.860737 = -412008.038371 nChanged 63 SP:Iteration 17Q (5704.304876 sec): 3 clusters Score: Raw -414873.062485 + Penalty 2831.860737 = -412041.201747 nChanged 60 SP:Iteration 18Q (5704.367856 sec): 3 clusters Score: Raw -414910.062497 + Penalty 2831.860737 = -412078.201759 nChanged 44 SP:Iteration 19Q (5704.420279 sec): 3 clusters Score: Raw -414929.511790 + Penalty 2831.860737 = -412097.651053 nChanged 26 SP:Iteration 20F (5704.471429 sec): 3 clusters Score: Raw -414941.009676 + Penalty 2831.860737 = -412109.148939 nChanged 14 SP:Iteration 21Q (5704.535433 sec): 3 clusters Score: Raw -414947.065558 + Penalty 2831.860737 = -412115.204820 nChanged 16 SP:Iteration 22Q (5704.588775 sec): 3 clusters Score: Raw -414952.360505 + Penalty 2831.860737 = -412120.499768 nChanged 11 SP:Iteration 23Q (5704.644735 sec): 3 clusters Score: Raw -414956.441215 + Penalty 2831.860737 = -412124.580478 nChanged 10 SP:Iteration 24Q (5704.698186 sec): 3 clusters Score: Raw -414958.696235 + Penalty 2831.860737 = -412126.835497 nChanged 3 SP:Iteration 25Q (5704.752403 sec): 3 clusters Score: Raw -414959.332452 + Penalty 2831.860737 = -412127.471715 nChanged 2 SP:Iteration 26Q (5704.810815 sec): 3 clusters Score: Raw -414959.708304 + Penalty 2831.860737 = -412127.847567 nChanged 1 SP:Iteration 27Q (5704.865852 sec): 3 clusters Score: Raw -414959.798034 + Penalty 2831.860737 = -412127.937297 nChanged 1 SP:Iteration 28Q (5704.915382 sec): 3 clusters Score: Raw -414960.304111 + Penalty 2831.860737 = -412128.443374 nChanged 1 SP:Iteration 29Q (5704.976242 sec): 3 clusters Score: Raw -414960.562080 + Penalty 2831.860737 = -412128.701343 nChanged 0 SP:Iteration 30F (5705.030614 sec): 3 clusters Score: Raw -414960.562080 + Penalty 2831.860737 = -412128.701343 nChanged 0 Iteration 99Q (5709.992145 sec): 37 clusters Score: Raw -32164714.074402 + Penalty 76786.113438 = -32087927.960964 nChanged 255 Iteration 100F (5721.222920 sec): 37 clusters Score: Raw -32164726.152213 + Penalty 76786.113438 = -32087940.038775 nChanged 224 Iteration 101Q (5726.424092 sec): 37 clusters Score: Raw -32164736.084433 + Penalty 76786.113438 = -32087949.970995 nChanged 192 Iteration 102Q (5731.117722 sec): 37 clusters Score: Raw -32164744.683749 + Penalty 76786.113438 = -32087958.570310 nChanged 155 Iteration 103Q (5736.271621 sec): 37 clusters Score: Raw -32164751.884346 + Penalty 76786.113438 = -32087965.770907 nChanged 176 Iteration 104Q (5740.972442 sec): 37 clusters Score: Raw -32164760.009502 + Penalty 76786.113438 = -32087973.896063 nChanged 164 Iteration 105Q (5745.961430 sec): 37 clusters Score: Raw -32164767.476658 + Penalty 76786.113438 = -32087981.363219 nChanged 165 Iteration 106Q (5750.539872 sec): 37 clusters Score: Raw -32164774.998801 + Penalty 76786.113438 = -32087988.885362 nChanged 149 Iteration 107Q (5755.369956 sec): 37 clusters Score: Raw -32164782.574911 + Penalty 76786.113438 = -32087996.461473 nChanged 146 Iteration 108Q (5760.124433 sec): 37 clusters Score: Raw -32164788.249013 + Penalty 76786.113438 = -32088002.135574 nChanged 109 Iteration 109Q (5765.018788 sec): 37 clusters Score: Raw -32164791.514806 + Penalty 76786.113438 = -32088005.401367 nChanged 112 Iteration 110Q (5769.642059 sec): 37 clusters Score: Raw -32164795.562471 + Penalty 76786.113438 = -32088009.449033 nChanged 124 Iteration 111Q (5774.030231 sec): 37 clusters Score: Raw -32164800.634492 + Penalty 76786.113438 = -32088014.521054 nChanged 121 Iteration 112Q (5778.211925 sec): 37 clusters Score: Raw -32164804.672742 + Penalty 76786.113438 = -32088018.559303 nChanged 95 Iteration 113Q (5783.006060 sec): 37 clusters Score: Raw -32164807.782080 + Penalty 76786.113438 = -32088021.668641 nChanged 106 Iteration 114Q (5787.733290 sec): 37 clusters Score: Raw -32164811.302438 + Penalty 76786.113438 = -32088025.189000 nChanged 93 Iteration 115Q (5792.685519 sec): 37 clusters Score: Raw -32164813.967631 + Penalty 76786.113438 = -32088027.854193 nChanged 78 Iteration 116Q (5797.406623 sec): 37 clusters Score: Raw -32164816.730058 + Penalty 76786.113438 = -32088030.616620 nChanged 78 Iteration 117Q (5802.113302 sec): 37 clusters Score: Raw -32164819.444805 + Penalty 76786.113438 = -32088033.331366 nChanged 61 Iteration 118Q (5807.132962 sec): 37 clusters Score: Raw -32164821.784595 + Penalty 76786.113438 = -32088035.671157 nChanged 62 Iteration 119Q (5811.718912 sec): 37 clusters Score: Raw -32164823.702262 + Penalty 76786.113438 = -32088037.588823 nChanged 66 Iteration 120F (5822.968880 sec): 37 clusters Score: Raw -32164825.963829 + Penalty 76786.113438 = -32088039.850391 nChanged 73 Iteration 121Q (5828.084989 sec): 37 clusters Score: Raw -32164828.235849 + Penalty 76786.113438 = -32088042.122411 nChanged 76 Iteration 122Q (5832.816889 sec): 37 clusters Score: Raw -32164830.118631 + Penalty 76786.113438 = -32088044.005193 nChanged 64 Iteration 123Q (5837.755504 sec): 37 clusters Score: Raw -32164831.616035 + Penalty 76786.113438 = -32088045.502596 nChanged 64 Iteration 124Q (5842.475343 sec): 37 clusters Score: Raw -32164833.246010 + Penalty 76786.113438 = -32088047.132571 nChanged 64 Iteration 125Q (5847.459582 sec): 37 clusters Score: Raw -32164835.012099 + Penalty 76786.113438 = -32088048.898661 nChanged 66 Iteration 126Q (5851.905263 sec): 37 clusters Score: Raw -32164836.870882 + Penalty 76786.113438 = -32088050.757444 nChanged 63 Iteration 127Q (5856.991297 sec): 37 clusters Score: Raw -32164838.402891 + Penalty 76786.113438 = -32088052.289453 nChanged 58 Iteration 128Q (5861.894431 sec): 37 clusters Score: Raw -32164839.694555 + Penalty 76786.113438 = -32088053.581117 nChanged 47 Iteration 129Q (5866.574010 sec): 37 clusters Score: Raw -32164841.374987 + Penalty 76786.113438 = -32088055.261549 nChanged 36 Iteration 130Q (5871.407361 sec): 37 clusters Score: Raw -32164842.205454 + Penalty 76786.113438 = -32088056.092016 nChanged 37 Iteration 131Q (5876.176119 sec): 37 clusters Score: Raw -32164843.134462 + Penalty 76786.113438 = -32088057.021024 nChanged 43 Iteration 132Q (5881.143697 sec): 37 clusters Score: Raw -32164844.697200 + Penalty 76786.113438 = -32088058.583762 nChanged 40 Iteration 133Q (5885.732980 sec): 37 clusters Score: Raw -32164846.111836 + Penalty 76786.113438 = -32088059.998397 nChanged 45 Iteration 134Q (5890.748156 sec): 37 clusters Score: Raw -32164847.187676 + Penalty 76786.113438 = -32088061.074237 nChanged 29 Iteration 135Q (5895.423467 sec): 37 clusters Score: Raw -32164847.798978 + Penalty 76786.113438 = -32088061.685540 nChanged 20 Iteration 136Q (5900.590046 sec): 37 clusters Score: Raw -32164848.293317 + Penalty 76786.113438 = -32088062.179878 nChanged 21 Iteration 137Q (5905.091511 sec): 37 clusters Score: Raw -32164848.693487 + Penalty 76786.113438 = -32088062.580048 nChanged 16 Iteration 138Q (5910.322076 sec): 37 clusters Score: Raw -32164849.056495 + Penalty 76786.113438 = -32088062.943057 nChanged 20 Writing temp clu file Because OldScore, -32088062.580048, is greater than current (better) Score,-32088062.943057 Compute initial score before splitting: Score: Raw -32164849.056495 + Penalty 76786.113438 = -32088062.943057 Trying to split cluster 1 (75968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5910.623043 sec): 2 clusters Score: Raw -5231303.633216 + Penalty 1826.185965 = -5229477.447251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5910.802093 sec): 3 clusters Score: Raw -5182203.102080 + Penalty 3652.371930 = -5178550.730150 nChanged 36128 SP:Iteration 1F (5910.980027 sec): 3 clusters Score: Raw -5203026.405851 + Penalty 3652.371930 = -5199374.033921 nChanged 2896 SP:Iteration 2Q (5911.157699 sec): 3 clusters Score: Raw -5203956.064757 + Penalty 3652.371930 = -5200303.692827 nChanged 3120 SP:Iteration 3Q (5911.337335 sec): 3 clusters Score: Raw -5205148.123503 + Penalty 3652.371930 = -5201495.751573 nChanged 3604 SP:Iteration 4Q (5911.513805 sec): 3 clusters Score: Raw -5206659.105385 + Penalty 3652.371930 = -5203006.733455 nChanged 4082 SP:Iteration 5F (5911.700507 sec): 3 clusters Score: Raw -5208655.200307 + Penalty 3652.371930 = -5205002.828376 nChanged 4524 SP:Iteration 6F (5911.871504 sec): 3 clusters Score: Raw -5211409.869917 + Penalty 3652.371930 = -5207757.497987 nChanged 5027 SP:Iteration 7F (5912.042543 sec): 3 clusters Score: Raw -5215103.442419 + Penalty 3652.371930 = -5211451.070488 nChanged 5019 SP:Iteration 8F (5912.223339 sec): 3 clusters Score: Raw -5219124.749888 + Penalty 3652.371930 = -5215472.377958 nChanged 4376 SP:Iteration 9F (5912.404514 sec): 3 clusters Score: Raw -5222180.436303 + Penalty 3652.371930 = -5218528.064373 nChanged 3107 SP:Iteration 10Q (5912.585551 sec): 3 clusters Score: Raw -5223881.039435 + Penalty 3652.371930 = -5220228.667504 nChanged 2071 SP:Iteration 11Q (5912.774409 sec): 3 clusters Score: Raw -5224801.408729 + Penalty 3652.371930 = -5221149.036798 nChanged 1523 SP:Iteration 12Q (5912.953624 sec): 3 clusters Score: Raw -5225463.067258 + Penalty 3652.371930 = -5221810.695328 nChanged 1342 SP:Iteration 13Q (5913.130745 sec): 3 clusters Score: Raw -5226053.489306 + Penalty 3652.371930 = -5222401.117375 nChanged 1237 SP:Iteration 14Q (5913.305670 sec): 3 clusters Score: Raw -5226596.544575 + Penalty 3652.371930 = -5222944.172645 nChanged 1159 SP:Iteration 15Q (5913.468599 sec): 3 clusters Score: Raw -5227077.121386 + Penalty 3652.371930 = -5223424.749455 nChanged 1060 SP:Iteration 16Q (5913.638199 sec): 3 clusters Score: Raw -5227494.097228 + Penalty 3652.371930 = -5223841.725298 nChanged 1054 SP:Iteration 17Q (5913.804393 sec): 3 clusters Score: Raw -5227887.635674 + Penalty 3652.371930 = -5224235.263744 nChanged 956 SP:Iteration 18Q (5913.970919 sec): 3 clusters Score: Raw -5228233.609916 + Penalty 3652.371930 = -5224581.237985 nChanged 844 SP:Iteration 19Q (5914.145015 sec): 3 clusters Score: Raw -5228523.405872 + Penalty 3652.371930 = -5224871.033942 nChanged 798 SP:Iteration 20F (5914.305621 sec): 3 clusters Score: Raw -5228780.586267 + Penalty 3652.371930 = -5225128.214336 nChanged 733 SP:Iteration 21Q (5914.484643 sec): 3 clusters Score: Raw -5228992.006405 + Penalty 3652.371930 = -5225339.634475 nChanged 654 SP:Iteration 22Q (5914.643847 sec): 3 clusters Score: Raw -5229176.353323 + Penalty 3652.371930 = -5225523.981393 nChanged 659 SP:Iteration 23Q (5914.820929 sec): 3 clusters Score: Raw -5229367.296901 + Penalty 3652.371930 = -5225714.924971 nChanged 634 SP:Iteration 24Q (5914.988665 sec): 3 clusters Score: Raw -5229552.929780 + Penalty 3652.371930 = -5225900.557850 nChanged 614 SP:Iteration 25Q (5915.150775 sec): 3 clusters Score: Raw -5229726.088299 + Penalty 3652.371930 = -5226073.716369 nChanged 562 SP:Iteration 26Q (5915.317922 sec): 3 clusters Score: Raw -5229887.441624 + Penalty 3652.371930 = -5226235.069694 nChanged 544 SP:Iteration 27Q (5915.481837 sec): 3 clusters Score: Raw -5230056.160887 + Penalty 3652.371930 = -5226403.788957 nChanged 490 SP:Iteration 28Q (5915.647956 sec): 3 clusters Score: Raw -5230200.643444 + Penalty 3652.371930 = -5226548.271513 nChanged 440 SP:Iteration 29Q (5915.789912 sec): 3 clusters Score: Raw -5230329.610705 + Penalty 3652.371930 = -5226677.238774 nChanged 427 SP:Iteration 30Q (5915.957235 sec): 3 clusters Score: Raw -5230463.190452 + Penalty 3652.371930 = -5226810.818521 nChanged 421 SP:Iteration 31Q (5916.112919 sec): 3 clusters Score: Raw -5230588.371115 + Penalty 3652.371930 = -5226935.999185 nChanged 353 SP:Iteration 32Q (5916.272108 sec): 3 clusters Score: Raw -5230684.972387 + Penalty 3652.371930 = -5227032.600456 nChanged 342 SP:Iteration 33Q (5916.435794 sec): 3 clusters Score: Raw -5230782.585899 + Penalty 3652.371930 = -5227130.213969 nChanged 303 SP:Iteration 34Q (5916.588417 sec): 3 clusters Score: Raw -5230868.012972 + Penalty 3652.371930 = -5227215.641042 nChanged 279 SP:Iteration 35Q (5916.737696 sec): 3 clusters Score: Raw -5230948.150491 + Penalty 3652.371930 = -5227295.778560 nChanged 272 SP:Iteration 36Q (5916.893340 sec): 3 clusters Score: Raw -5231021.869699 + Penalty 3652.371930 = -5227369.497769 nChanged 227 SP:Iteration 37Q (5917.046451 sec): 3 clusters Score: Raw -5231082.868632 + Penalty 3652.371930 = -5227430.496702 nChanged 210 SP:Iteration 38Q (5917.193266 sec): 3 clusters Score: Raw -5231139.399011 + Penalty 3652.371930 = -5227487.027081 nChanged 181 SP:Iteration 39Q (5917.346720 sec): 3 clusters Score: Raw -5231184.947040 + Penalty 3652.371930 = -5227532.575109 nChanged 158 SP:Iteration 40F (5917.517960 sec): 3 clusters Score: Raw -5231221.532743 + Penalty 3652.371930 = -5227569.160813 nChanged 154 SP:Iteration 41Q (5917.666723 sec): 3 clusters Score: Raw -5231257.671776 + Penalty 3652.371930 = -5227605.299846 nChanged 140 SP:Iteration 42Q (5917.814863 sec): 3 clusters Score: Raw -5231289.329557 + Penalty 3652.371930 = -5227636.957627 nChanged 139 SP:Iteration 43Q (5917.973243 sec): 3 clusters Score: Raw -5231322.394346 + Penalty 3652.371930 = -5227670.022416 nChanged 117 SP:Iteration 44Q (5918.123253 sec): 3 clusters Score: Raw -5231353.192644 + Penalty 3652.371930 = -5227700.820713 nChanged 121 SP:Iteration 45Q (5918.291013 sec): 3 clusters Score: Raw -5231382.756106 + Penalty 3652.371930 = -5227730.384176 nChanged 110 SP:Iteration 46Q (5918.440212 sec): 3 clusters Score: Raw -5231408.770800 + Penalty 3652.371930 = -5227756.398870 nChanged 98 SP:Iteration 47Q (5918.598287 sec): 3 clusters Score: Raw -5231429.502091 + Penalty 3652.371930 = -5227777.130160 nChanged 76 SP:Iteration 48Q (5918.749062 sec): 3 clusters Score: Raw -5231445.341203 + Penalty 3652.371930 = -5227792.969272 nChanged 67 SP:Iteration 49Q (5918.893123 sec): 3 clusters Score: Raw -5231461.514849 + Penalty 3652.371930 = -5227809.142919 nChanged 79 SP:Iteration 50Q (5919.039580 sec): 3 clusters Score: Raw -5231480.994837 + Penalty 3652.371930 = -5227828.622906 nChanged 65 SP:Iteration 51Q (5919.194135 sec): 3 clusters Score: Raw -5231498.095489 + Penalty 3652.371930 = -5227845.723559 nChanged 51 SP:Iteration 52Q (5919.344076 sec): 3 clusters Score: Raw -5231511.633649 + Penalty 3652.371930 = -5227859.261719 nChanged 49 SP:Iteration 53Q (5919.483241 sec): 3 clusters Score: Raw -5231523.683517 + Penalty 3652.371930 = -5227871.311587 nChanged 46 SP:Iteration 54Q (5919.638935 sec): 3 clusters Score: Raw -5231533.700837 + Penalty 3652.371930 = -5227881.328907 nChanged 37 SP:Iteration 55Q (5919.783282 sec): 3 clusters Score: Raw -5231542.560211 + Penalty 3652.371930 = -5227890.188280 nChanged 42 SP:Iteration 56Q (5919.938205 sec): 3 clusters Score: Raw -5231553.320242 + Penalty 3652.371930 = -5227900.948312 nChanged 50 SP:Iteration 57Q (5920.082473 sec): 3 clusters Score: Raw -5231565.769858 + Penalty 3652.371930 = -5227913.397927 nChanged 41 SP:Iteration 58Q (5920.223014 sec): 3 clusters Score: Raw -5231576.542012 + Penalty 3652.371930 = -5227924.170082 nChanged 34 SP:Iteration 59Q (5920.368205 sec): 3 clusters Score: Raw -5231584.139057 + Penalty 3652.371930 = -5227931.767127 nChanged 29 SP:Iteration 60F (5920.546072 sec): 3 clusters Score: Raw -5231590.532408 + Penalty 3652.371930 = -5227938.160478 nChanged 22 SP:Iteration 61Q (5920.690146 sec): 3 clusters Score: Raw -5231594.520766 + Penalty 3652.371930 = -5227942.148836 nChanged 21 SP:Iteration 62Q (5920.840324 sec): 3 clusters Score: Raw -5231599.246180 + Penalty 3652.371930 = -5227946.874250 nChanged 21 SP:Iteration 63Q (5921.010059 sec): 3 clusters Score: Raw -5231603.701683 + Penalty 3652.371930 = -5227951.329752 nChanged 18 SP:Iteration 64Q (5921.178137 sec): 3 clusters Score: Raw -5231607.673820 + Penalty 3652.371930 = -5227955.301890 nChanged 22 SP:Iteration 65Q (5921.326126 sec): 3 clusters Score: Raw -5231612.273392 + Penalty 3652.371930 = -5227959.901461 nChanged 21 SP:Iteration 66Q (5921.474707 sec): 3 clusters Score: Raw -5231616.338438 + Penalty 3652.371930 = -5227963.966508 nChanged 20 SP:Iteration 67Q (5921.622422 sec): 3 clusters Score: Raw -5231620.417481 + Penalty 3652.371930 = -5227968.045551 nChanged 17 SP:Iteration 68Q (5921.769578 sec): 3 clusters Score: Raw -5231623.585110 + Penalty 3652.371930 = -5227971.213180 nChanged 15 SP:Iteration 69Q (5921.905231 sec): 3 clusters Score: Raw -5231626.193303 + Penalty 3652.371930 = -5227973.821373 nChanged 15 SP:Iteration 70Q (5922.058552 sec): 3 clusters Score: Raw -5231628.577307 + Penalty 3652.371930 = -5227976.205377 nChanged 16 SP:Iteration 71Q (5922.194535 sec): 3 clusters Score: Raw -5231630.760218 + Penalty 3652.371930 = -5227978.388287 nChanged 10 SP:Iteration 72Q (5922.340239 sec): 3 clusters Score: Raw -5231632.631948 + Penalty 3652.371930 = -5227980.260018 nChanged 11 SP:Iteration 73Q (5922.480278 sec): 3 clusters Score: Raw -5231634.384178 + Penalty 3652.371930 = -5227982.012248 nChanged 10 SP:Iteration 74Q (5922.630083 sec): 3 clusters Score: Raw -5231635.757458 + Penalty 3652.371930 = -5227983.385527 nChanged 8 SP:Iteration 75Q (5922.775952 sec): 3 clusters Score: Raw -5231637.139384 + Penalty 3652.371930 = -5227984.767454 nChanged 10 SP:Iteration 76Q (5922.917443 sec): 3 clusters Score: Raw -5231638.701929 + Penalty 3652.371930 = -5227986.329999 nChanged 8 SP:Iteration 77Q (5923.071531 sec): 3 clusters Score: Raw -5231639.643507 + Penalty 3652.371930 = -5227987.271577 nChanged 6 SP:Iteration 78Q (5923.215363 sec): 3 clusters Score: Raw -5231640.741974 + Penalty 3652.371930 = -5227988.370044 nChanged 5 SP:Iteration 79Q (5923.366781 sec): 3 clusters Score: Raw -5231641.537736 + Penalty 3652.371930 = -5227989.165806 nChanged 2 SP:Iteration 80F (5923.536421 sec): 3 clusters Score: Raw -5231642.101068 + Penalty 3652.371930 = -5227989.729138 nChanged 5 SP:Iteration 81Q (5923.678115 sec): 3 clusters Score: Raw -5231642.888493 + Penalty 3652.371930 = -5227990.516562 nChanged 5 SP:Iteration 82Q (5923.838326 sec): 3 clusters Score: Raw -5231643.671252 + Penalty 3652.371930 = -5227991.299322 nChanged 4 SP:Iteration 83Q (5923.983539 sec): 3 clusters Score: Raw -5231644.225727 + Penalty 3652.371930 = -5227991.853796 nChanged 1 SP:Iteration 84Q (5924.130398 sec): 3 clusters Score: Raw -5231644.330448 + Penalty 3652.371930 = -5227991.958518 nChanged 0 SP:Iteration 85F (5924.300638 sec): 3 clusters Score: Raw -5231644.330448 + Penalty 3652.371930 = -5227991.958518 nChanged 0 Trying to split cluster 2 (89138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5924.451343 sec): 2 clusters Score: Raw -6066554.427139 + Penalty 1852.165414 = -6064702.261724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5924.654622 sec): 3 clusters Score: Raw -6009153.121212 + Penalty 3704.330828 = -6005448.790384 nChanged 42353 SP:Iteration 1F (5924.861033 sec): 3 clusters Score: Raw -6033993.260462 + Penalty 3704.330828 = -6030288.929634 nChanged 3931 SP:Iteration 2Q (5925.065469 sec): 3 clusters Score: Raw -6035432.007326 + Penalty 3704.330828 = -6031727.676498 nChanged 4719 SP:Iteration 3F (5925.262428 sec): 3 clusters Score: Raw -6037655.803959 + Penalty 3704.330828 = -6033951.473131 nChanged 5752 SP:Iteration 4F (5925.463478 sec): 3 clusters Score: Raw -6041124.882554 + Penalty 3704.330828 = -6037420.551726 nChanged 6842 SP:Iteration 5F (5925.665964 sec): 3 clusters Score: Raw -6046178.680917 + Penalty 3704.330828 = -6042474.350089 nChanged 7225 SP:Iteration 6F (5925.858785 sec): 3 clusters Score: Raw -6052380.921646 + Penalty 3704.330828 = -6048676.590818 nChanged 6417 SP:Iteration 7F (5926.059277 sec): 3 clusters Score: Raw -6058327.275757 + Penalty 3704.330828 = -6054622.944929 nChanged 4657 SP:Iteration 8F (5926.258733 sec): 3 clusters Score: Raw -6062611.087857 + Penalty 3704.330828 = -6058906.757029 nChanged 2659 SP:Iteration 9Q (5926.459580 sec): 3 clusters Score: Raw -6064949.712335 + Penalty 3704.330828 = -6061245.381507 nChanged 1329 SP:Iteration 10Q (5926.667047 sec): 3 clusters Score: Raw -6066057.544874 + Penalty 3704.330828 = -6062353.214046 nChanged 620 SP:Iteration 11Q (5926.855441 sec): 3 clusters Score: Raw -6066540.405072 + Penalty 3704.330828 = -6062836.074244 nChanged 309 SP:Iteration 12Q (5927.033537 sec): 3 clusters Score: Raw -6066791.678985 + Penalty 3704.330828 = -6063087.348157 nChanged 175 SP:Iteration 13Q (5927.198269 sec): 3 clusters Score: Raw -6066917.270190 + Penalty 3704.330828 = -6063212.939362 nChanged 119 SP:Iteration 14Q (5927.365833 sec): 3 clusters Score: Raw -6067011.710481 + Penalty 3704.330828 = -6063307.379652 nChanged 77 SP:Iteration 15Q (5927.539062 sec): 3 clusters Score: Raw -6067101.965712 + Penalty 3704.330828 = -6063397.634884 nChanged 63 SP:Iteration 16Q (5927.710222 sec): 3 clusters Score: Raw -6067194.071483 + Penalty 3704.330828 = -6063489.740654 nChanged 51 SP:Iteration 17Q (5927.868715 sec): 3 clusters Score: Raw -6067270.067467 + Penalty 3704.330828 = -6063565.736639 nChanged 57 SP:Iteration 18Q (5928.041252 sec): 3 clusters Score: Raw -6067339.471779 + Penalty 3704.330828 = -6063635.140951 nChanged 60 SP:Iteration 19Q (5928.213496 sec): 3 clusters Score: Raw -6067389.219654 + Penalty 3704.330828 = -6063684.888826 nChanged 64 SP:Iteration 20F (5928.408367 sec): 3 clusters Score: Raw -6067435.291488 + Penalty 3704.330828 = -6063730.960660 nChanged 55 SP:Iteration 21Q (5928.584107 sec): 3 clusters Score: Raw -6067466.727908 + Penalty 3704.330828 = -6063762.397080 nChanged 42 SP:Iteration 22Q (5928.736674 sec): 3 clusters Score: Raw -6067488.963320 + Penalty 3704.330828 = -6063784.632492 nChanged 27 SP:Iteration 23Q (5928.893167 sec): 3 clusters Score: Raw -6067502.087320 + Penalty 3704.330828 = -6063797.756492 nChanged 19 SP:Iteration 24Q (5929.048340 sec): 3 clusters Score: Raw -6067514.277707 + Penalty 3704.330828 = -6063809.946879 nChanged 22 SP:Iteration 25Q (5929.213306 sec): 3 clusters Score: Raw -6067526.351549 + Penalty 3704.330828 = -6063822.020720 nChanged 17 SP:Iteration 26Q (5929.375623 sec): 3 clusters Score: Raw -6067532.924393 + Penalty 3704.330828 = -6063828.593565 nChanged 10 SP:Iteration 27Q (5929.533495 sec): 3 clusters Score: Raw -6067537.551461 + Penalty 3704.330828 = -6063833.220633 nChanged 8 SP:Iteration 28Q (5929.678931 sec): 3 clusters Score: Raw -6067541.002806 + Penalty 3704.330828 = -6063836.671978 nChanged 10 SP:Iteration 29Q (5929.851159 sec): 3 clusters Score: Raw -6067544.321454 + Penalty 3704.330828 = -6063839.990626 nChanged 6 SP:Iteration 30Q (5930.021177 sec): 3 clusters Score: Raw -6067547.950871 + Penalty 3704.330828 = -6063843.620043 nChanged 11 SP:Iteration 31Q (5930.184127 sec): 3 clusters Score: Raw -6067551.819799 + Penalty 3704.330828 = -6063847.488971 nChanged 9 SP:Iteration 32Q (5930.335659 sec): 3 clusters Score: Raw -6067554.897481 + Penalty 3704.330828 = -6063850.566653 nChanged 4 SP:Iteration 33Q (5930.486270 sec): 3 clusters Score: Raw -6067555.683866 + Penalty 3704.330828 = -6063851.353038 nChanged 1 SP:Iteration 34Q (5930.647082 sec): 3 clusters Score: Raw -6067555.902539 + Penalty 3704.330828 = -6063851.571711 nChanged 0 SP:Iteration 35F (5930.845954 sec): 3 clusters Score: Raw -6067555.902539 + Penalty 3704.330828 = -6063851.571711 nChanged 0 Trying to split cluster 3 (2014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5930.881653 sec): 2 clusters Score: Raw -116631.856860 + Penalty 1236.280187 = -115395.576673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5930.929136 sec): 3 clusters Score: Raw -115789.989244 + Penalty 2472.560374 = -113317.428870 nChanged 715 SP:Iteration 1F (5930.967945 sec): 3 clusters Score: Raw -116389.746026 + Penalty 2472.560374 = -113917.185652 nChanged 194 SP:Iteration 2F (5931.016415 sec): 3 clusters Score: Raw -116601.395177 + Penalty 2472.560374 = -114128.834803 nChanged 125 SP:Iteration 3F (5931.056349 sec): 3 clusters Score: Raw -116721.899655 + Penalty 2472.560374 = -114249.339281 nChanged 91 SP:Iteration 4Q (5931.112924 sec): 3 clusters Score: Raw -116785.675601 + Penalty 2472.560374 = -114313.115228 nChanged 62 SP:Iteration 5Q (5931.156723 sec): 3 clusters Score: Raw -116825.079398 + Penalty 2472.560374 = -114352.519024 nChanged 41 SP:Iteration 6Q (5931.197797 sec): 3 clusters Score: Raw -116850.593000 + Penalty 2472.560374 = -114378.032626 nChanged 23 SP:Iteration 7Q (5931.252551 sec): 3 clusters Score: Raw -116862.959186 + Penalty 2472.560374 = -114390.398812 nChanged 15 SP:Iteration 8Q (5931.297286 sec): 3 clusters Score: Raw -116871.133987 + Penalty 2472.560374 = -114398.573613 nChanged 18 SP:Iteration 9Q (5931.343443 sec): 3 clusters Score: Raw -116880.122973 + Penalty 2472.560374 = -114407.562599 nChanged 16 SP:Iteration 10Q (5931.396223 sec): 3 clusters Score: Raw -116886.414472 + Penalty 2472.560374 = -114413.854098 nChanged 12 SP:Iteration 11Q (5931.448096 sec): 3 clusters Score: Raw -116892.420895 + Penalty 2472.560374 = -114419.860521 nChanged 13 SP:Iteration 12Q (5931.502189 sec): 3 clusters Score: Raw -116900.863208 + Penalty 2472.560374 = -114428.302835 nChanged 17 SP:Iteration 13Q (5931.547625 sec): 3 clusters Score: Raw -116914.642549 + Penalty 2472.560374 = -114442.082175 nChanged 15 SP:Iteration 14Q (5931.589210 sec): 3 clusters Score: Raw -116925.038155 + Penalty 2472.560374 = -114452.477781 nChanged 16 SP:Iteration 15Q (5931.641072 sec): 3 clusters Score: Raw -116935.824675 + Penalty 2472.560374 = -114463.264301 nChanged 14 SP:Iteration 16Q (5931.696525 sec): 3 clusters Score: Raw -116945.277195 + Penalty 2472.560374 = -114472.716822 nChanged 18 SP:Iteration 17Q (5931.741935 sec): 3 clusters Score: Raw -116956.796866 + Penalty 2472.560374 = -114484.236492 nChanged 18 SP:Iteration 18Q (5931.792389 sec): 3 clusters Score: Raw -116964.950653 + Penalty 2472.560374 = -114492.390279 nChanged 5 SP:Iteration 19Q (5931.838793 sec): 3 clusters Score: Raw -116969.394313 + Penalty 2472.560374 = -114496.833939 nChanged 7 SP:Iteration 20F (5931.884989 sec): 3 clusters Score: Raw -116973.797043 + Penalty 2472.560374 = -114501.236669 nChanged 11 SP:Iteration 21Q (5931.940845 sec): 3 clusters Score: Raw -116981.915657 + Penalty 2472.560374 = -114509.355283 nChanged 13 SP:Iteration 22Q (5931.989354 sec): 3 clusters Score: Raw -116987.714105 + Penalty 2472.560374 = -114515.153731 nChanged 7 SP:Iteration 23Q (5932.030901 sec): 3 clusters Score: Raw -116990.066963 + Penalty 2472.560374 = -114517.506589 nChanged 4 SP:Iteration 24Q (5932.078798 sec): 3 clusters Score: Raw -116991.752468 + Penalty 2472.560374 = -114519.192094 nChanged 1 SP:Iteration 25Q (5932.124798 sec): 3 clusters Score: Raw -116992.026966 + Penalty 2472.560374 = -114519.466592 nChanged 1 SP:Iteration 26Q (5932.174958 sec): 3 clusters Score: Raw -116992.388698 + Penalty 2472.560374 = -114519.828324 nChanged 0 SP:Iteration 27F (5932.215300 sec): 3 clusters Score: Raw -116992.388698 + Penalty 2472.560374 = -114519.828324 nChanged 0 Trying to split cluster 4 (6782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5932.254900 sec): 2 clusters Score: Raw -416260.850420 + Penalty 1433.579440 = -414827.270980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5932.301942 sec): 3 clusters Score: Raw -412528.956779 + Penalty 2867.158880 = -409661.797899 nChanged 2881 SP:Iteration 1F (5932.355803 sec): 3 clusters Score: Raw -414204.043860 + Penalty 2867.158880 = -411336.884981 nChanged 572 SP:Iteration 2F (5932.412414 sec): 3 clusters Score: Raw -414614.284452 + Penalty 2867.158880 = -411747.125572 nChanged 521 SP:Iteration 3F (5932.462944 sec): 3 clusters Score: Raw -415014.379104 + Penalty 2867.158880 = -412147.220224 nChanged 490 SP:Iteration 4F (5932.529480 sec): 3 clusters Score: Raw -415419.999870 + Penalty 2867.158880 = -412552.840990 nChanged 431 SP:Iteration 5F (5932.573247 sec): 3 clusters Score: Raw -415819.090893 + Penalty 2867.158880 = -412951.932013 nChanged 390 SP:Iteration 6F (5932.635106 sec): 3 clusters Score: Raw -416220.924627 + Penalty 2867.158880 = -413353.765747 nChanged 314 SP:Iteration 7Q (5932.697981 sec): 3 clusters Score: Raw -416522.721574 + Penalty 2867.158880 = -413655.562694 nChanged 230 SP:Iteration 8Q (5932.754079 sec): 3 clusters Score: Raw -416671.338747 + Penalty 2867.158880 = -413804.179868 nChanged 143 SP:Iteration 9Q (5932.801989 sec): 3 clusters Score: Raw -416735.364109 + Penalty 2867.158880 = -413868.205229 nChanged 78 SP:Iteration 10Q (5932.859863 sec): 3 clusters Score: Raw -416760.805771 + Penalty 2867.158880 = -413893.646891 nChanged 49 SP:Iteration 11Q (5932.916094 sec): 3 clusters Score: Raw -416776.033340 + Penalty 2867.158880 = -413908.874460 nChanged 38 SP:Iteration 12Q (5932.974158 sec): 3 clusters Score: Raw -416783.360615 + Penalty 2867.158880 = -413916.201735 nChanged 18 SP:Iteration 13Q (5933.034259 sec): 3 clusters Score: Raw -416787.029435 + Penalty 2867.158880 = -413919.870555 nChanged 9 SP:Iteration 14Q (5933.082025 sec): 3 clusters Score: Raw -416788.737105 + Penalty 2867.158880 = -413921.578226 nChanged 7 SP:Iteration 15Q (5933.147834 sec): 3 clusters Score: Raw -416789.982045 + Penalty 2867.158880 = -413922.823165 nChanged 9 SP:Iteration 16Q (5933.201858 sec): 3 clusters Score: Raw -416792.161040 + Penalty 2867.158880 = -413925.002160 nChanged 12 SP:Iteration 17Q (5933.249807 sec): 3 clusters Score: Raw -416794.400327 + Penalty 2867.158880 = -413927.241447 nChanged 14 SP:Iteration 18Q (5933.311615 sec): 3 clusters Score: Raw -416796.205172 + Penalty 2867.158880 = -413929.046292 nChanged 6 SP:Iteration 19Q (5933.365262 sec): 3 clusters Score: Raw -416797.266112 + Penalty 2867.158880 = -413930.107232 nChanged 4 SP:Iteration 20F (5933.424908 sec): 3 clusters Score: Raw -416798.140752 + Penalty 2867.158880 = -413930.981872 nChanged 2 SP:Iteration 21Q (5933.483100 sec): 3 clusters Score: Raw -416798.619515 + Penalty 2867.158880 = -413931.460635 nChanged 2 SP:Iteration 22Q (5933.533405 sec): 3 clusters Score: Raw -416799.019286 + Penalty 2867.158880 = -413931.860406 nChanged 2 SP:Iteration 23Q (5933.589634 sec): 3 clusters Score: Raw -416799.235597 + Penalty 2867.158880 = -413932.076717 nChanged 1 SP:Iteration 24Q (5933.655464 sec): 3 clusters Score: Raw -416799.285509 + Penalty 2867.158880 = -413932.126629 nChanged 0 SP:Iteration 25F (5933.707814 sec): 3 clusters Score: Raw -416799.285509 + Penalty 2867.158880 = -413932.126629 nChanged 0 Trying to split cluster 5 (2323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5933.733996 sec): 2 clusters Score: Raw -139301.044528 + Penalty 1259.474894 = -138041.569634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5933.787121 sec): 3 clusters Score: Raw -138312.923018 + Penalty 2518.949788 = -135793.973230 nChanged 830 SP:Iteration 1F (5933.835771 sec): 3 clusters Score: Raw -138967.095682 + Penalty 2518.949788 = -136448.145894 nChanged 216 SP:Iteration 2F (5933.886669 sec): 3 clusters Score: Raw -139145.790166 + Penalty 2518.949788 = -136626.840378 nChanged 126 SP:Iteration 3F (5933.933373 sec): 3 clusters Score: Raw -139248.926383 + Penalty 2518.949788 = -136729.976595 nChanged 87 SP:Iteration 4Q (5933.976411 sec): 3 clusters Score: Raw -139318.867574 + Penalty 2518.949788 = -136799.917786 nChanged 63 SP:Iteration 5Q (5934.013677 sec): 3 clusters Score: Raw -139356.626613 + Penalty 2518.949788 = -136837.676825 nChanged 38 SP:Iteration 6Q (5934.052265 sec): 3 clusters Score: Raw -139379.202171 + Penalty 2518.949788 = -136860.252383 nChanged 30 SP:Iteration 7Q (5934.093673 sec): 3 clusters Score: Raw -139399.806737 + Penalty 2518.949788 = -136880.856948 nChanged 38 SP:Iteration 8Q (5934.139287 sec): 3 clusters Score: Raw -139419.986128 + Penalty 2518.949788 = -136901.036340 nChanged 34 SP:Iteration 9Q (5934.192396 sec): 3 clusters Score: Raw -139437.452194 + Penalty 2518.949788 = -136918.502406 nChanged 27 SP:Iteration 10Q (5934.235626 sec): 3 clusters Score: Raw -139459.402513 + Penalty 2518.949788 = -136940.452725 nChanged 19 SP:Iteration 11Q (5934.276633 sec): 3 clusters Score: Raw -139474.007862 + Penalty 2518.949788 = -136955.058074 nChanged 21 SP:Iteration 12Q (5934.332015 sec): 3 clusters Score: Raw -139491.655876 + Penalty 2518.949788 = -136972.706088 nChanged 24 SP:Iteration 13Q (5934.379343 sec): 3 clusters Score: Raw -139508.929067 + Penalty 2518.949788 = -136989.979279 nChanged 24 SP:Iteration 14Q (5934.429203 sec): 3 clusters Score: Raw -139527.923616 + Penalty 2518.949788 = -137008.973828 nChanged 26 SP:Iteration 15Q (5934.473859 sec): 3 clusters Score: Raw -139552.085889 + Penalty 2518.949788 = -137033.136100 nChanged 21 SP:Iteration 16Q (5934.531044 sec): 3 clusters Score: Raw -139570.952438 + Penalty 2518.949788 = -137052.002649 nChanged 24 SP:Iteration 17Q (5934.569824 sec): 3 clusters Score: Raw -139584.710441 + Penalty 2518.949788 = -137065.760653 nChanged 16 SP:Iteration 18Q (5934.610219 sec): 3 clusters Score: Raw -139595.469759 + Penalty 2518.949788 = -137076.519971 nChanged 14 SP:Iteration 19Q (5934.662679 sec): 3 clusters Score: Raw -139604.731642 + Penalty 2518.949788 = -137085.781854 nChanged 17 SP:Iteration 20F (5934.698471 sec): 3 clusters Score: Raw -139613.672756 + Penalty 2518.949788 = -137094.722967 nChanged 13 SP:Iteration 21Q (5934.746192 sec): 3 clusters Score: Raw -139620.733982 + Penalty 2518.949788 = -137101.784194 nChanged 11 SP:Iteration 22Q (5934.794972 sec): 3 clusters Score: Raw -139628.086472 + Penalty 2518.949788 = -137109.136683 nChanged 8 SP:Iteration 23Q (5934.841916 sec): 3 clusters Score: Raw -139633.504424 + Penalty 2518.949788 = -137114.554636 nChanged 8 SP:Iteration 24Q (5934.896790 sec): 3 clusters Score: Raw -139638.893087 + Penalty 2518.949788 = -137119.943299 nChanged 14 SP:Iteration 25Q (5934.937036 sec): 3 clusters Score: Raw -139652.044736 + Penalty 2518.949788 = -137133.094948 nChanged 21 SP:Iteration 26Q (5934.989691 sec): 3 clusters Score: Raw -139665.568208 + Penalty 2518.949788 = -137146.618420 nChanged 24 SP:Iteration 27Q (5935.032701 sec): 3 clusters Score: Raw -139686.463989 + Penalty 2518.949788 = -137167.514200 nChanged 33 SP:Iteration 28Q (5935.086664 sec): 3 clusters Score: Raw -139711.308777 + Penalty 2518.949788 = -137192.358989 nChanged 29 SP:Iteration 29Q (5935.125893 sec): 3 clusters Score: Raw -139735.087799 + Penalty 2518.949788 = -137216.138011 nChanged 32 SP:Iteration 30Q (5935.165485 sec): 3 clusters Score: Raw -139758.090018 + Penalty 2518.949788 = -137239.140230 nChanged 26 SP:Iteration 31Q (5935.216897 sec): 3 clusters Score: Raw -139785.012232 + Penalty 2518.949788 = -137266.062444 nChanged 35 SP:Iteration 32Q (5935.261787 sec): 3 clusters Score: Raw -139833.069526 + Penalty 2518.949788 = -137314.119737 nChanged 32 SP:Iteration 33Q (5935.310348 sec): 3 clusters Score: Raw -139861.772104 + Penalty 2518.949788 = -137342.822316 nChanged 34 SP:Iteration 34Q (5935.348354 sec): 3 clusters Score: Raw -139894.730457 + Penalty 2518.949788 = -137375.780669 nChanged 29 SP:Iteration 35Q (5935.402693 sec): 3 clusters Score: Raw -139916.873497 + Penalty 2518.949788 = -137397.923709 nChanged 25 SP:Iteration 36Q (5935.445567 sec): 3 clusters Score: Raw -139939.628051 + Penalty 2518.949788 = -137420.678263 nChanged 24 SP:Iteration 37Q (5935.495656 sec): 3 clusters Score: Raw -139963.097857 + Penalty 2518.949788 = -137444.148069 nChanged 21 SP:Iteration 38Q (5935.536059 sec): 3 clusters Score: Raw -139978.995021 + Penalty 2518.949788 = -137460.045233 nChanged 20 SP:Iteration 39Q (5935.575094 sec): 3 clusters Score: Raw -139991.799315 + Penalty 2518.949788 = -137472.849527 nChanged 16 SP:Iteration 40F (5935.619635 sec): 3 clusters Score: Raw -140001.825685 + Penalty 2518.949788 = -137482.875897 nChanged 14 SP:Iteration 41Q (5935.672688 sec): 3 clusters Score: Raw -140008.950911 + Penalty 2518.949788 = -137490.001122 nChanged 8 SP:Iteration 42Q (5935.724057 sec): 3 clusters Score: Raw -140012.256181 + Penalty 2518.949788 = -137493.306393 nChanged 4 SP:Iteration 43Q (5935.760344 sec): 3 clusters Score: Raw -140013.428904 + Penalty 2518.949788 = -137494.479116 nChanged 4 SP:Iteration 44Q (5935.802134 sec): 3 clusters Score: Raw -140015.098110 + Penalty 2518.949788 = -137496.148322 nChanged 3 SP:Iteration 45Q (5935.849870 sec): 3 clusters Score: Raw -140015.638145 + Penalty 2518.949788 = -137496.688357 nChanged 2 SP:Iteration 46Q (5935.899408 sec): 3 clusters Score: Raw -140016.051136 + Penalty 2518.949788 = -137497.101348 nChanged 4 SP:Iteration 47Q (5935.943803 sec): 3 clusters Score: Raw -140016.970588 + Penalty 2518.949788 = -137498.020800 nChanged 2 SP:Iteration 48Q (5935.995975 sec): 3 clusters Score: Raw -140018.234740 + Penalty 2518.949788 = -137499.284952 nChanged 3 SP:Iteration 49Q (5936.039295 sec): 3 clusters Score: Raw -140019.604971 + Penalty 2518.949788 = -137500.655183 nChanged 2 SP:Iteration 50Q (5936.087585 sec): 3 clusters Score: Raw -140020.070781 + Penalty 2518.949788 = -137501.120993 nChanged 0 SP:Iteration 51F (5936.138350 sec): 3 clusters Score: Raw -140020.070781 + Penalty 2518.949788 = -137501.120993 nChanged 0 Trying to split cluster 6 (34020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5936.220499 sec): 2 clusters Score: Raw -2319513.944140 + Penalty 1695.639378 = -2317818.304762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5936.323309 sec): 3 clusters Score: Raw -2298377.598203 + Penalty 3391.278756 = -2294986.319447 nChanged 15898 SP:Iteration 1F (5936.436801 sec): 3 clusters Score: Raw -2307911.826277 + Penalty 3391.278756 = -2304520.547521 nChanged 2051 SP:Iteration 2F (5936.536685 sec): 3 clusters Score: Raw -2309017.042726 + Penalty 3391.278756 = -2305625.763969 nChanged 2310 SP:Iteration 3F (5936.646490 sec): 3 clusters Score: Raw -2310609.054440 + Penalty 3391.278756 = -2307217.775684 nChanged 2476 SP:Iteration 4F (5936.746022 sec): 3 clusters Score: Raw -2312571.683339 + Penalty 3391.278756 = -2309180.404583 nChanged 2256 SP:Iteration 5F (5936.845008 sec): 3 clusters Score: Raw -2314367.535740 + Penalty 3391.278756 = -2310976.256983 nChanged 1866 SP:Iteration 6F (5936.949235 sec): 3 clusters Score: Raw -2315875.599894 + Penalty 3391.278756 = -2312484.321138 nChanged 1401 SP:Iteration 7Q (5937.061855 sec): 3 clusters Score: Raw -2317007.317548 + Penalty 3391.278756 = -2313616.038791 nChanged 1019 SP:Iteration 8Q (5937.168069 sec): 3 clusters Score: Raw -2317797.540210 + Penalty 3391.278756 = -2314406.261454 nChanged 732 SP:Iteration 9Q (5937.271097 sec): 3 clusters Score: Raw -2318299.526176 + Penalty 3391.278756 = -2314908.247419 nChanged 557 SP:Iteration 10Q (5937.365282 sec): 3 clusters Score: Raw -2318623.886269 + Penalty 3391.278756 = -2315232.607512 nChanged 447 SP:Iteration 11Q (5937.458794 sec): 3 clusters Score: Raw -2318858.757771 + Penalty 3391.278756 = -2315467.479014 nChanged 384 SP:Iteration 12Q (5937.557578 sec): 3 clusters Score: Raw -2319048.247500 + Penalty 3391.278756 = -2315656.968743 nChanged 309 SP:Iteration 13Q (5937.662582 sec): 3 clusters Score: Raw -2319183.206443 + Penalty 3391.278756 = -2315791.927687 nChanged 260 SP:Iteration 14Q (5937.761114 sec): 3 clusters Score: Raw -2319292.020871 + Penalty 3391.278756 = -2315900.742115 nChanged 233 SP:Iteration 15Q (5937.856557 sec): 3 clusters Score: Raw -2319392.567682 + Penalty 3391.278756 = -2316001.288925 nChanged 191 SP:Iteration 16Q (5937.944190 sec): 3 clusters Score: Raw -2319469.829669 + Penalty 3391.278756 = -2316078.550912 nChanged 150 SP:Iteration 17Q (5938.037220 sec): 3 clusters Score: Raw -2319530.491570 + Penalty 3391.278756 = -2316139.212814 nChanged 134 SP:Iteration 18Q (5938.130752 sec): 3 clusters Score: Raw -2319584.853920 + Penalty 3391.278756 = -2316193.575163 nChanged 120 SP:Iteration 19Q (5938.232466 sec): 3 clusters Score: Raw -2319632.034144 + Penalty 3391.278756 = -2316240.755388 nChanged 104 SP:Iteration 20F (5938.341650 sec): 3 clusters Score: Raw -2319669.692618 + Penalty 3391.278756 = -2316278.413862 nChanged 90 SP:Iteration 21Q (5938.435367 sec): 3 clusters Score: Raw -2319705.751465 + Penalty 3391.278756 = -2316314.472708 nChanged 76 SP:Iteration 22Q (5938.526749 sec): 3 clusters Score: Raw -2319738.417334 + Penalty 3391.278756 = -2316347.138578 nChanged 77 SP:Iteration 23Q (5938.624913 sec): 3 clusters Score: Raw -2319772.379293 + Penalty 3391.278756 = -2316381.100537 nChanged 65 SP:Iteration 24Q (5938.709328 sec): 3 clusters Score: Raw -2319797.852754 + Penalty 3391.278756 = -2316406.573998 nChanged 47 SP:Iteration 25Q (5938.812893 sec): 3 clusters Score: Raw -2319814.152083 + Penalty 3391.278756 = -2316422.873326 nChanged 31 SP:Iteration 26Q (5938.908215 sec): 3 clusters Score: Raw -2319824.770740 + Penalty 3391.278756 = -2316433.491984 nChanged 29 SP:Iteration 27Q (5939.001708 sec): 3 clusters Score: Raw -2319835.122462 + Penalty 3391.278756 = -2316443.843706 nChanged 28 SP:Iteration 28Q (5939.087652 sec): 3 clusters Score: Raw -2319843.867222 + Penalty 3391.278756 = -2316452.588465 nChanged 21 SP:Iteration 29Q (5939.184531 sec): 3 clusters Score: Raw -2319851.698491 + Penalty 3391.278756 = -2316460.419735 nChanged 24 SP:Iteration 30Q (5939.269202 sec): 3 clusters Score: Raw -2319861.421307 + Penalty 3391.278756 = -2316470.142550 nChanged 28 SP:Iteration 31Q (5939.363370 sec): 3 clusters Score: Raw -2319870.031585 + Penalty 3391.278756 = -2316478.752829 nChanged 21 SP:Iteration 32Q (5939.450749 sec): 3 clusters Score: Raw -2319877.355612 + Penalty 3391.278756 = -2316486.076855 nChanged 28 SP:Iteration 33Q (5939.542448 sec): 3 clusters Score: Raw -2319886.114988 + Penalty 3391.278756 = -2316494.836232 nChanged 21 SP:Iteration 34Q (5939.628859 sec): 3 clusters Score: Raw -2319892.278110 + Penalty 3391.278756 = -2316500.999353 nChanged 15 SP:Iteration 35Q (5939.722324 sec): 3 clusters Score: Raw -2319897.595937 + Penalty 3391.278756 = -2316506.317181 nChanged 11 SP:Iteration 36Q (5939.809586 sec): 3 clusters Score: Raw -2319899.628854 + Penalty 3391.278756 = -2316508.350097 nChanged 11 SP:Iteration 37Q (5939.901566 sec): 3 clusters Score: Raw -2319902.420102 + Penalty 3391.278756 = -2316511.141346 nChanged 9 SP:Iteration 38Q (5939.995601 sec): 3 clusters Score: Raw -2319904.424702 + Penalty 3391.278756 = -2316513.145945 nChanged 6 SP:Iteration 39Q (5940.094014 sec): 3 clusters Score: Raw -2319905.899225 + Penalty 3391.278756 = -2316514.620469 nChanged 6 SP:Iteration 40F (5940.204227 sec): 3 clusters Score: Raw -2319906.901636 + Penalty 3391.278756 = -2316515.622880 nChanged 3 SP:Iteration 41Q (5940.303107 sec): 3 clusters Score: Raw -2319907.638409 + Penalty 3391.278756 = -2316516.359652 nChanged 0 SP:Iteration 42F (5940.409004 sec): 3 clusters Score: Raw -2319907.638409 + Penalty 3391.278756 = -2316516.359652 nChanged 0 Trying to split cluster 7 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5940.430411 sec): 2 clusters Score: Raw -28935.956251 + Penalty 997.029295 = -27938.926956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5940.477912 sec): 3 clusters Score: Raw -28885.554454 + Penalty 1994.058590 = -26891.495864 nChanged 93 SP:Iteration 1F (5940.526539 sec): 3 clusters Score: Raw -29004.497344 + Penalty 1994.058590 = -27010.438755 nChanged 22 SP:Iteration 2Q (5940.557763 sec): 3 clusters Score: Raw -29035.088842 + Penalty 1994.058590 = -27041.030252 nChanged 13 SP:Iteration 3Q (5940.613924 sec): 3 clusters Score: Raw -29057.385709 + Penalty 1994.058590 = -27063.327119 nChanged 10 SP:Iteration 4Q (5940.656423 sec): 3 clusters Score: Raw -29069.401325 + Penalty 1994.058590 = -27075.342735 nChanged 2 SP:Iteration 5Q (5940.696129 sec): 3 clusters Score: Raw -29070.223391 + Penalty 1994.058590 = -27076.164801 nChanged 2 SP:Iteration 6Q (5940.741201 sec): 3 clusters Score: Raw -29074.268015 + Penalty 1994.058590 = -27080.209425 nChanged 3 SP:Iteration 7Q (5940.789483 sec): 3 clusters Score: Raw -29080.671673 + Penalty 1994.058590 = -27086.613083 nChanged 5 SP:Iteration 8Q (5940.841523 sec): 3 clusters Score: Raw -29098.068072 + Penalty 1994.058590 = -27104.009483 nChanged 6 SP:Iteration 9Q (5940.879416 sec): 3 clusters Score: Raw -29111.401520 + Penalty 1994.058590 = -27117.342930 nChanged 7 SP:Iteration 10Q (5940.928924 sec): 3 clusters Score: Raw -29123.835896 + Penalty 1994.058590 = -27129.777307 nChanged 3 SP:Iteration 11Q (5940.966005 sec): 3 clusters Score: Raw -29128.882831 + Penalty 1994.058590 = -27134.824242 nChanged 2 SP:Iteration 12Q (5941.011677 sec): 3 clusters Score: Raw -29130.318098 + Penalty 1994.058590 = -27136.259508 nChanged 2 SP:Iteration 13Q (5941.059300 sec): 3 clusters Score: Raw -29134.799289 + Penalty 1994.058590 = -27140.740699 nChanged 3 SP:Iteration 14Q (5941.113147 sec): 3 clusters Score: Raw -29137.134838 + Penalty 1994.058590 = -27143.076248 nChanged 6 SP:Iteration 15Q (5941.149751 sec): 3 clusters Score: Raw -29153.383118 + Penalty 1994.058590 = -27159.324528 nChanged 7 SP:Iteration 16Q (5941.187229 sec): 3 clusters Score: Raw -29188.881249 + Penalty 1994.058590 = -27194.822659 nChanged 10 SP:Iteration 17Q (5941.223481 sec): 3 clusters Score: Raw -29271.660331 + Penalty 1994.058590 = -27277.601741 nChanged 16 SP:Iteration 18Q (5941.270432 sec): 3 clusters Score: Raw -29386.219711 + Penalty 1994.058590 = -27392.161121 nChanged 15 SP:Iteration 19Q (5941.314776 sec): 3 clusters Score: Raw -29414.846865 + Penalty 1994.058590 = -27420.788275 nChanged 10 SP:Iteration 20F (5941.361881 sec): 3 clusters Score: Raw -29432.076666 + Penalty 1994.058590 = -27438.018076 nChanged 8 SP:Iteration 21Q (5941.397848 sec): 3 clusters Score: Raw -29444.975485 + Penalty 1994.058590 = -27450.916896 nChanged 3 SP:Iteration 22Q (5941.441986 sec): 3 clusters Score: Raw -29447.299949 + Penalty 1994.058590 = -27453.241359 nChanged 0 SP:Iteration 23F (5941.477839 sec): 3 clusters Score: Raw -29447.299949 + Penalty 1994.058590 = -27453.241359 nChanged 0 Trying to split cluster 8 (1207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5941.497929 sec): 2 clusters Score: Raw -80438.954005 + Penalty 1153.082648 = -79285.871357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5941.551181 sec): 3 clusters Score: Raw -79997.468346 + Penalty 2306.165297 = -77691.303049 nChanged 364 SP:Iteration 1F (5941.584596 sec): 3 clusters Score: Raw -80316.614496 + Penalty 2306.165297 = -78010.449199 nChanged 100 SP:Iteration 2F (5941.629923 sec): 3 clusters Score: Raw -80415.169582 + Penalty 2306.165297 = -78109.004286 nChanged 53 SP:Iteration 3Q (5941.669971 sec): 3 clusters Score: Raw -80470.116552 + Penalty 2306.165297 = -78163.951255 nChanged 28 SP:Iteration 4Q (5941.708569 sec): 3 clusters Score: Raw -80489.023077 + Penalty 2306.165297 = -78182.857780 nChanged 19 SP:Iteration 5Q (5941.766165 sec): 3 clusters Score: Raw -80503.857129 + Penalty 2306.165297 = -78197.691832 nChanged 17 SP:Iteration 6Q (5941.810794 sec): 3 clusters Score: Raw -80515.344160 + Penalty 2306.165297 = -78209.178863 nChanged 9 SP:Iteration 7Q (5941.858742 sec): 3 clusters Score: Raw -80520.880664 + Penalty 2306.165297 = -78214.715367 nChanged 9 SP:Iteration 8Q (5941.902467 sec): 3 clusters Score: Raw -80529.185627 + Penalty 2306.165297 = -78223.020330 nChanged 13 SP:Iteration 9Q (5941.942479 sec): 3 clusters Score: Raw -80535.930991 + Penalty 2306.165297 = -78229.765694 nChanged 7 SP:Iteration 10Q (5941.989865 sec): 3 clusters Score: Raw -80540.630903 + Penalty 2306.165297 = -78234.465607 nChanged 5 SP:Iteration 11Q (5942.031109 sec): 3 clusters Score: Raw -80545.638291 + Penalty 2306.165297 = -78239.472994 nChanged 4 SP:Iteration 12Q (5942.071076 sec): 3 clusters Score: Raw -80547.806286 + Penalty 2306.165297 = -78241.640989 nChanged 5 SP:Iteration 13Q (5942.123919 sec): 3 clusters Score: Raw -80553.754641 + Penalty 2306.165297 = -78247.589344 nChanged 6 SP:Iteration 14Q (5942.169078 sec): 3 clusters Score: Raw -80556.913864 + Penalty 2306.165297 = -78250.748567 nChanged 2 SP:Iteration 15Q (5942.213289 sec): 3 clusters Score: Raw -80557.983672 + Penalty 2306.165297 = -78251.818375 nChanged 1 SP:Iteration 16Q (5942.250644 sec): 3 clusters Score: Raw -80558.755818 + Penalty 2306.165297 = -78252.590522 nChanged 0 SP:Iteration 17F (5942.294352 sec): 3 clusters Score: Raw -80558.755818 + Penalty 2306.165297 = -78252.590522 nChanged 0 Trying to split cluster 9 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5942.319554 sec): 2 clusters Score: Raw -51054.340503 + Penalty 1125.728160 = -49928.612343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5942.365320 sec): 3 clusters Score: Raw -50780.335235 + Penalty 2251.456320 = -48528.878915 nChanged 305 SP:Iteration 1F (5942.397502 sec): 3 clusters Score: Raw -51111.382264 + Penalty 2251.456320 = -48859.925944 nChanged 93 SP:Iteration 2F (5942.437240 sec): 3 clusters Score: Raw -51252.214383 + Penalty 2251.456320 = -49000.758064 nChanged 58 SP:Iteration 3F (5942.479646 sec): 3 clusters Score: Raw -51335.712849 + Penalty 2251.456320 = -49084.256529 nChanged 31 SP:Iteration 4Q (5942.533563 sec): 3 clusters Score: Raw -51391.875854 + Penalty 2251.456320 = -49140.419534 nChanged 35 SP:Iteration 5Q (5942.569933 sec): 3 clusters Score: Raw -51453.940079 + Penalty 2251.456320 = -49202.483760 nChanged 35 SP:Iteration 6Q (5942.612033 sec): 3 clusters Score: Raw -51503.218179 + Penalty 2251.456320 = -49251.761860 nChanged 26 SP:Iteration 7Q (5942.652053 sec): 3 clusters Score: Raw -51537.688554 + Penalty 2251.456320 = -49286.232235 nChanged 16 SP:Iteration 8Q (5942.693531 sec): 3 clusters Score: Raw -51552.398116 + Penalty 2251.456320 = -49300.941797 nChanged 8 SP:Iteration 9Q (5942.732977 sec): 3 clusters Score: Raw -51560.555154 + Penalty 2251.456320 = -49309.098835 nChanged 9 SP:Iteration 10Q (5942.769824 sec): 3 clusters Score: Raw -51568.623934 + Penalty 2251.456320 = -49317.167615 nChanged 5 SP:Iteration 11Q (5942.819521 sec): 3 clusters Score: Raw -51572.646058 + Penalty 2251.456320 = -49321.189739 nChanged 2 SP:Iteration 12Q (5942.859923 sec): 3 clusters Score: Raw -51576.317838 + Penalty 2251.456320 = -49324.861518 nChanged 3 SP:Iteration 13Q (5942.896094 sec): 3 clusters Score: Raw -51582.398503 + Penalty 2251.456320 = -49330.942183 nChanged 7 SP:Iteration 14Q (5942.942890 sec): 3 clusters Score: Raw -51592.534113 + Penalty 2251.456320 = -49341.077794 nChanged 3 SP:Iteration 15Q (5942.984659 sec): 3 clusters Score: Raw -51598.870641 + Penalty 2251.456320 = -49347.414322 nChanged 7 SP:Iteration 16Q (5943.017689 sec): 3 clusters Score: Raw -51604.476914 + Penalty 2251.456320 = -49353.020594 nChanged 5 SP:Iteration 17Q (5943.067046 sec): 3 clusters Score: Raw -51609.920621 + Penalty 2251.456320 = -49358.464302 nChanged 4 SP:Iteration 18Q (5943.114637 sec): 3 clusters Score: Raw -51613.246142 + Penalty 2251.456320 = -49361.789823 nChanged 5 SP:Iteration 19Q (5943.161350 sec): 3 clusters Score: Raw -51616.637413 + Penalty 2251.456320 = -49365.181094 nChanged 4 SP:Iteration 20F (5943.194855 sec): 3 clusters Score: Raw -51620.612187 + Penalty 2251.456320 = -49369.155868 nChanged 2 SP:Iteration 21Q (5943.235491 sec): 3 clusters Score: Raw -51623.001739 + Penalty 2251.456320 = -49371.545419 nChanged 1 SP:Iteration 22Q (5943.275843 sec): 3 clusters Score: Raw -51623.835739 + Penalty 2251.456320 = -49372.379420 nChanged 1 SP:Iteration 23Q (5943.325673 sec): 3 clusters Score: Raw -51625.520657 + Penalty 2251.456320 = -49374.064338 nChanged 3 SP:Iteration 24Q (5943.371416 sec): 3 clusters Score: Raw -51628.586394 + Penalty 2251.456320 = -49377.130075 nChanged 2 SP:Iteration 25Q (5943.407155 sec): 3 clusters Score: Raw -51629.238541 + Penalty 2251.456320 = -49377.782222 nChanged 0 SP:Iteration 26F (5943.461861 sec): 3 clusters Score: Raw -51629.238541 + Penalty 2251.456320 = -49377.782222 nChanged 0 Trying to split cluster 10 (20397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5943.519564 sec): 2 clusters Score: Raw -1334715.650745 + Penalty 1612.510755 = -1333103.139990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5943.596371 sec): 3 clusters Score: Raw -1322374.528887 + Penalty 3225.021511 = -1319149.507377 nChanged 9247 SP:Iteration 1F (5943.678618 sec): 3 clusters Score: Raw -1327486.445035 + Penalty 3225.021511 = -1324261.423524 nChanged 950 SP:Iteration 2Q (5943.754810 sec): 3 clusters Score: Raw -1327833.190064 + Penalty 3225.021511 = -1324608.168553 nChanged 924 SP:Iteration 3Q (5943.834334 sec): 3 clusters Score: Raw -1328176.559053 + Penalty 3225.021511 = -1324951.537542 nChanged 890 SP:Iteration 4Q (5943.927618 sec): 3 clusters Score: Raw -1328548.007857 + Penalty 3225.021511 = -1325322.986347 nChanged 900 SP:Iteration 5Q (5944.010966 sec): 3 clusters Score: Raw -1328955.756613 + Penalty 3225.021511 = -1325730.735102 nChanged 943 SP:Iteration 6Q (5944.096015 sec): 3 clusters Score: Raw -1329458.842248 + Penalty 3225.021511 = -1326233.820737 nChanged 1017 SP:Iteration 7Q (5944.178003 sec): 3 clusters Score: Raw -1330105.739269 + Penalty 3225.021511 = -1326880.717758 nChanged 1177 SP:Iteration 8F (5944.252793 sec): 3 clusters Score: Raw -1330983.983375 + Penalty 3225.021511 = -1327758.961864 nChanged 1247 SP:Iteration 9F (5944.340786 sec): 3 clusters Score: Raw -1331897.597066 + Penalty 3225.021511 = -1328672.575556 nChanged 1106 SP:Iteration 10F (5944.424978 sec): 3 clusters Score: Raw -1332656.075842 + Penalty 3225.021511 = -1329431.054332 nChanged 919 SP:Iteration 11Q (5944.503861 sec): 3 clusters Score: Raw -1333164.443067 + Penalty 3225.021511 = -1329939.421556 nChanged 661 SP:Iteration 12Q (5944.587514 sec): 3 clusters Score: Raw -1333466.501782 + Penalty 3225.021511 = -1330241.480271 nChanged 483 SP:Iteration 13Q (5944.672021 sec): 3 clusters Score: Raw -1333663.576647 + Penalty 3225.021511 = -1330438.555136 nChanged 381 SP:Iteration 14Q (5944.755618 sec): 3 clusters Score: Raw -1333807.319240 + Penalty 3225.021511 = -1330582.297729 nChanged 338 SP:Iteration 15Q (5944.837087 sec): 3 clusters Score: Raw -1333950.127309 + Penalty 3225.021511 = -1330725.105798 nChanged 332 SP:Iteration 16Q (5944.915235 sec): 3 clusters Score: Raw -1334079.802368 + Penalty 3225.021511 = -1330854.780857 nChanged 301 SP:Iteration 17Q (5944.996065 sec): 3 clusters Score: Raw -1334188.283879 + Penalty 3225.021511 = -1330963.262369 nChanged 273 SP:Iteration 18Q (5945.077660 sec): 3 clusters Score: Raw -1334278.641438 + Penalty 3225.021511 = -1331053.619927 nChanged 242 SP:Iteration 19Q (5945.158980 sec): 3 clusters Score: Raw -1334347.942002 + Penalty 3225.021511 = -1331122.920491 nChanged 200 SP:Iteration 20F (5945.233586 sec): 3 clusters Score: Raw -1334395.736941 + Penalty 3225.021511 = -1331170.715430 nChanged 155 SP:Iteration 21Q (5945.311237 sec): 3 clusters Score: Raw -1334430.359199 + Penalty 3225.021511 = -1331205.337688 nChanged 150 SP:Iteration 22Q (5945.391666 sec): 3 clusters Score: Raw -1334462.543463 + Penalty 3225.021511 = -1331237.521953 nChanged 138 SP:Iteration 23Q (5945.482109 sec): 3 clusters Score: Raw -1334486.181766 + Penalty 3225.021511 = -1331261.160255 nChanged 110 SP:Iteration 24Q (5945.550784 sec): 3 clusters Score: Raw -1334501.644246 + Penalty 3225.021511 = -1331276.622735 nChanged 80 SP:Iteration 25Q (5945.636168 sec): 3 clusters Score: Raw -1334514.593207 + Penalty 3225.021511 = -1331289.571696 nChanged 79 SP:Iteration 26Q (5945.708493 sec): 3 clusters Score: Raw -1334528.800511 + Penalty 3225.021511 = -1331303.779000 nChanged 97 SP:Iteration 27Q (5945.795351 sec): 3 clusters Score: Raw -1334544.635180 + Penalty 3225.021511 = -1331319.613669 nChanged 79 SP:Iteration 28Q (5945.870208 sec): 3 clusters Score: Raw -1334557.649723 + Penalty 3225.021511 = -1331332.628212 nChanged 75 SP:Iteration 29Q (5945.957337 sec): 3 clusters Score: Raw -1334567.955805 + Penalty 3225.021511 = -1331342.934295 nChanged 71 SP:Iteration 30Q (5946.040177 sec): 3 clusters Score: Raw -1334577.994227 + Penalty 3225.021511 = -1331352.972716 nChanged 61 SP:Iteration 31Q (5946.121917 sec): 3 clusters Score: Raw -1334584.808593 + Penalty 3225.021511 = -1331359.787082 nChanged 47 SP:Iteration 32Q (5946.207402 sec): 3 clusters Score: Raw -1334590.151736 + Penalty 3225.021511 = -1331365.130226 nChanged 47 SP:Iteration 33Q (5946.278118 sec): 3 clusters Score: Raw -1334594.767029 + Penalty 3225.021511 = -1331369.745518 nChanged 41 SP:Iteration 34Q (5946.365755 sec): 3 clusters Score: Raw -1334598.420050 + Penalty 3225.021511 = -1331373.398539 nChanged 53 SP:Iteration 35Q (5946.448744 sec): 3 clusters Score: Raw -1334603.736932 + Penalty 3225.021511 = -1331378.715421 nChanged 51 SP:Iteration 36Q (5946.532676 sec): 3 clusters Score: Raw -1334608.556769 + Penalty 3225.021511 = -1331383.535258 nChanged 38 SP:Iteration 37Q (5946.609153 sec): 3 clusters Score: Raw -1334611.652395 + Penalty 3225.021511 = -1331386.630884 nChanged 33 SP:Iteration 38Q (5946.688265 sec): 3 clusters Score: Raw -1334614.536051 + Penalty 3225.021511 = -1331389.514541 nChanged 32 SP:Iteration 39Q (5946.764095 sec): 3 clusters Score: Raw -1334617.935871 + Penalty 3225.021511 = -1331392.914360 nChanged 40 SP:Iteration 40F (5946.852837 sec): 3 clusters Score: Raw -1334622.072489 + Penalty 3225.021511 = -1331397.050978 nChanged 43 SP:Iteration 41Q (5946.937288 sec): 3 clusters Score: Raw -1334626.348225 + Penalty 3225.021511 = -1331401.326714 nChanged 42 SP:Iteration 42Q (5947.020597 sec): 3 clusters Score: Raw -1334630.557316 + Penalty 3225.021511 = -1331405.535806 nChanged 39 SP:Iteration 43Q (5947.099835 sec): 3 clusters Score: Raw -1334633.787698 + Penalty 3225.021511 = -1331408.766187 nChanged 26 SP:Iteration 44Q (5947.175594 sec): 3 clusters Score: Raw -1334635.670267 + Penalty 3225.021511 = -1331410.648756 nChanged 21 SP:Iteration 45Q (5947.266405 sec): 3 clusters Score: Raw -1334637.327345 + Penalty 3225.021511 = -1331412.305834 nChanged 31 SP:Iteration 46Q (5947.349972 sec): 3 clusters Score: Raw -1334640.595356 + Penalty 3225.021511 = -1331415.573845 nChanged 32 SP:Iteration 47Q (5947.431658 sec): 3 clusters Score: Raw -1334643.376447 + Penalty 3225.021511 = -1331418.354936 nChanged 21 SP:Iteration 48Q (5947.501949 sec): 3 clusters Score: Raw -1334645.186041 + Penalty 3225.021511 = -1331420.164530 nChanged 26 SP:Iteration 49Q (5947.585332 sec): 3 clusters Score: Raw -1334647.383805 + Penalty 3225.021511 = -1331422.362294 nChanged 28 SP:Iteration 50Q (5947.666110 sec): 3 clusters Score: Raw -1334649.659666 + Penalty 3225.021511 = -1331424.638155 nChanged 26 SP:Iteration 51Q (5947.748143 sec): 3 clusters Score: Raw -1334651.529008 + Penalty 3225.021511 = -1331426.507497 nChanged 27 SP:Iteration 52Q (5947.831543 sec): 3 clusters Score: Raw -1334653.468017 + Penalty 3225.021511 = -1331428.446506 nChanged 21 SP:Iteration 53Q (5947.916951 sec): 3 clusters Score: Raw -1334654.988834 + Penalty 3225.021511 = -1331429.967323 nChanged 22 SP:Iteration 54Q (5947.996732 sec): 3 clusters Score: Raw -1334656.465477 + Penalty 3225.021511 = -1331431.443967 nChanged 20 SP:Iteration 55Q (5948.080545 sec): 3 clusters Score: Raw -1334657.690581 + Penalty 3225.021511 = -1331432.669071 nChanged 16 SP:Iteration 56Q (5948.157166 sec): 3 clusters Score: Raw -1334658.762175 + Penalty 3225.021511 = -1331433.740664 nChanged 22 SP:Iteration 57Q (5948.238239 sec): 3 clusters Score: Raw -1334660.520554 + Penalty 3225.021511 = -1331435.499044 nChanged 25 SP:Iteration 58Q (5948.318817 sec): 3 clusters Score: Raw -1334662.683344 + Penalty 3225.021511 = -1331437.661834 nChanged 30 SP:Iteration 59Q (5948.397155 sec): 3 clusters Score: Raw -1334665.170981 + Penalty 3225.021511 = -1331440.149470 nChanged 26 SP:Iteration 60F (5948.474272 sec): 3 clusters Score: Raw -1334667.041832 + Penalty 3225.021511 = -1331442.020322 nChanged 28 SP:Iteration 61Q (5948.556638 sec): 3 clusters Score: Raw -1334669.208531 + Penalty 3225.021511 = -1331444.187021 nChanged 30 SP:Iteration 62Q (5948.636458 sec): 3 clusters Score: Raw -1334671.681211 + Penalty 3225.021511 = -1331446.659700 nChanged 29 SP:Iteration 63Q (5948.712789 sec): 3 clusters Score: Raw -1334673.654927 + Penalty 3225.021511 = -1331448.633417 nChanged 19 SP:Iteration 64Q (5948.802672 sec): 3 clusters Score: Raw -1334674.772946 + Penalty 3225.021511 = -1331449.751435 nChanged 15 SP:Iteration 65Q (5948.865611 sec): 3 clusters Score: Raw -1334675.716457 + Penalty 3225.021511 = -1331450.694946 nChanged 13 SP:Iteration 66Q (5948.949622 sec): 3 clusters Score: Raw -1334676.345799 + Penalty 3225.021511 = -1331451.324288 nChanged 5 SP:Iteration 67Q (5949.033734 sec): 3 clusters Score: Raw -1334676.642391 + Penalty 3225.021511 = -1331451.620880 nChanged 6 SP:Iteration 68Q (5949.113489 sec): 3 clusters Score: Raw -1334676.965426 + Penalty 3225.021511 = -1331451.943915 nChanged 2 SP:Iteration 69Q (5949.194793 sec): 3 clusters Score: Raw -1334677.051638 + Penalty 3225.021511 = -1331452.030127 nChanged 2 SP:Iteration 70Q (5949.268202 sec): 3 clusters Score: Raw -1334677.296081 + Penalty 3225.021511 = -1331452.274570 nChanged 4 SP:Iteration 71Q (5949.348913 sec): 3 clusters Score: Raw -1334677.506322 + Penalty 3225.021511 = -1331452.484812 nChanged 6 SP:Iteration 72Q (5949.428546 sec): 3 clusters Score: Raw -1334677.858266 + Penalty 3225.021511 = -1331452.836755 nChanged 7 SP:Iteration 73Q (5949.500112 sec): 3 clusters Score: Raw -1334678.222833 + Penalty 3225.021511 = -1331453.201322 nChanged 7 SP:Iteration 74Q (5949.584370 sec): 3 clusters Score: Raw -1334678.612564 + Penalty 3225.021511 = -1331453.591053 nChanged 5 SP:Iteration 75Q (5949.666069 sec): 3 clusters Score: Raw -1334678.826921 + Penalty 3225.021511 = -1331453.805410 nChanged 5 SP:Iteration 76Q (5949.744840 sec): 3 clusters Score: Raw -1334679.061321 + Penalty 3225.021511 = -1331454.039810 nChanged 5 SP:Iteration 77Q (5949.815105 sec): 3 clusters Score: Raw -1334679.312427 + Penalty 3225.021511 = -1331454.290917 nChanged 1 SP:Iteration 78Q (5949.893725 sec): 3 clusters Score: Raw -1334679.332893 + Penalty 3225.021511 = -1331454.311383 nChanged 1 SP:Iteration 79Q (5949.974046 sec): 3 clusters Score: Raw -1334679.372625 + Penalty 3225.021511 = -1331454.351115 nChanged 0 SP:Iteration 80F (5950.062944 sec): 3 clusters Score: Raw -1334679.372625 + Penalty 3225.021511 = -1331454.351115 nChanged 0 Trying to split cluster 11 (12377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5950.106072 sec): 2 clusters Score: Raw -827949.902505 + Penalty 1531.334218 = -826418.568287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5950.156731 sec): 3 clusters Score: Raw -820814.363301 + Penalty 3062.668437 = -817751.694864 nChanged 5422 SP:Iteration 1F (5950.224249 sec): 3 clusters Score: Raw -823758.678023 + Penalty 3062.668437 = -820696.009586 nChanged 744 SP:Iteration 2F (5950.285443 sec): 3 clusters Score: Raw -824087.236551 + Penalty 3062.668437 = -821024.568114 nChanged 636 SP:Iteration 3F (5950.349987 sec): 3 clusters Score: Raw -824352.026758 + Penalty 3062.668437 = -821289.358321 nChanged 588 SP:Iteration 4Q (5950.408890 sec): 3 clusters Score: Raw -824602.807560 + Penalty 3062.668437 = -821540.139123 nChanged 551 SP:Iteration 5Q (5950.473197 sec): 3 clusters Score: Raw -824865.573739 + Penalty 3062.668437 = -821802.905302 nChanged 597 SP:Iteration 6Q (5950.548776 sec): 3 clusters Score: Raw -825168.479683 + Penalty 3062.668437 = -822105.811246 nChanged 607 SP:Iteration 7Q (5950.611504 sec): 3 clusters Score: Raw -825491.548856 + Penalty 3062.668437 = -822428.880419 nChanged 539 SP:Iteration 8Q (5950.678228 sec): 3 clusters Score: Raw -825821.124855 + Penalty 3062.668437 = -822758.456418 nChanged 582 SP:Iteration 9Q (5950.735585 sec): 3 clusters Score: Raw -826184.395014 + Penalty 3062.668437 = -823121.726577 nChanged 575 SP:Iteration 10Q (5950.801727 sec): 3 clusters Score: Raw -826489.495513 + Penalty 3062.668437 = -823426.827076 nChanged 494 SP:Iteration 11Q (5950.865305 sec): 3 clusters Score: Raw -826739.573039 + Penalty 3062.668437 = -823676.904602 nChanged 426 SP:Iteration 12Q (5950.929272 sec): 3 clusters Score: Raw -826936.007666 + Penalty 3062.668437 = -823873.339229 nChanged 334 SP:Iteration 13Q (5950.993559 sec): 3 clusters Score: Raw -827078.757476 + Penalty 3062.668437 = -824016.089039 nChanged 288 SP:Iteration 14Q (5951.059819 sec): 3 clusters Score: Raw -827175.610224 + Penalty 3062.668437 = -824112.941787 nChanged 224 SP:Iteration 15Q (5951.133080 sec): 3 clusters Score: Raw -827237.007568 + Penalty 3062.668437 = -824174.339131 nChanged 179 SP:Iteration 16Q (5951.197490 sec): 3 clusters Score: Raw -827287.053659 + Penalty 3062.668437 = -824224.385223 nChanged 154 SP:Iteration 17Q (5951.273769 sec): 3 clusters Score: Raw -827325.325015 + Penalty 3062.668437 = -824262.656578 nChanged 120 SP:Iteration 18Q (5951.330148 sec): 3 clusters Score: Raw -827355.105539 + Penalty 3062.668437 = -824292.437102 nChanged 117 SP:Iteration 19Q (5951.397686 sec): 3 clusters Score: Raw -827382.822899 + Penalty 3062.668437 = -824320.154462 nChanged 102 SP:Iteration 20F (5951.474752 sec): 3 clusters Score: Raw -827401.919172 + Penalty 3062.668437 = -824339.250735 nChanged 90 SP:Iteration 21Q (5951.538078 sec): 3 clusters Score: Raw -827417.393981 + Penalty 3062.668437 = -824354.725544 nChanged 77 SP:Iteration 22Q (5951.601709 sec): 3 clusters Score: Raw -827430.451796 + Penalty 3062.668437 = -824367.783359 nChanged 56 SP:Iteration 23Q (5951.663094 sec): 3 clusters Score: Raw -827439.502078 + Penalty 3062.668437 = -824376.833641 nChanged 47 SP:Iteration 24Q (5951.732470 sec): 3 clusters Score: Raw -827446.233818 + Penalty 3062.668437 = -824383.565381 nChanged 39 SP:Iteration 25Q (5951.797744 sec): 3 clusters Score: Raw -827452.365867 + Penalty 3062.668437 = -824389.697430 nChanged 41 SP:Iteration 26Q (5951.873450 sec): 3 clusters Score: Raw -827457.947727 + Penalty 3062.668437 = -824395.279290 nChanged 41 SP:Iteration 27Q (5951.945038 sec): 3 clusters Score: Raw -827463.633658 + Penalty 3062.668437 = -824400.965222 nChanged 38 SP:Iteration 28Q (5952.014169 sec): 3 clusters Score: Raw -827469.127355 + Penalty 3062.668437 = -824406.458918 nChanged 38 SP:Iteration 29Q (5952.083219 sec): 3 clusters Score: Raw -827474.399643 + Penalty 3062.668437 = -824411.731206 nChanged 37 SP:Iteration 30Q (5952.153019 sec): 3 clusters Score: Raw -827479.870196 + Penalty 3062.668437 = -824417.201759 nChanged 34 SP:Iteration 31Q (5952.225078 sec): 3 clusters Score: Raw -827486.053343 + Penalty 3062.668437 = -824423.384906 nChanged 38 SP:Iteration 32Q (5952.290725 sec): 3 clusters Score: Raw -827491.911800 + Penalty 3062.668437 = -824429.243363 nChanged 31 SP:Iteration 33Q (5952.363407 sec): 3 clusters Score: Raw -827495.330095 + Penalty 3062.668437 = -824432.661658 nChanged 20 SP:Iteration 34Q (5952.427905 sec): 3 clusters Score: Raw -827497.986752 + Penalty 3062.668437 = -824435.318315 nChanged 29 SP:Iteration 35Q (5952.496486 sec): 3 clusters Score: Raw -827501.218319 + Penalty 3062.668437 = -824438.549883 nChanged 21 SP:Iteration 36Q (5952.557104 sec): 3 clusters Score: Raw -827503.147311 + Penalty 3062.668437 = -824440.478874 nChanged 15 SP:Iteration 37Q (5952.620057 sec): 3 clusters Score: Raw -827504.414926 + Penalty 3062.668437 = -824441.746489 nChanged 10 SP:Iteration 38Q (5952.683299 sec): 3 clusters Score: Raw -827505.378471 + Penalty 3062.668437 = -824442.710034 nChanged 17 SP:Iteration 39Q (5952.757144 sec): 3 clusters Score: Raw -827507.268248 + Penalty 3062.668437 = -824444.599811 nChanged 15 SP:Iteration 40F (5952.826266 sec): 3 clusters Score: Raw -827508.907310 + Penalty 3062.668437 = -824446.238873 nChanged 18 SP:Iteration 41Q (5952.887049 sec): 3 clusters Score: Raw -827510.635931 + Penalty 3062.668437 = -824447.967494 nChanged 15 SP:Iteration 42Q (5952.964906 sec): 3 clusters Score: Raw -827511.973051 + Penalty 3062.668437 = -824449.304614 nChanged 14 SP:Iteration 43Q (5953.029967 sec): 3 clusters Score: Raw -827513.101684 + Penalty 3062.668437 = -824450.433247 nChanged 7 SP:Iteration 44Q (5953.097079 sec): 3 clusters Score: Raw -827513.893707 + Penalty 3062.668437 = -824451.225270 nChanged 10 SP:Iteration 45Q (5953.159625 sec): 3 clusters Score: Raw -827514.827142 + Penalty 3062.668437 = -824452.158706 nChanged 9 SP:Iteration 46Q (5953.227139 sec): 3 clusters Score: Raw -827515.738029 + Penalty 3062.668437 = -824453.069592 nChanged 7 SP:Iteration 47Q (5953.294451 sec): 3 clusters Score: Raw -827516.633412 + Penalty 3062.668437 = -824453.964975 nChanged 9 SP:Iteration 48Q (5953.375283 sec): 3 clusters Score: Raw -827517.464450 + Penalty 3062.668437 = -824454.796013 nChanged 15 SP:Iteration 49Q (5953.444187 sec): 3 clusters Score: Raw -827518.956676 + Penalty 3062.668437 = -824456.288239 nChanged 9 SP:Iteration 50Q (5953.509673 sec): 3 clusters Score: Raw -827519.725231 + Penalty 3062.668437 = -824457.056794 nChanged 8 SP:Iteration 51Q (5953.574695 sec): 3 clusters Score: Raw -827520.290182 + Penalty 3062.668437 = -824457.621745 nChanged 7 SP:Iteration 52Q (5953.643803 sec): 3 clusters Score: Raw -827520.876347 + Penalty 3062.668437 = -824458.207910 nChanged 7 SP:Iteration 53Q (5953.713986 sec): 3 clusters Score: Raw -827521.278473 + Penalty 3062.668437 = -824458.610036 nChanged 4 SP:Iteration 54Q (5953.782420 sec): 3 clusters Score: Raw -827521.633734 + Penalty 3062.668437 = -824458.965297 nChanged 6 SP:Iteration 55Q (5953.842616 sec): 3 clusters Score: Raw -827522.272560 + Penalty 3062.668437 = -824459.604123 nChanged 5 SP:Iteration 56Q (5953.914223 sec): 3 clusters Score: Raw -827522.999284 + Penalty 3062.668437 = -824460.330847 nChanged 7 SP:Iteration 57Q (5953.971158 sec): 3 clusters Score: Raw -827523.787042 + Penalty 3062.668437 = -824461.118605 nChanged 7 SP:Iteration 58Q (5954.033325 sec): 3 clusters Score: Raw -827524.461101 + Penalty 3062.668437 = -824461.792665 nChanged 7 SP:Iteration 59Q (5954.105178 sec): 3 clusters Score: Raw -827524.988672 + Penalty 3062.668437 = -824462.320235 nChanged 10 SP:Iteration 60F (5954.176894 sec): 3 clusters Score: Raw -827526.148466 + Penalty 3062.668437 = -824463.480029 nChanged 8 SP:Iteration 61Q (5954.244180 sec): 3 clusters Score: Raw -827527.296549 + Penalty 3062.668437 = -824464.628113 nChanged 11 SP:Iteration 62Q (5954.313501 sec): 3 clusters Score: Raw -827528.313741 + Penalty 3062.668437 = -824465.645305 nChanged 8 SP:Iteration 63Q (5954.382429 sec): 3 clusters Score: Raw -827529.188253 + Penalty 3062.668437 = -824466.519816 nChanged 6 SP:Iteration 64Q (5954.449983 sec): 3 clusters Score: Raw -827529.493969 + Penalty 3062.668437 = -824466.825532 nChanged 0 SP:Iteration 65F (5954.503792 sec): 3 clusters Score: Raw -827529.493969 + Penalty 3062.668437 = -824466.825532 nChanged 0 Trying to split cluster 12 (17227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5954.560360 sec): 2 clusters Score: Raw -1182398.415879 + Penalty 1585.062895 = -1180813.352984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5954.641286 sec): 3 clusters Score: Raw -1172170.304357 + Penalty 3170.125790 = -1169000.178567 nChanged 7682 SP:Iteration 1F (5954.708013 sec): 3 clusters Score: Raw -1176377.890327 + Penalty 3170.125790 = -1173207.764537 nChanged 990 SP:Iteration 2F (5954.786696 sec): 3 clusters Score: Raw -1176798.410509 + Penalty 3170.125790 = -1173628.284719 nChanged 897 SP:Iteration 3F (5954.867758 sec): 3 clusters Score: Raw -1177204.541587 + Penalty 3170.125790 = -1174034.415797 nChanged 863 SP:Iteration 4F (5954.942163 sec): 3 clusters Score: Raw -1177617.604167 + Penalty 3170.125790 = -1174447.478377 nChanged 840 SP:Iteration 5Q (5955.022801 sec): 3 clusters Score: Raw -1178086.680174 + Penalty 3170.125790 = -1174916.554384 nChanged 927 SP:Iteration 6F (5955.093838 sec): 3 clusters Score: Raw -1178691.887108 + Penalty 3170.125790 = -1175521.761318 nChanged 957 SP:Iteration 7F (5955.168945 sec): 3 clusters Score: Raw -1179403.622230 + Penalty 3170.125790 = -1176233.496440 nChanged 946 SP:Iteration 8F (5955.249100 sec): 3 clusters Score: Raw -1180093.518248 + Penalty 3170.125790 = -1176923.392458 nChanged 822 SP:Iteration 9Q (5955.321052 sec): 3 clusters Score: Raw -1180709.108873 + Penalty 3170.125790 = -1177538.983083 nChanged 688 SP:Iteration 10Q (5955.401077 sec): 3 clusters Score: Raw -1181170.512164 + Penalty 3170.125790 = -1178000.386374 nChanged 516 SP:Iteration 11Q (5955.481719 sec): 3 clusters Score: Raw -1181485.855242 + Penalty 3170.125790 = -1178315.729452 nChanged 366 SP:Iteration 12Q (5955.557043 sec): 3 clusters Score: Raw -1181672.220549 + Penalty 3170.125790 = -1178502.094759 nChanged 267 SP:Iteration 13Q (5955.632487 sec): 3 clusters Score: Raw -1181790.094664 + Penalty 3170.125790 = -1178619.968874 nChanged 205 SP:Iteration 14Q (5955.700668 sec): 3 clusters Score: Raw -1181883.222451 + Penalty 3170.125790 = -1178713.096661 nChanged 175 SP:Iteration 15Q (5955.779245 sec): 3 clusters Score: Raw -1181960.965541 + Penalty 3170.125790 = -1178790.839752 nChanged 145 SP:Iteration 16Q (5955.854320 sec): 3 clusters Score: Raw -1182023.941140 + Penalty 3170.125790 = -1178853.815350 nChanged 140 SP:Iteration 17Q (5955.917857 sec): 3 clusters Score: Raw -1182089.076505 + Penalty 3170.125790 = -1178918.950715 nChanged 130 SP:Iteration 18Q (5955.990442 sec): 3 clusters Score: Raw -1182161.924150 + Penalty 3170.125790 = -1178991.798360 nChanged 139 SP:Iteration 19Q (5956.074017 sec): 3 clusters Score: Raw -1182240.353249 + Penalty 3170.125790 = -1179070.227459 nChanged 137 SP:Iteration 20F (5956.143530 sec): 3 clusters Score: Raw -1182314.126517 + Penalty 3170.125790 = -1179144.000728 nChanged 119 SP:Iteration 21Q (5956.214921 sec): 3 clusters Score: Raw -1182380.211841 + Penalty 3170.125790 = -1179210.086051 nChanged 119 SP:Iteration 22Q (5956.290407 sec): 3 clusters Score: Raw -1182451.299381 + Penalty 3170.125790 = -1179281.173591 nChanged 127 SP:Iteration 23Q (5956.362827 sec): 3 clusters Score: Raw -1182542.887920 + Penalty 3170.125790 = -1179372.762130 nChanged 139 SP:Iteration 24Q (5956.430439 sec): 3 clusters Score: Raw -1182636.092233 + Penalty 3170.125790 = -1179465.966444 nChanged 112 SP:Iteration 25Q (5956.496713 sec): 3 clusters Score: Raw -1182701.306052 + Penalty 3170.125790 = -1179531.180262 nChanged 105 SP:Iteration 26Q (5956.564997 sec): 3 clusters Score: Raw -1182764.861720 + Penalty 3170.125790 = -1179594.735930 nChanged 88 SP:Iteration 27Q (5956.642462 sec): 3 clusters Score: Raw -1182827.650449 + Penalty 3170.125790 = -1179657.524659 nChanged 81 SP:Iteration 28Q (5956.709426 sec): 3 clusters Score: Raw -1182872.201700 + Penalty 3170.125790 = -1179702.075910 nChanged 68 SP:Iteration 29Q (5956.776148 sec): 3 clusters Score: Raw -1182898.645130 + Penalty 3170.125790 = -1179728.519341 nChanged 57 SP:Iteration 30Q (5956.843306 sec): 3 clusters Score: Raw -1182917.215020 + Penalty 3170.125790 = -1179747.089230 nChanged 51 SP:Iteration 31Q (5956.913024 sec): 3 clusters Score: Raw -1182933.809197 + Penalty 3170.125790 = -1179763.683407 nChanged 42 SP:Iteration 32Q (5956.979643 sec): 3 clusters Score: Raw -1182947.751735 + Penalty 3170.125790 = -1179777.625945 nChanged 42 SP:Iteration 33Q (5957.047796 sec): 3 clusters Score: Raw -1182959.669619 + Penalty 3170.125790 = -1179789.543830 nChanged 22 SP:Iteration 34Q (5957.114526 sec): 3 clusters Score: Raw -1182964.525279 + Penalty 3170.125790 = -1179794.399489 nChanged 23 SP:Iteration 35Q (5957.181044 sec): 3 clusters Score: Raw -1182969.141466 + Penalty 3170.125790 = -1179799.015676 nChanged 14 SP:Iteration 36Q (5957.251636 sec): 3 clusters Score: Raw -1182972.937214 + Penalty 3170.125790 = -1179802.811424 nChanged 19 SP:Iteration 37Q (5957.321218 sec): 3 clusters Score: Raw -1182977.959138 + Penalty 3170.125790 = -1179807.833349 nChanged 21 SP:Iteration 38Q (5957.384151 sec): 3 clusters Score: Raw -1182983.804858 + Penalty 3170.125790 = -1179813.679068 nChanged 13 SP:Iteration 39Q (5957.450894 sec): 3 clusters Score: Raw -1182986.874875 + Penalty 3170.125790 = -1179816.749085 nChanged 9 SP:Iteration 40F (5957.515948 sec): 3 clusters Score: Raw -1182990.048998 + Penalty 3170.125790 = -1179819.923209 nChanged 13 SP:Iteration 41Q (5957.578710 sec): 3 clusters Score: Raw -1182992.421472 + Penalty 3170.125790 = -1179822.295682 nChanged 4 SP:Iteration 42Q (5957.661691 sec): 3 clusters Score: Raw -1182993.581485 + Penalty 3170.125790 = -1179823.455695 nChanged 6 SP:Iteration 43Q (5957.721188 sec): 3 clusters Score: Raw -1182994.370465 + Penalty 3170.125790 = -1179824.244675 nChanged 4 SP:Iteration 44Q (5957.786560 sec): 3 clusters Score: Raw -1182994.843843 + Penalty 3170.125790 = -1179824.718053 nChanged 1 SP:Iteration 45Q (5957.865533 sec): 3 clusters Score: Raw -1182994.961778 + Penalty 3170.125790 = -1179824.835988 nChanged 0 SP:Iteration 46F (5957.934764 sec): 3 clusters Score: Raw -1182994.961778 + Penalty 3170.125790 = -1179824.835988 nChanged 0 Trying to split cluster 13 (8871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5957.970721 sec): 2 clusters Score: Raw -611803.127252 + Penalty 1477.213206 = -610325.914046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5958.034090 sec): 3 clusters Score: Raw -606809.918205 + Penalty 2954.426413 = -603855.491792 nChanged 3841 SP:Iteration 1F (5958.092780 sec): 3 clusters Score: Raw -609000.715795 + Penalty 2954.426413 = -606046.289382 nChanged 649 SP:Iteration 2F (5958.149501 sec): 3 clusters Score: Raw -609416.603686 + Penalty 2954.426413 = -606462.177274 nChanged 547 SP:Iteration 3F (5958.191136 sec): 3 clusters Score: Raw -609800.848733 + Penalty 2954.426413 = -606846.422320 nChanged 519 SP:Iteration 4F (5958.256629 sec): 3 clusters Score: Raw -610161.274312 + Penalty 2954.426413 = -607206.847900 nChanged 498 SP:Iteration 5F (5958.319242 sec): 3 clusters Score: Raw -610479.283239 + Penalty 2954.426413 = -607524.856826 nChanged 428 SP:Iteration 6Q (5958.382862 sec): 3 clusters Score: Raw -610733.446045 + Penalty 2954.426413 = -607779.019632 nChanged 381 SP:Iteration 7Q (5958.442662 sec): 3 clusters Score: Raw -610966.991929 + Penalty 2954.426413 = -608012.565516 nChanged 359 SP:Iteration 8Q (5958.498835 sec): 3 clusters Score: Raw -611174.770474 + Penalty 2954.426413 = -608220.344062 nChanged 285 SP:Iteration 9Q (5958.563706 sec): 3 clusters Score: Raw -611355.154870 + Penalty 2954.426413 = -608400.728457 nChanged 254 SP:Iteration 10Q (5958.626401 sec): 3 clusters Score: Raw -611501.728694 + Penalty 2954.426413 = -608547.302281 nChanged 229 SP:Iteration 11Q (5958.691781 sec): 3 clusters Score: Raw -611642.296621 + Penalty 2954.426413 = -608687.870209 nChanged 196 SP:Iteration 12Q (5958.758429 sec): 3 clusters Score: Raw -611754.230765 + Penalty 2954.426413 = -608799.804352 nChanged 148 SP:Iteration 13Q (5958.809857 sec): 3 clusters Score: Raw -611829.170583 + Penalty 2954.426413 = -608874.744171 nChanged 120 SP:Iteration 14Q (5958.870505 sec): 3 clusters Score: Raw -611887.451504 + Penalty 2954.426413 = -608933.025092 nChanged 109 SP:Iteration 15Q (5958.933921 sec): 3 clusters Score: Raw -611938.880097 + Penalty 2954.426413 = -608984.453684 nChanged 99 SP:Iteration 16Q (5958.995590 sec): 3 clusters Score: Raw -611984.448577 + Penalty 2954.426413 = -609030.022164 nChanged 82 SP:Iteration 17Q (5959.059625 sec): 3 clusters Score: Raw -612017.952709 + Penalty 2954.426413 = -609063.526296 nChanged 67 SP:Iteration 18Q (5959.123209 sec): 3 clusters Score: Raw -612047.205104 + Penalty 2954.426413 = -609092.778691 nChanged 66 SP:Iteration 19Q (5959.172041 sec): 3 clusters Score: Raw -612070.604871 + Penalty 2954.426413 = -609116.178458 nChanged 44 SP:Iteration 20F (5959.240569 sec): 3 clusters Score: Raw -612085.594585 + Penalty 2954.426413 = -609131.168173 nChanged 48 SP:Iteration 21Q (5959.301063 sec): 3 clusters Score: Raw -612103.322659 + Penalty 2954.426413 = -609148.896246 nChanged 41 SP:Iteration 22Q (5959.361021 sec): 3 clusters Score: Raw -612117.719111 + Penalty 2954.426413 = -609163.292698 nChanged 44 SP:Iteration 23Q (5959.423800 sec): 3 clusters Score: Raw -612130.818532 + Penalty 2954.426413 = -609176.392119 nChanged 39 SP:Iteration 24Q (5959.473731 sec): 3 clusters Score: Raw -612142.477099 + Penalty 2954.426413 = -609188.050686 nChanged 23 SP:Iteration 25Q (5959.536614 sec): 3 clusters Score: Raw -612149.410077 + Penalty 2954.426413 = -609194.983664 nChanged 16 SP:Iteration 26Q (5959.602939 sec): 3 clusters Score: Raw -612153.339941 + Penalty 2954.426413 = -609198.913529 nChanged 14 SP:Iteration 27Q (5959.660553 sec): 3 clusters Score: Raw -612158.685741 + Penalty 2954.426413 = -609204.259328 nChanged 12 SP:Iteration 28Q (5959.706355 sec): 3 clusters Score: Raw -612162.600343 + Penalty 2954.426413 = -609208.173930 nChanged 14 SP:Iteration 29Q (5959.771475 sec): 3 clusters Score: Raw -612166.041673 + Penalty 2954.426413 = -609211.615260 nChanged 15 SP:Iteration 30Q (5959.825912 sec): 3 clusters Score: Raw -612169.800840 + Penalty 2954.426413 = -609215.374428 nChanged 15 SP:Iteration 31Q (5959.887956 sec): 3 clusters Score: Raw -612173.125778 + Penalty 2954.426413 = -609218.699365 nChanged 10 SP:Iteration 32Q (5959.949377 sec): 3 clusters Score: Raw -612176.785275 + Penalty 2954.426413 = -609222.358862 nChanged 11 SP:Iteration 33Q (5960.022044 sec): 3 clusters Score: Raw -612179.549871 + Penalty 2954.426413 = -609225.123458 nChanged 6 SP:Iteration 34Q (5960.087409 sec): 3 clusters Score: Raw -612181.327404 + Penalty 2954.426413 = -609226.900991 nChanged 3 SP:Iteration 35Q (5960.149961 sec): 3 clusters Score: Raw -612181.941139 + Penalty 2954.426413 = -609227.514726 nChanged 0 SP:Iteration 36F (5960.215303 sec): 3 clusters Score: Raw -612181.941139 + Penalty 2954.426413 = -609227.514726 nChanged 0 Trying to split cluster 14 (53034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5960.313570 sec): 2 clusters Score: Raw -3408888.479390 + Penalty 1767.786881 = -3407120.692510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5960.447294 sec): 3 clusters Score: Raw -3375078.804924 + Penalty 3535.573761 = -3371543.231163 nChanged 24926 SP:Iteration 1F (5960.592005 sec): 3 clusters Score: Raw -3389915.933969 + Penalty 3535.573761 = -3386380.360208 nChanged 2622 SP:Iteration 2Q (5960.736868 sec): 3 clusters Score: Raw -3391109.670258 + Penalty 3535.573761 = -3387574.096497 nChanged 3033 SP:Iteration 3F (5960.876650 sec): 3 clusters Score: Raw -3392900.553060 + Penalty 3535.573761 = -3389364.979298 nChanged 3553 SP:Iteration 4F (5961.010056 sec): 3 clusters Score: Raw -3395475.790640 + Penalty 3535.573761 = -3391940.216879 nChanged 3944 SP:Iteration 5F (5961.149882 sec): 3 clusters Score: Raw -3398699.078673 + Penalty 3535.573761 = -3395163.504912 nChanged 3607 SP:Iteration 6F (5961.282774 sec): 3 clusters Score: Raw -3401568.875046 + Penalty 3535.573761 = -3398033.301284 nChanged 2980 SP:Iteration 7F (5961.422053 sec): 3 clusters Score: Raw -3403512.046001 + Penalty 3535.573761 = -3399976.472239 nChanged 2187 SP:Iteration 8Q (5961.570824 sec): 3 clusters Score: Raw -3404617.988138 + Penalty 3535.573761 = -3401082.414377 nChanged 1446 SP:Iteration 9Q (5961.692338 sec): 3 clusters Score: Raw -3405209.400403 + Penalty 3535.573761 = -3401673.826642 nChanged 1037 SP:Iteration 10Q (5961.828845 sec): 3 clusters Score: Raw -3405589.360857 + Penalty 3535.573761 = -3402053.787096 nChanged 860 SP:Iteration 11Q (5961.970144 sec): 3 clusters Score: Raw -3405923.139607 + Penalty 3535.573761 = -3402387.565846 nChanged 832 SP:Iteration 12Q (5962.111305 sec): 3 clusters Score: Raw -3406259.743542 + Penalty 3535.573761 = -3402724.169781 nChanged 787 SP:Iteration 13Q (5962.239671 sec): 3 clusters Score: Raw -3406566.755078 + Penalty 3535.573761 = -3403031.181316 nChanged 738 SP:Iteration 14Q (5962.375443 sec): 3 clusters Score: Raw -3406858.876904 + Penalty 3535.573761 = -3403323.303142 nChanged 753 SP:Iteration 15Q (5962.510312 sec): 3 clusters Score: Raw -3407164.484884 + Penalty 3535.573761 = -3403628.911123 nChanged 712 SP:Iteration 16Q (5962.640419 sec): 3 clusters Score: Raw -3407450.859824 + Penalty 3535.573761 = -3403915.286062 nChanged 654 SP:Iteration 17Q (5962.768955 sec): 3 clusters Score: Raw -3407725.744157 + Penalty 3535.573761 = -3404190.170396 nChanged 594 SP:Iteration 18Q (5962.903190 sec): 3 clusters Score: Raw -3407985.514338 + Penalty 3535.573761 = -3404449.940577 nChanged 533 SP:Iteration 19Q (5963.025234 sec): 3 clusters Score: Raw -3408200.715533 + Penalty 3535.573761 = -3404665.141771 nChanged 478 SP:Iteration 20F (5963.161542 sec): 3 clusters Score: Raw -3408389.007915 + Penalty 3535.573761 = -3404853.434154 nChanged 406 SP:Iteration 21Q (5963.285876 sec): 3 clusters Score: Raw -3408542.672686 + Penalty 3535.573761 = -3405007.098925 nChanged 362 SP:Iteration 22Q (5963.403746 sec): 3 clusters Score: Raw -3408679.205528 + Penalty 3535.573761 = -3405143.631767 nChanged 314 SP:Iteration 23Q (5963.529360 sec): 3 clusters Score: Raw -3408805.665415 + Penalty 3535.573761 = -3405270.091654 nChanged 251 SP:Iteration 24Q (5963.653195 sec): 3 clusters Score: Raw -3408916.273317 + Penalty 3535.573761 = -3405380.699555 nChanged 237 SP:Iteration 25Q (5963.774896 sec): 3 clusters Score: Raw -3409033.537396 + Penalty 3535.573761 = -3405497.963635 nChanged 218 SP:Iteration 26Q (5963.891607 sec): 3 clusters Score: Raw -3409142.567464 + Penalty 3535.573761 = -3405606.993703 nChanged 193 SP:Iteration 27Q (5964.024704 sec): 3 clusters Score: Raw -3409250.859255 + Penalty 3535.573761 = -3405715.285494 nChanged 177 SP:Iteration 28Q (5964.147919 sec): 3 clusters Score: Raw -3409331.534500 + Penalty 3535.573761 = -3405795.960739 nChanged 156 SP:Iteration 29Q (5964.257942 sec): 3 clusters Score: Raw -3409389.154971 + Penalty 3535.573761 = -3405853.581209 nChanged 130 SP:Iteration 30Q (5964.379348 sec): 3 clusters Score: Raw -3409432.903321 + Penalty 3535.573761 = -3405897.329560 nChanged 99 SP:Iteration 31Q (5964.497945 sec): 3 clusters Score: Raw -3409468.127366 + Penalty 3535.573761 = -3405932.553605 nChanged 82 SP:Iteration 32Q (5964.622050 sec): 3 clusters Score: Raw -3409494.069950 + Penalty 3535.573761 = -3405958.496189 nChanged 84 SP:Iteration 33Q (5964.732659 sec): 3 clusters Score: Raw -3409517.363565 + Penalty 3535.573761 = -3405981.789804 nChanged 69 SP:Iteration 34Q (5964.859992 sec): 3 clusters Score: Raw -3409534.632063 + Penalty 3535.573761 = -3405999.058302 nChanged 52 SP:Iteration 35Q (5964.971239 sec): 3 clusters Score: Raw -3409545.394523 + Penalty 3535.573761 = -3406009.820762 nChanged 36 SP:Iteration 36Q (5965.097941 sec): 3 clusters Score: Raw -3409552.768910 + Penalty 3535.573761 = -3406017.195149 nChanged 27 SP:Iteration 37Q (5965.215280 sec): 3 clusters Score: Raw -3409557.263899 + Penalty 3535.573761 = -3406021.690138 nChanged 19 SP:Iteration 38Q (5965.337068 sec): 3 clusters Score: Raw -3409560.022344 + Penalty 3535.573761 = -3406024.448583 nChanged 7 SP:Iteration 39Q (5965.451797 sec): 3 clusters Score: Raw -3409561.476492 + Penalty 3535.573761 = -3406025.902731 nChanged 12 SP:Iteration 40F (5965.589490 sec): 3 clusters Score: Raw -3409563.891313 + Penalty 3535.573761 = -3406028.317552 nChanged 13 SP:Iteration 41Q (5965.706914 sec): 3 clusters Score: Raw -3409565.574818 + Penalty 3535.573761 = -3406030.001057 nChanged 7 SP:Iteration 42Q (5965.826380 sec): 3 clusters Score: Raw -3409566.620023 + Penalty 3535.573761 = -3406031.046261 nChanged 3 SP:Iteration 43Q (5965.947931 sec): 3 clusters Score: Raw -3409567.023974 + Penalty 3535.573761 = -3406031.450213 nChanged 2 SP:Iteration 44Q (5966.056854 sec): 3 clusters Score: Raw -3409567.227542 + Penalty 3535.573761 = -3406031.653781 nChanged 2 SP:Iteration 45Q (5966.171571 sec): 3 clusters Score: Raw -3409567.421711 + Penalty 3535.573761 = -3406031.847949 nChanged 0 SP:Iteration 46F (5966.316963 sec): 3 clusters Score: Raw -3409567.421711 + Penalty 3535.573761 = -3406031.847949 nChanged 0 Trying to split cluster 15 (43891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5966.399507 sec): 2 clusters Score: Raw -3000160.817864 + Penalty 1737.037992 = -2998423.779872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5966.529521 sec): 3 clusters Score: Raw -2972659.896623 + Penalty 3474.075984 = -2969185.820639 nChanged 20349 SP:Iteration 1F (5966.647244 sec): 3 clusters Score: Raw -2984276.573769 + Penalty 3474.075984 = -2980802.497785 nChanged 2210 SP:Iteration 2F (5966.777436 sec): 3 clusters Score: Raw -2985203.646999 + Penalty 3474.075984 = -2981729.571014 nChanged 2523 SP:Iteration 3F (5966.907339 sec): 3 clusters Score: Raw -2986530.294497 + Penalty 3474.075984 = -2983056.218513 nChanged 2954 SP:Iteration 4F (5967.022332 sec): 3 clusters Score: Raw -2988455.602485 + Penalty 3474.075984 = -2984981.526501 nChanged 3292 SP:Iteration 5F (5967.154680 sec): 3 clusters Score: Raw -2991019.689484 + Penalty 3474.075984 = -2987545.613500 nChanged 3334 SP:Iteration 6F (5967.282379 sec): 3 clusters Score: Raw -2993949.550454 + Penalty 3474.075984 = -2990475.474470 nChanged 2880 SP:Iteration 7F (5967.408912 sec): 3 clusters Score: Raw -2996575.224126 + Penalty 3474.075984 = -2993101.148141 nChanged 2059 SP:Iteration 8Q (5967.531171 sec): 3 clusters Score: Raw -2998399.100568 + Penalty 3474.075984 = -2994925.024584 nChanged 1299 SP:Iteration 9Q (5967.650617 sec): 3 clusters Score: Raw -2999424.034713 + Penalty 3474.075984 = -2995949.958729 nChanged 780 SP:Iteration 10Q (5967.773805 sec): 3 clusters Score: Raw -3000003.712028 + Penalty 3474.075984 = -2996529.636044 nChanged 458 SP:Iteration 11Q (5967.888030 sec): 3 clusters Score: Raw -3000314.095278 + Penalty 3474.075984 = -2996840.019294 nChanged 284 SP:Iteration 12Q (5968.002690 sec): 3 clusters Score: Raw -3000495.968607 + Penalty 3474.075984 = -2997021.892623 nChanged 174 SP:Iteration 13Q (5968.111216 sec): 3 clusters Score: Raw -3000600.334116 + Penalty 3474.075984 = -2997126.258132 nChanged 122 SP:Iteration 14Q (5968.218376 sec): 3 clusters Score: Raw -3000681.732121 + Penalty 3474.075984 = -2997207.656137 nChanged 74 SP:Iteration 15Q (5968.325399 sec): 3 clusters Score: Raw -3000727.976783 + Penalty 3474.075984 = -2997253.900798 nChanged 48 SP:Iteration 16Q (5968.430409 sec): 3 clusters Score: Raw -3000767.814827 + Penalty 3474.075984 = -2997293.738843 nChanged 43 SP:Iteration 17Q (5968.526763 sec): 3 clusters Score: Raw -3000799.677617 + Penalty 3474.075984 = -2997325.601633 nChanged 36 SP:Iteration 18Q (5968.642467 sec): 3 clusters Score: Raw -3000820.036480 + Penalty 3474.075984 = -2997345.960496 nChanged 26 SP:Iteration 19Q (5968.756238 sec): 3 clusters Score: Raw -3000835.385468 + Penalty 3474.075984 = -2997361.309484 nChanged 22 SP:Iteration 20F (5968.883417 sec): 3 clusters Score: Raw -3000846.011884 + Penalty 3474.075984 = -2997371.935899 nChanged 11 SP:Iteration 21Q (5968.975294 sec): 3 clusters Score: Raw -3000850.790979 + Penalty 3474.075984 = -2997376.714995 nChanged 9 SP:Iteration 22Q (5969.085662 sec): 3 clusters Score: Raw -3000855.187307 + Penalty 3474.075984 = -2997381.111323 nChanged 11 SP:Iteration 23Q (5969.186930 sec): 3 clusters Score: Raw -3000859.746888 + Penalty 3474.075984 = -2997385.670904 nChanged 5 SP:Iteration 24Q (5969.309291 sec): 3 clusters Score: Raw -3000861.352177 + Penalty 3474.075984 = -2997387.276192 nChanged 7 SP:Iteration 25Q (5969.414934 sec): 3 clusters Score: Raw -3000863.756371 + Penalty 3474.075984 = -2997389.680387 nChanged 4 SP:Iteration 26Q (5969.524118 sec): 3 clusters Score: Raw -3000865.798641 + Penalty 3474.075984 = -2997391.722657 nChanged 2 SP:Iteration 27Q (5969.620346 sec): 3 clusters Score: Raw -3000867.105150 + Penalty 3474.075984 = -2997393.029166 nChanged 3 SP:Iteration 28Q (5969.724767 sec): 3 clusters Score: Raw -3000868.662983 + Penalty 3474.075984 = -2997394.586999 nChanged 1 SP:Iteration 29Q (5969.827031 sec): 3 clusters Score: Raw -3000868.901635 + Penalty 3474.075984 = -2997394.825651 nChanged 0 SP:Iteration 30F (5969.948390 sec): 3 clusters Score: Raw -3000868.901635 + Penalty 3474.075984 = -2997394.825651 nChanged 0 Trying to split cluster 16 (1304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5969.976073 sec): 2 clusters Score: Raw -84823.152138 + Penalty 1165.643658 = -83657.508480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5970.013406 sec): 3 clusters Score: Raw -84328.922383 + Penalty 2331.287316 = -81997.635067 nChanged 436 SP:Iteration 1F (5970.056424 sec): 3 clusters Score: Raw -84661.486613 + Penalty 2331.287316 = -82330.199297 nChanged 94 SP:Iteration 2F (5970.104973 sec): 3 clusters Score: Raw -84741.918193 + Penalty 2331.287316 = -82410.630876 nChanged 43 SP:Iteration 3Q (5970.153141 sec): 3 clusters Score: Raw -84778.093577 + Penalty 2331.287316 = -82446.806261 nChanged 27 SP:Iteration 4Q (5970.204640 sec): 3 clusters Score: Raw -84800.928796 + Penalty 2331.287316 = -82469.641480 nChanged 20 SP:Iteration 5Q (5970.239839 sec): 3 clusters Score: Raw -84816.801326 + Penalty 2331.287316 = -82485.514010 nChanged 17 SP:Iteration 6Q (5970.290263 sec): 3 clusters Score: Raw -84827.853507 + Penalty 2331.287316 = -82496.566191 nChanged 11 SP:Iteration 7Q (5970.323831 sec): 3 clusters Score: Raw -84836.334176 + Penalty 2331.287316 = -82505.046859 nChanged 16 SP:Iteration 8Q (5970.356431 sec): 3 clusters Score: Raw -84849.601121 + Penalty 2331.287316 = -82518.313804 nChanged 10 SP:Iteration 9Q (5970.390221 sec): 3 clusters Score: Raw -84856.448002 + Penalty 2331.287316 = -82525.160686 nChanged 11 SP:Iteration 10Q (5970.439989 sec): 3 clusters Score: Raw -84862.327121 + Penalty 2331.287316 = -82531.039805 nChanged 9 SP:Iteration 11Q (5970.469773 sec): 3 clusters Score: Raw -84869.401604 + Penalty 2331.287316 = -82538.114288 nChanged 10 SP:Iteration 12Q (5970.511258 sec): 3 clusters Score: Raw -84876.990878 + Penalty 2331.287316 = -82545.703562 nChanged 4 SP:Iteration 13Q (5970.568313 sec): 3 clusters Score: Raw -84878.407702 + Penalty 2331.287316 = -82547.120385 nChanged 2 SP:Iteration 14Q (5970.609010 sec): 3 clusters Score: Raw -84879.534343 + Penalty 2331.287316 = -82548.247027 nChanged 4 SP:Iteration 15Q (5970.642056 sec): 3 clusters Score: Raw -84882.147979 + Penalty 2331.287316 = -82550.860663 nChanged 4 SP:Iteration 16Q (5970.686193 sec): 3 clusters Score: Raw -84883.850029 + Penalty 2331.287316 = -82552.562713 nChanged 2 SP:Iteration 17Q (5970.740934 sec): 3 clusters Score: Raw -84885.751119 + Penalty 2331.287316 = -82554.463803 nChanged 4 SP:Iteration 18Q (5970.777656 sec): 3 clusters Score: Raw -84888.539117 + Penalty 2331.287316 = -82557.251801 nChanged 3 SP:Iteration 19Q (5970.822755 sec): 3 clusters Score: Raw -84891.077445 + Penalty 2331.287316 = -82559.790128 nChanged 2 SP:Iteration 20F (5970.878832 sec): 3 clusters Score: Raw -84896.448286 + Penalty 2331.287316 = -82565.160969 nChanged 5 SP:Iteration 21Q (5970.916038 sec): 3 clusters Score: Raw -84900.723500 + Penalty 2331.287316 = -82569.436184 nChanged 4 SP:Iteration 22Q (5970.967257 sec): 3 clusters Score: Raw -84902.218217 + Penalty 2331.287316 = -82570.930900 nChanged 1 SP:Iteration 23Q (5971.021436 sec): 3 clusters Score: Raw -84904.565629 + Penalty 2331.287316 = -82573.278312 nChanged 3 SP:Iteration 24Q (5971.059472 sec): 3 clusters Score: Raw -84909.170605 + Penalty 2331.287316 = -82577.883288 nChanged 5 SP:Iteration 25Q (5971.109206 sec): 3 clusters Score: Raw -84912.500507 + Penalty 2331.287316 = -82581.213191 nChanged 4 SP:Iteration 26Q (5971.160724 sec): 3 clusters Score: Raw -84914.152094 + Penalty 2331.287316 = -82582.864778 nChanged 2 SP:Iteration 27Q (5971.197613 sec): 3 clusters Score: Raw -84915.035161 + Penalty 2331.287316 = -82583.747845 nChanged 1 SP:Iteration 28Q (5971.244394 sec): 3 clusters Score: Raw -84915.571787 + Penalty 2331.287316 = -82584.284471 nChanged 1 SP:Iteration 29Q (5971.286369 sec): 3 clusters Score: Raw -84915.787627 + Penalty 2331.287316 = -82584.500311 nChanged 0 SP:Iteration 30F (5971.335910 sec): 3 clusters Score: Raw -84915.787627 + Penalty 2331.287316 = -82584.500311 nChanged 0 Trying to split cluster 17 (1997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5971.355866 sec): 2 clusters Score: Raw -113266.994826 + Penalty 1234.902717 = -112032.092110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5971.414572 sec): 3 clusters Score: Raw -112435.198515 + Penalty 2469.805433 = -109965.393082 nChanged 729 SP:Iteration 1F (5971.452236 sec): 3 clusters Score: Raw -113024.423261 + Penalty 2469.805433 = -110554.617828 nChanged 203 SP:Iteration 2F (5971.505977 sec): 3 clusters Score: Raw -113331.000510 + Penalty 2469.805433 = -110861.195076 nChanged 173 SP:Iteration 3F (5971.553050 sec): 3 clusters Score: Raw -113645.927504 + Penalty 2469.805433 = -111176.122071 nChanged 156 SP:Iteration 4F (5971.591960 sec): 3 clusters Score: Raw -113931.457589 + Penalty 2469.805433 = -111461.652156 nChanged 127 SP:Iteration 5F (5971.640692 sec): 3 clusters Score: Raw -114147.870846 + Penalty 2469.805433 = -111678.065413 nChanged 82 SP:Iteration 6Q (5971.700012 sec): 3 clusters Score: Raw -114309.624151 + Penalty 2469.805433 = -111839.818718 nChanged 56 SP:Iteration 7Q (5971.747727 sec): 3 clusters Score: Raw -114409.344662 + Penalty 2469.805433 = -111939.539229 nChanged 36 SP:Iteration 8Q (5971.796577 sec): 3 clusters Score: Raw -114483.152540 + Penalty 2469.805433 = -112013.347107 nChanged 32 SP:Iteration 9Q (5971.846653 sec): 3 clusters Score: Raw -114542.719851 + Penalty 2469.805433 = -112072.914418 nChanged 30 SP:Iteration 10Q (5971.885823 sec): 3 clusters Score: Raw -114601.980556 + Penalty 2469.805433 = -112132.175122 nChanged 28 SP:Iteration 11Q (5971.936088 sec): 3 clusters Score: Raw -114649.330207 + Penalty 2469.805433 = -112179.524774 nChanged 20 SP:Iteration 12Q (5971.985943 sec): 3 clusters Score: Raw -114689.162103 + Penalty 2469.805433 = -112219.356670 nChanged 21 SP:Iteration 13Q (5972.034086 sec): 3 clusters Score: Raw -114715.209861 + Penalty 2469.805433 = -112245.404427 nChanged 9 SP:Iteration 14Q (5972.083817 sec): 3 clusters Score: Raw -114722.330857 + Penalty 2469.805433 = -112252.525423 nChanged 1 SP:Iteration 15Q (5972.133733 sec): 3 clusters Score: Raw -114722.660934 + Penalty 2469.805433 = -112252.855501 nChanged 0 SP:Iteration 16F (5972.194241 sec): 3 clusters Score: Raw -114722.660934 + Penalty 2469.805433 = -112252.855501 nChanged 0 Score: Raw -32166305.369173 + Penalty 78919.061034 = -32087386.308139 Splitting cluster 17 changes total score from -32088062.943057 to -32087386.308139 So it's not getting split. Trying to split cluster 18 (4612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5983.809673 sec): 2 clusters Score: Raw -319116.990661 + Penalty 1370.917743 = -317746.072918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5983.855187 sec): 3 clusters Score: Raw -316738.040034 + Penalty 2741.835486 = -313996.204548 nChanged 1827 SP:Iteration 1F (5983.905439 sec): 3 clusters Score: Raw -317679.769607 + Penalty 2741.835486 = -314937.934120 nChanged 332 SP:Iteration 2F (5983.954997 sec): 3 clusters Score: Raw -317863.414573 + Penalty 2741.835486 = -315121.579086 nChanged 254 SP:Iteration 3F (5984.002169 sec): 3 clusters Score: Raw -317996.795006 + Penalty 2741.835486 = -315254.959520 nChanged 200 SP:Iteration 4Q (5984.057846 sec): 3 clusters Score: Raw -318104.082108 + Penalty 2741.835486 = -315362.246622 nChanged 171 SP:Iteration 5Q (5984.111762 sec): 3 clusters Score: Raw -318199.978942 + Penalty 2741.835486 = -315458.143456 nChanged 160 SP:Iteration 6Q (5984.162914 sec): 3 clusters Score: Raw -318282.894387 + Penalty 2741.835486 = -315541.058901 nChanged 134 SP:Iteration 7Q (5984.209505 sec): 3 clusters Score: Raw -318361.653612 + Penalty 2741.835486 = -315619.818126 nChanged 138 SP:Iteration 8Q (5984.263206 sec): 3 clusters Score: Raw -318437.919222 + Penalty 2741.835486 = -315696.083736 nChanged 141 SP:Iteration 9Q (5984.317877 sec): 3 clusters Score: Raw -318513.314862 + Penalty 2741.835486 = -315771.479376 nChanged 143 SP:Iteration 10Q (5984.379582 sec): 3 clusters Score: Raw -318603.849497 + Penalty 2741.835486 = -315862.014011 nChanged 148 SP:Iteration 11Q (5984.430858 sec): 3 clusters Score: Raw -318700.647304 + Penalty 2741.835486 = -315958.811818 nChanged 122 SP:Iteration 12Q (5984.483258 sec): 3 clusters Score: Raw -318782.353632 + Penalty 2741.835486 = -316040.518146 nChanged 134 SP:Iteration 13Q (5984.539052 sec): 3 clusters Score: Raw -318872.870259 + Penalty 2741.835486 = -316131.034772 nChanged 115 SP:Iteration 14Q (5984.581957 sec): 3 clusters Score: Raw -318953.640061 + Penalty 2741.835486 = -316211.804575 nChanged 103 SP:Iteration 15Q (5984.645690 sec): 3 clusters Score: Raw -319026.519309 + Penalty 2741.835486 = -316284.683823 nChanged 81 SP:Iteration 16Q (5984.695183 sec): 3 clusters Score: Raw -319079.022035 + Penalty 2741.835486 = -316337.186548 nChanged 66 SP:Iteration 17Q (5984.747693 sec): 3 clusters Score: Raw -319126.563342 + Penalty 2741.835486 = -316384.727856 nChanged 63 SP:Iteration 18Q (5984.790784 sec): 3 clusters Score: Raw -319173.400728 + Penalty 2741.835486 = -316431.565242 nChanged 44 SP:Iteration 19Q (5984.854148 sec): 3 clusters Score: Raw -319199.158707 + Penalty 2741.835486 = -316457.323220 nChanged 27 SP:Iteration 20F (5984.901506 sec): 3 clusters Score: Raw -319214.829541 + Penalty 2741.835486 = -316472.994054 nChanged 21 SP:Iteration 21Q (5984.955826 sec): 3 clusters Score: Raw -319226.823049 + Penalty 2741.835486 = -316484.987562 nChanged 19 SP:Iteration 22Q (5985.007238 sec): 3 clusters Score: Raw -319236.497854 + Penalty 2741.835486 = -316494.662368 nChanged 11 SP:Iteration 23Q (5985.067746 sec): 3 clusters Score: Raw -319243.004960 + Penalty 2741.835486 = -316501.169473 nChanged 9 SP:Iteration 24Q (5985.122505 sec): 3 clusters Score: Raw -319249.075660 + Penalty 2741.835486 = -316507.240173 nChanged 13 SP:Iteration 25Q (5985.173404 sec): 3 clusters Score: Raw -319257.611478 + Penalty 2741.835486 = -316515.775992 nChanged 10 SP:Iteration 26Q (5985.218894 sec): 3 clusters Score: Raw -319263.262697 + Penalty 2741.835486 = -316521.427211 nChanged 3 SP:Iteration 27Q (5985.278591 sec): 3 clusters Score: Raw -319264.207799 + Penalty 2741.835486 = -316522.372313 nChanged 3 SP:Iteration 28Q (5985.331257 sec): 3 clusters Score: Raw -319266.198546 + Penalty 2741.835486 = -316524.363059 nChanged 4 SP:Iteration 29Q (5985.386077 sec): 3 clusters Score: Raw -319269.069916 + Penalty 2741.835486 = -316527.234430 nChanged 5 SP:Iteration 30Q (5985.429089 sec): 3 clusters Score: Raw -319273.249164 + Penalty 2741.835486 = -316531.413678 nChanged 2 SP:Iteration 31Q (5985.494028 sec): 3 clusters Score: Raw -319274.589512 + Penalty 2741.835486 = -316532.754026 nChanged 1 SP:Iteration 32Q (5985.548124 sec): 3 clusters Score: Raw -319275.305275 + Penalty 2741.835486 = -316533.469788 nChanged 2 SP:Iteration 33Q (5985.595681 sec): 3 clusters Score: Raw -319277.050631 + Penalty 2741.835486 = -316535.215145 nChanged 4 SP:Iteration 34Q (5985.646371 sec): 3 clusters Score: Raw -319280.051160 + Penalty 2741.835486 = -316538.215673 nChanged 5 SP:Iteration 35Q (5985.698939 sec): 3 clusters Score: Raw -319284.005955 + Penalty 2741.835486 = -316542.170469 nChanged 4 SP:Iteration 36Q (5985.750777 sec): 3 clusters Score: Raw -319286.888492 + Penalty 2741.835486 = -316545.053005 nChanged 2 SP:Iteration 37Q (5985.796360 sec): 3 clusters Score: Raw -319288.454699 + Penalty 2741.835486 = -316546.619213 nChanged 4 SP:Iteration 38Q (5985.855234 sec): 3 clusters Score: Raw -319290.729447 + Penalty 2741.835486 = -316548.893961 nChanged 0 SP:Iteration 39F (5985.911098 sec): 3 clusters Score: Raw -319290.729447 + Penalty 2741.835486 = -316548.893961 nChanged 0 Trying to split cluster 19 (12671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5985.951210 sec): 2 clusters Score: Raw -831101.655093 + Penalty 1535.149069 = -829566.506024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5986.008076 sec): 3 clusters Score: Raw -823811.917950 + Penalty 3070.298139 = -820741.619811 nChanged 5550 SP:Iteration 1F (5986.083122 sec): 3 clusters Score: Raw -826860.627560 + Penalty 3070.298139 = -823790.329421 nChanged 864 SP:Iteration 2F (5986.152459 sec): 3 clusters Score: Raw -827338.582646 + Penalty 3070.298139 = -824268.284507 nChanged 822 SP:Iteration 3F (5986.212960 sec): 3 clusters Score: Raw -827805.802049 + Penalty 3070.298139 = -824735.503910 nChanged 807 SP:Iteration 4F (5986.287492 sec): 3 clusters Score: Raw -828303.283549 + Penalty 3070.298139 = -825232.985410 nChanged 808 SP:Iteration 5F (5986.356691 sec): 3 clusters Score: Raw -828834.025918 + Penalty 3070.298139 = -825763.727779 nChanged 782 SP:Iteration 6F (5986.426310 sec): 3 clusters Score: Raw -829374.624184 + Penalty 3070.298139 = -826304.326045 nChanged 701 SP:Iteration 7F (5986.493376 sec): 3 clusters Score: Raw -829881.837468 + Penalty 3070.298139 = -826811.539329 nChanged 589 SP:Iteration 8Q (5986.562834 sec): 3 clusters Score: Raw -830290.964607 + Penalty 3070.298139 = -827220.666468 nChanged 479 SP:Iteration 9Q (5986.622233 sec): 3 clusters Score: Raw -830629.411430 + Penalty 3070.298139 = -827559.113291 nChanged 366 SP:Iteration 10Q (5986.695668 sec): 3 clusters Score: Raw -830895.628024 + Penalty 3070.298139 = -827825.329885 nChanged 262 SP:Iteration 11Q (5986.770097 sec): 3 clusters Score: Raw -831073.705552 + Penalty 3070.298139 = -828003.407413 nChanged 174 SP:Iteration 12Q (5986.826145 sec): 3 clusters Score: Raw -831201.672440 + Penalty 3070.298139 = -828131.374301 nChanged 131 SP:Iteration 13Q (5986.896745 sec): 3 clusters Score: Raw -831285.393249 + Penalty 3070.298139 = -828215.095110 nChanged 77 SP:Iteration 14Q (5986.966639 sec): 3 clusters Score: Raw -831341.200608 + Penalty 3070.298139 = -828270.902469 nChanged 54 SP:Iteration 15Q (5987.038626 sec): 3 clusters Score: Raw -831377.407842 + Penalty 3070.298139 = -828307.109703 nChanged 35 SP:Iteration 16Q (5987.094973 sec): 3 clusters Score: Raw -831403.744490 + Penalty 3070.298139 = -828333.446351 nChanged 23 SP:Iteration 17Q (5987.160784 sec): 3 clusters Score: Raw -831422.631056 + Penalty 3070.298139 = -828352.332917 nChanged 22 SP:Iteration 18Q (5987.232574 sec): 3 clusters Score: Raw -831440.074115 + Penalty 3070.298139 = -828369.775976 nChanged 20 SP:Iteration 19Q (5987.302011 sec): 3 clusters Score: Raw -831456.237127 + Penalty 3070.298139 = -828385.938988 nChanged 15 SP:Iteration 20F (5987.368825 sec): 3 clusters Score: Raw -831463.185517 + Penalty 3070.298139 = -828392.887379 nChanged 6 SP:Iteration 21Q (5987.421053 sec): 3 clusters Score: Raw -831466.715435 + Penalty 3070.298139 = -828396.417296 nChanged 3 SP:Iteration 22Q (5987.495284 sec): 3 clusters Score: Raw -831468.496001 + Penalty 3070.298139 = -828398.197862 nChanged 3 SP:Iteration 23Q (5987.562324 sec): 3 clusters Score: Raw -831469.899129 + Penalty 3070.298139 = -828399.600990 nChanged 2 SP:Iteration 24Q (5987.619565 sec): 3 clusters Score: Raw -831471.696329 + Penalty 3070.298139 = -828401.398190 nChanged 3 SP:Iteration 25Q (5987.690472 sec): 3 clusters Score: Raw -831475.511887 + Penalty 3070.298139 = -828405.213748 nChanged 6 SP:Iteration 26Q (5987.752561 sec): 3 clusters Score: Raw -831478.998332 + Penalty 3070.298139 = -828408.700193 nChanged 1 SP:Iteration 27Q (5987.814670 sec): 3 clusters Score: Raw -831479.185825 + Penalty 3070.298139 = -828408.887686 nChanged 0 SP:Iteration 28F (5987.878476 sec): 3 clusters Score: Raw -831479.185825 + Penalty 3070.298139 = -828408.887686 nChanged 0 Trying to split cluster 20 (5826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5987.905752 sec): 2 clusters Score: Raw -373559.026960 + Penalty 1408.888965 = -372150.137995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5987.969430 sec): 3 clusters Score: Raw -370474.278726 + Penalty 2817.777930 = -367656.500797 nChanged 2417 SP:Iteration 1F (5988.023018 sec): 3 clusters Score: Raw -371971.784631 + Penalty 2817.777930 = -369154.006701 nChanged 448 SP:Iteration 2F (5988.073310 sec): 3 clusters Score: Raw -372298.912733 + Penalty 2817.777930 = -369481.134803 nChanged 386 SP:Iteration 3F (5988.126240 sec): 3 clusters Score: Raw -372599.055035 + Penalty 2817.777930 = -369781.277106 nChanged 307 SP:Iteration 4F (5988.184879 sec): 3 clusters Score: Raw -372816.185785 + Penalty 2817.777930 = -369998.407856 nChanged 296 SP:Iteration 5F (5988.237545 sec): 3 clusters Score: Raw -373016.547388 + Penalty 2817.777930 = -370198.769458 nChanged 256 SP:Iteration 6Q (5988.293896 sec): 3 clusters Score: Raw -373197.079718 + Penalty 2817.777930 = -370379.301789 nChanged 228 SP:Iteration 7Q (5988.346574 sec): 3 clusters Score: Raw -373393.355330 + Penalty 2817.777930 = -370575.577400 nChanged 241 SP:Iteration 8Q (5988.405374 sec): 3 clusters Score: Raw -373621.782066 + Penalty 2817.777930 = -370804.004136 nChanged 256 SP:Iteration 9Q (5988.453375 sec): 3 clusters Score: Raw -373861.570555 + Penalty 2817.777930 = -371043.792625 nChanged 232 SP:Iteration 10Q (5988.517133 sec): 3 clusters Score: Raw -374111.156678 + Penalty 2817.777930 = -371293.378748 nChanged 206 SP:Iteration 11Q (5988.571110 sec): 3 clusters Score: Raw -374383.018784 + Penalty 2817.777930 = -371565.240854 nChanged 207 SP:Iteration 12Q (5988.629284 sec): 3 clusters Score: Raw -374645.349221 + Penalty 2817.777930 = -371827.571291 nChanged 158 SP:Iteration 13Q (5988.682565 sec): 3 clusters Score: Raw -374803.955269 + Penalty 2817.777930 = -371986.177339 nChanged 118 SP:Iteration 14Q (5988.740211 sec): 3 clusters Score: Raw -374889.937974 + Penalty 2817.777930 = -372072.160044 nChanged 61 SP:Iteration 15Q (5988.795184 sec): 3 clusters Score: Raw -374935.820339 + Penalty 2817.777930 = -372118.042409 nChanged 54 SP:Iteration 16Q (5988.841034 sec): 3 clusters Score: Raw -374969.329882 + Penalty 2817.777930 = -372151.551952 nChanged 27 SP:Iteration 17Q (5988.904731 sec): 3 clusters Score: Raw -374982.458017 + Penalty 2817.777930 = -372164.680088 nChanged 22 SP:Iteration 18Q (5988.951487 sec): 3 clusters Score: Raw -374992.564632 + Penalty 2817.777930 = -372174.786703 nChanged 21 SP:Iteration 19Q (5989.006565 sec): 3 clusters Score: Raw -375003.342750 + Penalty 2817.777930 = -372185.564821 nChanged 23 SP:Iteration 20F (5989.053026 sec): 3 clusters Score: Raw -375021.272176 + Penalty 2817.777930 = -372203.494246 nChanged 24 SP:Iteration 21Q (5989.107043 sec): 3 clusters Score: Raw -375036.855140 + Penalty 2817.777930 = -372219.077210 nChanged 19 SP:Iteration 22Q (5989.164529 sec): 3 clusters Score: Raw -375046.960027 + Penalty 2817.777930 = -372229.182097 nChanged 18 SP:Iteration 23Q (5989.216386 sec): 3 clusters Score: Raw -375057.165071 + Penalty 2817.777930 = -372239.387141 nChanged 15 SP:Iteration 24Q (5989.273221 sec): 3 clusters Score: Raw -375066.034096 + Penalty 2817.777930 = -372248.256166 nChanged 17 SP:Iteration 25Q (5989.328490 sec): 3 clusters Score: Raw -375072.736537 + Penalty 2817.777930 = -372254.958607 nChanged 10 SP:Iteration 26Q (5989.372205 sec): 3 clusters Score: Raw -375075.519967 + Penalty 2817.777930 = -372257.742037 nChanged 4 SP:Iteration 27Q (5989.430040 sec): 3 clusters Score: Raw -375076.585908 + Penalty 2817.777930 = -372258.807979 nChanged 2 SP:Iteration 28Q (5989.474845 sec): 3 clusters Score: Raw -375076.900794 + Penalty 2817.777930 = -372259.122864 nChanged 0 SP:Iteration 29F (5989.529263 sec): 3 clusters Score: Raw -375076.900794 + Penalty 2817.777930 = -372259.122864 nChanged 0 Score: Raw -32166367.576900 + Penalty 78919.061034 = -32087448.515866 Splitting cluster 20 changes total score from -32088062.943057 to -32087448.515866 So it's not getting split. Trying to split cluster 21 (3012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6001.151263 sec): 2 clusters Score: Raw -204860.990335 + Penalty 1301.683433 = -203559.306902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6001.201243 sec): 3 clusters Score: Raw -203445.308101 + Penalty 2603.366866 = -200841.941235 nChanged 1134 SP:Iteration 1F (6001.248684 sec): 3 clusters Score: Raw -204115.643395 + Penalty 2603.366866 = -201512.276528 nChanged 222 SP:Iteration 2F (6001.304548 sec): 3 clusters Score: Raw -204260.032811 + Penalty 2603.366866 = -201656.665945 nChanged 152 SP:Iteration 3F (6001.358368 sec): 3 clusters Score: Raw -204354.144813 + Penalty 2603.366866 = -201750.777946 nChanged 120 SP:Iteration 4Q (6001.400954 sec): 3 clusters Score: Raw -204429.584666 + Penalty 2603.366866 = -201826.217799 nChanged 105 SP:Iteration 5Q (6001.456520 sec): 3 clusters Score: Raw -204491.304731 + Penalty 2603.366866 = -201887.937865 nChanged 105 SP:Iteration 6Q (6001.506349 sec): 3 clusters Score: Raw -204558.636292 + Penalty 2603.366866 = -201955.269425 nChanged 113 SP:Iteration 7Q (6001.560691 sec): 3 clusters Score: Raw -204643.957072 + Penalty 2603.366866 = -202040.590205 nChanged 111 SP:Iteration 8Q (6001.613613 sec): 3 clusters Score: Raw -204724.616336 + Penalty 2603.366866 = -202121.249470 nChanged 109 SP:Iteration 9Q (6001.657009 sec): 3 clusters Score: Raw -204801.867745 + Penalty 2603.366866 = -202198.500879 nChanged 95 SP:Iteration 10Q (6001.707174 sec): 3 clusters Score: Raw -204871.311795 + Penalty 2603.366866 = -202267.944929 nChanged 97 SP:Iteration 11Q (6001.754986 sec): 3 clusters Score: Raw -204932.903632 + Penalty 2603.366866 = -202329.536766 nChanged 65 SP:Iteration 12Q (6001.797700 sec): 3 clusters Score: Raw -204975.295862 + Penalty 2603.366866 = -202371.928996 nChanged 77 SP:Iteration 13Q (6001.843641 sec): 3 clusters Score: Raw -205021.240636 + Penalty 2603.366866 = -202417.873769 nChanged 62 SP:Iteration 14Q (6001.880126 sec): 3 clusters Score: Raw -205049.640529 + Penalty 2603.366866 = -202446.273663 nChanged 40 SP:Iteration 15Q (6001.933443 sec): 3 clusters Score: Raw -205067.751009 + Penalty 2603.366866 = -202464.384143 nChanged 35 SP:Iteration 16Q (6001.971241 sec): 3 clusters Score: Raw -205085.844374 + Penalty 2603.366866 = -202482.477508 nChanged 25 SP:Iteration 17Q (6002.020050 sec): 3 clusters Score: Raw -205099.431646 + Penalty 2603.366866 = -202496.064780 nChanged 23 SP:Iteration 18Q (6002.073022 sec): 3 clusters Score: Raw -205111.294433 + Penalty 2603.366866 = -202507.927567 nChanged 22 SP:Iteration 19Q (6002.125613 sec): 3 clusters Score: Raw -205121.253483 + Penalty 2603.366866 = -202517.886617 nChanged 17 SP:Iteration 20F (6002.163392 sec): 3 clusters Score: Raw -205132.244395 + Penalty 2603.366866 = -202528.877529 nChanged 10 SP:Iteration 21Q (6002.211936 sec): 3 clusters Score: Raw -205137.920317 + Penalty 2603.366866 = -202534.553450 nChanged 13 SP:Iteration 22Q (6002.258222 sec): 3 clusters Score: Raw -205144.266145 + Penalty 2603.366866 = -202540.899278 nChanged 13 SP:Iteration 23Q (6002.302733 sec): 3 clusters Score: Raw -205149.400393 + Penalty 2603.366866 = -202546.033527 nChanged 15 SP:Iteration 24Q (6002.363682 sec): 3 clusters Score: Raw -205156.051769 + Penalty 2603.366866 = -202552.684903 nChanged 8 SP:Iteration 25Q (6002.405231 sec): 3 clusters Score: Raw -205161.507196 + Penalty 2603.366866 = -202558.140330 nChanged 12 SP:Iteration 26Q (6002.447878 sec): 3 clusters Score: Raw -205166.980728 + Penalty 2603.366866 = -202563.613861 nChanged 13 SP:Iteration 27Q (6002.492732 sec): 3 clusters Score: Raw -205172.891652 + Penalty 2603.366866 = -202569.524786 nChanged 13 SP:Iteration 28Q (6002.548132 sec): 3 clusters Score: Raw -205178.355327 + Penalty 2603.366866 = -202574.988460 nChanged 12 SP:Iteration 29Q (6002.585349 sec): 3 clusters Score: Raw -205184.030854 + Penalty 2603.366866 = -202580.663988 nChanged 10 SP:Iteration 30Q (6002.640645 sec): 3 clusters Score: Raw -205188.583420 + Penalty 2603.366866 = -202585.216554 nChanged 8 SP:Iteration 31Q (6002.673593 sec): 3 clusters Score: Raw -205191.569053 + Penalty 2603.366866 = -202588.202187 nChanged 6 SP:Iteration 32Q (6002.717780 sec): 3 clusters Score: Raw -205192.729477 + Penalty 2603.366866 = -202589.362610 nChanged 1 SP:Iteration 33Q (6002.773959 sec): 3 clusters Score: Raw -205192.920185 + Penalty 2603.366866 = -202589.553319 nChanged 0 SP:Iteration 34F (6002.799051 sec): 3 clusters Score: Raw -205192.920185 + Penalty 2603.366866 = -202589.553319 nChanged 0 Trying to split cluster 22 (8178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6002.832681 sec): 2 clusters Score: Raw -558253.568481 + Penalty 1463.995471 = -556789.573010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6002.891371 sec): 3 clusters Score: Raw -553773.944568 + Penalty 2927.990943 = -550845.953625 nChanged 3461 SP:Iteration 1F (6002.947145 sec): 3 clusters Score: Raw -555704.594156 + Penalty 2927.990943 = -552776.603213 nChanged 590 SP:Iteration 2F (6003.003339 sec): 3 clusters Score: Raw -556049.098880 + Penalty 2927.990943 = -553121.107937 nChanged 521 SP:Iteration 3F (6003.046965 sec): 3 clusters Score: Raw -556362.944582 + Penalty 2927.990943 = -553434.953640 nChanged 497 SP:Iteration 4F (6003.106876 sec): 3 clusters Score: Raw -556631.312281 + Penalty 2927.990943 = -553703.321338 nChanged 438 SP:Iteration 5F (6003.157992 sec): 3 clusters Score: Raw -556885.054501 + Penalty 2927.990943 = -553957.063558 nChanged 395 SP:Iteration 6Q (6003.213254 sec): 3 clusters Score: Raw -557106.093839 + Penalty 2927.990943 = -554178.102896 nChanged 361 SP:Iteration 7Q (6003.269553 sec): 3 clusters Score: Raw -557319.342728 + Penalty 2927.990943 = -554391.351785 nChanged 354 SP:Iteration 8Q (6003.334626 sec): 3 clusters Score: Raw -557533.000931 + Penalty 2927.990943 = -554605.009988 nChanged 333 SP:Iteration 9Q (6003.383087 sec): 3 clusters Score: Raw -557735.828913 + Penalty 2927.990943 = -554807.837971 nChanged 297 SP:Iteration 10Q (6003.439310 sec): 3 clusters Score: Raw -557928.271141 + Penalty 2927.990943 = -555000.280198 nChanged 241 SP:Iteration 11Q (6003.495075 sec): 3 clusters Score: Raw -558075.800136 + Penalty 2927.990943 = -555147.809193 nChanged 189 SP:Iteration 12Q (6003.555008 sec): 3 clusters Score: Raw -558181.210312 + Penalty 2927.990943 = -555253.219369 nChanged 142 SP:Iteration 13Q (6003.613005 sec): 3 clusters Score: Raw -558258.510017 + Penalty 2927.990943 = -555330.519074 nChanged 131 SP:Iteration 14Q (6003.679247 sec): 3 clusters Score: Raw -558321.965106 + Penalty 2927.990943 = -555393.974164 nChanged 97 SP:Iteration 15Q (6003.730148 sec): 3 clusters Score: Raw -558368.853677 + Penalty 2927.990943 = -555440.862734 nChanged 83 SP:Iteration 16Q (6003.790812 sec): 3 clusters Score: Raw -558405.872984 + Penalty 2927.990943 = -555477.882041 nChanged 83 SP:Iteration 17Q (6003.843920 sec): 3 clusters Score: Raw -558446.837063 + Penalty 2927.990943 = -555518.846120 nChanged 89 SP:Iteration 18Q (6003.901634 sec): 3 clusters Score: Raw -558495.180162 + Penalty 2927.990943 = -555567.189219 nChanged 76 SP:Iteration 19Q (6003.961337 sec): 3 clusters Score: Raw -558532.728228 + Penalty 2927.990943 = -555604.737285 nChanged 66 SP:Iteration 20F (6004.022577 sec): 3 clusters Score: Raw -558565.774687 + Penalty 2927.990943 = -555637.783745 nChanged 53 SP:Iteration 21Q (6004.093943 sec): 3 clusters Score: Raw -558589.742245 + Penalty 2927.990943 = -555661.751303 nChanged 46 SP:Iteration 22Q (6004.146551 sec): 3 clusters Score: Raw -558610.332582 + Penalty 2927.990943 = -555682.341640 nChanged 44 SP:Iteration 23Q (6004.204242 sec): 3 clusters Score: Raw -558629.024822 + Penalty 2927.990943 = -555701.033879 nChanged 43 SP:Iteration 24Q (6004.264442 sec): 3 clusters Score: Raw -558649.106133 + Penalty 2927.990943 = -555721.115190 nChanged 26 SP:Iteration 25Q (6004.329279 sec): 3 clusters Score: Raw -558663.046546 + Penalty 2927.990943 = -555735.055603 nChanged 22 SP:Iteration 26Q (6004.389455 sec): 3 clusters Score: Raw -558673.631787 + Penalty 2927.990943 = -555745.640845 nChanged 11 SP:Iteration 27Q (6004.447288 sec): 3 clusters Score: Raw -558677.342555 + Penalty 2927.990943 = -555749.351612 nChanged 8 SP:Iteration 28Q (6004.493508 sec): 3 clusters Score: Raw -558679.302800 + Penalty 2927.990943 = -555751.311857 nChanged 6 SP:Iteration 29Q (6004.563825 sec): 3 clusters Score: Raw -558681.478962 + Penalty 2927.990943 = -555753.488019 nChanged 7 SP:Iteration 30Q (6004.622139 sec): 3 clusters Score: Raw -558684.140986 + Penalty 2927.990943 = -555756.150043 nChanged 9 SP:Iteration 31Q (6004.668859 sec): 3 clusters Score: Raw -558688.514766 + Penalty 2927.990943 = -555760.523823 nChanged 12 SP:Iteration 32Q (6004.727349 sec): 3 clusters Score: Raw -558693.814333 + Penalty 2927.990943 = -555765.823391 nChanged 13 SP:Iteration 33Q (6004.789032 sec): 3 clusters Score: Raw -558700.764660 + Penalty 2927.990943 = -555772.773717 nChanged 19 SP:Iteration 34Q (6004.841234 sec): 3 clusters Score: Raw -558710.636614 + Penalty 2927.990943 = -555782.645671 nChanged 13 SP:Iteration 35Q (6004.891373 sec): 3 clusters Score: Raw -558717.647634 + Penalty 2927.990943 = -555789.656691 nChanged 10 SP:Iteration 36Q (6004.955870 sec): 3 clusters Score: Raw -558722.169791 + Penalty 2927.990943 = -555794.178848 nChanged 11 SP:Iteration 37Q (6005.005913 sec): 3 clusters Score: Raw -558726.084764 + Penalty 2927.990943 = -555798.093821 nChanged 5 SP:Iteration 38Q (6005.070876 sec): 3 clusters Score: Raw -558728.094543 + Penalty 2927.990943 = -555800.103600 nChanged 9 SP:Iteration 39Q (6005.127383 sec): 3 clusters Score: Raw -558731.832040 + Penalty 2927.990943 = -555803.841097 nChanged 8 SP:Iteration 40F (6005.178528 sec): 3 clusters Score: Raw -558734.097968 + Penalty 2927.990943 = -555806.107026 nChanged 8 SP:Iteration 41Q (6005.231213 sec): 3 clusters Score: Raw -558737.916163 + Penalty 2927.990943 = -555809.925220 nChanged 8 SP:Iteration 42Q (6005.284633 sec): 3 clusters Score: Raw -558740.321265 + Penalty 2927.990943 = -555812.330322 nChanged 4 SP:Iteration 43Q (6005.343108 sec): 3 clusters Score: Raw -558741.391225 + Penalty 2927.990943 = -555813.400283 nChanged 3 SP:Iteration 44Q (6005.407253 sec): 3 clusters Score: Raw -558744.865735 + Penalty 2927.990943 = -555816.874792 nChanged 4 SP:Iteration 45Q (6005.465265 sec): 3 clusters Score: Raw -558746.843662 + Penalty 2927.990943 = -555818.852719 nChanged 3 SP:Iteration 46Q (6005.522415 sec): 3 clusters Score: Raw -558747.723070 + Penalty 2927.990943 = -555819.732128 nChanged 3 SP:Iteration 47Q (6005.574897 sec): 3 clusters Score: Raw -558749.045319 + Penalty 2927.990943 = -555821.054376 nChanged 0 SP:Iteration 48F (6005.626641 sec): 3 clusters Score: Raw -558749.045319 + Penalty 2927.990943 = -555821.054376 nChanged 0 Trying to split cluster 23 (19249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6005.687947 sec): 2 clusters Score: Raw -1336587.442629 + Penalty 1603.097338 = -1334984.345290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6005.765577 sec): 3 clusters Score: Raw -1324915.358908 + Penalty 3206.194677 = -1321709.164231 nChanged 8701 SP:Iteration 1F (6005.843580 sec): 3 clusters Score: Raw -1330063.435040 + Penalty 3206.194677 = -1326857.240363 nChanged 1339 SP:Iteration 2F (6005.915300 sec): 3 clusters Score: Raw -1330840.605091 + Penalty 3206.194677 = -1327634.410415 nChanged 1461 SP:Iteration 3F (6005.997512 sec): 3 clusters Score: Raw -1331898.587921 + Penalty 3206.194677 = -1328692.393244 nChanged 1667 SP:Iteration 4F (6006.080439 sec): 3 clusters Score: Raw -1333261.858000 + Penalty 3206.194677 = -1330055.663323 nChanged 1543 SP:Iteration 5F (6006.156846 sec): 3 clusters Score: Raw -1334608.557885 + Penalty 3206.194677 = -1331402.363208 nChanged 1281 SP:Iteration 6F (6006.234294 sec): 3 clusters Score: Raw -1335702.908566 + Penalty 3206.194677 = -1332496.713890 nChanged 932 SP:Iteration 7Q (6006.316032 sec): 3 clusters Score: Raw -1336388.952064 + Penalty 3206.194677 = -1333182.757387 nChanged 603 SP:Iteration 8Q (6006.393688 sec): 3 clusters Score: Raw -1336799.990311 + Penalty 3206.194677 = -1333593.795634 nChanged 450 SP:Iteration 9Q (6006.464571 sec): 3 clusters Score: Raw -1337056.192156 + Penalty 3206.194677 = -1333849.997479 nChanged 311 SP:Iteration 10Q (6006.558958 sec): 3 clusters Score: Raw -1337185.150820 + Penalty 3206.194677 = -1333978.956144 nChanged 181 SP:Iteration 11Q (6006.639603 sec): 3 clusters Score: Raw -1337251.545680 + Penalty 3206.194677 = -1334045.351003 nChanged 126 SP:Iteration 12Q (6006.725450 sec): 3 clusters Score: Raw -1337293.140988 + Penalty 3206.194677 = -1334086.946311 nChanged 101 SP:Iteration 13Q (6006.802398 sec): 3 clusters Score: Raw -1337323.298601 + Penalty 3206.194677 = -1334117.103924 nChanged 74 SP:Iteration 14Q (6006.884365 sec): 3 clusters Score: Raw -1337341.326486 + Penalty 3206.194677 = -1334135.131809 nChanged 64 SP:Iteration 15Q (6006.958285 sec): 3 clusters Score: Raw -1337357.092985 + Penalty 3206.194677 = -1334150.898308 nChanged 54 SP:Iteration 16Q (6007.033757 sec): 3 clusters Score: Raw -1337370.854870 + Penalty 3206.194677 = -1334164.660193 nChanged 47 SP:Iteration 17Q (6007.110158 sec): 3 clusters Score: Raw -1337382.717358 + Penalty 3206.194677 = -1334176.522681 nChanged 38 SP:Iteration 18Q (6007.201547 sec): 3 clusters Score: Raw -1337393.423078 + Penalty 3206.194677 = -1334187.228401 nChanged 40 SP:Iteration 19Q (6007.283540 sec): 3 clusters Score: Raw -1337404.478237 + Penalty 3206.194677 = -1334198.283560 nChanged 23 SP:Iteration 20F (6007.361913 sec): 3 clusters Score: Raw -1337409.782980 + Penalty 3206.194677 = -1334203.588303 nChanged 22 SP:Iteration 21Q (6007.440153 sec): 3 clusters Score: Raw -1337414.511171 + Penalty 3206.194677 = -1334208.316494 nChanged 17 SP:Iteration 22Q (6007.520877 sec): 3 clusters Score: Raw -1337418.431263 + Penalty 3206.194677 = -1334212.236586 nChanged 16 SP:Iteration 23Q (6007.598852 sec): 3 clusters Score: Raw -1337421.583897 + Penalty 3206.194677 = -1334215.389220 nChanged 11 SP:Iteration 24Q (6007.682497 sec): 3 clusters Score: Raw -1337423.723231 + Penalty 3206.194677 = -1334217.528554 nChanged 10 SP:Iteration 25Q (6007.751032 sec): 3 clusters Score: Raw -1337425.466302 + Penalty 3206.194677 = -1334219.271625 nChanged 8 SP:Iteration 26Q (6007.839861 sec): 3 clusters Score: Raw -1337427.011603 + Penalty 3206.194677 = -1334220.816927 nChanged 12 SP:Iteration 27Q (6007.917726 sec): 3 clusters Score: Raw -1337428.670887 + Penalty 3206.194677 = -1334222.476210 nChanged 4 SP:Iteration 28Q (6007.987522 sec): 3 clusters Score: Raw -1337429.345127 + Penalty 3206.194677 = -1334223.150451 nChanged 2 SP:Iteration 29Q (6008.076614 sec): 3 clusters Score: Raw -1337430.045002 + Penalty 3206.194677 = -1334223.850325 nChanged 4 SP:Iteration 30Q (6008.158312 sec): 3 clusters Score: Raw -1337430.832341 + Penalty 3206.194677 = -1334224.637664 nChanged 3 SP:Iteration 31Q (6008.236811 sec): 3 clusters Score: Raw -1337431.374636 + Penalty 3206.194677 = -1334225.179959 nChanged 2 SP:Iteration 32Q (6008.313063 sec): 3 clusters Score: Raw -1337432.055729 + Penalty 3206.194677 = -1334225.861052 nChanged 2 SP:Iteration 33Q (6008.381403 sec): 3 clusters Score: Raw -1337432.447686 + Penalty 3206.194677 = -1334226.253010 nChanged 1 SP:Iteration 34Q (6008.467872 sec): 3 clusters Score: Raw -1337432.578639 + Penalty 3206.194677 = -1334226.383962 nChanged 1 SP:Iteration 35Q (6008.549525 sec): 3 clusters Score: Raw -1337433.107524 + Penalty 3206.194677 = -1334226.912847 nChanged 3 SP:Iteration 36Q (6008.630599 sec): 3 clusters Score: Raw -1337433.844141 + Penalty 3206.194677 = -1334227.649465 nChanged 3 SP:Iteration 37Q (6008.709783 sec): 3 clusters Score: Raw -1337434.396075 + Penalty 3206.194677 = -1334228.201399 nChanged 3 SP:Iteration 38Q (6008.788724 sec): 3 clusters Score: Raw -1337435.053662 + Penalty 3206.194677 = -1334228.858985 nChanged 5 SP:Iteration 39Q (6008.870173 sec): 3 clusters Score: Raw -1337436.118597 + Penalty 3206.194677 = -1334229.923920 nChanged 6 SP:Iteration 40F (6008.947756 sec): 3 clusters Score: Raw -1337436.920150 + Penalty 3206.194677 = -1334230.725473 nChanged 1 SP:Iteration 41Q (6009.026761 sec): 3 clusters Score: Raw -1337437.089884 + Penalty 3206.194677 = -1334230.895207 nChanged 1 SP:Iteration 42Q (6009.101880 sec): 3 clusters Score: Raw -1337437.146765 + Penalty 3206.194677 = -1334230.952089 nChanged 0 SP:Iteration 43F (6009.183391 sec): 3 clusters Score: Raw -1337437.146765 + Penalty 3206.194677 = -1334230.952089 nChanged 0 Trying to split cluster 24 (449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6009.213042 sec): 2 clusters Score: Raw -20659.865501 + Penalty 992.391219 = -19667.474282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6009.260143 sec): 3 clusters Score: Raw -20659.768920 + Penalty 1984.782439 = -18674.986482 nChanged 107 SP:Iteration 1F (6009.304345 sec): 3 clusters Score: Raw -20890.685840 + Penalty 1984.782439 = -18905.903401 nChanged 41 SP:Iteration 2F (6009.340143 sec): 3 clusters Score: Raw -21025.584834 + Penalty 1984.782439 = -19040.802396 nChanged 32 SP:Iteration 3F (6009.390761 sec): 3 clusters Score: Raw -21148.699326 + Penalty 1984.782439 = -19163.916887 nChanged 25 SP:Iteration 4F (6009.435344 sec): 3 clusters Score: Raw -21245.892121 + Penalty 1984.782439 = -19261.109682 nChanged 17 SP:Iteration 5Q (6009.481029 sec): 3 clusters Score: Raw -21303.066415 + Penalty 1984.782439 = -19318.283976 nChanged 13 SP:Iteration 6Q (6009.528462 sec): 3 clusters Score: Raw -21338.631505 + Penalty 1984.782439 = -19353.849066 nChanged 4 SP:Iteration 7Q (6009.577725 sec): 3 clusters Score: Raw -21347.197337 + Penalty 1984.782439 = -19362.414898 nChanged 1 SP:Iteration 8Q (6009.610442 sec): 3 clusters Score: Raw -21349.855656 + Penalty 1984.782439 = -19365.073217 nChanged 2 SP:Iteration 9Q (6009.642092 sec): 3 clusters Score: Raw -21355.034586 + Penalty 1984.782439 = -19370.252147 nChanged 0 SP:Iteration 10F (6009.689279 sec): 3 clusters Score: Raw -21355.034586 + Penalty 1984.782439 = -19370.252147 nChanged 0 Trying to split cluster 25 (5284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6009.732636 sec): 2 clusters Score: Raw -362303.850300 + Penalty 1393.021283 = -360910.829017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6009.774431 sec): 3 clusters Score: Raw -359533.412590 + Penalty 2786.042566 = -356747.370023 nChanged 2186 SP:Iteration 1F (6009.825013 sec): 3 clusters Score: Raw -360736.304396 + Penalty 2786.042566 = -357950.261830 nChanged 395 SP:Iteration 2F (6009.884728 sec): 3 clusters Score: Raw -360968.338906 + Penalty 2786.042566 = -358182.296340 nChanged 308 SP:Iteration 3F (6009.924084 sec): 3 clusters Score: Raw -361150.878317 + Penalty 2786.042566 = -358364.835751 nChanged 282 SP:Iteration 4F (6009.981210 sec): 3 clusters Score: Raw -361340.213998 + Penalty 2786.042566 = -358554.171431 nChanged 303 SP:Iteration 5F (6010.033491 sec): 3 clusters Score: Raw -361600.378151 + Penalty 2786.042566 = -358814.335585 nChanged 320 SP:Iteration 6F (6010.081114 sec): 3 clusters Score: Raw -361889.515062 + Penalty 2786.042566 = -359103.472496 nChanged 324 SP:Iteration 7F (6010.139149 sec): 3 clusters Score: Raw -362167.250077 + Penalty 2786.042566 = -359381.207510 nChanged 257 SP:Iteration 8Q (6010.186316 sec): 3 clusters Score: Raw -362337.363149 + Penalty 2786.042566 = -359551.320583 nChanged 189 SP:Iteration 9Q (6010.243507 sec): 3 clusters Score: Raw -362446.187100 + Penalty 2786.042566 = -359660.144534 nChanged 148 SP:Iteration 10Q (6010.290907 sec): 3 clusters Score: Raw -362532.791494 + Penalty 2786.042566 = -359746.748928 nChanged 129 SP:Iteration 11Q (6010.344410 sec): 3 clusters Score: Raw -362597.247723 + Penalty 2786.042566 = -359811.205157 nChanged 81 SP:Iteration 12Q (6010.398265 sec): 3 clusters Score: Raw -362632.102125 + Penalty 2786.042566 = -359846.059559 nChanged 59 SP:Iteration 13Q (6010.454313 sec): 3 clusters Score: Raw -362658.760608 + Penalty 2786.042566 = -359872.718041 nChanged 46 SP:Iteration 14Q (6010.506556 sec): 3 clusters Score: Raw -362678.837781 + Penalty 2786.042566 = -359892.795215 nChanged 40 SP:Iteration 15Q (6010.560817 sec): 3 clusters Score: Raw -362692.579387 + Penalty 2786.042566 = -359906.536821 nChanged 27 SP:Iteration 16Q (6010.613075 sec): 3 clusters Score: Raw -362701.707091 + Penalty 2786.042566 = -359915.664525 nChanged 21 SP:Iteration 17Q (6010.666307 sec): 3 clusters Score: Raw -362709.052986 + Penalty 2786.042566 = -359923.010419 nChanged 16 SP:Iteration 18Q (6010.709704 sec): 3 clusters Score: Raw -362713.576805 + Penalty 2786.042566 = -359927.534239 nChanged 17 SP:Iteration 19Q (6010.762686 sec): 3 clusters Score: Raw -362717.646708 + Penalty 2786.042566 = -359931.604142 nChanged 10 SP:Iteration 20F (6010.824431 sec): 3 clusters Score: Raw -362720.269136 + Penalty 2786.042566 = -359934.226569 nChanged 9 SP:Iteration 21Q (6010.868946 sec): 3 clusters Score: Raw -362722.804849 + Penalty 2786.042566 = -359936.762282 nChanged 7 SP:Iteration 22Q (6010.929145 sec): 3 clusters Score: Raw -362725.103104 + Penalty 2786.042566 = -359939.060538 nChanged 9 SP:Iteration 23Q (6010.980914 sec): 3 clusters Score: Raw -362727.400733 + Penalty 2786.042566 = -359941.358166 nChanged 8 SP:Iteration 24Q (6011.022553 sec): 3 clusters Score: Raw -362729.955502 + Penalty 2786.042566 = -359943.912935 nChanged 8 SP:Iteration 25Q (6011.087198 sec): 3 clusters Score: Raw -362731.963327 + Penalty 2786.042566 = -359945.920761 nChanged 3 SP:Iteration 26Q (6011.132651 sec): 3 clusters Score: Raw -362732.602727 + Penalty 2786.042566 = -359946.560161 nChanged 1 SP:Iteration 27Q (6011.181089 sec): 3 clusters Score: Raw -362733.042862 + Penalty 2786.042566 = -359947.000296 nChanged 1 SP:Iteration 28Q (6011.231991 sec): 3 clusters Score: Raw -362733.229877 + Penalty 2786.042566 = -359947.187310 nChanged 0 SP:Iteration 29F (6011.282053 sec): 3 clusters Score: Raw -362733.229877 + Penalty 2786.042566 = -359947.187310 nChanged 0 Trying to split cluster 26 (9930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6011.322271 sec): 2 clusters Score: Raw -597501.862128 + Penalty 1495.538811 = -596006.323317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6011.376006 sec): 3 clusters Score: Raw -591848.178163 + Penalty 2991.077621 = -588857.100542 nChanged 4359 SP:Iteration 1F (6011.436254 sec): 3 clusters Score: Raw -594755.982144 + Penalty 2991.077621 = -591764.904523 nChanged 1005 SP:Iteration 2F (6011.489112 sec): 3 clusters Score: Raw -595879.320334 + Penalty 2991.077621 = -592888.242713 nChanged 1009 SP:Iteration 3F (6011.546838 sec): 3 clusters Score: Raw -596961.831544 + Penalty 2991.077621 = -593970.753923 nChanged 841 SP:Iteration 4F (6011.606944 sec): 3 clusters Score: Raw -597749.940945 + Penalty 2991.077621 = -594758.863323 nChanged 590 SP:Iteration 5F (6011.660037 sec): 3 clusters Score: Raw -598194.983625 + Penalty 2991.077621 = -595203.906004 nChanged 357 SP:Iteration 6Q (6011.715252 sec): 3 clusters Score: Raw -598423.405516 + Penalty 2991.077621 = -595432.327895 nChanged 214 SP:Iteration 7Q (6011.783592 sec): 3 clusters Score: Raw -598539.689631 + Penalty 2991.077621 = -595548.612010 nChanged 138 SP:Iteration 8Q (6011.842126 sec): 3 clusters Score: Raw -598602.548489 + Penalty 2991.077621 = -595611.470868 nChanged 103 SP:Iteration 9Q (6011.908905 sec): 3 clusters Score: Raw -598641.157547 + Penalty 2991.077621 = -595650.079926 nChanged 73 SP:Iteration 10Q (6011.962919 sec): 3 clusters Score: Raw -598662.428753 + Penalty 2991.077621 = -595671.351132 nChanged 55 SP:Iteration 11Q (6012.031452 sec): 3 clusters Score: Raw -598680.260555 + Penalty 2991.077621 = -595689.182934 nChanged 48 SP:Iteration 12Q (6012.087938 sec): 3 clusters Score: Raw -598701.623577 + Penalty 2991.077621 = -595710.545955 nChanged 48 SP:Iteration 13Q (6012.161872 sec): 3 clusters Score: Raw -598718.503331 + Penalty 2991.077621 = -595727.425710 nChanged 36 SP:Iteration 14Q (6012.217102 sec): 3 clusters Score: Raw -598729.616916 + Penalty 2991.077621 = -595738.539295 nChanged 32 SP:Iteration 15Q (6012.290969 sec): 3 clusters Score: Raw -598740.507926 + Penalty 2991.077621 = -595749.430305 nChanged 33 SP:Iteration 16Q (6012.351747 sec): 3 clusters Score: Raw -598749.961128 + Penalty 2991.077621 = -595758.883507 nChanged 21 SP:Iteration 17Q (6012.409369 sec): 3 clusters Score: Raw -598757.213742 + Penalty 2991.077621 = -595766.136121 nChanged 20 SP:Iteration 18Q (6012.481049 sec): 3 clusters Score: Raw -598762.096949 + Penalty 2991.077621 = -595771.019328 nChanged 14 SP:Iteration 19Q (6012.546783 sec): 3 clusters Score: Raw -598764.868734 + Penalty 2991.077621 = -595773.791113 nChanged 7 SP:Iteration 20F (6012.611635 sec): 3 clusters Score: Raw -598766.571958 + Penalty 2991.077621 = -595775.494337 nChanged 11 SP:Iteration 21Q (6012.671633 sec): 3 clusters Score: Raw -598768.837214 + Penalty 2991.077621 = -595777.759593 nChanged 18 SP:Iteration 22Q (6012.736468 sec): 3 clusters Score: Raw -598773.281243 + Penalty 2991.077621 = -595782.203622 nChanged 14 SP:Iteration 23Q (6012.794668 sec): 3 clusters Score: Raw -598777.008505 + Penalty 2991.077621 = -595785.930884 nChanged 10 SP:Iteration 24Q (6012.860223 sec): 3 clusters Score: Raw -598779.488083 + Penalty 2991.077621 = -595788.410462 nChanged 8 SP:Iteration 25Q (6012.926821 sec): 3 clusters Score: Raw -598781.724911 + Penalty 2991.077621 = -595790.647290 nChanged 9 SP:Iteration 26Q (6012.982740 sec): 3 clusters Score: Raw -598783.543995 + Penalty 2991.077621 = -595792.466374 nChanged 7 SP:Iteration 27Q (6013.055383 sec): 3 clusters Score: Raw -598784.541857 + Penalty 2991.077621 = -595793.464236 nChanged 3 SP:Iteration 28Q (6013.115656 sec): 3 clusters Score: Raw -598784.895002 + Penalty 2991.077621 = -595793.817381 nChanged 0 SP:Iteration 29F (6013.177398 sec): 3 clusters Score: Raw -598784.895002 + Penalty 2991.077621 = -595793.817381 nChanged 0 Trying to split cluster 27 (15749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6013.226029 sec): 2 clusters Score: Raw -1020843.298368 + Penalty 1570.486474 = -1019272.811893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6013.301806 sec): 3 clusters Score: Raw -1011560.118446 + Penalty 3140.972949 = -1008419.145497 nChanged 7030 SP:Iteration 1F (6013.376403 sec): 3 clusters Score: Raw -1015519.293981 + Penalty 3140.972949 = -1012378.321032 nChanged 962 SP:Iteration 2F (6013.448595 sec): 3 clusters Score: Raw -1015960.900109 + Penalty 3140.972949 = -1012819.927160 nChanged 921 SP:Iteration 3F (6013.526675 sec): 3 clusters Score: Raw -1016441.138890 + Penalty 3140.972949 = -1013300.165941 nChanged 895 SP:Iteration 4F (6013.599039 sec): 3 clusters Score: Raw -1016944.158112 + Penalty 3140.972949 = -1013803.185163 nChanged 890 SP:Iteration 5F (6013.671360 sec): 3 clusters Score: Raw -1017475.501224 + Penalty 3140.972949 = -1014334.528275 nChanged 853 SP:Iteration 6F (6013.739974 sec): 3 clusters Score: Raw -1018025.356295 + Penalty 3140.972949 = -1014884.383346 nChanged 808 SP:Iteration 7F (6013.810327 sec): 3 clusters Score: Raw -1018554.562828 + Penalty 3140.972949 = -1015413.589880 nChanged 756 SP:Iteration 8Q (6013.888893 sec): 3 clusters Score: Raw -1019035.649494 + Penalty 3140.972949 = -1015894.676545 nChanged 660 SP:Iteration 9Q (6013.957545 sec): 3 clusters Score: Raw -1019417.477779 + Penalty 3140.972949 = -1016276.504830 nChanged 558 SP:Iteration 10Q (6014.030806 sec): 3 clusters Score: Raw -1019739.299057 + Penalty 3140.972949 = -1016598.326108 nChanged 465 SP:Iteration 11Q (6014.095714 sec): 3 clusters Score: Raw -1020001.697809 + Penalty 3140.972949 = -1016860.724860 nChanged 338 SP:Iteration 12Q (6014.177083 sec): 3 clusters Score: Raw -1020178.469618 + Penalty 3140.972949 = -1017037.496669 nChanged 297 SP:Iteration 13Q (6014.241996 sec): 3 clusters Score: Raw -1020315.145102 + Penalty 3140.972949 = -1017174.172153 nChanged 233 SP:Iteration 14Q (6014.321084 sec): 3 clusters Score: Raw -1020418.023174 + Penalty 3140.972949 = -1017277.050226 nChanged 182 SP:Iteration 15Q (6014.393609 sec): 3 clusters Score: Raw -1020477.922330 + Penalty 3140.972949 = -1017336.949381 nChanged 135 SP:Iteration 16Q (6014.454896 sec): 3 clusters Score: Raw -1020523.125983 + Penalty 3140.972949 = -1017382.153034 nChanged 128 SP:Iteration 17Q (6014.534114 sec): 3 clusters Score: Raw -1020561.772264 + Penalty 3140.972949 = -1017420.799315 nChanged 120 SP:Iteration 18Q (6014.600837 sec): 3 clusters Score: Raw -1020595.382576 + Penalty 3140.972949 = -1017454.409627 nChanged 108 SP:Iteration 19Q (6014.678531 sec): 3 clusters Score: Raw -1020624.572101 + Penalty 3140.972949 = -1017483.599152 nChanged 86 SP:Iteration 20F (6014.744087 sec): 3 clusters Score: Raw -1020650.195930 + Penalty 3140.972949 = -1017509.222981 nChanged 82 SP:Iteration 21Q (6014.817810 sec): 3 clusters Score: Raw -1020672.809678 + Penalty 3140.972949 = -1017531.836729 nChanged 84 SP:Iteration 22Q (6014.885118 sec): 3 clusters Score: Raw -1020698.187588 + Penalty 3140.972949 = -1017557.214640 nChanged 82 SP:Iteration 23Q (6014.965044 sec): 3 clusters Score: Raw -1020722.246593 + Penalty 3140.972949 = -1017581.273644 nChanged 90 SP:Iteration 24Q (6015.042082 sec): 3 clusters Score: Raw -1020752.562642 + Penalty 3140.972949 = -1017611.589693 nChanged 79 SP:Iteration 25Q (6015.106517 sec): 3 clusters Score: Raw -1020780.732039 + Penalty 3140.972949 = -1017639.759090 nChanged 91 SP:Iteration 26Q (6015.168262 sec): 3 clusters Score: Raw -1020808.344493 + Penalty 3140.972949 = -1017667.371544 nChanged 90 SP:Iteration 27Q (6015.240692 sec): 3 clusters Score: Raw -1020832.975196 + Penalty 3140.972949 = -1017692.002248 nChanged 81 SP:Iteration 28Q (6015.319644 sec): 3 clusters Score: Raw -1020859.549549 + Penalty 3140.972949 = -1017718.576600 nChanged 69 SP:Iteration 29Q (6015.376183 sec): 3 clusters Score: Raw -1020882.343054 + Penalty 3140.972949 = -1017741.370105 nChanged 71 SP:Iteration 30Q (6015.450426 sec): 3 clusters Score: Raw -1020901.776515 + Penalty 3140.972949 = -1017760.803566 nChanged 62 SP:Iteration 31Q (6015.528827 sec): 3 clusters Score: Raw -1020924.407678 + Penalty 3140.972949 = -1017783.434730 nChanged 65 SP:Iteration 32Q (6015.598507 sec): 3 clusters Score: Raw -1020951.031922 + Penalty 3140.972949 = -1017810.058974 nChanged 78 SP:Iteration 33Q (6015.666114 sec): 3 clusters Score: Raw -1020985.194774 + Penalty 3140.972949 = -1017844.221825 nChanged 74 SP:Iteration 34Q (6015.739042 sec): 3 clusters Score: Raw -1021013.747354 + Penalty 3140.972949 = -1017872.774405 nChanged 64 SP:Iteration 35Q (6015.802404 sec): 3 clusters Score: Raw -1021034.983205 + Penalty 3140.972949 = -1017894.010256 nChanged 45 SP:Iteration 36Q (6015.877968 sec): 3 clusters Score: Raw -1021052.072013 + Penalty 3140.972949 = -1017911.099064 nChanged 42 SP:Iteration 37Q (6015.942696 sec): 3 clusters Score: Raw -1021069.316996 + Penalty 3140.972949 = -1017928.344047 nChanged 34 SP:Iteration 38Q (6016.005573 sec): 3 clusters Score: Raw -1021078.929369 + Penalty 3140.972949 = -1017937.956420 nChanged 30 SP:Iteration 39Q (6016.083576 sec): 3 clusters Score: Raw -1021089.077642 + Penalty 3140.972949 = -1017948.104693 nChanged 32 SP:Iteration 40F (6016.163405 sec): 3 clusters Score: Raw -1021099.368480 + Penalty 3140.972949 = -1017958.395531 nChanged 30 SP:Iteration 41Q (6016.235438 sec): 3 clusters Score: Raw -1021107.725549 + Penalty 3140.972949 = -1017966.752600 nChanged 24 SP:Iteration 42Q (6016.306658 sec): 3 clusters Score: Raw -1021114.587840 + Penalty 3140.972949 = -1017973.614891 nChanged 27 SP:Iteration 43Q (6016.376940 sec): 3 clusters Score: Raw -1021122.251362 + Penalty 3140.972949 = -1017981.278413 nChanged 21 SP:Iteration 44Q (6016.448225 sec): 3 clusters Score: Raw -1021129.698715 + Penalty 3140.972949 = -1017988.725766 nChanged 24 SP:Iteration 45Q (6016.520001 sec): 3 clusters Score: Raw -1021137.895235 + Penalty 3140.972949 = -1017996.922286 nChanged 30 SP:Iteration 46Q (6016.592738 sec): 3 clusters Score: Raw -1021146.277682 + Penalty 3140.972949 = -1018005.304733 nChanged 24 SP:Iteration 47Q (6016.656045 sec): 3 clusters Score: Raw -1021157.296880 + Penalty 3140.972949 = -1018016.323931 nChanged 42 SP:Iteration 48Q (6016.724979 sec): 3 clusters Score: Raw -1021173.326416 + Penalty 3140.972949 = -1018032.353467 nChanged 33 SP:Iteration 49Q (6016.804213 sec): 3 clusters Score: Raw -1021189.780148 + Penalty 3140.972949 = -1018048.807200 nChanged 38 SP:Iteration 50Q (6016.873909 sec): 3 clusters Score: Raw -1021209.252731 + Penalty 3140.972949 = -1018068.279782 nChanged 42 SP:Iteration 51Q (6016.931306 sec): 3 clusters Score: Raw -1021228.283425 + Penalty 3140.972949 = -1018087.310476 nChanged 42 SP:Iteration 52Q (6017.000124 sec): 3 clusters Score: Raw -1021246.746530 + Penalty 3140.972949 = -1018105.773581 nChanged 36 SP:Iteration 53Q (6017.064767 sec): 3 clusters Score: Raw -1021263.499020 + Penalty 3140.972949 = -1018122.526071 nChanged 37 SP:Iteration 54Q (6017.131273 sec): 3 clusters Score: Raw -1021282.991946 + Penalty 3140.972949 = -1018142.018998 nChanged 41 SP:Iteration 55Q (6017.198678 sec): 3 clusters Score: Raw -1021305.636051 + Penalty 3140.972949 = -1018164.663102 nChanged 43 SP:Iteration 56Q (6017.275424 sec): 3 clusters Score: Raw -1021333.989964 + Penalty 3140.972949 = -1018193.017015 nChanged 50 SP:Iteration 57Q (6017.334442 sec): 3 clusters Score: Raw -1021362.779772 + Penalty 3140.972949 = -1018221.806823 nChanged 49 SP:Iteration 58Q (6017.399138 sec): 3 clusters Score: Raw -1021385.890452 + Penalty 3140.972949 = -1018244.917504 nChanged 35 SP:Iteration 59Q (6017.465678 sec): 3 clusters Score: Raw -1021404.528440 + Penalty 3140.972949 = -1018263.555491 nChanged 34 SP:Iteration 60F (6017.546343 sec): 3 clusters Score: Raw -1021420.925228 + Penalty 3140.972949 = -1018279.952279 nChanged 39 SP:Iteration 61Q (6017.614718 sec): 3 clusters Score: Raw -1021442.505407 + Penalty 3140.972949 = -1018301.532458 nChanged 34 SP:Iteration 62Q (6017.683569 sec): 3 clusters Score: Raw -1021460.502859 + Penalty 3140.972949 = -1018319.529910 nChanged 36 SP:Iteration 63Q (6017.740444 sec): 3 clusters Score: Raw -1021480.062930 + Penalty 3140.972949 = -1018339.089981 nChanged 27 SP:Iteration 64Q (6017.811454 sec): 3 clusters Score: Raw -1021490.180210 + Penalty 3140.972949 = -1018349.207261 nChanged 17 SP:Iteration 65Q (6017.878507 sec): 3 clusters Score: Raw -1021497.778332 + Penalty 3140.972949 = -1018356.805383 nChanged 15 SP:Iteration 66Q (6017.948849 sec): 3 clusters Score: Raw -1021502.039897 + Penalty 3140.972949 = -1018361.066948 nChanged 10 SP:Iteration 67Q (6018.011976 sec): 3 clusters Score: Raw -1021506.205131 + Penalty 3140.972949 = -1018365.232182 nChanged 10 SP:Iteration 68Q (6018.070120 sec): 3 clusters Score: Raw -1021510.525199 + Penalty 3140.972949 = -1018369.552251 nChanged 9 SP:Iteration 69Q (6018.146028 sec): 3 clusters Score: Raw -1021514.272467 + Penalty 3140.972949 = -1018373.299518 nChanged 10 SP:Iteration 70Q (6018.210303 sec): 3 clusters Score: Raw -1021518.147736 + Penalty 3140.972949 = -1018377.174787 nChanged 4 SP:Iteration 71Q (6018.274093 sec): 3 clusters Score: Raw -1021519.304391 + Penalty 3140.972949 = -1018378.331442 nChanged 0 SP:Iteration 72F (6018.343451 sec): 3 clusters Score: Raw -1021519.304391 + Penalty 3140.972949 = -1018378.331442 nChanged 0 Trying to split cluster 28 (1738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6018.371284 sec): 2 clusters Score: Raw -102028.252299 + Penalty 1212.329675 = -100815.922624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6018.419764 sec): 3 clusters Score: Raw -101418.059751 + Penalty 2424.659349 = -98993.400402 nChanged 590 SP:Iteration 1F (6018.460863 sec): 3 clusters Score: Raw -101962.766306 + Penalty 2424.659349 = -99538.106957 nChanged 165 SP:Iteration 2F (6018.506257 sec): 3 clusters Score: Raw -102177.231442 + Penalty 2424.659349 = -99752.572093 nChanged 131 SP:Iteration 3F (6018.546011 sec): 3 clusters Score: Raw -102337.844871 + Penalty 2424.659349 = -99913.185522 nChanged 107 SP:Iteration 4F (6018.594257 sec): 3 clusters Score: Raw -102467.775896 + Penalty 2424.659349 = -100043.116546 nChanged 61 SP:Iteration 5Q (6018.640869 sec): 3 clusters Score: Raw -102554.310784 + Penalty 2424.659349 = -100129.651435 nChanged 50 SP:Iteration 6Q (6018.677634 sec): 3 clusters Score: Raw -102598.673939 + Penalty 2424.659349 = -100174.014589 nChanged 30 SP:Iteration 7Q (6018.731301 sec): 3 clusters Score: Raw -102622.271188 + Penalty 2424.659349 = -100197.611838 nChanged 23 SP:Iteration 8Q (6018.768480 sec): 3 clusters Score: Raw -102649.188138 + Penalty 2424.659349 = -100224.528788 nChanged 26 SP:Iteration 9Q (6018.822545 sec): 3 clusters Score: Raw -102670.899143 + Penalty 2424.659349 = -100246.239793 nChanged 20 SP:Iteration 10Q (6018.862356 sec): 3 clusters Score: Raw -102686.366691 + Penalty 2424.659349 = -100261.707341 nChanged 14 SP:Iteration 11Q (6018.910880 sec): 3 clusters Score: Raw -102693.382826 + Penalty 2424.659349 = -100268.723477 nChanged 9 SP:Iteration 12Q (6018.953308 sec): 3 clusters Score: Raw -102697.301447 + Penalty 2424.659349 = -100272.642098 nChanged 7 SP:Iteration 13Q (6019.001252 sec): 3 clusters Score: Raw -102700.036851 + Penalty 2424.659349 = -100275.377501 nChanged 1 SP:Iteration 14Q (6019.036299 sec): 3 clusters Score: Raw -102701.019835 + Penalty 2424.659349 = -100276.360485 nChanged 2 SP:Iteration 15Q (6019.081949 sec): 3 clusters Score: Raw -102701.713807 + Penalty 2424.659349 = -100277.054458 nChanged 0 SP:Iteration 16F (6019.124348 sec): 3 clusters Score: Raw -102701.713807 + Penalty 2424.659349 = -100277.054458 nChanged 0 Trying to split cluster 29 (9181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6019.158078 sec): 2 clusters Score: Raw -605207.189851 + Penalty 1482.794854 = -603724.394996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6019.219511 sec): 3 clusters Score: Raw -600022.839755 + Penalty 2965.589708 = -597057.250047 nChanged 3946 SP:Iteration 1F (6019.284859 sec): 3 clusters Score: Raw -602260.059230 + Penalty 2965.589708 = -599294.469522 nChanged 575 SP:Iteration 2F (6019.349526 sec): 3 clusters Score: Raw -602489.920064 + Penalty 2965.589708 = -599524.330356 nChanged 443 SP:Iteration 3Q (6019.409391 sec): 3 clusters Score: Raw -602671.441101 + Penalty 2965.589708 = -599705.851393 nChanged 385 SP:Iteration 4Q (6019.473926 sec): 3 clusters Score: Raw -602819.021600 + Penalty 2965.589708 = -599853.431892 nChanged 339 SP:Iteration 5Q (6019.525021 sec): 3 clusters Score: Raw -602971.045976 + Penalty 2965.589708 = -600005.456267 nChanged 335 SP:Iteration 6Q (6019.585669 sec): 3 clusters Score: Raw -603115.913029 + Penalty 2965.589708 = -600150.323321 nChanged 320 SP:Iteration 7Q (6019.652953 sec): 3 clusters Score: Raw -603270.928419 + Penalty 2965.589708 = -600305.338711 nChanged 336 SP:Iteration 8Q (6019.703994 sec): 3 clusters Score: Raw -603451.627505 + Penalty 2965.589708 = -600486.037796 nChanged 347 SP:Iteration 9Q (6019.776180 sec): 3 clusters Score: Raw -603626.738401 + Penalty 2965.589708 = -600661.148692 nChanged 331 SP:Iteration 10Q (6019.827574 sec): 3 clusters Score: Raw -603799.070812 + Penalty 2965.589708 = -600833.481104 nChanged 320 SP:Iteration 11Q (6019.898448 sec): 3 clusters Score: Raw -603986.168445 + Penalty 2965.589708 = -601020.578736 nChanged 319 SP:Iteration 12Q (6019.944824 sec): 3 clusters Score: Raw -604174.269801 + Penalty 2965.589708 = -601208.680093 nChanged 289 SP:Iteration 13Q (6020.014372 sec): 3 clusters Score: Raw -604323.690371 + Penalty 2965.589708 = -601358.100663 nChanged 277 SP:Iteration 14Q (6020.079864 sec): 3 clusters Score: Raw -604458.317995 + Penalty 2965.589708 = -601492.728286 nChanged 221 SP:Iteration 15Q (6020.129990 sec): 3 clusters Score: Raw -604551.613696 + Penalty 2965.589708 = -601586.023988 nChanged 183 SP:Iteration 16Q (6020.192351 sec): 3 clusters Score: Raw -604628.836744 + Penalty 2965.589708 = -601663.247036 nChanged 153 SP:Iteration 17Q (6020.257195 sec): 3 clusters Score: Raw -604687.480095 + Penalty 2965.589708 = -601721.890386 nChanged 130 SP:Iteration 18Q (6020.314973 sec): 3 clusters Score: Raw -604733.343486 + Penalty 2965.589708 = -601767.753778 nChanged 100 SP:Iteration 19Q (6020.367743 sec): 3 clusters Score: Raw -604769.421008 + Penalty 2965.589708 = -601803.831300 nChanged 92 SP:Iteration 20F (6020.433497 sec): 3 clusters Score: Raw -604800.151949 + Penalty 2965.589708 = -601834.562241 nChanged 88 SP:Iteration 21Q (6020.495371 sec): 3 clusters Score: Raw -604828.790942 + Penalty 2965.589708 = -601863.201234 nChanged 71 SP:Iteration 22Q (6020.557422 sec): 3 clusters Score: Raw -604850.085651 + Penalty 2965.589708 = -601884.495943 nChanged 71 SP:Iteration 23Q (6020.629957 sec): 3 clusters Score: Raw -604869.316840 + Penalty 2965.589708 = -601903.727132 nChanged 58 SP:Iteration 24Q (6020.691435 sec): 3 clusters Score: Raw -604883.188972 + Penalty 2965.589708 = -601917.599263 nChanged 49 SP:Iteration 25Q (6020.754028 sec): 3 clusters Score: Raw -604894.843543 + Penalty 2965.589708 = -601929.253835 nChanged 44 SP:Iteration 26Q (6020.803520 sec): 3 clusters Score: Raw -604904.677297 + Penalty 2965.589708 = -601939.087589 nChanged 41 SP:Iteration 27Q (6020.872473 sec): 3 clusters Score: Raw -604918.439132 + Penalty 2965.589708 = -601952.849424 nChanged 54 SP:Iteration 28Q (6020.926631 sec): 3 clusters Score: Raw -604933.808506 + Penalty 2965.589708 = -601968.218798 nChanged 49 SP:Iteration 29Q (6020.994163 sec): 3 clusters Score: Raw -604946.270009 + Penalty 2965.589708 = -601980.680301 nChanged 52 SP:Iteration 30Q (6021.053664 sec): 3 clusters Score: Raw -604961.246592 + Penalty 2965.589708 = -601995.656884 nChanged 45 SP:Iteration 31Q (6021.116326 sec): 3 clusters Score: Raw -604971.058034 + Penalty 2965.589708 = -602005.468326 nChanged 41 SP:Iteration 32Q (6021.176674 sec): 3 clusters Score: Raw -604980.552941 + Penalty 2965.589708 = -602014.963232 nChanged 36 SP:Iteration 33Q (6021.239323 sec): 3 clusters Score: Raw -604990.294855 + Penalty 2965.589708 = -602024.705147 nChanged 36 SP:Iteration 34Q (6021.297567 sec): 3 clusters Score: Raw -604998.048719 + Penalty 2965.589708 = -602032.459011 nChanged 33 SP:Iteration 35Q (6021.349667 sec): 3 clusters Score: Raw -605004.884731 + Penalty 2965.589708 = -602039.295023 nChanged 28 SP:Iteration 36Q (6021.411236 sec): 3 clusters Score: Raw -605013.179681 + Penalty 2965.589708 = -602047.589972 nChanged 26 SP:Iteration 37Q (6021.473065 sec): 3 clusters Score: Raw -605021.481664 + Penalty 2965.589708 = -602055.891956 nChanged 27 SP:Iteration 38Q (6021.537484 sec): 3 clusters Score: Raw -605027.726195 + Penalty 2965.589708 = -602062.136487 nChanged 28 SP:Iteration 39Q (6021.597867 sec): 3 clusters Score: Raw -605036.553081 + Penalty 2965.589708 = -602070.963373 nChanged 29 SP:Iteration 40F (6021.662676 sec): 3 clusters Score: Raw -605044.455863 + Penalty 2965.589708 = -602078.866155 nChanged 31 SP:Iteration 41Q (6021.726247 sec): 3 clusters Score: Raw -605052.527323 + Penalty 2965.589708 = -602086.937615 nChanged 35 SP:Iteration 42Q (6021.777813 sec): 3 clusters Score: Raw -605060.965971 + Penalty 2965.589708 = -602095.376262 nChanged 37 SP:Iteration 43Q (6021.842313 sec): 3 clusters Score: Raw -605071.464046 + Penalty 2965.589708 = -602105.874338 nChanged 31 SP:Iteration 44Q (6021.907580 sec): 3 clusters Score: Raw -605079.241326 + Penalty 2965.589708 = -602113.651617 nChanged 39 SP:Iteration 45Q (6021.965129 sec): 3 clusters Score: Raw -605092.670736 + Penalty 2965.589708 = -602127.081027 nChanged 45 SP:Iteration 46Q (6022.025020 sec): 3 clusters Score: Raw -605109.103567 + Penalty 2965.589708 = -602143.513859 nChanged 36 SP:Iteration 47Q (6022.084953 sec): 3 clusters Score: Raw -605121.914026 + Penalty 2965.589708 = -602156.324318 nChanged 45 SP:Iteration 48Q (6022.138729 sec): 3 clusters Score: Raw -605139.593269 + Penalty 2965.589708 = -602174.003561 nChanged 55 SP:Iteration 49Q (6022.204446 sec): 3 clusters Score: Raw -605157.630161 + Penalty 2965.589708 = -602192.040453 nChanged 51 SP:Iteration 50Q (6022.256364 sec): 3 clusters Score: Raw -605176.497027 + Penalty 2965.589708 = -602210.907319 nChanged 54 SP:Iteration 51Q (6022.314640 sec): 3 clusters Score: Raw -605195.198207 + Penalty 2965.589708 = -602229.608499 nChanged 46 SP:Iteration 52Q (6022.377299 sec): 3 clusters Score: Raw -605214.510630 + Penalty 2965.589708 = -602248.920922 nChanged 51 SP:Iteration 53Q (6022.434100 sec): 3 clusters Score: Raw -605232.896245 + Penalty 2965.589708 = -602267.306537 nChanged 54 SP:Iteration 54Q (6022.492561 sec): 3 clusters Score: Raw -605253.100671 + Penalty 2965.589708 = -602287.510962 nChanged 50 SP:Iteration 55Q (6022.563361 sec): 3 clusters Score: Raw -605269.741533 + Penalty 2965.589708 = -602304.151825 nChanged 52 SP:Iteration 56Q (6022.617413 sec): 3 clusters Score: Raw -605287.154544 + Penalty 2965.589708 = -602321.564835 nChanged 46 SP:Iteration 57Q (6022.679650 sec): 3 clusters Score: Raw -605299.938594 + Penalty 2965.589708 = -602334.348886 nChanged 39 SP:Iteration 58Q (6022.738554 sec): 3 clusters Score: Raw -605310.460620 + Penalty 2965.589708 = -602344.870912 nChanged 34 SP:Iteration 59Q (6022.799112 sec): 3 clusters Score: Raw -605321.788968 + Penalty 2965.589708 = -602356.199260 nChanged 29 SP:Iteration 60F (6022.865487 sec): 3 clusters Score: Raw -605331.154890 + Penalty 2965.589708 = -602365.565182 nChanged 28 SP:Iteration 61Q (6022.913398 sec): 3 clusters Score: Raw -605340.034616 + Penalty 2965.589708 = -602374.444908 nChanged 24 SP:Iteration 62Q (6022.981796 sec): 3 clusters Score: Raw -605348.398403 + Penalty 2965.589708 = -602382.808695 nChanged 18 SP:Iteration 63Q (6023.032929 sec): 3 clusters Score: Raw -605353.308201 + Penalty 2965.589708 = -602387.718492 nChanged 20 SP:Iteration 64Q (6023.094698 sec): 3 clusters Score: Raw -605358.115343 + Penalty 2965.589708 = -602392.525634 nChanged 22 SP:Iteration 65Q (6023.161879 sec): 3 clusters Score: Raw -605364.204245 + Penalty 2965.589708 = -602398.614537 nChanged 19 SP:Iteration 66Q (6023.228095 sec): 3 clusters Score: Raw -605369.371485 + Penalty 2965.589708 = -602403.781776 nChanged 23 SP:Iteration 67Q (6023.290531 sec): 3 clusters Score: Raw -605375.796564 + Penalty 2965.589708 = -602410.206856 nChanged 16 SP:Iteration 68Q (6023.350129 sec): 3 clusters Score: Raw -605379.268508 + Penalty 2965.589708 = -602413.678800 nChanged 12 SP:Iteration 69Q (6023.400963 sec): 3 clusters Score: Raw -605381.930603 + Penalty 2965.589708 = -602416.340895 nChanged 13 SP:Iteration 70Q (6023.473280 sec): 3 clusters Score: Raw -605384.584891 + Penalty 2965.589708 = -602418.995183 nChanged 7 SP:Iteration 71Q (6023.527714 sec): 3 clusters Score: Raw -605385.903904 + Penalty 2965.589708 = -602420.314196 nChanged 3 SP:Iteration 72Q (6023.590476 sec): 3 clusters Score: Raw -605386.376293 + Penalty 2965.589708 = -602420.786585 nChanged 4 SP:Iteration 73Q (6023.647633 sec): 3 clusters Score: Raw -605387.074583 + Penalty 2965.589708 = -602421.484875 nChanged 8 SP:Iteration 74Q (6023.705922 sec): 3 clusters Score: Raw -605388.614456 + Penalty 2965.589708 = -602423.024748 nChanged 8 SP:Iteration 75Q (6023.764807 sec): 3 clusters Score: Raw -605390.733574 + Penalty 2965.589708 = -602425.143865 nChanged 10 SP:Iteration 76Q (6023.824164 sec): 3 clusters Score: Raw -605393.500869 + Penalty 2965.589708 = -602427.911161 nChanged 8 SP:Iteration 77Q (6023.882389 sec): 3 clusters Score: Raw -605395.082400 + Penalty 2965.589708 = -602429.492692 nChanged 9 SP:Iteration 78Q (6023.939986 sec): 3 clusters Score: Raw -605397.684497 + Penalty 2965.589708 = -602432.094789 nChanged 12 SP:Iteration 79Q (6023.988905 sec): 3 clusters Score: Raw -605400.517191 + Penalty 2965.589708 = -602434.927483 nChanged 10 SP:Iteration 80F (6024.047228 sec): 3 clusters Score: Raw -605402.478041 + Penalty 2965.589708 = -602436.888332 nChanged 7 SP:Iteration 81Q (6024.103194 sec): 3 clusters Score: Raw -605404.106045 + Penalty 2965.589708 = -602438.516337 nChanged 9 SP:Iteration 82Q (6024.172366 sec): 3 clusters Score: Raw -605405.594089 + Penalty 2965.589708 = -602440.004381 nChanged 4 SP:Iteration 83Q (6024.226876 sec): 3 clusters Score: Raw -605406.458908 + Penalty 2965.589708 = -602440.869200 nChanged 4 SP:Iteration 84Q (6024.277271 sec): 3 clusters Score: Raw -605407.281947 + Penalty 2965.589708 = -602441.692239 nChanged 5 SP:Iteration 85Q (6024.342539 sec): 3 clusters Score: Raw -605408.328875 + Penalty 2965.589708 = -602442.739166 nChanged 8 SP:Iteration 86Q (6024.389941 sec): 3 clusters Score: Raw -605409.523638 + Penalty 2965.589708 = -602443.933930 nChanged 4 SP:Iteration 87Q (6024.448244 sec): 3 clusters Score: Raw -605410.170059 + Penalty 2965.589708 = -602444.580351 nChanged 2 SP:Iteration 88Q (6024.511769 sec): 3 clusters Score: Raw -605411.027057 + Penalty 2965.589708 = -602445.437349 nChanged 1 SP:Iteration 89Q (6024.559215 sec): 3 clusters Score: Raw -605411.458770 + Penalty 2965.589708 = -602445.869062 nChanged 1 SP:Iteration 90Q (6024.617389 sec): 3 clusters Score: Raw -605411.738017 + Penalty 2965.589708 = -602446.148308 nChanged 0 SP:Iteration 91F (6024.680515 sec): 3 clusters Score: Raw -605411.738017 + Penalty 2965.589708 = -602446.148308 nChanged 0 Trying to split cluster 30 (4630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6024.704678 sec): 2 clusters Score: Raw -299299.639012 + Penalty 1371.550724 = -297928.088288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6024.752712 sec): 3 clusters Score: Raw -296909.561718 + Penalty 2743.101448 = -294166.460270 nChanged 1851 SP:Iteration 1F (6024.820425 sec): 3 clusters Score: Raw -297980.618177 + Penalty 2743.101448 = -295237.516729 nChanged 358 SP:Iteration 2F (6024.870554 sec): 3 clusters Score: Raw -298236.703126 + Penalty 2743.101448 = -295493.601679 nChanged 322 SP:Iteration 3F (6024.912807 sec): 3 clusters Score: Raw -298503.878130 + Penalty 2743.101448 = -295760.776682 nChanged 296 SP:Iteration 4F (6024.973381 sec): 3 clusters Score: Raw -298765.325672 + Penalty 2743.101448 = -296022.224224 nChanged 282 SP:Iteration 5F (6025.020972 sec): 3 clusters Score: Raw -298988.270339 + Penalty 2743.101448 = -296245.168891 nChanged 245 SP:Iteration 6F (6025.071014 sec): 3 clusters Score: Raw -299148.284621 + Penalty 2743.101448 = -296405.183173 nChanged 221 SP:Iteration 7Q (6025.118382 sec): 3 clusters Score: Raw -299295.181402 + Penalty 2743.101448 = -296552.079954 nChanged 188 SP:Iteration 8Q (6025.173617 sec): 3 clusters Score: Raw -299425.033125 + Penalty 2743.101448 = -296681.931677 nChanged 166 SP:Iteration 9Q (6025.221180 sec): 3 clusters Score: Raw -299556.178094 + Penalty 2743.101448 = -296813.076646 nChanged 163 SP:Iteration 10Q (6025.271692 sec): 3 clusters Score: Raw -299690.725306 + Penalty 2743.101448 = -296947.623858 nChanged 115 SP:Iteration 11Q (6025.328695 sec): 3 clusters Score: Raw -299796.598525 + Penalty 2743.101448 = -297053.497077 nChanged 104 SP:Iteration 12Q (6025.374644 sec): 3 clusters Score: Raw -299893.991209 + Penalty 2743.101448 = -297150.889761 nChanged 91 SP:Iteration 13Q (6025.423492 sec): 3 clusters Score: Raw -299973.974538 + Penalty 2743.101448 = -297230.873090 nChanged 86 SP:Iteration 14Q (6025.468165 sec): 3 clusters Score: Raw -300058.401133 + Penalty 2743.101448 = -297315.299685 nChanged 64 SP:Iteration 15Q (6025.514352 sec): 3 clusters Score: Raw -300106.188579 + Penalty 2743.101448 = -297363.087131 nChanged 55 SP:Iteration 16Q (6025.575979 sec): 3 clusters Score: Raw -300136.149491 + Penalty 2743.101448 = -297393.048043 nChanged 32 SP:Iteration 17Q (6025.626129 sec): 3 clusters Score: Raw -300154.625658 + Penalty 2743.101448 = -297411.524210 nChanged 30 SP:Iteration 18Q (6025.674967 sec): 3 clusters Score: Raw -300168.021770 + Penalty 2743.101448 = -297424.920322 nChanged 24 SP:Iteration 19Q (6025.726021 sec): 3 clusters Score: Raw -300176.994659 + Penalty 2743.101448 = -297433.893211 nChanged 14 SP:Iteration 20F (6025.778613 sec): 3 clusters Score: Raw -300182.903730 + Penalty 2743.101448 = -297439.802282 nChanged 14 SP:Iteration 21Q (6025.825450 sec): 3 clusters Score: Raw -300186.195509 + Penalty 2743.101448 = -297443.094062 nChanged 9 SP:Iteration 22Q (6025.871750 sec): 3 clusters Score: Raw -300188.899363 + Penalty 2743.101448 = -297445.797915 nChanged 8 SP:Iteration 23Q (6025.917039 sec): 3 clusters Score: Raw -300191.576481 + Penalty 2743.101448 = -297448.475034 nChanged 3 SP:Iteration 24Q (6025.960636 sec): 3 clusters Score: Raw -300192.733888 + Penalty 2743.101448 = -297449.632441 nChanged 6 SP:Iteration 25Q (6026.014318 sec): 3 clusters Score: Raw -300195.520391 + Penalty 2743.101448 = -297452.418944 nChanged 7 SP:Iteration 26Q (6026.060482 sec): 3 clusters Score: Raw -300197.754836 + Penalty 2743.101448 = -297454.653388 nChanged 4 SP:Iteration 27Q (6026.108279 sec): 3 clusters Score: Raw -300198.571952 + Penalty 2743.101448 = -297455.470505 nChanged 2 SP:Iteration 28Q (6026.152500 sec): 3 clusters Score: Raw -300198.913302 + Penalty 2743.101448 = -297455.811854 nChanged 0 SP:Iteration 29F (6026.196457 sec): 3 clusters Score: Raw -300198.913302 + Penalty 2743.101448 = -297455.811854 nChanged 0 Trying to split cluster 31 (6265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6026.224601 sec): 2 clusters Score: Raw -417689.530321 + Penalty 1420.694253 = -416268.836068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6026.274595 sec): 3 clusters Score: Raw -414358.758645 + Penalty 2841.388507 = -411517.370138 nChanged 2587 SP:Iteration 1F (6026.326483 sec): 3 clusters Score: Raw -415818.625924 + Penalty 2841.388507 = -412977.237417 nChanged 431 SP:Iteration 2F (6026.379022 sec): 3 clusters Score: Raw -416048.281041 + Penalty 2841.388507 = -413206.892535 nChanged 349 SP:Iteration 3F (6026.440477 sec): 3 clusters Score: Raw -416205.527841 + Penalty 2841.388507 = -413364.139334 nChanged 281 SP:Iteration 4Q (6026.488366 sec): 3 clusters Score: Raw -416349.177684 + Penalty 2841.388507 = -413507.789177 nChanged 253 SP:Iteration 5Q (6026.546162 sec): 3 clusters Score: Raw -416476.908117 + Penalty 2841.388507 = -413635.519611 nChanged 264 SP:Iteration 6Q (6026.602952 sec): 3 clusters Score: Raw -416626.494907 + Penalty 2841.388507 = -413785.106400 nChanged 252 SP:Iteration 7Q (6026.659714 sec): 3 clusters Score: Raw -416777.604145 + Penalty 2841.388507 = -413936.215639 nChanged 257 SP:Iteration 8Q (6026.712892 sec): 3 clusters Score: Raw -416936.113801 + Penalty 2841.388507 = -414094.725294 nChanged 252 SP:Iteration 9Q (6026.773136 sec): 3 clusters Score: Raw -417086.961498 + Penalty 2841.388507 = -414245.572991 nChanged 218 SP:Iteration 10Q (6026.830452 sec): 3 clusters Score: Raw -417228.311093 + Penalty 2841.388507 = -414386.922587 nChanged 201 SP:Iteration 11Q (6026.887271 sec): 3 clusters Score: Raw -417367.934557 + Penalty 2841.388507 = -414526.546050 nChanged 167 SP:Iteration 12Q (6026.933994 sec): 3 clusters Score: Raw -417470.001012 + Penalty 2841.388507 = -414628.612505 nChanged 129 SP:Iteration 13Q (6026.996634 sec): 3 clusters Score: Raw -417559.187202 + Penalty 2841.388507 = -414717.798695 nChanged 106 SP:Iteration 14Q (6027.054695 sec): 3 clusters Score: Raw -417624.409114 + Penalty 2841.388507 = -414783.020607 nChanged 94 SP:Iteration 15Q (6027.116647 sec): 3 clusters Score: Raw -417680.415763 + Penalty 2841.388507 = -414839.027257 nChanged 76 SP:Iteration 16Q (6027.161418 sec): 3 clusters Score: Raw -417717.039093 + Penalty 2841.388507 = -414875.650586 nChanged 57 SP:Iteration 17Q (6027.220602 sec): 3 clusters Score: Raw -417746.838460 + Penalty 2841.388507 = -414905.449953 nChanged 56 SP:Iteration 18Q (6027.278970 sec): 3 clusters Score: Raw -417778.268097 + Penalty 2841.388507 = -414936.879590 nChanged 54 SP:Iteration 19Q (6027.346108 sec): 3 clusters Score: Raw -417803.824609 + Penalty 2841.388507 = -414962.436102 nChanged 35 SP:Iteration 20F (6027.396113 sec): 3 clusters Score: Raw -417819.581317 + Penalty 2841.388507 = -414978.192810 nChanged 29 SP:Iteration 21Q (6027.461867 sec): 3 clusters Score: Raw -417833.205283 + Penalty 2841.388507 = -414991.816776 nChanged 32 SP:Iteration 22Q (6027.512500 sec): 3 clusters Score: Raw -417845.092214 + Penalty 2841.388507 = -415003.703708 nChanged 16 SP:Iteration 23Q (6027.568680 sec): 3 clusters Score: Raw -417850.560835 + Penalty 2841.388507 = -415009.172328 nChanged 10 SP:Iteration 24Q (6027.621286 sec): 3 clusters Score: Raw -417854.611522 + Penalty 2841.388507 = -415013.223015 nChanged 5 SP:Iteration 25Q (6027.677319 sec): 3 clusters Score: Raw -417855.881744 + Penalty 2841.388507 = -415014.493237 nChanged 8 SP:Iteration 26Q (6027.723536 sec): 3 clusters Score: Raw -417857.851431 + Penalty 2841.388507 = -415016.462924 nChanged 3 SP:Iteration 27Q (6027.783076 sec): 3 clusters Score: Raw -417858.876489 + Penalty 2841.388507 = -415017.487982 nChanged 3 SP:Iteration 28Q (6027.834732 sec): 3 clusters Score: Raw -417859.932947 + Penalty 2841.388507 = -415018.544440 nChanged 2 SP:Iteration 29Q (6027.899778 sec): 3 clusters Score: Raw -417860.713179 + Penalty 2841.388507 = -415019.324672 nChanged 1 SP:Iteration 30Q (6027.953931 sec): 3 clusters Score: Raw -417860.971932 + Penalty 2841.388507 = -415019.583425 nChanged 2 SP:Iteration 31Q (6028.013217 sec): 3 clusters Score: Raw -417861.800005 + Penalty 2841.388507 = -415020.411498 nChanged 5 SP:Iteration 32Q (6028.063181 sec): 3 clusters Score: Raw -417864.883707 + Penalty 2841.388507 = -415023.495200 nChanged 8 SP:Iteration 33Q (6028.119914 sec): 3 clusters Score: Raw -417867.888368 + Penalty 2841.388507 = -415026.499861 nChanged 10 SP:Iteration 34Q (6028.176405 sec): 3 clusters Score: Raw -417873.919131 + Penalty 2841.388507 = -415032.530625 nChanged 15 SP:Iteration 35Q (6028.232890 sec): 3 clusters Score: Raw -417879.805110 + Penalty 2841.388507 = -415038.416603 nChanged 9 SP:Iteration 36Q (6028.284640 sec): 3 clusters Score: Raw -417882.513578 + Penalty 2841.388507 = -415041.125071 nChanged 6 SP:Iteration 37Q (6028.330699 sec): 3 clusters Score: Raw -417884.511403 + Penalty 2841.388507 = -415043.122896 nChanged 3 SP:Iteration 38Q (6028.386082 sec): 3 clusters Score: Raw -417886.551854 + Penalty 2841.388507 = -415045.163347 nChanged 4 SP:Iteration 39Q (6028.454836 sec): 3 clusters Score: Raw -417887.532705 + Penalty 2841.388507 = -415046.144198 nChanged 3 SP:Iteration 40F (6028.512395 sec): 3 clusters Score: Raw -417888.387717 + Penalty 2841.388507 = -415046.999210 nChanged 4 SP:Iteration 41Q (6028.567454 sec): 3 clusters Score: Raw -417889.681233 + Penalty 2841.388507 = -415048.292726 nChanged 2 SP:Iteration 42Q (6028.623852 sec): 3 clusters Score: Raw -417890.707578 + Penalty 2841.388507 = -415049.319072 nChanged 4 SP:Iteration 43Q (6028.679196 sec): 3 clusters Score: Raw -417891.958103 + Penalty 2841.388507 = -415050.569596 nChanged 2 SP:Iteration 44Q (6028.735184 sec): 3 clusters Score: Raw -417892.626121 + Penalty 2841.388507 = -415051.237614 nChanged 3 SP:Iteration 45Q (6028.793977 sec): 3 clusters Score: Raw -417893.398914 + Penalty 2841.388507 = -415052.010407 nChanged 4 SP:Iteration 46Q (6028.851434 sec): 3 clusters Score: Raw -417894.457502 + Penalty 2841.388507 = -415053.068995 nChanged 2 SP:Iteration 47Q (6028.896390 sec): 3 clusters Score: Raw -417895.732649 + Penalty 2841.388507 = -415054.344142 nChanged 3 SP:Iteration 48Q (6028.950612 sec): 3 clusters Score: Raw -417896.936423 + Penalty 2841.388507 = -415055.547916 nChanged 5 SP:Iteration 49Q (6029.007276 sec): 3 clusters Score: Raw -417898.487303 + Penalty 2841.388507 = -415057.098796 nChanged 5 SP:Iteration 50Q (6029.063747 sec): 3 clusters Score: Raw -417900.467347 + Penalty 2841.388507 = -415059.078840 nChanged 4 SP:Iteration 51Q (6029.121527 sec): 3 clusters Score: Raw -417901.760699 + Penalty 2841.388507 = -415060.372192 nChanged 7 SP:Iteration 52Q (6029.179635 sec): 3 clusters Score: Raw -417904.022783 + Penalty 2841.388507 = -415062.634276 nChanged 3 SP:Iteration 53Q (6029.236566 sec): 3 clusters Score: Raw -417904.967395 + Penalty 2841.388507 = -415063.578888 nChanged 0 SP:Iteration 54F (6029.295913 sec): 3 clusters Score: Raw -417904.967395 + Penalty 2841.388507 = -415063.578888 nChanged 0 Trying to split cluster 32 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6029.319801 sec): 2 clusters Score: Raw -15088.217813 + Penalty 950.982903 = -14137.234910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6029.364129 sec): 3 clusters Score: Raw -15189.874351 + Penalty 1901.965806 = -13287.908545 nChanged 78 SP:Iteration 1F (6029.411715 sec): 3 clusters Score: Raw -15410.340933 + Penalty 1901.965806 = -13508.375127 nChanged 19 SP:Iteration 2F (6029.460876 sec): 3 clusters Score: Raw -15503.229249 + Penalty 1901.965806 = -13601.263443 nChanged 18 SP:Iteration 3F (6029.504392 sec): 3 clusters Score: Raw -15546.394220 + Penalty 1901.965806 = -13644.428415 nChanged 6 SP:Iteration 4Q (6029.549479 sec): 3 clusters Score: Raw -15555.994483 + Penalty 1901.965806 = -13654.028678 nChanged 5 SP:Iteration 5Q (6029.601976 sec): 3 clusters Score: Raw -15563.452372 + Penalty 1901.965806 = -13661.486566 nChanged 0 SP:Iteration 6F (6029.638131 sec): 3 clusters Score: Raw -15563.452372 + Penalty 1901.965806 = -13661.486566 nChanged 0 Trying to split cluster 33 (12605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6029.691121 sec): 2 clusters Score: Raw -859638.315808 + Penalty 1534.300436 = -858104.015371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6029.763932 sec): 3 clusters Score: Raw -852268.570609 + Penalty 3068.600873 = -849199.969736 nChanged 5521 SP:Iteration 1F (6029.830117 sec): 3 clusters Score: Raw -855169.964807 + Penalty 3068.600873 = -852101.363934 nChanged 769 SP:Iteration 2F (6029.897495 sec): 3 clusters Score: Raw -855523.273858 + Penalty 3068.600873 = -852454.672985 nChanged 710 SP:Iteration 3F (6029.961538 sec): 3 clusters Score: Raw -855884.454892 + Penalty 3068.600873 = -852815.854019 nChanged 727 SP:Iteration 4F (6030.037960 sec): 3 clusters Score: Raw -856313.290237 + Penalty 3068.600873 = -853244.689364 nChanged 796 SP:Iteration 5F (6030.093086 sec): 3 clusters Score: Raw -856873.492504 + Penalty 3068.600873 = -853804.891631 nChanged 864 SP:Iteration 6F (6030.170487 sec): 3 clusters Score: Raw -857607.606449 + Penalty 3068.600873 = -854539.005576 nChanged 814 SP:Iteration 7F (6030.238538 sec): 3 clusters Score: Raw -858329.525193 + Penalty 3068.600873 = -855260.924320 nChanged 649 SP:Iteration 8F (6030.292374 sec): 3 clusters Score: Raw -858848.464926 + Penalty 3068.600873 = -855779.864053 nChanged 494 SP:Iteration 9Q (6030.370993 sec): 3 clusters Score: Raw -859199.974559 + Penalty 3068.600873 = -856131.373686 nChanged 339 SP:Iteration 10Q (6030.440078 sec): 3 clusters Score: Raw -859423.545434 + Penalty 3068.600873 = -856354.944562 nChanged 241 SP:Iteration 11Q (6030.496988 sec): 3 clusters Score: Raw -859552.583728 + Penalty 3068.600873 = -856483.982855 nChanged 176 SP:Iteration 12Q (6030.570214 sec): 3 clusters Score: Raw -859643.164479 + Penalty 3068.600873 = -856574.563606 nChanged 115 SP:Iteration 13Q (6030.629944 sec): 3 clusters Score: Raw -859694.907250 + Penalty 3068.600873 = -856626.306377 nChanged 88 SP:Iteration 14Q (6030.700900 sec): 3 clusters Score: Raw -859729.749327 + Penalty 3068.600873 = -856661.148454 nChanged 70 SP:Iteration 15Q (6030.763620 sec): 3 clusters Score: Raw -859750.332937 + Penalty 3068.600873 = -856681.732065 nChanged 56 SP:Iteration 16Q (6030.833302 sec): 3 clusters Score: Raw -859767.079779 + Penalty 3068.600873 = -856698.478906 nChanged 55 SP:Iteration 17Q (6030.899286 sec): 3 clusters Score: Raw -859782.301198 + Penalty 3068.600873 = -856713.700325 nChanged 37 SP:Iteration 18Q (6030.956121 sec): 3 clusters Score: Raw -859792.234258 + Penalty 3068.600873 = -856723.633385 nChanged 32 SP:Iteration 19Q (6031.020182 sec): 3 clusters Score: Raw -859801.171540 + Penalty 3068.600873 = -856732.570667 nChanged 41 SP:Iteration 20F (6031.099518 sec): 3 clusters Score: Raw -859812.238732 + Penalty 3068.600873 = -856743.637859 nChanged 26 SP:Iteration 21Q (6031.156410 sec): 3 clusters Score: Raw -859822.223566 + Penalty 3068.600873 = -856753.622693 nChanged 34 SP:Iteration 22Q (6031.233028 sec): 3 clusters Score: Raw -859830.968148 + Penalty 3068.600873 = -856762.367275 nChanged 25 SP:Iteration 23Q (6031.298512 sec): 3 clusters Score: Raw -859839.789780 + Penalty 3068.600873 = -856771.188907 nChanged 30 SP:Iteration 24Q (6031.366202 sec): 3 clusters Score: Raw -859849.908360 + Penalty 3068.600873 = -856781.307487 nChanged 25 SP:Iteration 25Q (6031.416756 sec): 3 clusters Score: Raw -859857.431575 + Penalty 3068.600873 = -856788.830702 nChanged 25 SP:Iteration 26Q (6031.490418 sec): 3 clusters Score: Raw -859865.598553 + Penalty 3068.600873 = -856796.997680 nChanged 25 SP:Iteration 27Q (6031.558666 sec): 3 clusters Score: Raw -859874.571662 + Penalty 3068.600873 = -856805.970789 nChanged 22 SP:Iteration 28Q (6031.619710 sec): 3 clusters Score: Raw -859882.733147 + Penalty 3068.600873 = -856814.132274 nChanged 25 SP:Iteration 29Q (6031.677474 sec): 3 clusters Score: Raw -859894.135505 + Penalty 3068.600873 = -856825.534632 nChanged 24 SP:Iteration 30Q (6031.746203 sec): 3 clusters Score: Raw -859905.771589 + Penalty 3068.600873 = -856837.170716 nChanged 26 SP:Iteration 31Q (6031.813638 sec): 3 clusters Score: Raw -859925.443579 + Penalty 3068.600873 = -856856.842706 nChanged 35 SP:Iteration 32Q (6031.881859 sec): 3 clusters Score: Raw -859947.874481 + Penalty 3068.600873 = -856879.273608 nChanged 42 SP:Iteration 33Q (6031.942362 sec): 3 clusters Score: Raw -859973.408564 + Penalty 3068.600873 = -856904.807691 nChanged 49 SP:Iteration 34Q (6032.000826 sec): 3 clusters Score: Raw -859998.185300 + Penalty 3068.600873 = -856929.584427 nChanged 42 SP:Iteration 35Q (6032.054819 sec): 3 clusters Score: Raw -860023.608585 + Penalty 3068.600873 = -856955.007712 nChanged 44 SP:Iteration 36Q (6032.118642 sec): 3 clusters Score: Raw -860044.095973 + Penalty 3068.600873 = -856975.495100 nChanged 46 SP:Iteration 37Q (6032.177330 sec): 3 clusters Score: Raw -860065.216705 + Penalty 3068.600873 = -856996.615832 nChanged 33 SP:Iteration 38Q (6032.253585 sec): 3 clusters Score: Raw -860079.034903 + Penalty 3068.600873 = -857010.434030 nChanged 23 SP:Iteration 39Q (6032.310310 sec): 3 clusters Score: Raw -860088.774485 + Penalty 3068.600873 = -857020.173612 nChanged 26 SP:Iteration 40F (6032.378168 sec): 3 clusters Score: Raw -860098.406042 + Penalty 3068.600873 = -857029.805169 nChanged 25 SP:Iteration 41Q (6032.436424 sec): 3 clusters Score: Raw -860108.904227 + Penalty 3068.600873 = -857040.303354 nChanged 21 SP:Iteration 42Q (6032.501795 sec): 3 clusters Score: Raw -860118.490113 + Penalty 3068.600873 = -857049.889240 nChanged 20 SP:Iteration 43Q (6032.566071 sec): 3 clusters Score: Raw -860125.434370 + Penalty 3068.600873 = -857056.833497 nChanged 10 SP:Iteration 44Q (6032.629707 sec): 3 clusters Score: Raw -860129.043407 + Penalty 3068.600873 = -857060.442534 nChanged 14 SP:Iteration 45Q (6032.686955 sec): 3 clusters Score: Raw -860135.827050 + Penalty 3068.600873 = -857067.226177 nChanged 16 SP:Iteration 46Q (6032.749296 sec): 3 clusters Score: Raw -860143.695600 + Penalty 3068.600873 = -857075.094727 nChanged 16 SP:Iteration 47Q (6032.801010 sec): 3 clusters Score: Raw -860152.063770 + Penalty 3068.600873 = -857083.462897 nChanged 17 SP:Iteration 48Q (6032.859428 sec): 3 clusters Score: Raw -860156.688487 + Penalty 3068.600873 = -857088.087614 nChanged 6 SP:Iteration 49Q (6032.919562 sec): 3 clusters Score: Raw -860157.842030 + Penalty 3068.600873 = -857089.241157 nChanged 2 SP:Iteration 50Q (6032.981146 sec): 3 clusters Score: Raw -860158.037616 + Penalty 3068.600873 = -857089.436743 nChanged 2 SP:Iteration 51Q (6033.047660 sec): 3 clusters Score: Raw -860158.717223 + Penalty 3068.600873 = -857090.116350 nChanged 1 SP:Iteration 52Q (6033.110524 sec): 3 clusters Score: Raw -860159.084074 + Penalty 3068.600873 = -857090.483201 nChanged 2 SP:Iteration 53Q (6033.161142 sec): 3 clusters Score: Raw -860159.889657 + Penalty 3068.600873 = -857091.288784 nChanged 3 SP:Iteration 54Q (6033.231021 sec): 3 clusters Score: Raw -860160.798542 + Penalty 3068.600873 = -857092.197669 nChanged 1 SP:Iteration 55Q (6033.299692 sec): 3 clusters Score: Raw -860161.068484 + Penalty 3068.600873 = -857092.467611 nChanged 0 SP:Iteration 56F (6033.360846 sec): 3 clusters Score: Raw -860161.068484 + Penalty 3068.600873 = -857092.467611 nChanged 0 Trying to split cluster 34 (1755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6033.379119 sec): 2 clusters Score: Raw -120070.666950 + Penalty 1213.911422 = -118856.755528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6033.434852 sec): 3 clusters Score: Raw -119346.190672 + Penalty 2427.822844 = -116918.367828 nChanged 621 SP:Iteration 1F (6033.470594 sec): 3 clusters Score: Raw -119731.611234 + Penalty 2427.822844 = -117303.788390 nChanged 120 SP:Iteration 2F (6033.506050 sec): 3 clusters Score: Raw -119817.481316 + Penalty 2427.822844 = -117389.658472 nChanged 87 SP:Iteration 3Q (6033.547940 sec): 3 clusters Score: Raw -119870.827578 + Penalty 2427.822844 = -117443.004734 nChanged 48 SP:Iteration 4Q (6033.599223 sec): 3 clusters Score: Raw -119902.239585 + Penalty 2427.822844 = -117474.416740 nChanged 39 SP:Iteration 5Q (6033.636590 sec): 3 clusters Score: Raw -119930.260499 + Penalty 2427.822844 = -117502.437654 nChanged 33 SP:Iteration 6Q (6033.680877 sec): 3 clusters Score: Raw -119951.881559 + Penalty 2427.822844 = -117524.058715 nChanged 17 SP:Iteration 7Q (6033.724217 sec): 3 clusters Score: Raw -119966.538476 + Penalty 2427.822844 = -117538.715632 nChanged 25 SP:Iteration 8Q (6033.770326 sec): 3 clusters Score: Raw -119980.253022 + Penalty 2427.822844 = -117552.430178 nChanged 22 SP:Iteration 9Q (6033.819939 sec): 3 clusters Score: Raw -119993.737625 + Penalty 2427.822844 = -117565.914781 nChanged 18 SP:Iteration 10Q (6033.869081 sec): 3 clusters Score: Raw -120006.456684 + Penalty 2427.822844 = -117578.633840 nChanged 17 SP:Iteration 11Q (6033.924866 sec): 3 clusters Score: Raw -120013.432181 + Penalty 2427.822844 = -117585.609337 nChanged 11 SP:Iteration 12Q (6033.975909 sec): 3 clusters Score: Raw -120018.689546 + Penalty 2427.822844 = -117590.866702 nChanged 5 SP:Iteration 13Q (6034.014824 sec): 3 clusters Score: Raw -120019.932424 + Penalty 2427.822844 = -117592.109580 nChanged 7 SP:Iteration 14Q (6034.064650 sec): 3 clusters Score: Raw -120022.144560 + Penalty 2427.822844 = -117594.321716 nChanged 5 SP:Iteration 15Q (6034.107737 sec): 3 clusters Score: Raw -120024.870601 + Penalty 2427.822844 = -117597.047757 nChanged 5 SP:Iteration 16Q (6034.156372 sec): 3 clusters Score: Raw -120028.815656 + Penalty 2427.822844 = -117600.992812 nChanged 11 SP:Iteration 17Q (6034.210923 sec): 3 clusters Score: Raw -120034.908114 + Penalty 2427.822844 = -117607.085270 nChanged 12 SP:Iteration 18Q (6034.250210 sec): 3 clusters Score: Raw -120039.844328 + Penalty 2427.822844 = -117612.021484 nChanged 14 SP:Iteration 19Q (6034.310968 sec): 3 clusters Score: Raw -120046.537934 + Penalty 2427.822844 = -117618.715090 nChanged 14 SP:Iteration 20F (6034.355997 sec): 3 clusters Score: Raw -120055.608742 + Penalty 2427.822844 = -117627.785898 nChanged 17 SP:Iteration 21Q (6034.401176 sec): 3 clusters Score: Raw -120064.302631 + Penalty 2427.822844 = -117636.479786 nChanged 6 SP:Iteration 22Q (6034.460748 sec): 3 clusters Score: Raw -120066.869483 + Penalty 2427.822844 = -117639.046638 nChanged 9 SP:Iteration 23Q (6034.504343 sec): 3 clusters Score: Raw -120070.733459 + Penalty 2427.822844 = -117642.910615 nChanged 7 SP:Iteration 24Q (6034.555456 sec): 3 clusters Score: Raw -120074.454147 + Penalty 2427.822844 = -117646.631302 nChanged 7 SP:Iteration 25Q (6034.602058 sec): 3 clusters Score: Raw -120076.739388 + Penalty 2427.822844 = -117648.916544 nChanged 4 SP:Iteration 26Q (6034.640840 sec): 3 clusters Score: Raw -120078.911548 + Penalty 2427.822844 = -117651.088704 nChanged 4 SP:Iteration 27Q (6034.688553 sec): 3 clusters Score: Raw -120080.351543 + Penalty 2427.822844 = -117652.528699 nChanged 2 SP:Iteration 28Q (6034.735179 sec): 3 clusters Score: Raw -120081.147507 + Penalty 2427.822844 = -117653.324663 nChanged 0 SP:Iteration 29F (6034.784484 sec): 3 clusters Score: Raw -120081.147507 + Penalty 2427.822844 = -117653.324663 nChanged 0 Trying to split cluster 35 (2402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6034.812187 sec): 2 clusters Score: Raw -139843.720439 + Penalty 1264.909263 = -138578.811176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6034.868124 sec): 3 clusters Score: Raw -138764.274550 + Penalty 2529.818526 = -136234.456024 nChanged 906 SP:Iteration 1F (6034.910271 sec): 3 clusters Score: Raw -139367.229326 + Penalty 2529.818526 = -136837.410800 nChanged 209 SP:Iteration 2F (6034.954213 sec): 3 clusters Score: Raw -139533.079369 + Penalty 2529.818526 = -137003.260843 nChanged 137 SP:Iteration 3F (6035.004395 sec): 3 clusters Score: Raw -139646.522720 + Penalty 2529.818526 = -137116.704194 nChanged 92 SP:Iteration 4Q (6035.042600 sec): 3 clusters Score: Raw -139724.900361 + Penalty 2529.818526 = -137195.081836 nChanged 97 SP:Iteration 5Q (6035.090263 sec): 3 clusters Score: Raw -139801.268842 + Penalty 2529.818526 = -137271.450316 nChanged 73 SP:Iteration 6Q (6035.137957 sec): 3 clusters Score: Raw -139852.738885 + Penalty 2529.818526 = -137322.920359 nChanged 63 SP:Iteration 7Q (6035.190536 sec): 3 clusters Score: Raw -139896.203993 + Penalty 2529.818526 = -137366.385467 nChanged 49 SP:Iteration 8Q (6035.231271 sec): 3 clusters Score: Raw -139933.517845 + Penalty 2529.818526 = -137403.699320 nChanged 55 SP:Iteration 9Q (6035.289661 sec): 3 clusters Score: Raw -139980.144128 + Penalty 2529.818526 = -137450.325603 nChanged 54 SP:Iteration 10Q (6035.341668 sec): 3 clusters Score: Raw -140023.046921 + Penalty 2529.818526 = -137493.228396 nChanged 53 SP:Iteration 11Q (6035.383349 sec): 3 clusters Score: Raw -140063.029443 + Penalty 2529.818526 = -137533.210917 nChanged 40 SP:Iteration 12Q (6035.431505 sec): 3 clusters Score: Raw -140095.507543 + Penalty 2529.818526 = -137565.689017 nChanged 42 SP:Iteration 13Q (6035.474276 sec): 3 clusters Score: Raw -140121.181899 + Penalty 2529.818526 = -137591.363373 nChanged 39 SP:Iteration 14Q (6035.525979 sec): 3 clusters Score: Raw -140140.284921 + Penalty 2529.818526 = -137610.466395 nChanged 29 SP:Iteration 15Q (6035.570038 sec): 3 clusters Score: Raw -140165.585885 + Penalty 2529.818526 = -137635.767360 nChanged 36 SP:Iteration 16Q (6035.621005 sec): 3 clusters Score: Raw -140189.132017 + Penalty 2529.818526 = -137659.313491 nChanged 27 SP:Iteration 17Q (6035.676109 sec): 3 clusters Score: Raw -140207.321143 + Penalty 2529.818526 = -137677.502617 nChanged 33 SP:Iteration 18Q (6035.720513 sec): 3 clusters Score: Raw -140226.499433 + Penalty 2529.818526 = -137696.680907 nChanged 30 SP:Iteration 19Q (6035.775755 sec): 3 clusters Score: Raw -140241.512836 + Penalty 2529.818526 = -137711.694310 nChanged 27 SP:Iteration 20F (6035.813557 sec): 3 clusters Score: Raw -140253.534359 + Penalty 2529.818526 = -137723.715833 nChanged 18 SP:Iteration 21Q (6035.863119 sec): 3 clusters Score: Raw -140260.121915 + Penalty 2529.818526 = -137730.303389 nChanged 12 SP:Iteration 22Q (6035.914239 sec): 3 clusters Score: Raw -140265.047013 + Penalty 2529.818526 = -137735.228488 nChanged 11 SP:Iteration 23Q (6035.964974 sec): 3 clusters Score: Raw -140269.311446 + Penalty 2529.818526 = -137739.492920 nChanged 7 SP:Iteration 24Q (6036.024348 sec): 3 clusters Score: Raw -140272.547936 + Penalty 2529.818526 = -137742.729410 nChanged 8 SP:Iteration 25Q (6036.063702 sec): 3 clusters Score: Raw -140276.560640 + Penalty 2529.818526 = -137746.742114 nChanged 10 SP:Iteration 26Q (6036.113765 sec): 3 clusters Score: Raw -140284.245935 + Penalty 2529.818526 = -137754.427409 nChanged 14 SP:Iteration 27Q (6036.173863 sec): 3 clusters Score: Raw -140291.547037 + Penalty 2529.818526 = -137761.728511 nChanged 12 SP:Iteration 28Q (6036.212622 sec): 3 clusters Score: Raw -140298.703294 + Penalty 2529.818526 = -137768.884768 nChanged 11 SP:Iteration 29Q (6036.266906 sec): 3 clusters Score: Raw -140306.008375 + Penalty 2529.818526 = -137776.189849 nChanged 9 SP:Iteration 30Q (6036.320386 sec): 3 clusters Score: Raw -140312.186984 + Penalty 2529.818526 = -137782.368458 nChanged 10 SP:Iteration 31Q (6036.362188 sec): 3 clusters Score: Raw -140316.129778 + Penalty 2529.818526 = -137786.311252 nChanged 10 SP:Iteration 32Q (6036.410058 sec): 3 clusters Score: Raw -140321.334597 + Penalty 2529.818526 = -137791.516071 nChanged 11 SP:Iteration 33Q (6036.462181 sec): 3 clusters Score: Raw -140326.302295 + Penalty 2529.818526 = -137796.483769 nChanged 9 SP:Iteration 34Q (6036.514103 sec): 3 clusters Score: Raw -140330.557931 + Penalty 2529.818526 = -137800.739405 nChanged 7 SP:Iteration 35Q (6036.564394 sec): 3 clusters Score: Raw -140333.654297 + Penalty 2529.818526 = -137803.835771 nChanged 12 SP:Iteration 36Q (6036.610894 sec): 3 clusters Score: Raw -140339.283162 + Penalty 2529.818526 = -137809.464636 nChanged 12 SP:Iteration 37Q (6036.651701 sec): 3 clusters Score: Raw -140346.526912 + Penalty 2529.818526 = -137816.708386 nChanged 10 SP:Iteration 38Q (6036.709308 sec): 3 clusters Score: Raw -140350.910442 + Penalty 2529.818526 = -137821.091916 nChanged 9 SP:Iteration 39Q (6036.758725 sec): 3 clusters Score: Raw -140355.072675 + Penalty 2529.818526 = -137825.254149 nChanged 7 SP:Iteration 40F (6036.806382 sec): 3 clusters Score: Raw -140357.469689 + Penalty 2529.818526 = -137827.651163 nChanged 3 SP:Iteration 41Q (6036.846094 sec): 3 clusters Score: Raw -140358.205319 + Penalty 2529.818526 = -137828.386793 nChanged 1 SP:Iteration 42Q (6036.893011 sec): 3 clusters Score: Raw -140358.425440 + Penalty 2529.818526 = -137828.606915 nChanged 0 SP:Iteration 43F (6036.938043 sec): 3 clusters Score: Raw -140358.425440 + Penalty 2529.818526 = -137828.606915 nChanged 0 Trying to split cluster 36 (5807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6036.970498 sec): 2 clusters Score: Raw -395903.502238 + Penalty 1408.358147 = -394495.144091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6037.025089 sec): 3 clusters Score: Raw -392812.221460 + Penalty 2816.716294 = -389995.505166 nChanged 2449 SP:Iteration 1F (6037.086824 sec): 3 clusters Score: Raw -394160.013298 + Penalty 2816.716294 = -391343.297004 nChanged 427 SP:Iteration 2F (6037.147005 sec): 3 clusters Score: Raw -394437.655715 + Penalty 2816.716294 = -391620.939421 nChanged 355 SP:Iteration 3F (6037.202971 sec): 3 clusters Score: Raw -394674.974815 + Penalty 2816.716294 = -391858.258521 nChanged 306 SP:Iteration 4F (6037.258097 sec): 3 clusters Score: Raw -394858.316200 + Penalty 2816.716294 = -392041.599907 nChanged 249 SP:Iteration 5Q (6037.311022 sec): 3 clusters Score: Raw -395002.768731 + Penalty 2816.716294 = -392186.052437 nChanged 235 SP:Iteration 6Q (6037.361413 sec): 3 clusters Score: Raw -395132.028536 + Penalty 2816.716294 = -392315.312242 nChanged 202 SP:Iteration 7Q (6037.415635 sec): 3 clusters Score: Raw -395233.656319 + Penalty 2816.716294 = -392416.940025 nChanged 172 SP:Iteration 8Q (6037.471404 sec): 3 clusters Score: Raw -395311.888878 + Penalty 2816.716294 = -392495.172585 nChanged 158 SP:Iteration 9Q (6037.529364 sec): 3 clusters Score: Raw -395388.961778 + Penalty 2816.716294 = -392572.245484 nChanged 153 SP:Iteration 10Q (6037.586482 sec): 3 clusters Score: Raw -395466.982698 + Penalty 2816.716294 = -392650.266404 nChanged 144 SP:Iteration 11Q (6037.645830 sec): 3 clusters Score: Raw -395528.629501 + Penalty 2816.716294 = -392711.913207 nChanged 130 SP:Iteration 12Q (6037.704209 sec): 3 clusters Score: Raw -395586.605115 + Penalty 2816.716294 = -392769.888822 nChanged 118 SP:Iteration 13Q (6037.763069 sec): 3 clusters Score: Raw -395636.605579 + Penalty 2816.716294 = -392819.889285 nChanged 102 SP:Iteration 14Q (6037.808023 sec): 3 clusters Score: Raw -395679.740230 + Penalty 2816.716294 = -392863.023936 nChanged 114 SP:Iteration 15Q (6037.863985 sec): 3 clusters Score: Raw -395725.949811 + Penalty 2816.716294 = -392909.233517 nChanged 103 SP:Iteration 16Q (6037.927800 sec): 3 clusters Score: Raw -395771.023157 + Penalty 2816.716294 = -392954.306863 nChanged 103 SP:Iteration 17Q (6037.970143 sec): 3 clusters Score: Raw -395812.057952 + Penalty 2816.716294 = -392995.341658 nChanged 105 SP:Iteration 18Q (6038.022389 sec): 3 clusters Score: Raw -395850.468694 + Penalty 2816.716294 = -393033.752400 nChanged 93 SP:Iteration 19Q (6038.074847 sec): 3 clusters Score: Raw -395878.620534 + Penalty 2816.716294 = -393061.904240 nChanged 74 SP:Iteration 20F (6038.134382 sec): 3 clusters Score: Raw -395904.169191 + Penalty 2816.716294 = -393087.452898 nChanged 64 SP:Iteration 21Q (6038.184325 sec): 3 clusters Score: Raw -395922.818574 + Penalty 2816.716294 = -393106.102281 nChanged 60 SP:Iteration 22Q (6038.249174 sec): 3 clusters Score: Raw -395942.397215 + Penalty 2816.716294 = -393125.680921 nChanged 55 SP:Iteration 23Q (6038.309495 sec): 3 clusters Score: Raw -395960.135239 + Penalty 2816.716294 = -393143.418945 nChanged 48 SP:Iteration 24Q (6038.355400 sec): 3 clusters Score: Raw -395973.600294 + Penalty 2816.716294 = -393156.884000 nChanged 53 SP:Iteration 25Q (6038.406856 sec): 3 clusters Score: Raw -395988.991850 + Penalty 2816.716294 = -393172.275556 nChanged 38 SP:Iteration 26Q (6038.468087 sec): 3 clusters Score: Raw -395998.455208 + Penalty 2816.716294 = -393181.738914 nChanged 25 SP:Iteration 27Q (6038.528245 sec): 3 clusters Score: Raw -396003.939224 + Penalty 2816.716294 = -393187.222930 nChanged 20 SP:Iteration 28Q (6038.574399 sec): 3 clusters Score: Raw -396007.014545 + Penalty 2816.716294 = -393190.298251 nChanged 13 SP:Iteration 29Q (6038.631891 sec): 3 clusters Score: Raw -396009.287821 + Penalty 2816.716294 = -393192.571527 nChanged 9 SP:Iteration 30Q (6038.693331 sec): 3 clusters Score: Raw -396011.249133 + Penalty 2816.716294 = -393194.532839 nChanged 12 SP:Iteration 31Q (6038.755677 sec): 3 clusters Score: Raw -396014.007475 + Penalty 2816.716294 = -393197.291181 nChanged 15 SP:Iteration 32Q (6038.810557 sec): 3 clusters Score: Raw -396016.778768 + Penalty 2816.716294 = -393200.062474 nChanged 13 SP:Iteration 33Q (6038.870790 sec): 3 clusters Score: Raw -396019.024393 + Penalty 2816.716294 = -393202.308099 nChanged 11 SP:Iteration 34Q (6038.925771 sec): 3 clusters Score: Raw -396020.421870 + Penalty 2816.716294 = -393203.705576 nChanged 13 SP:Iteration 35Q (6038.986654 sec): 3 clusters Score: Raw -396022.322107 + Penalty 2816.716294 = -393205.605813 nChanged 11 SP:Iteration 36Q (6039.040695 sec): 3 clusters Score: Raw -396024.847800 + Penalty 2816.716294 = -393208.131506 nChanged 8 SP:Iteration 37Q (6039.094246 sec): 3 clusters Score: Raw -396026.344983 + Penalty 2816.716294 = -393209.628689 nChanged 7 SP:Iteration 38Q (6039.148583 sec): 3 clusters Score: Raw -396027.158462 + Penalty 2816.716294 = -393210.442168 nChanged 3 SP:Iteration 39Q (6039.198042 sec): 3 clusters Score: Raw -396027.424745 + Penalty 2816.716294 = -393210.708451 nChanged 1 SP:Iteration 40F (6039.252482 sec): 3 clusters Score: Raw -396027.594370 + Penalty 2816.716294 = -393210.878076 nChanged 1 SP:Iteration 41Q (6039.303866 sec): 3 clusters Score: Raw -396027.894469 + Penalty 2816.716294 = -393211.178175 nChanged 1 SP:Iteration 42Q (6039.352824 sec): 3 clusters Score: Raw -396028.025219 + Penalty 2816.716294 = -393211.308926 nChanged 0 SP:Iteration 43F (6039.409021 sec): 3 clusters Score: Raw -396028.025219 + Penalty 2816.716294 = -393211.308926 nChanged 0 Iteration 139Q (6044.367649 sec): 37 clusters Score: Raw -32164849.787890 + Penalty 76786.113438 = -32088063.674452 nChanged 20 Iteration 140F (6055.655836 sec): 37 clusters Score: Raw -32164850.536142 + Penalty 76786.113438 = -32088064.422704 nChanged 18 Iteration 141Q (6060.315454 sec): 37 clusters Score: Raw -32164851.137832 + Penalty 76786.113438 = -32088065.024393 nChanged 17 Iteration 142Q (6065.169940 sec): 37 clusters Score: Raw -32164851.757958 + Penalty 76786.113438 = -32088065.644520 nChanged 15 Iteration 143Q (6069.849918 sec): 37 clusters Score: Raw -32164852.220240 + Penalty 76786.113438 = -32088066.106802 nChanged 14 Iteration 144Q (6074.717841 sec): 37 clusters Score: Raw -32164852.675004 + Penalty 76786.113438 = -32088066.561566 nChanged 15 Iteration 145Q (6079.478620 sec): 37 clusters Score: Raw -32164853.082809 + Penalty 76786.113438 = -32088066.969371 nChanged 21 Iteration 146Q (6084.345279 sec): 37 clusters Score: Raw -32164854.010994 + Penalty 76786.113438 = -32088067.897556 nChanged 20 Iteration 147Q (6089.152906 sec): 37 clusters Score: Raw -32164854.518159 + Penalty 76786.113438 = -32088068.404721 nChanged 18 Iteration 148Q (6093.867274 sec): 37 clusters Score: Raw -32164855.117594 + Penalty 76786.113438 = -32088069.004155 nChanged 18 Iteration 149Q (6098.777681 sec): 37 clusters Score: Raw -32164855.774107 + Penalty 76786.113438 = -32088069.660669 nChanged 17 Iteration 150Q (6103.610029 sec): 37 clusters Score: Raw -32164856.222434 + Penalty 76786.113438 = -32088070.108996 nChanged 15 Iteration 151Q (6108.553856 sec): 37 clusters Score: Raw -32164856.634271 + Penalty 76786.113438 = -32088070.520833 nChanged 14 Iteration 152Q (6113.335417 sec): 37 clusters Score: Raw -32164856.959765 + Penalty 76786.113438 = -32088070.846327 nChanged 16 Iteration 153Q (6118.439909 sec): 37 clusters Score: Raw -32164857.175500 + Penalty 76786.113438 = -32088071.062061 nChanged 13 Iteration 154Q (6123.046070 sec): 37 clusters Score: Raw -32164857.317887 + Penalty 76786.113438 = -32088071.204448 nChanged 10 Iteration 155Q (6128.308749 sec): 37 clusters Score: Raw -32164857.496630 + Penalty 76786.113438 = -32088071.383191 nChanged 10 Iteration 156Q (6133.103238 sec): 37 clusters Score: Raw -32164857.710112 + Penalty 76786.113438 = -32088071.596673 nChanged 14 Iteration 157Q (6138.125561 sec): 37 clusters Score: Raw -32164857.912810 + Penalty 76786.113438 = -32088071.799372 nChanged 12 Iteration 158Q (6142.809208 sec): 37 clusters Score: Raw -32164858.092958 + Penalty 76786.113438 = -32088071.979519 nChanged 9 Iteration 159Q (6147.785163 sec): 37 clusters Score: Raw -32164858.334151 + Penalty 76786.113438 = -32088072.220712 nChanged 13 Iteration 160F (6159.033284 sec): 37 clusters Score: Raw -32164858.575187 + Penalty 76786.113438 = -32088072.461748 nChanged 13 Iteration 161Q (6163.917180 sec): 37 clusters Score: Raw -32164858.826891 + Penalty 76786.113438 = -32088072.713452 nChanged 16 Iteration 162Q (6168.321795 sec): 37 clusters Score: Raw -32164859.112327 + Penalty 76786.113438 = -32088072.998888 nChanged 14 Iteration 163Q (6172.744332 sec): 37 clusters Score: Raw -32164859.511313 + Penalty 76786.113438 = -32088073.397875 nChanged 18 Iteration 164Q (6177.551766 sec): 37 clusters Score: Raw -32164859.884201 + Penalty 76786.113438 = -32088073.770763 nChanged 17 Iteration 165Q (6182.410304 sec): 37 clusters Score: Raw -32164860.328582 + Penalty 76786.113438 = -32088074.215144 nChanged 17 Iteration 166Q (6187.230120 sec): 37 clusters Score: Raw -32164860.840045 + Penalty 76786.113438 = -32088074.726607 nChanged 17 Iteration 167Q (6191.878134 sec): 37 clusters Score: Raw -32164861.225377 + Penalty 76786.113438 = -32088075.111938 nChanged 18 Iteration 168Q (6196.341144 sec): 37 clusters Score: Raw -32164861.844690 + Penalty 76786.113438 = -32088075.731251 nChanged 15 Iteration 169Q (6201.117259 sec): 37 clusters Score: Raw -32164862.317595 + Penalty 76786.113438 = -32088076.204157 nChanged 10 Iteration 170Q (6205.709130 sec): 37 clusters Score: Raw -32164862.628151 + Penalty 76786.113438 = -32088076.514712 nChanged 8 Iteration 171Q (6210.742517 sec): 37 clusters Score: Raw -32164862.923803 + Penalty 76786.113438 = -32088076.810364 nChanged 13 Iteration 172Q (6215.475941 sec): 37 clusters Score: Raw -32164863.250614 + Penalty 76786.113438 = -32088077.137175 nChanged 13 Iteration 173Q (6220.297927 sec): 37 clusters Score: Raw -32164863.576637 + Penalty 76786.113438 = -32088077.463198 nChanged 14 Iteration 174Q (6225.137550 sec): 37 clusters Score: Raw -32164863.854814 + Penalty 76786.113438 = -32088077.741375 nChanged 13 Iteration 175Q (6230.364136 sec): 37 clusters Score: Raw -32164864.125392 + Penalty 76786.113438 = -32088078.011953 nChanged 14 Iteration 176Q (6235.155509 sec): 37 clusters Score: Raw -32164864.410069 + Penalty 76786.113438 = -32088078.296631 nChanged 13 Iteration 177Q (6240.187079 sec): 37 clusters Score: Raw -32164864.712154 + Penalty 76786.113438 = -32088078.598715 nChanged 18 Iteration 178Q (6244.922268 sec): 37 clusters Score: Raw -32164865.028103 + Penalty 76786.113438 = -32088078.914665 nChanged 19 Writing temp clu file Because OldScore, -32088078.598715, is greater than current (better) Score,-32088078.914665 Compute initial score before splitting: Score: Raw -32164865.028103 + Penalty 76786.113438 = -32088078.914665 Trying to split cluster 1 (75968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6245.220790 sec): 2 clusters Score: Raw -5231305.907780 + Penalty 1826.185965 = -5229479.721814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6245.407481 sec): 3 clusters Score: Raw -5182325.696086 + Penalty 3652.371930 = -5178673.324156 nChanged 35815 SP:Iteration 1F (6245.584280 sec): 3 clusters Score: Raw -5203147.027083 + Penalty 3652.371930 = -5199494.655153 nChanged 3380 SP:Iteration 2Q (6245.764956 sec): 3 clusters Score: Raw -5204408.664053 + Penalty 3652.371930 = -5200756.292123 nChanged 4157 SP:Iteration 3F (6245.943002 sec): 3 clusters Score: Raw -5206443.083797 + Penalty 3652.371930 = -5202790.711867 nChanged 4993 SP:Iteration 4F (6246.117288 sec): 3 clusters Score: Raw -5209495.815400 + Penalty 3652.371930 = -5205843.443470 nChanged 5637 SP:Iteration 5F (6246.291812 sec): 3 clusters Score: Raw -5213475.586138 + Penalty 3652.371930 = -5209823.214207 nChanged 5662 SP:Iteration 6F (6246.463829 sec): 3 clusters Score: Raw -5217804.838656 + Penalty 3652.371930 = -5214152.466726 nChanged 5028 SP:Iteration 7F (6246.638460 sec): 3 clusters Score: Raw -5221756.109085 + Penalty 3652.371930 = -5218103.737155 nChanged 3723 SP:Iteration 8Q (6246.811075 sec): 3 clusters Score: Raw -5224642.641306 + Penalty 3652.371930 = -5220990.269376 nChanged 2589 SP:Iteration 9Q (6247.004285 sec): 3 clusters Score: Raw -5226625.856352 + Penalty 3652.371930 = -5222973.484421 nChanged 1786 SP:Iteration 10Q (6247.177404 sec): 3 clusters Score: Raw -5227948.107343 + Penalty 3652.371930 = -5224295.735413 nChanged 1343 SP:Iteration 11Q (6247.348340 sec): 3 clusters Score: Raw -5228922.940661 + Penalty 3652.371930 = -5225270.568731 nChanged 978 SP:Iteration 12Q (6247.519381 sec): 3 clusters Score: Raw -5229582.165716 + Penalty 3652.371930 = -5225929.793786 nChanged 707 SP:Iteration 13Q (6247.703427 sec): 3 clusters Score: Raw -5230023.534069 + Penalty 3652.371930 = -5226371.162138 nChanged 560 SP:Iteration 14Q (6247.863874 sec): 3 clusters Score: Raw -5230346.186292 + Penalty 3652.371930 = -5226693.814361 nChanged 466 SP:Iteration 15Q (6248.013981 sec): 3 clusters Score: Raw -5230591.289862 + Penalty 3652.371930 = -5226938.917932 nChanged 375 SP:Iteration 16Q (6248.167653 sec): 3 clusters Score: Raw -5230768.715449 + Penalty 3652.371930 = -5227116.343519 nChanged 296 SP:Iteration 17Q (6248.321397 sec): 3 clusters Score: Raw -5230904.322095 + Penalty 3652.371930 = -5227251.950164 nChanged 257 SP:Iteration 18Q (6248.475492 sec): 3 clusters Score: Raw -5231026.223357 + Penalty 3652.371930 = -5227373.851426 nChanged 223 SP:Iteration 19Q (6248.626171 sec): 3 clusters Score: Raw -5231120.161391 + Penalty 3652.371930 = -5227467.789460 nChanged 187 SP:Iteration 20F (6248.808453 sec): 3 clusters Score: Raw -5231204.975522 + Penalty 3652.371930 = -5227552.603592 nChanged 170 SP:Iteration 21Q (6248.946770 sec): 3 clusters Score: Raw -5231277.123446 + Penalty 3652.371930 = -5227624.751516 nChanged 143 SP:Iteration 22Q (6249.107985 sec): 3 clusters Score: Raw -5231337.352081 + Penalty 3652.371930 = -5227684.980151 nChanged 126 SP:Iteration 23Q (6249.251887 sec): 3 clusters Score: Raw -5231389.675520 + Penalty 3652.371930 = -5227737.303590 nChanged 113 SP:Iteration 24Q (6249.404165 sec): 3 clusters Score: Raw -5231429.852375 + Penalty 3652.371930 = -5227777.480445 nChanged 92 SP:Iteration 25Q (6249.548119 sec): 3 clusters Score: Raw -5231465.023386 + Penalty 3652.371930 = -5227812.651456 nChanged 91 SP:Iteration 26Q (6249.699217 sec): 3 clusters Score: Raw -5231498.583029 + Penalty 3652.371930 = -5227846.211099 nChanged 76 SP:Iteration 27Q (6249.842130 sec): 3 clusters Score: Raw -5231521.408825 + Penalty 3652.371930 = -5227869.036895 nChanged 72 SP:Iteration 28Q (6249.991409 sec): 3 clusters Score: Raw -5231542.105736 + Penalty 3652.371930 = -5227889.733806 nChanged 55 SP:Iteration 29Q (6250.140195 sec): 3 clusters Score: Raw -5231561.141132 + Penalty 3652.371930 = -5227908.769202 nChanged 44 SP:Iteration 30Q (6250.282174 sec): 3 clusters Score: Raw -5231577.218441 + Penalty 3652.371930 = -5227924.846510 nChanged 42 SP:Iteration 31Q (6250.432542 sec): 3 clusters Score: Raw -5231590.234546 + Penalty 3652.371930 = -5227937.862615 nChanged 46 SP:Iteration 32Q (6250.582894 sec): 3 clusters Score: Raw -5231603.540804 + Penalty 3652.371930 = -5227951.168874 nChanged 32 SP:Iteration 33Q (6250.726500 sec): 3 clusters Score: Raw -5231611.940772 + Penalty 3652.371930 = -5227959.568842 nChanged 24 SP:Iteration 34Q (6250.867064 sec): 3 clusters Score: Raw -5231618.310147 + Penalty 3652.371930 = -5227965.938216 nChanged 19 SP:Iteration 35Q (6251.012612 sec): 3 clusters Score: Raw -5231623.832943 + Penalty 3652.371930 = -5227971.461013 nChanged 13 SP:Iteration 36Q (6251.158198 sec): 3 clusters Score: Raw -5231626.440997 + Penalty 3652.371930 = -5227974.069067 nChanged 12 SP:Iteration 37Q (6251.309002 sec): 3 clusters Score: Raw -5231629.181278 + Penalty 3652.371930 = -5227976.809348 nChanged 18 SP:Iteration 38Q (6251.454927 sec): 3 clusters Score: Raw -5231634.104666 + Penalty 3652.371930 = -5227981.732736 nChanged 20 SP:Iteration 39Q (6251.594396 sec): 3 clusters Score: Raw -5231639.544270 + Penalty 3652.371930 = -5227987.172340 nChanged 18 SP:Iteration 40F (6251.776085 sec): 3 clusters Score: Raw -5231644.068117 + Penalty 3652.371930 = -5227991.696186 nChanged 9 SP:Iteration 41Q (6251.920705 sec): 3 clusters Score: Raw -5231646.352867 + Penalty 3652.371930 = -5227993.980937 nChanged 8 SP:Iteration 42Q (6252.061586 sec): 3 clusters Score: Raw -5231648.010635 + Penalty 3652.371930 = -5227995.638704 nChanged 2 SP:Iteration 43Q (6252.207099 sec): 3 clusters Score: Raw -5231648.360961 + Penalty 3652.371930 = -5227995.989030 nChanged 3 SP:Iteration 44Q (6252.367317 sec): 3 clusters Score: Raw -5231649.302660 + Penalty 3652.371930 = -5227996.930730 nChanged 8 SP:Iteration 45Q (6252.513870 sec): 3 clusters Score: Raw -5231651.308878 + Penalty 3652.371930 = -5227998.936947 nChanged 10 SP:Iteration 46Q (6252.670890 sec): 3 clusters Score: Raw -5231654.299593 + Penalty 3652.371930 = -5228001.927662 nChanged 14 SP:Iteration 47Q (6252.807998 sec): 3 clusters Score: Raw -5231658.107717 + Penalty 3652.371930 = -5228005.735787 nChanged 10 SP:Iteration 48Q (6252.948134 sec): 3 clusters Score: Raw -5231660.536829 + Penalty 3652.371930 = -5228008.164898 nChanged 4 SP:Iteration 49Q (6253.091504 sec): 3 clusters Score: Raw -5231661.341513 + Penalty 3652.371930 = -5228008.969583 nChanged 1 SP:Iteration 50Q (6253.238740 sec): 3 clusters Score: Raw -5231661.470184 + Penalty 3652.371930 = -5228009.098254 nChanged 0 SP:Iteration 51F (6253.405614 sec): 3 clusters Score: Raw -5231661.470184 + Penalty 3652.371930 = -5228009.098254 nChanged 0 Trying to split cluster 2 (89034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6253.555345 sec): 2 clusters Score: Raw -6059859.153424 + Penalty 1851.975710 = -6058007.177714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6253.756116 sec): 3 clusters Score: Raw -6002016.180184 + Penalty 3703.951419 = -5998312.228764 nChanged 42545 SP:Iteration 1F (6253.951140 sec): 3 clusters Score: Raw -6026616.672354 + Penalty 3703.951419 = -6022912.720935 nChanged 3360 SP:Iteration 2Q (6254.171150 sec): 3 clusters Score: Raw -6027574.201352 + Penalty 3703.951419 = -6023870.249933 nChanged 3630 SP:Iteration 3Q (6254.402412 sec): 3 clusters Score: Raw -6028831.248398 + Penalty 3703.951419 = -6025127.296979 nChanged 4259 SP:Iteration 4Q (6254.607434 sec): 3 clusters Score: Raw -6030717.222047 + Penalty 3703.951419 = -6027013.270627 nChanged 5066 SP:Iteration 5F (6254.802885 sec): 3 clusters Score: Raw -6033425.494649 + Penalty 3703.951419 = -6029721.543229 nChanged 5684 SP:Iteration 6F (6255.001128 sec): 3 clusters Score: Raw -6037052.358549 + Penalty 3703.951419 = -6033348.407129 nChanged 5994 SP:Iteration 7F (6255.215133 sec): 3 clusters Score: Raw -6041326.767168 + Penalty 3703.951419 = -6037622.815749 nChanged 5577 SP:Iteration 8F (6255.419897 sec): 3 clusters Score: Raw -6045730.017708 + Penalty 3703.951419 = -6042026.066289 nChanged 4743 SP:Iteration 9F (6255.626226 sec): 3 clusters Score: Raw -6049686.167616 + Penalty 3703.951419 = -6045982.216196 nChanged 3633 SP:Iteration 10Q (6255.834105 sec): 3 clusters Score: Raw -6052716.087251 + Penalty 3703.951419 = -6049012.135831 nChanged 2671 SP:Iteration 11Q (6256.037435 sec): 3 clusters Score: Raw -6054800.534541 + Penalty 3703.951419 = -6051096.583121 nChanged 1921 SP:Iteration 12Q (6256.232349 sec): 3 clusters Score: Raw -6056121.263441 + Penalty 3703.951419 = -6052417.312022 nChanged 1480 SP:Iteration 13Q (6256.435002 sec): 3 clusters Score: Raw -6056974.735611 + Penalty 3703.951419 = -6053270.784192 nChanged 1223 SP:Iteration 14Q (6256.617650 sec): 3 clusters Score: Raw -6057648.306045 + Penalty 3703.951419 = -6053944.354626 nChanged 1084 SP:Iteration 15Q (6256.799715 sec): 3 clusters Score: Raw -6058212.867922 + Penalty 3703.951419 = -6054508.916503 nChanged 918 SP:Iteration 16Q (6256.977273 sec): 3 clusters Score: Raw -6058665.058208 + Penalty 3703.951419 = -6054961.106789 nChanged 783 SP:Iteration 17Q (6257.152313 sec): 3 clusters Score: Raw -6059046.764756 + Penalty 3703.951419 = -6055342.813336 nChanged 683 SP:Iteration 18Q (6257.333784 sec): 3 clusters Score: Raw -6059359.175993 + Penalty 3703.951419 = -6055655.224573 nChanged 560 SP:Iteration 19Q (6257.508042 sec): 3 clusters Score: Raw -6059604.369668 + Penalty 3703.951419 = -6055900.418249 nChanged 466 SP:Iteration 20F (6257.713735 sec): 3 clusters Score: Raw -6059792.105458 + Penalty 3703.951419 = -6056088.154039 nChanged 410 SP:Iteration 21Q (6257.875725 sec): 3 clusters Score: Raw -6059958.142122 + Penalty 3703.951419 = -6056254.190703 nChanged 329 SP:Iteration 22Q (6258.063388 sec): 3 clusters Score: Raw -6060073.128959 + Penalty 3703.951419 = -6056369.177539 nChanged 270 SP:Iteration 23Q (6258.236272 sec): 3 clusters Score: Raw -6060162.763668 + Penalty 3703.951419 = -6056458.812249 nChanged 234 SP:Iteration 24Q (6258.404686 sec): 3 clusters Score: Raw -6060231.847403 + Penalty 3703.951419 = -6056527.895984 nChanged 181 SP:Iteration 25Q (6258.562730 sec): 3 clusters Score: Raw -6060281.581401 + Penalty 3703.951419 = -6056577.629981 nChanged 150 SP:Iteration 26Q (6258.726219 sec): 3 clusters Score: Raw -6060319.853883 + Penalty 3703.951419 = -6056615.902464 nChanged 111 SP:Iteration 27Q (6258.904977 sec): 3 clusters Score: Raw -6060347.442678 + Penalty 3703.951419 = -6056643.491258 nChanged 97 SP:Iteration 28Q (6259.068365 sec): 3 clusters Score: Raw -6060372.780575 + Penalty 3703.951419 = -6056668.829156 nChanged 86 SP:Iteration 29Q (6259.235416 sec): 3 clusters Score: Raw -6060398.441816 + Penalty 3703.951419 = -6056694.490396 nChanged 78 SP:Iteration 30Q (6259.403867 sec): 3 clusters Score: Raw -6060418.652036 + Penalty 3703.951419 = -6056714.700617 nChanged 68 SP:Iteration 31Q (6259.553622 sec): 3 clusters Score: Raw -6060433.966772 + Penalty 3703.951419 = -6056730.015353 nChanged 59 SP:Iteration 32Q (6259.720848 sec): 3 clusters Score: Raw -6060448.522265 + Penalty 3703.951419 = -6056744.570846 nChanged 53 SP:Iteration 33Q (6259.882017 sec): 3 clusters Score: Raw -6060461.939383 + Penalty 3703.951419 = -6056757.987963 nChanged 48 SP:Iteration 34Q (6260.056060 sec): 3 clusters Score: Raw -6060472.555661 + Penalty 3703.951419 = -6056768.604242 nChanged 51 SP:Iteration 35Q (6260.210501 sec): 3 clusters Score: Raw -6060483.959336 + Penalty 3703.951419 = -6056780.007917 nChanged 31 SP:Iteration 36Q (6260.394184 sec): 3 clusters Score: Raw -6060489.849450 + Penalty 3703.951419 = -6056785.898030 nChanged 17 SP:Iteration 37Q (6260.568474 sec): 3 clusters Score: Raw -6060492.804832 + Penalty 3703.951419 = -6056788.853413 nChanged 11 SP:Iteration 38Q (6260.737722 sec): 3 clusters Score: Raw -6060494.988892 + Penalty 3703.951419 = -6056791.037472 nChanged 11 SP:Iteration 39Q (6260.921730 sec): 3 clusters Score: Raw -6060497.395773 + Penalty 3703.951419 = -6056793.444354 nChanged 14 SP:Iteration 40F (6261.122492 sec): 3 clusters Score: Raw -6060500.175494 + Penalty 3703.951419 = -6056796.224075 nChanged 11 SP:Iteration 41Q (6261.288566 sec): 3 clusters Score: Raw -6060502.876208 + Penalty 3703.951419 = -6056798.924789 nChanged 16 SP:Iteration 42Q (6261.461227 sec): 3 clusters Score: Raw -6060506.174655 + Penalty 3703.951419 = -6056802.223236 nChanged 18 SP:Iteration 43Q (6261.625388 sec): 3 clusters Score: Raw -6060510.524098 + Penalty 3703.951419 = -6056806.572679 nChanged 12 SP:Iteration 44Q (6261.792237 sec): 3 clusters Score: Raw -6060512.849439 + Penalty 3703.951419 = -6056808.898020 nChanged 8 SP:Iteration 45Q (6261.964222 sec): 3 clusters Score: Raw -6060514.339748 + Penalty 3703.951419 = -6056810.388329 nChanged 6 SP:Iteration 46Q (6262.142248 sec): 3 clusters Score: Raw -6060515.416177 + Penalty 3703.951419 = -6056811.464757 nChanged 6 SP:Iteration 47Q (6262.296858 sec): 3 clusters Score: Raw -6060516.989134 + Penalty 3703.951419 = -6056813.037714 nChanged 8 SP:Iteration 48Q (6262.458674 sec): 3 clusters Score: Raw -6060518.862240 + Penalty 3703.951419 = -6056814.910821 nChanged 4 SP:Iteration 49Q (6262.621558 sec): 3 clusters Score: Raw -6060519.883401 + Penalty 3703.951419 = -6056815.931981 nChanged 4 SP:Iteration 50Q (6262.791373 sec): 3 clusters Score: Raw -6060520.907371 + Penalty 3703.951419 = -6056816.955952 nChanged 4 SP:Iteration 51Q (6262.950808 sec): 3 clusters Score: Raw -6060521.361475 + Penalty 3703.951419 = -6056817.410055 nChanged 2 SP:Iteration 52Q (6263.127872 sec): 3 clusters Score: Raw -6060521.662342 + Penalty 3703.951419 = -6056817.710922 nChanged 3 SP:Iteration 53Q (6263.292460 sec): 3 clusters Score: Raw -6060522.130100 + Penalty 3703.951419 = -6056818.178681 nChanged 1 SP:Iteration 54Q (6263.457455 sec): 3 clusters Score: Raw -6060522.430215 + Penalty 3703.951419 = -6056818.478795 nChanged 2 SP:Iteration 55Q (6263.620927 sec): 3 clusters Score: Raw -6060522.711884 + Penalty 3703.951419 = -6056818.760464 nChanged 1 SP:Iteration 56Q (6263.774974 sec): 3 clusters Score: Raw -6060522.969073 + Penalty 3703.951419 = -6056819.017654 nChanged 3 SP:Iteration 57Q (6263.947104 sec): 3 clusters Score: Raw -6060523.216959 + Penalty 3703.951419 = -6056819.265540 nChanged 1 SP:Iteration 58Q (6264.107639 sec): 3 clusters Score: Raw -6060523.325192 + Penalty 3703.951419 = -6056819.373773 nChanged 2 SP:Iteration 59Q (6264.282517 sec): 3 clusters Score: Raw -6060523.810979 + Penalty 3703.951419 = -6056819.859560 nChanged 3 SP:Iteration 60F (6264.483765 sec): 3 clusters Score: Raw -6060524.315031 + Penalty 3703.951419 = -6056820.363612 nChanged 8 SP:Iteration 61Q (6264.647270 sec): 3 clusters Score: Raw -6060525.869372 + Penalty 3703.951419 = -6056821.917953 nChanged 5 SP:Iteration 62Q (6264.818196 sec): 3 clusters Score: Raw -6060526.278831 + Penalty 3703.951419 = -6056822.327411 nChanged 3 SP:Iteration 63Q (6264.981699 sec): 3 clusters Score: Raw -6060527.023333 + Penalty 3703.951419 = -6056823.071913 nChanged 2 SP:Iteration 64Q (6265.139749 sec): 3 clusters Score: Raw -6060527.281148 + Penalty 3703.951419 = -6056823.329729 nChanged 1 SP:Iteration 65Q (6265.317870 sec): 3 clusters Score: Raw -6060527.417887 + Penalty 3703.951419 = -6056823.466468 nChanged 1 SP:Iteration 66Q (6265.483057 sec): 3 clusters Score: Raw -6060527.528882 + Penalty 3703.951419 = -6056823.577462 nChanged 0 SP:Iteration 67F (6265.682431 sec): 3 clusters Score: Raw -6060527.528882 + Penalty 3703.951419 = -6056823.577462 nChanged 0 Trying to split cluster 3 (2014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6265.718856 sec): 2 clusters Score: Raw -116631.856860 + Penalty 1236.280187 = -115395.576673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6265.765222 sec): 3 clusters Score: Raw -115727.577323 + Penalty 2472.560374 = -113255.016949 nChanged 729 SP:Iteration 1F (6265.816730 sec): 3 clusters Score: Raw -116262.929073 + Penalty 2472.560374 = -113790.368699 nChanged 177 SP:Iteration 2F (6265.868408 sec): 3 clusters Score: Raw -116447.571863 + Penalty 2472.560374 = -113975.011489 nChanged 137 SP:Iteration 3F (6265.915698 sec): 3 clusters Score: Raw -116604.587264 + Penalty 2472.560374 = -114132.026890 nChanged 115 SP:Iteration 4F (6265.963151 sec): 3 clusters Score: Raw -116727.942271 + Penalty 2472.560374 = -114255.381898 nChanged 99 SP:Iteration 5Q (6266.011307 sec): 3 clusters Score: Raw -116841.028204 + Penalty 2472.560374 = -114368.467830 nChanged 87 SP:Iteration 6Q (6266.062659 sec): 3 clusters Score: Raw -116950.059402 + Penalty 2472.560374 = -114477.499029 nChanged 92 SP:Iteration 7Q (6266.101930 sec): 3 clusters Score: Raw -117053.203098 + Penalty 2472.560374 = -114580.642724 nChanged 75 SP:Iteration 8Q (6266.158895 sec): 3 clusters Score: Raw -117133.886248 + Penalty 2472.560374 = -114661.325874 nChanged 67 SP:Iteration 9Q (6266.203293 sec): 3 clusters Score: Raw -117207.540097 + Penalty 2472.560374 = -114734.979724 nChanged 57 SP:Iteration 10Q (6266.257054 sec): 3 clusters Score: Raw -117269.929540 + Penalty 2472.560374 = -114797.369166 nChanged 37 SP:Iteration 11Q (6266.294476 sec): 3 clusters Score: Raw -117294.387105 + Penalty 2472.560374 = -114821.826731 nChanged 17 SP:Iteration 12Q (6266.342780 sec): 3 clusters Score: Raw -117303.597705 + Penalty 2472.560374 = -114831.037332 nChanged 10 SP:Iteration 13Q (6266.390001 sec): 3 clusters Score: Raw -117309.764961 + Penalty 2472.560374 = -114837.204587 nChanged 8 SP:Iteration 14Q (6266.450878 sec): 3 clusters Score: Raw -117315.154117 + Penalty 2472.560374 = -114842.593744 nChanged 6 SP:Iteration 15Q (6266.491949 sec): 3 clusters Score: Raw -117318.720808 + Penalty 2472.560374 = -114846.160434 nChanged 4 SP:Iteration 16Q (6266.545924 sec): 3 clusters Score: Raw -117320.190728 + Penalty 2472.560374 = -114847.630354 nChanged 4 SP:Iteration 17Q (6266.582234 sec): 3 clusters Score: Raw -117321.526087 + Penalty 2472.560374 = -114848.965713 nChanged 7 SP:Iteration 18Q (6266.636323 sec): 3 clusters Score: Raw -117325.024314 + Penalty 2472.560374 = -114852.463940 nChanged 5 SP:Iteration 19Q (6266.688603 sec): 3 clusters Score: Raw -117327.394965 + Penalty 2472.560374 = -114854.834591 nChanged 3 SP:Iteration 20F (6266.736860 sec): 3 clusters Score: Raw -117328.623126 + Penalty 2472.560374 = -114856.062752 nChanged 2 SP:Iteration 21Q (6266.783092 sec): 3 clusters Score: Raw -117329.064652 + Penalty 2472.560374 = -114856.504278 nChanged 0 SP:Iteration 22F (6266.824923 sec): 3 clusters Score: Raw -117329.064652 + Penalty 2472.560374 = -114856.504278 nChanged 0 Trying to split cluster 4 (6772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6266.870930 sec): 2 clusters Score: Raw -415593.769178 + Penalty 1433.339658 = -414160.429520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6266.919529 sec): 3 clusters Score: Raw -412040.933953 + Penalty 2866.679317 = -409174.254636 nChanged 2768 SP:Iteration 1F (6266.967669 sec): 3 clusters Score: Raw -413647.520566 + Penalty 2866.679317 = -410780.841249 nChanged 539 SP:Iteration 2F (6267.026866 sec): 3 clusters Score: Raw -413965.750080 + Penalty 2866.679317 = -411099.070764 nChanged 405 SP:Iteration 3F (6267.084675 sec): 3 clusters Score: Raw -414184.702378 + Penalty 2866.679317 = -411318.023062 nChanged 331 SP:Iteration 4Q (6267.142071 sec): 3 clusters Score: Raw -414359.626767 + Penalty 2866.679317 = -411492.947450 nChanged 263 SP:Iteration 5Q (6267.190372 sec): 3 clusters Score: Raw -414504.772496 + Penalty 2866.679317 = -411638.093180 nChanged 279 SP:Iteration 6Q (6267.247989 sec): 3 clusters Score: Raw -414674.102528 + Penalty 2866.679317 = -411807.423211 nChanged 267 SP:Iteration 7Q (6267.303201 sec): 3 clusters Score: Raw -414827.798331 + Penalty 2866.679317 = -411961.119014 nChanged 235 SP:Iteration 8Q (6267.364126 sec): 3 clusters Score: Raw -414971.268912 + Penalty 2866.679317 = -412104.589595 nChanged 225 SP:Iteration 9Q (6267.418760 sec): 3 clusters Score: Raw -415092.432373 + Penalty 2866.679317 = -412225.753056 nChanged 205 SP:Iteration 10Q (6267.469543 sec): 3 clusters Score: Raw -415200.283192 + Penalty 2866.679317 = -412333.603876 nChanged 174 SP:Iteration 11Q (6267.524514 sec): 3 clusters Score: Raw -415298.558074 + Penalty 2866.679317 = -412431.878757 nChanged 155 SP:Iteration 12Q (6267.581801 sec): 3 clusters Score: Raw -415375.364579 + Penalty 2866.679317 = -412508.685262 nChanged 126 SP:Iteration 13Q (6267.638549 sec): 3 clusters Score: Raw -415428.221810 + Penalty 2866.679317 = -412561.542494 nChanged 96 SP:Iteration 14Q (6267.679900 sec): 3 clusters Score: Raw -415460.801659 + Penalty 2866.679317 = -412594.122342 nChanged 87 SP:Iteration 15Q (6267.734244 sec): 3 clusters Score: Raw -415494.112407 + Penalty 2866.679317 = -412627.433091 nChanged 90 SP:Iteration 16Q (6267.794375 sec): 3 clusters Score: Raw -415528.570571 + Penalty 2866.679317 = -412661.891254 nChanged 87 SP:Iteration 17Q (6267.846301 sec): 3 clusters Score: Raw -415560.089145 + Penalty 2866.679317 = -412693.409828 nChanged 69 SP:Iteration 18Q (6267.895994 sec): 3 clusters Score: Raw -415584.019010 + Penalty 2866.679317 = -412717.339694 nChanged 74 SP:Iteration 19Q (6267.958552 sec): 3 clusters Score: Raw -415609.368143 + Penalty 2866.679317 = -412742.688827 nChanged 58 SP:Iteration 20F (6268.013627 sec): 3 clusters Score: Raw -415630.183778 + Penalty 2866.679317 = -412763.504461 nChanged 52 SP:Iteration 21Q (6268.061264 sec): 3 clusters Score: Raw -415644.917094 + Penalty 2866.679317 = -412778.237777 nChanged 45 SP:Iteration 22Q (6268.124436 sec): 3 clusters Score: Raw -415656.795813 + Penalty 2866.679317 = -412790.116497 nChanged 40 SP:Iteration 23Q (6268.180098 sec): 3 clusters Score: Raw -415666.052678 + Penalty 2866.679317 = -412799.373361 nChanged 30 SP:Iteration 24Q (6268.236219 sec): 3 clusters Score: Raw -415673.711001 + Penalty 2866.679317 = -412807.031684 nChanged 29 SP:Iteration 25Q (6268.296009 sec): 3 clusters Score: Raw -415681.652950 + Penalty 2866.679317 = -412814.973634 nChanged 31 SP:Iteration 26Q (6268.336934 sec): 3 clusters Score: Raw -415688.264263 + Penalty 2866.679317 = -412821.584946 nChanged 21 SP:Iteration 27Q (6268.396847 sec): 3 clusters Score: Raw -415692.969484 + Penalty 2866.679317 = -412826.290168 nChanged 22 SP:Iteration 28Q (6268.450592 sec): 3 clusters Score: Raw -415697.889749 + Penalty 2866.679317 = -412831.210433 nChanged 24 SP:Iteration 29Q (6268.504317 sec): 3 clusters Score: Raw -415703.699559 + Penalty 2866.679317 = -412837.020243 nChanged 25 SP:Iteration 30Q (6268.565796 sec): 3 clusters Score: Raw -415710.111117 + Penalty 2866.679317 = -412843.431800 nChanged 25 SP:Iteration 31Q (6268.612942 sec): 3 clusters Score: Raw -415717.353223 + Penalty 2866.679317 = -412850.673906 nChanged 26 SP:Iteration 32Q (6268.661667 sec): 3 clusters Score: Raw -415725.387353 + Penalty 2866.679317 = -412858.708036 nChanged 33 SP:Iteration 33Q (6268.717164 sec): 3 clusters Score: Raw -415736.373789 + Penalty 2866.679317 = -412869.694473 nChanged 32 SP:Iteration 34Q (6268.772372 sec): 3 clusters Score: Raw -415746.360900 + Penalty 2866.679317 = -412879.681584 nChanged 33 SP:Iteration 35Q (6268.815741 sec): 3 clusters Score: Raw -415756.261609 + Penalty 2866.679317 = -412889.582292 nChanged 28 SP:Iteration 36Q (6268.878105 sec): 3 clusters Score: Raw -415762.536612 + Penalty 2866.679317 = -412895.857295 nChanged 19 SP:Iteration 37Q (6268.930715 sec): 3 clusters Score: Raw -415766.547770 + Penalty 2866.679317 = -412899.868453 nChanged 14 SP:Iteration 38Q (6268.986583 sec): 3 clusters Score: Raw -415769.865556 + Penalty 2866.679317 = -412903.186239 nChanged 22 SP:Iteration 39Q (6269.047340 sec): 3 clusters Score: Raw -415777.180876 + Penalty 2866.679317 = -412910.501560 nChanged 30 SP:Iteration 40F (6269.093281 sec): 3 clusters Score: Raw -415784.281150 + Penalty 2866.679317 = -412917.601833 nChanged 29 SP:Iteration 41Q (6269.154714 sec): 3 clusters Score: Raw -415791.692073 + Penalty 2866.679317 = -412925.012757 nChanged 34 SP:Iteration 42Q (6269.210299 sec): 3 clusters Score: Raw -415801.229960 + Penalty 2866.679317 = -412934.550643 nChanged 22 SP:Iteration 43Q (6269.267789 sec): 3 clusters Score: Raw -415808.100337 + Penalty 2866.679317 = -412941.421020 nChanged 22 SP:Iteration 44Q (6269.313892 sec): 3 clusters Score: Raw -415816.369870 + Penalty 2866.679317 = -412949.690553 nChanged 35 SP:Iteration 45Q (6269.368872 sec): 3 clusters Score: Raw -415829.443354 + Penalty 2866.679317 = -412962.764038 nChanged 35 SP:Iteration 46Q (6269.431634 sec): 3 clusters Score: Raw -415842.114296 + Penalty 2866.679317 = -412975.434980 nChanged 36 SP:Iteration 47Q (6269.494172 sec): 3 clusters Score: Raw -415854.692019 + Penalty 2866.679317 = -412988.012702 nChanged 39 SP:Iteration 48Q (6269.542018 sec): 3 clusters Score: Raw -415869.056366 + Penalty 2866.679317 = -413002.377049 nChanged 31 SP:Iteration 49Q (6269.609570 sec): 3 clusters Score: Raw -415881.058078 + Penalty 2866.679317 = -413014.378761 nChanged 38 SP:Iteration 50Q (6269.658315 sec): 3 clusters Score: Raw -415893.454735 + Penalty 2866.679317 = -413026.775419 nChanged 36 SP:Iteration 51Q (6269.713653 sec): 3 clusters Score: Raw -415905.898901 + Penalty 2866.679317 = -413039.219585 nChanged 25 SP:Iteration 52Q (6269.778028 sec): 3 clusters Score: Raw -415915.304780 + Penalty 2866.679317 = -413048.625464 nChanged 31 SP:Iteration 53Q (6269.821741 sec): 3 clusters Score: Raw -415925.438870 + Penalty 2866.679317 = -413058.759553 nChanged 24 SP:Iteration 54Q (6269.882652 sec): 3 clusters Score: Raw -415931.760751 + Penalty 2866.679317 = -413065.081435 nChanged 22 SP:Iteration 55Q (6269.938782 sec): 3 clusters Score: Raw -415939.104041 + Penalty 2866.679317 = -413072.424725 nChanged 19 SP:Iteration 56Q (6269.982333 sec): 3 clusters Score: Raw -415943.954282 + Penalty 2866.679317 = -413077.274966 nChanged 19 SP:Iteration 57Q (6270.036025 sec): 3 clusters Score: Raw -415949.758545 + Penalty 2866.679317 = -413083.079229 nChanged 24 SP:Iteration 58Q (6270.088556 sec): 3 clusters Score: Raw -415956.130183 + Penalty 2866.679317 = -413089.450867 nChanged 19 SP:Iteration 59Q (6270.152376 sec): 3 clusters Score: Raw -415962.137852 + Penalty 2866.679317 = -413095.458535 nChanged 24 SP:Iteration 60F (6270.200242 sec): 3 clusters Score: Raw -415970.266075 + Penalty 2866.679317 = -413103.586759 nChanged 25 SP:Iteration 61Q (6270.267818 sec): 3 clusters Score: Raw -415978.486255 + Penalty 2866.679317 = -413111.806939 nChanged 29 SP:Iteration 62Q (6270.316162 sec): 3 clusters Score: Raw -415988.720566 + Penalty 2866.679317 = -413122.041250 nChanged 31 SP:Iteration 63Q (6270.381912 sec): 3 clusters Score: Raw -416001.815374 + Penalty 2866.679317 = -413135.136058 nChanged 34 SP:Iteration 64Q (6270.440375 sec): 3 clusters Score: Raw -416014.677636 + Penalty 2866.679317 = -413147.998319 nChanged 19 SP:Iteration 65Q (6270.494951 sec): 3 clusters Score: Raw -416021.469481 + Penalty 2866.679317 = -413154.790165 nChanged 20 SP:Iteration 66Q (6270.555068 sec): 3 clusters Score: Raw -416027.307221 + Penalty 2866.679317 = -413160.627904 nChanged 14 SP:Iteration 67Q (6270.610855 sec): 3 clusters Score: Raw -416031.422567 + Penalty 2866.679317 = -413164.743251 nChanged 16 SP:Iteration 68Q (6270.659436 sec): 3 clusters Score: Raw -416037.844713 + Penalty 2866.679317 = -413171.165397 nChanged 17 SP:Iteration 69Q (6270.718074 sec): 3 clusters Score: Raw -416042.704349 + Penalty 2866.679317 = -413176.025032 nChanged 19 SP:Iteration 70Q (6270.774376 sec): 3 clusters Score: Raw -416047.304880 + Penalty 2866.679317 = -413180.625564 nChanged 16 SP:Iteration 71Q (6270.821942 sec): 3 clusters Score: Raw -416050.860993 + Penalty 2866.679317 = -413184.181677 nChanged 11 SP:Iteration 72Q (6270.889778 sec): 3 clusters Score: Raw -416053.647892 + Penalty 2866.679317 = -413186.968575 nChanged 11 SP:Iteration 73Q (6270.938103 sec): 3 clusters Score: Raw -416056.383271 + Penalty 2866.679317 = -413189.703955 nChanged 2 SP:Iteration 74Q (6271.005836 sec): 3 clusters Score: Raw -416056.562568 + Penalty 2866.679317 = -413189.883252 nChanged 0 SP:Iteration 75F (6271.052452 sec): 3 clusters Score: Raw -416056.562568 + Penalty 2866.679317 = -413189.883252 nChanged 0 Trying to split cluster 5 (2323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6271.079168 sec): 2 clusters Score: Raw -139301.044528 + Penalty 1259.474894 = -138041.569634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6271.131008 sec): 3 clusters Score: Raw -138306.157781 + Penalty 2518.949788 = -135787.207992 nChanged 831 SP:Iteration 1F (6271.186896 sec): 3 clusters Score: Raw -138893.497749 + Penalty 2518.949788 = -136374.547961 nChanged 202 SP:Iteration 2F (6271.231365 sec): 3 clusters Score: Raw -139070.922927 + Penalty 2518.949788 = -136551.973139 nChanged 117 SP:Iteration 3F (6271.280780 sec): 3 clusters Score: Raw -139181.607518 + Penalty 2518.949788 = -136662.657730 nChanged 116 SP:Iteration 4Q (6271.338181 sec): 3 clusters Score: Raw -139275.320563 + Penalty 2518.949788 = -136756.370774 nChanged 98 SP:Iteration 5Q (6271.388529 sec): 3 clusters Score: Raw -139348.339192 + Penalty 2518.949788 = -136829.389404 nChanged 69 SP:Iteration 6Q (6271.440622 sec): 3 clusters Score: Raw -139393.144474 + Penalty 2518.949788 = -136874.194686 nChanged 61 SP:Iteration 7Q (6271.497026 sec): 3 clusters Score: Raw -139433.040709 + Penalty 2518.949788 = -136914.090921 nChanged 53 SP:Iteration 8Q (6271.541309 sec): 3 clusters Score: Raw -139474.338394 + Penalty 2518.949788 = -136955.388605 nChanged 52 SP:Iteration 9Q (6271.595174 sec): 3 clusters Score: Raw -139522.008205 + Penalty 2518.949788 = -137003.058417 nChanged 55 SP:Iteration 10Q (6271.647066 sec): 3 clusters Score: Raw -139572.013452 + Penalty 2518.949788 = -137053.063663 nChanged 65 SP:Iteration 11Q (6271.688489 sec): 3 clusters Score: Raw -139638.545559 + Penalty 2518.949788 = -137119.595771 nChanged 68 SP:Iteration 12Q (6271.749745 sec): 3 clusters Score: Raw -139697.595575 + Penalty 2518.949788 = -137178.645787 nChanged 46 SP:Iteration 13Q (6271.794554 sec): 3 clusters Score: Raw -139731.791851 + Penalty 2518.949788 = -137212.842062 nChanged 33 SP:Iteration 14Q (6271.842577 sec): 3 clusters Score: Raw -139756.571007 + Penalty 2518.949788 = -137237.621219 nChanged 35 SP:Iteration 15Q (6271.882861 sec): 3 clusters Score: Raw -139781.994928 + Penalty 2518.949788 = -137263.045139 nChanged 20 SP:Iteration 16Q (6271.931336 sec): 3 clusters Score: Raw -139793.434107 + Penalty 2518.949788 = -137274.484319 nChanged 25 SP:Iteration 17Q (6271.989152 sec): 3 clusters Score: Raw -139808.426689 + Penalty 2518.949788 = -137289.476901 nChanged 27 SP:Iteration 18Q (6272.033459 sec): 3 clusters Score: Raw -139822.691604 + Penalty 2518.949788 = -137303.741816 nChanged 15 SP:Iteration 19Q (6272.066282 sec): 3 clusters Score: Raw -139831.322824 + Penalty 2518.949788 = -137312.373036 nChanged 15 SP:Iteration 20F (6272.119590 sec): 3 clusters Score: Raw -139844.495504 + Penalty 2518.949788 = -137325.545716 nChanged 12 SP:Iteration 21Q (6272.158793 sec): 3 clusters Score: Raw -139851.565042 + Penalty 2518.949788 = -137332.615254 nChanged 11 SP:Iteration 22Q (6272.215697 sec): 3 clusters Score: Raw -139856.074276 + Penalty 2518.949788 = -137337.124487 nChanged 11 SP:Iteration 23Q (6272.269706 sec): 3 clusters Score: Raw -139859.485682 + Penalty 2518.949788 = -137340.535894 nChanged 7 SP:Iteration 24Q (6272.317559 sec): 3 clusters Score: Raw -139862.394154 + Penalty 2518.949788 = -137343.444366 nChanged 6 SP:Iteration 25Q (6272.359300 sec): 3 clusters Score: Raw -139866.758181 + Penalty 2518.949788 = -137347.808393 nChanged 8 SP:Iteration 26Q (6272.415842 sec): 3 clusters Score: Raw -139870.435007 + Penalty 2518.949788 = -137351.485219 nChanged 8 SP:Iteration 27Q (6272.460801 sec): 3 clusters Score: Raw -139874.617865 + Penalty 2518.949788 = -137355.668077 nChanged 7 SP:Iteration 28Q (6272.511085 sec): 3 clusters Score: Raw -139877.888790 + Penalty 2518.949788 = -137358.939002 nChanged 6 SP:Iteration 29Q (6272.549673 sec): 3 clusters Score: Raw -139881.018085 + Penalty 2518.949788 = -137362.068297 nChanged 10 SP:Iteration 30Q (6272.598562 sec): 3 clusters Score: Raw -139885.076763 + Penalty 2518.949788 = -137366.126974 nChanged 8 SP:Iteration 31Q (6272.654975 sec): 3 clusters Score: Raw -139888.915659 + Penalty 2518.949788 = -137369.965870 nChanged 9 SP:Iteration 32Q (6272.698633 sec): 3 clusters Score: Raw -139894.346653 + Penalty 2518.949788 = -137375.396865 nChanged 12 SP:Iteration 33Q (6272.750517 sec): 3 clusters Score: Raw -139900.111005 + Penalty 2518.949788 = -137381.161217 nChanged 10 SP:Iteration 34Q (6272.801325 sec): 3 clusters Score: Raw -139907.844981 + Penalty 2518.949788 = -137388.895193 nChanged 13 SP:Iteration 35Q (6272.851826 sec): 3 clusters Score: Raw -139917.505139 + Penalty 2518.949788 = -137398.555351 nChanged 15 SP:Iteration 36Q (6272.895370 sec): 3 clusters Score: Raw -139925.137523 + Penalty 2518.949788 = -137406.187735 nChanged 8 SP:Iteration 37Q (6272.953316 sec): 3 clusters Score: Raw -139929.466334 + Penalty 2518.949788 = -137410.516546 nChanged 11 SP:Iteration 38Q (6273.001260 sec): 3 clusters Score: Raw -139936.179165 + Penalty 2518.949788 = -137417.229377 nChanged 7 SP:Iteration 39Q (6273.053012 sec): 3 clusters Score: Raw -139940.029547 + Penalty 2518.949788 = -137421.079758 nChanged 6 SP:Iteration 40F (6273.095972 sec): 3 clusters Score: Raw -139942.938116 + Penalty 2518.949788 = -137423.988328 nChanged 7 SP:Iteration 41Q (6273.154564 sec): 3 clusters Score: Raw -139946.209669 + Penalty 2518.949788 = -137427.259880 nChanged 6 SP:Iteration 42Q (6273.191311 sec): 3 clusters Score: Raw -139948.691744 + Penalty 2518.949788 = -137429.741956 nChanged 4 SP:Iteration 43Q (6273.237194 sec): 3 clusters Score: Raw -139950.277522 + Penalty 2518.949788 = -137431.327733 nChanged 3 SP:Iteration 44Q (6273.291563 sec): 3 clusters Score: Raw -139950.949033 + Penalty 2518.949788 = -137431.999245 nChanged 2 SP:Iteration 45Q (6273.335824 sec): 3 clusters Score: Raw -139951.752790 + Penalty 2518.949788 = -137432.803002 nChanged 4 SP:Iteration 46Q (6273.389773 sec): 3 clusters Score: Raw -139954.607132 + Penalty 2518.949788 = -137435.657344 nChanged 2 SP:Iteration 47Q (6273.434379 sec): 3 clusters Score: Raw -139956.190303 + Penalty 2518.949788 = -137437.240515 nChanged 3 SP:Iteration 48Q (6273.486131 sec): 3 clusters Score: Raw -139956.974796 + Penalty 2518.949788 = -137438.025007 nChanged 1 SP:Iteration 49Q (6273.535192 sec): 3 clusters Score: Raw -139957.523427 + Penalty 2518.949788 = -137438.573638 nChanged 1 SP:Iteration 50Q (6273.580932 sec): 3 clusters Score: Raw -139958.117332 + Penalty 2518.949788 = -137439.167544 nChanged 2 SP:Iteration 51Q (6273.626283 sec): 3 clusters Score: Raw -139958.788431 + Penalty 2518.949788 = -137439.838643 nChanged 2 SP:Iteration 52Q (6273.677057 sec): 3 clusters Score: Raw -139960.374617 + Penalty 2518.949788 = -137441.424829 nChanged 2 SP:Iteration 53Q (6273.721355 sec): 3 clusters Score: Raw -139961.318191 + Penalty 2518.949788 = -137442.368403 nChanged 1 SP:Iteration 54Q (6273.780464 sec): 3 clusters Score: Raw -139961.889826 + Penalty 2518.949788 = -137442.940038 nChanged 1 SP:Iteration 55Q (6273.829115 sec): 3 clusters Score: Raw -139962.183299 + Penalty 2518.949788 = -137443.233511 nChanged 2 SP:Iteration 56Q (6273.877703 sec): 3 clusters Score: Raw -139962.894754 + Penalty 2518.949788 = -137443.944966 nChanged 2 SP:Iteration 57Q (6273.918313 sec): 3 clusters Score: Raw -139963.348759 + Penalty 2518.949788 = -137444.398970 nChanged 0 SP:Iteration 58F (6273.964534 sec): 3 clusters Score: Raw -139963.348759 + Penalty 2518.949788 = -137444.398970 nChanged 0 Trying to split cluster 6 (33922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6274.047684 sec): 2 clusters Score: Raw -2312979.147918 + Penalty 1695.170596 = -2311283.977322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6274.152403 sec): 3 clusters Score: Raw -2291835.453688 + Penalty 3390.341191 = -2288445.112496 nChanged 15703 SP:Iteration 1F (6274.247855 sec): 3 clusters Score: Raw -2300610.064164 + Penalty 3390.341191 = -2297219.722973 nChanged 1486 SP:Iteration 2Q (6274.354185 sec): 3 clusters Score: Raw -2301083.181629 + Penalty 3390.341191 = -2297692.840437 nChanged 1489 SP:Iteration 3Q (6274.452611 sec): 3 clusters Score: Raw -2301590.608388 + Penalty 3390.341191 = -2298200.267197 nChanged 1481 SP:Iteration 4Q (6274.571874 sec): 3 clusters Score: Raw -2302106.781182 + Penalty 3390.341191 = -2298716.439990 nChanged 1443 SP:Iteration 5Q (6274.674175 sec): 3 clusters Score: Raw -2302651.091598 + Penalty 3390.341191 = -2299260.750406 nChanged 1494 SP:Iteration 6Q (6274.772788 sec): 3 clusters Score: Raw -2303328.047448 + Penalty 3390.341191 = -2299937.706256 nChanged 1685 SP:Iteration 7Q (6274.878289 sec): 3 clusters Score: Raw -2304192.253807 + Penalty 3390.341191 = -2300801.912615 nChanged 1818 SP:Iteration 8F (6274.971446 sec): 3 clusters Score: Raw -2305228.070038 + Penalty 3390.341191 = -2301837.728846 nChanged 1843 SP:Iteration 9F (6275.076112 sec): 3 clusters Score: Raw -2306399.268837 + Penalty 3390.341191 = -2303008.927646 nChanged 1804 SP:Iteration 10F (6275.172388 sec): 3 clusters Score: Raw -2307433.105579 + Penalty 3390.341191 = -2304042.764388 nChanged 1453 SP:Iteration 11Q (6275.273908 sec): 3 clusters Score: Raw -2308062.967553 + Penalty 3390.341191 = -2304672.626362 nChanged 989 SP:Iteration 12Q (6275.372831 sec): 3 clusters Score: Raw -2308352.111074 + Penalty 3390.341191 = -2304961.769883 nChanged 641 SP:Iteration 13Q (6275.478679 sec): 3 clusters Score: Raw -2308488.881854 + Penalty 3390.341191 = -2305098.540663 nChanged 415 SP:Iteration 14Q (6275.571915 sec): 3 clusters Score: Raw -2308574.574730 + Penalty 3390.341191 = -2305184.233539 nChanged 374 SP:Iteration 15Q (6275.679404 sec): 3 clusters Score: Raw -2308651.742024 + Penalty 3390.341191 = -2305261.400832 nChanged 331 SP:Iteration 16Q (6275.770106 sec): 3 clusters Score: Raw -2308726.165854 + Penalty 3390.341191 = -2305335.824663 nChanged 319 SP:Iteration 17Q (6275.874721 sec): 3 clusters Score: Raw -2308791.014241 + Penalty 3390.341191 = -2305400.673049 nChanged 303 SP:Iteration 18Q (6275.986016 sec): 3 clusters Score: Raw -2308855.794988 + Penalty 3390.341191 = -2305465.453796 nChanged 321 SP:Iteration 19Q (6276.094824 sec): 3 clusters Score: Raw -2308926.118719 + Penalty 3390.341191 = -2305535.777528 nChanged 347 SP:Iteration 20F (6276.187861 sec): 3 clusters Score: Raw -2309013.017777 + Penalty 3390.341191 = -2305622.676586 nChanged 356 SP:Iteration 21Q (6276.295738 sec): 3 clusters Score: Raw -2309101.922489 + Penalty 3390.341191 = -2305711.581297 nChanged 360 SP:Iteration 22Q (6276.399176 sec): 3 clusters Score: Raw -2309177.477993 + Penalty 3390.341191 = -2305787.136802 nChanged 315 SP:Iteration 23Q (6276.506105 sec): 3 clusters Score: Raw -2309241.139024 + Penalty 3390.341191 = -2305850.797832 nChanged 303 SP:Iteration 24Q (6276.602322 sec): 3 clusters Score: Raw -2309300.162011 + Penalty 3390.341191 = -2305909.820820 nChanged 300 SP:Iteration 25Q (6276.715817 sec): 3 clusters Score: Raw -2309358.056248 + Penalty 3390.341191 = -2305967.715057 nChanged 277 SP:Iteration 26Q (6276.821278 sec): 3 clusters Score: Raw -2309405.796597 + Penalty 3390.341191 = -2306015.455406 nChanged 264 SP:Iteration 27Q (6276.924467 sec): 3 clusters Score: Raw -2309449.111449 + Penalty 3390.341191 = -2306058.770258 nChanged 237 SP:Iteration 28Q (6277.028303 sec): 3 clusters Score: Raw -2309489.779331 + Penalty 3390.341191 = -2306099.438139 nChanged 233 SP:Iteration 29Q (6277.134507 sec): 3 clusters Score: Raw -2309524.925805 + Penalty 3390.341191 = -2306134.584613 nChanged 242 SP:Iteration 30Q (6277.239524 sec): 3 clusters Score: Raw -2309559.183521 + Penalty 3390.341191 = -2306168.842330 nChanged 236 SP:Iteration 31Q (6277.341732 sec): 3 clusters Score: Raw -2309593.721001 + Penalty 3390.341191 = -2306203.379809 nChanged 244 SP:Iteration 32Q (6277.439940 sec): 3 clusters Score: Raw -2309631.619289 + Penalty 3390.341191 = -2306241.278097 nChanged 263 SP:Iteration 33Q (6277.543518 sec): 3 clusters Score: Raw -2309672.792430 + Penalty 3390.341191 = -2306282.451239 nChanged 255 SP:Iteration 34Q (6277.647738 sec): 3 clusters Score: Raw -2309714.100141 + Penalty 3390.341191 = -2306323.758950 nChanged 260 SP:Iteration 35Q (6277.759252 sec): 3 clusters Score: Raw -2309758.164488 + Penalty 3390.341191 = -2306367.823297 nChanged 278 SP:Iteration 36Q (6277.857050 sec): 3 clusters Score: Raw -2309809.312217 + Penalty 3390.341191 = -2306418.971026 nChanged 302 SP:Iteration 37Q (6277.949523 sec): 3 clusters Score: Raw -2309870.529041 + Penalty 3390.341191 = -2306480.187850 nChanged 347 SP:Iteration 38Q (6278.059696 sec): 3 clusters Score: Raw -2309948.531849 + Penalty 3390.341191 = -2306558.190658 nChanged 381 SP:Iteration 39Q (6278.154919 sec): 3 clusters Score: Raw -2310039.845426 + Penalty 3390.341191 = -2306649.504235 nChanged 419 SP:Iteration 40F (6278.260124 sec): 3 clusters Score: Raw -2310156.778953 + Penalty 3390.341191 = -2306766.437762 nChanged 460 SP:Iteration 41Q (6278.372310 sec): 3 clusters Score: Raw -2310297.145550 + Penalty 3390.341191 = -2306906.804359 nChanged 479 SP:Iteration 42Q (6278.476603 sec): 3 clusters Score: Raw -2310457.762799 + Penalty 3390.341191 = -2307067.421607 nChanged 483 SP:Iteration 43Q (6278.560639 sec): 3 clusters Score: Raw -2310616.745013 + Penalty 3390.341191 = -2307226.403822 nChanged 480 SP:Iteration 44Q (6278.664590 sec): 3 clusters Score: Raw -2310793.278766 + Penalty 3390.341191 = -2307402.937575 nChanged 519 SP:Iteration 45Q (6278.767587 sec): 3 clusters Score: Raw -2311002.653349 + Penalty 3390.341191 = -2307612.312158 nChanged 484 SP:Iteration 46Q (6278.875934 sec): 3 clusters Score: Raw -2311194.513271 + Penalty 3390.341191 = -2307804.172080 nChanged 459 SP:Iteration 47Q (6278.975200 sec): 3 clusters Score: Raw -2311388.652277 + Penalty 3390.341191 = -2307998.311086 nChanged 461 SP:Iteration 48Q (6279.072208 sec): 3 clusters Score: Raw -2311594.258494 + Penalty 3390.341191 = -2308203.917302 nChanged 417 SP:Iteration 49Q (6279.168559 sec): 3 clusters Score: Raw -2311786.922764 + Penalty 3390.341191 = -2308396.581573 nChanged 404 SP:Iteration 50Q (6279.269718 sec): 3 clusters Score: Raw -2311987.020078 + Penalty 3390.341191 = -2308596.678887 nChanged 378 SP:Iteration 51Q (6279.373901 sec): 3 clusters Score: Raw -2312175.257459 + Penalty 3390.341191 = -2308784.916267 nChanged 333 SP:Iteration 52Q (6279.468333 sec): 3 clusters Score: Raw -2312334.594681 + Penalty 3390.341191 = -2308944.253490 nChanged 294 SP:Iteration 53Q (6279.563136 sec): 3 clusters Score: Raw -2312477.004539 + Penalty 3390.341191 = -2309086.663347 nChanged 274 SP:Iteration 54Q (6279.668614 sec): 3 clusters Score: Raw -2312610.111425 + Penalty 3390.341191 = -2309219.770233 nChanged 219 SP:Iteration 55Q (6279.765250 sec): 3 clusters Score: Raw -2312707.515652 + Penalty 3390.341191 = -2309317.174460 nChanged 190 SP:Iteration 56Q (6279.860754 sec): 3 clusters Score: Raw -2312785.755098 + Penalty 3390.341191 = -2309395.413907 nChanged 167 SP:Iteration 57Q (6279.950371 sec): 3 clusters Score: Raw -2312846.667773 + Penalty 3390.341191 = -2309456.326582 nChanged 130 SP:Iteration 58Q (6280.044423 sec): 3 clusters Score: Raw -2312895.016122 + Penalty 3390.341191 = -2309504.674931 nChanged 98 SP:Iteration 59Q (6280.141531 sec): 3 clusters Score: Raw -2312927.110926 + Penalty 3390.341191 = -2309536.769734 nChanged 95 SP:Iteration 60F (6280.244796 sec): 3 clusters Score: Raw -2312960.754045 + Penalty 3390.341191 = -2309570.412853 nChanged 94 SP:Iteration 61Q (6280.331363 sec): 3 clusters Score: Raw -2312993.326240 + Penalty 3390.341191 = -2309602.985049 nChanged 79 SP:Iteration 62Q (6280.421561 sec): 3 clusters Score: Raw -2313018.103613 + Penalty 3390.341191 = -2309627.762422 nChanged 56 SP:Iteration 63Q (6280.517635 sec): 3 clusters Score: Raw -2313036.061761 + Penalty 3390.341191 = -2309645.720570 nChanged 55 SP:Iteration 64Q (6280.610513 sec): 3 clusters Score: Raw -2313050.428500 + Penalty 3390.341191 = -2309660.087309 nChanged 52 SP:Iteration 65Q (6280.700112 sec): 3 clusters Score: Raw -2313065.453316 + Penalty 3390.341191 = -2309675.112125 nChanged 47 SP:Iteration 66Q (6280.795576 sec): 3 clusters Score: Raw -2313078.757115 + Penalty 3390.341191 = -2309688.415923 nChanged 43 SP:Iteration 67Q (6280.891645 sec): 3 clusters Score: Raw -2313091.351645 + Penalty 3390.341191 = -2309701.010453 nChanged 44 SP:Iteration 68Q (6280.983538 sec): 3 clusters Score: Raw -2313104.836321 + Penalty 3390.341191 = -2309714.495130 nChanged 45 SP:Iteration 69Q (6281.077369 sec): 3 clusters Score: Raw -2313119.291689 + Penalty 3390.341191 = -2309728.950497 nChanged 37 SP:Iteration 70Q (6281.165386 sec): 3 clusters Score: Raw -2313130.397996 + Penalty 3390.341191 = -2309740.056805 nChanged 41 SP:Iteration 71Q (6281.261154 sec): 3 clusters Score: Raw -2313140.561727 + Penalty 3390.341191 = -2309750.220536 nChanged 37 SP:Iteration 72Q (6281.348748 sec): 3 clusters Score: Raw -2313148.446775 + Penalty 3390.341191 = -2309758.105583 nChanged 28 SP:Iteration 73Q (6281.440413 sec): 3 clusters Score: Raw -2313154.730970 + Penalty 3390.341191 = -2309764.389778 nChanged 21 SP:Iteration 74Q (6281.529134 sec): 3 clusters Score: Raw -2313158.666750 + Penalty 3390.341191 = -2309768.325558 nChanged 20 SP:Iteration 75Q (6281.604061 sec): 3 clusters Score: Raw -2313163.292999 + Penalty 3390.341191 = -2309772.951808 nChanged 22 SP:Iteration 76Q (6281.694660 sec): 3 clusters Score: Raw -2313169.444807 + Penalty 3390.341191 = -2309779.103616 nChanged 17 SP:Iteration 77Q (6281.785157 sec): 3 clusters Score: Raw -2313174.008762 + Penalty 3390.341191 = -2309783.667571 nChanged 22 SP:Iteration 78Q (6281.879459 sec): 3 clusters Score: Raw -2313180.100850 + Penalty 3390.341191 = -2309789.759658 nChanged 19 SP:Iteration 79Q (6281.964183 sec): 3 clusters Score: Raw -2313185.787849 + Penalty 3390.341191 = -2309795.446657 nChanged 25 SP:Iteration 80F (6282.070202 sec): 3 clusters Score: Raw -2313191.463970 + Penalty 3390.341191 = -2309801.122779 nChanged 13 SP:Iteration 81Q (6282.152129 sec): 3 clusters Score: Raw -2313195.472676 + Penalty 3390.341191 = -2309805.131485 nChanged 16 SP:Iteration 82Q (6282.250777 sec): 3 clusters Score: Raw -2313199.237867 + Penalty 3390.341191 = -2309808.896675 nChanged 10 SP:Iteration 83Q (6282.340992 sec): 3 clusters Score: Raw -2313201.151810 + Penalty 3390.341191 = -2309810.810619 nChanged 5 SP:Iteration 84Q (6282.432924 sec): 3 clusters Score: Raw -2313202.597059 + Penalty 3390.341191 = -2309812.255868 nChanged 11 SP:Iteration 85Q (6282.521753 sec): 3 clusters Score: Raw -2313205.762461 + Penalty 3390.341191 = -2309815.421270 nChanged 18 SP:Iteration 86Q (6282.611127 sec): 3 clusters Score: Raw -2313212.458923 + Penalty 3390.341191 = -2309822.117731 nChanged 16 SP:Iteration 87Q (6282.714258 sec): 3 clusters Score: Raw -2313217.745900 + Penalty 3390.341191 = -2309827.404708 nChanged 17 SP:Iteration 88Q (6282.803268 sec): 3 clusters Score: Raw -2313222.883606 + Penalty 3390.341191 = -2309832.542415 nChanged 16 SP:Iteration 89Q (6282.888205 sec): 3 clusters Score: Raw -2313226.568824 + Penalty 3390.341191 = -2309836.227633 nChanged 10 SP:Iteration 90Q (6282.981521 sec): 3 clusters Score: Raw -2313229.115454 + Penalty 3390.341191 = -2309838.774262 nChanged 14 SP:Iteration 91Q (6283.069101 sec): 3 clusters Score: Raw -2313233.371635 + Penalty 3390.341191 = -2309843.030444 nChanged 20 SP:Iteration 92Q (6283.166041 sec): 3 clusters Score: Raw -2313239.458965 + Penalty 3390.341191 = -2309849.117773 nChanged 20 SP:Iteration 93Q (6283.255143 sec): 3 clusters Score: Raw -2313244.684337 + Penalty 3390.341191 = -2309854.343146 nChanged 14 SP:Iteration 94Q (6283.345459 sec): 3 clusters Score: Raw -2313247.728568 + Penalty 3390.341191 = -2309857.387377 nChanged 13 SP:Iteration 95Q (6283.436234 sec): 3 clusters Score: Raw -2313250.564779 + Penalty 3390.341191 = -2309860.223587 nChanged 8 SP:Iteration 96Q (6283.518905 sec): 3 clusters Score: Raw -2313252.428805 + Penalty 3390.341191 = -2309862.087614 nChanged 7 SP:Iteration 97Q (6283.594554 sec): 3 clusters Score: Raw -2313253.452229 + Penalty 3390.341191 = -2309863.111038 nChanged 3 SP:Iteration 98Q (6283.696853 sec): 3 clusters Score: Raw -2313254.307318 + Penalty 3390.341191 = -2309863.966126 nChanged 6 SP:Iteration 99Q (6283.793489 sec): 3 clusters Score: Raw -2313255.550479 + Penalty 3390.341191 = -2309865.209287 nChanged 7 SP:Iteration 100F (6283.896405 sec): 3 clusters Score: Raw -2313257.042855 + Penalty 3390.341191 = -2309866.701663 nChanged 1 SP:Iteration 101Q (6283.990043 sec): 3 clusters Score: Raw -2313257.300132 + Penalty 3390.341191 = -2309866.958940 nChanged 1 SP:Iteration 102Q (6284.078623 sec): 3 clusters Score: Raw -2313257.680102 + Penalty 3390.341191 = -2309867.338911 nChanged 3 SP:Iteration 103Q (6284.169636 sec): 3 clusters Score: Raw -2313258.224714 + Penalty 3390.341191 = -2309867.883523 nChanged 1 SP:Iteration 104Q (6284.259845 sec): 3 clusters Score: Raw -2313258.250450 + Penalty 3390.341191 = -2309867.909259 nChanged 0 SP:Iteration 105F (6284.356440 sec): 3 clusters Score: Raw -2313258.250450 + Penalty 3390.341191 = -2309867.909259 nChanged 0 Trying to split cluster 7 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6284.383786 sec): 2 clusters Score: Raw -28935.956251 + Penalty 997.029295 = -27938.926956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6284.417368 sec): 3 clusters Score: Raw -28892.163948 + Penalty 1994.058590 = -26898.105358 nChanged 88 SP:Iteration 1F (6284.473363 sec): 3 clusters Score: Raw -29028.209459 + Penalty 1994.058590 = -27034.150869 nChanged 24 SP:Iteration 2F (6284.513930 sec): 3 clusters Score: Raw -29071.274663 + Penalty 1994.058590 = -27077.216073 nChanged 11 SP:Iteration 3Q (6284.563330 sec): 3 clusters Score: Raw -29089.543275 + Penalty 1994.058590 = -27095.484686 nChanged 8 SP:Iteration 4Q (6284.610968 sec): 3 clusters Score: Raw -29103.715439 + Penalty 1994.058590 = -27109.656849 nChanged 6 SP:Iteration 5Q (6284.649622 sec): 3 clusters Score: Raw -29113.828653 + Penalty 1994.058590 = -27119.770064 nChanged 6 SP:Iteration 6Q (6284.704326 sec): 3 clusters Score: Raw -29125.089916 + Penalty 1994.058590 = -27131.031326 nChanged 5 SP:Iteration 7Q (6284.749001 sec): 3 clusters Score: Raw -29130.901838 + Penalty 1994.058590 = -27136.843249 nChanged 1 SP:Iteration 8Q (6284.788858 sec): 3 clusters Score: Raw -29132.544829 + Penalty 1994.058590 = -27138.486239 nChanged 0 SP:Iteration 9F (6284.825602 sec): 3 clusters Score: Raw -29132.544829 + Penalty 1994.058590 = -27138.486239 nChanged 0 Trying to split cluster 8 (1207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6284.852535 sec): 2 clusters Score: Raw -80438.954005 + Penalty 1153.082648 = -79285.871357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6284.913354 sec): 3 clusters Score: Raw -80000.690830 + Penalty 2306.165297 = -77694.525533 nChanged 354 SP:Iteration 1F (6284.951140 sec): 3 clusters Score: Raw -80283.601656 + Penalty 2306.165297 = -77977.436359 nChanged 113 SP:Iteration 2F (6285.001864 sec): 3 clusters Score: Raw -80396.988971 + Penalty 2306.165297 = -78090.823674 nChanged 68 SP:Iteration 3F (6285.058889 sec): 3 clusters Score: Raw -80457.042102 + Penalty 2306.165297 = -78150.876805 nChanged 46 SP:Iteration 4Q (6285.099256 sec): 3 clusters Score: Raw -80498.613867 + Penalty 2306.165297 = -78192.448570 nChanged 31 SP:Iteration 5Q (6285.145119 sec): 3 clusters Score: Raw -80520.010974 + Penalty 2306.165297 = -78213.845677 nChanged 20 SP:Iteration 6Q (6285.183629 sec): 3 clusters Score: Raw -80532.805077 + Penalty 2306.165297 = -78226.639780 nChanged 12 SP:Iteration 7Q (6285.231113 sec): 3 clusters Score: Raw -80539.358904 + Penalty 2306.165297 = -78233.193608 nChanged 8 SP:Iteration 8Q (6285.277263 sec): 3 clusters Score: Raw -80543.019589 + Penalty 2306.165297 = -78236.854293 nChanged 6 SP:Iteration 9Q (6285.324791 sec): 3 clusters Score: Raw -80545.945311 + Penalty 2306.165297 = -78239.780014 nChanged 6 SP:Iteration 10Q (6285.371793 sec): 3 clusters Score: Raw -80551.012842 + Penalty 2306.165297 = -78244.847545 nChanged 8 SP:Iteration 11Q (6285.425124 sec): 3 clusters Score: Raw -80555.908785 + Penalty 2306.165297 = -78249.743488 nChanged 7 SP:Iteration 12Q (6285.473605 sec): 3 clusters Score: Raw -80559.391948 + Penalty 2306.165297 = -78253.226651 nChanged 6 SP:Iteration 13Q (6285.523553 sec): 3 clusters Score: Raw -80563.443864 + Penalty 2306.165297 = -78257.278567 nChanged 5 SP:Iteration 14Q (6285.575591 sec): 3 clusters Score: Raw -80567.805998 + Penalty 2306.165297 = -78261.640702 nChanged 4 SP:Iteration 15Q (6285.621961 sec): 3 clusters Score: Raw -80570.136371 + Penalty 2306.165297 = -78263.971074 nChanged 3 SP:Iteration 16Q (6285.671461 sec): 3 clusters Score: Raw -80571.816103 + Penalty 2306.165297 = -78265.650807 nChanged 5 SP:Iteration 17Q (6285.710872 sec): 3 clusters Score: Raw -80575.755805 + Penalty 2306.165297 = -78269.590508 nChanged 2 SP:Iteration 18Q (6285.755749 sec): 3 clusters Score: Raw -80578.331677 + Penalty 2306.165297 = -78272.166380 nChanged 5 SP:Iteration 19Q (6285.803301 sec): 3 clusters Score: Raw -80580.906784 + Penalty 2306.165297 = -78274.741487 nChanged 5 SP:Iteration 20F (6285.843769 sec): 3 clusters Score: Raw -80584.382309 + Penalty 2306.165297 = -78278.217012 nChanged 3 SP:Iteration 21Q (6285.891615 sec): 3 clusters Score: Raw -80586.677465 + Penalty 2306.165297 = -78280.512168 nChanged 4 SP:Iteration 22Q (6285.941307 sec): 3 clusters Score: Raw -80589.516374 + Penalty 2306.165297 = -78283.351077 nChanged 4 SP:Iteration 23Q (6285.988247 sec): 3 clusters Score: Raw -80592.462774 + Penalty 2306.165297 = -78286.297477 nChanged 1 SP:Iteration 24Q (6286.034526 sec): 3 clusters Score: Raw -80594.717258 + Penalty 2306.165297 = -78288.551961 nChanged 2 SP:Iteration 25Q (6286.079548 sec): 3 clusters Score: Raw -80596.901358 + Penalty 2306.165297 = -78290.736061 nChanged 3 SP:Iteration 26Q (6286.131166 sec): 3 clusters Score: Raw -80599.526484 + Penalty 2306.165297 = -78293.361187 nChanged 1 SP:Iteration 27Q (6286.182329 sec): 3 clusters Score: Raw -80601.438025 + Penalty 2306.165297 = -78295.272729 nChanged 0 SP:Iteration 28F (6286.228588 sec): 3 clusters Score: Raw -80601.438025 + Penalty 2306.165297 = -78295.272729 nChanged 0 Trying to split cluster 9 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6286.254791 sec): 2 clusters Score: Raw -51054.340503 + Penalty 1125.728160 = -49928.612343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6286.298713 sec): 3 clusters Score: Raw -50730.559313 + Penalty 2251.456320 = -48479.102994 nChanged 318 SP:Iteration 1F (6286.361182 sec): 3 clusters Score: Raw -51119.910988 + Penalty 2251.456320 = -48868.454668 nChanged 91 SP:Iteration 2F (6286.402610 sec): 3 clusters Score: Raw -51222.412925 + Penalty 2251.456320 = -48970.956605 nChanged 39 SP:Iteration 3Q (6286.450988 sec): 3 clusters Score: Raw -51257.687870 + Penalty 2251.456320 = -49006.231550 nChanged 20 SP:Iteration 4Q (6286.505430 sec): 3 clusters Score: Raw -51274.170766 + Penalty 2251.456320 = -49022.714447 nChanged 13 SP:Iteration 5Q (6286.553670 sec): 3 clusters Score: Raw -51289.436225 + Penalty 2251.456320 = -49037.979905 nChanged 13 SP:Iteration 6Q (6286.602659 sec): 3 clusters Score: Raw -51302.181107 + Penalty 2251.456320 = -49050.724788 nChanged 12 SP:Iteration 7Q (6286.639269 sec): 3 clusters Score: Raw -51313.287486 + Penalty 2251.456320 = -49061.831167 nChanged 6 SP:Iteration 8Q (6286.689337 sec): 3 clusters Score: Raw -51319.900785 + Penalty 2251.456320 = -49068.444466 nChanged 4 SP:Iteration 9Q (6286.734701 sec): 3 clusters Score: Raw -51323.878780 + Penalty 2251.456320 = -49072.422460 nChanged 5 SP:Iteration 10Q (6286.790772 sec): 3 clusters Score: Raw -51327.746654 + Penalty 2251.456320 = -49076.290334 nChanged 7 SP:Iteration 11Q (6286.833447 sec): 3 clusters Score: Raw -51340.460784 + Penalty 2251.456320 = -49089.004464 nChanged 16 SP:Iteration 12Q (6286.887138 sec): 3 clusters Score: Raw -51358.892405 + Penalty 2251.456320 = -49107.436085 nChanged 13 SP:Iteration 13Q (6286.931856 sec): 3 clusters Score: Raw -51375.290748 + Penalty 2251.456320 = -49123.834429 nChanged 12 SP:Iteration 14Q (6286.967487 sec): 3 clusters Score: Raw -51389.397262 + Penalty 2251.456320 = -49137.940942 nChanged 11 SP:Iteration 15Q (6287.005674 sec): 3 clusters Score: Raw -51404.061549 + Penalty 2251.456320 = -49152.605230 nChanged 17 SP:Iteration 16Q (6287.051869 sec): 3 clusters Score: Raw -51426.940601 + Penalty 2251.456320 = -49175.484282 nChanged 16 SP:Iteration 17Q (6287.104182 sec): 3 clusters Score: Raw -51443.002070 + Penalty 2251.456320 = -49191.545751 nChanged 12 SP:Iteration 18Q (6287.151978 sec): 3 clusters Score: Raw -51461.428394 + Penalty 2251.456320 = -49209.972075 nChanged 8 SP:Iteration 19Q (6287.199318 sec): 3 clusters Score: Raw -51470.232231 + Penalty 2251.456320 = -49218.775912 nChanged 6 SP:Iteration 20F (6287.235184 sec): 3 clusters Score: Raw -51476.919243 + Penalty 2251.456320 = -49225.462924 nChanged 5 SP:Iteration 21Q (6287.277989 sec): 3 clusters Score: Raw -51488.083027 + Penalty 2251.456320 = -49236.626708 nChanged 5 SP:Iteration 22Q (6287.318821 sec): 3 clusters Score: Raw -51492.467429 + Penalty 2251.456320 = -49241.011110 nChanged 3 SP:Iteration 23Q (6287.364060 sec): 3 clusters Score: Raw -51496.135591 + Penalty 2251.456320 = -49244.679272 nChanged 3 SP:Iteration 24Q (6287.409464 sec): 3 clusters Score: Raw -51497.971337 + Penalty 2251.456320 = -49246.515017 nChanged 1 SP:Iteration 25Q (6287.459525 sec): 3 clusters Score: Raw -51499.026420 + Penalty 2251.456320 = -49247.570100 nChanged 2 SP:Iteration 26Q (6287.497407 sec): 3 clusters Score: Raw -51500.062735 + Penalty 2251.456320 = -49248.606416 nChanged 2 SP:Iteration 27Q (6287.547554 sec): 3 clusters Score: Raw -51502.573712 + Penalty 2251.456320 = -49251.117392 nChanged 2 SP:Iteration 28Q (6287.579124 sec): 3 clusters Score: Raw -51503.264528 + Penalty 2251.456320 = -49251.808209 nChanged 0 SP:Iteration 29F (6287.623125 sec): 3 clusters Score: Raw -51503.264528 + Penalty 2251.456320 = -49251.808209 nChanged 0 Trying to split cluster 10 (20397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6287.678993 sec): 2 clusters Score: Raw -1334715.650745 + Penalty 1612.510755 = -1333103.139990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6287.764195 sec): 3 clusters Score: Raw -1322368.151691 + Penalty 3225.021511 = -1319143.130180 nChanged 9203 SP:Iteration 1F (6287.843701 sec): 3 clusters Score: Raw -1327602.297678 + Penalty 3225.021511 = -1324377.276167 nChanged 1018 SP:Iteration 2Q (6287.925085 sec): 3 clusters Score: Raw -1327962.974975 + Penalty 3225.021511 = -1324737.953464 nChanged 892 SP:Iteration 3Q (6288.003793 sec): 3 clusters Score: Raw -1328281.733756 + Penalty 3225.021511 = -1325056.712245 nChanged 858 SP:Iteration 4Q (6288.080162 sec): 3 clusters Score: Raw -1328590.129201 + Penalty 3225.021511 = -1325365.107690 nChanged 864 SP:Iteration 5Q (6288.162291 sec): 3 clusters Score: Raw -1328925.861481 + Penalty 3225.021511 = -1325700.839970 nChanged 832 SP:Iteration 6Q (6288.243328 sec): 3 clusters Score: Raw -1329288.622665 + Penalty 3225.021511 = -1326063.601154 nChanged 904 SP:Iteration 7Q (6288.322574 sec): 3 clusters Score: Raw -1329773.989210 + Penalty 3225.021511 = -1326548.967699 nChanged 992 SP:Iteration 8Q (6288.416057 sec): 3 clusters Score: Raw -1330435.449483 + Penalty 3225.021511 = -1327210.427972 nChanged 1060 SP:Iteration 9F (6288.489917 sec): 3 clusters Score: Raw -1331215.675011 + Penalty 3225.021511 = -1327990.653501 nChanged 1002 SP:Iteration 10Q (6288.561410 sec): 3 clusters Score: Raw -1331945.049709 + Penalty 3225.021511 = -1328720.028198 nChanged 872 SP:Iteration 11Q (6288.646057 sec): 3 clusters Score: Raw -1332491.135127 + Penalty 3225.021511 = -1329266.113616 nChanged 666 SP:Iteration 12Q (6288.716248 sec): 3 clusters Score: Raw -1332872.624548 + Penalty 3225.021511 = -1329647.603037 nChanged 538 SP:Iteration 13Q (6288.794915 sec): 3 clusters Score: Raw -1333188.401450 + Penalty 3225.021511 = -1329963.379940 nChanged 447 SP:Iteration 14Q (6288.878298 sec): 3 clusters Score: Raw -1333436.089110 + Penalty 3225.021511 = -1330211.067600 nChanged 419 SP:Iteration 15Q (6288.948167 sec): 3 clusters Score: Raw -1333662.239455 + Penalty 3225.021511 = -1330437.217945 nChanged 372 SP:Iteration 16Q (6289.034712 sec): 3 clusters Score: Raw -1333851.487256 + Penalty 3225.021511 = -1330626.465745 nChanged 311 SP:Iteration 17Q (6289.115716 sec): 3 clusters Score: Raw -1333995.783821 + Penalty 3225.021511 = -1330770.762310 nChanged 280 SP:Iteration 18Q (6289.192952 sec): 3 clusters Score: Raw -1334109.920502 + Penalty 3225.021511 = -1330884.898991 nChanged 229 SP:Iteration 19Q (6289.258859 sec): 3 clusters Score: Raw -1334200.157233 + Penalty 3225.021511 = -1330975.135722 nChanged 230 SP:Iteration 20F (6289.339443 sec): 3 clusters Score: Raw -1334286.537504 + Penalty 3225.021511 = -1331061.515993 nChanged 211 SP:Iteration 21Q (6289.421158 sec): 3 clusters Score: Raw -1334368.267721 + Penalty 3225.021511 = -1331143.246210 nChanged 195 SP:Iteration 22Q (6289.498554 sec): 3 clusters Score: Raw -1334429.561944 + Penalty 3225.021511 = -1331204.540433 nChanged 153 SP:Iteration 23Q (6289.575074 sec): 3 clusters Score: Raw -1334471.561815 + Penalty 3225.021511 = -1331246.540305 nChanged 122 SP:Iteration 24Q (6289.652161 sec): 3 clusters Score: Raw -1334507.102349 + Penalty 3225.021511 = -1331282.080838 nChanged 130 SP:Iteration 25Q (6289.733335 sec): 3 clusters Score: Raw -1334546.869407 + Penalty 3225.021511 = -1331321.847896 nChanged 122 SP:Iteration 26Q (6289.813094 sec): 3 clusters Score: Raw -1334580.600775 + Penalty 3225.021511 = -1331355.579264 nChanged 115 SP:Iteration 27Q (6289.883203 sec): 3 clusters Score: Raw -1334612.753504 + Penalty 3225.021511 = -1331387.731993 nChanged 111 SP:Iteration 28Q (6289.965896 sec): 3 clusters Score: Raw -1334644.061626 + Penalty 3225.021511 = -1331419.040116 nChanged 105 SP:Iteration 29Q (6290.040963 sec): 3 clusters Score: Raw -1334673.964315 + Penalty 3225.021511 = -1331448.942805 nChanged 115 SP:Iteration 30Q (6290.112362 sec): 3 clusters Score: Raw -1334704.515435 + Penalty 3225.021511 = -1331479.493924 nChanged 99 SP:Iteration 31Q (6290.192575 sec): 3 clusters Score: Raw -1334729.415011 + Penalty 3225.021511 = -1331504.393500 nChanged 95 SP:Iteration 32Q (6290.269737 sec): 3 clusters Score: Raw -1334752.897238 + Penalty 3225.021511 = -1331527.875727 nChanged 81 SP:Iteration 33Q (6290.350267 sec): 3 clusters Score: Raw -1334771.457972 + Penalty 3225.021511 = -1331546.436461 nChanged 71 SP:Iteration 34Q (6290.427000 sec): 3 clusters Score: Raw -1334788.144134 + Penalty 3225.021511 = -1331563.122623 nChanged 69 SP:Iteration 35Q (6290.502361 sec): 3 clusters Score: Raw -1334805.102251 + Penalty 3225.021511 = -1331580.080740 nChanged 65 SP:Iteration 36Q (6290.582117 sec): 3 clusters Score: Raw -1334819.897159 + Penalty 3225.021511 = -1331594.875648 nChanged 78 SP:Iteration 37Q (6290.656020 sec): 3 clusters Score: Raw -1334841.839414 + Penalty 3225.021511 = -1331616.817903 nChanged 71 SP:Iteration 38Q (6290.722748 sec): 3 clusters Score: Raw -1334860.590704 + Penalty 3225.021511 = -1331635.569194 nChanged 66 SP:Iteration 39Q (6290.807741 sec): 3 clusters Score: Raw -1334876.998457 + Penalty 3225.021511 = -1331651.976946 nChanged 59 SP:Iteration 40F (6290.880549 sec): 3 clusters Score: Raw -1334889.095515 + Penalty 3225.021511 = -1331664.074004 nChanged 52 SP:Iteration 41Q (6290.964700 sec): 3 clusters Score: Raw -1334899.265455 + Penalty 3225.021511 = -1331674.243944 nChanged 43 SP:Iteration 42Q (6291.031632 sec): 3 clusters Score: Raw -1334907.133537 + Penalty 3225.021511 = -1331682.112026 nChanged 35 SP:Iteration 43Q (6291.114087 sec): 3 clusters Score: Raw -1334913.891470 + Penalty 3225.021511 = -1331688.869960 nChanged 32 SP:Iteration 44Q (6291.199189 sec): 3 clusters Score: Raw -1334921.906794 + Penalty 3225.021511 = -1331696.885283 nChanged 34 SP:Iteration 45Q (6291.274591 sec): 3 clusters Score: Raw -1334929.800323 + Penalty 3225.021511 = -1331704.778812 nChanged 31 SP:Iteration 46Q (6291.348811 sec): 3 clusters Score: Raw -1334937.022467 + Penalty 3225.021511 = -1331712.000957 nChanged 30 SP:Iteration 47Q (6291.429030 sec): 3 clusters Score: Raw -1334943.166765 + Penalty 3225.021511 = -1331718.145254 nChanged 21 SP:Iteration 48Q (6291.503425 sec): 3 clusters Score: Raw -1334947.043184 + Penalty 3225.021511 = -1331722.021673 nChanged 15 SP:Iteration 49Q (6291.585062 sec): 3 clusters Score: Raw -1334950.689441 + Penalty 3225.021511 = -1331725.667930 nChanged 21 SP:Iteration 50Q (6291.660301 sec): 3 clusters Score: Raw -1334954.531321 + Penalty 3225.021511 = -1331729.509810 nChanged 15 SP:Iteration 51Q (6291.738614 sec): 3 clusters Score: Raw -1334956.662900 + Penalty 3225.021511 = -1331731.641389 nChanged 13 SP:Iteration 52Q (6291.816449 sec): 3 clusters Score: Raw -1334958.690210 + Penalty 3225.021511 = -1331733.668700 nChanged 8 SP:Iteration 53Q (6291.885431 sec): 3 clusters Score: Raw -1334959.852286 + Penalty 3225.021511 = -1331734.830775 nChanged 8 SP:Iteration 54Q (6291.962605 sec): 3 clusters Score: Raw -1334961.422194 + Penalty 3225.021511 = -1331736.400684 nChanged 8 SP:Iteration 55Q (6292.035451 sec): 3 clusters Score: Raw -1334963.101266 + Penalty 3225.021511 = -1331738.079756 nChanged 12 SP:Iteration 56Q (6292.112653 sec): 3 clusters Score: Raw -1334966.766919 + Penalty 3225.021511 = -1331741.745408 nChanged 15 SP:Iteration 57Q (6292.185874 sec): 3 clusters Score: Raw -1334970.145145 + Penalty 3225.021511 = -1331745.123634 nChanged 21 SP:Iteration 58Q (6292.265382 sec): 3 clusters Score: Raw -1334973.964136 + Penalty 3225.021511 = -1331748.942625 nChanged 21 SP:Iteration 59Q (6292.338832 sec): 3 clusters Score: Raw -1334977.593493 + Penalty 3225.021511 = -1331752.571982 nChanged 15 SP:Iteration 60F (6292.421866 sec): 3 clusters Score: Raw -1334980.014227 + Penalty 3225.021511 = -1331754.992716 nChanged 14 SP:Iteration 61Q (6292.500819 sec): 3 clusters Score: Raw -1334982.096369 + Penalty 3225.021511 = -1331757.074858 nChanged 21 SP:Iteration 62Q (6292.575158 sec): 3 clusters Score: Raw -1334987.715948 + Penalty 3225.021511 = -1331762.694437 nChanged 21 SP:Iteration 63Q (6292.653570 sec): 3 clusters Score: Raw -1334993.434619 + Penalty 3225.021511 = -1331768.413108 nChanged 24 SP:Iteration 64Q (6292.729697 sec): 3 clusters Score: Raw -1334998.646105 + Penalty 3225.021511 = -1331773.624594 nChanged 18 SP:Iteration 65Q (6292.809380 sec): 3 clusters Score: Raw -1335003.290117 + Penalty 3225.021511 = -1331778.268606 nChanged 20 SP:Iteration 66Q (6292.879552 sec): 3 clusters Score: Raw -1335007.604310 + Penalty 3225.021511 = -1331782.582799 nChanged 21 SP:Iteration 67Q (6292.956186 sec): 3 clusters Score: Raw -1335012.066700 + Penalty 3225.021511 = -1331787.045189 nChanged 20 SP:Iteration 68Q (6293.030977 sec): 3 clusters Score: Raw -1335017.915789 + Penalty 3225.021511 = -1331792.894278 nChanged 18 SP:Iteration 69Q (6293.103284 sec): 3 clusters Score: Raw -1335022.196205 + Penalty 3225.021511 = -1331797.174694 nChanged 23 SP:Iteration 70Q (6293.178466 sec): 3 clusters Score: Raw -1335028.849726 + Penalty 3225.021511 = -1331803.828215 nChanged 18 SP:Iteration 71Q (6293.263778 sec): 3 clusters Score: Raw -1335034.559148 + Penalty 3225.021511 = -1331809.537637 nChanged 24 SP:Iteration 72Q (6293.342391 sec): 3 clusters Score: Raw -1335042.433140 + Penalty 3225.021511 = -1331817.411629 nChanged 29 SP:Iteration 73Q (6293.416989 sec): 3 clusters Score: Raw -1335050.969422 + Penalty 3225.021511 = -1331825.947911 nChanged 21 SP:Iteration 74Q (6293.492209 sec): 3 clusters Score: Raw -1335056.849908 + Penalty 3225.021511 = -1331831.828397 nChanged 20 SP:Iteration 75Q (6293.570230 sec): 3 clusters Score: Raw -1335061.162727 + Penalty 3225.021511 = -1331836.141216 nChanged 11 SP:Iteration 76Q (6293.642613 sec): 3 clusters Score: Raw -1335063.356521 + Penalty 3225.021511 = -1331838.335010 nChanged 10 SP:Iteration 77Q (6293.712127 sec): 3 clusters Score: Raw -1335065.067773 + Penalty 3225.021511 = -1331840.046262 nChanged 6 SP:Iteration 78Q (6293.784857 sec): 3 clusters Score: Raw -1335066.314333 + Penalty 3225.021511 = -1331841.292822 nChanged 6 SP:Iteration 79Q (6293.866055 sec): 3 clusters Score: Raw -1335067.441948 + Penalty 3225.021511 = -1331842.420438 nChanged 1 SP:Iteration 80F (6293.945782 sec): 3 clusters Score: Raw -1335067.731323 + Penalty 3225.021511 = -1331842.709812 nChanged 4 SP:Iteration 81Q (6294.024009 sec): 3 clusters Score: Raw -1335068.415315 + Penalty 3225.021511 = -1331843.393804 nChanged 1 SP:Iteration 82Q (6294.099918 sec): 3 clusters Score: Raw -1335068.507455 + Penalty 3225.021511 = -1331843.485944 nChanged 0 SP:Iteration 83F (6294.176802 sec): 3 clusters Score: Raw -1335068.507455 + Penalty 3225.021511 = -1331843.485944 nChanged 0 Trying to split cluster 11 (12377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6294.216326 sec): 2 clusters Score: Raw -827949.902505 + Penalty 1531.334218 = -826418.568287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6294.277617 sec): 3 clusters Score: Raw -820769.870412 + Penalty 3062.668437 = -817707.201975 nChanged 5492 SP:Iteration 1F (6294.341314 sec): 3 clusters Score: Raw -823884.018184 + Penalty 3062.668437 = -820821.349747 nChanged 787 SP:Iteration 2F (6294.412869 sec): 3 clusters Score: Raw -824238.663629 + Penalty 3062.668437 = -821175.995192 nChanged 622 SP:Iteration 3F (6294.471360 sec): 3 clusters Score: Raw -824533.635651 + Penalty 3062.668437 = -821470.967214 nChanged 577 SP:Iteration 4Q (6294.546815 sec): 3 clusters Score: Raw -824848.402955 + Penalty 3062.668437 = -821785.734518 nChanged 623 SP:Iteration 5F (6294.601369 sec): 3 clusters Score: Raw -825229.859694 + Penalty 3062.668437 = -822167.191257 nChanged 644 SP:Iteration 6F (6294.666186 sec): 3 clusters Score: Raw -825679.131461 + Penalty 3062.668437 = -822616.463024 nChanged 636 SP:Iteration 7F (6294.731492 sec): 3 clusters Score: Raw -826145.123459 + Penalty 3062.668437 = -823082.455022 nChanged 604 SP:Iteration 8Q (6294.798013 sec): 3 clusters Score: Raw -826596.863685 + Penalty 3062.668437 = -823534.195248 nChanged 555 SP:Iteration 9Q (6294.867039 sec): 3 clusters Score: Raw -826979.907631 + Penalty 3062.668437 = -823917.239194 nChanged 422 SP:Iteration 10Q (6294.934633 sec): 3 clusters Score: Raw -827240.599283 + Penalty 3062.668437 = -824177.930846 nChanged 338 SP:Iteration 11Q (6294.997426 sec): 3 clusters Score: Raw -827434.999044 + Penalty 3062.668437 = -824372.330607 nChanged 260 SP:Iteration 12Q (6295.063691 sec): 3 clusters Score: Raw -827558.640582 + Penalty 3062.668437 = -824495.972145 nChanged 174 SP:Iteration 13Q (6295.135025 sec): 3 clusters Score: Raw -827627.984781 + Penalty 3062.668437 = -824565.316345 nChanged 152 SP:Iteration 14Q (6295.192439 sec): 3 clusters Score: Raw -827688.319660 + Penalty 3062.668437 = -824625.651224 nChanged 128 SP:Iteration 15Q (6295.265783 sec): 3 clusters Score: Raw -827739.218677 + Penalty 3062.668437 = -824676.550240 nChanged 108 SP:Iteration 16Q (6295.323134 sec): 3 clusters Score: Raw -827774.441447 + Penalty 3062.668437 = -824711.773010 nChanged 93 SP:Iteration 17Q (6295.379673 sec): 3 clusters Score: Raw -827803.781686 + Penalty 3062.668437 = -824741.113249 nChanged 78 SP:Iteration 18Q (6295.453354 sec): 3 clusters Score: Raw -827822.782932 + Penalty 3062.668437 = -824760.114495 nChanged 54 SP:Iteration 19Q (6295.506830 sec): 3 clusters Score: Raw -827835.211820 + Penalty 3062.668437 = -824772.543383 nChanged 50 SP:Iteration 20F (6295.576817 sec): 3 clusters Score: Raw -827846.355125 + Penalty 3062.668437 = -824783.686688 nChanged 45 SP:Iteration 21Q (6295.638323 sec): 3 clusters Score: Raw -827857.112629 + Penalty 3062.668437 = -824794.444192 nChanged 46 SP:Iteration 22Q (6295.698563 sec): 3 clusters Score: Raw -827867.897548 + Penalty 3062.668437 = -824805.229111 nChanged 41 SP:Iteration 23Q (6295.749259 sec): 3 clusters Score: Raw -827878.002834 + Penalty 3062.668437 = -824815.334397 nChanged 48 SP:Iteration 24Q (6295.809120 sec): 3 clusters Score: Raw -827890.534300 + Penalty 3062.668437 = -824827.865863 nChanged 39 SP:Iteration 25Q (6295.875260 sec): 3 clusters Score: Raw -827899.298028 + Penalty 3062.668437 = -824836.629591 nChanged 40 SP:Iteration 26Q (6295.942369 sec): 3 clusters Score: Raw -827908.348796 + Penalty 3062.668437 = -824845.680359 nChanged 39 SP:Iteration 27Q (6296.001473 sec): 3 clusters Score: Raw -827919.342533 + Penalty 3062.668437 = -824856.674096 nChanged 44 SP:Iteration 28Q (6296.055921 sec): 3 clusters Score: Raw -827930.318661 + Penalty 3062.668437 = -824867.650224 nChanged 46 SP:Iteration 29Q (6296.113756 sec): 3 clusters Score: Raw -827942.167664 + Penalty 3062.668437 = -824879.499227 nChanged 41 SP:Iteration 30Q (6296.170700 sec): 3 clusters Score: Raw -827951.629547 + Penalty 3062.668437 = -824888.961110 nChanged 36 SP:Iteration 31Q (6296.234791 sec): 3 clusters Score: Raw -827960.677735 + Penalty 3062.668437 = -824898.009298 nChanged 43 SP:Iteration 32Q (6296.300617 sec): 3 clusters Score: Raw -827972.450078 + Penalty 3062.668437 = -824909.781641 nChanged 34 SP:Iteration 33Q (6296.368949 sec): 3 clusters Score: Raw -827980.798350 + Penalty 3062.668437 = -824918.129913 nChanged 31 SP:Iteration 34Q (6296.428464 sec): 3 clusters Score: Raw -827988.592364 + Penalty 3062.668437 = -824925.923927 nChanged 25 SP:Iteration 35Q (6296.487011 sec): 3 clusters Score: Raw -827996.707153 + Penalty 3062.668437 = -824934.038716 nChanged 28 SP:Iteration 36Q (6296.562107 sec): 3 clusters Score: Raw -828004.094627 + Penalty 3062.668437 = -824941.426191 nChanged 18 SP:Iteration 37Q (6296.631716 sec): 3 clusters Score: Raw -828009.225244 + Penalty 3062.668437 = -824946.556807 nChanged 26 SP:Iteration 38Q (6296.694286 sec): 3 clusters Score: Raw -828016.422847 + Penalty 3062.668437 = -824953.754410 nChanged 20 SP:Iteration 39Q (6296.767706 sec): 3 clusters Score: Raw -828022.416788 + Penalty 3062.668437 = -824959.748352 nChanged 18 SP:Iteration 40F (6296.829678 sec): 3 clusters Score: Raw -828026.683181 + Penalty 3062.668437 = -824964.014744 nChanged 20 SP:Iteration 41Q (6296.902668 sec): 3 clusters Score: Raw -828031.097571 + Penalty 3062.668437 = -824968.429134 nChanged 16 SP:Iteration 42Q (6296.969298 sec): 3 clusters Score: Raw -828034.352371 + Penalty 3062.668437 = -824971.683934 nChanged 12 SP:Iteration 43Q (6297.040912 sec): 3 clusters Score: Raw -828035.854474 + Penalty 3062.668437 = -824973.186037 nChanged 5 SP:Iteration 44Q (6297.110925 sec): 3 clusters Score: Raw -828037.318465 + Penalty 3062.668437 = -824974.650028 nChanged 6 SP:Iteration 45Q (6297.175729 sec): 3 clusters Score: Raw -828038.336650 + Penalty 3062.668437 = -824975.668213 nChanged 3 SP:Iteration 46Q (6297.239264 sec): 3 clusters Score: Raw -828038.994230 + Penalty 3062.668437 = -824976.325793 nChanged 5 SP:Iteration 47Q (6297.294560 sec): 3 clusters Score: Raw -828039.617959 + Penalty 3062.668437 = -824976.949522 nChanged 5 SP:Iteration 48Q (6297.368959 sec): 3 clusters Score: Raw -828040.472845 + Penalty 3062.668437 = -824977.804408 nChanged 4 SP:Iteration 49Q (6297.424772 sec): 3 clusters Score: Raw -828041.065789 + Penalty 3062.668437 = -824978.397352 nChanged 5 SP:Iteration 50Q (6297.490507 sec): 3 clusters Score: Raw -828042.472518 + Penalty 3062.668437 = -824979.804082 nChanged 5 SP:Iteration 51Q (6297.558056 sec): 3 clusters Score: Raw -828043.511529 + Penalty 3062.668437 = -824980.843092 nChanged 5 SP:Iteration 52Q (6297.630613 sec): 3 clusters Score: Raw -828044.282695 + Penalty 3062.668437 = -824981.614258 nChanged 4 SP:Iteration 53Q (6297.699938 sec): 3 clusters Score: Raw -828045.017572 + Penalty 3062.668437 = -824982.349135 nChanged 5 SP:Iteration 54Q (6297.761874 sec): 3 clusters Score: Raw -828046.122550 + Penalty 3062.668437 = -824983.454113 nChanged 4 SP:Iteration 55Q (6297.832647 sec): 3 clusters Score: Raw -828046.664402 + Penalty 3062.668437 = -824983.995965 nChanged 2 SP:Iteration 56Q (6297.895891 sec): 3 clusters Score: Raw -828046.817878 + Penalty 3062.668437 = -824984.149441 nChanged 2 SP:Iteration 57Q (6297.952545 sec): 3 clusters Score: Raw -828047.045770 + Penalty 3062.668437 = -824984.377333 nChanged 0 SP:Iteration 58F (6298.017716 sec): 3 clusters Score: Raw -828047.045770 + Penalty 3062.668437 = -824984.377333 nChanged 0 Trying to split cluster 12 (17332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6298.075880 sec): 2 clusters Score: Raw -1189512.233589 + Penalty 1586.050340 = -1187926.183249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6298.145472 sec): 3 clusters Score: Raw -1179218.899819 + Penalty 3172.100679 = -1176046.799140 nChanged 7791 SP:Iteration 1F (6298.220840 sec): 3 clusters Score: Raw -1183627.001417 + Penalty 3172.100679 = -1180454.900737 nChanged 1135 SP:Iteration 2F (6298.304855 sec): 3 clusters Score: Raw -1184227.395977 + Penalty 3172.100679 = -1181055.295298 nChanged 1056 SP:Iteration 3F (6298.386193 sec): 3 clusters Score: Raw -1184773.787617 + Penalty 3172.100679 = -1181601.686938 nChanged 981 SP:Iteration 4F (6298.453231 sec): 3 clusters Score: Raw -1185283.168491 + Penalty 3172.100679 = -1182111.067812 nChanged 862 SP:Iteration 5Q (6298.534161 sec): 3 clusters Score: Raw -1185746.464515 + Penalty 3172.100679 = -1182574.363835 nChanged 847 SP:Iteration 6Q (6298.611424 sec): 3 clusters Score: Raw -1186178.462587 + Penalty 3172.100679 = -1183006.361907 nChanged 769 SP:Iteration 7Q (6298.689176 sec): 3 clusters Score: Raw -1186555.657607 + Penalty 3172.100679 = -1183383.556927 nChanged 687 SP:Iteration 8Q (6298.771380 sec): 3 clusters Score: Raw -1186882.604186 + Penalty 3172.100679 = -1183710.503506 nChanged 610 SP:Iteration 9Q (6298.856082 sec): 3 clusters Score: Raw -1187186.486086 + Penalty 3172.100679 = -1184014.385406 nChanged 530 SP:Iteration 10Q (6298.935234 sec): 3 clusters Score: Raw -1187442.153925 + Penalty 3172.100679 = -1184270.053245 nChanged 456 SP:Iteration 11Q (6298.998779 sec): 3 clusters Score: Raw -1187648.430950 + Penalty 3172.100679 = -1184476.330271 nChanged 431 SP:Iteration 12Q (6299.083280 sec): 3 clusters Score: Raw -1187828.879969 + Penalty 3172.100679 = -1184656.779290 nChanged 366 SP:Iteration 13Q (6299.150516 sec): 3 clusters Score: Raw -1187961.442087 + Penalty 3172.100679 = -1184789.341408 nChanged 288 SP:Iteration 14Q (6299.238225 sec): 3 clusters Score: Raw -1188065.722387 + Penalty 3172.100679 = -1184893.621707 nChanged 299 SP:Iteration 15Q (6299.301789 sec): 3 clusters Score: Raw -1188173.049202 + Penalty 3172.100679 = -1185000.948523 nChanged 287 SP:Iteration 16Q (6299.386917 sec): 3 clusters Score: Raw -1188277.220699 + Penalty 3172.100679 = -1185105.120019 nChanged 294 SP:Iteration 17Q (6299.459986 sec): 3 clusters Score: Raw -1188390.853272 + Penalty 3172.100679 = -1185218.752592 nChanged 324 SP:Iteration 18Q (6299.546960 sec): 3 clusters Score: Raw -1188516.486033 + Penalty 3172.100679 = -1185344.385353 nChanged 315 SP:Iteration 19Q (6299.614274 sec): 3 clusters Score: Raw -1188642.281398 + Penalty 3172.100679 = -1185470.180719 nChanged 300 SP:Iteration 20F (6299.685693 sec): 3 clusters Score: Raw -1188758.199486 + Penalty 3172.100679 = -1185586.098807 nChanged 296 SP:Iteration 21Q (6299.770659 sec): 3 clusters Score: Raw -1188877.530904 + Penalty 3172.100679 = -1185705.430225 nChanged 278 SP:Iteration 22Q (6299.846784 sec): 3 clusters Score: Raw -1188991.425403 + Penalty 3172.100679 = -1185819.324724 nChanged 267 SP:Iteration 23Q (6299.920980 sec): 3 clusters Score: Raw -1189103.872583 + Penalty 3172.100679 = -1185931.771904 nChanged 256 SP:Iteration 24Q (6299.996321 sec): 3 clusters Score: Raw -1189199.479747 + Penalty 3172.100679 = -1186027.379067 nChanged 199 SP:Iteration 25Q (6300.072989 sec): 3 clusters Score: Raw -1189270.602505 + Penalty 3172.100679 = -1186098.501826 nChanged 204 SP:Iteration 26Q (6300.143205 sec): 3 clusters Score: Raw -1189345.375333 + Penalty 3172.100679 = -1186173.274654 nChanged 169 SP:Iteration 27Q (6300.220127 sec): 3 clusters Score: Raw -1189400.811419 + Penalty 3172.100679 = -1186228.710740 nChanged 147 SP:Iteration 28Q (6300.293088 sec): 3 clusters Score: Raw -1189445.500361 + Penalty 3172.100679 = -1186273.399681 nChanged 141 SP:Iteration 29Q (6300.367563 sec): 3 clusters Score: Raw -1189483.544480 + Penalty 3172.100679 = -1186311.443801 nChanged 124 SP:Iteration 30Q (6300.439144 sec): 3 clusters Score: Raw -1189518.006014 + Penalty 3172.100679 = -1186345.905335 nChanged 116 SP:Iteration 31Q (6300.509248 sec): 3 clusters Score: Raw -1189552.936911 + Penalty 3172.100679 = -1186380.836232 nChanged 110 SP:Iteration 32Q (6300.584084 sec): 3 clusters Score: Raw -1189586.605009 + Penalty 3172.100679 = -1186414.504329 nChanged 89 SP:Iteration 33Q (6300.653362 sec): 3 clusters Score: Raw -1189610.096293 + Penalty 3172.100679 = -1186437.995614 nChanged 78 SP:Iteration 34Q (6300.718604 sec): 3 clusters Score: Raw -1189630.271499 + Penalty 3172.100679 = -1186458.170820 nChanged 93 SP:Iteration 35Q (6300.801394 sec): 3 clusters Score: Raw -1189656.747608 + Penalty 3172.100679 = -1186484.646928 nChanged 85 SP:Iteration 36Q (6300.875592 sec): 3 clusters Score: Raw -1189678.141235 + Penalty 3172.100679 = -1186506.040555 nChanged 61 SP:Iteration 37Q (6300.944914 sec): 3 clusters Score: Raw -1189694.014609 + Penalty 3172.100679 = -1186521.913930 nChanged 61 SP:Iteration 38Q (6301.019058 sec): 3 clusters Score: Raw -1189712.689598 + Penalty 3172.100679 = -1186540.588918 nChanged 72 SP:Iteration 39Q (6301.088208 sec): 3 clusters Score: Raw -1189732.913029 + Penalty 3172.100679 = -1186560.812349 nChanged 61 SP:Iteration 40F (6301.162475 sec): 3 clusters Score: Raw -1189750.847890 + Penalty 3172.100679 = -1186578.747211 nChanged 65 SP:Iteration 41Q (6301.239811 sec): 3 clusters Score: Raw -1189769.774673 + Penalty 3172.100679 = -1186597.673994 nChanged 52 SP:Iteration 42Q (6301.309867 sec): 3 clusters Score: Raw -1189786.686272 + Penalty 3172.100679 = -1186614.585593 nChanged 40 SP:Iteration 43Q (6301.386102 sec): 3 clusters Score: Raw -1189797.008466 + Penalty 3172.100679 = -1186624.907786 nChanged 52 SP:Iteration 44Q (6301.462428 sec): 3 clusters Score: Raw -1189814.123912 + Penalty 3172.100679 = -1186642.023233 nChanged 48 SP:Iteration 45Q (6301.536345 sec): 3 clusters Score: Raw -1189832.557858 + Penalty 3172.100679 = -1186660.457178 nChanged 54 SP:Iteration 46Q (6301.604897 sec): 3 clusters Score: Raw -1189849.304765 + Penalty 3172.100679 = -1186677.204086 nChanged 35 SP:Iteration 47Q (6301.662783 sec): 3 clusters Score: Raw -1189859.553221 + Penalty 3172.100679 = -1186687.452541 nChanged 35 SP:Iteration 48Q (6301.741170 sec): 3 clusters Score: Raw -1189871.876485 + Penalty 3172.100679 = -1186699.775806 nChanged 37 SP:Iteration 49Q (6301.812159 sec): 3 clusters Score: Raw -1189887.250307 + Penalty 3172.100679 = -1186715.149627 nChanged 42 SP:Iteration 50Q (6301.885099 sec): 3 clusters Score: Raw -1189901.855981 + Penalty 3172.100679 = -1186729.755302 nChanged 35 SP:Iteration 51Q (6301.955428 sec): 3 clusters Score: Raw -1189912.002142 + Penalty 3172.100679 = -1186739.901463 nChanged 26 SP:Iteration 52Q (6302.025496 sec): 3 clusters Score: Raw -1189918.785880 + Penalty 3172.100679 = -1186746.685201 nChanged 25 SP:Iteration 53Q (6302.097905 sec): 3 clusters Score: Raw -1189926.905352 + Penalty 3172.100679 = -1186754.804672 nChanged 30 SP:Iteration 54Q (6302.160050 sec): 3 clusters Score: Raw -1189935.469820 + Penalty 3172.100679 = -1186763.369140 nChanged 26 SP:Iteration 55Q (6302.230401 sec): 3 clusters Score: Raw -1189942.551983 + Penalty 3172.100679 = -1186770.451304 nChanged 21 SP:Iteration 56Q (6302.299056 sec): 3 clusters Score: Raw -1189948.287372 + Penalty 3172.100679 = -1186776.186693 nChanged 24 SP:Iteration 57Q (6302.371580 sec): 3 clusters Score: Raw -1189953.927668 + Penalty 3172.100679 = -1186781.826989 nChanged 23 SP:Iteration 58Q (6302.447553 sec): 3 clusters Score: Raw -1189960.423261 + Penalty 3172.100679 = -1186788.322581 nChanged 17 SP:Iteration 59Q (6302.505113 sec): 3 clusters Score: Raw -1189964.505684 + Penalty 3172.100679 = -1186792.405005 nChanged 13 SP:Iteration 60F (6302.579352 sec): 3 clusters Score: Raw -1189966.971367 + Penalty 3172.100679 = -1186794.870687 nChanged 9 SP:Iteration 61Q (6302.648143 sec): 3 clusters Score: Raw -1189969.319852 + Penalty 3172.100679 = -1186797.219173 nChanged 5 SP:Iteration 62Q (6302.713788 sec): 3 clusters Score: Raw -1189970.307775 + Penalty 3172.100679 = -1186798.207096 nChanged 6 SP:Iteration 63Q (6302.787896 sec): 3 clusters Score: Raw -1189971.938136 + Penalty 3172.100679 = -1186799.837456 nChanged 3 SP:Iteration 64Q (6302.864256 sec): 3 clusters Score: Raw -1189972.494866 + Penalty 3172.100679 = -1186800.394187 nChanged 2 SP:Iteration 65Q (6302.927669 sec): 3 clusters Score: Raw -1189972.659491 + Penalty 3172.100679 = -1186800.558812 nChanged 0 SP:Iteration 66F (6303.000930 sec): 3 clusters Score: Raw -1189972.659491 + Penalty 3172.100679 = -1186800.558812 nChanged 0 Trying to split cluster 13 (8868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6303.037336 sec): 2 clusters Score: Raw -611591.657813 + Penalty 1477.158243 = -610114.499570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6303.100304 sec): 3 clusters Score: Raw -606610.182730 + Penalty 2954.316485 = -603655.866245 nChanged 3796 SP:Iteration 1F (6303.147283 sec): 3 clusters Score: Raw -608839.900236 + Penalty 2954.316485 = -605885.583751 nChanged 713 SP:Iteration 2F (6303.210056 sec): 3 clusters Score: Raw -609321.366848 + Penalty 2954.316485 = -606367.050363 nChanged 662 SP:Iteration 3F (6303.263273 sec): 3 clusters Score: Raw -609771.592032 + Penalty 2954.316485 = -606817.275546 nChanged 570 SP:Iteration 4F (6303.327370 sec): 3 clusters Score: Raw -610175.325108 + Penalty 2954.316485 = -607221.008622 nChanged 522 SP:Iteration 5F (6303.374795 sec): 3 clusters Score: Raw -610565.190080 + Penalty 2954.316485 = -607610.873594 nChanged 477 SP:Iteration 6F (6303.428808 sec): 3 clusters Score: Raw -610944.994392 + Penalty 2954.316485 = -607990.677907 nChanged 423 SP:Iteration 7Q (6303.490218 sec): 3 clusters Score: Raw -611254.191552 + Penalty 2954.316485 = -608299.875066 nChanged 361 SP:Iteration 8Q (6303.561309 sec): 3 clusters Score: Raw -611481.442318 + Penalty 2954.316485 = -608527.125833 nChanged 292 SP:Iteration 9Q (6303.613725 sec): 3 clusters Score: Raw -611640.861053 + Penalty 2954.316485 = -608686.544568 nChanged 200 SP:Iteration 10Q (6303.666717 sec): 3 clusters Score: Raw -611730.402695 + Penalty 2954.316485 = -608776.086209 nChanged 137 SP:Iteration 11Q (6303.728952 sec): 3 clusters Score: Raw -611784.647320 + Penalty 2954.316485 = -608830.330835 nChanged 99 SP:Iteration 12Q (6303.778123 sec): 3 clusters Score: Raw -611827.178756 + Penalty 2954.316485 = -608872.862271 nChanged 82 SP:Iteration 13Q (6303.843622 sec): 3 clusters Score: Raw -611864.311187 + Penalty 2954.316485 = -608909.994701 nChanged 92 SP:Iteration 14Q (6303.889716 sec): 3 clusters Score: Raw -611894.224669 + Penalty 2954.316485 = -608939.908184 nChanged 72 SP:Iteration 15Q (6303.952536 sec): 3 clusters Score: Raw -611923.122314 + Penalty 2954.316485 = -608968.805828 nChanged 72 SP:Iteration 16Q (6304.008409 sec): 3 clusters Score: Raw -611952.371996 + Penalty 2954.316485 = -608998.055511 nChanged 67 SP:Iteration 17Q (6304.070506 sec): 3 clusters Score: Raw -611977.343900 + Penalty 2954.316485 = -609023.027415 nChanged 52 SP:Iteration 18Q (6304.130984 sec): 3 clusters Score: Raw -611998.712339 + Penalty 2954.316485 = -609044.395854 nChanged 63 SP:Iteration 19Q (6304.175826 sec): 3 clusters Score: Raw -612021.210625 + Penalty 2954.316485 = -609066.894139 nChanged 42 SP:Iteration 20F (6304.236602 sec): 3 clusters Score: Raw -612032.720514 + Penalty 2954.316485 = -609078.404029 nChanged 31 SP:Iteration 21Q (6304.303516 sec): 3 clusters Score: Raw -612039.652023 + Penalty 2954.316485 = -609085.335538 nChanged 16 SP:Iteration 22Q (6304.358896 sec): 3 clusters Score: Raw -612042.718024 + Penalty 2954.316485 = -609088.401539 nChanged 14 SP:Iteration 23Q (6304.423308 sec): 3 clusters Score: Raw -612045.766758 + Penalty 2954.316485 = -609091.450273 nChanged 14 SP:Iteration 24Q (6304.482314 sec): 3 clusters Score: Raw -612049.186105 + Penalty 2954.316485 = -609094.869620 nChanged 19 SP:Iteration 25Q (6304.548279 sec): 3 clusters Score: Raw -612052.831001 + Penalty 2954.316485 = -609098.514515 nChanged 15 SP:Iteration 26Q (6304.601671 sec): 3 clusters Score: Raw -612056.739566 + Penalty 2954.316485 = -609102.423081 nChanged 17 SP:Iteration 27Q (6304.665064 sec): 3 clusters Score: Raw -612061.340526 + Penalty 2954.316485 = -609107.024040 nChanged 18 SP:Iteration 28Q (6304.729808 sec): 3 clusters Score: Raw -612065.231998 + Penalty 2954.316485 = -609110.915513 nChanged 18 SP:Iteration 29Q (6304.780806 sec): 3 clusters Score: Raw -612069.521982 + Penalty 2954.316485 = -609115.205497 nChanged 18 SP:Iteration 30Q (6304.847744 sec): 3 clusters Score: Raw -612073.585224 + Penalty 2954.316485 = -609119.268739 nChanged 19 SP:Iteration 31Q (6304.897135 sec): 3 clusters Score: Raw -612078.187799 + Penalty 2954.316485 = -609123.871313 nChanged 16 SP:Iteration 32Q (6304.965427 sec): 3 clusters Score: Raw -612081.372740 + Penalty 2954.316485 = -609127.056254 nChanged 14 SP:Iteration 33Q (6305.027980 sec): 3 clusters Score: Raw -612084.178900 + Penalty 2954.316485 = -609129.862414 nChanged 11 SP:Iteration 34Q (6305.088692 sec): 3 clusters Score: Raw -612087.001948 + Penalty 2954.316485 = -609132.685463 nChanged 12 SP:Iteration 35Q (6305.148255 sec): 3 clusters Score: Raw -612089.396220 + Penalty 2954.316485 = -609135.079734 nChanged 10 SP:Iteration 36Q (6305.200361 sec): 3 clusters Score: Raw -612091.710167 + Penalty 2954.316485 = -609137.393681 nChanged 11 SP:Iteration 37Q (6305.265145 sec): 3 clusters Score: Raw -612093.439936 + Penalty 2954.316485 = -609139.123451 nChanged 6 SP:Iteration 38Q (6305.312621 sec): 3 clusters Score: Raw -612094.524347 + Penalty 2954.316485 = -609140.207862 nChanged 7 SP:Iteration 39Q (6305.373726 sec): 3 clusters Score: Raw -612096.410754 + Penalty 2954.316485 = -609142.094269 nChanged 9 SP:Iteration 40F (6305.444338 sec): 3 clusters Score: Raw -612098.020072 + Penalty 2954.316485 = -609143.703586 nChanged 7 SP:Iteration 41Q (6305.496018 sec): 3 clusters Score: Raw -612099.784425 + Penalty 2954.316485 = -609145.467939 nChanged 9 SP:Iteration 42Q (6305.559039 sec): 3 clusters Score: Raw -612102.345286 + Penalty 2954.316485 = -609148.028801 nChanged 7 SP:Iteration 43Q (6305.625661 sec): 3 clusters Score: Raw -612105.135045 + Penalty 2954.316485 = -609150.818560 nChanged 15 SP:Iteration 44Q (6305.683219 sec): 3 clusters Score: Raw -612109.434989 + Penalty 2954.316485 = -609155.118504 nChanged 15 SP:Iteration 45Q (6305.748145 sec): 3 clusters Score: Raw -612113.340633 + Penalty 2954.316485 = -609159.024148 nChanged 16 SP:Iteration 46Q (6305.800109 sec): 3 clusters Score: Raw -612116.318636 + Penalty 2954.316485 = -609162.002150 nChanged 12 SP:Iteration 47Q (6305.847862 sec): 3 clusters Score: Raw -612118.204898 + Penalty 2954.316485 = -609163.888412 nChanged 8 SP:Iteration 48Q (6305.909583 sec): 3 clusters Score: Raw -612119.326074 + Penalty 2954.316485 = -609165.009588 nChanged 6 SP:Iteration 49Q (6305.971436 sec): 3 clusters Score: Raw -612120.223147 + Penalty 2954.316485 = -609165.906662 nChanged 6 SP:Iteration 50Q (6306.031059 sec): 3 clusters Score: Raw -612120.936679 + Penalty 2954.316485 = -609166.620194 nChanged 5 SP:Iteration 51Q (6306.090638 sec): 3 clusters Score: Raw -612121.647772 + Penalty 2954.316485 = -609167.331286 nChanged 4 SP:Iteration 52Q (6306.150759 sec): 3 clusters Score: Raw -612122.161927 + Penalty 2954.316485 = -609167.845442 nChanged 4 SP:Iteration 53Q (6306.214454 sec): 3 clusters Score: Raw -612122.745461 + Penalty 2954.316485 = -609168.428976 nChanged 4 SP:Iteration 54Q (6306.269050 sec): 3 clusters Score: Raw -612123.578917 + Penalty 2954.316485 = -609169.262431 nChanged 6 SP:Iteration 55Q (6306.332732 sec): 3 clusters Score: Raw -612124.647408 + Penalty 2954.316485 = -609170.330922 nChanged 7 SP:Iteration 56Q (6306.384941 sec): 3 clusters Score: Raw -612125.861321 + Penalty 2954.316485 = -609171.544835 nChanged 7 SP:Iteration 57Q (6306.458438 sec): 3 clusters Score: Raw -612126.877333 + Penalty 2954.316485 = -609172.560848 nChanged 3 SP:Iteration 58Q (6306.517222 sec): 3 clusters Score: Raw -612127.373876 + Penalty 2954.316485 = -609173.057391 nChanged 4 SP:Iteration 59Q (6306.568265 sec): 3 clusters Score: Raw -612127.978559 + Penalty 2954.316485 = -609173.662073 nChanged 4 SP:Iteration 60F (6306.638378 sec): 3 clusters Score: Raw -612128.633602 + Penalty 2954.316485 = -609174.317117 nChanged 2 SP:Iteration 61Q (6306.683990 sec): 3 clusters Score: Raw -612129.016285 + Penalty 2954.316485 = -609174.699800 nChanged 3 SP:Iteration 62Q (6306.752041 sec): 3 clusters Score: Raw -612129.694341 + Penalty 2954.316485 = -609175.377856 nChanged 4 SP:Iteration 63Q (6306.808408 sec): 3 clusters Score: Raw -612130.679752 + Penalty 2954.316485 = -609176.363266 nChanged 6 SP:Iteration 64Q (6306.867711 sec): 3 clusters Score: Raw -612131.749016 + Penalty 2954.316485 = -609177.432530 nChanged 5 SP:Iteration 65Q (6306.926236 sec): 3 clusters Score: Raw -612132.444141 + Penalty 2954.316485 = -609178.127655 nChanged 8 SP:Iteration 66Q (6306.975664 sec): 3 clusters Score: Raw -612133.611993 + Penalty 2954.316485 = -609179.295508 nChanged 4 SP:Iteration 67Q (6307.046238 sec): 3 clusters Score: Raw -612134.108895 + Penalty 2954.316485 = -609179.792409 nChanged 1 SP:Iteration 68Q (6307.107494 sec): 3 clusters Score: Raw -612134.235526 + Penalty 2954.316485 = -609179.919040 nChanged 2 SP:Iteration 69Q (6307.167456 sec): 3 clusters Score: Raw -612134.539327 + Penalty 2954.316485 = -609180.222842 nChanged 3 SP:Iteration 70Q (6307.228869 sec): 3 clusters Score: Raw -612134.798076 + Penalty 2954.316485 = -609180.481591 nChanged 2 SP:Iteration 71Q (6307.287042 sec): 3 clusters Score: Raw -612135.092207 + Penalty 2954.316485 = -609180.775721 nChanged 1 SP:Iteration 72Q (6307.352772 sec): 3 clusters Score: Raw -612135.340471 + Penalty 2954.316485 = -609181.023986 nChanged 3 SP:Iteration 73Q (6307.414211 sec): 3 clusters Score: Raw -612136.159995 + Penalty 2954.316485 = -609181.843510 nChanged 5 SP:Iteration 74Q (6307.464249 sec): 3 clusters Score: Raw -612137.297631 + Penalty 2954.316485 = -609182.981145 nChanged 2 SP:Iteration 75Q (6307.528511 sec): 3 clusters Score: Raw -612137.587016 + Penalty 2954.316485 = -609183.270530 nChanged 7 SP:Iteration 76Q (6307.582124 sec): 3 clusters Score: Raw -612139.055626 + Penalty 2954.316485 = -609184.739141 nChanged 3 SP:Iteration 77Q (6307.649669 sec): 3 clusters Score: Raw -612139.761340 + Penalty 2954.316485 = -609185.444855 nChanged 7 SP:Iteration 78Q (6307.695681 sec): 3 clusters Score: Raw -612141.988398 + Penalty 2954.316485 = -609187.671913 nChanged 8 SP:Iteration 79Q (6307.763922 sec): 3 clusters Score: Raw -612143.662465 + Penalty 2954.316485 = -609189.345979 nChanged 7 SP:Iteration 80F (6307.819543 sec): 3 clusters Score: Raw -612145.238380 + Penalty 2954.316485 = -609190.921895 nChanged 7 SP:Iteration 81Q (6307.890466 sec): 3 clusters Score: Raw -612147.064866 + Penalty 2954.316485 = -609192.748380 nChanged 10 SP:Iteration 82Q (6307.948208 sec): 3 clusters Score: Raw -612149.639868 + Penalty 2954.316485 = -609195.323382 nChanged 11 SP:Iteration 83Q (6308.008908 sec): 3 clusters Score: Raw -612151.338099 + Penalty 2954.316485 = -609197.021613 nChanged 5 SP:Iteration 84Q (6308.067953 sec): 3 clusters Score: Raw -612152.429010 + Penalty 2954.316485 = -609198.112525 nChanged 6 SP:Iteration 85Q (6308.127645 sec): 3 clusters Score: Raw -612154.153609 + Penalty 2954.316485 = -609199.837123 nChanged 6 SP:Iteration 86Q (6308.193148 sec): 3 clusters Score: Raw -612155.838136 + Penalty 2954.316485 = -609201.521650 nChanged 3 SP:Iteration 87Q (6308.248220 sec): 3 clusters Score: Raw -612157.296185 + Penalty 2954.316485 = -609202.979699 nChanged 6 SP:Iteration 88Q (6308.300700 sec): 3 clusters Score: Raw -612158.859256 + Penalty 2954.316485 = -609204.542771 nChanged 8 SP:Iteration 89Q (6308.373857 sec): 3 clusters Score: Raw -612160.177734 + Penalty 2954.316485 = -609205.861249 nChanged 3 SP:Iteration 90Q (6308.420786 sec): 3 clusters Score: Raw -612160.719536 + Penalty 2954.316485 = -609206.403051 nChanged 4 SP:Iteration 91Q (6308.485155 sec): 3 clusters Score: Raw -612161.312075 + Penalty 2954.316485 = -609206.995590 nChanged 3 SP:Iteration 92Q (6308.548081 sec): 3 clusters Score: Raw -612161.738634 + Penalty 2954.316485 = -609207.422149 nChanged 1 SP:Iteration 93Q (6308.610215 sec): 3 clusters Score: Raw -612161.881820 + Penalty 2954.316485 = -609207.565334 nChanged 0 SP:Iteration 94F (6308.664292 sec): 3 clusters Score: Raw -612161.881820 + Penalty 2954.316485 = -609207.565334 nChanged 0 Trying to split cluster 14 (53120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6308.763003 sec): 2 clusters Score: Raw -3414541.923089 + Penalty 1768.050177 = -3412773.872912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6308.910818 sec): 3 clusters Score: Raw -3380940.628072 + Penalty 3536.100355 = -3377404.527717 nChanged 24770 SP:Iteration 1F (6309.053363 sec): 3 clusters Score: Raw -3395254.588871 + Penalty 3536.100355 = -3391718.488516 nChanged 2175 SP:Iteration 2Q (6309.189922 sec): 3 clusters Score: Raw -3396048.826611 + Penalty 3536.100355 = -3392512.726256 nChanged 2465 SP:Iteration 3Q (6309.341583 sec): 3 clusters Score: Raw -3397125.713903 + Penalty 3536.100355 = -3393589.613548 nChanged 2782 SP:Iteration 4F (6309.475229 sec): 3 clusters Score: Raw -3398682.713916 + Penalty 3536.100355 = -3395146.613561 nChanged 3237 SP:Iteration 5F (6309.617840 sec): 3 clusters Score: Raw -3400825.519788 + Penalty 3536.100355 = -3397289.419433 nChanged 3550 SP:Iteration 6F (6309.755210 sec): 3 clusters Score: Raw -3403480.857964 + Penalty 3536.100355 = -3399944.757609 nChanged 3543 SP:Iteration 7F (6309.903614 sec): 3 clusters Score: Raw -3406102.465712 + Penalty 3536.100355 = -3402566.365357 nChanged 3015 SP:Iteration 8F (6310.046520 sec): 3 clusters Score: Raw -3407888.647110 + Penalty 3536.100355 = -3404352.546755 nChanged 2151 SP:Iteration 9Q (6310.200317 sec): 3 clusters Score: Raw -3408784.807345 + Penalty 3536.100355 = -3405248.706990 nChanged 1419 SP:Iteration 10Q (6310.346116 sec): 3 clusters Score: Raw -3409239.597555 + Penalty 3536.100355 = -3405703.497200 nChanged 1006 SP:Iteration 11Q (6310.490126 sec): 3 clusters Score: Raw -3409548.221304 + Penalty 3536.100355 = -3406012.120949 nChanged 827 SP:Iteration 12Q (6310.616782 sec): 3 clusters Score: Raw -3409803.694306 + Penalty 3536.100355 = -3406267.593951 nChanged 785 SP:Iteration 13Q (6310.756139 sec): 3 clusters Score: Raw -3410053.089880 + Penalty 3536.100355 = -3406516.989526 nChanged 723 SP:Iteration 14Q (6310.887491 sec): 3 clusters Score: Raw -3410276.925324 + Penalty 3536.100355 = -3406740.824969 nChanged 724 SP:Iteration 15Q (6311.029889 sec): 3 clusters Score: Raw -3410478.775125 + Penalty 3536.100355 = -3406942.674770 nChanged 642 SP:Iteration 16Q (6311.169796 sec): 3 clusters Score: Raw -3410642.369068 + Penalty 3536.100355 = -3407106.268714 nChanged 638 SP:Iteration 17Q (6311.303140 sec): 3 clusters Score: Raw -3410801.492961 + Penalty 3536.100355 = -3407265.392606 nChanged 606 SP:Iteration 18Q (6311.440727 sec): 3 clusters Score: Raw -3410952.198344 + Penalty 3536.100355 = -3407416.097989 nChanged 565 SP:Iteration 19Q (6311.582022 sec): 3 clusters Score: Raw -3411084.360467 + Penalty 3536.100355 = -3407548.260113 nChanged 536 SP:Iteration 20F (6311.713957 sec): 3 clusters Score: Raw -3411214.606396 + Penalty 3536.100355 = -3407678.506041 nChanged 541 SP:Iteration 21Q (6311.852465 sec): 3 clusters Score: Raw -3411367.988963 + Penalty 3536.100355 = -3407831.888608 nChanged 602 SP:Iteration 22Q (6312.003153 sec): 3 clusters Score: Raw -3411549.035390 + Penalty 3536.100355 = -3408012.935035 nChanged 610 SP:Iteration 23Q (6312.138038 sec): 3 clusters Score: Raw -3411738.660920 + Penalty 3536.100355 = -3408202.560565 nChanged 597 SP:Iteration 24Q (6312.267293 sec): 3 clusters Score: Raw -3411911.936294 + Penalty 3536.100355 = -3408375.835940 nChanged 538 SP:Iteration 25Q (6312.404998 sec): 3 clusters Score: Raw -3412044.442433 + Penalty 3536.100355 = -3408508.342078 nChanged 519 SP:Iteration 26Q (6312.545016 sec): 3 clusters Score: Raw -3412148.938400 + Penalty 3536.100355 = -3408612.838045 nChanged 445 SP:Iteration 27Q (6312.685197 sec): 3 clusters Score: Raw -3412222.443886 + Penalty 3536.100355 = -3408686.343531 nChanged 370 SP:Iteration 28Q (6312.827363 sec): 3 clusters Score: Raw -3412279.691597 + Penalty 3536.100355 = -3408743.591243 nChanged 324 SP:Iteration 29Q (6312.969489 sec): 3 clusters Score: Raw -3412323.302694 + Penalty 3536.100355 = -3408787.202339 nChanged 294 SP:Iteration 30Q (6313.111877 sec): 3 clusters Score: Raw -3412356.106964 + Penalty 3536.100355 = -3408820.006610 nChanged 237 SP:Iteration 31Q (6313.244312 sec): 3 clusters Score: Raw -3412380.444576 + Penalty 3536.100355 = -3408844.344222 nChanged 217 SP:Iteration 32Q (6313.379583 sec): 3 clusters Score: Raw -3412400.861851 + Penalty 3536.100355 = -3408864.761496 nChanged 192 SP:Iteration 33Q (6313.529149 sec): 3 clusters Score: Raw -3412417.697454 + Penalty 3536.100355 = -3408881.597099 nChanged 156 SP:Iteration 34Q (6313.667602 sec): 3 clusters Score: Raw -3412427.229016 + Penalty 3536.100355 = -3408891.128661 nChanged 107 SP:Iteration 35Q (6313.808081 sec): 3 clusters Score: Raw -3412433.305180 + Penalty 3536.100355 = -3408897.204825 nChanged 93 SP:Iteration 36Q (6313.955430 sec): 3 clusters Score: Raw -3412437.854497 + Penalty 3536.100355 = -3408901.754142 nChanged 72 SP:Iteration 37Q (6314.091677 sec): 3 clusters Score: Raw -3412440.733895 + Penalty 3536.100355 = -3408904.633540 nChanged 69 SP:Iteration 38Q (6314.230154 sec): 3 clusters Score: Raw -3412443.498756 + Penalty 3536.100355 = -3408907.398401 nChanged 49 SP:Iteration 39Q (6314.375920 sec): 3 clusters Score: Raw -3412445.493624 + Penalty 3536.100355 = -3408909.393269 nChanged 51 SP:Iteration 40F (6314.507749 sec): 3 clusters Score: Raw -3412447.811974 + Penalty 3536.100355 = -3408911.711620 nChanged 52 SP:Iteration 41Q (6314.655233 sec): 3 clusters Score: Raw -3412449.987080 + Penalty 3536.100355 = -3408913.886726 nChanged 50 SP:Iteration 42Q (6314.792788 sec): 3 clusters Score: Raw -3412452.367060 + Penalty 3536.100355 = -3408916.266705 nChanged 46 SP:Iteration 43Q (6314.926798 sec): 3 clusters Score: Raw -3412454.172812 + Penalty 3536.100355 = -3408918.072457 nChanged 38 SP:Iteration 44Q (6315.054582 sec): 3 clusters Score: Raw -3412455.090235 + Penalty 3536.100355 = -3408918.989880 nChanged 29 SP:Iteration 45Q (6315.209938 sec): 3 clusters Score: Raw -3412455.888238 + Penalty 3536.100355 = -3408919.787883 nChanged 31 SP:Iteration 46Q (6315.355547 sec): 3 clusters Score: Raw -3412456.763799 + Penalty 3536.100355 = -3408920.663444 nChanged 30 SP:Iteration 47Q (6315.497975 sec): 3 clusters Score: Raw -3412457.760878 + Penalty 3536.100355 = -3408921.660523 nChanged 28 SP:Iteration 48Q (6315.644611 sec): 3 clusters Score: Raw -3412458.521696 + Penalty 3536.100355 = -3408922.421341 nChanged 24 SP:Iteration 49Q (6315.789153 sec): 3 clusters Score: Raw -3412459.138896 + Penalty 3536.100355 = -3408923.038541 nChanged 16 SP:Iteration 50Q (6315.928362 sec): 3 clusters Score: Raw -3412459.486667 + Penalty 3536.100355 = -3408923.386313 nChanged 14 SP:Iteration 51Q (6316.070358 sec): 3 clusters Score: Raw -3412459.905299 + Penalty 3536.100355 = -3408923.804944 nChanged 20 SP:Iteration 52Q (6316.211295 sec): 3 clusters Score: Raw -3412460.408859 + Penalty 3536.100355 = -3408924.308504 nChanged 19 SP:Iteration 53Q (6316.350229 sec): 3 clusters Score: Raw -3412460.837942 + Penalty 3536.100355 = -3408924.737587 nChanged 16 SP:Iteration 54Q (6316.493599 sec): 3 clusters Score: Raw -3412461.308491 + Penalty 3536.100355 = -3408925.208137 nChanged 23 SP:Iteration 55Q (6316.640922 sec): 3 clusters Score: Raw -3412461.938281 + Penalty 3536.100355 = -3408925.837926 nChanged 22 SP:Iteration 56Q (6316.784565 sec): 3 clusters Score: Raw -3412462.493866 + Penalty 3536.100355 = -3408926.393511 nChanged 20 SP:Iteration 57Q (6316.924519 sec): 3 clusters Score: Raw -3412462.872017 + Penalty 3536.100355 = -3408926.771662 nChanged 11 SP:Iteration 58Q (6317.079911 sec): 3 clusters Score: Raw -3412463.115198 + Penalty 3536.100355 = -3408927.014843 nChanged 8 SP:Iteration 59Q (6317.222093 sec): 3 clusters Score: Raw -3412463.253512 + Penalty 3536.100355 = -3408927.153157 nChanged 5 SP:Iteration 60F (6317.354183 sec): 3 clusters Score: Raw -3412463.341039 + Penalty 3536.100355 = -3408927.240684 nChanged 4 SP:Iteration 61Q (6317.489962 sec): 3 clusters Score: Raw -3412463.427755 + Penalty 3536.100355 = -3408927.327400 nChanged 3 SP:Iteration 62Q (6317.635759 sec): 3 clusters Score: Raw -3412463.528589 + Penalty 3536.100355 = -3408927.428235 nChanged 4 SP:Iteration 63Q (6317.778759 sec): 3 clusters Score: Raw -3412463.560131 + Penalty 3536.100355 = -3408927.459776 nChanged 1 SP:Iteration 64Q (6317.911896 sec): 3 clusters Score: Raw -3412463.584072 + Penalty 3536.100355 = -3408927.483717 nChanged 1 SP:Iteration 65Q (6318.043251 sec): 3 clusters Score: Raw -3412463.605721 + Penalty 3536.100355 = -3408927.505366 nChanged 3 SP:Iteration 66Q (6318.177841 sec): 3 clusters Score: Raw -3412463.679297 + Penalty 3536.100355 = -3408927.578943 nChanged 3 SP:Iteration 67Q (6318.328953 sec): 3 clusters Score: Raw -3412463.706697 + Penalty 3536.100355 = -3408927.606342 nChanged 2 SP:Iteration 68Q (6318.466731 sec): 3 clusters Score: Raw -3412463.728761 + Penalty 3536.100355 = -3408927.628407 nChanged 1 SP:Iteration 69Q (6318.608142 sec): 3 clusters Score: Raw -3412463.748509 + Penalty 3536.100355 = -3408927.648154 nChanged 1 SP:Iteration 70Q (6318.753188 sec): 3 clusters Score: Raw -3412463.753717 + Penalty 3536.100355 = -3408927.653363 nChanged 0 SP:Iteration 71F (6318.892497 sec): 3 clusters Score: Raw -3412463.753717 + Penalty 3536.100355 = -3408927.653363 nChanged 0 Trying to split cluster 15 (44114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6318.976773 sec): 2 clusters Score: Raw -3014669.221530 + Penalty 1737.861527 = -3012931.360003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6319.098129 sec): 3 clusters Score: Raw -2986763.958054 + Penalty 3475.723053 = -2983288.235000 nChanged 20595 SP:Iteration 1F (6319.226276 sec): 3 clusters Score: Raw -2998732.021725 + Penalty 3475.723053 = -2995256.298672 nChanged 1947 SP:Iteration 2Q (6319.339113 sec): 3 clusters Score: Raw -2999398.642457 + Penalty 3475.723053 = -2995922.919403 nChanged 1961 SP:Iteration 3Q (6319.471573 sec): 3 clusters Score: Raw -3000134.232184 + Penalty 3475.723053 = -2996658.509130 nChanged 2051 SP:Iteration 4Q (6319.597609 sec): 3 clusters Score: Raw -3001004.664197 + Penalty 3475.723053 = -2997528.941144 nChanged 2205 SP:Iteration 5Q (6319.711350 sec): 3 clusters Score: Raw -3002198.458674 + Penalty 3475.723053 = -2998722.735621 nChanged 2519 SP:Iteration 6F (6319.832506 sec): 3 clusters Score: Raw -3003824.355472 + Penalty 3475.723053 = -3000348.632418 nChanged 2716 SP:Iteration 7F (6319.961955 sec): 3 clusters Score: Raw -3005743.728088 + Penalty 3475.723053 = -3002268.005034 nChanged 2613 SP:Iteration 8F (6320.089368 sec): 3 clusters Score: Raw -3007647.251897 + Penalty 3475.723053 = -3004171.528844 nChanged 2170 SP:Iteration 9Q (6320.210282 sec): 3 clusters Score: Raw -3009076.995381 + Penalty 3475.723053 = -3005601.272327 nChanged 1703 SP:Iteration 10Q (6320.339334 sec): 3 clusters Score: Raw -3009994.855578 + Penalty 3475.723053 = -3006519.132525 nChanged 1179 SP:Iteration 11Q (6320.454603 sec): 3 clusters Score: Raw -3010524.856136 + Penalty 3475.723053 = -3007049.133083 nChanged 918 SP:Iteration 12Q (6320.576633 sec): 3 clusters Score: Raw -3010892.582861 + Penalty 3475.723053 = -3007416.859808 nChanged 812 SP:Iteration 13Q (6320.691062 sec): 3 clusters Score: Raw -3011230.618976 + Penalty 3475.723053 = -3007754.895923 nChanged 821 SP:Iteration 14Q (6320.805122 sec): 3 clusters Score: Raw -3011568.183975 + Penalty 3475.723053 = -3008092.460921 nChanged 757 SP:Iteration 15Q (6320.923390 sec): 3 clusters Score: Raw -3011895.113275 + Penalty 3475.723053 = -3008419.390222 nChanged 755 SP:Iteration 16Q (6321.048443 sec): 3 clusters Score: Raw -3012237.133515 + Penalty 3475.723053 = -3008761.410462 nChanged 764 SP:Iteration 17Q (6321.168245 sec): 3 clusters Score: Raw -3012600.024480 + Penalty 3475.723053 = -3009124.301427 nChanged 747 SP:Iteration 18Q (6321.281084 sec): 3 clusters Score: Raw -3012979.038619 + Penalty 3475.723053 = -3009503.315566 nChanged 705 SP:Iteration 19Q (6321.405837 sec): 3 clusters Score: Raw -3013353.120076 + Penalty 3475.723053 = -3009877.397023 nChanged 625 SP:Iteration 20F (6321.519985 sec): 3 clusters Score: Raw -3013659.465653 + Penalty 3475.723053 = -3010183.742600 nChanged 532 SP:Iteration 21Q (6321.646743 sec): 3 clusters Score: Raw -3013917.619680 + Penalty 3475.723053 = -3010441.896626 nChanged 470 SP:Iteration 22Q (6321.761072 sec): 3 clusters Score: Raw -3014147.995580 + Penalty 3475.723053 = -3010672.272527 nChanged 405 SP:Iteration 23Q (6321.879355 sec): 3 clusters Score: Raw -3014343.216638 + Penalty 3475.723053 = -3010867.493585 nChanged 320 SP:Iteration 24Q (6321.989282 sec): 3 clusters Score: Raw -3014504.626310 + Penalty 3475.723053 = -3011028.903257 nChanged 295 SP:Iteration 25Q (6322.101080 sec): 3 clusters Score: Raw -3014656.116417 + Penalty 3475.723053 = -3011180.393363 nChanged 240 SP:Iteration 26Q (6322.212063 sec): 3 clusters Score: Raw -3014777.920204 + Penalty 3475.723053 = -3011302.197151 nChanged 179 SP:Iteration 27Q (6322.326758 sec): 3 clusters Score: Raw -3014868.924175 + Penalty 3475.723053 = -3011393.201122 nChanged 147 SP:Iteration 28Q (6322.439094 sec): 3 clusters Score: Raw -3014944.673447 + Penalty 3475.723053 = -3011468.950394 nChanged 118 SP:Iteration 29Q (6322.550795 sec): 3 clusters Score: Raw -3015012.075669 + Penalty 3475.723053 = -3011536.352615 nChanged 73 SP:Iteration 30Q (6322.656646 sec): 3 clusters Score: Raw -3015051.750139 + Penalty 3475.723053 = -3011576.027086 nChanged 47 SP:Iteration 31Q (6322.756527 sec): 3 clusters Score: Raw -3015076.822123 + Penalty 3475.723053 = -3011601.099070 nChanged 41 SP:Iteration 32Q (6322.856511 sec): 3 clusters Score: Raw -3015094.628703 + Penalty 3475.723053 = -3011618.905649 nChanged 28 SP:Iteration 33Q (6322.969005 sec): 3 clusters Score: Raw -3015113.248235 + Penalty 3475.723053 = -3011637.525182 nChanged 32 SP:Iteration 34Q (6323.075983 sec): 3 clusters Score: Raw -3015128.515473 + Penalty 3475.723053 = -3011652.792420 nChanged 21 SP:Iteration 35Q (6323.184452 sec): 3 clusters Score: Raw -3015141.126411 + Penalty 3475.723053 = -3011665.403357 nChanged 16 SP:Iteration 36Q (6323.272658 sec): 3 clusters Score: Raw -3015149.371519 + Penalty 3475.723053 = -3011673.648466 nChanged 14 SP:Iteration 37Q (6323.393075 sec): 3 clusters Score: Raw -3015155.724936 + Penalty 3475.723053 = -3011680.001883 nChanged 12 SP:Iteration 38Q (6323.493347 sec): 3 clusters Score: Raw -3015161.283702 + Penalty 3475.723053 = -3011685.560648 nChanged 12 SP:Iteration 39Q (6323.602708 sec): 3 clusters Score: Raw -3015167.090323 + Penalty 3475.723053 = -3011691.367270 nChanged 7 SP:Iteration 40F (6323.719713 sec): 3 clusters Score: Raw -3015170.519384 + Penalty 3475.723053 = -3011694.796331 nChanged 3 SP:Iteration 41Q (6323.825237 sec): 3 clusters Score: Raw -3015171.449971 + Penalty 3475.723053 = -3011695.726918 nChanged 3 SP:Iteration 42Q (6323.922487 sec): 3 clusters Score: Raw -3015172.386822 + Penalty 3475.723053 = -3011696.663769 nChanged 1 SP:Iteration 43Q (6324.031745 sec): 3 clusters Score: Raw -3015172.709599 + Penalty 3475.723053 = -3011696.986546 nChanged 1 SP:Iteration 44Q (6324.125447 sec): 3 clusters Score: Raw -3015173.349769 + Penalty 3475.723053 = -3011697.626716 nChanged 0 SP:Iteration 45F (6324.246633 sec): 3 clusters Score: Raw -3015173.349769 + Penalty 3475.723053 = -3011697.626716 nChanged 0 Trying to split cluster 16 (1304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6324.280186 sec): 2 clusters Score: Raw -84823.152138 + Penalty 1165.643658 = -83657.508480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6324.316611 sec): 3 clusters Score: Raw -84361.634149 + Penalty 2331.287316 = -82030.346832 nChanged 415 SP:Iteration 1F (6324.356821 sec): 3 clusters Score: Raw -84641.745106 + Penalty 2331.287316 = -82310.457789 nChanged 94 SP:Iteration 2F (6324.402677 sec): 3 clusters Score: Raw -84728.901120 + Penalty 2331.287316 = -82397.613804 nChanged 54 SP:Iteration 3Q (6324.439456 sec): 3 clusters Score: Raw -84770.437896 + Penalty 2331.287316 = -82439.150580 nChanged 32 SP:Iteration 4Q (6324.482551 sec): 3 clusters Score: Raw -84796.520074 + Penalty 2331.287316 = -82465.232757 nChanged 25 SP:Iteration 5Q (6324.536075 sec): 3 clusters Score: Raw -84817.524816 + Penalty 2331.287316 = -82486.237500 nChanged 17 SP:Iteration 6Q (6324.574762 sec): 3 clusters Score: Raw -84835.221749 + Penalty 2331.287316 = -82503.934432 nChanged 19 SP:Iteration 7Q (6324.622259 sec): 3 clusters Score: Raw -84848.201980 + Penalty 2331.287316 = -82516.914663 nChanged 17 SP:Iteration 8Q (6324.673662 sec): 3 clusters Score: Raw -84861.585578 + Penalty 2331.287316 = -82530.298262 nChanged 10 SP:Iteration 9Q (6324.712377 sec): 3 clusters Score: Raw -84867.555720 + Penalty 2331.287316 = -82536.268403 nChanged 4 SP:Iteration 10Q (6324.745349 sec): 3 clusters Score: Raw -84869.840129 + Penalty 2331.287316 = -82538.552813 nChanged 1 SP:Iteration 11Q (6324.778431 sec): 3 clusters Score: Raw -84870.138081 + Penalty 2331.287316 = -82538.850765 nChanged 1 SP:Iteration 12Q (6324.811876 sec): 3 clusters Score: Raw -84870.952753 + Penalty 2331.287316 = -82539.665437 nChanged 0 SP:Iteration 13F (6324.850227 sec): 3 clusters Score: Raw -84870.952753 + Penalty 2331.287316 = -82539.665437 nChanged 0 Trying to split cluster 17 (2000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6324.879619 sec): 2 clusters Score: Raw -113439.257538 + Penalty 1235.146650 = -112204.110888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6324.919414 sec): 3 clusters Score: Raw -112626.483781 + Penalty 2470.293299 = -110156.190482 nChanged 707 SP:Iteration 1F (6324.966473 sec): 3 clusters Score: Raw -113219.314184 + Penalty 2470.293299 = -110749.020885 nChanged 212 SP:Iteration 2F (6325.016405 sec): 3 clusters Score: Raw -113484.614921 + Penalty 2470.293299 = -111014.321621 nChanged 158 SP:Iteration 3F (6325.054204 sec): 3 clusters Score: Raw -113739.942507 + Penalty 2470.293299 = -111269.649207 nChanged 148 SP:Iteration 4F (6325.089549 sec): 3 clusters Score: Raw -114008.707209 + Penalty 2470.293299 = -111538.413910 nChanged 114 SP:Iteration 5F (6325.141545 sec): 3 clusters Score: Raw -114207.153833 + Penalty 2470.293299 = -111736.860534 nChanged 74 SP:Iteration 6Q (6325.183396 sec): 3 clusters Score: Raw -114339.606510 + Penalty 2470.293299 = -111869.313210 nChanged 57 SP:Iteration 7Q (6325.222577 sec): 3 clusters Score: Raw -114446.276644 + Penalty 2470.293299 = -111975.983344 nChanged 52 SP:Iteration 8Q (6325.261973 sec): 3 clusters Score: Raw -114500.868895 + Penalty 2470.293299 = -112030.575596 nChanged 29 SP:Iteration 9Q (6325.309700 sec): 3 clusters Score: Raw -114531.692989 + Penalty 2470.293299 = -112061.399690 nChanged 20 SP:Iteration 10Q (6325.346857 sec): 3 clusters Score: Raw -114551.171309 + Penalty 2470.293299 = -112080.878009 nChanged 16 SP:Iteration 11Q (6325.397078 sec): 3 clusters Score: Raw -114563.645057 + Penalty 2470.293299 = -112093.351758 nChanged 8 SP:Iteration 12Q (6325.446222 sec): 3 clusters Score: Raw -114569.189954 + Penalty 2470.293299 = -112098.896654 nChanged 7 SP:Iteration 13Q (6325.488912 sec): 3 clusters Score: Raw -114576.358811 + Penalty 2470.293299 = -112106.065511 nChanged 10 SP:Iteration 14Q (6325.531053 sec): 3 clusters Score: Raw -114585.364334 + Penalty 2470.293299 = -112115.071034 nChanged 8 SP:Iteration 15Q (6325.582840 sec): 3 clusters Score: Raw -114591.241770 + Penalty 2470.293299 = -112120.948470 nChanged 7 SP:Iteration 16Q (6325.631326 sec): 3 clusters Score: Raw -114598.568603 + Penalty 2470.293299 = -112128.275303 nChanged 7 SP:Iteration 17Q (6325.676539 sec): 3 clusters Score: Raw -114605.395965 + Penalty 2470.293299 = -112135.102665 nChanged 9 SP:Iteration 18Q (6325.721030 sec): 3 clusters Score: Raw -114610.621323 + Penalty 2470.293299 = -112140.328024 nChanged 7 SP:Iteration 19Q (6325.765213 sec): 3 clusters Score: Raw -114614.512574 + Penalty 2470.293299 = -112144.219275 nChanged 4 SP:Iteration 20F (6325.806945 sec): 3 clusters Score: Raw -114617.253743 + Penalty 2470.293299 = -112146.960444 nChanged 7 SP:Iteration 21Q (6325.855296 sec): 3 clusters Score: Raw -114623.125028 + Penalty 2470.293299 = -112152.831729 nChanged 8 SP:Iteration 22Q (6325.908946 sec): 3 clusters Score: Raw -114632.061478 + Penalty 2470.293299 = -112161.768179 nChanged 10 SP:Iteration 23Q (6325.958546 sec): 3 clusters Score: Raw -114640.143309 + Penalty 2470.293299 = -112169.850009 nChanged 7 SP:Iteration 24Q (6326.006838 sec): 3 clusters Score: Raw -114645.756402 + Penalty 2470.293299 = -112175.463102 nChanged 5 SP:Iteration 25Q (6326.048654 sec): 3 clusters Score: Raw -114649.037277 + Penalty 2470.293299 = -112178.743978 nChanged 6 SP:Iteration 26Q (6326.090635 sec): 3 clusters Score: Raw -114653.944116 + Penalty 2470.293299 = -112183.650816 nChanged 4 SP:Iteration 27Q (6326.141979 sec): 3 clusters Score: Raw -114656.663271 + Penalty 2470.293299 = -112186.369972 nChanged 3 SP:Iteration 28Q (6326.198273 sec): 3 clusters Score: Raw -114659.450734 + Penalty 2470.293299 = -112189.157434 nChanged 5 SP:Iteration 29Q (6326.233096 sec): 3 clusters Score: Raw -114661.858046 + Penalty 2470.293299 = -112191.564747 nChanged 3 SP:Iteration 30Q (6326.286305 sec): 3 clusters Score: Raw -114664.594422 + Penalty 2470.293299 = -112194.301122 nChanged 2 SP:Iteration 31Q (6326.323880 sec): 3 clusters Score: Raw -114665.803967 + Penalty 2470.293299 = -112195.510668 nChanged 3 SP:Iteration 32Q (6326.374909 sec): 3 clusters Score: Raw -114667.036232 + Penalty 2470.293299 = -112196.742933 nChanged 0 SP:Iteration 33F (6326.420960 sec): 3 clusters Score: Raw -114667.036232 + Penalty 2470.293299 = -112196.742933 nChanged 0 Trying to split cluster 18 (4612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6326.460742 sec): 2 clusters Score: Raw -319116.990661 + Penalty 1370.917743 = -317746.072918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6326.506562 sec): 3 clusters Score: Raw -316737.097964 + Penalty 2741.835486 = -313995.262478 nChanged 1853 SP:Iteration 1F (6326.557051 sec): 3 clusters Score: Raw -317750.480512 + Penalty 2741.835486 = -315008.645025 nChanged 296 SP:Iteration 2F (6326.606975 sec): 3 clusters Score: Raw -317904.199287 + Penalty 2741.835486 = -315162.363801 nChanged 212 SP:Iteration 3Q (6326.670814 sec): 3 clusters Score: Raw -318015.930254 + Penalty 2741.835486 = -315274.094767 nChanged 192 SP:Iteration 4Q (6326.721921 sec): 3 clusters Score: Raw -318126.607434 + Penalty 2741.835486 = -315384.771948 nChanged 178 SP:Iteration 5Q (6326.769295 sec): 3 clusters Score: Raw -318217.428573 + Penalty 2741.835486 = -315475.593086 nChanged 161 SP:Iteration 6Q (6326.826609 sec): 3 clusters Score: Raw -318300.298980 + Penalty 2741.835486 = -315558.463493 nChanged 149 SP:Iteration 7Q (6326.885189 sec): 3 clusters Score: Raw -318377.011696 + Penalty 2741.835486 = -315635.176210 nChanged 158 SP:Iteration 8Q (6326.943536 sec): 3 clusters Score: Raw -318456.830193 + Penalty 2741.835486 = -315714.994706 nChanged 141 SP:Iteration 9Q (6326.994284 sec): 3 clusters Score: Raw -318539.087720 + Penalty 2741.835486 = -315797.252234 nChanged 159 SP:Iteration 10Q (6327.048809 sec): 3 clusters Score: Raw -318633.158924 + Penalty 2741.835486 = -315891.323437 nChanged 162 SP:Iteration 11Q (6327.106478 sec): 3 clusters Score: Raw -318730.343408 + Penalty 2741.835486 = -315988.507922 nChanged 145 SP:Iteration 12Q (6327.161765 sec): 3 clusters Score: Raw -318810.255254 + Penalty 2741.835486 = -316068.419767 nChanged 139 SP:Iteration 13Q (6327.211548 sec): 3 clusters Score: Raw -318891.890646 + Penalty 2741.835486 = -316150.055160 nChanged 133 SP:Iteration 14Q (6327.262286 sec): 3 clusters Score: Raw -318970.886182 + Penalty 2741.835486 = -316229.050695 nChanged 103 SP:Iteration 15Q (6327.317601 sec): 3 clusters Score: Raw -319015.255876 + Penalty 2741.835486 = -316273.420390 nChanged 88 SP:Iteration 16Q (6327.374143 sec): 3 clusters Score: Raw -319051.542723 + Penalty 2741.835486 = -316309.707236 nChanged 67 SP:Iteration 17Q (6327.421084 sec): 3 clusters Score: Raw -319080.312652 + Penalty 2741.835486 = -316338.477166 nChanged 55 SP:Iteration 18Q (6327.481795 sec): 3 clusters Score: Raw -319105.517919 + Penalty 2741.835486 = -316363.682432 nChanged 47 SP:Iteration 19Q (6327.529285 sec): 3 clusters Score: Raw -319132.251183 + Penalty 2741.835486 = -316390.415696 nChanged 46 SP:Iteration 20F (6327.584773 sec): 3 clusters Score: Raw -319156.260762 + Penalty 2741.835486 = -316414.425276 nChanged 42 SP:Iteration 21Q (6327.638389 sec): 3 clusters Score: Raw -319181.565188 + Penalty 2741.835486 = -316439.729701 nChanged 34 SP:Iteration 22Q (6327.685703 sec): 3 clusters Score: Raw -319201.594352 + Penalty 2741.835486 = -316459.758866 nChanged 34 SP:Iteration 23Q (6327.745899 sec): 3 clusters Score: Raw -319218.112080 + Penalty 2741.835486 = -316476.276593 nChanged 22 SP:Iteration 24Q (6327.799147 sec): 3 clusters Score: Raw -319226.885314 + Penalty 2741.835486 = -316485.049827 nChanged 19 SP:Iteration 25Q (6327.847530 sec): 3 clusters Score: Raw -319235.247099 + Penalty 2741.835486 = -316493.411613 nChanged 16 SP:Iteration 26Q (6327.896997 sec): 3 clusters Score: Raw -319241.261613 + Penalty 2741.835486 = -316499.426127 nChanged 13 SP:Iteration 27Q (6327.952295 sec): 3 clusters Score: Raw -319247.053398 + Penalty 2741.835486 = -316505.217912 nChanged 15 SP:Iteration 28Q (6328.006768 sec): 3 clusters Score: Raw -319254.115475 + Penalty 2741.835486 = -316512.279988 nChanged 16 SP:Iteration 29Q (6328.060606 sec): 3 clusters Score: Raw -319261.849192 + Penalty 2741.835486 = -316520.013706 nChanged 18 SP:Iteration 30Q (6328.117711 sec): 3 clusters Score: Raw -319269.426462 + Penalty 2741.835486 = -316527.590976 nChanged 13 SP:Iteration 31Q (6328.161902 sec): 3 clusters Score: Raw -319276.585350 + Penalty 2741.835486 = -316534.749864 nChanged 10 SP:Iteration 32Q (6328.218861 sec): 3 clusters Score: Raw -319279.426783 + Penalty 2741.835486 = -316537.591297 nChanged 9 SP:Iteration 33Q (6328.278503 sec): 3 clusters Score: Raw -319282.485130 + Penalty 2741.835486 = -316540.649643 nChanged 8 SP:Iteration 34Q (6328.335670 sec): 3 clusters Score: Raw -319286.190101 + Penalty 2741.835486 = -316544.354615 nChanged 13 SP:Iteration 35Q (6328.378400 sec): 3 clusters Score: Raw -319290.063887 + Penalty 2741.835486 = -316548.228400 nChanged 13 SP:Iteration 36Q (6328.435552 sec): 3 clusters Score: Raw -319295.315138 + Penalty 2741.835486 = -316553.479652 nChanged 11 SP:Iteration 37Q (6328.491042 sec): 3 clusters Score: Raw -319298.935758 + Penalty 2741.835486 = -316557.100272 nChanged 6 SP:Iteration 38Q (6328.539807 sec): 3 clusters Score: Raw -319300.164425 + Penalty 2741.835486 = -316558.328939 nChanged 1 SP:Iteration 39Q (6328.597393 sec): 3 clusters Score: Raw -319300.333124 + Penalty 2741.835486 = -316558.497638 nChanged 2 SP:Iteration 40F (6328.644461 sec): 3 clusters Score: Raw -319300.980731 + Penalty 2741.835486 = -316559.145245 nChanged 2 SP:Iteration 41Q (6328.708593 sec): 3 clusters Score: Raw -319302.098633 + Penalty 2741.835486 = -316560.263146 nChanged 2 SP:Iteration 42Q (6328.756384 sec): 3 clusters Score: Raw -319302.676229 + Penalty 2741.835486 = -316560.840743 nChanged 1 SP:Iteration 43Q (6328.803510 sec): 3 clusters Score: Raw -319302.779548 + Penalty 2741.835486 = -316560.944062 nChanged 0 SP:Iteration 44F (6328.859446 sec): 3 clusters Score: Raw -319302.779548 + Penalty 2741.835486 = -316560.944062 nChanged 0 Trying to split cluster 19 (12671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6328.903779 sec): 2 clusters Score: Raw -831101.655093 + Penalty 1535.149069 = -829566.506024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6328.976807 sec): 3 clusters Score: Raw -823813.745409 + Penalty 3070.298139 = -820743.447270 nChanged 5603 SP:Iteration 1F (6329.038417 sec): 3 clusters Score: Raw -826715.221059 + Penalty 3070.298139 = -823644.922920 nChanged 780 SP:Iteration 2F (6329.107711 sec): 3 clusters Score: Raw -827051.736918 + Penalty 3070.298139 = -823981.438779 nChanged 724 SP:Iteration 3F (6329.172848 sec): 3 clusters Score: Raw -827403.302140 + Penalty 3070.298139 = -824333.004001 nChanged 717 SP:Iteration 4F (6329.235191 sec): 3 clusters Score: Raw -827793.678387 + Penalty 3070.298139 = -824723.380248 nChanged 784 SP:Iteration 5F (6329.307146 sec): 3 clusters Score: Raw -828262.910143 + Penalty 3070.298139 = -825192.612004 nChanged 798 SP:Iteration 6F (6329.368612 sec): 3 clusters Score: Raw -828808.707655 + Penalty 3070.298139 = -825738.409516 nChanged 794 SP:Iteration 7F (6329.447773 sec): 3 clusters Score: Raw -829391.365429 + Penalty 3070.298139 = -826321.067290 nChanged 698 SP:Iteration 8F (6329.512493 sec): 3 clusters Score: Raw -829940.621761 + Penalty 3070.298139 = -826870.323622 nChanged 554 SP:Iteration 9Q (6329.583982 sec): 3 clusters Score: Raw -830369.294562 + Penalty 3070.298139 = -827298.996423 nChanged 411 SP:Iteration 10Q (6329.650523 sec): 3 clusters Score: Raw -830691.125490 + Penalty 3070.298139 = -827620.827351 nChanged 301 SP:Iteration 11Q (6329.713427 sec): 3 clusters Score: Raw -830960.079785 + Penalty 3070.298139 = -827889.781646 nChanged 233 SP:Iteration 12Q (6329.771602 sec): 3 clusters Score: Raw -831178.592465 + Penalty 3070.298139 = -828108.294326 nChanged 172 SP:Iteration 13Q (6329.837569 sec): 3 clusters Score: Raw -831329.237038 + Penalty 3070.298139 = -828258.938899 nChanged 149 SP:Iteration 14Q (6329.912791 sec): 3 clusters Score: Raw -831447.445678 + Penalty 3070.298139 = -828377.147539 nChanged 125 SP:Iteration 15Q (6329.966431 sec): 3 clusters Score: Raw -831530.619874 + Penalty 3070.298139 = -828460.321735 nChanged 87 SP:Iteration 16Q (6330.030545 sec): 3 clusters Score: Raw -831568.694822 + Penalty 3070.298139 = -828498.396683 nChanged 47 SP:Iteration 17Q (6330.094108 sec): 3 clusters Score: Raw -831586.436903 + Penalty 3070.298139 = -828516.138764 nChanged 25 SP:Iteration 18Q (6330.159307 sec): 3 clusters Score: Raw -831592.832049 + Penalty 3070.298139 = -828522.533910 nChanged 15 SP:Iteration 19Q (6330.224570 sec): 3 clusters Score: Raw -831598.128597 + Penalty 3070.298139 = -828527.830458 nChanged 14 SP:Iteration 20F (6330.298762 sec): 3 clusters Score: Raw -831605.226671 + Penalty 3070.298139 = -828534.928532 nChanged 18 SP:Iteration 21Q (6330.355174 sec): 3 clusters Score: Raw -831609.754654 + Penalty 3070.298139 = -828539.456515 nChanged 8 SP:Iteration 22Q (6330.425960 sec): 3 clusters Score: Raw -831611.453653 + Penalty 3070.298139 = -828541.155514 nChanged 4 SP:Iteration 23Q (6330.491148 sec): 3 clusters Score: Raw -831613.054509 + Penalty 3070.298139 = -828542.756370 nChanged 6 SP:Iteration 24Q (6330.563995 sec): 3 clusters Score: Raw -831613.699948 + Penalty 3070.298139 = -828543.401809 nChanged 3 SP:Iteration 25Q (6330.628985 sec): 3 clusters Score: Raw -831614.174003 + Penalty 3070.298139 = -828543.875864 nChanged 1 SP:Iteration 26Q (6330.697451 sec): 3 clusters Score: Raw -831614.285874 + Penalty 3070.298139 = -828543.987735 nChanged 0 SP:Iteration 27F (6330.766922 sec): 3 clusters Score: Raw -831614.285874 + Penalty 3070.298139 = -828543.987735 nChanged 0 Trying to split cluster 20 (5826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6330.796458 sec): 2 clusters Score: Raw -373559.026960 + Penalty 1408.888965 = -372150.137995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6330.841609 sec): 3 clusters Score: Raw -370499.097360 + Penalty 2817.777930 = -367681.319431 nChanged 2403 SP:Iteration 1F (6330.898399 sec): 3 clusters Score: Raw -371909.463497 + Penalty 2817.777930 = -369091.685568 nChanged 492 SP:Iteration 2F (6330.956814 sec): 3 clusters Score: Raw -372300.418125 + Penalty 2817.777930 = -369482.640196 nChanged 414 SP:Iteration 3F (6331.001412 sec): 3 clusters Score: Raw -372632.982914 + Penalty 2817.777930 = -369815.204984 nChanged 388 SP:Iteration 4F (6331.068445 sec): 3 clusters Score: Raw -372912.853947 + Penalty 2817.777930 = -370095.076017 nChanged 338 SP:Iteration 5F (6331.114672 sec): 3 clusters Score: Raw -373198.602896 + Penalty 2817.777930 = -370380.824966 nChanged 296 SP:Iteration 6F (6331.176955 sec): 3 clusters Score: Raw -373471.282995 + Penalty 2817.777930 = -370653.505065 nChanged 289 SP:Iteration 7Q (6331.226474 sec): 3 clusters Score: Raw -373733.921790 + Penalty 2817.777930 = -370916.143860 nChanged 245 SP:Iteration 8Q (6331.273667 sec): 3 clusters Score: Raw -373887.116724 + Penalty 2817.777930 = -371069.338795 nChanged 191 SP:Iteration 9Q (6331.337367 sec): 3 clusters Score: Raw -373986.821905 + Penalty 2817.777930 = -371169.043975 nChanged 140 SP:Iteration 10Q (6331.379121 sec): 3 clusters Score: Raw -374051.392560 + Penalty 2817.777930 = -371233.614630 nChanged 90 SP:Iteration 11Q (6331.442030 sec): 3 clusters Score: Raw -374085.673848 + Penalty 2817.777930 = -371267.895918 nChanged 69 SP:Iteration 12Q (6331.498148 sec): 3 clusters Score: Raw -374107.513635 + Penalty 2817.777930 = -371289.735705 nChanged 53 SP:Iteration 13Q (6331.547612 sec): 3 clusters Score: Raw -374123.295863 + Penalty 2817.777930 = -371305.517934 nChanged 40 SP:Iteration 14Q (6331.601785 sec): 3 clusters Score: Raw -374132.415113 + Penalty 2817.777930 = -371314.637183 nChanged 34 SP:Iteration 15Q (6331.652012 sec): 3 clusters Score: Raw -374142.678315 + Penalty 2817.777930 = -371324.900385 nChanged 42 SP:Iteration 16Q (6331.705664 sec): 3 clusters Score: Raw -374158.081111 + Penalty 2817.777930 = -371340.303181 nChanged 42 SP:Iteration 17Q (6331.765126 sec): 3 clusters Score: Raw -374170.804627 + Penalty 2817.777930 = -371353.026697 nChanged 37 SP:Iteration 18Q (6331.814435 sec): 3 clusters Score: Raw -374182.871526 + Penalty 2817.777930 = -371365.093596 nChanged 27 SP:Iteration 19Q (6331.857366 sec): 3 clusters Score: Raw -374191.285618 + Penalty 2817.777930 = -371373.507689 nChanged 28 SP:Iteration 20F (6331.917252 sec): 3 clusters Score: Raw -374198.584314 + Penalty 2817.777930 = -371380.806384 nChanged 18 SP:Iteration 21Q (6331.966389 sec): 3 clusters Score: Raw -374202.954626 + Penalty 2817.777930 = -371385.176696 nChanged 14 SP:Iteration 22Q (6332.018294 sec): 3 clusters Score: Raw -374206.190248 + Penalty 2817.777930 = -371388.412318 nChanged 13 SP:Iteration 23Q (6332.067556 sec): 3 clusters Score: Raw -374209.718699 + Penalty 2817.777930 = -371391.940769 nChanged 12 SP:Iteration 24Q (6332.129507 sec): 3 clusters Score: Raw -374212.685492 + Penalty 2817.777930 = -371394.907562 nChanged 9 SP:Iteration 25Q (6332.178480 sec): 3 clusters Score: Raw -374215.080196 + Penalty 2817.777930 = -371397.302266 nChanged 11 SP:Iteration 26Q (6332.231439 sec): 3 clusters Score: Raw -374217.859648 + Penalty 2817.777930 = -371400.081719 nChanged 9 SP:Iteration 27Q (6332.284153 sec): 3 clusters Score: Raw -374219.658541 + Penalty 2817.777930 = -371401.880611 nChanged 8 SP:Iteration 28Q (6332.343120 sec): 3 clusters Score: Raw -374221.191171 + Penalty 2817.777930 = -371403.413242 nChanged 8 SP:Iteration 29Q (6332.399449 sec): 3 clusters Score: Raw -374222.986150 + Penalty 2817.777930 = -371405.208220 nChanged 11 SP:Iteration 30Q (6332.443254 sec): 3 clusters Score: Raw -374225.172439 + Penalty 2817.777930 = -371407.394509 nChanged 7 SP:Iteration 31Q (6332.502723 sec): 3 clusters Score: Raw -374227.826440 + Penalty 2817.777930 = -371410.048510 nChanged 7 SP:Iteration 32Q (6332.555877 sec): 3 clusters Score: Raw -374229.570346 + Penalty 2817.777930 = -371411.792416 nChanged 4 SP:Iteration 33Q (6332.615268 sec): 3 clusters Score: Raw -374230.559026 + Penalty 2817.777930 = -371412.781096 nChanged 5 SP:Iteration 34Q (6332.656608 sec): 3 clusters Score: Raw -374232.270088 + Penalty 2817.777930 = -371414.492158 nChanged 7 SP:Iteration 35Q (6332.717955 sec): 3 clusters Score: Raw -374234.089982 + Penalty 2817.777930 = -371416.312052 nChanged 4 SP:Iteration 36Q (6332.766273 sec): 3 clusters Score: Raw -374235.240535 + Penalty 2817.777930 = -371417.462605 nChanged 3 SP:Iteration 37Q (6332.823245 sec): 3 clusters Score: Raw -374235.606716 + Penalty 2817.777930 = -371417.828786 nChanged 2 SP:Iteration 38Q (6332.880845 sec): 3 clusters Score: Raw -374235.962507 + Penalty 2817.777930 = -371418.184577 nChanged 2 SP:Iteration 39Q (6332.931183 sec): 3 clusters Score: Raw -374236.157679 + Penalty 2817.777930 = -371418.379749 nChanged 0 SP:Iteration 40F (6332.997390 sec): 3 clusters Score: Raw -374236.157679 + Penalty 2817.777930 = -371418.379749 nChanged 0 Trying to split cluster 21 (3012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6333.015679 sec): 2 clusters Score: Raw -204860.990335 + Penalty 1301.683433 = -203559.306902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6333.066814 sec): 3 clusters Score: Raw -203416.160288 + Penalty 2603.366866 = -200812.793421 nChanged 1162 SP:Iteration 1F (6333.120826 sec): 3 clusters Score: Raw -204074.663356 + Penalty 2603.366866 = -201471.296490 nChanged 206 SP:Iteration 2F (6333.174086 sec): 3 clusters Score: Raw -204206.062236 + Penalty 2603.366866 = -201602.695369 nChanged 152 SP:Iteration 3F (6333.227912 sec): 3 clusters Score: Raw -204301.105710 + Penalty 2603.366866 = -201697.738844 nChanged 120 SP:Iteration 4Q (6333.281093 sec): 3 clusters Score: Raw -204368.257070 + Penalty 2603.366866 = -201764.890203 nChanged 92 SP:Iteration 5Q (6333.338173 sec): 3 clusters Score: Raw -204421.040373 + Penalty 2603.366866 = -201817.673507 nChanged 86 SP:Iteration 6Q (6333.390493 sec): 3 clusters Score: Raw -204457.369658 + Penalty 2603.366866 = -201854.002792 nChanged 62 SP:Iteration 7Q (6333.443156 sec): 3 clusters Score: Raw -204486.649084 + Penalty 2603.366866 = -201883.282218 nChanged 50 SP:Iteration 8Q (6333.496552 sec): 3 clusters Score: Raw -204510.032611 + Penalty 2603.366866 = -201906.665744 nChanged 55 SP:Iteration 9Q (6333.551244 sec): 3 clusters Score: Raw -204539.066613 + Penalty 2603.366866 = -201935.699747 nChanged 64 SP:Iteration 10Q (6333.598204 sec): 3 clusters Score: Raw -204571.853407 + Penalty 2603.366866 = -201968.486540 nChanged 55 SP:Iteration 11Q (6333.662599 sec): 3 clusters Score: Raw -204597.221103 + Penalty 2603.366866 = -201993.854237 nChanged 51 SP:Iteration 12Q (6333.711619 sec): 3 clusters Score: Raw -204622.385601 + Penalty 2603.366866 = -202019.018734 nChanged 52 SP:Iteration 13Q (6333.753043 sec): 3 clusters Score: Raw -204645.517397 + Penalty 2603.366866 = -202042.150531 nChanged 46 SP:Iteration 14Q (6333.813259 sec): 3 clusters Score: Raw -204662.885389 + Penalty 2603.366866 = -202059.518522 nChanged 34 SP:Iteration 15Q (6333.863053 sec): 3 clusters Score: Raw -204677.835770 + Penalty 2603.366866 = -202074.468904 nChanged 31 SP:Iteration 16Q (6333.917972 sec): 3 clusters Score: Raw -204693.150503 + Penalty 2603.366866 = -202089.783637 nChanged 37 SP:Iteration 17Q (6333.967644 sec): 3 clusters Score: Raw -204710.034438 + Penalty 2603.366866 = -202106.667572 nChanged 29 SP:Iteration 18Q (6334.028967 sec): 3 clusters Score: Raw -204723.525961 + Penalty 2603.366866 = -202120.159095 nChanged 36 SP:Iteration 19Q (6334.085328 sec): 3 clusters Score: Raw -204736.703866 + Penalty 2603.366866 = -202133.337000 nChanged 32 SP:Iteration 20F (6334.132867 sec): 3 clusters Score: Raw -204752.024514 + Penalty 2603.366866 = -202148.657648 nChanged 35 SP:Iteration 21Q (6334.188021 sec): 3 clusters Score: Raw -204767.954805 + Penalty 2603.366866 = -202164.587938 nChanged 34 SP:Iteration 22Q (6334.238442 sec): 3 clusters Score: Raw -204781.579869 + Penalty 2603.366866 = -202178.213003 nChanged 28 SP:Iteration 23Q (6334.291617 sec): 3 clusters Score: Raw -204792.979062 + Penalty 2603.366866 = -202189.612196 nChanged 25 SP:Iteration 24Q (6334.330960 sec): 3 clusters Score: Raw -204801.793617 + Penalty 2603.366866 = -202198.426751 nChanged 28 SP:Iteration 25Q (6334.377970 sec): 3 clusters Score: Raw -204815.328371 + Penalty 2603.366866 = -202211.961504 nChanged 32 SP:Iteration 26Q (6334.427250 sec): 3 clusters Score: Raw -204826.202138 + Penalty 2603.366866 = -202222.835271 nChanged 31 SP:Iteration 27Q (6334.488154 sec): 3 clusters Score: Raw -204839.545514 + Penalty 2603.366866 = -202236.178647 nChanged 36 SP:Iteration 28Q (6334.528727 sec): 3 clusters Score: Raw -204853.290877 + Penalty 2603.366866 = -202249.924011 nChanged 33 SP:Iteration 29Q (6334.582333 sec): 3 clusters Score: Raw -204865.409250 + Penalty 2603.366866 = -202262.042383 nChanged 34 SP:Iteration 30Q (6334.638405 sec): 3 clusters Score: Raw -204882.557773 + Penalty 2603.366866 = -202279.190906 nChanged 44 SP:Iteration 31Q (6334.694721 sec): 3 clusters Score: Raw -204907.602443 + Penalty 2603.366866 = -202304.235577 nChanged 48 SP:Iteration 32Q (6334.746047 sec): 3 clusters Score: Raw -204931.357130 + Penalty 2603.366866 = -202327.990264 nChanged 37 SP:Iteration 33Q (6334.790599 sec): 3 clusters Score: Raw -204948.747771 + Penalty 2603.366866 = -202345.380904 nChanged 33 SP:Iteration 34Q (6334.838894 sec): 3 clusters Score: Raw -204964.425565 + Penalty 2603.366866 = -202361.058698 nChanged 27 SP:Iteration 35Q (6334.890620 sec): 3 clusters Score: Raw -204973.175032 + Penalty 2603.366866 = -202369.808165 nChanged 19 SP:Iteration 36Q (6334.950740 sec): 3 clusters Score: Raw -204979.422395 + Penalty 2603.366866 = -202376.055528 nChanged 17 SP:Iteration 37Q (6335.003744 sec): 3 clusters Score: Raw -204984.848279 + Penalty 2603.366866 = -202381.481412 nChanged 21 SP:Iteration 38Q (6335.047431 sec): 3 clusters Score: Raw -204991.303723 + Penalty 2603.366866 = -202387.936856 nChanged 20 SP:Iteration 39Q (6335.103220 sec): 3 clusters Score: Raw -204998.371314 + Penalty 2603.366866 = -202395.004447 nChanged 17 SP:Iteration 40F (6335.155752 sec): 3 clusters Score: Raw -205003.915531 + Penalty 2603.366866 = -202400.548665 nChanged 13 SP:Iteration 41Q (6335.207594 sec): 3 clusters Score: Raw -205008.954227 + Penalty 2603.366866 = -202405.587361 nChanged 14 SP:Iteration 42Q (6335.257360 sec): 3 clusters Score: Raw -205015.515578 + Penalty 2603.366866 = -202412.148712 nChanged 12 SP:Iteration 43Q (6335.310045 sec): 3 clusters Score: Raw -205020.096525 + Penalty 2603.366866 = -202416.729659 nChanged 10 SP:Iteration 44Q (6335.368481 sec): 3 clusters Score: Raw -205024.827248 + Penalty 2603.366866 = -202421.460381 nChanged 6 SP:Iteration 45Q (6335.421060 sec): 3 clusters Score: Raw -205026.662587 + Penalty 2603.366866 = -202423.295721 nChanged 4 SP:Iteration 46Q (6335.469999 sec): 3 clusters Score: Raw -205027.264113 + Penalty 2603.366866 = -202423.897247 nChanged 3 SP:Iteration 47Q (6335.532090 sec): 3 clusters Score: Raw -205028.061620 + Penalty 2603.366866 = -202424.694754 nChanged 6 SP:Iteration 48Q (6335.574652 sec): 3 clusters Score: Raw -205030.026556 + Penalty 2603.366866 = -202426.659690 nChanged 5 SP:Iteration 49Q (6335.629890 sec): 3 clusters Score: Raw -205032.289379 + Penalty 2603.366866 = -202428.922513 nChanged 4 SP:Iteration 50Q (6335.677929 sec): 3 clusters Score: Raw -205033.408375 + Penalty 2603.366866 = -202430.041509 nChanged 4 SP:Iteration 51Q (6335.726552 sec): 3 clusters Score: Raw -205035.242113 + Penalty 2603.366866 = -202431.875247 nChanged 3 SP:Iteration 52Q (6335.779047 sec): 3 clusters Score: Raw -205038.360332 + Penalty 2603.366866 = -202434.993465 nChanged 2 SP:Iteration 53Q (6335.836213 sec): 3 clusters Score: Raw -205040.334493 + Penalty 2603.366866 = -202436.967627 nChanged 5 SP:Iteration 54Q (6335.886940 sec): 3 clusters Score: Raw -205041.237102 + Penalty 2603.366866 = -202437.870236 nChanged 0 SP:Iteration 55F (6335.930534 sec): 3 clusters Score: Raw -205041.237102 + Penalty 2603.366866 = -202437.870236 nChanged 0 Trying to split cluster 22 (8174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6335.973698 sec): 2 clusters Score: Raw -557992.034621 + Penalty 1463.915970 = -556528.118651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6336.033352 sec): 3 clusters Score: Raw -553429.923881 + Penalty 2927.831941 = -550502.091940 nChanged 3521 SP:Iteration 1F (6336.090469 sec): 3 clusters Score: Raw -555499.574667 + Penalty 2927.831941 = -552571.742726 nChanged 659 SP:Iteration 2F (6336.145611 sec): 3 clusters Score: Raw -556001.607736 + Penalty 2927.831941 = -553073.775795 nChanged 645 SP:Iteration 3F (6336.203942 sec): 3 clusters Score: Raw -556512.920930 + Penalty 2927.831941 = -553585.088989 nChanged 634 SP:Iteration 4F (6336.270255 sec): 3 clusters Score: Raw -556970.450391 + Penalty 2927.831941 = -554042.618450 nChanged 500 SP:Iteration 5F (6336.325104 sec): 3 clusters Score: Raw -557303.994975 + Penalty 2927.831941 = -554376.163034 nChanged 370 SP:Iteration 6Q (6336.395927 sec): 3 clusters Score: Raw -557551.225608 + Penalty 2927.831941 = -554623.393668 nChanged 319 SP:Iteration 7Q (6336.454926 sec): 3 clusters Score: Raw -557741.273374 + Penalty 2927.831941 = -554813.441434 nChanged 198 SP:Iteration 8Q (6336.518752 sec): 3 clusters Score: Raw -557862.722792 + Penalty 2927.831941 = -554934.890851 nChanged 146 SP:Iteration 9Q (6336.572082 sec): 3 clusters Score: Raw -557945.041542 + Penalty 2927.831941 = -555017.209601 nChanged 118 SP:Iteration 10Q (6336.637385 sec): 3 clusters Score: Raw -557996.581914 + Penalty 2927.831941 = -555068.749973 nChanged 80 SP:Iteration 11Q (6336.701192 sec): 3 clusters Score: Raw -558029.396072 + Penalty 2927.831941 = -555101.564131 nChanged 64 SP:Iteration 12Q (6336.762272 sec): 3 clusters Score: Raw -558055.065654 + Penalty 2927.831941 = -555127.233713 nChanged 57 SP:Iteration 13Q (6336.813374 sec): 3 clusters Score: Raw -558076.989240 + Penalty 2927.831941 = -555149.157300 nChanged 51 SP:Iteration 14Q (6336.880127 sec): 3 clusters Score: Raw -558091.810923 + Penalty 2927.831941 = -555163.978982 nChanged 41 SP:Iteration 15Q (6336.941624 sec): 3 clusters Score: Raw -558107.617546 + Penalty 2927.831941 = -555179.785605 nChanged 36 SP:Iteration 16Q (6337.003129 sec): 3 clusters Score: Raw -558122.103370 + Penalty 2927.831941 = -555194.271429 nChanged 37 SP:Iteration 17Q (6337.059794 sec): 3 clusters Score: Raw -558139.522950 + Penalty 2927.831941 = -555211.691009 nChanged 44 SP:Iteration 18Q (6337.109561 sec): 3 clusters Score: Raw -558157.745602 + Penalty 2927.831941 = -555229.913661 nChanged 38 SP:Iteration 19Q (6337.169416 sec): 3 clusters Score: Raw -558169.683295 + Penalty 2927.831941 = -555241.851354 nChanged 28 SP:Iteration 20F (6337.230362 sec): 3 clusters Score: Raw -558179.251933 + Penalty 2927.831941 = -555251.419993 nChanged 32 SP:Iteration 21Q (6337.279128 sec): 3 clusters Score: Raw -558189.051467 + Penalty 2927.831941 = -555261.219526 nChanged 28 SP:Iteration 22Q (6337.334600 sec): 3 clusters Score: Raw -558196.098702 + Penalty 2927.831941 = -555268.266761 nChanged 24 SP:Iteration 23Q (6337.401954 sec): 3 clusters Score: Raw -558202.468008 + Penalty 2927.831941 = -555274.636067 nChanged 17 SP:Iteration 24Q (6337.465420 sec): 3 clusters Score: Raw -558207.322788 + Penalty 2927.831941 = -555279.490847 nChanged 24 SP:Iteration 25Q (6337.527849 sec): 3 clusters Score: Raw -558212.849204 + Penalty 2927.831941 = -555285.017263 nChanged 16 SP:Iteration 26Q (6337.590664 sec): 3 clusters Score: Raw -558217.454966 + Penalty 2927.831941 = -555289.623025 nChanged 11 SP:Iteration 27Q (6337.641568 sec): 3 clusters Score: Raw -558220.186535 + Penalty 2927.831941 = -555292.354594 nChanged 9 SP:Iteration 28Q (6337.703437 sec): 3 clusters Score: Raw -558222.202843 + Penalty 2927.831941 = -555294.370903 nChanged 9 SP:Iteration 29Q (6337.767071 sec): 3 clusters Score: Raw -558224.612409 + Penalty 2927.831941 = -555296.780468 nChanged 11 SP:Iteration 30Q (6337.829871 sec): 3 clusters Score: Raw -558226.952776 + Penalty 2927.831941 = -555299.120836 nChanged 10 SP:Iteration 31Q (6337.904184 sec): 3 clusters Score: Raw -558228.931305 + Penalty 2927.831941 = -555301.099364 nChanged 6 SP:Iteration 32Q (6337.953906 sec): 3 clusters Score: Raw -558230.044407 + Penalty 2927.831941 = -555302.212466 nChanged 6 SP:Iteration 33Q (6338.013211 sec): 3 clusters Score: Raw -558230.991697 + Penalty 2927.831941 = -555303.159756 nChanged 6 SP:Iteration 34Q (6338.071820 sec): 3 clusters Score: Raw -558231.887375 + Penalty 2927.831941 = -555304.055435 nChanged 3 SP:Iteration 35Q (6338.134193 sec): 3 clusters Score: Raw -558232.216456 + Penalty 2927.831941 = -555304.384515 nChanged 1 SP:Iteration 36Q (6338.200803 sec): 3 clusters Score: Raw -558232.353241 + Penalty 2927.831941 = -555304.521300 nChanged 0 SP:Iteration 37F (6338.261641 sec): 3 clusters Score: Raw -558232.353241 + Penalty 2927.831941 = -555304.521300 nChanged 0 Trying to split cluster 23 (19249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6338.313859 sec): 2 clusters Score: Raw -1336587.442629 + Penalty 1603.097338 = -1334984.345290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6338.397873 sec): 3 clusters Score: Raw -1324960.351672 + Penalty 3206.194677 = -1321754.156995 nChanged 8796 SP:Iteration 1F (6338.479875 sec): 3 clusters Score: Raw -1329763.774528 + Penalty 3206.194677 = -1326557.579851 nChanged 1027 SP:Iteration 2F (6338.559911 sec): 3 clusters Score: Raw -1330193.968514 + Penalty 3206.194677 = -1326987.773837 nChanged 977 SP:Iteration 3F (6338.638622 sec): 3 clusters Score: Raw -1330635.890175 + Penalty 3206.194677 = -1327429.695498 nChanged 951 SP:Iteration 4Q (6338.726613 sec): 3 clusters Score: Raw -1331080.195021 + Penalty 3206.194677 = -1327874.000344 nChanged 928 SP:Iteration 5Q (6338.797791 sec): 3 clusters Score: Raw -1331520.137371 + Penalty 3206.194677 = -1328313.942694 nChanged 906 SP:Iteration 6Q (6338.881877 sec): 3 clusters Score: Raw -1331977.264784 + Penalty 3206.194677 = -1328771.070108 nChanged 953 SP:Iteration 7Q (6338.961514 sec): 3 clusters Score: Raw -1332469.886324 + Penalty 3206.194677 = -1329263.691647 nChanged 910 SP:Iteration 8Q (6339.039570 sec): 3 clusters Score: Raw -1332961.303807 + Penalty 3206.194677 = -1329755.109130 nChanged 904 SP:Iteration 9Q (6339.127546 sec): 3 clusters Score: Raw -1333457.874098 + Penalty 3206.194677 = -1330251.679422 nChanged 888 SP:Iteration 10Q (6339.210994 sec): 3 clusters Score: Raw -1333992.069385 + Penalty 3206.194677 = -1330785.874709 nChanged 828 SP:Iteration 11Q (6339.296432 sec): 3 clusters Score: Raw -1334523.418632 + Penalty 3206.194677 = -1331317.223955 nChanged 745 SP:Iteration 12Q (6339.377827 sec): 3 clusters Score: Raw -1334974.312066 + Penalty 3206.194677 = -1331768.117389 nChanged 640 SP:Iteration 13Q (6339.461950 sec): 3 clusters Score: Raw -1335383.672970 + Penalty 3206.194677 = -1332177.478293 nChanged 536 SP:Iteration 14Q (6339.541398 sec): 3 clusters Score: Raw -1335693.921223 + Penalty 3206.194677 = -1332487.726546 nChanged 440 SP:Iteration 15Q (6339.624663 sec): 3 clusters Score: Raw -1335946.632906 + Penalty 3206.194677 = -1332740.438230 nChanged 370 SP:Iteration 16Q (6339.700858 sec): 3 clusters Score: Raw -1336157.751845 + Penalty 3206.194677 = -1332951.557168 nChanged 320 SP:Iteration 17Q (6339.768745 sec): 3 clusters Score: Raw -1336348.302206 + Penalty 3206.194677 = -1333142.107529 nChanged 262 SP:Iteration 18Q (6339.841087 sec): 3 clusters Score: Raw -1336506.906721 + Penalty 3206.194677 = -1333300.712045 nChanged 212 SP:Iteration 19Q (6339.906906 sec): 3 clusters Score: Raw -1336631.612475 + Penalty 3206.194677 = -1333425.417798 nChanged 154 SP:Iteration 20F (6339.987648 sec): 3 clusters Score: Raw -1336718.908692 + Penalty 3206.194677 = -1333512.714015 nChanged 136 SP:Iteration 21Q (6340.075902 sec): 3 clusters Score: Raw -1336803.080391 + Penalty 3206.194677 = -1333596.885714 nChanged 124 SP:Iteration 22Q (6340.149035 sec): 3 clusters Score: Raw -1336877.301486 + Penalty 3206.194677 = -1333671.106809 nChanged 102 SP:Iteration 23Q (6340.222230 sec): 3 clusters Score: Raw -1336935.054482 + Penalty 3206.194677 = -1333728.859805 nChanged 94 SP:Iteration 24Q (6340.303437 sec): 3 clusters Score: Raw -1336995.963809 + Penalty 3206.194677 = -1333789.769132 nChanged 71 SP:Iteration 25Q (6340.378455 sec): 3 clusters Score: Raw -1337036.717278 + Penalty 3206.194677 = -1333830.522601 nChanged 55 SP:Iteration 26Q (6340.453935 sec): 3 clusters Score: Raw -1337070.102322 + Penalty 3206.194677 = -1333863.907645 nChanged 44 SP:Iteration 27Q (6340.532871 sec): 3 clusters Score: Raw -1337093.220769 + Penalty 3206.194677 = -1333887.026092 nChanged 41 SP:Iteration 28Q (6340.605838 sec): 3 clusters Score: Raw -1337113.543159 + Penalty 3206.194677 = -1333907.348483 nChanged 25 SP:Iteration 29Q (6340.683040 sec): 3 clusters Score: Raw -1337122.196539 + Penalty 3206.194677 = -1333916.001862 nChanged 18 SP:Iteration 30Q (6340.745644 sec): 3 clusters Score: Raw -1337128.957870 + Penalty 3206.194677 = -1333922.763193 nChanged 12 SP:Iteration 31Q (6340.818459 sec): 3 clusters Score: Raw -1337132.327041 + Penalty 3206.194677 = -1333926.132364 nChanged 5 SP:Iteration 32Q (6340.904479 sec): 3 clusters Score: Raw -1337133.849333 + Penalty 3206.194677 = -1333927.654656 nChanged 3 SP:Iteration 33Q (6340.978193 sec): 3 clusters Score: Raw -1337134.651724 + Penalty 3206.194677 = -1333928.457047 nChanged 0 SP:Iteration 34F (6341.054150 sec): 3 clusters Score: Raw -1337138.548045 + Penalty 3206.194677 = -1333932.353368 nChanged 2 SP:Iteration 35Q (6341.131975 sec): 3 clusters Score: Raw -1337139.681835 + Penalty 3206.194677 = -1333933.487158 nChanged 4 SP:Iteration 36Q (6341.195891 sec): 3 clusters Score: Raw -1337140.928006 + Penalty 3206.194677 = -1333934.733329 nChanged 5 SP:Iteration 37Q (6341.265056 sec): 3 clusters Score: Raw -1337141.714795 + Penalty 3206.194677 = -1333935.520118 nChanged 1 SP:Iteration 38Q (6341.339038 sec): 3 clusters Score: Raw -1337141.933100 + Penalty 3206.194677 = -1333935.738423 nChanged 4 SP:Iteration 39Q (6341.405370 sec): 3 clusters Score: Raw -1337143.359583 + Penalty 3206.194677 = -1333937.164906 nChanged 2 SP:Iteration 40F (6341.500682 sec): 3 clusters Score: Raw -1337143.847786 + Penalty 3206.194677 = -1333937.653109 nChanged 1 SP:Iteration 41Q (6341.577307 sec): 3 clusters Score: Raw -1337144.049194 + Penalty 3206.194677 = -1333937.854517 nChanged 0 SP:Iteration 42F (6341.662744 sec): 3 clusters Score: Raw -1337144.049194 + Penalty 3206.194677 = -1333937.854517 nChanged 0 Trying to split cluster 24 (449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6341.691387 sec): 2 clusters Score: Raw -20659.865501 + Penalty 992.391219 = -19667.474282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6341.741805 sec): 3 clusters Score: Raw -20720.405218 + Penalty 1984.782439 = -18735.622779 nChanged 114 SP:Iteration 1F (6341.781316 sec): 3 clusters Score: Raw -21046.972905 + Penalty 1984.782439 = -19062.190466 nChanged 36 SP:Iteration 2F (6341.839529 sec): 3 clusters Score: Raw -21183.267953 + Penalty 1984.782439 = -19198.485514 nChanged 29 SP:Iteration 3F (6341.886595 sec): 3 clusters Score: Raw -21280.761138 + Penalty 1984.782439 = -19295.978699 nChanged 16 SP:Iteration 4Q (6341.939409 sec): 3 clusters Score: Raw -21326.740358 + Penalty 1984.782439 = -19341.957920 nChanged 9 SP:Iteration 5Q (6341.987875 sec): 3 clusters Score: Raw -21359.009726 + Penalty 1984.782439 = -19374.227288 nChanged 7 SP:Iteration 6Q (6342.021456 sec): 3 clusters Score: Raw -21389.592487 + Penalty 1984.782439 = -19404.810049 nChanged 4 SP:Iteration 7Q (6342.068206 sec): 3 clusters Score: Raw -21397.213030 + Penalty 1984.782439 = -19412.430591 nChanged 3 SP:Iteration 8Q (6342.117988 sec): 3 clusters Score: Raw -21403.760786 + Penalty 1984.782439 = -19418.978348 nChanged 4 SP:Iteration 9Q (6342.167940 sec): 3 clusters Score: Raw -21419.682643 + Penalty 1984.782439 = -19434.900204 nChanged 9 SP:Iteration 10Q (6342.209557 sec): 3 clusters Score: Raw -21445.059552 + Penalty 1984.782439 = -19460.277113 nChanged 1 SP:Iteration 11Q (6342.258658 sec): 3 clusters Score: Raw -21446.727660 + Penalty 1984.782439 = -19461.945221 nChanged 0 SP:Iteration 12F (6342.305593 sec): 3 clusters Score: Raw -21446.727660 + Penalty 1984.782439 = -19461.945221 nChanged 0 Trying to split cluster 25 (5284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6342.346044 sec): 2 clusters Score: Raw -362303.850300 + Penalty 1393.021283 = -360910.829017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6342.403490 sec): 3 clusters Score: Raw -359542.089442 + Penalty 2786.042566 = -356756.046875 nChanged 2170 SP:Iteration 1F (6342.462010 sec): 3 clusters Score: Raw -360674.448188 + Penalty 2786.042566 = -357888.405622 nChanged 369 SP:Iteration 2F (6342.518317 sec): 3 clusters Score: Raw -360872.058891 + Penalty 2786.042566 = -358086.016325 nChanged 305 SP:Iteration 3F (6342.565253 sec): 3 clusters Score: Raw -361031.594837 + Penalty 2786.042566 = -358245.552270 nChanged 279 SP:Iteration 4F (6342.620237 sec): 3 clusters Score: Raw -361206.814804 + Penalty 2786.042566 = -358420.772238 nChanged 269 SP:Iteration 5F (6342.688624 sec): 3 clusters Score: Raw -361417.262890 + Penalty 2786.042566 = -358631.220323 nChanged 311 SP:Iteration 6F (6342.743837 sec): 3 clusters Score: Raw -361660.369906 + Penalty 2786.042566 = -358874.327340 nChanged 311 SP:Iteration 7F (6342.794219 sec): 3 clusters Score: Raw -361901.516371 + Penalty 2786.042566 = -359115.473805 nChanged 287 SP:Iteration 8F (6342.857724 sec): 3 clusters Score: Raw -362122.484478 + Penalty 2786.042566 = -359336.441911 nChanged 270 SP:Iteration 9F (6342.913460 sec): 3 clusters Score: Raw -362314.310956 + Penalty 2786.042566 = -359528.268390 nChanged 197 SP:Iteration 10Q (6342.965454 sec): 3 clusters Score: Raw -362449.056203 + Penalty 2786.042566 = -359663.013636 nChanged 164 SP:Iteration 11Q (6343.015280 sec): 3 clusters Score: Raw -362538.139758 + Penalty 2786.042566 = -359752.097191 nChanged 120 SP:Iteration 12Q (6343.066623 sec): 3 clusters Score: Raw -362604.398922 + Penalty 2786.042566 = -359818.356356 nChanged 103 SP:Iteration 13Q (6343.127081 sec): 3 clusters Score: Raw -362648.544745 + Penalty 2786.042566 = -359862.502179 nChanged 68 SP:Iteration 14Q (6343.169121 sec): 3 clusters Score: Raw -362673.594012 + Penalty 2786.042566 = -359887.551445 nChanged 47 SP:Iteration 15Q (6343.235102 sec): 3 clusters Score: Raw -362688.845517 + Penalty 2786.042566 = -359902.802950 nChanged 31 SP:Iteration 16Q (6343.283828 sec): 3 clusters Score: Raw -362701.410605 + Penalty 2786.042566 = -359915.368039 nChanged 29 SP:Iteration 17Q (6343.331308 sec): 3 clusters Score: Raw -362710.690547 + Penalty 2786.042566 = -359924.647981 nChanged 24 SP:Iteration 18Q (6343.382383 sec): 3 clusters Score: Raw -362718.499933 + Penalty 2786.042566 = -359932.457367 nChanged 15 SP:Iteration 19Q (6343.437161 sec): 3 clusters Score: Raw -362723.855228 + Penalty 2786.042566 = -359937.812662 nChanged 12 SP:Iteration 20F (6343.493326 sec): 3 clusters Score: Raw -362727.373428 + Penalty 2786.042566 = -359941.330862 nChanged 8 SP:Iteration 21Q (6343.537448 sec): 3 clusters Score: Raw -362729.301395 + Penalty 2786.042566 = -359943.258829 nChanged 7 SP:Iteration 22Q (6343.593786 sec): 3 clusters Score: Raw -362730.878461 + Penalty 2786.042566 = -359944.835895 nChanged 2 SP:Iteration 23Q (6343.652340 sec): 3 clusters Score: Raw -362731.363647 + Penalty 2786.042566 = -359945.321080 nChanged 1 SP:Iteration 24Q (6343.706320 sec): 3 clusters Score: Raw -362731.460015 + Penalty 2786.042566 = -359945.417448 nChanged 0 SP:Iteration 25F (6343.756886 sec): 3 clusters Score: Raw -362731.460015 + Penalty 2786.042566 = -359945.417448 nChanged 0 Trying to split cluster 26 (9962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6343.792030 sec): 2 clusters Score: Raw -599455.596736 + Penalty 1496.061634 = -597959.535102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6343.846553 sec): 3 clusters Score: Raw -593789.936217 + Penalty 2992.123268 = -590797.812949 nChanged 4357 SP:Iteration 1F (6343.914310 sec): 3 clusters Score: Raw -596292.583788 + Penalty 2992.123268 = -593300.460519 nChanged 755 SP:Iteration 2F (6343.982453 sec): 3 clusters Score: Raw -596826.057060 + Penalty 2992.123268 = -593833.933792 nChanged 768 SP:Iteration 3F (6344.035678 sec): 3 clusters Score: Raw -597478.593056 + Penalty 2992.123268 = -594486.469788 nChanged 831 SP:Iteration 4F (6344.101646 sec): 3 clusters Score: Raw -598276.859080 + Penalty 2992.123268 = -595284.735811 nChanged 842 SP:Iteration 5F (6344.169881 sec): 3 clusters Score: Raw -599122.128462 + Penalty 2992.123268 = -596130.005194 nChanged 716 SP:Iteration 6F (6344.217351 sec): 3 clusters Score: Raw -599767.948116 + Penalty 2992.123268 = -596775.824847 nChanged 463 SP:Iteration 7Q (6344.274040 sec): 3 clusters Score: Raw -600112.424756 + Penalty 2992.123268 = -597120.301487 nChanged 323 SP:Iteration 8Q (6344.332480 sec): 3 clusters Score: Raw -600353.422632 + Penalty 2992.123268 = -597361.299363 nChanged 236 SP:Iteration 9Q (6344.392691 sec): 3 clusters Score: Raw -600502.153616 + Penalty 2992.123268 = -597510.030348 nChanged 170 SP:Iteration 10Q (6344.457412 sec): 3 clusters Score: Raw -600588.618938 + Penalty 2992.123268 = -597596.495669 nChanged 108 SP:Iteration 11Q (6344.511792 sec): 3 clusters Score: Raw -600635.521780 + Penalty 2992.123268 = -597643.398511 nChanged 79 SP:Iteration 12Q (6344.576138 sec): 3 clusters Score: Raw -600668.623377 + Penalty 2992.123268 = -597676.500109 nChanged 57 SP:Iteration 13Q (6344.638382 sec): 3 clusters Score: Raw -600685.663676 + Penalty 2992.123268 = -597693.540407 nChanged 42 SP:Iteration 14Q (6344.698000 sec): 3 clusters Score: Raw -600699.271416 + Penalty 2992.123268 = -597707.148147 nChanged 34 SP:Iteration 15Q (6344.756869 sec): 3 clusters Score: Raw -600709.039430 + Penalty 2992.123268 = -597716.916162 nChanged 20 SP:Iteration 16Q (6344.810025 sec): 3 clusters Score: Raw -600713.928732 + Penalty 2992.123268 = -597721.805463 nChanged 16 SP:Iteration 17Q (6344.879695 sec): 3 clusters Score: Raw -600718.214025 + Penalty 2992.123268 = -597726.090757 nChanged 13 SP:Iteration 18Q (6344.937263 sec): 3 clusters Score: Raw -600721.102627 + Penalty 2992.123268 = -597728.979359 nChanged 6 SP:Iteration 19Q (6344.995466 sec): 3 clusters Score: Raw -600722.286231 + Penalty 2992.123268 = -597730.162962 nChanged 7 SP:Iteration 20F (6345.064910 sec): 3 clusters Score: Raw -600723.542014 + Penalty 2992.123268 = -597731.418745 nChanged 5 SP:Iteration 21Q (6345.114827 sec): 3 clusters Score: Raw -600724.670527 + Penalty 2992.123268 = -597732.547259 nChanged 4 SP:Iteration 22Q (6345.184625 sec): 3 clusters Score: Raw -600725.558805 + Penalty 2992.123268 = -597733.435537 nChanged 3 SP:Iteration 23Q (6345.238892 sec): 3 clusters Score: Raw -600726.016152 + Penalty 2992.123268 = -597733.892883 nChanged 1 SP:Iteration 24Q (6345.301009 sec): 3 clusters Score: Raw -600726.103124 + Penalty 2992.123268 = -597733.979856 nChanged 1 SP:Iteration 25Q (6345.372645 sec): 3 clusters Score: Raw -600726.249874 + Penalty 2992.123268 = -597734.126606 nChanged 1 SP:Iteration 26Q (6345.435960 sec): 3 clusters Score: Raw -600726.563461 + Penalty 2992.123268 = -597734.440192 nChanged 2 SP:Iteration 27Q (6345.496863 sec): 3 clusters Score: Raw -600726.847193 + Penalty 2992.123268 = -597734.723925 nChanged 2 SP:Iteration 28Q (6345.554996 sec): 3 clusters Score: Raw -600727.392206 + Penalty 2992.123268 = -597735.268937 nChanged 1 SP:Iteration 29Q (6345.607599 sec): 3 clusters Score: Raw -600727.564609 + Penalty 2992.123268 = -597735.441341 nChanged 0 SP:Iteration 30F (6345.675074 sec): 3 clusters Score: Raw -600727.564609 + Penalty 2992.123268 = -597735.441341 nChanged 0 Trying to split cluster 27 (15569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6345.724664 sec): 2 clusters Score: Raw -1008817.016665 + Penalty 1568.618518 = -1007248.398147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6345.792770 sec): 3 clusters Score: Raw -999557.336699 + Penalty 3137.237037 = -996420.099662 nChanged 7021 SP:Iteration 1F (6345.872141 sec): 3 clusters Score: Raw -1003714.568255 + Penalty 3137.237037 = -1000577.331218 nChanged 998 SP:Iteration 2F (6345.945138 sec): 3 clusters Score: Raw -1004263.354292 + Penalty 3137.237037 = -1001126.117255 nChanged 1002 SP:Iteration 3F (6346.020600 sec): 3 clusters Score: Raw -1004934.567982 + Penalty 3137.237037 = -1001797.330945 nChanged 1091 SP:Iteration 4F (6346.090354 sec): 3 clusters Score: Raw -1005786.827824 + Penalty 3137.237037 = -1002649.590787 nChanged 1132 SP:Iteration 5F (6346.159160 sec): 3 clusters Score: Raw -1006789.513946 + Penalty 3137.237037 = -1003652.276909 nChanged 1057 SP:Iteration 6F (6346.237808 sec): 3 clusters Score: Raw -1007654.062293 + Penalty 3137.237037 = -1004516.825256 nChanged 835 SP:Iteration 7F (6346.309384 sec): 3 clusters Score: Raw -1008225.911279 + Penalty 3137.237037 = -1005088.674242 nChanged 613 SP:Iteration 8Q (6346.388414 sec): 3 clusters Score: Raw -1008547.017501 + Penalty 3137.237037 = -1005409.780465 nChanged 478 SP:Iteration 9Q (6346.461452 sec): 3 clusters Score: Raw -1008735.828921 + Penalty 3137.237037 = -1005598.591885 nChanged 338 SP:Iteration 10Q (6346.520936 sec): 3 clusters Score: Raw -1008849.573049 + Penalty 3137.237037 = -1005712.336012 nChanged 277 SP:Iteration 11Q (6346.588931 sec): 3 clusters Score: Raw -1008921.331566 + Penalty 3137.237037 = -1005784.094529 nChanged 212 SP:Iteration 12Q (6346.668035 sec): 3 clusters Score: Raw -1008970.787239 + Penalty 3137.237037 = -1005833.550202 nChanged 189 SP:Iteration 13Q (6346.745731 sec): 3 clusters Score: Raw -1009009.453138 + Penalty 3137.237037 = -1005872.216101 nChanged 169 SP:Iteration 14Q (6346.813190 sec): 3 clusters Score: Raw -1009041.270181 + Penalty 3137.237037 = -1005904.033144 nChanged 139 SP:Iteration 15Q (6346.882929 sec): 3 clusters Score: Raw -1009065.533237 + Penalty 3137.237037 = -1005928.296201 nChanged 132 SP:Iteration 16Q (6346.949416 sec): 3 clusters Score: Raw -1009086.769974 + Penalty 3137.237037 = -1005949.532938 nChanged 106 SP:Iteration 17Q (6347.025859 sec): 3 clusters Score: Raw -1009102.399140 + Penalty 3137.237037 = -1005965.162103 nChanged 95 SP:Iteration 18Q (6347.099347 sec): 3 clusters Score: Raw -1009114.688683 + Penalty 3137.237037 = -1005977.451646 nChanged 85 SP:Iteration 19Q (6347.172090 sec): 3 clusters Score: Raw -1009124.799103 + Penalty 3137.237037 = -1005987.562067 nChanged 80 SP:Iteration 20F (6347.242954 sec): 3 clusters Score: Raw -1009134.189706 + Penalty 3137.237037 = -1005996.952669 nChanged 72 SP:Iteration 21Q (6347.317229 sec): 3 clusters Score: Raw -1009142.976428 + Penalty 3137.237037 = -1006005.739391 nChanged 58 SP:Iteration 22Q (6347.390924 sec): 3 clusters Score: Raw -1009148.838010 + Penalty 3137.237037 = -1006011.600973 nChanged 59 SP:Iteration 23Q (6347.465806 sec): 3 clusters Score: Raw -1009154.396623 + Penalty 3137.237037 = -1006017.159586 nChanged 32 SP:Iteration 24Q (6347.540935 sec): 3 clusters Score: Raw -1009156.555264 + Penalty 3137.237037 = -1006019.318227 nChanged 28 SP:Iteration 25Q (6347.607255 sec): 3 clusters Score: Raw -1009158.312431 + Penalty 3137.237037 = -1006021.075394 nChanged 28 SP:Iteration 26Q (6347.671615 sec): 3 clusters Score: Raw -1009160.462246 + Penalty 3137.237037 = -1006023.225210 nChanged 26 SP:Iteration 27Q (6347.751800 sec): 3 clusters Score: Raw -1009162.227351 + Penalty 3137.237037 = -1006024.990314 nChanged 21 SP:Iteration 28Q (6347.828449 sec): 3 clusters Score: Raw -1009163.550637 + Penalty 3137.237037 = -1006026.313601 nChanged 18 SP:Iteration 29Q (6347.901840 sec): 3 clusters Score: Raw -1009165.218388 + Penalty 3137.237037 = -1006027.981352 nChanged 17 SP:Iteration 30Q (6347.976929 sec): 3 clusters Score: Raw -1009166.806154 + Penalty 3137.237037 = -1006029.569117 nChanged 15 SP:Iteration 31Q (6348.049547 sec): 3 clusters Score: Raw -1009167.690595 + Penalty 3137.237037 = -1006030.453558 nChanged 13 SP:Iteration 32Q (6348.110221 sec): 3 clusters Score: Raw -1009168.514797 + Penalty 3137.237037 = -1006031.277760 nChanged 4 SP:Iteration 33Q (6348.178224 sec): 3 clusters Score: Raw -1009168.723570 + Penalty 3137.237037 = -1006031.486533 nChanged 5 SP:Iteration 34Q (6348.245755 sec): 3 clusters Score: Raw -1009168.947299 + Penalty 3137.237037 = -1006031.710262 nChanged 5 SP:Iteration 35Q (6348.315512 sec): 3 clusters Score: Raw -1009169.088992 + Penalty 3137.237037 = -1006031.851955 nChanged 4 SP:Iteration 36Q (6348.384719 sec): 3 clusters Score: Raw -1009169.217152 + Penalty 3137.237037 = -1006031.980115 nChanged 1 SP:Iteration 37Q (6348.469021 sec): 3 clusters Score: Raw -1009169.288329 + Penalty 3137.237037 = -1006032.051292 nChanged 1 SP:Iteration 38Q (6348.539833 sec): 3 clusters Score: Raw -1009169.309887 + Penalty 3137.237037 = -1006032.072850 nChanged 1 SP:Iteration 39Q (6348.615129 sec): 3 clusters Score: Raw -1009169.333400 + Penalty 3137.237037 = -1006032.096363 nChanged 1 SP:Iteration 40F (6348.678892 sec): 3 clusters Score: Raw -1009169.366545 + Penalty 3137.237037 = -1006032.129508 nChanged 0 Trying to split cluster 28 (1738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6348.713463 sec): 2 clusters Score: Raw -102027.655718 + Penalty 1212.329675 = -100815.326043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6348.756928 sec): 3 clusters Score: Raw -101375.808097 + Penalty 2424.659349 = -98951.148747 nChanged 636 SP:Iteration 1F (6348.798756 sec): 3 clusters Score: Raw -101846.462847 + Penalty 2424.659349 = -99421.803498 nChanged 158 SP:Iteration 2F (6348.856888 sec): 3 clusters Score: Raw -101991.538168 + Penalty 2424.659349 = -99566.878819 nChanged 111 SP:Iteration 3F (6348.901674 sec): 3 clusters Score: Raw -102106.595459 + Penalty 2424.659349 = -99681.936110 nChanged 84 SP:Iteration 4Q (6348.944702 sec): 3 clusters Score: Raw -102191.189828 + Penalty 2424.659349 = -99766.530479 nChanged 63 SP:Iteration 5Q (6348.992713 sec): 3 clusters Score: Raw -102251.296995 + Penalty 2424.659349 = -99826.637645 nChanged 49 SP:Iteration 6Q (6349.040720 sec): 3 clusters Score: Raw -102303.284632 + Penalty 2424.659349 = -99878.625283 nChanged 62 SP:Iteration 7Q (6349.085152 sec): 3 clusters Score: Raw -102364.291881 + Penalty 2424.659349 = -99939.632532 nChanged 54 SP:Iteration 8Q (6349.127137 sec): 3 clusters Score: Raw -102419.545055 + Penalty 2424.659349 = -99994.885705 nChanged 44 SP:Iteration 9Q (6349.167980 sec): 3 clusters Score: Raw -102465.362345 + Penalty 2424.659349 = -100040.702995 nChanged 38 SP:Iteration 10Q (6349.223598 sec): 3 clusters Score: Raw -102503.924798 + Penalty 2424.659349 = -100079.265448 nChanged 31 SP:Iteration 11Q (6349.269838 sec): 3 clusters Score: Raw -102529.715475 + Penalty 2424.659349 = -100105.056125 nChanged 18 SP:Iteration 12Q (6349.322422 sec): 3 clusters Score: Raw -102545.227341 + Penalty 2424.659349 = -100120.567992 nChanged 14 SP:Iteration 13Q (6349.362753 sec): 3 clusters Score: Raw -102560.885425 + Penalty 2424.659349 = -100136.226076 nChanged 15 SP:Iteration 14Q (6349.408778 sec): 3 clusters Score: Raw -102572.517630 + Penalty 2424.659349 = -100147.858280 nChanged 9 SP:Iteration 15Q (6349.462850 sec): 3 clusters Score: Raw -102582.625377 + Penalty 2424.659349 = -100157.966028 nChanged 14 SP:Iteration 16Q (6349.499188 sec): 3 clusters Score: Raw -102593.432977 + Penalty 2424.659349 = -100168.773627 nChanged 5 SP:Iteration 17Q (6349.552420 sec): 3 clusters Score: Raw -102596.509630 + Penalty 2424.659349 = -100171.850281 nChanged 6 SP:Iteration 18Q (6349.602154 sec): 3 clusters Score: Raw -102604.145346 + Penalty 2424.659349 = -100179.485996 nChanged 7 SP:Iteration 19Q (6349.644109 sec): 3 clusters Score: Raw -102612.386235 + Penalty 2424.659349 = -100187.726886 nChanged 9 SP:Iteration 20F (6349.690668 sec): 3 clusters Score: Raw -102618.745798 + Penalty 2424.659349 = -100194.086449 nChanged 7 SP:Iteration 21Q (6349.746245 sec): 3 clusters Score: Raw -102624.649514 + Penalty 2424.659349 = -100199.990165 nChanged 6 SP:Iteration 22Q (6349.787643 sec): 3 clusters Score: Raw -102628.780655 + Penalty 2424.659349 = -100204.121305 nChanged 3 SP:Iteration 23Q (6349.845658 sec): 3 clusters Score: Raw -102632.939978 + Penalty 2424.659349 = -100208.280629 nChanged 3 SP:Iteration 24Q (6349.890562 sec): 3 clusters Score: Raw -102636.311893 + Penalty 2424.659349 = -100211.652544 nChanged 3 SP:Iteration 25Q (6349.936427 sec): 3 clusters Score: Raw -102637.678822 + Penalty 2424.659349 = -100213.019473 nChanged 3 SP:Iteration 26Q (6349.977433 sec): 3 clusters Score: Raw -102638.883835 + Penalty 2424.659349 = -100214.224486 nChanged 3 SP:Iteration 27Q (6350.023235 sec): 3 clusters Score: Raw -102641.428693 + Penalty 2424.659349 = -100216.769343 nChanged 3 SP:Iteration 28Q (6350.070409 sec): 3 clusters Score: Raw -102643.329660 + Penalty 2424.659349 = -100218.670311 nChanged 2 SP:Iteration 29Q (6350.120256 sec): 3 clusters Score: Raw -102645.822932 + Penalty 2424.659349 = -100221.163582 nChanged 2 SP:Iteration 30Q (6350.174445 sec): 3 clusters Score: Raw -102646.725072 + Penalty 2424.659349 = -100222.065722 nChanged 0 SP:Iteration 31F (6350.219984 sec): 3 clusters Score: Raw -102646.725072 + Penalty 2424.659349 = -100222.065722 nChanged 0 Trying to split cluster 29 (9187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6350.270201 sec): 2 clusters Score: Raw -605586.841892 + Penalty 1482.901017 = -604103.940875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6350.323648 sec): 3 clusters Score: Raw -600453.745524 + Penalty 2965.802034 = -597487.943490 nChanged 3954 SP:Iteration 1F (6350.389962 sec): 3 clusters Score: Raw -602616.080172 + Penalty 2965.802034 = -599650.278138 nChanged 589 SP:Iteration 2F (6350.455405 sec): 3 clusters Score: Raw -602893.091851 + Penalty 2965.802034 = -599927.289817 nChanged 486 SP:Iteration 3F (6350.511662 sec): 3 clusters Score: Raw -603103.097848 + Penalty 2965.802034 = -600137.295814 nChanged 398 SP:Iteration 4Q (6350.571835 sec): 3 clusters Score: Raw -603280.984089 + Penalty 2965.802034 = -600315.182055 nChanged 382 SP:Iteration 5Q (6350.641183 sec): 3 clusters Score: Raw -603478.328833 + Penalty 2965.802034 = -600512.526799 nChanged 389 SP:Iteration 6Q (6350.689368 sec): 3 clusters Score: Raw -603682.486887 + Penalty 2965.802034 = -600716.684852 nChanged 401 SP:Iteration 7Q (6350.761376 sec): 3 clusters Score: Raw -603914.297389 + Penalty 2965.802034 = -600948.495355 nChanged 404 SP:Iteration 8Q (6350.822209 sec): 3 clusters Score: Raw -604164.475618 + Penalty 2965.802034 = -601198.673584 nChanged 408 SP:Iteration 9Q (6350.887654 sec): 3 clusters Score: Raw -604423.441142 + Penalty 2965.802034 = -601457.639108 nChanged 362 SP:Iteration 10Q (6350.952493 sec): 3 clusters Score: Raw -604677.574611 + Penalty 2965.802034 = -601711.772577 nChanged 314 SP:Iteration 11Q (6351.016686 sec): 3 clusters Score: Raw -604903.448185 + Penalty 2965.802034 = -601937.646151 nChanged 261 SP:Iteration 12Q (6351.068456 sec): 3 clusters Score: Raw -605095.594074 + Penalty 2965.802034 = -602129.792040 nChanged 212 SP:Iteration 13Q (6351.139763 sec): 3 clusters Score: Raw -605273.231631 + Penalty 2965.802034 = -602307.429597 nChanged 166 SP:Iteration 14Q (6351.181223 sec): 3 clusters Score: Raw -605422.850575 + Penalty 2965.802034 = -602457.048541 nChanged 134 SP:Iteration 15Q (6351.240620 sec): 3 clusters Score: Raw -605559.494890 + Penalty 2965.802034 = -602593.692856 nChanged 95 SP:Iteration 16Q (6351.287540 sec): 3 clusters Score: Raw -605651.005801 + Penalty 2965.802034 = -602685.203767 nChanged 64 SP:Iteration 17Q (6351.351554 sec): 3 clusters Score: Raw -605705.246867 + Penalty 2965.802034 = -602739.444833 nChanged 40 SP:Iteration 18Q (6351.405602 sec): 3 clusters Score: Raw -605739.252037 + Penalty 2965.802034 = -602773.450003 nChanged 38 SP:Iteration 19Q (6351.465218 sec): 3 clusters Score: Raw -605769.692783 + Penalty 2965.802034 = -602803.890749 nChanged 30 SP:Iteration 20F (6351.515433 sec): 3 clusters Score: Raw -605792.191072 + Penalty 2965.802034 = -602826.389038 nChanged 21 SP:Iteration 21Q (6351.572816 sec): 3 clusters Score: Raw -605805.811399 + Penalty 2965.802034 = -602840.009365 nChanged 16 SP:Iteration 22Q (6351.625806 sec): 3 clusters Score: Raw -605817.475527 + Penalty 2965.802034 = -602851.673493 nChanged 8 SP:Iteration 23Q (6351.676757 sec): 3 clusters Score: Raw -605823.938008 + Penalty 2965.802034 = -602858.135974 nChanged 10 SP:Iteration 24Q (6351.721380 sec): 3 clusters Score: Raw -605832.896003 + Penalty 2965.802034 = -602867.093969 nChanged 8 SP:Iteration 25Q (6351.775614 sec): 3 clusters Score: Raw -605838.142938 + Penalty 2965.802034 = -602872.340904 nChanged 8 SP:Iteration 26Q (6351.841314 sec): 3 clusters Score: Raw -605840.980527 + Penalty 2965.802034 = -602875.178493 nChanged 3 SP:Iteration 27Q (6351.893642 sec): 3 clusters Score: Raw -605842.592418 + Penalty 2965.802034 = -602876.790384 nChanged 3 SP:Iteration 28Q (6351.938322 sec): 3 clusters Score: Raw -605844.954511 + Penalty 2965.802034 = -602879.152477 nChanged 3 SP:Iteration 29Q (6352.001488 sec): 3 clusters Score: Raw -605845.786294 + Penalty 2965.802034 = -602879.984260 nChanged 0 SP:Iteration 30F (6352.060187 sec): 3 clusters Score: Raw -605845.786294 + Penalty 2965.802034 = -602879.984260 nChanged 0 Trying to split cluster 30 (4630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6352.079577 sec): 2 clusters Score: Raw -299300.875995 + Penalty 1371.550724 = -297929.325271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6352.135213 sec): 3 clusters Score: Raw -296930.314236 + Penalty 2743.101448 = -294187.212788 nChanged 1878 SP:Iteration 1F (6352.183561 sec): 3 clusters Score: Raw -298014.720129 + Penalty 2743.101448 = -295271.618681 nChanged 348 SP:Iteration 2F (6352.234819 sec): 3 clusters Score: Raw -298194.567119 + Penalty 2743.101448 = -295451.465671 nChanged 222 SP:Iteration 3Q (6352.287596 sec): 3 clusters Score: Raw -298317.935171 + Penalty 2743.101448 = -295574.833723 nChanged 211 SP:Iteration 4Q (6352.331836 sec): 3 clusters Score: Raw -298429.959234 + Penalty 2743.101448 = -295686.857787 nChanged 154 SP:Iteration 5Q (6352.387025 sec): 3 clusters Score: Raw -298517.275095 + Penalty 2743.101448 = -295774.173647 nChanged 176 SP:Iteration 6Q (6352.435050 sec): 3 clusters Score: Raw -298621.331670 + Penalty 2743.101448 = -295878.230222 nChanged 179 SP:Iteration 7Q (6352.489705 sec): 3 clusters Score: Raw -298744.828433 + Penalty 2743.101448 = -296001.726985 nChanged 186 SP:Iteration 8Q (6352.541704 sec): 3 clusters Score: Raw -298876.014346 + Penalty 2743.101448 = -296132.912898 nChanged 169 SP:Iteration 9Q (6352.588519 sec): 3 clusters Score: Raw -298991.639169 + Penalty 2743.101448 = -296248.537721 nChanged 159 SP:Iteration 10Q (6352.635906 sec): 3 clusters Score: Raw -299105.522648 + Penalty 2743.101448 = -296362.421201 nChanged 142 SP:Iteration 11Q (6352.689810 sec): 3 clusters Score: Raw -299219.841047 + Penalty 2743.101448 = -296476.739600 nChanged 163 SP:Iteration 12Q (6352.753125 sec): 3 clusters Score: Raw -299359.602854 + Penalty 2743.101448 = -296616.501406 nChanged 147 SP:Iteration 13Q (6352.800297 sec): 3 clusters Score: Raw -299495.953315 + Penalty 2743.101448 = -296752.851867 nChanged 135 SP:Iteration 14Q (6352.848446 sec): 3 clusters Score: Raw -299620.718009 + Penalty 2743.101448 = -296877.616562 nChanged 102 SP:Iteration 15Q (6352.905774 sec): 3 clusters Score: Raw -299711.601581 + Penalty 2743.101448 = -296968.500133 nChanged 78 SP:Iteration 16Q (6352.961139 sec): 3 clusters Score: Raw -299782.390140 + Penalty 2743.101448 = -297039.288692 nChanged 55 SP:Iteration 17Q (6353.011269 sec): 3 clusters Score: Raw -299828.579517 + Penalty 2743.101448 = -297085.478069 nChanged 40 SP:Iteration 18Q (6353.067160 sec): 3 clusters Score: Raw -299860.408958 + Penalty 2743.101448 = -297117.307510 nChanged 33 SP:Iteration 19Q (6353.117133 sec): 3 clusters Score: Raw -299891.112204 + Penalty 2743.101448 = -297148.010756 nChanged 27 SP:Iteration 20F (6353.171377 sec): 3 clusters Score: Raw -299914.498893 + Penalty 2743.101448 = -297171.397445 nChanged 18 SP:Iteration 21Q (6353.229316 sec): 3 clusters Score: Raw -299926.970859 + Penalty 2743.101448 = -297183.869411 nChanged 14 SP:Iteration 22Q (6353.284934 sec): 3 clusters Score: Raw -299936.976107 + Penalty 2743.101448 = -297193.874660 nChanged 9 SP:Iteration 23Q (6353.329806 sec): 3 clusters Score: Raw -299943.748081 + Penalty 2743.101448 = -297200.646633 nChanged 8 SP:Iteration 24Q (6353.393172 sec): 3 clusters Score: Raw -299947.361697 + Penalty 2743.101448 = -297204.260250 nChanged 6 SP:Iteration 25Q (6353.434932 sec): 3 clusters Score: Raw -299951.165969 + Penalty 2743.101448 = -297208.064521 nChanged 4 SP:Iteration 26Q (6353.488864 sec): 3 clusters Score: Raw -299952.828863 + Penalty 2743.101448 = -297209.727415 nChanged 5 SP:Iteration 27Q (6353.543949 sec): 3 clusters Score: Raw -299954.612344 + Penalty 2743.101448 = -297211.510896 nChanged 1 SP:Iteration 28Q (6353.595019 sec): 3 clusters Score: Raw -299954.854007 + Penalty 2743.101448 = -297211.752560 nChanged 0 SP:Iteration 29F (6353.650631 sec): 3 clusters Score: Raw -299954.854007 + Penalty 2743.101448 = -297211.752560 nChanged 0 Trying to split cluster 31 (6265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6353.680457 sec): 2 clusters Score: Raw -417689.530321 + Penalty 1420.694253 = -416268.836068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6353.743450 sec): 3 clusters Score: Raw -414305.029006 + Penalty 2841.388507 = -411463.640500 nChanged 2564 SP:Iteration 1F (6353.801708 sec): 3 clusters Score: Raw -415762.019343 + Penalty 2841.388507 = -412920.630836 nChanged 452 SP:Iteration 2F (6353.856012 sec): 3 clusters Score: Raw -416008.581176 + Penalty 2841.388507 = -413167.192669 nChanged 342 SP:Iteration 3F (6353.905237 sec): 3 clusters Score: Raw -416195.984748 + Penalty 2841.388507 = -413354.596242 nChanged 310 SP:Iteration 4Q (6353.973002 sec): 3 clusters Score: Raw -416379.181117 + Penalty 2841.388507 = -413537.792610 nChanged 318 SP:Iteration 5F (6354.028513 sec): 3 clusters Score: Raw -416588.629409 + Penalty 2841.388507 = -413747.240902 nChanged 303 SP:Iteration 6Q (6354.083816 sec): 3 clusters Score: Raw -416793.581287 + Penalty 2841.388507 = -413952.192780 nChanged 295 SP:Iteration 7Q (6354.141009 sec): 3 clusters Score: Raw -417014.543860 + Penalty 2841.388507 = -414173.155353 nChanged 273 SP:Iteration 8Q (6354.188516 sec): 3 clusters Score: Raw -417250.896025 + Penalty 2841.388507 = -414409.507518 nChanged 234 SP:Iteration 9Q (6354.248880 sec): 3 clusters Score: Raw -417444.966763 + Penalty 2841.388507 = -414603.578256 nChanged 161 SP:Iteration 10Q (6354.311816 sec): 3 clusters Score: Raw -417584.481057 + Penalty 2841.388507 = -414743.092550 nChanged 89 SP:Iteration 11Q (6354.367606 sec): 3 clusters Score: Raw -417685.648890 + Penalty 2841.388507 = -414844.260383 nChanged 73 SP:Iteration 12Q (6354.416832 sec): 3 clusters Score: Raw -417762.051408 + Penalty 2841.388507 = -414920.662901 nChanged 45 SP:Iteration 13Q (6354.480951 sec): 3 clusters Score: Raw -417813.255990 + Penalty 2841.388507 = -414971.867483 nChanged 29 SP:Iteration 14Q (6354.537177 sec): 3 clusters Score: Raw -417845.588179 + Penalty 2841.388507 = -415004.199672 nChanged 13 SP:Iteration 15Q (6354.592512 sec): 3 clusters Score: Raw -417858.677690 + Penalty 2841.388507 = -415017.289183 nChanged 9 SP:Iteration 16Q (6354.645300 sec): 3 clusters Score: Raw -417870.714566 + Penalty 2841.388507 = -415029.326059 nChanged 5 SP:Iteration 17Q (6354.698477 sec): 3 clusters Score: Raw -417877.174544 + Penalty 2841.388507 = -415035.786037 nChanged 6 SP:Iteration 18Q (6354.755734 sec): 3 clusters Score: Raw -417880.793307 + Penalty 2841.388507 = -415039.404800 nChanged 3 SP:Iteration 19Q (6354.801017 sec): 3 clusters Score: Raw -417882.821046 + Penalty 2841.388507 = -415041.432539 nChanged 5 SP:Iteration 20F (6354.855650 sec): 3 clusters Score: Raw -417887.974643 + Penalty 2841.388507 = -415046.586136 nChanged 3 SP:Iteration 21Q (6354.906832 sec): 3 clusters Score: Raw -417889.895465 + Penalty 2841.388507 = -415048.506958 nChanged 0 SP:Iteration 22F (6354.954170 sec): 3 clusters Score: Raw -417889.895465 + Penalty 2841.388507 = -415048.506958 nChanged 0 Trying to split cluster 32 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6354.975726 sec): 2 clusters Score: Raw -15088.217813 + Penalty 950.982903 = -14137.234910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6355.022600 sec): 3 clusters Score: Raw -15164.614566 + Penalty 1901.965806 = -13262.648760 nChanged 76 SP:Iteration 1F (6355.072861 sec): 3 clusters Score: Raw -15316.840146 + Penalty 1901.965806 = -13414.874340 nChanged 24 SP:Iteration 2F (6355.111749 sec): 3 clusters Score: Raw -15387.972412 + Penalty 1901.965806 = -13486.006606 nChanged 17 SP:Iteration 3Q (6355.161382 sec): 3 clusters Score: Raw -15425.735763 + Penalty 1901.965806 = -13523.769957 nChanged 8 SP:Iteration 4Q (6355.207188 sec): 3 clusters Score: Raw -15444.834800 + Penalty 1901.965806 = -13542.868994 nChanged 6 SP:Iteration 5Q (6355.247813 sec): 3 clusters Score: Raw -15459.888298 + Penalty 1901.965806 = -13557.922492 nChanged 1 SP:Iteration 6Q (6355.302036 sec): 3 clusters Score: Raw -15461.233134 + Penalty 1901.965806 = -13559.267328 nChanged 2 SP:Iteration 7Q (6355.354649 sec): 3 clusters Score: Raw -15463.226791 + Penalty 1901.965806 = -13561.260985 nChanged 2 SP:Iteration 8Q (6355.400550 sec): 3 clusters Score: Raw -15466.788098 + Penalty 1901.965806 = -13564.822293 nChanged 2 SP:Iteration 9Q (6355.447362 sec): 3 clusters Score: Raw -15475.147076 + Penalty 1901.965806 = -13573.181270 nChanged 2 SP:Iteration 10Q (6355.494047 sec): 3 clusters Score: Raw -15479.677740 + Penalty 1901.965806 = -13577.711935 nChanged 2 SP:Iteration 11Q (6355.536438 sec): 3 clusters Score: Raw -15482.726716 + Penalty 1901.965806 = -13580.760910 nChanged 0 SP:Iteration 12F (6355.574237 sec): 3 clusters Score: Raw -15482.726716 + Penalty 1901.965806 = -13580.760910 nChanged 0 Trying to split cluster 33 (12606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6355.627495 sec): 2 clusters Score: Raw -859709.327859 + Penalty 1534.313328 = -858175.014531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6355.690123 sec): 3 clusters Score: Raw -852419.109586 + Penalty 3068.626655 = -849350.482931 nChanged 5548 SP:Iteration 1F (6355.756956 sec): 3 clusters Score: Raw -855401.982650 + Penalty 3068.626655 = -852333.355995 nChanged 796 SP:Iteration 2F (6355.826242 sec): 3 clusters Score: Raw -855798.120798 + Penalty 3068.626655 = -852729.494143 nChanged 760 SP:Iteration 3F (6355.894352 sec): 3 clusters Score: Raw -856204.372467 + Penalty 3068.626655 = -853135.745812 nChanged 728 SP:Iteration 4F (6355.962680 sec): 3 clusters Score: Raw -856635.605898 + Penalty 3068.626655 = -853566.979243 nChanged 714 SP:Iteration 5F (6356.032145 sec): 3 clusters Score: Raw -857118.833449 + Penalty 3068.626655 = -854050.206794 nChanged 749 SP:Iteration 6F (6356.086928 sec): 3 clusters Score: Raw -857700.934849 + Penalty 3068.626655 = -854632.308193 nChanged 669 SP:Iteration 7F (6356.162329 sec): 3 clusters Score: Raw -858205.901970 + Penalty 3068.626655 = -855137.275315 nChanged 571 SP:Iteration 8Q (6356.230640 sec): 3 clusters Score: Raw -858621.390843 + Penalty 3068.626655 = -855552.764187 nChanged 477 SP:Iteration 9Q (6356.292266 sec): 3 clusters Score: Raw -858964.154020 + Penalty 3068.626655 = -855895.527365 nChanged 356 SP:Iteration 10Q (6356.360817 sec): 3 clusters Score: Raw -859206.389544 + Penalty 3068.626655 = -856137.762889 nChanged 275 SP:Iteration 11Q (6356.422128 sec): 3 clusters Score: Raw -859359.551798 + Penalty 3068.626655 = -856290.925143 nChanged 206 SP:Iteration 12Q (6356.493263 sec): 3 clusters Score: Raw -859448.136617 + Penalty 3068.626655 = -856379.509962 nChanged 175 SP:Iteration 13Q (6356.561301 sec): 3 clusters Score: Raw -859520.945633 + Penalty 3068.626655 = -856452.318977 nChanged 149 SP:Iteration 14Q (6356.626057 sec): 3 clusters Score: Raw -859581.787227 + Penalty 3068.626655 = -856513.160572 nChanged 128 SP:Iteration 15Q (6356.693619 sec): 3 clusters Score: Raw -859635.813869 + Penalty 3068.626655 = -856567.187214 nChanged 113 SP:Iteration 16Q (6356.760252 sec): 3 clusters Score: Raw -859676.621613 + Penalty 3068.626655 = -856607.994958 nChanged 89 SP:Iteration 17Q (6356.821140 sec): 3 clusters Score: Raw -859707.389477 + Penalty 3068.626655 = -856638.762822 nChanged 72 SP:Iteration 18Q (6356.889116 sec): 3 clusters Score: Raw -859728.470721 + Penalty 3068.626655 = -856659.844065 nChanged 56 SP:Iteration 19Q (6356.957293 sec): 3 clusters Score: Raw -859744.912214 + Penalty 3068.626655 = -856676.285559 nChanged 49 SP:Iteration 20F (6357.017089 sec): 3 clusters Score: Raw -859759.649539 + Penalty 3068.626655 = -856691.022883 nChanged 49 SP:Iteration 21Q (6357.087151 sec): 3 clusters Score: Raw -859776.256073 + Penalty 3068.626655 = -856707.629417 nChanged 40 SP:Iteration 22Q (6357.152584 sec): 3 clusters Score: Raw -859787.924572 + Penalty 3068.626655 = -856719.297917 nChanged 33 SP:Iteration 23Q (6357.218230 sec): 3 clusters Score: Raw -859797.074371 + Penalty 3068.626655 = -856728.447716 nChanged 27 SP:Iteration 24Q (6357.276835 sec): 3 clusters Score: Raw -859804.641156 + Penalty 3068.626655 = -856736.014501 nChanged 16 SP:Iteration 25Q (6357.350133 sec): 3 clusters Score: Raw -859808.456852 + Penalty 3068.626655 = -856739.830197 nChanged 20 SP:Iteration 26Q (6357.404259 sec): 3 clusters Score: Raw -859813.843510 + Penalty 3068.626655 = -856745.216854 nChanged 25 SP:Iteration 27Q (6357.470589 sec): 3 clusters Score: Raw -859820.953406 + Penalty 3068.626655 = -856752.326751 nChanged 24 SP:Iteration 28Q (6357.530648 sec): 3 clusters Score: Raw -859828.368498 + Penalty 3068.626655 = -856759.741842 nChanged 31 SP:Iteration 29Q (6357.594995 sec): 3 clusters Score: Raw -859840.165014 + Penalty 3068.626655 = -856771.538358 nChanged 30 SP:Iteration 30Q (6357.657041 sec): 3 clusters Score: Raw -859851.415328 + Penalty 3068.626655 = -856782.788673 nChanged 30 SP:Iteration 31Q (6357.720938 sec): 3 clusters Score: Raw -859861.521331 + Penalty 3068.626655 = -856792.894675 nChanged 30 SP:Iteration 32Q (6357.788799 sec): 3 clusters Score: Raw -859870.642068 + Penalty 3068.626655 = -856802.015413 nChanged 28 SP:Iteration 33Q (6357.841753 sec): 3 clusters Score: Raw -859878.658387 + Penalty 3068.626655 = -856810.031731 nChanged 23 SP:Iteration 34Q (6357.902220 sec): 3 clusters Score: Raw -859886.367295 + Penalty 3068.626655 = -856817.740640 nChanged 19 SP:Iteration 35Q (6357.963498 sec): 3 clusters Score: Raw -859892.462390 + Penalty 3068.626655 = -856823.835734 nChanged 15 SP:Iteration 36Q (6358.027102 sec): 3 clusters Score: Raw -859898.602955 + Penalty 3068.626655 = -856829.976300 nChanged 23 SP:Iteration 37Q (6358.098648 sec): 3 clusters Score: Raw -859904.860539 + Penalty 3068.626655 = -856836.233883 nChanged 24 SP:Iteration 38Q (6358.157271 sec): 3 clusters Score: Raw -859912.042000 + Penalty 3068.626655 = -856843.415345 nChanged 22 SP:Iteration 39Q (6358.219917 sec): 3 clusters Score: Raw -859918.087569 + Penalty 3068.626655 = -856849.460913 nChanged 15 SP:Iteration 40F (6358.285772 sec): 3 clusters Score: Raw -859922.234491 + Penalty 3068.626655 = -856853.607836 nChanged 13 SP:Iteration 41Q (6358.341613 sec): 3 clusters Score: Raw -859926.631124 + Penalty 3068.626655 = -856858.004469 nChanged 14 SP:Iteration 42Q (6358.410370 sec): 3 clusters Score: Raw -859930.484412 + Penalty 3068.626655 = -856861.857757 nChanged 11 SP:Iteration 43Q (6358.466316 sec): 3 clusters Score: Raw -859933.352093 + Penalty 3068.626655 = -856864.725438 nChanged 13 SP:Iteration 44Q (6358.535816 sec): 3 clusters Score: Raw -859936.603342 + Penalty 3068.626655 = -856867.976687 nChanged 10 SP:Iteration 45Q (6358.591514 sec): 3 clusters Score: Raw -859939.815743 + Penalty 3068.626655 = -856871.189088 nChanged 10 SP:Iteration 46Q (6358.659421 sec): 3 clusters Score: Raw -859942.397670 + Penalty 3068.626655 = -856873.771015 nChanged 12 SP:Iteration 47Q (6358.719663 sec): 3 clusters Score: Raw -859946.245084 + Penalty 3068.626655 = -856877.618428 nChanged 10 SP:Iteration 48Q (6358.780649 sec): 3 clusters Score: Raw -859948.829529 + Penalty 3068.626655 = -856880.202873 nChanged 8 SP:Iteration 49Q (6358.845599 sec): 3 clusters Score: Raw -859951.075800 + Penalty 3068.626655 = -856882.449145 nChanged 7 SP:Iteration 50Q (6358.897083 sec): 3 clusters Score: Raw -859952.352909 + Penalty 3068.626655 = -856883.726254 nChanged 2 SP:Iteration 51Q (6358.960856 sec): 3 clusters Score: Raw -859952.775431 + Penalty 3068.626655 = -856884.148775 nChanged 2 SP:Iteration 52Q (6359.015163 sec): 3 clusters Score: Raw -859953.200606 + Penalty 3068.626655 = -856884.573951 nChanged 0 SP:Iteration 53F (6359.073820 sec): 3 clusters Score: Raw -859953.200606 + Penalty 3068.626655 = -856884.573951 nChanged 0 Trying to split cluster 34 (1755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6359.097653 sec): 2 clusters Score: Raw -120070.666950 + Penalty 1213.911422 = -118856.755528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6359.136246 sec): 3 clusters Score: Raw -119381.318054 + Penalty 2427.822844 = -116953.495210 nChanged 579 SP:Iteration 1F (6359.177659 sec): 3 clusters Score: Raw -119807.718444 + Penalty 2427.822844 = -117379.895600 nChanged 151 SP:Iteration 2F (6359.222767 sec): 3 clusters Score: Raw -119956.492371 + Penalty 2427.822844 = -117528.669527 nChanged 88 SP:Iteration 3F (6359.267708 sec): 3 clusters Score: Raw -120030.109170 + Penalty 2427.822844 = -117602.286326 nChanged 59 SP:Iteration 4Q (6359.326337 sec): 3 clusters Score: Raw -120078.627816 + Penalty 2427.822844 = -117650.804972 nChanged 46 SP:Iteration 5Q (6359.375496 sec): 3 clusters Score: Raw -120111.619025 + Penalty 2427.822844 = -117683.796181 nChanged 29 SP:Iteration 6Q (6359.416717 sec): 3 clusters Score: Raw -120135.532524 + Penalty 2427.822844 = -117707.709680 nChanged 24 SP:Iteration 7Q (6359.456495 sec): 3 clusters Score: Raw -120158.838279 + Penalty 2427.822844 = -117731.015435 nChanged 32 SP:Iteration 8Q (6359.518826 sec): 3 clusters Score: Raw -120185.192490 + Penalty 2427.822844 = -117757.369646 nChanged 23 SP:Iteration 9Q (6359.555737 sec): 3 clusters Score: Raw -120200.416897 + Penalty 2427.822844 = -117772.594053 nChanged 17 SP:Iteration 10Q (6359.595202 sec): 3 clusters Score: Raw -120212.149924 + Penalty 2427.822844 = -117784.327080 nChanged 13 SP:Iteration 11Q (6359.643303 sec): 3 clusters Score: Raw -120220.940292 + Penalty 2427.822844 = -117793.117448 nChanged 15 SP:Iteration 12Q (6359.693992 sec): 3 clusters Score: Raw -120236.034450 + Penalty 2427.822844 = -117808.211606 nChanged 18 SP:Iteration 13Q (6359.740697 sec): 3 clusters Score: Raw -120250.894273 + Penalty 2427.822844 = -117823.071429 nChanged 9 SP:Iteration 14Q (6359.777148 sec): 3 clusters Score: Raw -120256.200668 + Penalty 2427.822844 = -117828.377824 nChanged 6 SP:Iteration 15Q (6359.822692 sec): 3 clusters Score: Raw -120259.571544 + Penalty 2427.822844 = -117831.748699 nChanged 4 SP:Iteration 16Q (6359.866345 sec): 3 clusters Score: Raw -120261.099959 + Penalty 2427.822844 = -117833.277114 nChanged 2 SP:Iteration 17Q (6359.918787 sec): 3 clusters Score: Raw -120263.489442 + Penalty 2427.822844 = -117835.666598 nChanged 2 SP:Iteration 18Q (6359.961366 sec): 3 clusters Score: Raw -120263.972200 + Penalty 2427.822844 = -117836.149356 nChanged 1 SP:Iteration 19Q (6359.999579 sec): 3 clusters Score: Raw -120264.305422 + Penalty 2427.822844 = -117836.482578 nChanged 2 SP:Iteration 20F (6360.044636 sec): 3 clusters Score: Raw -120265.107382 + Penalty 2427.822844 = -117837.284538 nChanged 2 SP:Iteration 21Q (6360.082157 sec): 3 clusters Score: Raw -120266.656219 + Penalty 2427.822844 = -117838.833375 nChanged 0 SP:Iteration 22F (6360.129710 sec): 3 clusters Score: Raw -120266.656219 + Penalty 2427.822844 = -117838.833375 nChanged 0 Trying to split cluster 35 (2362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6360.155642 sec): 2 clusters Score: Raw -137406.904458 + Penalty 1262.180399 = -136144.724059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6360.198468 sec): 3 clusters Score: Raw -136369.811989 + Penalty 2524.360799 = -133845.451190 nChanged 861 SP:Iteration 1F (6360.247876 sec): 3 clusters Score: Raw -136915.175063 + Penalty 2524.360799 = -134390.814264 nChanged 178 SP:Iteration 2F (6360.293443 sec): 3 clusters Score: Raw -137039.041751 + Penalty 2524.360799 = -134514.680952 nChanged 110 SP:Iteration 3Q (6360.337612 sec): 3 clusters Score: Raw -137113.576790 + Penalty 2524.360799 = -134589.215991 nChanged 87 SP:Iteration 4Q (6360.373084 sec): 3 clusters Score: Raw -137164.906487 + Penalty 2524.360799 = -134640.545688 nChanged 67 SP:Iteration 5Q (6360.427219 sec): 3 clusters Score: Raw -137205.410956 + Penalty 2524.360799 = -134681.050157 nChanged 51 SP:Iteration 6Q (6360.465794 sec): 3 clusters Score: Raw -137238.979984 + Penalty 2524.360799 = -134714.619185 nChanged 61 SP:Iteration 7Q (6360.514494 sec): 3 clusters Score: Raw -137279.173875 + Penalty 2524.360799 = -134754.813076 nChanged 51 SP:Iteration 8Q (6360.562587 sec): 3 clusters Score: Raw -137313.056454 + Penalty 2524.360799 = -134788.695655 nChanged 67 SP:Iteration 9Q (6360.614110 sec): 3 clusters Score: Raw -137372.546869 + Penalty 2524.360799 = -134848.186071 nChanged 78 SP:Iteration 10Q (6360.670078 sec): 3 clusters Score: Raw -137442.131048 + Penalty 2524.360799 = -134917.770250 nChanged 103 SP:Iteration 11Q (6360.718347 sec): 3 clusters Score: Raw -137554.182809 + Penalty 2524.360799 = -135029.822010 nChanged 117 SP:Iteration 12Q (6360.766831 sec): 3 clusters Score: Raw -137667.794317 + Penalty 2524.360799 = -135143.433518 nChanged 86 SP:Iteration 13Q (6360.818253 sec): 3 clusters Score: Raw -137745.637328 + Penalty 2524.360799 = -135221.276529 nChanged 83 SP:Iteration 14Q (6360.861970 sec): 3 clusters Score: Raw -137826.471947 + Penalty 2524.360799 = -135302.111148 nChanged 68 SP:Iteration 15Q (6360.921285 sec): 3 clusters Score: Raw -137882.184592 + Penalty 2524.360799 = -135357.823793 nChanged 51 SP:Iteration 16Q (6360.972353 sec): 3 clusters Score: Raw -137916.625245 + Penalty 2524.360799 = -135392.264447 nChanged 36 SP:Iteration 17Q (6361.024298 sec): 3 clusters Score: Raw -137942.912060 + Penalty 2524.360799 = -135418.551261 nChanged 26 SP:Iteration 18Q (6361.074095 sec): 3 clusters Score: Raw -137958.969604 + Penalty 2524.360799 = -135434.608805 nChanged 25 SP:Iteration 19Q (6361.124966 sec): 3 clusters Score: Raw -137976.128115 + Penalty 2524.360799 = -135451.767316 nChanged 22 SP:Iteration 20F (6361.165797 sec): 3 clusters Score: Raw -137991.241832 + Penalty 2524.360799 = -135466.881033 nChanged 20 SP:Iteration 21Q (6361.221030 sec): 3 clusters Score: Raw -138003.337239 + Penalty 2524.360799 = -135478.976440 nChanged 16 SP:Iteration 22Q (6361.263842 sec): 3 clusters Score: Raw -138013.387418 + Penalty 2524.360799 = -135489.026619 nChanged 16 SP:Iteration 23Q (6361.310376 sec): 3 clusters Score: Raw -138023.702714 + Penalty 2524.360799 = -135499.341915 nChanged 13 SP:Iteration 24Q (6361.360861 sec): 3 clusters Score: Raw -138030.972263 + Penalty 2524.360799 = -135506.611464 nChanged 12 SP:Iteration 25Q (6361.411826 sec): 3 clusters Score: Raw -138036.187851 + Penalty 2524.360799 = -135511.827053 nChanged 8 SP:Iteration 26Q (6361.454183 sec): 3 clusters Score: Raw -138039.400529 + Penalty 2524.360799 = -135515.039730 nChanged 9 SP:Iteration 27Q (6361.504358 sec): 3 clusters Score: Raw -138042.430387 + Penalty 2524.360799 = -135518.069588 nChanged 4 SP:Iteration 28Q (6361.558611 sec): 3 clusters Score: Raw -138043.349668 + Penalty 2524.360799 = -135518.988869 nChanged 1 SP:Iteration 29Q (6361.607158 sec): 3 clusters Score: Raw -138043.420031 + Penalty 2524.360799 = -135519.059232 nChanged 0 SP:Iteration 30F (6361.648675 sec): 3 clusters Score: Raw -138043.420031 + Penalty 2524.360799 = -135519.059232 nChanged 0 Trying to split cluster 36 (5790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6361.687547 sec): 2 clusters Score: Raw -394727.517062 + Penalty 1407.881730 = -393319.635332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6361.743478 sec): 3 clusters Score: Raw -391657.056105 + Penalty 2815.763460 = -388841.292645 nChanged 2342 SP:Iteration 1F (6361.802820 sec): 3 clusters Score: Raw -392979.804361 + Penalty 2815.763460 = -390164.040900 nChanged 452 SP:Iteration 2F (6361.846008 sec): 3 clusters Score: Raw -393236.858636 + Penalty 2815.763460 = -390421.095175 nChanged 344 SP:Iteration 3F (6361.899334 sec): 3 clusters Score: Raw -393423.907216 + Penalty 2815.763460 = -390608.143756 nChanged 287 SP:Iteration 4Q (6361.955907 sec): 3 clusters Score: Raw -393583.691032 + Penalty 2815.763460 = -390767.927572 nChanged 276 SP:Iteration 5Q (6362.012798 sec): 3 clusters Score: Raw -393733.420281 + Penalty 2815.763460 = -390917.656820 nChanged 254 SP:Iteration 6Q (6362.074646 sec): 3 clusters Score: Raw -393885.316413 + Penalty 2815.763460 = -391069.552952 nChanged 221 SP:Iteration 7Q (6362.126058 sec): 3 clusters Score: Raw -394024.860513 + Penalty 2815.763460 = -391209.097052 nChanged 219 SP:Iteration 8Q (6362.188646 sec): 3 clusters Score: Raw -394160.199146 + Penalty 2815.763460 = -391344.435685 nChanged 204 SP:Iteration 9Q (6362.240776 sec): 3 clusters Score: Raw -394295.684530 + Penalty 2815.763460 = -391479.921070 nChanged 183 SP:Iteration 10Q (6362.287031 sec): 3 clusters Score: Raw -394426.792846 + Penalty 2815.763460 = -391611.029386 nChanged 156 SP:Iteration 11Q (6362.344119 sec): 3 clusters Score: Raw -394534.302671 + Penalty 2815.763460 = -391718.539211 nChanged 139 SP:Iteration 12Q (6362.400250 sec): 3 clusters Score: Raw -394623.878722 + Penalty 2815.763460 = -391808.115262 nChanged 118 SP:Iteration 13Q (6362.468465 sec): 3 clusters Score: Raw -394713.194809 + Penalty 2815.763460 = -391897.431349 nChanged 133 SP:Iteration 14Q (6362.526101 sec): 3 clusters Score: Raw -394836.005100 + Penalty 2815.763460 = -392020.241639 nChanged 113 SP:Iteration 15Q (6362.578820 sec): 3 clusters Score: Raw -394957.397832 + Penalty 2815.763460 = -392141.634372 nChanged 80 SP:Iteration 16Q (6362.636229 sec): 3 clusters Score: Raw -395012.169033 + Penalty 2815.763460 = -392196.405573 nChanged 55 SP:Iteration 17Q (6362.691308 sec): 3 clusters Score: Raw -395052.398256 + Penalty 2815.763460 = -392236.634795 nChanged 49 SP:Iteration 18Q (6362.746281 sec): 3 clusters Score: Raw -395081.453261 + Penalty 2815.763460 = -392265.689801 nChanged 28 SP:Iteration 19Q (6362.787493 sec): 3 clusters Score: Raw -395096.891934 + Penalty 2815.763460 = -392281.128474 nChanged 29 SP:Iteration 20F (6362.838130 sec): 3 clusters Score: Raw -395116.154649 + Penalty 2815.763460 = -392300.391189 nChanged 31 SP:Iteration 21Q (6362.900176 sec): 3 clusters Score: Raw -395139.678804 + Penalty 2815.763460 = -392323.915343 nChanged 30 SP:Iteration 22Q (6362.944100 sec): 3 clusters Score: Raw -395155.012791 + Penalty 2815.763460 = -392339.249331 nChanged 18 SP:Iteration 23Q (6363.006660 sec): 3 clusters Score: Raw -395164.881695 + Penalty 2815.763460 = -392349.118234 nChanged 11 SP:Iteration 24Q (6363.056447 sec): 3 clusters Score: Raw -395171.163080 + Penalty 2815.763460 = -392355.399620 nChanged 9 SP:Iteration 25Q (6363.109826 sec): 3 clusters Score: Raw -395175.272609 + Penalty 2815.763460 = -392359.509149 nChanged 8 SP:Iteration 26Q (6363.169282 sec): 3 clusters Score: Raw -395178.569241 + Penalty 2815.763460 = -392362.805781 nChanged 4 SP:Iteration 27Q (6363.225043 sec): 3 clusters Score: Raw -395181.511746 + Penalty 2815.763460 = -392365.748286 nChanged 10 SP:Iteration 28Q (6363.280226 sec): 3 clusters Score: Raw -395186.467524 + Penalty 2815.763460 = -392370.704064 nChanged 11 SP:Iteration 29Q (6363.325351 sec): 3 clusters Score: Raw -395192.118850 + Penalty 2815.763460 = -392376.355390 nChanged 7 SP:Iteration 30Q (6363.380289 sec): 3 clusters Score: Raw -395194.725186 + Penalty 2815.763460 = -392378.961725 nChanged 4 SP:Iteration 31Q (6363.442129 sec): 3 clusters Score: Raw -395195.746970 + Penalty 2815.763460 = -392379.983510 nChanged 2 SP:Iteration 32Q (6363.496716 sec): 3 clusters Score: Raw -395196.291937 + Penalty 2815.763460 = -392380.528477 nChanged 3 SP:Iteration 33Q (6363.542698 sec): 3 clusters Score: Raw -395199.461181 + Penalty 2815.763460 = -392383.697721 nChanged 5 SP:Iteration 34Q (6363.599240 sec): 3 clusters Score: Raw -395202.536270 + Penalty 2815.763460 = -392386.772809 nChanged 4 SP:Iteration 35Q (6363.654100 sec): 3 clusters Score: Raw -395205.557828 + Penalty 2815.763460 = -392389.794367 nChanged 7 SP:Iteration 36Q (6363.708668 sec): 3 clusters Score: Raw -395208.933997 + Penalty 2815.763460 = -392393.170536 nChanged 7 SP:Iteration 37Q (6363.773845 sec): 3 clusters Score: Raw -395211.178795 + Penalty 2815.763460 = -392395.415334 nChanged 2 SP:Iteration 38Q (6363.814746 sec): 3 clusters Score: Raw -395212.029634 + Penalty 2815.763460 = -392396.266174 nChanged 1 SP:Iteration 39Q (6363.875040 sec): 3 clusters Score: Raw -395212.862684 + Penalty 2815.763460 = -392397.099224 nChanged 1 SP:Iteration 40F (6363.932805 sec): 3 clusters Score: Raw -395213.219985 + Penalty 2815.763460 = -392397.456525 nChanged 2 SP:Iteration 41Q (6363.981745 sec): 3 clusters Score: Raw -395215.319080 + Penalty 2815.763460 = -392399.555619 nChanged 3 SP:Iteration 42Q (6364.033173 sec): 3 clusters Score: Raw -395216.329921 + Penalty 2815.763460 = -392400.566460 nChanged 1 SP:Iteration 43Q (6364.090200 sec): 3 clusters Score: Raw -395216.619149 + Penalty 2815.763460 = -392400.855689 nChanged 0 SP:Iteration 44F (6364.144761 sec): 3 clusters Score: Raw -395216.619149 + Penalty 2815.763460 = -392400.855689 nChanged 0 Iteration 179Q (6369.225350 sec): 37 clusters Score: Raw -32164865.640166 + Penalty 76786.113438 = -32088079.526728 nChanged 17 Iteration 180F (6380.503916 sec): 37 clusters Score: Raw -32164866.321377 + Penalty 76786.113438 = -32088080.207939 nChanged 17 Iteration 181Q (6385.416436 sec): 37 clusters Score: Raw -32164866.877500 + Penalty 76786.113438 = -32088080.764061 nChanged 21 Iteration 182Q (6390.106165 sec): 37 clusters Score: Raw -32164867.522124 + Penalty 76786.113438 = -32088081.408686 nChanged 22 Iteration 183Q (6395.054919 sec): 37 clusters Score: Raw -32164868.052694 + Penalty 76786.113438 = -32088081.939255 nChanged 16 Iteration 184Q (6399.683317 sec): 37 clusters Score: Raw -32164868.413930 + Penalty 76786.113438 = -32088082.300492 nChanged 18 Iteration 185Q (6404.784574 sec): 37 clusters Score: Raw -32164868.835335 + Penalty 76786.113438 = -32088082.721896 nChanged 17 Iteration 186Q (6409.354194 sec): 37 clusters Score: Raw -32164869.226541 + Penalty 76786.113438 = -32088083.113102 nChanged 21 Iteration 187Q (6414.487978 sec): 37 clusters Score: Raw -32164869.801352 + Penalty 76786.113438 = -32088083.687914 nChanged 29 Iteration 188Q (6419.168549 sec): 37 clusters Score: Raw -32164870.447845 + Penalty 76786.113438 = -32088084.334406 nChanged 23 Iteration 189Q (6424.260978 sec): 37 clusters Score: Raw -32164871.007654 + Penalty 76786.113438 = -32088084.894215 nChanged 22 Iteration 190Q (6428.953333 sec): 37 clusters Score: Raw -32164872.095809 + Penalty 76786.113438 = -32088085.982370 nChanged 23 Iteration 191Q (6433.869481 sec): 37 clusters Score: Raw -32164872.924851 + Penalty 76786.113438 = -32088086.811412 nChanged 25 Iteration 192Q (6438.737561 sec): 37 clusters Score: Raw -32164873.752460 + Penalty 76786.113438 = -32088087.639022 nChanged 32 Iteration 193Q (6443.722177 sec): 37 clusters Score: Raw -32164874.705344 + Penalty 76786.113438 = -32088088.591905 nChanged 39 Iteration 194Q (6448.545736 sec): 37 clusters Score: Raw -32164875.900210 + Penalty 76786.113438 = -32088089.786772 nChanged 26 Iteration 195Q (6453.237916 sec): 37 clusters Score: Raw -32164876.604068 + Penalty 76786.113438 = -32088090.490629 nChanged 27 Iteration 196Q (6458.199343 sec): 37 clusters Score: Raw -32164877.337886 + Penalty 76786.113438 = -32088091.224447 nChanged 33 Iteration 197Q (6462.901556 sec): 37 clusters Score: Raw -32164878.114603 + Penalty 76786.113438 = -32088092.001164 nChanged 35 Iteration 198Q (6467.872565 sec): 37 clusters Score: Raw -32164879.206443 + Penalty 76786.113438 = -32088093.093005 nChanged 29 Iteration 199Q (6472.675339 sec): 37 clusters Score: Raw -32164879.859998 + Penalty 76786.113438 = -32088093.746560 nChanged 26 Iteration 200F (6483.913283 sec): 37 clusters Score: Raw -32164880.550967 + Penalty 76786.113438 = -32088094.437528 nChanged 22 Iteration 201Q (6488.890805 sec): 37 clusters Score: Raw -32164881.175904 + Penalty 76786.113438 = -32088095.062466 nChanged 18 Iteration 202Q (6493.675361 sec): 37 clusters Score: Raw -32164881.550548 + Penalty 76786.113438 = -32088095.437109 nChanged 18 Iteration 203Q (6498.526819 sec): 37 clusters Score: Raw -32164881.806548 + Penalty 76786.113438 = -32088095.693109 nChanged 10 Iteration 204Q (6503.316968 sec): 37 clusters Score: Raw -32164881.927820 + Penalty 76786.113438 = -32088095.814382 nChanged 4 Iteration 205Q (6508.091189 sec): 37 clusters Score: Raw -32164881.988559 + Penalty 76786.113438 = -32088095.875121 nChanged 6 Iteration 206Q (6513.144949 sec): 37 clusters Score: Raw -32164882.135875 + Penalty 76786.113438 = -32088096.022436 nChanged 10 Iteration 207Q (6517.846650 sec): 37 clusters Score: Raw -32164882.272626 + Penalty 76786.113438 = -32088096.159188 nChanged 5 Iteration 208Q (6523.032244 sec): 37 clusters Score: Raw -32164882.356666 + Penalty 76786.113438 = -32088096.243227 nChanged 5 Iteration 209Q (6527.664222 sec): 37 clusters Score: Raw -32164882.487365 + Penalty 76786.113438 = -32088096.373926 nChanged 6 Iteration 210Q (6532.783802 sec): 37 clusters Score: Raw -32164882.573376 + Penalty 76786.113438 = -32088096.459937 nChanged 6 Iteration 211Q (6537.455983 sec): 37 clusters Score: Raw -32164882.710981 + Penalty 76786.113438 = -32088096.597543 nChanged 6 Iteration 212Q (6542.517952 sec): 37 clusters Score: Raw -32164882.835417 + Penalty 76786.113438 = -32088096.721979 nChanged 7 Iteration 213Q (6546.651103 sec): 37 clusters Score: Raw -32164882.930405 + Penalty 76786.113438 = -32088096.816966 nChanged 3 Iteration 214Q (6550.692003 sec): 37 clusters Score: Raw -32164882.955145 + Penalty 76786.113438 = -32088096.841706 nChanged 4 Iteration 215Q (6555.261138 sec): 37 clusters Score: Raw -32164883.009120 + Penalty 76786.113438 = -32088096.895681 nChanged 1 Iteration 216Q (6560.144052 sec): 37 clusters Score: Raw -32164883.018377 + Penalty 76786.113438 = -32088096.904939 nChanged 0 Iteration 217F (6571.385985 sec): 37 clusters Score: Raw -32164883.018377 + Penalty 76786.113438 = -32088096.904939 nChanged 0 Compute initial score before splitting: Score: Raw -32164883.018377 + Penalty 76786.113438 = -32088096.904939 Trying to split cluster 1 (75976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6571.610128 sec): 2 clusters Score: Raw -5231798.096173 + Penalty 1826.203077 = -5229971.893097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6571.774751 sec): 3 clusters Score: Raw -5182906.714854 + Penalty 3652.406153 = -5179254.308700 nChanged 36175 SP:Iteration 1F (6571.937580 sec): 3 clusters Score: Raw -5204669.922271 + Penalty 3652.406153 = -5201017.516118 nChanged 4290 SP:Iteration 2F (6572.108024 sec): 3 clusters Score: Raw -5206852.981581 + Penalty 3652.406153 = -5203200.575427 nChanged 5532 SP:Iteration 3F (6572.293156 sec): 3 clusters Score: Raw -5210440.872244 + Penalty 3652.406153 = -5206788.466091 nChanged 6160 SP:Iteration 4F (6572.468314 sec): 3 clusters Score: Raw -5215007.095428 + Penalty 3652.406153 = -5211354.689275 nChanged 5775 SP:Iteration 5F (6572.650592 sec): 3 clusters Score: Raw -5219530.339107 + Penalty 3652.406153 = -5215877.932954 nChanged 4700 SP:Iteration 6F (6572.825035 sec): 3 clusters Score: Raw -5223361.089249 + Penalty 3652.406153 = -5219708.683095 nChanged 3309 SP:Iteration 7Q (6573.006547 sec): 3 clusters Score: Raw -5226095.356331 + Penalty 3652.406153 = -5222442.950177 nChanged 2178 SP:Iteration 8Q (6573.188610 sec): 3 clusters Score: Raw -5228086.523862 + Penalty 3652.406153 = -5224434.117709 nChanged 1510 SP:Iteration 9Q (6573.354303 sec): 3 clusters Score: Raw -5229447.407194 + Penalty 3652.406153 = -5225795.001040 nChanged 1068 SP:Iteration 10Q (6573.521793 sec): 3 clusters Score: Raw -5230270.589456 + Penalty 3652.406153 = -5226618.183302 nChanged 765 SP:Iteration 11Q (6573.678729 sec): 3 clusters Score: Raw -5230704.831408 + Penalty 3652.406153 = -5227052.425255 nChanged 540 SP:Iteration 12Q (6573.839143 sec): 3 clusters Score: Raw -5230957.051365 + Penalty 3652.406153 = -5227304.645212 nChanged 446 SP:Iteration 13Q (6573.998286 sec): 3 clusters Score: Raw -5231124.188795 + Penalty 3652.406153 = -5227471.782642 nChanged 375 SP:Iteration 14Q (6574.154465 sec): 3 clusters Score: Raw -5231250.078112 + Penalty 3652.406153 = -5227597.671959 nChanged 331 SP:Iteration 15Q (6574.310864 sec): 3 clusters Score: Raw -5231361.734475 + Penalty 3652.406153 = -5227709.328322 nChanged 280 SP:Iteration 16Q (6574.453189 sec): 3 clusters Score: Raw -5231446.627189 + Penalty 3652.406153 = -5227794.221035 nChanged 239 SP:Iteration 17Q (6574.615155 sec): 3 clusters Score: Raw -5231512.720054 + Penalty 3652.406153 = -5227860.313901 nChanged 237 SP:Iteration 18Q (6574.771248 sec): 3 clusters Score: Raw -5231576.445465 + Penalty 3652.406153 = -5227924.039311 nChanged 204 SP:Iteration 19Q (6574.919333 sec): 3 clusters Score: Raw -5231630.694809 + Penalty 3652.406153 = -5227978.288656 nChanged 194 SP:Iteration 20F (6575.100276 sec): 3 clusters Score: Raw -5231683.952468 + Penalty 3652.406153 = -5228031.546314 nChanged 165 SP:Iteration 21Q (6575.256452 sec): 3 clusters Score: Raw -5231728.016587 + Penalty 3652.406153 = -5228075.610434 nChanged 158 SP:Iteration 22Q (6575.407538 sec): 3 clusters Score: Raw -5231764.563786 + Penalty 3652.406153 = -5228112.157632 nChanged 130 SP:Iteration 23Q (6575.567949 sec): 3 clusters Score: Raw -5231795.079933 + Penalty 3652.406153 = -5228142.673779 nChanged 116 SP:Iteration 24Q (6575.715298 sec): 3 clusters Score: Raw -5231821.796678 + Penalty 3652.406153 = -5228169.390525 nChanged 108 SP:Iteration 25Q (6575.859533 sec): 3 clusters Score: Raw -5231847.985125 + Penalty 3652.406153 = -5228195.578972 nChanged 105 SP:Iteration 26Q (6576.014430 sec): 3 clusters Score: Raw -5231874.199837 + Penalty 3652.406153 = -5228221.793684 nChanged 91 SP:Iteration 27Q (6576.172674 sec): 3 clusters Score: Raw -5231895.176785 + Penalty 3652.406153 = -5228242.770632 nChanged 85 SP:Iteration 28Q (6576.311153 sec): 3 clusters Score: Raw -5231914.436580 + Penalty 3652.406153 = -5228262.030427 nChanged 85 SP:Iteration 29Q (6576.471560 sec): 3 clusters Score: Raw -5231934.763918 + Penalty 3652.406153 = -5228282.357765 nChanged 70 SP:Iteration 30Q (6576.615490 sec): 3 clusters Score: Raw -5231952.589660 + Penalty 3652.406153 = -5228300.183507 nChanged 73 SP:Iteration 31Q (6576.761967 sec): 3 clusters Score: Raw -5231970.692868 + Penalty 3652.406153 = -5228318.286715 nChanged 56 SP:Iteration 32Q (6576.907365 sec): 3 clusters Score: Raw -5231983.484988 + Penalty 3652.406153 = -5228331.078834 nChanged 55 SP:Iteration 33Q (6577.051750 sec): 3 clusters Score: Raw -5231995.427747 + Penalty 3652.406153 = -5228343.021593 nChanged 49 SP:Iteration 34Q (6577.210806 sec): 3 clusters Score: Raw -5232006.136657 + Penalty 3652.406153 = -5228353.730504 nChanged 41 SP:Iteration 35Q (6577.373653 sec): 3 clusters Score: Raw -5232014.981718 + Penalty 3652.406153 = -5228362.575565 nChanged 39 SP:Iteration 36Q (6577.536458 sec): 3 clusters Score: Raw -5232023.189604 + Penalty 3652.406153 = -5228370.783450 nChanged 43 SP:Iteration 37Q (6577.678101 sec): 3 clusters Score: Raw -5232034.386433 + Penalty 3652.406153 = -5228381.980280 nChanged 50 SP:Iteration 38Q (6577.832374 sec): 3 clusters Score: Raw -5232047.945299 + Penalty 3652.406153 = -5228395.539146 nChanged 46 SP:Iteration 39Q (6577.989003 sec): 3 clusters Score: Raw -5232061.222971 + Penalty 3652.406153 = -5228408.816818 nChanged 46 SP:Iteration 40F (6578.171874 sec): 3 clusters Score: Raw -5232073.453042 + Penalty 3652.406153 = -5228421.046889 nChanged 47 SP:Iteration 41Q (6578.319578 sec): 3 clusters Score: Raw -5232084.875839 + Penalty 3652.406153 = -5228432.469685 nChanged 38 SP:Iteration 42Q (6578.455476 sec): 3 clusters Score: Raw -5232093.292705 + Penalty 3652.406153 = -5228440.886552 nChanged 31 SP:Iteration 43Q (6578.608990 sec): 3 clusters Score: Raw -5232100.535660 + Penalty 3652.406153 = -5228448.129507 nChanged 34 SP:Iteration 44Q (6578.765185 sec): 3 clusters Score: Raw -5232108.454827 + Penalty 3652.406153 = -5228456.048673 nChanged 32 SP:Iteration 45Q (6578.915777 sec): 3 clusters Score: Raw -5232114.865468 + Penalty 3652.406153 = -5228462.459315 nChanged 29 SP:Iteration 46Q (6579.057737 sec): 3 clusters Score: Raw -5232120.823723 + Penalty 3652.406153 = -5228468.417570 nChanged 19 SP:Iteration 47Q (6579.207921 sec): 3 clusters Score: Raw -5232124.965117 + Penalty 3652.406153 = -5228472.558964 nChanged 19 SP:Iteration 48Q (6579.350529 sec): 3 clusters Score: Raw -5232128.353159 + Penalty 3652.406153 = -5228475.947005 nChanged 16 SP:Iteration 49Q (6579.487688 sec): 3 clusters Score: Raw -5232131.347048 + Penalty 3652.406153 = -5228478.940895 nChanged 10 SP:Iteration 50Q (6579.639310 sec): 3 clusters Score: Raw -5232132.793851 + Penalty 3652.406153 = -5228480.387697 nChanged 10 SP:Iteration 51Q (6579.793271 sec): 3 clusters Score: Raw -5232134.220561 + Penalty 3652.406153 = -5228481.814407 nChanged 6 SP:Iteration 52Q (6579.939649 sec): 3 clusters Score: Raw -5232134.822999 + Penalty 3652.406153 = -5228482.416845 nChanged 4 SP:Iteration 53Q (6580.096510 sec): 3 clusters Score: Raw -5232135.599246 + Penalty 3652.406153 = -5228483.193093 nChanged 6 SP:Iteration 54Q (6580.246813 sec): 3 clusters Score: Raw -5232136.564543 + Penalty 3652.406153 = -5228484.158390 nChanged 5 SP:Iteration 55Q (6580.390368 sec): 3 clusters Score: Raw -5232137.454890 + Penalty 3652.406153 = -5228485.048736 nChanged 3 SP:Iteration 56Q (6580.541655 sec): 3 clusters Score: Raw -5232137.831015 + Penalty 3652.406153 = -5228485.424861 nChanged 1 SP:Iteration 57Q (6580.693635 sec): 3 clusters Score: Raw -5232137.997897 + Penalty 3652.406153 = -5228485.591744 nChanged 3 SP:Iteration 58Q (6580.831996 sec): 3 clusters Score: Raw -5232138.795116 + Penalty 3652.406153 = -5228486.388963 nChanged 5 SP:Iteration 59Q (6580.980442 sec): 3 clusters Score: Raw -5232139.870897 + Penalty 3652.406153 = -5228487.464744 nChanged 3 SP:Iteration 60F (6581.152258 sec): 3 clusters Score: Raw -5232140.398540 + Penalty 3652.406153 = -5228487.992387 nChanged 3 SP:Iteration 61Q (6581.301657 sec): 3 clusters Score: Raw -5232140.847875 + Penalty 3652.406153 = -5228488.441721 nChanged 1 SP:Iteration 62Q (6581.452883 sec): 3 clusters Score: Raw -5232141.055229 + Penalty 3652.406153 = -5228488.649075 nChanged 0 SP:Iteration 63F (6581.622872 sec): 3 clusters Score: Raw -5232141.055229 + Penalty 3652.406153 = -5228488.649075 nChanged 0 Trying to split cluster 2 (88994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6581.776079 sec): 2 clusters Score: Raw -6057301.269049 + Penalty 1851.902687 = -6055449.366362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6581.976825 sec): 3 clusters Score: Raw -5999583.487604 + Penalty 3703.805375 = -5995879.682229 nChanged 42592 SP:Iteration 1F (6582.171758 sec): 3 clusters Score: Raw -6024336.066065 + Penalty 3703.805375 = -6020632.260690 nChanged 3339 SP:Iteration 2Q (6582.379655 sec): 3 clusters Score: Raw -6025366.031379 + Penalty 3703.805375 = -6021662.226004 nChanged 3504 SP:Iteration 3Q (6582.587151 sec): 3 clusters Score: Raw -6026725.044401 + Penalty 3703.805375 = -6023021.239026 nChanged 4075 SP:Iteration 4Q (6582.793191 sec): 3 clusters Score: Raw -6028782.686484 + Penalty 3703.805375 = -6025078.881109 nChanged 5015 SP:Iteration 5F (6583.002493 sec): 3 clusters Score: Raw -6032019.158004 + Penalty 3703.805375 = -6028315.352629 nChanged 5749 SP:Iteration 6F (6583.195550 sec): 3 clusters Score: Raw -6036364.101806 + Penalty 3703.805375 = -6032660.296431 nChanged 6000 SP:Iteration 7F (6583.388569 sec): 3 clusters Score: Raw -6041268.744221 + Penalty 3703.805375 = -6037564.938846 nChanged 5532 SP:Iteration 8F (6583.588902 sec): 3 clusters Score: Raw -6045908.256755 + Penalty 3703.805375 = -6042204.451380 nChanged 4528 SP:Iteration 9F (6583.780447 sec): 3 clusters Score: Raw -6049650.395151 + Penalty 3703.805375 = -6045946.589776 nChanged 3497 SP:Iteration 10Q (6583.976709 sec): 3 clusters Score: Raw -6052448.664688 + Penalty 3703.805375 = -6048744.859313 nChanged 2562 SP:Iteration 11Q (6584.156976 sec): 3 clusters Score: Raw -6054472.862233 + Penalty 3703.805375 = -6050769.056858 nChanged 1812 SP:Iteration 12Q (6584.336038 sec): 3 clusters Score: Raw -6055825.253550 + Penalty 3703.805375 = -6052121.448175 nChanged 1266 SP:Iteration 13Q (6584.512214 sec): 3 clusters Score: Raw -6056792.629045 + Penalty 3703.805375 = -6053088.823670 nChanged 833 SP:Iteration 14Q (6584.687293 sec): 3 clusters Score: Raw -6057393.113727 + Penalty 3703.805375 = -6053689.308352 nChanged 587 SP:Iteration 15Q (6584.852135 sec): 3 clusters Score: Raw -6057802.525462 + Penalty 3703.805375 = -6054098.720087 nChanged 385 SP:Iteration 16Q (6585.011720 sec): 3 clusters Score: Raw -6058026.433935 + Penalty 3703.805375 = -6054322.628560 nChanged 259 SP:Iteration 17Q (6585.176954 sec): 3 clusters Score: Raw -6058145.524348 + Penalty 3703.805375 = -6054441.718973 nChanged 184 SP:Iteration 18Q (6585.333386 sec): 3 clusters Score: Raw -6058222.043368 + Penalty 3703.805375 = -6054518.237993 nChanged 131 SP:Iteration 19Q (6585.488717 sec): 3 clusters Score: Raw -6058269.795759 + Penalty 3703.805375 = -6054565.990384 nChanged 100 SP:Iteration 20F (6585.695625 sec): 3 clusters Score: Raw -6058303.031445 + Penalty 3703.805375 = -6054599.226070 nChanged 84 SP:Iteration 21Q (6585.875005 sec): 3 clusters Score: Raw -6058332.992206 + Penalty 3703.805375 = -6054629.186831 nChanged 81 SP:Iteration 22Q (6586.047091 sec): 3 clusters Score: Raw -6058363.818992 + Penalty 3703.805375 = -6054660.013617 nChanged 77 SP:Iteration 23Q (6586.218656 sec): 3 clusters Score: Raw -6058393.115373 + Penalty 3703.805375 = -6054689.309998 nChanged 82 SP:Iteration 24Q (6586.378546 sec): 3 clusters Score: Raw -6058423.166514 + Penalty 3703.805375 = -6054719.361139 nChanged 67 SP:Iteration 25Q (6586.550576 sec): 3 clusters Score: Raw -6058444.789876 + Penalty 3703.805375 = -6054740.984501 nChanged 55 SP:Iteration 26Q (6586.709755 sec): 3 clusters Score: Raw -6058465.500091 + Penalty 3703.805375 = -6054761.694716 nChanged 65 SP:Iteration 27Q (6586.885101 sec): 3 clusters Score: Raw -6058489.641750 + Penalty 3703.805375 = -6054785.836375 nChanged 74 SP:Iteration 28Q (6587.038515 sec): 3 clusters Score: Raw -6058518.722358 + Penalty 3703.805375 = -6054814.916983 nChanged 69 SP:Iteration 29Q (6587.202520 sec): 3 clusters Score: Raw -6058540.300672 + Penalty 3703.805375 = -6054836.495297 nChanged 58 SP:Iteration 30Q (6587.369103 sec): 3 clusters Score: Raw -6058560.142784 + Penalty 3703.805375 = -6054856.337409 nChanged 69 SP:Iteration 31Q (6587.534266 sec): 3 clusters Score: Raw -6058580.615847 + Penalty 3703.805375 = -6054876.810473 nChanged 60 SP:Iteration 32Q (6587.693765 sec): 3 clusters Score: Raw -6058597.647785 + Penalty 3703.805375 = -6054893.842410 nChanged 55 SP:Iteration 33Q (6587.855515 sec): 3 clusters Score: Raw -6058613.069343 + Penalty 3703.805375 = -6054909.263968 nChanged 47 SP:Iteration 34Q (6588.010182 sec): 3 clusters Score: Raw -6058624.422033 + Penalty 3703.805375 = -6054920.616658 nChanged 35 SP:Iteration 35Q (6588.180566 sec): 3 clusters Score: Raw -6058633.387030 + Penalty 3703.805375 = -6054929.581655 nChanged 34 SP:Iteration 36Q (6588.349981 sec): 3 clusters Score: Raw -6058640.729651 + Penalty 3703.805375 = -6054936.924276 nChanged 25 SP:Iteration 37Q (6588.518312 sec): 3 clusters Score: Raw -6058646.717441 + Penalty 3703.805375 = -6054942.912066 nChanged 20 SP:Iteration 38Q (6588.678051 sec): 3 clusters Score: Raw -6058650.837689 + Penalty 3703.805375 = -6054947.032314 nChanged 21 SP:Iteration 39Q (6588.845776 sec): 3 clusters Score: Raw -6058655.057786 + Penalty 3703.805375 = -6054951.252411 nChanged 19 SP:Iteration 40F (6589.050124 sec): 3 clusters Score: Raw -6058661.427316 + Penalty 3703.805375 = -6054957.621941 nChanged 14 SP:Iteration 41Q (6589.219546 sec): 3 clusters Score: Raw -6058664.662535 + Penalty 3703.805375 = -6054960.857160 nChanged 14 SP:Iteration 42Q (6589.389392 sec): 3 clusters Score: Raw -6058667.582357 + Penalty 3703.805375 = -6054963.776982 nChanged 16 SP:Iteration 43Q (6589.554795 sec): 3 clusters Score: Raw -6058671.171529 + Penalty 3703.805375 = -6054967.366154 nChanged 18 SP:Iteration 44Q (6589.713902 sec): 3 clusters Score: Raw -6058675.035127 + Penalty 3703.805375 = -6054971.229753 nChanged 16 SP:Iteration 45Q (6589.878191 sec): 3 clusters Score: Raw -6058678.496191 + Penalty 3703.805375 = -6054974.690816 nChanged 18 SP:Iteration 46Q (6590.040246 sec): 3 clusters Score: Raw -6058682.528945 + Penalty 3703.805375 = -6054978.723570 nChanged 21 SP:Iteration 47Q (6590.213261 sec): 3 clusters Score: Raw -6058687.631484 + Penalty 3703.805375 = -6054983.826109 nChanged 21 SP:Iteration 48Q (6590.358403 sec): 3 clusters Score: Raw -6058691.459336 + Penalty 3703.805375 = -6054987.653961 nChanged 16 SP:Iteration 49Q (6590.521633 sec): 3 clusters Score: Raw -6058695.390791 + Penalty 3703.805375 = -6054991.585416 nChanged 26 SP:Iteration 50Q (6590.679058 sec): 3 clusters Score: Raw -6058699.616672 + Penalty 3703.805375 = -6054995.811297 nChanged 13 SP:Iteration 51Q (6590.839215 sec): 3 clusters Score: Raw -6058701.504775 + Penalty 3703.805375 = -6054997.699400 nChanged 6 SP:Iteration 52Q (6590.999030 sec): 3 clusters Score: Raw -6058702.523986 + Penalty 3703.805375 = -6054998.718611 nChanged 5 SP:Iteration 53Q (6591.171071 sec): 3 clusters Score: Raw -6058703.075423 + Penalty 3703.805375 = -6054999.270048 nChanged 1 SP:Iteration 54Q (6591.329345 sec): 3 clusters Score: Raw -6058703.244365 + Penalty 3703.805375 = -6054999.438990 nChanged 1 SP:Iteration 55Q (6591.495576 sec): 3 clusters Score: Raw -6058703.757246 + Penalty 3703.805375 = -6054999.951871 nChanged 2 SP:Iteration 56Q (6591.655784 sec): 3 clusters Score: Raw -6058704.094307 + Penalty 3703.805375 = -6055000.288932 nChanged 0 SP:Iteration 57F (6591.852974 sec): 3 clusters Score: Raw -6058704.094307 + Penalty 3703.805375 = -6055000.288932 nChanged 0 Trying to split cluster 3 (2014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6591.888520 sec): 2 clusters Score: Raw -116631.856860 + Penalty 1236.280187 = -115395.576673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6591.937028 sec): 3 clusters Score: Raw -115789.010828 + Penalty 2472.560374 = -113316.450454 nChanged 711 SP:Iteration 1F (6591.986427 sec): 3 clusters Score: Raw -116256.806797 + Penalty 2472.560374 = -113784.246423 nChanged 182 SP:Iteration 2F (6592.034337 sec): 3 clusters Score: Raw -116425.199406 + Penalty 2472.560374 = -113952.639033 nChanged 117 SP:Iteration 3F (6592.078419 sec): 3 clusters Score: Raw -116538.683472 + Penalty 2472.560374 = -114066.123099 nChanged 81 SP:Iteration 4Q (6592.127790 sec): 3 clusters Score: Raw -116618.768745 + Penalty 2472.560374 = -114146.208371 nChanged 70 SP:Iteration 5Q (6592.169713 sec): 3 clusters Score: Raw -116673.688142 + Penalty 2472.560374 = -114201.127769 nChanged 55 SP:Iteration 6Q (6592.223683 sec): 3 clusters Score: Raw -116714.089919 + Penalty 2472.560374 = -114241.529546 nChanged 43 SP:Iteration 7Q (6592.269904 sec): 3 clusters Score: Raw -116741.306859 + Penalty 2472.560374 = -114268.746486 nChanged 31 SP:Iteration 8Q (6592.317551 sec): 3 clusters Score: Raw -116763.365448 + Penalty 2472.560374 = -114290.805074 nChanged 32 SP:Iteration 9Q (6592.359115 sec): 3 clusters Score: Raw -116785.216462 + Penalty 2472.560374 = -114312.656088 nChanged 28 SP:Iteration 10Q (6592.409754 sec): 3 clusters Score: Raw -116804.632761 + Penalty 2472.560374 = -114332.072388 nChanged 21 SP:Iteration 11Q (6592.458251 sec): 3 clusters Score: Raw -116819.862050 + Penalty 2472.560374 = -114347.301677 nChanged 26 SP:Iteration 12Q (6592.503709 sec): 3 clusters Score: Raw -116838.329758 + Penalty 2472.560374 = -114365.769385 nChanged 22 SP:Iteration 13Q (6592.563685 sec): 3 clusters Score: Raw -116856.875916 + Penalty 2472.560374 = -114384.315542 nChanged 29 SP:Iteration 14Q (6592.606041 sec): 3 clusters Score: Raw -116881.475471 + Penalty 2472.560374 = -114408.915097 nChanged 30 SP:Iteration 15Q (6592.659516 sec): 3 clusters Score: Raw -116900.485216 + Penalty 2472.560374 = -114427.924842 nChanged 36 SP:Iteration 16Q (6592.714690 sec): 3 clusters Score: Raw -116929.584434 + Penalty 2472.560374 = -114457.024060 nChanged 36 SP:Iteration 17Q (6592.755540 sec): 3 clusters Score: Raw -116959.215464 + Penalty 2472.560374 = -114486.655090 nChanged 38 SP:Iteration 18Q (6592.806576 sec): 3 clusters Score: Raw -116995.087607 + Penalty 2472.560374 = -114522.527233 nChanged 36 SP:Iteration 19Q (6592.852998 sec): 3 clusters Score: Raw -117024.594960 + Penalty 2472.560374 = -114552.034586 nChanged 41 SP:Iteration 20F (6592.892129 sec): 3 clusters Score: Raw -117066.055854 + Penalty 2472.560374 = -114593.495480 nChanged 53 SP:Iteration 21Q (6592.946093 sec): 3 clusters Score: Raw -117118.238847 + Penalty 2472.560374 = -114645.678473 nChanged 48 SP:Iteration 22Q (6592.993889 sec): 3 clusters Score: Raw -117159.302870 + Penalty 2472.560374 = -114686.742496 nChanged 30 SP:Iteration 23Q (6593.038662 sec): 3 clusters Score: Raw -117185.270110 + Penalty 2472.560374 = -114712.709736 nChanged 27 SP:Iteration 24Q (6593.089713 sec): 3 clusters Score: Raw -117202.040140 + Penalty 2472.560374 = -114729.479766 nChanged 21 SP:Iteration 25Q (6593.137413 sec): 3 clusters Score: Raw -117218.618175 + Penalty 2472.560374 = -114746.057801 nChanged 23 SP:Iteration 26Q (6593.187760 sec): 3 clusters Score: Raw -117235.839420 + Penalty 2472.560374 = -114763.279046 nChanged 21 SP:Iteration 27Q (6593.232226 sec): 3 clusters Score: Raw -117254.339471 + Penalty 2472.560374 = -114781.779097 nChanged 16 SP:Iteration 28Q (6593.279088 sec): 3 clusters Score: Raw -117264.595686 + Penalty 2472.560374 = -114792.035312 nChanged 13 SP:Iteration 29Q (6593.330123 sec): 3 clusters Score: Raw -117277.035846 + Penalty 2472.560374 = -114804.475472 nChanged 20 SP:Iteration 30Q (6593.379983 sec): 3 clusters Score: Raw -117292.996932 + Penalty 2472.560374 = -114820.436558 nChanged 15 SP:Iteration 31Q (6593.430448 sec): 3 clusters Score: Raw -117307.715782 + Penalty 2472.560374 = -114835.155409 nChanged 12 SP:Iteration 32Q (6593.481911 sec): 3 clusters Score: Raw -117317.828052 + Penalty 2472.560374 = -114845.267678 nChanged 11 SP:Iteration 33Q (6593.529572 sec): 3 clusters Score: Raw -117326.289418 + Penalty 2472.560374 = -114853.729044 nChanged 10 SP:Iteration 34Q (6593.581350 sec): 3 clusters Score: Raw -117332.275833 + Penalty 2472.560374 = -114859.715459 nChanged 5 SP:Iteration 35Q (6593.628163 sec): 3 clusters Score: Raw -117335.538281 + Penalty 2472.560374 = -114862.977907 nChanged 5 SP:Iteration 36Q (6593.675766 sec): 3 clusters Score: Raw -117338.430108 + Penalty 2472.560374 = -114865.869734 nChanged 3 SP:Iteration 37Q (6593.729083 sec): 3 clusters Score: Raw -117340.649626 + Penalty 2472.560374 = -114868.089252 nChanged 2 SP:Iteration 38Q (6593.781211 sec): 3 clusters Score: Raw -117342.341626 + Penalty 2472.560374 = -114869.781253 nChanged 3 SP:Iteration 39Q (6593.832220 sec): 3 clusters Score: Raw -117343.208123 + Penalty 2472.560374 = -114870.647749 nChanged 2 SP:Iteration 40F (6593.881795 sec): 3 clusters Score: Raw -117344.102023 + Penalty 2472.560374 = -114871.541649 nChanged 0 Trying to split cluster 4 (6754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6593.916766 sec): 2 clusters Score: Raw -414472.155121 + Penalty 1432.907158 = -413039.247964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6593.966416 sec): 3 clusters Score: Raw -410864.328548 + Penalty 2865.814315 = -407998.514233 nChanged 2832 SP:Iteration 1F (6594.025083 sec): 3 clusters Score: Raw -412444.887679 + Penalty 2865.814315 = -409579.073364 nChanged 483 SP:Iteration 2F (6594.087087 sec): 3 clusters Score: Raw -412732.364131 + Penalty 2865.814315 = -409866.549816 nChanged 398 SP:Iteration 3F (6594.139930 sec): 3 clusters Score: Raw -412962.944535 + Penalty 2865.814315 = -410097.130220 nChanged 332 SP:Iteration 4Q (6594.204138 sec): 3 clusters Score: Raw -413143.017577 + Penalty 2865.814315 = -410277.203262 nChanged 311 SP:Iteration 5Q (6594.259839 sec): 3 clusters Score: Raw -413310.877174 + Penalty 2865.814315 = -410445.062859 nChanged 282 SP:Iteration 6Q (6594.305317 sec): 3 clusters Score: Raw -413468.254574 + Penalty 2865.814315 = -410602.440259 nChanged 257 SP:Iteration 7Q (6594.370711 sec): 3 clusters Score: Raw -413615.108977 + Penalty 2865.814315 = -410749.294661 nChanged 251 SP:Iteration 8Q (6594.426236 sec): 3 clusters Score: Raw -413771.079414 + Penalty 2865.814315 = -410905.265099 nChanged 248 SP:Iteration 9Q (6594.487848 sec): 3 clusters Score: Raw -413929.399535 + Penalty 2865.814315 = -411063.585220 nChanged 248 SP:Iteration 10Q (6594.541330 sec): 3 clusters Score: Raw -414099.133552 + Penalty 2865.814315 = -411233.319237 nChanged 223 SP:Iteration 11Q (6594.606873 sec): 3 clusters Score: Raw -414250.256238 + Penalty 2865.814315 = -411384.441922 nChanged 224 SP:Iteration 12Q (6594.667928 sec): 3 clusters Score: Raw -414384.862766 + Penalty 2865.814315 = -411519.048450 nChanged 175 SP:Iteration 13Q (6594.719392 sec): 3 clusters Score: Raw -414485.432411 + Penalty 2865.814315 = -411619.618095 nChanged 160 SP:Iteration 14Q (6594.779603 sec): 3 clusters Score: Raw -414553.516691 + Penalty 2865.814315 = -411687.702376 nChanged 112 SP:Iteration 15Q (6594.837984 sec): 3 clusters Score: Raw -414600.717348 + Penalty 2865.814315 = -411734.903032 nChanged 98 SP:Iteration 16Q (6594.883531 sec): 3 clusters Score: Raw -414641.402529 + Penalty 2865.814315 = -411775.588214 nChanged 96 SP:Iteration 17Q (6594.951588 sec): 3 clusters Score: Raw -414681.952388 + Penalty 2865.814315 = -411816.138073 nChanged 89 SP:Iteration 18Q (6595.006067 sec): 3 clusters Score: Raw -414714.058562 + Penalty 2865.814315 = -411848.244247 nChanged 76 SP:Iteration 19Q (6595.062470 sec): 3 clusters Score: Raw -414742.893836 + Penalty 2865.814315 = -411877.079521 nChanged 62 SP:Iteration 20F (6595.111432 sec): 3 clusters Score: Raw -414765.670907 + Penalty 2865.814315 = -411899.856592 nChanged 71 SP:Iteration 21Q (6595.181593 sec): 3 clusters Score: Raw -414794.001215 + Penalty 2865.814315 = -411928.186900 nChanged 73 SP:Iteration 22Q (6595.238444 sec): 3 clusters Score: Raw -414823.931325 + Penalty 2865.814315 = -411958.117010 nChanged 70 SP:Iteration 23Q (6595.297041 sec): 3 clusters Score: Raw -414849.116438 + Penalty 2865.814315 = -411983.302123 nChanged 52 SP:Iteration 24Q (6595.354570 sec): 3 clusters Score: Raw -414864.642372 + Penalty 2865.814315 = -411998.828057 nChanged 43 SP:Iteration 25Q (6595.409859 sec): 3 clusters Score: Raw -414876.922881 + Penalty 2865.814315 = -412011.108565 nChanged 42 SP:Iteration 26Q (6595.466253 sec): 3 clusters Score: Raw -414887.975572 + Penalty 2865.814315 = -412022.161257 nChanged 32 SP:Iteration 27Q (6595.523969 sec): 3 clusters Score: Raw -414897.324918 + Penalty 2865.814315 = -412031.510603 nChanged 40 SP:Iteration 28Q (6595.588008 sec): 3 clusters Score: Raw -414907.251277 + Penalty 2865.814315 = -412041.436962 nChanged 33 SP:Iteration 29Q (6595.648068 sec): 3 clusters Score: Raw -414914.440235 + Penalty 2865.814315 = -412048.625920 nChanged 26 SP:Iteration 30Q (6595.694057 sec): 3 clusters Score: Raw -414919.426401 + Penalty 2865.814315 = -412053.612085 nChanged 22 SP:Iteration 31Q (6595.747421 sec): 3 clusters Score: Raw -414921.935901 + Penalty 2865.814315 = -412056.121586 nChanged 9 SP:Iteration 32Q (6595.811850 sec): 3 clusters Score: Raw -414922.950546 + Penalty 2865.814315 = -412057.136231 nChanged 7 SP:Iteration 33Q (6595.859410 sec): 3 clusters Score: Raw -414923.624571 + Penalty 2865.814315 = -412057.810256 nChanged 3 SP:Iteration 34Q (6595.921961 sec): 3 clusters Score: Raw -414923.902616 + Penalty 2865.814315 = -412058.088300 nChanged 0 SP:Iteration 35F (6595.972518 sec): 3 clusters Score: Raw -414923.902616 + Penalty 2865.814315 = -412058.088300 nChanged 0 Trying to split cluster 5 (2332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6596.000292 sec): 2 clusters Score: Raw -139808.033665 + Penalty 1260.103251 = -138547.930413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6596.049662 sec): 3 clusters Score: Raw -138773.566449 + Penalty 2520.206503 = -136253.359947 nChanged 860 SP:Iteration 1F (6596.103994 sec): 3 clusters Score: Raw -139400.743982 + Penalty 2520.206503 = -136880.537479 nChanged 223 SP:Iteration 2F (6596.144662 sec): 3 clusters Score: Raw -139648.765078 + Penalty 2520.206503 = -137128.558575 nChanged 162 SP:Iteration 3F (6596.195154 sec): 3 clusters Score: Raw -139846.919592 + Penalty 2520.206503 = -137326.713089 nChanged 147 SP:Iteration 4F (6596.243099 sec): 3 clusters Score: Raw -140020.125970 + Penalty 2520.206503 = -137499.919468 nChanged 107 SP:Iteration 5Q (6596.295938 sec): 3 clusters Score: Raw -140145.867683 + Penalty 2520.206503 = -137625.661180 nChanged 88 SP:Iteration 6Q (6596.348816 sec): 3 clusters Score: Raw -140257.644219 + Penalty 2520.206503 = -137737.437716 nChanged 87 SP:Iteration 7Q (6596.381846 sec): 3 clusters Score: Raw -140338.765137 + Penalty 2520.206503 = -137818.558634 nChanged 56 SP:Iteration 8Q (6596.417673 sec): 3 clusters Score: Raw -140388.290732 + Penalty 2520.206503 = -137868.084229 nChanged 39 SP:Iteration 9Q (6596.464428 sec): 3 clusters Score: Raw -140411.780374 + Penalty 2520.206503 = -137891.573871 nChanged 24 SP:Iteration 10Q (6596.523372 sec): 3 clusters Score: Raw -140426.691849 + Penalty 2520.206503 = -137906.485346 nChanged 16 SP:Iteration 11Q (6596.559927 sec): 3 clusters Score: Raw -140437.445792 + Penalty 2520.206503 = -137917.239289 nChanged 17 SP:Iteration 12Q (6596.611006 sec): 3 clusters Score: Raw -140450.773979 + Penalty 2520.206503 = -137930.567476 nChanged 13 SP:Iteration 13Q (6596.666179 sec): 3 clusters Score: Raw -140459.461191 + Penalty 2520.206503 = -137939.254689 nChanged 11 SP:Iteration 14Q (6596.704660 sec): 3 clusters Score: Raw -140464.799464 + Penalty 2520.206503 = -137944.592961 nChanged 7 SP:Iteration 15Q (6596.751254 sec): 3 clusters Score: Raw -140470.097082 + Penalty 2520.206503 = -137949.890579 nChanged 3 SP:Iteration 16Q (6596.798564 sec): 3 clusters Score: Raw -140471.682300 + Penalty 2520.206503 = -137951.475797 nChanged 6 SP:Iteration 17Q (6596.846571 sec): 3 clusters Score: Raw -140474.679014 + Penalty 2520.206503 = -137954.472511 nChanged 6 SP:Iteration 18Q (6596.902160 sec): 3 clusters Score: Raw -140477.309298 + Penalty 2520.206503 = -137957.102795 nChanged 9 SP:Iteration 19Q (6596.939901 sec): 3 clusters Score: Raw -140481.985334 + Penalty 2520.206503 = -137961.778831 nChanged 5 SP:Iteration 20F (6596.982785 sec): 3 clusters Score: Raw -140484.474156 + Penalty 2520.206503 = -137964.267653 nChanged 5 SP:Iteration 21Q (6597.036107 sec): 3 clusters Score: Raw -140487.067304 + Penalty 2520.206503 = -137966.860801 nChanged 4 SP:Iteration 22Q (6597.078752 sec): 3 clusters Score: Raw -140488.040097 + Penalty 2520.206503 = -137967.833594 nChanged 2 SP:Iteration 23Q (6597.115096 sec): 3 clusters Score: Raw -140488.676398 + Penalty 2520.206503 = -137968.469896 nChanged 2 SP:Iteration 24Q (6597.157430 sec): 3 clusters Score: Raw -140489.583983 + Penalty 2520.206503 = -137969.377480 nChanged 3 SP:Iteration 25Q (6597.207078 sec): 3 clusters Score: Raw -140490.922329 + Penalty 2520.206503 = -137970.715826 nChanged 4 SP:Iteration 26Q (6597.251139 sec): 3 clusters Score: Raw -140492.852308 + Penalty 2520.206503 = -137972.645805 nChanged 4 SP:Iteration 27Q (6597.287945 sec): 3 clusters Score: Raw -140494.840993 + Penalty 2520.206503 = -137974.634491 nChanged 4 SP:Iteration 28Q (6597.340379 sec): 3 clusters Score: Raw -140496.859260 + Penalty 2520.206503 = -137976.652757 nChanged 5 SP:Iteration 29Q (6597.387349 sec): 3 clusters Score: Raw -140498.802992 + Penalty 2520.206503 = -137978.596489 nChanged 5 SP:Iteration 30Q (6597.419686 sec): 3 clusters Score: Raw -140501.018735 + Penalty 2520.206503 = -137980.812232 nChanged 5 SP:Iteration 31Q (6597.463974 sec): 3 clusters Score: Raw -140503.612534 + Penalty 2520.206503 = -137983.406031 nChanged 4 SP:Iteration 32Q (6597.513163 sec): 3 clusters Score: Raw -140504.676968 + Penalty 2520.206503 = -137984.470465 nChanged 2 SP:Iteration 33Q (6597.555946 sec): 3 clusters Score: Raw -140505.261238 + Penalty 2520.206503 = -137985.054735 nChanged 3 SP:Iteration 34Q (6597.604438 sec): 3 clusters Score: Raw -140506.677915 + Penalty 2520.206503 = -137986.471412 nChanged 4 SP:Iteration 35Q (6597.649958 sec): 3 clusters Score: Raw -140509.200717 + Penalty 2520.206503 = -137988.994215 nChanged 5 SP:Iteration 36Q (6597.699630 sec): 3 clusters Score: Raw -140511.463291 + Penalty 2520.206503 = -137991.256788 nChanged 4 SP:Iteration 37Q (6597.744570 sec): 3 clusters Score: Raw -140513.275547 + Penalty 2520.206503 = -137993.069044 nChanged 3 SP:Iteration 38Q (6597.795593 sec): 3 clusters Score: Raw -140515.110137 + Penalty 2520.206503 = -137994.903634 nChanged 6 SP:Iteration 39Q (6597.838331 sec): 3 clusters Score: Raw -140517.816342 + Penalty 2520.206503 = -137997.609840 nChanged 5 SP:Iteration 40F (6597.878242 sec): 3 clusters Score: Raw -140520.319561 + Penalty 2520.206503 = -138000.113058 nChanged 6 SP:Iteration 41Q (6597.930369 sec): 3 clusters Score: Raw -140522.507269 + Penalty 2520.206503 = -138002.300766 nChanged 2 SP:Iteration 42Q (6597.967577 sec): 3 clusters Score: Raw -140523.623958 + Penalty 2520.206503 = -138003.417455 nChanged 4 SP:Iteration 43Q (6598.023962 sec): 3 clusters Score: Raw -140525.510941 + Penalty 2520.206503 = -138005.304439 nChanged 5 SP:Iteration 44Q (6598.075661 sec): 3 clusters Score: Raw -140527.835818 + Penalty 2520.206503 = -138007.629315 nChanged 4 SP:Iteration 45Q (6598.118074 sec): 3 clusters Score: Raw -140529.103609 + Penalty 2520.206503 = -138008.897106 nChanged 1 SP:Iteration 46Q (6598.158420 sec): 3 clusters Score: Raw -140529.249890 + Penalty 2520.206503 = -138009.043387 nChanged 1 SP:Iteration 47Q (6598.195490 sec): 3 clusters Score: Raw -140529.626022 + Penalty 2520.206503 = -138009.419519 nChanged 2 SP:Iteration 48Q (6598.248834 sec): 3 clusters Score: Raw -140530.388337 + Penalty 2520.206503 = -138010.181835 nChanged 4 SP:Iteration 49Q (6598.286826 sec): 3 clusters Score: Raw -140531.554540 + Penalty 2520.206503 = -138011.348037 nChanged 6 SP:Iteration 50Q (6598.342458 sec): 3 clusters Score: Raw -140533.844927 + Penalty 2520.206503 = -138013.638424 nChanged 2 SP:Iteration 51Q (6598.381871 sec): 3 clusters Score: Raw -140534.375330 + Penalty 2520.206503 = -138014.168827 nChanged 1 SP:Iteration 52Q (6598.430242 sec): 3 clusters Score: Raw -140534.630576 + Penalty 2520.206503 = -138014.424073 nChanged 1 SP:Iteration 53Q (6598.467237 sec): 3 clusters Score: Raw -140535.139533 + Penalty 2520.206503 = -138014.933030 nChanged 2 SP:Iteration 54Q (6598.516714 sec): 3 clusters Score: Raw -140535.980051 + Penalty 2520.206503 = -138015.773548 nChanged 1 SP:Iteration 55Q (6598.555401 sec): 3 clusters Score: Raw -140536.109568 + Penalty 2520.206503 = -138015.903065 nChanged 0 SP:Iteration 56F (6598.597216 sec): 3 clusters Score: Raw -140536.109568 + Penalty 2520.206503 = -138015.903065 nChanged 0 Trying to split cluster 6 (33689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6598.680563 sec): 2 clusters Score: Raw -2297413.152899 + Penalty 1694.050581 = -2295719.102318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6598.790599 sec): 3 clusters Score: Raw -2276709.129170 + Penalty 3388.101162 = -2273321.028007 nChanged 15458 SP:Iteration 1F (6598.890285 sec): 3 clusters Score: Raw -2285683.869352 + Penalty 3388.101162 = -2282295.768190 nChanged 1819 SP:Iteration 2F (6598.996981 sec): 3 clusters Score: Raw -2286560.224770 + Penalty 3388.101162 = -2283172.123607 nChanged 1964 SP:Iteration 3F (6599.105181 sec): 3 clusters Score: Raw -2287613.285593 + Penalty 3388.101162 = -2284225.184431 nChanged 2059 SP:Iteration 4F (6599.210056 sec): 3 clusters Score: Raw -2288858.474873 + Penalty 3388.101162 = -2285470.373711 nChanged 2065 SP:Iteration 5F (6599.303668 sec): 3 clusters Score: Raw -2290294.762946 + Penalty 3388.101162 = -2286906.661784 nChanged 2081 SP:Iteration 6F (6599.416441 sec): 3 clusters Score: Raw -2291767.560815 + Penalty 3388.101162 = -2288379.459653 nChanged 1883 SP:Iteration 7F (6599.523110 sec): 3 clusters Score: Raw -2292938.275531 + Penalty 3388.101162 = -2289550.174369 nChanged 1484 SP:Iteration 8Q (6599.634139 sec): 3 clusters Score: Raw -2293748.678510 + Penalty 3388.101162 = -2290360.577348 nChanged 1187 SP:Iteration 9Q (6599.740709 sec): 3 clusters Score: Raw -2294249.563792 + Penalty 3388.101162 = -2290861.462629 nChanged 834 SP:Iteration 10Q (6599.848473 sec): 3 clusters Score: Raw -2294535.936743 + Penalty 3388.101162 = -2291147.835580 nChanged 617 SP:Iteration 11Q (6599.952847 sec): 3 clusters Score: Raw -2294707.149370 + Penalty 3388.101162 = -2291319.048207 nChanged 460 SP:Iteration 12Q (6600.049980 sec): 3 clusters Score: Raw -2294832.962225 + Penalty 3388.101162 = -2291444.861062 nChanged 392 SP:Iteration 13Q (6600.161253 sec): 3 clusters Score: Raw -2294940.356119 + Penalty 3388.101162 = -2291552.254956 nChanged 383 SP:Iteration 14Q (6600.267583 sec): 3 clusters Score: Raw -2295041.779534 + Penalty 3388.101162 = -2291653.678372 nChanged 377 SP:Iteration 15Q (6600.373527 sec): 3 clusters Score: Raw -2295131.235232 + Penalty 3388.101162 = -2291743.134070 nChanged 324 SP:Iteration 16Q (6600.479757 sec): 3 clusters Score: Raw -2295205.908105 + Penalty 3388.101162 = -2291817.806943 nChanged 314 SP:Iteration 17Q (6600.581335 sec): 3 clusters Score: Raw -2295280.896135 + Penalty 3388.101162 = -2291892.794973 nChanged 332 SP:Iteration 18Q (6600.683688 sec): 3 clusters Score: Raw -2295358.269520 + Penalty 3388.101162 = -2291970.168358 nChanged 299 SP:Iteration 19Q (6600.784268 sec): 3 clusters Score: Raw -2295424.401152 + Penalty 3388.101162 = -2292036.299990 nChanged 291 SP:Iteration 20F (6600.898282 sec): 3 clusters Score: Raw -2295488.767698 + Penalty 3388.101162 = -2292100.666536 nChanged 301 SP:Iteration 21Q (6601.000246 sec): 3 clusters Score: Raw -2295561.343292 + Penalty 3388.101162 = -2292173.242130 nChanged 308 SP:Iteration 22Q (6601.106347 sec): 3 clusters Score: Raw -2295640.270394 + Penalty 3388.101162 = -2292252.169232 nChanged 301 SP:Iteration 23Q (6601.205309 sec): 3 clusters Score: Raw -2295715.126171 + Penalty 3388.101162 = -2292327.025009 nChanged 305 SP:Iteration 24Q (6601.299484 sec): 3 clusters Score: Raw -2295789.283657 + Penalty 3388.101162 = -2292401.182495 nChanged 305 SP:Iteration 25Q (6601.409830 sec): 3 clusters Score: Raw -2295859.853111 + Penalty 3388.101162 = -2292471.751949 nChanged 283 SP:Iteration 26Q (6601.506307 sec): 3 clusters Score: Raw -2295927.009608 + Penalty 3388.101162 = -2292538.908446 nChanged 301 SP:Iteration 27Q (6601.604636 sec): 3 clusters Score: Raw -2296009.155156 + Penalty 3388.101162 = -2292621.053994 nChanged 310 SP:Iteration 28Q (6601.715003 sec): 3 clusters Score: Raw -2296098.511993 + Penalty 3388.101162 = -2292710.410831 nChanged 313 SP:Iteration 29Q (6601.813192 sec): 3 clusters Score: Raw -2296193.733540 + Penalty 3388.101162 = -2292805.632378 nChanged 346 SP:Iteration 30Q (6601.916113 sec): 3 clusters Score: Raw -2296300.035836 + Penalty 3388.101162 = -2292911.934674 nChanged 316 SP:Iteration 31Q (6602.012875 sec): 3 clusters Score: Raw -2296391.386438 + Penalty 3388.101162 = -2293003.285276 nChanged 284 SP:Iteration 32Q (6602.113363 sec): 3 clusters Score: Raw -2296469.568766 + Penalty 3388.101162 = -2293081.467604 nChanged 278 SP:Iteration 33Q (6602.210791 sec): 3 clusters Score: Raw -2296550.742225 + Penalty 3388.101162 = -2293162.641062 nChanged 289 SP:Iteration 34Q (6602.303372 sec): 3 clusters Score: Raw -2296632.241969 + Penalty 3388.101162 = -2293244.140807 nChanged 256 SP:Iteration 35Q (6602.411658 sec): 3 clusters Score: Raw -2296695.054649 + Penalty 3388.101162 = -2293306.953487 nChanged 213 SP:Iteration 36Q (6602.507330 sec): 3 clusters Score: Raw -2296747.650952 + Penalty 3388.101162 = -2293359.549790 nChanged 213 SP:Iteration 37Q (6602.609440 sec): 3 clusters Score: Raw -2296801.295405 + Penalty 3388.101162 = -2293413.194243 nChanged 218 SP:Iteration 38Q (6602.707081 sec): 3 clusters Score: Raw -2296864.236342 + Penalty 3388.101162 = -2293476.135180 nChanged 212 SP:Iteration 39Q (6602.817535 sec): 3 clusters Score: Raw -2296919.102678 + Penalty 3388.101162 = -2293531.001516 nChanged 214 SP:Iteration 40F (6602.918038 sec): 3 clusters Score: Raw -2296980.005976 + Penalty 3388.101162 = -2293591.904813 nChanged 233 SP:Iteration 41Q (6603.026144 sec): 3 clusters Score: Raw -2297042.059639 + Penalty 3388.101162 = -2293653.958476 nChanged 208 SP:Iteration 42Q (6603.109980 sec): 3 clusters Score: Raw -2297093.451275 + Penalty 3388.101162 = -2293705.350113 nChanged 173 SP:Iteration 43Q (6603.205544 sec): 3 clusters Score: Raw -2297131.316283 + Penalty 3388.101162 = -2293743.215120 nChanged 183 SP:Iteration 44Q (6603.304828 sec): 3 clusters Score: Raw -2297178.385822 + Penalty 3388.101162 = -2293790.284660 nChanged 174 SP:Iteration 45Q (6603.415407 sec): 3 clusters Score: Raw -2297220.429744 + Penalty 3388.101162 = -2293832.328581 nChanged 167 SP:Iteration 46Q (6603.511759 sec): 3 clusters Score: Raw -2297258.667841 + Penalty 3388.101162 = -2293870.566679 nChanged 154 SP:Iteration 47Q (6603.608792 sec): 3 clusters Score: Raw -2297289.745178 + Penalty 3388.101162 = -2293901.644016 nChanged 130 SP:Iteration 48Q (6603.707617 sec): 3 clusters Score: Raw -2297317.157103 + Penalty 3388.101162 = -2293929.055941 nChanged 121 SP:Iteration 49Q (6603.798879 sec): 3 clusters Score: Raw -2297342.164490 + Penalty 3388.101162 = -2293954.063328 nChanged 124 SP:Iteration 50Q (6603.892996 sec): 3 clusters Score: Raw -2297365.562898 + Penalty 3388.101162 = -2293977.461735 nChanged 115 SP:Iteration 51Q (6603.994307 sec): 3 clusters Score: Raw -2297388.115786 + Penalty 3388.101162 = -2294000.014623 nChanged 116 SP:Iteration 52Q (6604.091206 sec): 3 clusters Score: Raw -2297411.133463 + Penalty 3388.101162 = -2294023.032301 nChanged 98 SP:Iteration 53Q (6604.193109 sec): 3 clusters Score: Raw -2297430.605489 + Penalty 3388.101162 = -2294042.504326 nChanged 93 SP:Iteration 54Q (6604.294365 sec): 3 clusters Score: Raw -2297450.101790 + Penalty 3388.101162 = -2294062.000628 nChanged 98 SP:Iteration 55Q (6604.390264 sec): 3 clusters Score: Raw -2297473.517526 + Penalty 3388.101162 = -2294085.416364 nChanged 98 SP:Iteration 56Q (6604.485187 sec): 3 clusters Score: Raw -2297495.119992 + Penalty 3388.101162 = -2294107.018830 nChanged 103 SP:Iteration 57Q (6604.576689 sec): 3 clusters Score: Raw -2297517.407336 + Penalty 3388.101162 = -2294129.306174 nChanged 102 SP:Iteration 58Q (6604.681059 sec): 3 clusters Score: Raw -2297542.297650 + Penalty 3388.101162 = -2294154.196488 nChanged 101 SP:Iteration 59Q (6604.765192 sec): 3 clusters Score: Raw -2297565.077369 + Penalty 3388.101162 = -2294176.976207 nChanged 100 SP:Iteration 60F (6604.857212 sec): 3 clusters Score: Raw -2297590.636349 + Penalty 3388.101162 = -2294202.535187 nChanged 115 SP:Iteration 61Q (6604.960463 sec): 3 clusters Score: Raw -2297619.436225 + Penalty 3388.101162 = -2294231.335062 nChanged 121 SP:Iteration 62Q (6605.046140 sec): 3 clusters Score: Raw -2297651.983352 + Penalty 3388.101162 = -2294263.882190 nChanged 125 SP:Iteration 63Q (6605.143440 sec): 3 clusters Score: Raw -2297686.953575 + Penalty 3388.101162 = -2294298.852413 nChanged 115 SP:Iteration 64Q (6605.247703 sec): 3 clusters Score: Raw -2297722.590047 + Penalty 3388.101162 = -2294334.488885 nChanged 136 SP:Iteration 65Q (6605.340676 sec): 3 clusters Score: Raw -2297771.868276 + Penalty 3388.101162 = -2294383.767114 nChanged 144 SP:Iteration 66Q (6605.435442 sec): 3 clusters Score: Raw -2297819.393985 + Penalty 3388.101162 = -2294431.292823 nChanged 113 SP:Iteration 67Q (6605.533190 sec): 3 clusters Score: Raw -2297854.372817 + Penalty 3388.101162 = -2294466.271654 nChanged 113 SP:Iteration 68Q (6605.629344 sec): 3 clusters Score: Raw -2297890.522355 + Penalty 3388.101162 = -2294502.421193 nChanged 102 SP:Iteration 69Q (6605.727330 sec): 3 clusters Score: Raw -2297920.178375 + Penalty 3388.101162 = -2294532.077212 nChanged 104 SP:Iteration 70Q (6605.823068 sec): 3 clusters Score: Raw -2297953.401274 + Penalty 3388.101162 = -2294565.300112 nChanged 90 SP:Iteration 71Q (6605.906982 sec): 3 clusters Score: Raw -2297978.631254 + Penalty 3388.101162 = -2294590.530091 nChanged 90 SP:Iteration 72Q (6606.001626 sec): 3 clusters Score: Raw -2298000.964376 + Penalty 3388.101162 = -2294612.863214 nChanged 75 SP:Iteration 73Q (6606.097949 sec): 3 clusters Score: Raw -2298018.849206 + Penalty 3388.101162 = -2294630.748043 nChanged 75 SP:Iteration 74Q (6606.193493 sec): 3 clusters Score: Raw -2298035.023616 + Penalty 3388.101162 = -2294646.922453 nChanged 73 SP:Iteration 75Q (6606.289711 sec): 3 clusters Score: Raw -2298048.959522 + Penalty 3388.101162 = -2294660.858360 nChanged 55 SP:Iteration 76Q (6606.384199 sec): 3 clusters Score: Raw -2298061.626579 + Penalty 3388.101162 = -2294673.525416 nChanged 46 SP:Iteration 77Q (6606.483908 sec): 3 clusters Score: Raw -2298069.464915 + Penalty 3388.101162 = -2294681.363752 nChanged 48 SP:Iteration 78Q (6606.579958 sec): 3 clusters Score: Raw -2298078.321463 + Penalty 3388.101162 = -2294690.220301 nChanged 47 SP:Iteration 79Q (6606.670365 sec): 3 clusters Score: Raw -2298088.009042 + Penalty 3388.101162 = -2294699.907880 nChanged 52 SP:Iteration 80F (6606.778818 sec): 3 clusters Score: Raw -2298097.764599 + Penalty 3388.101162 = -2294709.663437 nChanged 41 SP:Iteration 81Q (6606.873975 sec): 3 clusters Score: Raw -2298103.220653 + Penalty 3388.101162 = -2294715.119491 nChanged 34 SP:Iteration 82Q (6606.954919 sec): 3 clusters Score: Raw -2298108.708004 + Penalty 3388.101162 = -2294720.606841 nChanged 24 SP:Iteration 83Q (6607.061237 sec): 3 clusters Score: Raw -2298112.134698 + Penalty 3388.101162 = -2294724.033535 nChanged 21 SP:Iteration 84Q (6607.146678 sec): 3 clusters Score: Raw -2298115.821789 + Penalty 3388.101162 = -2294727.720627 nChanged 21 SP:Iteration 85Q (6607.234881 sec): 3 clusters Score: Raw -2298118.905138 + Penalty 3388.101162 = -2294730.803975 nChanged 11 SP:Iteration 86Q (6607.336928 sec): 3 clusters Score: Raw -2298120.981566 + Penalty 3388.101162 = -2294732.880403 nChanged 12 SP:Iteration 87Q (6607.432251 sec): 3 clusters Score: Raw -2298122.612802 + Penalty 3388.101162 = -2294734.511640 nChanged 9 SP:Iteration 88Q (6607.516948 sec): 3 clusters Score: Raw -2298123.892653 + Penalty 3388.101162 = -2294735.791490 nChanged 9 SP:Iteration 89Q (6607.602885 sec): 3 clusters Score: Raw -2298125.300036 + Penalty 3388.101162 = -2294737.198874 nChanged 14 SP:Iteration 90Q (6607.707675 sec): 3 clusters Score: Raw -2298128.794700 + Penalty 3388.101162 = -2294740.693538 nChanged 9 SP:Iteration 91Q (6607.807755 sec): 3 clusters Score: Raw -2298130.705278 + Penalty 3388.101162 = -2294742.604115 nChanged 12 SP:Iteration 92Q (6607.899604 sec): 3 clusters Score: Raw -2298133.489087 + Penalty 3388.101162 = -2294745.387925 nChanged 9 SP:Iteration 93Q (6608.001486 sec): 3 clusters Score: Raw -2298135.165568 + Penalty 3388.101162 = -2294747.064406 nChanged 9 SP:Iteration 94Q (6608.094476 sec): 3 clusters Score: Raw -2298136.657502 + Penalty 3388.101162 = -2294748.556339 nChanged 9 SP:Iteration 95Q (6608.186442 sec): 3 clusters Score: Raw -2298138.745325 + Penalty 3388.101162 = -2294750.644162 nChanged 10 SP:Iteration 96Q (6608.275737 sec): 3 clusters Score: Raw -2298140.407513 + Penalty 3388.101162 = -2294752.306351 nChanged 5 SP:Iteration 97Q (6608.365564 sec): 3 clusters Score: Raw -2298141.361253 + Penalty 3388.101162 = -2294753.260090 nChanged 5 SP:Iteration 98Q (6608.460642 sec): 3 clusters Score: Raw -2298142.356499 + Penalty 3388.101162 = -2294754.255336 nChanged 9 SP:Iteration 99Q (6608.554515 sec): 3 clusters Score: Raw -2298144.236935 + Penalty 3388.101162 = -2294756.135772 nChanged 9 SP:Iteration 100F (6608.649738 sec): 3 clusters Score: Raw -2298145.831249 + Penalty 3388.101162 = -2294757.730087 nChanged 10 SP:Iteration 101Q (6608.750563 sec): 3 clusters Score: Raw -2298147.632692 + Penalty 3388.101162 = -2294759.531529 nChanged 9 SP:Iteration 102Q (6608.854631 sec): 3 clusters Score: Raw -2298149.543766 + Penalty 3388.101162 = -2294761.442604 nChanged 8 SP:Iteration 103Q (6608.949172 sec): 3 clusters Score: Raw -2298150.459989 + Penalty 3388.101162 = -2294762.358827 nChanged 6 SP:Iteration 104Q (6609.042762 sec): 3 clusters Score: Raw -2298151.924273 + Penalty 3388.101162 = -2294763.823111 nChanged 8 SP:Iteration 105Q (6609.141448 sec): 3 clusters Score: Raw -2298153.795480 + Penalty 3388.101162 = -2294765.694317 nChanged 10 SP:Iteration 106Q (6609.239063 sec): 3 clusters Score: Raw -2298155.815744 + Penalty 3388.101162 = -2294767.714582 nChanged 9 SP:Iteration 107Q (6609.336197 sec): 3 clusters Score: Raw -2298157.129947 + Penalty 3388.101162 = -2294769.028785 nChanged 7 SP:Iteration 108Q (6609.428684 sec): 3 clusters Score: Raw -2298158.590781 + Penalty 3388.101162 = -2294770.489619 nChanged 7 SP:Iteration 109Q (6609.519823 sec): 3 clusters Score: Raw -2298159.842188 + Penalty 3388.101162 = -2294771.741026 nChanged 4 SP:Iteration 110Q (6609.616276 sec): 3 clusters Score: Raw -2298160.754256 + Penalty 3388.101162 = -2294772.653093 nChanged 2 SP:Iteration 111Q (6609.713929 sec): 3 clusters Score: Raw -2298161.259344 + Penalty 3388.101162 = -2294773.158182 nChanged 3 SP:Iteration 112Q (6609.806251 sec): 3 clusters Score: Raw -2298161.826678 + Penalty 3388.101162 = -2294773.725516 nChanged 5 SP:Iteration 113Q (6609.907782 sec): 3 clusters Score: Raw -2298162.563593 + Penalty 3388.101162 = -2294774.462430 nChanged 4 SP:Iteration 114Q (6609.989846 sec): 3 clusters Score: Raw -2298163.323179 + Penalty 3388.101162 = -2294775.222016 nChanged 8 SP:Iteration 115Q (6610.083102 sec): 3 clusters Score: Raw -2298164.122515 + Penalty 3388.101162 = -2294776.021352 nChanged 4 SP:Iteration 116Q (6610.184059 sec): 3 clusters Score: Raw -2298164.747808 + Penalty 3388.101162 = -2294776.646645 nChanged 4 SP:Iteration 117Q (6610.272907 sec): 3 clusters Score: Raw -2298165.671396 + Penalty 3388.101162 = -2294777.570234 nChanged 3 SP:Iteration 118Q (6610.356053 sec): 3 clusters Score: Raw -2298166.244962 + Penalty 3388.101162 = -2294778.143799 nChanged 2 SP:Iteration 119Q (6610.436428 sec): 3 clusters Score: Raw -2298166.622758 + Penalty 3388.101162 = -2294778.521596 nChanged 1 SP:Iteration 120F (6610.545928 sec): 3 clusters Score: Raw -2298166.700543 + Penalty 3388.101162 = -2294778.599381 nChanged 1 SP:Iteration 121Q (6610.642199 sec): 3 clusters Score: Raw -2298166.820215 + Penalty 3388.101162 = -2294778.719053 nChanged 1 SP:Iteration 122Q (6610.729358 sec): 3 clusters Score: Raw -2298166.998492 + Penalty 3388.101162 = -2294778.897330 nChanged 0 SP:Iteration 123F (6610.833503 sec): 3 clusters Score: Raw -2298166.998492 + Penalty 3388.101162 = -2294778.897330 nChanged 0 Trying to split cluster 7 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6610.859889 sec): 2 clusters Score: Raw -28935.956251 + Penalty 997.029295 = -27938.926956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6610.896655 sec): 3 clusters Score: Raw -28921.607665 + Penalty 1994.058590 = -26927.549076 nChanged 108 SP:Iteration 1F (6610.946078 sec): 3 clusters Score: Raw -29164.292969 + Penalty 1994.058590 = -27170.234379 nChanged 45 SP:Iteration 2F (6610.985050 sec): 3 clusters Score: Raw -29342.385667 + Penalty 1994.058590 = -27348.327077 nChanged 27 SP:Iteration 3F (6611.026807 sec): 3 clusters Score: Raw -29523.172894 + Penalty 1994.058590 = -27529.114305 nChanged 15 SP:Iteration 4Q (6611.063860 sec): 3 clusters Score: Raw -29564.002518 + Penalty 1994.058590 = -27569.943929 nChanged 13 SP:Iteration 5Q (6611.099114 sec): 3 clusters Score: Raw -29588.505305 + Penalty 1994.058590 = -27594.446715 nChanged 6 SP:Iteration 6Q (6611.143673 sec): 3 clusters Score: Raw -29602.809464 + Penalty 1994.058590 = -27608.750874 nChanged 3 SP:Iteration 7Q (6611.181174 sec): 3 clusters Score: Raw -29609.726590 + Penalty 1994.058590 = -27615.668001 nChanged 0 SP:Iteration 8F (6611.222524 sec): 3 clusters Score: Raw -29609.726590 + Penalty 1994.058590 = -27615.668001 nChanged 0 Trying to split cluster 8 (1207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6611.254966 sec): 2 clusters Score: Raw -80438.954005 + Penalty 1153.082648 = -79285.871357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6611.296773 sec): 3 clusters Score: Raw -80049.597930 + Penalty 2306.165297 = -77743.432633 nChanged 373 SP:Iteration 1F (6611.328819 sec): 3 clusters Score: Raw -80357.507946 + Penalty 2306.165297 = -78051.342649 nChanged 68 SP:Iteration 2F (6611.361840 sec): 3 clusters Score: Raw -80423.278452 + Penalty 2306.165297 = -78117.113155 nChanged 46 SP:Iteration 3Q (6611.403021 sec): 3 clusters Score: Raw -80466.582924 + Penalty 2306.165297 = -78160.417627 nChanged 32 SP:Iteration 4Q (6611.441618 sec): 3 clusters Score: Raw -80489.676601 + Penalty 2306.165297 = -78183.511304 nChanged 21 SP:Iteration 5Q (6611.487603 sec): 3 clusters Score: Raw -80502.608124 + Penalty 2306.165297 = -78196.442827 nChanged 9 SP:Iteration 6Q (6611.541226 sec): 3 clusters Score: Raw -80507.955653 + Penalty 2306.165297 = -78201.790356 nChanged 6 SP:Iteration 7Q (6611.578686 sec): 3 clusters Score: Raw -80511.595119 + Penalty 2306.165297 = -78205.429822 nChanged 3 SP:Iteration 8Q (6611.624279 sec): 3 clusters Score: Raw -80512.888181 + Penalty 2306.165297 = -78206.722884 nChanged 3 SP:Iteration 9Q (6611.676763 sec): 3 clusters Score: Raw -80513.503413 + Penalty 2306.165297 = -78207.338116 nChanged 1 SP:Iteration 10Q (6611.718274 sec): 3 clusters Score: Raw -80514.103760 + Penalty 2306.165297 = -78207.938463 nChanged 2 SP:Iteration 11Q (6611.764386 sec): 3 clusters Score: Raw -80514.614879 + Penalty 2306.165297 = -78208.449582 nChanged 0 SP:Iteration 12F (6611.803829 sec): 3 clusters Score: Raw -80514.614879 + Penalty 2306.165297 = -78208.449582 nChanged 0 Trying to split cluster 9 (1017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6611.825474 sec): 2 clusters Score: Raw -50899.729844 + Penalty 1125.249514 = -49774.480330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6611.877902 sec): 3 clusters Score: Raw -50608.344231 + Penalty 2250.499029 = -48357.845202 nChanged 329 SP:Iteration 1F (6611.922245 sec): 3 clusters Score: Raw -51000.789262 + Penalty 2250.499029 = -48750.290234 nChanged 113 SP:Iteration 2F (6611.955134 sec): 3 clusters Score: Raw -51196.716038 + Penalty 2250.499029 = -48946.217009 nChanged 66 SP:Iteration 3F (6612.002770 sec): 3 clusters Score: Raw -51301.707740 + Penalty 2250.499029 = -49051.208711 nChanged 41 SP:Iteration 4Q (6612.057657 sec): 3 clusters Score: Raw -51372.779483 + Penalty 2250.499029 = -49122.280455 nChanged 31 SP:Iteration 5Q (6612.094715 sec): 3 clusters Score: Raw -51428.214978 + Penalty 2250.499029 = -49177.715949 nChanged 29 SP:Iteration 6Q (6612.139376 sec): 3 clusters Score: Raw -51461.826574 + Penalty 2250.499029 = -49211.327546 nChanged 18 SP:Iteration 7Q (6612.180837 sec): 3 clusters Score: Raw -51479.480206 + Penalty 2250.499029 = -49228.981178 nChanged 15 SP:Iteration 8Q (6612.236129 sec): 3 clusters Score: Raw -51503.842427 + Penalty 2250.499029 = -49253.343398 nChanged 10 SP:Iteration 9Q (6612.269593 sec): 3 clusters Score: Raw -51514.386961 + Penalty 2250.499029 = -49263.887933 nChanged 7 SP:Iteration 10Q (6612.312421 sec): 3 clusters Score: Raw -51520.123051 + Penalty 2250.499029 = -49269.624023 nChanged 6 SP:Iteration 11Q (6612.355811 sec): 3 clusters Score: Raw -51524.506711 + Penalty 2250.499029 = -49274.007682 nChanged 2 SP:Iteration 12Q (6612.398045 sec): 3 clusters Score: Raw -51527.099950 + Penalty 2250.499029 = -49276.600921 nChanged 2 SP:Iteration 13Q (6612.438514 sec): 3 clusters Score: Raw -51532.031743 + Penalty 2250.499029 = -49281.532715 nChanged 4 SP:Iteration 14Q (6612.477138 sec): 3 clusters Score: Raw -51539.864923 + Penalty 2250.499029 = -49289.365895 nChanged 2 SP:Iteration 15Q (6612.516803 sec): 3 clusters Score: Raw -51542.352262 + Penalty 2250.499029 = -49291.853233 nChanged 3 SP:Iteration 16Q (6612.558283 sec): 3 clusters Score: Raw -51544.458491 + Penalty 2250.499029 = -49293.959462 nChanged 0 SP:Iteration 17F (6612.606435 sec): 3 clusters Score: Raw -51544.458491 + Penalty 2250.499029 = -49293.959462 nChanged 0 Trying to split cluster 10 (20397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6612.662236 sec): 2 clusters Score: Raw -1334715.650745 + Penalty 1612.510755 = -1333103.139990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6612.733508 sec): 3 clusters Score: Raw -1322431.768507 + Penalty 3225.021511 = -1319206.746997 nChanged 9354 SP:Iteration 1F (6612.823565 sec): 3 clusters Score: Raw -1327624.962463 + Penalty 3225.021511 = -1324399.940953 nChanged 1038 SP:Iteration 2F (6612.904117 sec): 3 clusters Score: Raw -1328007.649165 + Penalty 3225.021511 = -1324782.627654 nChanged 976 SP:Iteration 3Q (6612.987825 sec): 3 clusters Score: Raw -1328403.411338 + Penalty 3225.021511 = -1325178.389827 nChanged 1086 SP:Iteration 4F (6613.071769 sec): 3 clusters Score: Raw -1328972.399254 + Penalty 3225.021511 = -1325747.377743 nChanged 1235 SP:Iteration 5F (6613.143718 sec): 3 clusters Score: Raw -1329779.576124 + Penalty 3225.021511 = -1326554.554613 nChanged 1393 SP:Iteration 6F (6613.221837 sec): 3 clusters Score: Raw -1330821.392781 + Penalty 3225.021511 = -1327596.371270 nChanged 1438 SP:Iteration 7F (6613.303252 sec): 3 clusters Score: Raw -1332030.304709 + Penalty 3225.021511 = -1328805.283199 nChanged 1221 SP:Iteration 8F (6613.398532 sec): 3 clusters Score: Raw -1333075.348008 + Penalty 3225.021511 = -1329850.326497 nChanged 827 SP:Iteration 9Q (6613.483802 sec): 3 clusters Score: Raw -1333805.978111 + Penalty 3225.021511 = -1330580.956600 nChanged 569 SP:Iteration 10Q (6613.567975 sec): 3 clusters Score: Raw -1334328.842718 + Penalty 3225.021511 = -1331103.821207 nChanged 311 SP:Iteration 11Q (6613.645608 sec): 3 clusters Score: Raw -1334621.671479 + Penalty 3225.021511 = -1331396.649968 nChanged 156 SP:Iteration 12Q (6613.722498 sec): 3 clusters Score: Raw -1334759.734053 + Penalty 3225.021511 = -1331534.712542 nChanged 72 SP:Iteration 13Q (6613.800094 sec): 3 clusters Score: Raw -1334834.107638 + Penalty 3225.021511 = -1331609.086127 nChanged 32 SP:Iteration 14Q (6613.873074 sec): 3 clusters Score: Raw -1334871.354047 + Penalty 3225.021511 = -1331646.332536 nChanged 16 SP:Iteration 15Q (6613.945743 sec): 3 clusters Score: Raw -1334896.755185 + Penalty 3225.021511 = -1331671.733675 nChanged 8 SP:Iteration 16Q (6614.009441 sec): 3 clusters Score: Raw -1334905.378258 + Penalty 3225.021511 = -1331680.356748 nChanged 11 SP:Iteration 17Q (6614.079285 sec): 3 clusters Score: Raw -1334919.188478 + Penalty 3225.021511 = -1331694.166967 nChanged 11 SP:Iteration 18Q (6614.150683 sec): 3 clusters Score: Raw -1334929.626590 + Penalty 3225.021511 = -1331704.605079 nChanged 10 SP:Iteration 19Q (6614.229206 sec): 3 clusters Score: Raw -1334937.868349 + Penalty 3225.021511 = -1331712.846838 nChanged 7 SP:Iteration 20F (6614.297482 sec): 3 clusters Score: Raw -1334947.478693 + Penalty 3225.021511 = -1331722.457182 nChanged 6 SP:Iteration 21Q (6614.375306 sec): 3 clusters Score: Raw -1334954.323704 + Penalty 3225.021511 = -1331729.302193 nChanged 3 SP:Iteration 22Q (6614.442886 sec): 3 clusters Score: Raw -1334956.271189 + Penalty 3225.021511 = -1331731.249678 nChanged 1 SP:Iteration 23Q (6614.526871 sec): 3 clusters Score: Raw -1334956.719465 + Penalty 3225.021511 = -1331731.697955 nChanged 1 SP:Iteration 24Q (6614.587691 sec): 3 clusters Score: Raw -1334957.287924 + Penalty 3225.021511 = -1331732.266413 nChanged 1 SP:Iteration 25Q (6614.663552 sec): 3 clusters Score: Raw -1334957.751447 + Penalty 3225.021511 = -1331732.729936 nChanged 1 SP:Iteration 26Q (6614.742612 sec): 3 clusters Score: Raw -1334958.945630 + Penalty 3225.021511 = -1331733.924120 nChanged 1 SP:Iteration 27Q (6614.823876 sec): 3 clusters Score: Raw -1334959.665641 + Penalty 3225.021511 = -1331734.644130 nChanged 2 SP:Iteration 28Q (6614.896617 sec): 3 clusters Score: Raw -1334961.538235 + Penalty 3225.021511 = -1331736.516725 nChanged 1 SP:Iteration 29Q (6614.967607 sec): 3 clusters Score: Raw -1334961.791573 + Penalty 3225.021511 = -1331736.770062 nChanged 0 SP:Iteration 30F (6615.046854 sec): 3 clusters Score: Raw -1334961.791573 + Penalty 3225.021511 = -1331736.770062 nChanged 0 Trying to split cluster 11 (12377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6615.081208 sec): 2 clusters Score: Raw -827949.902505 + Penalty 1531.334218 = -826418.568287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6615.160019 sec): 3 clusters Score: Raw -820868.977756 + Penalty 3062.668437 = -817806.309319 nChanged 5383 SP:Iteration 1F (6615.227064 sec): 3 clusters Score: Raw -823789.323215 + Penalty 3062.668437 = -820726.654778 nChanged 845 SP:Iteration 2F (6615.295164 sec): 3 clusters Score: Raw -824201.827089 + Penalty 3062.668437 = -821139.158652 nChanged 739 SP:Iteration 3F (6615.361122 sec): 3 clusters Score: Raw -824574.441862 + Penalty 3062.668437 = -821511.773425 nChanged 666 SP:Iteration 4F (6615.431669 sec): 3 clusters Score: Raw -824901.643019 + Penalty 3062.668437 = -821838.974582 nChanged 626 SP:Iteration 5F (6615.497055 sec): 3 clusters Score: Raw -825251.466411 + Penalty 3062.668437 = -822188.797974 nChanged 600 SP:Iteration 6Q (6615.554814 sec): 3 clusters Score: Raw -825594.200139 + Penalty 3062.668437 = -822531.531702 nChanged 615 SP:Iteration 7Q (6615.622374 sec): 3 clusters Score: Raw -825965.291701 + Penalty 3062.668437 = -822902.623264 nChanged 607 SP:Iteration 8Q (6615.696635 sec): 3 clusters Score: Raw -826328.246315 + Penalty 3062.668437 = -823265.577878 nChanged 550 SP:Iteration 9Q (6615.753359 sec): 3 clusters Score: Raw -826619.188666 + Penalty 3062.668437 = -823556.520229 nChanged 439 SP:Iteration 10Q (6615.827735 sec): 3 clusters Score: Raw -826838.271531 + Penalty 3062.668437 = -823775.603094 nChanged 355 SP:Iteration 11Q (6615.892040 sec): 3 clusters Score: Raw -827004.527010 + Penalty 3062.668437 = -823941.858573 nChanged 287 SP:Iteration 12Q (6615.965780 sec): 3 clusters Score: Raw -827127.464958 + Penalty 3062.668437 = -824064.796521 nChanged 237 SP:Iteration 13Q (6616.022074 sec): 3 clusters Score: Raw -827212.608588 + Penalty 3062.668437 = -824149.940151 nChanged 184 SP:Iteration 14Q (6616.089465 sec): 3 clusters Score: Raw -827284.574797 + Penalty 3062.668437 = -824221.906360 nChanged 184 SP:Iteration 15Q (6616.148713 sec): 3 clusters Score: Raw -827356.748411 + Penalty 3062.668437 = -824294.079974 nChanged 148 SP:Iteration 16Q (6616.211474 sec): 3 clusters Score: Raw -827405.519715 + Penalty 3062.668437 = -824342.851278 nChanged 130 SP:Iteration 17Q (6616.285144 sec): 3 clusters Score: Raw -827442.877537 + Penalty 3062.668437 = -824380.209100 nChanged 116 SP:Iteration 18Q (6616.343524 sec): 3 clusters Score: Raw -827476.689028 + Penalty 3062.668437 = -824414.020592 nChanged 100 SP:Iteration 19Q (6616.420196 sec): 3 clusters Score: Raw -827502.528132 + Penalty 3062.668437 = -824439.859695 nChanged 97 SP:Iteration 20F (6616.485266 sec): 3 clusters Score: Raw -827530.726816 + Penalty 3062.668437 = -824468.058379 nChanged 99 SP:Iteration 21Q (6616.546860 sec): 3 clusters Score: Raw -827560.736642 + Penalty 3062.668437 = -824498.068206 nChanged 88 SP:Iteration 22Q (6616.615302 sec): 3 clusters Score: Raw -827583.337784 + Penalty 3062.668437 = -824520.669347 nChanged 84 SP:Iteration 23Q (6616.677807 sec): 3 clusters Score: Raw -827604.111629 + Penalty 3062.668437 = -824541.443192 nChanged 80 SP:Iteration 24Q (6616.740888 sec): 3 clusters Score: Raw -827621.643168 + Penalty 3062.668437 = -824558.974731 nChanged 73 SP:Iteration 25Q (6616.807415 sec): 3 clusters Score: Raw -827637.207673 + Penalty 3062.668437 = -824574.539236 nChanged 69 SP:Iteration 26Q (6616.875605 sec): 3 clusters Score: Raw -827654.679494 + Penalty 3062.668437 = -824592.011057 nChanged 73 SP:Iteration 27Q (6616.935466 sec): 3 clusters Score: Raw -827670.168094 + Penalty 3062.668437 = -824607.499657 nChanged 70 SP:Iteration 28Q (6617.010684 sec): 3 clusters Score: Raw -827684.401343 + Penalty 3062.668437 = -824621.732907 nChanged 64 SP:Iteration 29Q (6617.077616 sec): 3 clusters Score: Raw -827698.927123 + Penalty 3062.668437 = -824636.258686 nChanged 78 SP:Iteration 30Q (6617.143665 sec): 3 clusters Score: Raw -827715.450671 + Penalty 3062.668437 = -824652.782234 nChanged 72 SP:Iteration 31Q (6617.212694 sec): 3 clusters Score: Raw -827731.023108 + Penalty 3062.668437 = -824668.354671 nChanged 57 SP:Iteration 32Q (6617.279382 sec): 3 clusters Score: Raw -827744.355445 + Penalty 3062.668437 = -824681.687008 nChanged 51 SP:Iteration 33Q (6617.344886 sec): 3 clusters Score: Raw -827757.025262 + Penalty 3062.668437 = -824694.356825 nChanged 66 SP:Iteration 34Q (6617.405563 sec): 3 clusters Score: Raw -827777.828429 + Penalty 3062.668437 = -824715.159992 nChanged 68 SP:Iteration 35Q (6617.477035 sec): 3 clusters Score: Raw -827799.458984 + Penalty 3062.668437 = -824736.790547 nChanged 72 SP:Iteration 36Q (6617.533122 sec): 3 clusters Score: Raw -827822.435398 + Penalty 3062.668437 = -824759.766961 nChanged 63 SP:Iteration 37Q (6617.600850 sec): 3 clusters Score: Raw -827843.296312 + Penalty 3062.668437 = -824780.627875 nChanged 57 SP:Iteration 38Q (6617.674435 sec): 3 clusters Score: Raw -827859.594669 + Penalty 3062.668437 = -824796.926232 nChanged 53 SP:Iteration 39Q (6617.731959 sec): 3 clusters Score: Raw -827876.387376 + Penalty 3062.668437 = -824813.718939 nChanged 62 SP:Iteration 40F (6617.810423 sec): 3 clusters Score: Raw -827896.260524 + Penalty 3062.668437 = -824833.592087 nChanged 67 SP:Iteration 41Q (6617.861669 sec): 3 clusters Score: Raw -827918.013897 + Penalty 3062.668437 = -824855.345460 nChanged 65 SP:Iteration 42Q (6617.930626 sec): 3 clusters Score: Raw -827944.987860 + Penalty 3062.668437 = -824882.319423 nChanged 61 SP:Iteration 43Q (6617.996142 sec): 3 clusters Score: Raw -827964.914473 + Penalty 3062.668437 = -824902.246037 nChanged 70 SP:Iteration 44Q (6618.047803 sec): 3 clusters Score: Raw -827984.173820 + Penalty 3062.668437 = -824921.505383 nChanged 53 SP:Iteration 45Q (6618.118559 sec): 3 clusters Score: Raw -828001.444731 + Penalty 3062.668437 = -824938.776294 nChanged 53 SP:Iteration 46Q (6618.181465 sec): 3 clusters Score: Raw -828019.583872 + Penalty 3062.668437 = -824956.915435 nChanged 46 SP:Iteration 47Q (6618.245021 sec): 3 clusters Score: Raw -828033.307806 + Penalty 3062.668437 = -824970.639369 nChanged 40 SP:Iteration 48Q (6618.305140 sec): 3 clusters Score: Raw -828046.023100 + Penalty 3062.668437 = -824983.354664 nChanged 38 SP:Iteration 49Q (6618.375666 sec): 3 clusters Score: Raw -828057.853754 + Penalty 3062.668437 = -824995.185317 nChanged 37 SP:Iteration 50Q (6618.444624 sec): 3 clusters Score: Raw -828069.673507 + Penalty 3062.668437 = -825007.005070 nChanged 42 SP:Iteration 51Q (6618.507812 sec): 3 clusters Score: Raw -828081.141004 + Penalty 3062.668437 = -825018.472567 nChanged 35 SP:Iteration 52Q (6618.572469 sec): 3 clusters Score: Raw -828091.030286 + Penalty 3062.668437 = -825028.361849 nChanged 36 SP:Iteration 53Q (6618.628453 sec): 3 clusters Score: Raw -828101.495735 + Penalty 3062.668437 = -825038.827298 nChanged 37 SP:Iteration 54Q (6618.695339 sec): 3 clusters Score: Raw -828113.057610 + Penalty 3062.668437 = -825050.389173 nChanged 37 SP:Iteration 55Q (6618.756518 sec): 3 clusters Score: Raw -828124.805116 + Penalty 3062.668437 = -825062.136679 nChanged 24 SP:Iteration 56Q (6618.819726 sec): 3 clusters Score: Raw -828131.875328 + Penalty 3062.668437 = -825069.206892 nChanged 22 SP:Iteration 57Q (6618.874971 sec): 3 clusters Score: Raw -828139.476674 + Penalty 3062.668437 = -825076.808237 nChanged 28 SP:Iteration 58Q (6618.941691 sec): 3 clusters Score: Raw -828148.020836 + Penalty 3062.668437 = -825085.352399 nChanged 23 SP:Iteration 59Q (6619.000291 sec): 3 clusters Score: Raw -828154.487011 + Penalty 3062.668437 = -825091.818574 nChanged 27 SP:Iteration 60F (6619.066491 sec): 3 clusters Score: Raw -828162.158296 + Penalty 3062.668437 = -825099.489859 nChanged 17 SP:Iteration 61Q (6619.121329 sec): 3 clusters Score: Raw -828165.430007 + Penalty 3062.668437 = -825102.761570 nChanged 7 SP:Iteration 62Q (6619.185182 sec): 3 clusters Score: Raw -828167.569377 + Penalty 3062.668437 = -825104.900940 nChanged 6 SP:Iteration 63Q (6619.235593 sec): 3 clusters Score: Raw -828169.204253 + Penalty 3062.668437 = -825106.535816 nChanged 10 SP:Iteration 64Q (6619.304169 sec): 3 clusters Score: Raw -828171.563275 + Penalty 3062.668437 = -825108.894838 nChanged 11 SP:Iteration 65Q (6619.368571 sec): 3 clusters Score: Raw -828176.101513 + Penalty 3062.668437 = -825113.433076 nChanged 11 SP:Iteration 66Q (6619.417462 sec): 3 clusters Score: Raw -828178.439541 + Penalty 3062.668437 = -825115.771104 nChanged 10 SP:Iteration 67Q (6619.489580 sec): 3 clusters Score: Raw -828180.827479 + Penalty 3062.668437 = -825118.159042 nChanged 9 SP:Iteration 68Q (6619.551876 sec): 3 clusters Score: Raw -828182.951739 + Penalty 3062.668437 = -825120.283302 nChanged 2 SP:Iteration 69Q (6619.601477 sec): 3 clusters Score: Raw -828183.417280 + Penalty 3062.668437 = -825120.748843 nChanged 1 SP:Iteration 70Q (6619.655606 sec): 3 clusters Score: Raw -828183.474563 + Penalty 3062.668437 = -825120.806126 nChanged 0 SP:Iteration 71F (6619.724189 sec): 3 clusters Score: Raw -828183.474563 + Penalty 3062.668437 = -825120.806126 nChanged 0 Trying to split cluster 12 (17572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6619.771092 sec): 2 clusters Score: Raw -1205776.870761 + Penalty 1588.285076 = -1204188.585685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6619.857824 sec): 3 clusters Score: Raw -1195255.197628 + Penalty 3176.570152 = -1192078.627476 nChanged 7878 SP:Iteration 1F (6619.921292 sec): 3 clusters Score: Raw -1199466.212298 + Penalty 3176.570152 = -1196289.642146 nChanged 976 SP:Iteration 2F (6619.994633 sec): 3 clusters Score: Raw -1199854.396351 + Penalty 3176.570152 = -1196677.826200 nChanged 897 SP:Iteration 3F (6620.076653 sec): 3 clusters Score: Raw -1200195.256522 + Penalty 3176.570152 = -1197018.686370 nChanged 849 SP:Iteration 4Q (6620.144681 sec): 3 clusters Score: Raw -1200533.643874 + Penalty 3176.570152 = -1197357.073722 nChanged 821 SP:Iteration 5Q (6620.233018 sec): 3 clusters Score: Raw -1200880.254256 + Penalty 3176.570152 = -1197703.684104 nChanged 832 SP:Iteration 6Q (6620.306813 sec): 3 clusters Score: Raw -1201264.147856 + Penalty 3176.570152 = -1198087.577705 nChanged 832 SP:Iteration 7Q (6620.386225 sec): 3 clusters Score: Raw -1201721.868985 + Penalty 3176.570152 = -1198545.298833 nChanged 891 SP:Iteration 8F (6620.455702 sec): 3 clusters Score: Raw -1202306.731394 + Penalty 3176.570152 = -1199130.161242 nChanged 909 SP:Iteration 9F (6620.541439 sec): 3 clusters Score: Raw -1202928.222246 + Penalty 3176.570152 = -1199751.652095 nChanged 816 SP:Iteration 10Q (6620.622495 sec): 3 clusters Score: Raw -1203451.988473 + Penalty 3176.570152 = -1200275.418321 nChanged 692 SP:Iteration 11Q (6620.697401 sec): 3 clusters Score: Raw -1203870.271750 + Penalty 3176.570152 = -1200693.701598 nChanged 571 SP:Iteration 12Q (6620.765691 sec): 3 clusters Score: Raw -1204171.159743 + Penalty 3176.570152 = -1200994.589591 nChanged 434 SP:Iteration 13Q (6620.844737 sec): 3 clusters Score: Raw -1204343.404666 + Penalty 3176.570152 = -1201166.834515 nChanged 307 SP:Iteration 14Q (6620.927995 sec): 3 clusters Score: Raw -1204456.800869 + Penalty 3176.570152 = -1201280.230717 nChanged 262 SP:Iteration 15Q (6621.010827 sec): 3 clusters Score: Raw -1204544.790602 + Penalty 3176.570152 = -1201368.220450 nChanged 219 SP:Iteration 16Q (6621.088855 sec): 3 clusters Score: Raw -1204612.617205 + Penalty 3176.570152 = -1201436.047053 nChanged 215 SP:Iteration 17Q (6621.164626 sec): 3 clusters Score: Raw -1204684.396285 + Penalty 3176.570152 = -1201507.826134 nChanged 179 SP:Iteration 18Q (6621.244598 sec): 3 clusters Score: Raw -1204741.087061 + Penalty 3176.570152 = -1201564.516910 nChanged 163 SP:Iteration 19Q (6621.318769 sec): 3 clusters Score: Raw -1204796.716482 + Penalty 3176.570152 = -1201620.146330 nChanged 175 SP:Iteration 20F (6621.393144 sec): 3 clusters Score: Raw -1204865.660175 + Penalty 3176.570152 = -1201689.090024 nChanged 173 SP:Iteration 21Q (6621.468005 sec): 3 clusters Score: Raw -1204934.568992 + Penalty 3176.570152 = -1201757.998841 nChanged 160 SP:Iteration 22Q (6621.532699 sec): 3 clusters Score: Raw -1204997.143505 + Penalty 3176.570152 = -1201820.573354 nChanged 164 SP:Iteration 23Q (6621.613694 sec): 3 clusters Score: Raw -1205069.481000 + Penalty 3176.570152 = -1201892.910848 nChanged 166 SP:Iteration 24Q (6621.687499 sec): 3 clusters Score: Raw -1205146.885562 + Penalty 3176.570152 = -1201970.315410 nChanged 146 SP:Iteration 25Q (6621.761053 sec): 3 clusters Score: Raw -1205211.550034 + Penalty 3176.570152 = -1202034.979883 nChanged 139 SP:Iteration 26Q (6621.834119 sec): 3 clusters Score: Raw -1205269.243732 + Penalty 3176.570152 = -1202092.673580 nChanged 119 SP:Iteration 27Q (6621.911198 sec): 3 clusters Score: Raw -1205316.589009 + Penalty 3176.570152 = -1202140.018857 nChanged 107 SP:Iteration 28Q (6621.987192 sec): 3 clusters Score: Raw -1205357.131945 + Penalty 3176.570152 = -1202180.561793 nChanged 90 SP:Iteration 29Q (6622.061155 sec): 3 clusters Score: Raw -1205394.376834 + Penalty 3176.570152 = -1202217.806683 nChanged 92 SP:Iteration 30Q (6622.130009 sec): 3 clusters Score: Raw -1205426.617085 + Penalty 3176.570152 = -1202250.046934 nChanged 76 SP:Iteration 31Q (6622.195491 sec): 3 clusters Score: Raw -1205460.523338 + Penalty 3176.570152 = -1202283.953187 nChanged 77 SP:Iteration 32Q (6622.266836 sec): 3 clusters Score: Raw -1205488.286567 + Penalty 3176.570152 = -1202311.716415 nChanged 80 SP:Iteration 33Q (6622.342645 sec): 3 clusters Score: Raw -1205517.899106 + Penalty 3176.570152 = -1202341.328954 nChanged 66 SP:Iteration 34Q (6622.411427 sec): 3 clusters Score: Raw -1205540.530634 + Penalty 3176.570152 = -1202363.960483 nChanged 59 SP:Iteration 35Q (6622.487240 sec): 3 clusters Score: Raw -1205559.055516 + Penalty 3176.570152 = -1202382.485364 nChanged 43 SP:Iteration 36Q (6622.559547 sec): 3 clusters Score: Raw -1205569.492542 + Penalty 3176.570152 = -1202392.922390 nChanged 39 SP:Iteration 37Q (6622.630270 sec): 3 clusters Score: Raw -1205578.404228 + Penalty 3176.570152 = -1202401.834076 nChanged 33 SP:Iteration 38Q (6622.703715 sec): 3 clusters Score: Raw -1205586.711859 + Penalty 3176.570152 = -1202410.141707 nChanged 27 SP:Iteration 39Q (6622.770869 sec): 3 clusters Score: Raw -1205594.175249 + Penalty 3176.570152 = -1202417.605097 nChanged 28 SP:Iteration 40F (6622.853459 sec): 3 clusters Score: Raw -1205602.286143 + Penalty 3176.570152 = -1202425.715991 nChanged 36 SP:Iteration 41Q (6622.924581 sec): 3 clusters Score: Raw -1205615.524207 + Penalty 3176.570152 = -1202438.954056 nChanged 37 SP:Iteration 42Q (6622.994724 sec): 3 clusters Score: Raw -1205628.194370 + Penalty 3176.570152 = -1202451.624218 nChanged 37 SP:Iteration 43Q (6623.066463 sec): 3 clusters Score: Raw -1205639.989884 + Penalty 3176.570152 = -1202463.419732 nChanged 33 SP:Iteration 44Q (6623.138267 sec): 3 clusters Score: Raw -1205649.550887 + Penalty 3176.570152 = -1202472.980735 nChanged 30 SP:Iteration 45Q (6623.208060 sec): 3 clusters Score: Raw -1205659.939926 + Penalty 3176.570152 = -1202483.369775 nChanged 34 SP:Iteration 46Q (6623.280725 sec): 3 clusters Score: Raw -1205670.219062 + Penalty 3176.570152 = -1202493.648910 nChanged 29 SP:Iteration 47Q (6623.356288 sec): 3 clusters Score: Raw -1205679.501869 + Penalty 3176.570152 = -1202502.931717 nChanged 28 SP:Iteration 48Q (6623.432184 sec): 3 clusters Score: Raw -1205687.047280 + Penalty 3176.570152 = -1202510.477129 nChanged 21 SP:Iteration 49Q (6623.506095 sec): 3 clusters Score: Raw -1205693.571366 + Penalty 3176.570152 = -1202517.001214 nChanged 27 SP:Iteration 50Q (6623.578490 sec): 3 clusters Score: Raw -1205701.311799 + Penalty 3176.570152 = -1202524.741647 nChanged 26 SP:Iteration 51Q (6623.651057 sec): 3 clusters Score: Raw -1205707.361772 + Penalty 3176.570152 = -1202530.791621 nChanged 25 SP:Iteration 52Q (6623.726061 sec): 3 clusters Score: Raw -1205714.423916 + Penalty 3176.570152 = -1202537.853765 nChanged 18 SP:Iteration 53Q (6623.792513 sec): 3 clusters Score: Raw -1205720.063442 + Penalty 3176.570152 = -1202543.493290 nChanged 17 SP:Iteration 54Q (6623.852449 sec): 3 clusters Score: Raw -1205724.872223 + Penalty 3176.570152 = -1202548.302071 nChanged 17 SP:Iteration 55Q (6623.924241 sec): 3 clusters Score: Raw -1205730.978483 + Penalty 3176.570152 = -1202554.408331 nChanged 18 SP:Iteration 56Q (6623.993377 sec): 3 clusters Score: Raw -1205736.634723 + Penalty 3176.570152 = -1202560.064572 nChanged 24 SP:Iteration 57Q (6624.063588 sec): 3 clusters Score: Raw -1205744.748566 + Penalty 3176.570152 = -1202568.178415 nChanged 29 SP:Iteration 58Q (6624.135820 sec): 3 clusters Score: Raw -1205754.432093 + Penalty 3176.570152 = -1202577.861942 nChanged 25 SP:Iteration 59Q (6624.210310 sec): 3 clusters Score: Raw -1205762.992643 + Penalty 3176.570152 = -1202586.422492 nChanged 26 SP:Iteration 60F (6624.285433 sec): 3 clusters Score: Raw -1205773.680189 + Penalty 3176.570152 = -1202597.110038 nChanged 23 SP:Iteration 61Q (6624.349842 sec): 3 clusters Score: Raw -1205784.500024 + Penalty 3176.570152 = -1202607.929872 nChanged 24 SP:Iteration 62Q (6624.417525 sec): 3 clusters Score: Raw -1205795.775579 + Penalty 3176.570152 = -1202619.205427 nChanged 26 SP:Iteration 63Q (6624.492870 sec): 3 clusters Score: Raw -1205809.849355 + Penalty 3176.570152 = -1202633.279203 nChanged 33 SP:Iteration 64Q (6624.558739 sec): 3 clusters Score: Raw -1205823.510851 + Penalty 3176.570152 = -1202646.940699 nChanged 26 SP:Iteration 65Q (6624.639258 sec): 3 clusters Score: Raw -1205833.494359 + Penalty 3176.570152 = -1202656.924207 nChanged 22 SP:Iteration 66Q (6624.711288 sec): 3 clusters Score: Raw -1205842.931469 + Penalty 3176.570152 = -1202666.361317 nChanged 25 SP:Iteration 67Q (6624.784194 sec): 3 clusters Score: Raw -1205852.752169 + Penalty 3176.570152 = -1202676.182018 nChanged 24 SP:Iteration 68Q (6624.852054 sec): 3 clusters Score: Raw -1205863.878526 + Penalty 3176.570152 = -1202687.308375 nChanged 25 SP:Iteration 69Q (6624.910991 sec): 3 clusters Score: Raw -1205875.097928 + Penalty 3176.570152 = -1202698.527776 nChanged 21 SP:Iteration 70Q (6624.973327 sec): 3 clusters Score: Raw -1205883.267191 + Penalty 3176.570152 = -1202706.697039 nChanged 17 SP:Iteration 71Q (6625.044758 sec): 3 clusters Score: Raw -1205890.460555 + Penalty 3176.570152 = -1202713.890403 nChanged 14 SP:Iteration 72Q (6625.103258 sec): 3 clusters Score: Raw -1205895.289976 + Penalty 3176.570152 = -1202718.719825 nChanged 9 SP:Iteration 73Q (6625.181250 sec): 3 clusters Score: Raw -1205898.681530 + Penalty 3176.570152 = -1202722.111379 nChanged 7 SP:Iteration 74Q (6625.243837 sec): 3 clusters Score: Raw -1205901.086220 + Penalty 3176.570152 = -1202724.516068 nChanged 8 SP:Iteration 75Q (6625.321252 sec): 3 clusters Score: Raw -1205903.933394 + Penalty 3176.570152 = -1202727.363243 nChanged 6 SP:Iteration 76Q (6625.384670 sec): 3 clusters Score: Raw -1205905.657599 + Penalty 3176.570152 = -1202729.087448 nChanged 6 SP:Iteration 77Q (6625.454190 sec): 3 clusters Score: Raw -1205908.769374 + Penalty 3176.570152 = -1202732.199223 nChanged 7 SP:Iteration 78Q (6625.525287 sec): 3 clusters Score: Raw -1205911.387568 + Penalty 3176.570152 = -1202734.817416 nChanged 8 SP:Iteration 79Q (6625.584314 sec): 3 clusters Score: Raw -1205915.262002 + Penalty 3176.570152 = -1202738.691851 nChanged 7 SP:Iteration 80F (6625.662681 sec): 3 clusters Score: Raw -1205918.261568 + Penalty 3176.570152 = -1202741.691416 nChanged 7 SP:Iteration 81Q (6625.729888 sec): 3 clusters Score: Raw -1205921.701269 + Penalty 3176.570152 = -1202745.131117 nChanged 9 SP:Iteration 82Q (6625.808780 sec): 3 clusters Score: Raw -1205924.192878 + Penalty 3176.570152 = -1202747.622727 nChanged 5 SP:Iteration 83Q (6625.872542 sec): 3 clusters Score: Raw -1205926.432151 + Penalty 3176.570152 = -1202749.861999 nChanged 7 SP:Iteration 84Q (6625.946460 sec): 3 clusters Score: Raw -1205929.755423 + Penalty 3176.570152 = -1202753.185271 nChanged 3 SP:Iteration 85Q (6626.015067 sec): 3 clusters Score: Raw -1205930.425898 + Penalty 3176.570152 = -1202753.855746 nChanged 2 SP:Iteration 86Q (6626.074970 sec): 3 clusters Score: Raw -1205931.302781 + Penalty 3176.570152 = -1202754.732629 nChanged 6 SP:Iteration 87Q (6626.146581 sec): 3 clusters Score: Raw -1205933.982852 + Penalty 3176.570152 = -1202757.412700 nChanged 6 SP:Iteration 88Q (6626.210519 sec): 3 clusters Score: Raw -1205935.887068 + Penalty 3176.570152 = -1202759.316916 nChanged 4 SP:Iteration 89Q (6626.281730 sec): 3 clusters Score: Raw -1205937.278763 + Penalty 3176.570152 = -1202760.708612 nChanged 3 SP:Iteration 90Q (6626.347878 sec): 3 clusters Score: Raw -1205939.017468 + Penalty 3176.570152 = -1202762.447316 nChanged 4 SP:Iteration 91Q (6626.421260 sec): 3 clusters Score: Raw -1205940.463423 + Penalty 3176.570152 = -1202763.893271 nChanged 3 SP:Iteration 92Q (6626.491391 sec): 3 clusters Score: Raw -1205941.246199 + Penalty 3176.570152 = -1202764.676047 nChanged 2 SP:Iteration 93Q (6626.556709 sec): 3 clusters Score: Raw -1205941.589893 + Penalty 3176.570152 = -1202765.019742 nChanged 0 SP:Iteration 94F (6626.627157 sec): 3 clusters Score: Raw -1205941.589893 + Penalty 3176.570152 = -1202765.019742 nChanged 0 Trying to split cluster 13 (8868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6626.670536 sec): 2 clusters Score: Raw -611589.574570 + Penalty 1477.158243 = -610112.416327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6626.725642 sec): 3 clusters Score: Raw -606605.209548 + Penalty 2954.316485 = -603650.893062 nChanged 3802 SP:Iteration 1F (6626.774773 sec): 3 clusters Score: Raw -608696.647201 + Penalty 2954.316485 = -605742.330716 nChanged 594 SP:Iteration 2F (6626.839444 sec): 3 clusters Score: Raw -609054.955134 + Penalty 2954.316485 = -606100.638648 nChanged 554 SP:Iteration 3F (6626.892599 sec): 3 clusters Score: Raw -609378.685206 + Penalty 2954.316485 = -606424.368721 nChanged 525 SP:Iteration 4F (6626.943031 sec): 3 clusters Score: Raw -609723.798003 + Penalty 2954.316485 = -606769.481518 nChanged 486 SP:Iteration 5F (6627.009394 sec): 3 clusters Score: Raw -610043.149628 + Penalty 2954.316485 = -607088.833143 nChanged 456 SP:Iteration 6F (6627.059315 sec): 3 clusters Score: Raw -610301.921240 + Penalty 2954.316485 = -607347.604754 nChanged 420 SP:Iteration 7Q (6627.119148 sec): 3 clusters Score: Raw -610510.691950 + Penalty 2954.316485 = -607556.375465 nChanged 331 SP:Iteration 8Q (6627.187393 sec): 3 clusters Score: Raw -610661.057746 + Penalty 2954.316485 = -607706.741261 nChanged 274 SP:Iteration 9Q (6627.249060 sec): 3 clusters Score: Raw -610774.854845 + Penalty 2954.316485 = -607820.538360 nChanged 228 SP:Iteration 10Q (6627.301414 sec): 3 clusters Score: Raw -610880.922507 + Penalty 2954.316485 = -607926.606022 nChanged 235 SP:Iteration 11Q (6627.374317 sec): 3 clusters Score: Raw -610993.640752 + Penalty 2954.316485 = -608039.324267 nChanged 213 SP:Iteration 12Q (6627.426595 sec): 3 clusters Score: Raw -611100.422089 + Penalty 2954.316485 = -608146.105604 nChanged 202 SP:Iteration 13Q (6627.489031 sec): 3 clusters Score: Raw -611202.847569 + Penalty 2954.316485 = -608248.531083 nChanged 184 SP:Iteration 14Q (6627.557128 sec): 3 clusters Score: Raw -611286.858617 + Penalty 2954.316485 = -608332.542132 nChanged 176 SP:Iteration 15Q (6627.615847 sec): 3 clusters Score: Raw -611368.318837 + Penalty 2954.316485 = -608414.002352 nChanged 138 SP:Iteration 16Q (6627.680567 sec): 3 clusters Score: Raw -611432.773010 + Penalty 2954.316485 = -608478.456524 nChanged 132 SP:Iteration 17Q (6627.731535 sec): 3 clusters Score: Raw -611483.217905 + Penalty 2954.316485 = -608528.901419 nChanged 117 SP:Iteration 18Q (6627.794015 sec): 3 clusters Score: Raw -611525.187626 + Penalty 2954.316485 = -608570.871141 nChanged 100 SP:Iteration 19Q (6627.857728 sec): 3 clusters Score: Raw -611557.813393 + Penalty 2954.316485 = -608603.496908 nChanged 80 SP:Iteration 20F (6627.926442 sec): 3 clusters Score: Raw -611582.232697 + Penalty 2954.316485 = -608627.916211 nChanged 72 SP:Iteration 21Q (6627.979477 sec): 3 clusters Score: Raw -611605.983104 + Penalty 2954.316485 = -608651.666619 nChanged 88 SP:Iteration 22Q (6628.046618 sec): 3 clusters Score: Raw -611633.237900 + Penalty 2954.316485 = -608678.921414 nChanged 77 SP:Iteration 23Q (6628.109496 sec): 3 clusters Score: Raw -611659.844630 + Penalty 2954.316485 = -608705.528144 nChanged 76 SP:Iteration 24Q (6628.166931 sec): 3 clusters Score: Raw -611689.609877 + Penalty 2954.316485 = -608735.293391 nChanged 79 SP:Iteration 25Q (6628.231052 sec): 3 clusters Score: Raw -611718.623116 + Penalty 2954.316485 = -608764.306630 nChanged 72 SP:Iteration 26Q (6628.278489 sec): 3 clusters Score: Raw -611742.051121 + Penalty 2954.316485 = -608787.734635 nChanged 58 SP:Iteration 27Q (6628.348460 sec): 3 clusters Score: Raw -611758.122421 + Penalty 2954.316485 = -608803.805936 nChanged 47 SP:Iteration 28Q (6628.411863 sec): 3 clusters Score: Raw -611770.295728 + Penalty 2954.316485 = -608815.979243 nChanged 44 SP:Iteration 29Q (6628.472230 sec): 3 clusters Score: Raw -611781.600757 + Penalty 2954.316485 = -608827.284271 nChanged 40 SP:Iteration 30Q (6628.532830 sec): 3 clusters Score: Raw -611791.947093 + Penalty 2954.316485 = -608837.630607 nChanged 43 SP:Iteration 31Q (6628.588670 sec): 3 clusters Score: Raw -611802.144105 + Penalty 2954.316485 = -608847.827620 nChanged 37 SP:Iteration 32Q (6628.651210 sec): 3 clusters Score: Raw -611811.183807 + Penalty 2954.316485 = -608856.867322 nChanged 39 SP:Iteration 33Q (6628.706379 sec): 3 clusters Score: Raw -611821.686588 + Penalty 2954.316485 = -608867.370103 nChanged 34 SP:Iteration 34Q (6628.767117 sec): 3 clusters Score: Raw -611829.219411 + Penalty 2954.316485 = -608874.902926 nChanged 25 SP:Iteration 35Q (6628.828158 sec): 3 clusters Score: Raw -611834.315050 + Penalty 2954.316485 = -608879.998565 nChanged 16 SP:Iteration 36Q (6628.890335 sec): 3 clusters Score: Raw -611837.385916 + Penalty 2954.316485 = -608883.069430 nChanged 20 SP:Iteration 37Q (6628.941467 sec): 3 clusters Score: Raw -611841.591870 + Penalty 2954.316485 = -608887.275385 nChanged 21 SP:Iteration 38Q (6629.003819 sec): 3 clusters Score: Raw -611845.408638 + Penalty 2954.316485 = -608891.092152 nChanged 16 SP:Iteration 39Q (6629.073939 sec): 3 clusters Score: Raw -611848.223135 + Penalty 2954.316485 = -608893.906649 nChanged 14 SP:Iteration 40F (6629.137829 sec): 3 clusters Score: Raw -611850.790336 + Penalty 2954.316485 = -608896.473850 nChanged 5 SP:Iteration 41Q (6629.197051 sec): 3 clusters Score: Raw -611851.562299 + Penalty 2954.316485 = -608897.245814 nChanged 8 SP:Iteration 42Q (6629.256778 sec): 3 clusters Score: Raw -611853.737745 + Penalty 2954.316485 = -608899.421259 nChanged 10 SP:Iteration 43Q (6629.317311 sec): 3 clusters Score: Raw -611856.102568 + Penalty 2954.316485 = -608901.786082 nChanged 10 SP:Iteration 44Q (6629.380023 sec): 3 clusters Score: Raw -611859.824824 + Penalty 2954.316485 = -608905.508338 nChanged 17 SP:Iteration 45Q (6629.439975 sec): 3 clusters Score: Raw -611863.701608 + Penalty 2954.316485 = -608909.385122 nChanged 17 SP:Iteration 46Q (6629.504175 sec): 3 clusters Score: Raw -611867.375671 + Penalty 2954.316485 = -608913.059186 nChanged 18 SP:Iteration 47Q (6629.566267 sec): 3 clusters Score: Raw -611875.049551 + Penalty 2954.316485 = -608920.733066 nChanged 18 SP:Iteration 48Q (6629.624958 sec): 3 clusters Score: Raw -611880.993917 + Penalty 2954.316485 = -608926.677432 nChanged 16 SP:Iteration 49Q (6629.675798 sec): 3 clusters Score: Raw -611885.401117 + Penalty 2954.316485 = -608931.084632 nChanged 18 SP:Iteration 50Q (6629.738489 sec): 3 clusters Score: Raw -611890.381388 + Penalty 2954.316485 = -608936.064902 nChanged 14 SP:Iteration 51Q (6629.803298 sec): 3 clusters Score: Raw -611893.724426 + Penalty 2954.316485 = -608939.407940 nChanged 13 SP:Iteration 52Q (6629.864574 sec): 3 clusters Score: Raw -611896.661491 + Penalty 2954.316485 = -608942.345006 nChanged 11 SP:Iteration 53Q (6629.923753 sec): 3 clusters Score: Raw -611898.140476 + Penalty 2954.316485 = -608943.823991 nChanged 5 SP:Iteration 54Q (6629.979276 sec): 3 clusters Score: Raw -611899.046990 + Penalty 2954.316485 = -608944.730505 nChanged 5 SP:Iteration 55Q (6630.042675 sec): 3 clusters Score: Raw -611900.770263 + Penalty 2954.316485 = -608946.453777 nChanged 7 SP:Iteration 56Q (6630.101142 sec): 3 clusters Score: Raw -611901.862871 + Penalty 2954.316485 = -608947.546386 nChanged 11 SP:Iteration 57Q (6630.168737 sec): 3 clusters Score: Raw -611905.022229 + Penalty 2954.316485 = -608950.705744 nChanged 9 SP:Iteration 58Q (6630.229731 sec): 3 clusters Score: Raw -611906.404085 + Penalty 2954.316485 = -608952.087600 nChanged 6 SP:Iteration 59Q (6630.291519 sec): 3 clusters Score: Raw -611907.207728 + Penalty 2954.316485 = -608952.891242 nChanged 6 SP:Iteration 60F (6630.353074 sec): 3 clusters Score: Raw -611908.331016 + Penalty 2954.316485 = -608954.014531 nChanged 6 SP:Iteration 61Q (6630.402440 sec): 3 clusters Score: Raw -611909.850252 + Penalty 2954.316485 = -608955.533767 nChanged 9 SP:Iteration 62Q (6630.466887 sec): 3 clusters Score: Raw -611912.375604 + Penalty 2954.316485 = -608958.059118 nChanged 9 SP:Iteration 63Q (6630.520775 sec): 3 clusters Score: Raw -611914.251679 + Penalty 2954.316485 = -608959.935194 nChanged 8 SP:Iteration 64Q (6630.588742 sec): 3 clusters Score: Raw -611915.262367 + Penalty 2954.316485 = -608960.945882 nChanged 2 SP:Iteration 65Q (6630.646886 sec): 3 clusters Score: Raw -611915.581198 + Penalty 2954.316485 = -608961.264713 nChanged 3 SP:Iteration 66Q (6630.705992 sec): 3 clusters Score: Raw -611916.173552 + Penalty 2954.316485 = -608961.857067 nChanged 5 SP:Iteration 67Q (6630.770503 sec): 3 clusters Score: Raw -611916.822776 + Penalty 2954.316485 = -608962.506291 nChanged 4 SP:Iteration 68Q (6630.823973 sec): 3 clusters Score: Raw -611917.486931 + Penalty 2954.316485 = -608963.170445 nChanged 4 SP:Iteration 69Q (6630.895789 sec): 3 clusters Score: Raw -611918.075448 + Penalty 2954.316485 = -608963.758963 nChanged 2 SP:Iteration 70Q (6630.954408 sec): 3 clusters Score: Raw -611918.409514 + Penalty 2954.316485 = -608964.093029 nChanged 1 SP:Iteration 71Q (6631.012273 sec): 3 clusters Score: Raw -611918.487410 + Penalty 2954.316485 = -608964.170924 nChanged 0 SP:Iteration 72F (6631.075617 sec): 3 clusters Score: Raw -611918.487410 + Penalty 2954.316485 = -608964.170924 nChanged 0 Trying to split cluster 14 (53150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6631.174546 sec): 2 clusters Score: Raw -3416437.331385 + Penalty 1768.141925 = -3414669.189460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6631.314332 sec): 3 clusters Score: Raw -3382676.862197 + Penalty 3536.283850 = -3379140.578348 nChanged 24982 SP:Iteration 1F (6631.441480 sec): 3 clusters Score: Raw -3397402.152285 + Penalty 3536.283850 = -3393865.868435 nChanged 2801 SP:Iteration 2F (6631.578409 sec): 3 clusters Score: Raw -3398591.063359 + Penalty 3536.283850 = -3395054.779509 nChanged 3103 SP:Iteration 3F (6631.708175 sec): 3 clusters Score: Raw -3400248.433724 + Penalty 3536.283850 = -3396712.149874 nChanged 3528 SP:Iteration 4F (6631.841096 sec): 3 clusters Score: Raw -3402444.753576 + Penalty 3536.283850 = -3398908.469727 nChanged 3711 SP:Iteration 5F (6631.980567 sec): 3 clusters Score: Raw -3405067.611832 + Penalty 3536.283850 = -3401531.327982 nChanged 3679 SP:Iteration 6F (6632.113501 sec): 3 clusters Score: Raw -3407934.119246 + Penalty 3536.283850 = -3404397.835396 nChanged 3240 SP:Iteration 7F (6632.253765 sec): 3 clusters Score: Raw -3410621.537666 + Penalty 3536.283850 = -3407085.253816 nChanged 2595 SP:Iteration 8Q (6632.398350 sec): 3 clusters Score: Raw -3412868.909324 + Penalty 3536.283850 = -3409332.625474 nChanged 1807 SP:Iteration 9Q (6632.525310 sec): 3 clusters Score: Raw -3414456.322039 + Penalty 3536.283850 = -3410920.038189 nChanged 1108 SP:Iteration 10Q (6632.654453 sec): 3 clusters Score: Raw -3415391.235645 + Penalty 3536.283850 = -3411854.951795 nChanged 652 SP:Iteration 11Q (6632.773579 sec): 3 clusters Score: Raw -3415876.902084 + Penalty 3536.283850 = -3412340.618235 nChanged 416 SP:Iteration 12Q (6632.885054 sec): 3 clusters Score: Raw -3416146.820126 + Penalty 3536.283850 = -3412610.536277 nChanged 252 SP:Iteration 13Q (6633.007563 sec): 3 clusters Score: Raw -3416288.682770 + Penalty 3536.283850 = -3412752.398921 nChanged 175 SP:Iteration 14Q (6633.117726 sec): 3 clusters Score: Raw -3416386.159473 + Penalty 3536.283850 = -3412849.875623 nChanged 138 SP:Iteration 15Q (6633.216642 sec): 3 clusters Score: Raw -3416463.684479 + Penalty 3536.283850 = -3412927.400629 nChanged 118 SP:Iteration 16Q (6633.328416 sec): 3 clusters Score: Raw -3416530.329177 + Penalty 3536.283850 = -3412994.045327 nChanged 92 SP:Iteration 17Q (6633.443694 sec): 3 clusters Score: Raw -3416578.031565 + Penalty 3536.283850 = -3413041.747715 nChanged 83 SP:Iteration 18Q (6633.565162 sec): 3 clusters Score: Raw -3416619.001976 + Penalty 3536.283850 = -3413082.718126 nChanged 51 SP:Iteration 19Q (6633.685978 sec): 3 clusters Score: Raw -3416646.453937 + Penalty 3536.283850 = -3413110.170088 nChanged 39 SP:Iteration 20F (6633.811360 sec): 3 clusters Score: Raw -3416663.690856 + Penalty 3536.283850 = -3413127.407007 nChanged 26 SP:Iteration 21Q (6633.930329 sec): 3 clusters Score: Raw -3416677.313570 + Penalty 3536.283850 = -3413141.029721 nChanged 18 SP:Iteration 22Q (6634.053812 sec): 3 clusters Score: Raw -3416683.614790 + Penalty 3536.283850 = -3413147.330941 nChanged 13 SP:Iteration 23Q (6634.172998 sec): 3 clusters Score: Raw -3416690.171259 + Penalty 3536.283850 = -3413153.887409 nChanged 15 SP:Iteration 24Q (6634.288778 sec): 3 clusters Score: Raw -3416699.331062 + Penalty 3536.283850 = -3413163.047212 nChanged 19 SP:Iteration 25Q (6634.405025 sec): 3 clusters Score: Raw -3416711.178890 + Penalty 3536.283850 = -3413174.895040 nChanged 19 SP:Iteration 26Q (6634.516020 sec): 3 clusters Score: Raw -3416722.600682 + Penalty 3536.283850 = -3413186.316833 nChanged 14 SP:Iteration 27Q (6634.639089 sec): 3 clusters Score: Raw -3416730.254718 + Penalty 3536.283850 = -3413193.970869 nChanged 6 SP:Iteration 28Q (6634.748604 sec): 3 clusters Score: Raw -3416732.956321 + Penalty 3536.283850 = -3413196.672471 nChanged 5 SP:Iteration 29Q (6634.865653 sec): 3 clusters Score: Raw -3416734.812065 + Penalty 3536.283850 = -3413198.528215 nChanged 5 SP:Iteration 30Q (6634.988492 sec): 3 clusters Score: Raw -3416736.592358 + Penalty 3536.283850 = -3413200.308508 nChanged 5 SP:Iteration 31Q (6635.107473 sec): 3 clusters Score: Raw -3416738.388603 + Penalty 3536.283850 = -3413202.104753 nChanged 5 SP:Iteration 32Q (6635.212579 sec): 3 clusters Score: Raw -3416740.769612 + Penalty 3536.283850 = -3413204.485762 nChanged 2 SP:Iteration 33Q (6635.334580 sec): 3 clusters Score: Raw -3416741.274511 + Penalty 3536.283850 = -3413204.990662 nChanged 2 SP:Iteration 34Q (6635.453302 sec): 3 clusters Score: Raw -3416742.203313 + Penalty 3536.283850 = -3413205.919464 nChanged 4 SP:Iteration 35Q (6635.569455 sec): 3 clusters Score: Raw -3416743.928357 + Penalty 3536.283850 = -3413207.644507 nChanged 4 SP:Iteration 36Q (6635.686338 sec): 3 clusters Score: Raw -3416745.865024 + Penalty 3536.283850 = -3413209.581174 nChanged 4 SP:Iteration 37Q (6635.795544 sec): 3 clusters Score: Raw -3416748.018452 + Penalty 3536.283850 = -3413211.734602 nChanged 4 SP:Iteration 38Q (6635.907503 sec): 3 clusters Score: Raw -3416749.484733 + Penalty 3536.283850 = -3413213.200884 nChanged 2 SP:Iteration 39Q (6636.018023 sec): 3 clusters Score: Raw -3416750.455882 + Penalty 3536.283850 = -3413214.172032 nChanged 4 SP:Iteration 40F (6636.150140 sec): 3 clusters Score: Raw -3416751.749821 + Penalty 3536.283850 = -3413215.465972 nChanged 2 SP:Iteration 41Q (6636.271315 sec): 3 clusters Score: Raw -3416752.534088 + Penalty 3536.283850 = -3413216.250239 nChanged 3 SP:Iteration 42Q (6636.379389 sec): 3 clusters Score: Raw -3416753.884136 + Penalty 3536.283850 = -3413217.600287 nChanged 5 SP:Iteration 43Q (6636.496360 sec): 3 clusters Score: Raw -3416756.002955 + Penalty 3536.283850 = -3413219.719106 nChanged 7 SP:Iteration 44Q (6636.618139 sec): 3 clusters Score: Raw -3416760.033372 + Penalty 3536.283850 = -3413223.749523 nChanged 8 SP:Iteration 45Q (6636.730397 sec): 3 clusters Score: Raw -3416764.132514 + Penalty 3536.283850 = -3413227.848664 nChanged 6 SP:Iteration 46Q (6636.844723 sec): 3 clusters Score: Raw -3416766.492216 + Penalty 3536.283850 = -3413230.208366 nChanged 4 SP:Iteration 47Q (6636.949962 sec): 3 clusters Score: Raw -3416767.736037 + Penalty 3536.283850 = -3413231.452187 nChanged 3 SP:Iteration 48Q (6637.071289 sec): 3 clusters Score: Raw -3416768.854375 + Penalty 3536.283850 = -3413232.570526 nChanged 4 SP:Iteration 49Q (6637.181569 sec): 3 clusters Score: Raw -3416769.885653 + Penalty 3536.283850 = -3413233.601803 nChanged 1 SP:Iteration 50Q (6637.299014 sec): 3 clusters Score: Raw -3416770.087181 + Penalty 3536.283850 = -3413233.803331 nChanged 1 SP:Iteration 51Q (6637.415312 sec): 3 clusters Score: Raw -3416770.316802 + Penalty 3536.283850 = -3413234.032952 nChanged 0 SP:Iteration 52F (6637.548459 sec): 3 clusters Score: Raw -3416770.316802 + Penalty 3536.283850 = -3413234.032952 nChanged 0 Trying to split cluster 15 (44309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6637.631513 sec): 2 clusters Score: Raw -3027253.415869 + Penalty 1738.578253 = -3025514.837616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6637.754587 sec): 3 clusters Score: Raw -2999486.855585 + Penalty 3477.156506 = -2996009.699079 nChanged 20672 SP:Iteration 1F (6637.873511 sec): 3 clusters Score: Raw -3011450.597362 + Penalty 3477.156506 = -3007973.440856 nChanged 2112 SP:Iteration 2Q (6637.989655 sec): 3 clusters Score: Raw -3012289.495240 + Penalty 3477.156506 = -3008812.338734 nChanged 2230 SP:Iteration 3F (6638.120943 sec): 3 clusters Score: Raw -3013267.955793 + Penalty 3477.156506 = -3009790.799286 nChanged 2318 SP:Iteration 4F (6638.240345 sec): 3 clusters Score: Raw -3014453.212774 + Penalty 3477.156506 = -3010976.056268 nChanged 2467 SP:Iteration 5F (6638.353760 sec): 3 clusters Score: Raw -3015881.336931 + Penalty 3477.156506 = -3012404.180425 nChanged 2597 SP:Iteration 6F (6638.487190 sec): 3 clusters Score: Raw -3017604.107352 + Penalty 3477.156506 = -3014126.950846 nChanged 2541 SP:Iteration 7F (6638.605960 sec): 3 clusters Score: Raw -3019241.173913 + Penalty 3477.156506 = -3015764.017407 nChanged 2250 SP:Iteration 8F (6638.721832 sec): 3 clusters Score: Raw -3020468.659506 + Penalty 3477.156506 = -3016991.503000 nChanged 1745 SP:Iteration 9Q (6638.843514 sec): 3 clusters Score: Raw -3021185.500383 + Penalty 3477.156506 = -3017708.343877 nChanged 1239 SP:Iteration 10Q (6638.971967 sec): 3 clusters Score: Raw -3021597.983830 + Penalty 3477.156506 = -3018120.827324 nChanged 917 SP:Iteration 11Q (6639.088890 sec): 3 clusters Score: Raw -3021865.364886 + Penalty 3477.156506 = -3018388.208380 nChanged 736 SP:Iteration 12Q (6639.219211 sec): 3 clusters Score: Raw -3022065.236359 + Penalty 3477.156506 = -3018588.079852 nChanged 655 SP:Iteration 13Q (6639.348751 sec): 3 clusters Score: Raw -3022246.127045 + Penalty 3477.156506 = -3018768.970539 nChanged 643 SP:Iteration 14Q (6639.465492 sec): 3 clusters Score: Raw -3022432.711885 + Penalty 3477.156506 = -3018955.555379 nChanged 645 SP:Iteration 15Q (6639.584926 sec): 3 clusters Score: Raw -3022611.601245 + Penalty 3477.156506 = -3019134.444739 nChanged 664 SP:Iteration 16Q (6639.705600 sec): 3 clusters Score: Raw -3022797.018762 + Penalty 3477.156506 = -3019319.862256 nChanged 695 SP:Iteration 17Q (6639.823031 sec): 3 clusters Score: Raw -3023013.269420 + Penalty 3477.156506 = -3019536.112914 nChanged 713 SP:Iteration 18Q (6639.938090 sec): 3 clusters Score: Raw -3023245.383791 + Penalty 3477.156506 = -3019768.227285 nChanged 731 SP:Iteration 19Q (6640.055421 sec): 3 clusters Score: Raw -3023490.829834 + Penalty 3477.156506 = -3020013.673328 nChanged 736 SP:Iteration 20F (6640.182875 sec): 3 clusters Score: Raw -3023734.956039 + Penalty 3477.156506 = -3020257.799533 nChanged 694 SP:Iteration 21Q (6640.305751 sec): 3 clusters Score: Raw -3023961.342382 + Penalty 3477.156506 = -3020484.185876 nChanged 667 SP:Iteration 22Q (6640.425285 sec): 3 clusters Score: Raw -3024189.196933 + Penalty 3477.156506 = -3020712.040427 nChanged 670 SP:Iteration 23Q (6640.536154 sec): 3 clusters Score: Raw -3024427.913576 + Penalty 3477.156506 = -3020950.757070 nChanged 695 SP:Iteration 24Q (6640.660186 sec): 3 clusters Score: Raw -3024690.973299 + Penalty 3477.156506 = -3021213.816793 nChanged 676 SP:Iteration 25Q (6640.778781 sec): 3 clusters Score: Raw -3024950.778284 + Penalty 3477.156506 = -3021473.621778 nChanged 676 SP:Iteration 26Q (6640.889264 sec): 3 clusters Score: Raw -3025212.455004 + Penalty 3477.156506 = -3021735.298498 nChanged 607 SP:Iteration 27Q (6641.013778 sec): 3 clusters Score: Raw -3025456.980331 + Penalty 3477.156506 = -3021979.823825 nChanged 601 SP:Iteration 28Q (6641.132149 sec): 3 clusters Score: Raw -3025705.580217 + Penalty 3477.156506 = -3022228.423711 nChanged 554 SP:Iteration 29Q (6641.239366 sec): 3 clusters Score: Raw -3025929.142612 + Penalty 3477.156506 = -3022451.986106 nChanged 504 SP:Iteration 30Q (6641.357540 sec): 3 clusters Score: Raw -3026146.298749 + Penalty 3477.156506 = -3022669.142243 nChanged 487 SP:Iteration 31Q (6641.467623 sec): 3 clusters Score: Raw -3026363.019656 + Penalty 3477.156506 = -3022885.863150 nChanged 441 SP:Iteration 32Q (6641.570786 sec): 3 clusters Score: Raw -3026560.805693 + Penalty 3477.156506 = -3023083.649187 nChanged 388 SP:Iteration 33Q (6641.687351 sec): 3 clusters Score: Raw -3026733.458405 + Penalty 3477.156506 = -3023256.301899 nChanged 323 SP:Iteration 34Q (6641.801413 sec): 3 clusters Score: Raw -3026879.655895 + Penalty 3477.156506 = -3023402.499389 nChanged 260 SP:Iteration 35Q (6641.899627 sec): 3 clusters Score: Raw -3026987.548942 + Penalty 3477.156506 = -3023510.392436 nChanged 228 SP:Iteration 36Q (6642.009881 sec): 3 clusters Score: Raw -3027086.291304 + Penalty 3477.156506 = -3023609.134798 nChanged 200 SP:Iteration 37Q (6642.120335 sec): 3 clusters Score: Raw -3027173.387634 + Penalty 3477.156506 = -3023696.231128 nChanged 170 SP:Iteration 38Q (6642.233825 sec): 3 clusters Score: Raw -3027241.731599 + Penalty 3477.156506 = -3023764.575093 nChanged 139 SP:Iteration 39Q (6642.342091 sec): 3 clusters Score: Raw -3027302.906310 + Penalty 3477.156506 = -3023825.749804 nChanged 113 SP:Iteration 40F (6642.466197 sec): 3 clusters Score: Raw -3027358.857568 + Penalty 3477.156506 = -3023881.701062 nChanged 87 SP:Iteration 41Q (6642.564071 sec): 3 clusters Score: Raw -3027399.445371 + Penalty 3477.156506 = -3023922.288865 nChanged 52 SP:Iteration 42Q (6642.669912 sec): 3 clusters Score: Raw -3027421.059154 + Penalty 3477.156506 = -3023943.902648 nChanged 46 SP:Iteration 43Q (6642.788659 sec): 3 clusters Score: Raw -3027435.547477 + Penalty 3477.156506 = -3023958.390971 nChanged 30 SP:Iteration 44Q (6642.898937 sec): 3 clusters Score: Raw -3027445.863298 + Penalty 3477.156506 = -3023968.706792 nChanged 29 SP:Iteration 45Q (6643.006663 sec): 3 clusters Score: Raw -3027455.590774 + Penalty 3477.156506 = -3023978.434268 nChanged 32 SP:Iteration 46Q (6643.107989 sec): 3 clusters Score: Raw -3027468.083297 + Penalty 3477.156506 = -3023990.926791 nChanged 32 SP:Iteration 47Q (6643.218568 sec): 3 clusters Score: Raw -3027482.879701 + Penalty 3477.156506 = -3024005.723195 nChanged 33 SP:Iteration 48Q (6643.323556 sec): 3 clusters Score: Raw -3027493.858901 + Penalty 3477.156506 = -3024016.702394 nChanged 27 SP:Iteration 49Q (6643.431667 sec): 3 clusters Score: Raw -3027507.245412 + Penalty 3477.156506 = -3024030.088906 nChanged 31 SP:Iteration 50Q (6643.532561 sec): 3 clusters Score: Raw -3027520.543298 + Penalty 3477.156506 = -3024043.386792 nChanged 23 SP:Iteration 51Q (6643.641936 sec): 3 clusters Score: Raw -3027530.491626 + Penalty 3477.156506 = -3024053.335120 nChanged 18 SP:Iteration 52Q (6643.746712 sec): 3 clusters Score: Raw -3027538.602772 + Penalty 3477.156506 = -3024061.446266 nChanged 12 SP:Iteration 53Q (6643.852149 sec): 3 clusters Score: Raw -3027543.640529 + Penalty 3477.156506 = -3024066.484023 nChanged 13 SP:Iteration 54Q (6643.962753 sec): 3 clusters Score: Raw -3027549.472937 + Penalty 3477.156506 = -3024072.316431 nChanged 8 SP:Iteration 55Q (6644.069892 sec): 3 clusters Score: Raw -3027552.909359 + Penalty 3477.156506 = -3024075.752853 nChanged 6 SP:Iteration 56Q (6644.179596 sec): 3 clusters Score: Raw -3027555.551456 + Penalty 3477.156506 = -3024078.394950 nChanged 7 SP:Iteration 57Q (6644.289126 sec): 3 clusters Score: Raw -3027558.980073 + Penalty 3477.156506 = -3024081.823567 nChanged 9 SP:Iteration 58Q (6644.401652 sec): 3 clusters Score: Raw -3027563.491542 + Penalty 3477.156506 = -3024086.335036 nChanged 10 SP:Iteration 59Q (6644.507538 sec): 3 clusters Score: Raw -3027566.990424 + Penalty 3477.156506 = -3024089.833918 nChanged 5 SP:Iteration 60F (6644.630359 sec): 3 clusters Score: Raw -3027569.459817 + Penalty 3477.156506 = -3024092.303311 nChanged 3 SP:Iteration 61Q (6644.739499 sec): 3 clusters Score: Raw -3027572.659309 + Penalty 3477.156506 = -3024095.502803 nChanged 5 SP:Iteration 62Q (6644.841502 sec): 3 clusters Score: Raw -3027574.319182 + Penalty 3477.156506 = -3024097.162676 nChanged 3 SP:Iteration 63Q (6644.949947 sec): 3 clusters Score: Raw -3027576.760580 + Penalty 3477.156506 = -3024099.604074 nChanged 4 SP:Iteration 64Q (6645.060539 sec): 3 clusters Score: Raw -3027580.415140 + Penalty 3477.156506 = -3024103.258634 nChanged 5 SP:Iteration 65Q (6645.168336 sec): 3 clusters Score: Raw -3027582.926831 + Penalty 3477.156506 = -3024105.770325 nChanged 4 SP:Iteration 66Q (6645.274976 sec): 3 clusters Score: Raw -3027584.419767 + Penalty 3477.156506 = -3024107.263261 nChanged 4 SP:Iteration 67Q (6645.378089 sec): 3 clusters Score: Raw -3027586.391803 + Penalty 3477.156506 = -3024109.235297 nChanged 6 SP:Iteration 68Q (6645.497895 sec): 3 clusters Score: Raw -3027588.972915 + Penalty 3477.156506 = -3024111.816409 nChanged 4 SP:Iteration 69Q (6645.605941 sec): 3 clusters Score: Raw -3027591.338416 + Penalty 3477.156506 = -3024114.181910 nChanged 2 SP:Iteration 70Q (6645.713380 sec): 3 clusters Score: Raw -3027592.227755 + Penalty 3477.156506 = -3024115.071249 nChanged 2 SP:Iteration 71Q (6645.817273 sec): 3 clusters Score: Raw -3027593.306170 + Penalty 3477.156506 = -3024116.149664 nChanged 4 SP:Iteration 72Q (6645.931691 sec): 3 clusters Score: Raw -3027596.762123 + Penalty 3477.156506 = -3024119.605617 nChanged 8 SP:Iteration 73Q (6646.042697 sec): 3 clusters Score: Raw -3027601.449286 + Penalty 3477.156506 = -3024124.292780 nChanged 8 SP:Iteration 74Q (6646.141759 sec): 3 clusters Score: Raw -3027606.144723 + Penalty 3477.156506 = -3024128.988217 nChanged 9 SP:Iteration 75Q (6646.242148 sec): 3 clusters Score: Raw -3027610.854175 + Penalty 3477.156506 = -3024133.697669 nChanged 7 SP:Iteration 76Q (6646.346806 sec): 3 clusters Score: Raw -3027615.994531 + Penalty 3477.156506 = -3024138.838025 nChanged 7 SP:Iteration 77Q (6646.457276 sec): 3 clusters Score: Raw -3027618.807755 + Penalty 3477.156506 = -3024141.651249 nChanged 7 SP:Iteration 78Q (6646.567392 sec): 3 clusters Score: Raw -3027622.853191 + Penalty 3477.156506 = -3024145.696685 nChanged 4 SP:Iteration 79Q (6646.659363 sec): 3 clusters Score: Raw -3027626.674927 + Penalty 3477.156506 = -3024149.518421 nChanged 2 SP:Iteration 80F (6646.773330 sec): 3 clusters Score: Raw -3027628.211659 + Penalty 3477.156506 = -3024151.055153 nChanged 2 SP:Iteration 81Q (6646.867707 sec): 3 clusters Score: Raw -3027630.405954 + Penalty 3477.156506 = -3024153.249448 nChanged 2 SP:Iteration 82Q (6646.973349 sec): 3 clusters Score: Raw -3027631.288237 + Penalty 3477.156506 = -3024154.131731 nChanged 2 SP:Iteration 83Q (6647.085819 sec): 3 clusters Score: Raw -3027632.643546 + Penalty 3477.156506 = -3024155.487040 nChanged 2 SP:Iteration 84Q (6647.190882 sec): 3 clusters Score: Raw -3027633.768885 + Penalty 3477.156506 = -3024156.612379 nChanged 2 SP:Iteration 85Q (6647.296466 sec): 3 clusters Score: Raw -3027635.084968 + Penalty 3477.156506 = -3024157.928462 nChanged 1 SP:Iteration 86Q (6647.402553 sec): 3 clusters Score: Raw -3027635.615769 + Penalty 3477.156506 = -3024158.459263 nChanged 0 SP:Iteration 87F (6647.521437 sec): 3 clusters Score: Raw -3027635.615769 + Penalty 3477.156506 = -3024158.459263 nChanged 0 Trying to split cluster 16 (1304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6647.558358 sec): 2 clusters Score: Raw -84823.152138 + Penalty 1165.643658 = -83657.508480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6647.604495 sec): 3 clusters Score: Raw -84363.554860 + Penalty 2331.287316 = -82032.267544 nChanged 415 SP:Iteration 1F (6647.642186 sec): 3 clusters Score: Raw -84666.441203 + Penalty 2331.287316 = -82335.153887 nChanged 92 SP:Iteration 2F (6647.699512 sec): 3 clusters Score: Raw -84743.064302 + Penalty 2331.287316 = -82411.776986 nChanged 57 SP:Iteration 3Q (6647.747681 sec): 3 clusters Score: Raw -84784.532136 + Penalty 2331.287316 = -82453.244820 nChanged 30 SP:Iteration 4Q (6647.786821 sec): 3 clusters Score: Raw -84807.557005 + Penalty 2331.287316 = -82476.269689 nChanged 28 SP:Iteration 5Q (6647.841434 sec): 3 clusters Score: Raw -84829.768064 + Penalty 2331.287316 = -82498.480748 nChanged 22 SP:Iteration 6Q (6647.890732 sec): 3 clusters Score: Raw -84843.979963 + Penalty 2331.287316 = -82512.692647 nChanged 18 SP:Iteration 7Q (6647.939993 sec): 3 clusters Score: Raw -84856.695588 + Penalty 2331.287316 = -82525.408271 nChanged 12 SP:Iteration 8Q (6647.980849 sec): 3 clusters Score: Raw -84863.638011 + Penalty 2331.287316 = -82532.350695 nChanged 7 SP:Iteration 9Q (6648.019425 sec): 3 clusters Score: Raw -84867.885379 + Penalty 2331.287316 = -82536.598063 nChanged 9 SP:Iteration 10Q (6648.075510 sec): 3 clusters Score: Raw -84873.911539 + Penalty 2331.287316 = -82542.624223 nChanged 10 SP:Iteration 11Q (6648.118186 sec): 3 clusters Score: Raw -84880.037311 + Penalty 2331.287316 = -82548.749995 nChanged 10 SP:Iteration 12Q (6648.160104 sec): 3 clusters Score: Raw -84885.036721 + Penalty 2331.287316 = -82553.749405 nChanged 10 SP:Iteration 13Q (6648.207623 sec): 3 clusters Score: Raw -84889.474912 + Penalty 2331.287316 = -82558.187595 nChanged 4 SP:Iteration 14Q (6648.248650 sec): 3 clusters Score: Raw -84892.021173 + Penalty 2331.287316 = -82560.733857 nChanged 6 SP:Iteration 15Q (6648.286109 sec): 3 clusters Score: Raw -84894.369365 + Penalty 2331.287316 = -82563.082048 nChanged 4 SP:Iteration 16Q (6648.337477 sec): 3 clusters Score: Raw -84896.581757 + Penalty 2331.287316 = -82565.294441 nChanged 7 SP:Iteration 17Q (6648.374978 sec): 3 clusters Score: Raw -84900.959076 + Penalty 2331.287316 = -82569.671759 nChanged 8 SP:Iteration 18Q (6648.427575 sec): 3 clusters Score: Raw -84908.528238 + Penalty 2331.287316 = -82577.240922 nChanged 8 SP:Iteration 19Q (6648.473280 sec): 3 clusters Score: Raw -84916.629972 + Penalty 2331.287316 = -82585.342656 nChanged 3 SP:Iteration 20F (6648.525787 sec): 3 clusters Score: Raw -84918.678397 + Penalty 2331.287316 = -82587.391081 nChanged 3 SP:Iteration 21Q (6648.567381 sec): 3 clusters Score: Raw -84919.971078 + Penalty 2331.287316 = -82588.683761 nChanged 2 SP:Iteration 22Q (6648.624329 sec): 3 clusters Score: Raw -84920.624032 + Penalty 2331.287316 = -82589.336716 nChanged 4 SP:Iteration 23Q (6648.661772 sec): 3 clusters Score: Raw -84924.351120 + Penalty 2331.287316 = -82593.063804 nChanged 8 SP:Iteration 24Q (6648.713998 sec): 3 clusters Score: Raw -84930.235477 + Penalty 2331.287316 = -82598.948161 nChanged 5 SP:Iteration 25Q (6648.759638 sec): 3 clusters Score: Raw -84933.619606 + Penalty 2331.287316 = -82602.332290 nChanged 6 SP:Iteration 26Q (6648.798484 sec): 3 clusters Score: Raw -84936.428960 + Penalty 2331.287316 = -82605.141643 nChanged 2 SP:Iteration 27Q (6648.854009 sec): 3 clusters Score: Raw -84937.827460 + Penalty 2331.287316 = -82606.540143 nChanged 3 SP:Iteration 28Q (6648.897729 sec): 3 clusters Score: Raw -84940.098796 + Penalty 2331.287316 = -82608.811480 nChanged 4 SP:Iteration 29Q (6648.936769 sec): 3 clusters Score: Raw -84942.804064 + Penalty 2331.287316 = -82611.516747 nChanged 3 SP:Iteration 30Q (6648.986531 sec): 3 clusters Score: Raw -84944.211443 + Penalty 2331.287316 = -82612.924127 nChanged 3 SP:Iteration 31Q (6649.030805 sec): 3 clusters Score: Raw -84945.480840 + Penalty 2331.287316 = -82614.193524 nChanged 2 SP:Iteration 32Q (6649.074824 sec): 3 clusters Score: Raw -84946.074426 + Penalty 2331.287316 = -82614.787109 nChanged 1 SP:Iteration 33Q (6649.123950 sec): 3 clusters Score: Raw -84946.427120 + Penalty 2331.287316 = -82615.139803 nChanged 1 SP:Iteration 34Q (6649.167455 sec): 3 clusters Score: Raw -84947.457121 + Penalty 2331.287316 = -82616.169805 nChanged 0 SP:Iteration 35F (6649.219627 sec): 3 clusters Score: Raw -84947.457121 + Penalty 2331.287316 = -82616.169805 nChanged 0 Trying to split cluster 17 (2000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6649.247129 sec): 2 clusters Score: Raw -113439.257538 + Penalty 1235.146650 = -112204.110888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6649.297320 sec): 3 clusters Score: Raw -112633.099233 + Penalty 2470.293299 = -110162.805933 nChanged 723 SP:Iteration 1F (6649.346327 sec): 3 clusters Score: Raw -113270.054913 + Penalty 2470.293299 = -110799.761614 nChanged 204 SP:Iteration 2F (6649.389404 sec): 3 clusters Score: Raw -113577.480093 + Penalty 2470.293299 = -111107.186794 nChanged 186 SP:Iteration 3F (6649.440477 sec): 3 clusters Score: Raw -113933.886891 + Penalty 2470.293299 = -111463.593591 nChanged 146 SP:Iteration 4F (6649.481050 sec): 3 clusters Score: Raw -114246.464909 + Penalty 2470.293299 = -111776.171610 nChanged 121 SP:Iteration 5F (6649.524863 sec): 3 clusters Score: Raw -114487.544614 + Penalty 2470.293299 = -112017.251315 nChanged 74 SP:Iteration 6Q (6649.573119 sec): 3 clusters Score: Raw -114617.117584 + Penalty 2470.293299 = -112146.824284 nChanged 43 SP:Iteration 7Q (6649.633627 sec): 3 clusters Score: Raw -114680.539623 + Penalty 2470.293299 = -112210.246324 nChanged 16 SP:Iteration 8Q (6649.671607 sec): 3 clusters Score: Raw -114701.169716 + Penalty 2470.293299 = -112230.876416 nChanged 12 SP:Iteration 9Q (6649.720832 sec): 3 clusters Score: Raw -114710.849966 + Penalty 2470.293299 = -112240.556667 nChanged 7 SP:Iteration 10Q (6649.762403 sec): 3 clusters Score: Raw -114715.558605 + Penalty 2470.293299 = -112245.265306 nChanged 5 SP:Iteration 11Q (6649.819309 sec): 3 clusters Score: Raw -114717.477515 + Penalty 2470.293299 = -112247.184215 nChanged 1 SP:Iteration 12Q (6649.865666 sec): 3 clusters Score: Raw -114718.217686 + Penalty 2470.293299 = -112247.924386 nChanged 1 SP:Iteration 13Q (6649.911684 sec): 3 clusters Score: Raw -114718.957480 + Penalty 2470.293299 = -112248.664180 nChanged 2 SP:Iteration 14Q (6649.956225 sec): 3 clusters Score: Raw -114720.372193 + Penalty 2470.293299 = -112250.078893 nChanged 0 SP:Iteration 15F (6650.002535 sec): 3 clusters Score: Raw -114720.372193 + Penalty 2470.293299 = -112250.078893 nChanged 0 Score: Raw -32166164.133032 + Penalty 78919.061034 = -32087245.071998 Splitting cluster 17 changes total score from -32088096.904939 to -32087245.071998 So it's not getting split. Trying to split cluster 18 (4612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6661.509814 sec): 2 clusters Score: Raw -319116.990661 + Penalty 1370.917743 = -317746.072918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6661.567267 sec): 3 clusters Score: Raw -316759.385004 + Penalty 2741.835486 = -314017.549518 nChanged 1858 SP:Iteration 1F (6661.617167 sec): 3 clusters Score: Raw -317806.795623 + Penalty 2741.835486 = -315064.960137 nChanged 386 SP:Iteration 2F (6661.672320 sec): 3 clusters Score: Raw -318058.564066 + Penalty 2741.835486 = -315316.728579 nChanged 287 SP:Iteration 3F (6661.719341 sec): 3 clusters Score: Raw -318259.124101 + Penalty 2741.835486 = -315517.288614 nChanged 265 SP:Iteration 4F (6661.767564 sec): 3 clusters Score: Raw -318452.713255 + Penalty 2741.835486 = -315710.877768 nChanged 248 SP:Iteration 5F (6661.819964 sec): 3 clusters Score: Raw -318632.632477 + Penalty 2741.835486 = -315890.796990 nChanged 200 SP:Iteration 6Q (6661.875380 sec): 3 clusters Score: Raw -318778.994269 + Penalty 2741.835486 = -316037.158783 nChanged 167 SP:Iteration 7Q (6661.933634 sec): 3 clusters Score: Raw -318893.598709 + Penalty 2741.835486 = -316151.763223 nChanged 146 SP:Iteration 8Q (6661.982708 sec): 3 clusters Score: Raw -318972.908499 + Penalty 2741.835486 = -316231.073012 nChanged 105 SP:Iteration 9Q (6662.038809 sec): 3 clusters Score: Raw -319024.854544 + Penalty 2741.835486 = -316283.019058 nChanged 83 SP:Iteration 10Q (6662.080213 sec): 3 clusters Score: Raw -319062.066745 + Penalty 2741.835486 = -316320.231258 nChanged 70 SP:Iteration 11Q (6662.132523 sec): 3 clusters Score: Raw -319093.281597 + Penalty 2741.835486 = -316351.446110 nChanged 50 SP:Iteration 12Q (6662.188155 sec): 3 clusters Score: Raw -319110.674510 + Penalty 2741.835486 = -316368.839023 nChanged 26 SP:Iteration 13Q (6662.235736 sec): 3 clusters Score: Raw -319118.701171 + Penalty 2741.835486 = -316376.865685 nChanged 17 SP:Iteration 14Q (6662.284460 sec): 3 clusters Score: Raw -319123.946052 + Penalty 2741.835486 = -316382.110566 nChanged 15 SP:Iteration 15Q (6662.336870 sec): 3 clusters Score: Raw -319129.189114 + Penalty 2741.835486 = -316387.353627 nChanged 9 SP:Iteration 16Q (6662.394867 sec): 3 clusters Score: Raw -319131.098907 + Penalty 2741.835486 = -316389.263420 nChanged 6 SP:Iteration 17Q (6662.445967 sec): 3 clusters Score: Raw -319132.950027 + Penalty 2741.835486 = -316391.114540 nChanged 6 SP:Iteration 18Q (6662.502008 sec): 3 clusters Score: Raw -319134.729548 + Penalty 2741.835486 = -316392.894062 nChanged 8 SP:Iteration 19Q (6662.557554 sec): 3 clusters Score: Raw -319136.635312 + Penalty 2741.835486 = -316394.799825 nChanged 5 SP:Iteration 20F (6662.609696 sec): 3 clusters Score: Raw -319137.433879 + Penalty 2741.835486 = -316395.598393 nChanged 5 SP:Iteration 21Q (6662.652158 sec): 3 clusters Score: Raw -319138.049419 + Penalty 2741.835486 = -316396.213933 nChanged 3 SP:Iteration 22Q (6662.712677 sec): 3 clusters Score: Raw -319138.456157 + Penalty 2741.835486 = -316396.620671 nChanged 4 SP:Iteration 23Q (6662.769618 sec): 3 clusters Score: Raw -319138.974746 + Penalty 2741.835486 = -316397.139260 nChanged 3 SP:Iteration 24Q (6662.815514 sec): 3 clusters Score: Raw -319139.475834 + Penalty 2741.835486 = -316397.640348 nChanged 2 SP:Iteration 25Q (6662.870189 sec): 3 clusters Score: Raw -319139.928000 + Penalty 2741.835486 = -316398.092514 nChanged 5 SP:Iteration 26Q (6662.923801 sec): 3 clusters Score: Raw -319141.110550 + Penalty 2741.835486 = -316399.275064 nChanged 5 SP:Iteration 27Q (6662.972850 sec): 3 clusters Score: Raw -319142.317901 + Penalty 2741.835486 = -316400.482415 nChanged 3 SP:Iteration 28Q (6663.029005 sec): 3 clusters Score: Raw -319142.847855 + Penalty 2741.835486 = -316401.012369 nChanged 1 SP:Iteration 29Q (6663.070602 sec): 3 clusters Score: Raw -319143.093999 + Penalty 2741.835486 = -316401.258513 nChanged 1 SP:Iteration 30Q (6663.129709 sec): 3 clusters Score: Raw -319143.226162 + Penalty 2741.835486 = -316401.390676 nChanged 0 SP:Iteration 31F (6663.186438 sec): 3 clusters Score: Raw -319143.226162 + Penalty 2741.835486 = -316401.390676 nChanged 0 Trying to split cluster 19 (12671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6663.224764 sec): 2 clusters Score: Raw -831101.655093 + Penalty 1535.149069 = -829566.506024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6663.285013 sec): 3 clusters Score: Raw -823768.605199 + Penalty 3070.298139 = -820698.307060 nChanged 5579 SP:Iteration 1F (6663.350001 sec): 3 clusters Score: Raw -826778.714921 + Penalty 3070.298139 = -823708.416782 nChanged 768 SP:Iteration 2F (6663.419168 sec): 3 clusters Score: Raw -827092.762515 + Penalty 3070.298139 = -824022.464376 nChanged 667 SP:Iteration 3F (6663.495258 sec): 3 clusters Score: Raw -827405.012053 + Penalty 3070.298139 = -824334.713914 nChanged 674 SP:Iteration 4F (6663.561861 sec): 3 clusters Score: Raw -827779.639532 + Penalty 3070.298139 = -824709.341393 nChanged 677 SP:Iteration 5F (6663.625906 sec): 3 clusters Score: Raw -828171.405052 + Penalty 3070.298139 = -825101.106913 nChanged 679 SP:Iteration 6F (6663.688643 sec): 3 clusters Score: Raw -828618.535398 + Penalty 3070.298139 = -825548.237259 nChanged 674 SP:Iteration 7F (6663.754073 sec): 3 clusters Score: Raw -829098.693874 + Penalty 3070.298139 = -826028.395736 nChanged 668 SP:Iteration 8F (6663.824177 sec): 3 clusters Score: Raw -829637.497122 + Penalty 3070.298139 = -826567.198983 nChanged 661 SP:Iteration 9F (6663.886131 sec): 3 clusters Score: Raw -830218.286915 + Penalty 3070.298139 = -827147.988776 nChanged 591 SP:Iteration 10Q (6663.952486 sec): 3 clusters Score: Raw -830806.804622 + Penalty 3070.298139 = -827736.506483 nChanged 484 SP:Iteration 11Q (6664.024450 sec): 3 clusters Score: Raw -831292.834916 + Penalty 3070.298139 = -828222.536777 nChanged 351 SP:Iteration 12Q (6664.089240 sec): 3 clusters Score: Raw -831522.306223 + Penalty 3070.298139 = -828452.008084 nChanged 213 SP:Iteration 13Q (6664.149496 sec): 3 clusters Score: Raw -831632.275690 + Penalty 3070.298139 = -828561.977551 nChanged 138 SP:Iteration 14Q (6664.223548 sec): 3 clusters Score: Raw -831673.638419 + Penalty 3070.298139 = -828603.340280 nChanged 82 SP:Iteration 15Q (6664.289741 sec): 3 clusters Score: Raw -831691.850974 + Penalty 3070.298139 = -828621.552835 nChanged 57 SP:Iteration 16Q (6664.356823 sec): 3 clusters Score: Raw -831701.820598 + Penalty 3070.298139 = -828631.522459 nChanged 36 SP:Iteration 17Q (6664.418539 sec): 3 clusters Score: Raw -831708.808037 + Penalty 3070.298139 = -828638.509898 nChanged 29 SP:Iteration 18Q (6664.485018 sec): 3 clusters Score: Raw -831712.667820 + Penalty 3070.298139 = -828642.369681 nChanged 25 SP:Iteration 19Q (6664.545147 sec): 3 clusters Score: Raw -831717.763402 + Penalty 3070.298139 = -828647.465263 nChanged 23 SP:Iteration 20F (6664.618027 sec): 3 clusters Score: Raw -831723.264663 + Penalty 3070.298139 = -828652.966524 nChanged 30 SP:Iteration 21Q (6664.676609 sec): 3 clusters Score: Raw -831728.368515 + Penalty 3070.298139 = -828658.070376 nChanged 16 SP:Iteration 22Q (6664.740825 sec): 3 clusters Score: Raw -831731.081143 + Penalty 3070.298139 = -828660.783004 nChanged 14 SP:Iteration 23Q (6664.818530 sec): 3 clusters Score: Raw -831733.441727 + Penalty 3070.298139 = -828663.143589 nChanged 16 SP:Iteration 24Q (6664.871256 sec): 3 clusters Score: Raw -831735.650033 + Penalty 3070.298139 = -828665.351894 nChanged 12 SP:Iteration 25Q (6664.946249 sec): 3 clusters Score: Raw -831737.336149 + Penalty 3070.298139 = -828667.038010 nChanged 11 SP:Iteration 26Q (6665.008733 sec): 3 clusters Score: Raw -831738.286698 + Penalty 3070.298139 = -828667.988559 nChanged 4 SP:Iteration 27Q (6665.076277 sec): 3 clusters Score: Raw -831738.557991 + Penalty 3070.298139 = -828668.259852 nChanged 4 SP:Iteration 28Q (6665.134642 sec): 3 clusters Score: Raw -831738.936190 + Penalty 3070.298139 = -828668.638051 nChanged 6 SP:Iteration 29Q (6665.203997 sec): 3 clusters Score: Raw -831739.494502 + Penalty 3070.298139 = -828669.196363 nChanged 3 SP:Iteration 30Q (6665.273560 sec): 3 clusters Score: Raw -831739.648748 + Penalty 3070.298139 = -828669.350609 nChanged 2 SP:Iteration 31Q (6665.327389 sec): 3 clusters Score: Raw -831739.795411 + Penalty 3070.298139 = -828669.497272 nChanged 2 SP:Iteration 32Q (6665.390714 sec): 3 clusters Score: Raw -831740.032751 + Penalty 3070.298139 = -828669.734612 nChanged 1 SP:Iteration 33Q (6665.455865 sec): 3 clusters Score: Raw -831740.129806 + Penalty 3070.298139 = -828669.831667 nChanged 0 SP:Iteration 34F (6665.527830 sec): 3 clusters Score: Raw -831740.129806 + Penalty 3070.298139 = -828669.831667 nChanged 0 Trying to split cluster 20 (5826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6665.559000 sec): 2 clusters Score: Raw -373559.026960 + Penalty 1408.888965 = -372150.137995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6665.607869 sec): 3 clusters Score: Raw -370469.564124 + Penalty 2817.777930 = -367651.786194 nChanged 2418 SP:Iteration 1F (6665.654105 sec): 3 clusters Score: Raw -371821.161609 + Penalty 2817.777930 = -369003.383679 nChanged 418 SP:Iteration 2F (6665.711050 sec): 3 clusters Score: Raw -372088.817138 + Penalty 2817.777930 = -369271.039208 nChanged 405 SP:Iteration 3F (6665.758935 sec): 3 clusters Score: Raw -372373.649805 + Penalty 2817.777930 = -369555.871875 nChanged 368 SP:Iteration 4F (6665.818813 sec): 3 clusters Score: Raw -372668.438017 + Penalty 2817.777930 = -369850.660087 nChanged 378 SP:Iteration 5F (6665.866276 sec): 3 clusters Score: Raw -373030.854078 + Penalty 2817.777930 = -370213.076149 nChanged 376 SP:Iteration 6F (6665.931021 sec): 3 clusters Score: Raw -373453.435064 + Penalty 2817.777930 = -370635.657135 nChanged 324 SP:Iteration 7F (6665.970665 sec): 3 clusters Score: Raw -373808.697765 + Penalty 2817.777930 = -370990.919835 nChanged 245 SP:Iteration 8Q (6666.028201 sec): 3 clusters Score: Raw -374051.130961 + Penalty 2817.777930 = -371233.353031 nChanged 189 SP:Iteration 9Q (6666.071918 sec): 3 clusters Score: Raw -374168.880358 + Penalty 2817.777930 = -371351.102428 nChanged 126 SP:Iteration 10Q (6666.125207 sec): 3 clusters Score: Raw -374245.573494 + Penalty 2817.777930 = -371427.795564 nChanged 80 SP:Iteration 11Q (6666.184703 sec): 3 clusters Score: Raw -374290.551467 + Penalty 2817.777930 = -371472.773538 nChanged 44 SP:Iteration 12Q (6666.246455 sec): 3 clusters Score: Raw -374308.636884 + Penalty 2817.777930 = -371490.858954 nChanged 19 SP:Iteration 13Q (6666.299545 sec): 3 clusters Score: Raw -374314.311312 + Penalty 2817.777930 = -371496.533382 nChanged 9 SP:Iteration 14Q (6666.348364 sec): 3 clusters Score: Raw -374316.604130 + Penalty 2817.777930 = -371498.826200 nChanged 5 SP:Iteration 15Q (6666.396339 sec): 3 clusters Score: Raw -374318.444022 + Penalty 2817.777930 = -371500.666092 nChanged 4 SP:Iteration 16Q (6666.451148 sec): 3 clusters Score: Raw -374319.500572 + Penalty 2817.777930 = -371501.722643 nChanged 3 SP:Iteration 17Q (6666.500117 sec): 3 clusters Score: Raw -374320.345814 + Penalty 2817.777930 = -371502.567884 nChanged 3 SP:Iteration 18Q (6666.547678 sec): 3 clusters Score: Raw -374321.096343 + Penalty 2817.777930 = -371503.318414 nChanged 1 SP:Iteration 19Q (6666.603352 sec): 3 clusters Score: Raw -374321.642636 + Penalty 2817.777930 = -371503.864706 nChanged 2 SP:Iteration 20F (6666.654361 sec): 3 clusters Score: Raw -374322.206232 + Penalty 2817.777930 = -371504.428303 nChanged 5 SP:Iteration 21Q (6666.699746 sec): 3 clusters Score: Raw -374323.630149 + Penalty 2817.777930 = -371505.852220 nChanged 4 SP:Iteration 22Q (6666.743577 sec): 3 clusters Score: Raw -374325.173267 + Penalty 2817.777930 = -371507.395337 nChanged 8 SP:Iteration 23Q (6666.797691 sec): 3 clusters Score: Raw -374327.623014 + Penalty 2817.777930 = -371509.845084 nChanged 4 SP:Iteration 24Q (6666.856958 sec): 3 clusters Score: Raw -374328.622059 + Penalty 2817.777930 = -371510.844129 nChanged 5 SP:Iteration 25Q (6666.904323 sec): 3 clusters Score: Raw -374330.801288 + Penalty 2817.777930 = -371513.023358 nChanged 4 SP:Iteration 26Q (6666.954127 sec): 3 clusters Score: Raw -374332.144709 + Penalty 2817.777930 = -371514.366779 nChanged 3 SP:Iteration 27Q (6667.017235 sec): 3 clusters Score: Raw -374333.234692 + Penalty 2817.777930 = -371515.456762 nChanged 2 SP:Iteration 28Q (6667.056244 sec): 3 clusters Score: Raw -374333.798494 + Penalty 2817.777930 = -371516.020564 nChanged 3 SP:Iteration 29Q (6667.120878 sec): 3 clusters Score: Raw -374334.397862 + Penalty 2817.777930 = -371516.619933 nChanged 1 SP:Iteration 30Q (6667.165820 sec): 3 clusters Score: Raw -374334.619650 + Penalty 2817.777930 = -371516.841720 nChanged 3 SP:Iteration 31Q (6667.218734 sec): 3 clusters Score: Raw -374335.291173 + Penalty 2817.777930 = -371517.513243 nChanged 3 SP:Iteration 32Q (6667.283709 sec): 3 clusters Score: Raw -374335.972656 + Penalty 2817.777930 = -371518.194727 nChanged 0 SP:Iteration 33F (6667.335715 sec): 3 clusters Score: Raw -374335.972656 + Penalty 2817.777930 = -371518.194727 nChanged 0 Trying to split cluster 21 (3013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6667.353200 sec): 2 clusters Score: Raw -204928.971236 + Penalty 1301.737375 = -203627.233861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6667.402423 sec): 3 clusters Score: Raw -203478.480694 + Penalty 2603.474750 = -200875.005944 nChanged 1120 SP:Iteration 1F (6667.445400 sec): 3 clusters Score: Raw -204117.469487 + Penalty 2603.474750 = -201513.994737 nChanged 260 SP:Iteration 2F (6667.494288 sec): 3 clusters Score: Raw -204284.748861 + Penalty 2603.474750 = -201681.274111 nChanged 172 SP:Iteration 3F (6667.536493 sec): 3 clusters Score: Raw -204396.538001 + Penalty 2603.474750 = -201793.063251 nChanged 130 SP:Iteration 4Q (6667.581990 sec): 3 clusters Score: Raw -204469.813490 + Penalty 2603.474750 = -201866.338739 nChanged 91 SP:Iteration 5Q (6667.631858 sec): 3 clusters Score: Raw -204517.897353 + Penalty 2603.474750 = -201914.422602 nChanged 78 SP:Iteration 6Q (6667.681708 sec): 3 clusters Score: Raw -204555.175425 + Penalty 2603.474750 = -201951.700675 nChanged 51 SP:Iteration 7Q (6667.727626 sec): 3 clusters Score: Raw -204580.049016 + Penalty 2603.474750 = -201976.574266 nChanged 38 SP:Iteration 8Q (6667.778910 sec): 3 clusters Score: Raw -204596.550731 + Penalty 2603.474750 = -201993.075980 nChanged 29 SP:Iteration 9Q (6667.843466 sec): 3 clusters Score: Raw -204608.681167 + Penalty 2603.474750 = -202005.206416 nChanged 30 SP:Iteration 10Q (6667.895407 sec): 3 clusters Score: Raw -204620.835740 + Penalty 2603.474750 = -202017.360989 nChanged 29 SP:Iteration 11Q (6667.942753 sec): 3 clusters Score: Raw -204629.996337 + Penalty 2603.474750 = -202026.521587 nChanged 27 SP:Iteration 12Q (6667.995578 sec): 3 clusters Score: Raw -204640.757691 + Penalty 2603.474750 = -202037.282941 nChanged 24 SP:Iteration 13Q (6668.051183 sec): 3 clusters Score: Raw -204648.950880 + Penalty 2603.474750 = -202045.476129 nChanged 20 SP:Iteration 14Q (6668.091928 sec): 3 clusters Score: Raw -204655.450184 + Penalty 2603.474750 = -202051.975434 nChanged 20 SP:Iteration 15Q (6668.145037 sec): 3 clusters Score: Raw -204663.981352 + Penalty 2603.474750 = -202060.506602 nChanged 23 SP:Iteration 16Q (6668.189269 sec): 3 clusters Score: Raw -204673.467498 + Penalty 2603.474750 = -202069.992748 nChanged 23 SP:Iteration 17Q (6668.237116 sec): 3 clusters Score: Raw -204680.519032 + Penalty 2603.474750 = -202077.044282 nChanged 16 SP:Iteration 18Q (6668.293259 sec): 3 clusters Score: Raw -204687.216842 + Penalty 2603.474750 = -202083.742092 nChanged 20 SP:Iteration 19Q (6668.337324 sec): 3 clusters Score: Raw -204695.064061 + Penalty 2603.474750 = -202091.589311 nChanged 16 SP:Iteration 20F (6668.388535 sec): 3 clusters Score: Raw -204702.032423 + Penalty 2603.474750 = -202098.557673 nChanged 19 SP:Iteration 21Q (6668.447326 sec): 3 clusters Score: Raw -204710.537011 + Penalty 2603.474750 = -202107.062261 nChanged 22 SP:Iteration 22Q (6668.490410 sec): 3 clusters Score: Raw -204718.228903 + Penalty 2603.474750 = -202114.754152 nChanged 24 SP:Iteration 23Q (6668.546121 sec): 3 clusters Score: Raw -204728.577653 + Penalty 2603.474750 = -202125.102903 nChanged 30 SP:Iteration 24Q (6668.598700 sec): 3 clusters Score: Raw -204739.761055 + Penalty 2603.474750 = -202136.286305 nChanged 23 SP:Iteration 25Q (6668.643799 sec): 3 clusters Score: Raw -204749.638005 + Penalty 2603.474750 = -202146.163255 nChanged 25 SP:Iteration 26Q (6668.700021 sec): 3 clusters Score: Raw -204761.084971 + Penalty 2603.474750 = -202157.610221 nChanged 25 SP:Iteration 27Q (6668.744036 sec): 3 clusters Score: Raw -204771.467139 + Penalty 2603.474750 = -202167.992389 nChanged 22 SP:Iteration 28Q (6668.794610 sec): 3 clusters Score: Raw -204783.161481 + Penalty 2603.474750 = -202179.686730 nChanged 26 SP:Iteration 29Q (6668.849748 sec): 3 clusters Score: Raw -204795.802949 + Penalty 2603.474750 = -202192.328199 nChanged 32 SP:Iteration 30Q (6668.896768 sec): 3 clusters Score: Raw -204808.108657 + Penalty 2603.474750 = -202204.633906 nChanged 27 SP:Iteration 31Q (6668.948522 sec): 3 clusters Score: Raw -204819.055801 + Penalty 2603.474750 = -202215.581051 nChanged 27 SP:Iteration 32Q (6668.997043 sec): 3 clusters Score: Raw -204832.628099 + Penalty 2603.474750 = -202229.153349 nChanged 29 SP:Iteration 33Q (6669.049209 sec): 3 clusters Score: Raw -204847.884635 + Penalty 2603.474750 = -202244.409885 nChanged 37 SP:Iteration 34Q (6669.097935 sec): 3 clusters Score: Raw -204869.771235 + Penalty 2603.474750 = -202266.296485 nChanged 27 SP:Iteration 35Q (6669.157574 sec): 3 clusters Score: Raw -204882.720568 + Penalty 2603.474750 = -202279.245818 nChanged 27 SP:Iteration 36Q (6669.209559 sec): 3 clusters Score: Raw -204897.305669 + Penalty 2603.474750 = -202293.830919 nChanged 23 SP:Iteration 37Q (6669.254382 sec): 3 clusters Score: Raw -204909.976736 + Penalty 2603.474750 = -202306.501986 nChanged 22 SP:Iteration 38Q (6669.306111 sec): 3 clusters Score: Raw -204919.595300 + Penalty 2603.474750 = -202316.120550 nChanged 16 SP:Iteration 39Q (6669.350059 sec): 3 clusters Score: Raw -204924.240128 + Penalty 2603.474750 = -202320.765377 nChanged 12 SP:Iteration 40F (6669.406662 sec): 3 clusters Score: Raw -204927.709516 + Penalty 2603.474750 = -202324.234766 nChanged 9 SP:Iteration 41Q (6669.457815 sec): 3 clusters Score: Raw -204930.171730 + Penalty 2603.474750 = -202326.696980 nChanged 9 SP:Iteration 42Q (6669.509973 sec): 3 clusters Score: Raw -204933.231981 + Penalty 2603.474750 = -202329.757230 nChanged 7 SP:Iteration 43Q (6669.559687 sec): 3 clusters Score: Raw -204935.172438 + Penalty 2603.474750 = -202331.697688 nChanged 7 SP:Iteration 44Q (6669.610902 sec): 3 clusters Score: Raw -204938.186338 + Penalty 2603.474750 = -202334.711588 nChanged 11 SP:Iteration 45Q (6669.660172 sec): 3 clusters Score: Raw -204942.217090 + Penalty 2603.474750 = -202338.742340 nChanged 14 SP:Iteration 46Q (6669.714415 sec): 3 clusters Score: Raw -204948.222311 + Penalty 2603.474750 = -202344.747561 nChanged 10 SP:Iteration 47Q (6669.764055 sec): 3 clusters Score: Raw -204952.974804 + Penalty 2603.474750 = -202349.500053 nChanged 13 SP:Iteration 48Q (6669.803003 sec): 3 clusters Score: Raw -204957.289253 + Penalty 2603.474750 = -202353.814503 nChanged 8 SP:Iteration 49Q (6669.851113 sec): 3 clusters Score: Raw -204960.897667 + Penalty 2603.474750 = -202357.422917 nChanged 9 SP:Iteration 50Q (6669.909278 sec): 3 clusters Score: Raw -204964.988775 + Penalty 2603.474750 = -202361.514025 nChanged 9 SP:Iteration 51Q (6669.957648 sec): 3 clusters Score: Raw -204969.379528 + Penalty 2603.474750 = -202365.904778 nChanged 9 SP:Iteration 52Q (6669.998242 sec): 3 clusters Score: Raw -204972.377358 + Penalty 2603.474750 = -202368.902607 nChanged 9 SP:Iteration 53Q (6670.057415 sec): 3 clusters Score: Raw -204975.160075 + Penalty 2603.474750 = -202371.685325 nChanged 5 SP:Iteration 54Q (6670.106435 sec): 3 clusters Score: Raw -204976.475722 + Penalty 2603.474750 = -202373.000972 nChanged 5 SP:Iteration 55Q (6670.152377 sec): 3 clusters Score: Raw -204977.928149 + Penalty 2603.474750 = -202374.453399 nChanged 7 SP:Iteration 56Q (6670.201217 sec): 3 clusters Score: Raw -204979.622098 + Penalty 2603.474750 = -202376.147348 nChanged 4 SP:Iteration 57Q (6670.259290 sec): 3 clusters Score: Raw -204981.509109 + Penalty 2603.474750 = -202378.034359 nChanged 7 SP:Iteration 58Q (6670.308661 sec): 3 clusters Score: Raw -204984.459752 + Penalty 2603.474750 = -202380.985002 nChanged 5 SP:Iteration 59Q (6670.352953 sec): 3 clusters Score: Raw -204985.916319 + Penalty 2603.474750 = -202382.441569 nChanged 4 SP:Iteration 60F (6670.410522 sec): 3 clusters Score: Raw -204987.928783 + Penalty 2603.474750 = -202384.454033 nChanged 7 SP:Iteration 61Q (6670.448787 sec): 3 clusters Score: Raw -204991.227545 + Penalty 2603.474750 = -202387.752794 nChanged 9 SP:Iteration 62Q (6670.502307 sec): 3 clusters Score: Raw -204994.822567 + Penalty 2603.474750 = -202391.347817 nChanged 7 SP:Iteration 63Q (6670.553949 sec): 3 clusters Score: Raw -204999.112971 + Penalty 2603.474750 = -202395.638221 nChanged 17 SP:Iteration 64Q (6670.597814 sec): 3 clusters Score: Raw -205005.046933 + Penalty 2603.474750 = -202401.572183 nChanged 12 SP:Iteration 65Q (6670.659462 sec): 3 clusters Score: Raw -205009.611443 + Penalty 2603.474750 = -202406.136693 nChanged 7 SP:Iteration 66Q (6670.696812 sec): 3 clusters Score: Raw -205012.004363 + Penalty 2603.474750 = -202408.529613 nChanged 2 SP:Iteration 67Q (6670.754990 sec): 3 clusters Score: Raw -205012.554778 + Penalty 2603.474750 = -202409.080028 nChanged 2 SP:Iteration 68Q (6670.795728 sec): 3 clusters Score: Raw -205013.535122 + Penalty 2603.474750 = -202410.060372 nChanged 2 SP:Iteration 69Q (6670.853733 sec): 3 clusters Score: Raw -205014.167651 + Penalty 2603.474750 = -202410.692900 nChanged 1 SP:Iteration 70Q (6670.907109 sec): 3 clusters Score: Raw -205014.494794 + Penalty 2603.474750 = -202411.020044 nChanged 1 SP:Iteration 71Q (6670.962441 sec): 3 clusters Score: Raw -205014.648317 + Penalty 2603.474750 = -202411.173567 nChanged 0 SP:Iteration 72F (6671.013354 sec): 3 clusters Score: Raw -205014.648317 + Penalty 2603.474750 = -202411.173567 nChanged 0 Trying to split cluster 22 (8161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6671.049410 sec): 2 clusters Score: Raw -557138.429350 + Penalty 1463.657323 = -555674.772027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6671.098931 sec): 3 clusters Score: Raw -552649.192225 + Penalty 2927.314647 = -549721.877579 nChanged 3484 SP:Iteration 1F (6671.164696 sec): 3 clusters Score: Raw -554607.051122 + Penalty 2927.314647 = -551679.736475 nChanged 598 SP:Iteration 2F (6671.228228 sec): 3 clusters Score: Raw -554934.429160 + Penalty 2927.314647 = -552007.114513 nChanged 483 SP:Iteration 3F (6671.288198 sec): 3 clusters Score: Raw -555208.939245 + Penalty 2927.314647 = -552281.624598 nChanged 442 SP:Iteration 4F (6671.353272 sec): 3 clusters Score: Raw -555472.144071 + Penalty 2927.314647 = -552544.829425 nChanged 405 SP:Iteration 5Q (6671.412845 sec): 3 clusters Score: Raw -555710.981171 + Penalty 2927.314647 = -552783.666524 nChanged 360 SP:Iteration 6Q (6671.466647 sec): 3 clusters Score: Raw -555908.702589 + Penalty 2927.314647 = -552981.387942 nChanged 303 SP:Iteration 7Q (6671.538840 sec): 3 clusters Score: Raw -556062.665510 + Penalty 2927.314647 = -553135.350863 nChanged 259 SP:Iteration 8Q (6671.588384 sec): 3 clusters Score: Raw -556186.828478 + Penalty 2927.314647 = -553259.513832 nChanged 231 SP:Iteration 9Q (6671.655888 sec): 3 clusters Score: Raw -556280.365341 + Penalty 2927.314647 = -553353.050694 nChanged 207 SP:Iteration 10Q (6671.702717 sec): 3 clusters Score: Raw -556361.568005 + Penalty 2927.314647 = -553434.253358 nChanged 191 SP:Iteration 11Q (6671.763263 sec): 3 clusters Score: Raw -556433.376554 + Penalty 2927.314647 = -553506.061908 nChanged 169 SP:Iteration 12Q (6671.822561 sec): 3 clusters Score: Raw -556509.200372 + Penalty 2927.314647 = -553581.885725 nChanged 164 SP:Iteration 13Q (6671.874180 sec): 3 clusters Score: Raw -556573.604951 + Penalty 2927.314647 = -553646.290304 nChanged 168 SP:Iteration 14Q (6671.925722 sec): 3 clusters Score: Raw -556650.699670 + Penalty 2927.314647 = -553723.385024 nChanged 170 SP:Iteration 15Q (6671.989579 sec): 3 clusters Score: Raw -556731.155428 + Penalty 2927.314647 = -553803.840782 nChanged 165 SP:Iteration 16Q (6672.050376 sec): 3 clusters Score: Raw -556806.817072 + Penalty 2927.314647 = -553879.502425 nChanged 152 SP:Iteration 17Q (6672.114281 sec): 3 clusters Score: Raw -556876.915046 + Penalty 2927.314647 = -553949.600400 nChanged 150 SP:Iteration 18Q (6672.179900 sec): 3 clusters Score: Raw -556942.796313 + Penalty 2927.314647 = -554015.481667 nChanged 137 SP:Iteration 19Q (6672.236916 sec): 3 clusters Score: Raw -556991.137237 + Penalty 2927.314647 = -554063.822590 nChanged 117 SP:Iteration 20F (6672.299425 sec): 3 clusters Score: Raw -557028.907175 + Penalty 2927.314647 = -554101.592529 nChanged 105 SP:Iteration 21Q (6672.346471 sec): 3 clusters Score: Raw -557061.262112 + Penalty 2927.314647 = -554133.947465 nChanged 94 SP:Iteration 22Q (6672.407357 sec): 3 clusters Score: Raw -557090.719530 + Penalty 2927.314647 = -554163.404883 nChanged 102 SP:Iteration 23Q (6672.464754 sec): 3 clusters Score: Raw -557124.128204 + Penalty 2927.314647 = -554196.813557 nChanged 92 SP:Iteration 24Q (6672.525649 sec): 3 clusters Score: Raw -557151.548275 + Penalty 2927.314647 = -554224.233629 nChanged 81 SP:Iteration 25Q (6672.583893 sec): 3 clusters Score: Raw -557172.201381 + Penalty 2927.314647 = -554244.886735 nChanged 70 SP:Iteration 26Q (6672.647384 sec): 3 clusters Score: Raw -557193.365270 + Penalty 2927.314647 = -554266.050624 nChanged 76 SP:Iteration 27Q (6672.703107 sec): 3 clusters Score: Raw -557215.557450 + Penalty 2927.314647 = -554288.242803 nChanged 79 SP:Iteration 28Q (6672.767569 sec): 3 clusters Score: Raw -557246.720492 + Penalty 2927.314647 = -554319.405846 nChanged 95 SP:Iteration 29Q (6672.830731 sec): 3 clusters Score: Raw -557286.371766 + Penalty 2927.314647 = -554359.057119 nChanged 96 SP:Iteration 30Q (6672.890241 sec): 3 clusters Score: Raw -557328.506542 + Penalty 2927.314647 = -554401.191896 nChanged 96 SP:Iteration 31Q (6672.939546 sec): 3 clusters Score: Raw -557366.010385 + Penalty 2927.314647 = -554438.695738 nChanged 78 SP:Iteration 32Q (6673.010189 sec): 3 clusters Score: Raw -557393.144093 + Penalty 2927.314647 = -554465.829447 nChanged 63 SP:Iteration 33Q (6673.057917 sec): 3 clusters Score: Raw -557409.984297 + Penalty 2927.314647 = -554482.669650 nChanged 60 SP:Iteration 34Q (6673.123074 sec): 3 clusters Score: Raw -557428.841862 + Penalty 2927.314647 = -554501.527215 nChanged 51 SP:Iteration 35Q (6673.185050 sec): 3 clusters Score: Raw -557448.351754 + Penalty 2927.314647 = -554521.037108 nChanged 54 SP:Iteration 36Q (6673.246153 sec): 3 clusters Score: Raw -557467.317455 + Penalty 2927.314647 = -554540.002808 nChanged 51 SP:Iteration 37Q (6673.304883 sec): 3 clusters Score: Raw -557488.101427 + Penalty 2927.314647 = -554560.786781 nChanged 52 SP:Iteration 38Q (6673.368322 sec): 3 clusters Score: Raw -557507.351035 + Penalty 2927.314647 = -554580.036388 nChanged 53 SP:Iteration 39Q (6673.420789 sec): 3 clusters Score: Raw -557527.506727 + Penalty 2927.314647 = -554600.192080 nChanged 54 SP:Iteration 40F (6673.482022 sec): 3 clusters Score: Raw -557545.054831 + Penalty 2927.314647 = -554617.740184 nChanged 38 SP:Iteration 41Q (6673.538290 sec): 3 clusters Score: Raw -557555.240527 + Penalty 2927.314647 = -554627.925880 nChanged 31 SP:Iteration 42Q (6673.589635 sec): 3 clusters Score: Raw -557564.350249 + Penalty 2927.314647 = -554637.035603 nChanged 25 SP:Iteration 43Q (6673.653066 sec): 3 clusters Score: Raw -557570.351142 + Penalty 2927.314647 = -554643.036495 nChanged 22 SP:Iteration 44Q (6673.701394 sec): 3 clusters Score: Raw -557576.254306 + Penalty 2927.314647 = -554648.939659 nChanged 23 SP:Iteration 45Q (6673.765344 sec): 3 clusters Score: Raw -557581.389758 + Penalty 2927.314647 = -554654.075111 nChanged 14 SP:Iteration 46Q (6673.808988 sec): 3 clusters Score: Raw -557585.315222 + Penalty 2927.314647 = -554658.000575 nChanged 17 SP:Iteration 47Q (6673.868175 sec): 3 clusters Score: Raw -557590.675336 + Penalty 2927.314647 = -554663.360689 nChanged 21 SP:Iteration 48Q (6673.920099 sec): 3 clusters Score: Raw -557595.898567 + Penalty 2927.314647 = -554668.583921 nChanged 16 SP:Iteration 49Q (6673.970357 sec): 3 clusters Score: Raw -557600.955243 + Penalty 2927.314647 = -554673.640596 nChanged 24 SP:Iteration 50Q (6674.026415 sec): 3 clusters Score: Raw -557608.513478 + Penalty 2927.314647 = -554681.198832 nChanged 28 SP:Iteration 51Q (6674.079525 sec): 3 clusters Score: Raw -557618.027515 + Penalty 2927.314647 = -554690.712869 nChanged 27 SP:Iteration 52Q (6674.141499 sec): 3 clusters Score: Raw -557628.086147 + Penalty 2927.314647 = -554700.771501 nChanged 24 SP:Iteration 53Q (6674.191953 sec): 3 clusters Score: Raw -557636.072270 + Penalty 2927.314647 = -554708.757623 nChanged 22 SP:Iteration 54Q (6674.254608 sec): 3 clusters Score: Raw -557645.428562 + Penalty 2927.314647 = -554718.113916 nChanged 21 SP:Iteration 55Q (6674.304228 sec): 3 clusters Score: Raw -557654.571747 + Penalty 2927.314647 = -554727.257100 nChanged 25 SP:Iteration 56Q (6674.363268 sec): 3 clusters Score: Raw -557669.609648 + Penalty 2927.314647 = -554742.295002 nChanged 34 SP:Iteration 57Q (6674.420109 sec): 3 clusters Score: Raw -557693.368902 + Penalty 2927.314647 = -554766.054255 nChanged 35 SP:Iteration 58Q (6674.472756 sec): 3 clusters Score: Raw -557718.822188 + Penalty 2927.314647 = -554791.507541 nChanged 33 SP:Iteration 59Q (6674.523940 sec): 3 clusters Score: Raw -557742.828008 + Penalty 2927.314647 = -554815.513362 nChanged 33 SP:Iteration 60F (6674.577886 sec): 3 clusters Score: Raw -557769.974457 + Penalty 2927.314647 = -554842.659811 nChanged 36 SP:Iteration 61Q (6674.643821 sec): 3 clusters Score: Raw -557804.095781 + Penalty 2927.314647 = -554876.781135 nChanged 33 SP:Iteration 62Q (6674.689505 sec): 3 clusters Score: Raw -557827.589970 + Penalty 2927.314647 = -554900.275324 nChanged 23 SP:Iteration 63Q (6674.742417 sec): 3 clusters Score: Raw -557839.867925 + Penalty 2927.314647 = -554912.553279 nChanged 27 SP:Iteration 64Q (6674.804406 sec): 3 clusters Score: Raw -557861.937910 + Penalty 2927.314647 = -554934.623263 nChanged 31 SP:Iteration 65Q (6674.863667 sec): 3 clusters Score: Raw -557882.027410 + Penalty 2927.314647 = -554954.712763 nChanged 21 SP:Iteration 66Q (6674.920760 sec): 3 clusters Score: Raw -557891.674542 + Penalty 2927.314647 = -554964.359895 nChanged 14 SP:Iteration 67Q (6674.972871 sec): 3 clusters Score: Raw -557898.547183 + Penalty 2927.314647 = -554971.232536 nChanged 9 SP:Iteration 68Q (6675.022020 sec): 3 clusters Score: Raw -557901.220893 + Penalty 2927.314647 = -554973.906246 nChanged 3 SP:Iteration 69Q (6675.074259 sec): 3 clusters Score: Raw -557901.810706 + Penalty 2927.314647 = -554974.496059 nChanged 2 SP:Iteration 70Q (6675.135504 sec): 3 clusters Score: Raw -557902.343702 + Penalty 2927.314647 = -554975.029056 nChanged 2 SP:Iteration 71Q (6675.197513 sec): 3 clusters Score: Raw -557903.359383 + Penalty 2927.314647 = -554976.044737 nChanged 3 SP:Iteration 72Q (6675.253802 sec): 3 clusters Score: Raw -557904.664328 + Penalty 2927.314647 = -554977.349681 nChanged 3 SP:Iteration 73Q (6675.309171 sec): 3 clusters Score: Raw -557905.316541 + Penalty 2927.314647 = -554978.001895 nChanged 0 SP:Iteration 74F (6675.358510 sec): 3 clusters Score: Raw -557905.316541 + Penalty 2927.314647 = -554978.001895 nChanged 0 Trying to split cluster 23 (19249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6675.410407 sec): 2 clusters Score: Raw -1336587.442629 + Penalty 1603.097338 = -1334984.345290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6675.501986 sec): 3 clusters Score: Raw -1325058.840674 + Penalty 3206.194677 = -1321852.645998 nChanged 8730 SP:Iteration 1F (6675.580313 sec): 3 clusters Score: Raw -1329885.023793 + Penalty 3206.194677 = -1326678.829116 nChanged 1107 SP:Iteration 2F (6675.657415 sec): 3 clusters Score: Raw -1330399.856262 + Penalty 3206.194677 = -1327193.661585 nChanged 1084 SP:Iteration 3F (6675.740317 sec): 3 clusters Score: Raw -1330976.050713 + Penalty 3206.194677 = -1327769.856037 nChanged 1221 SP:Iteration 4F (6675.818818 sec): 3 clusters Score: Raw -1331802.782328 + Penalty 3206.194677 = -1328596.587651 nChanged 1398 SP:Iteration 5F (6675.892903 sec): 3 clusters Score: Raw -1332787.114245 + Penalty 3206.194677 = -1329580.919569 nChanged 1385 SP:Iteration 6F (6675.982231 sec): 3 clusters Score: Raw -1333793.933584 + Penalty 3206.194677 = -1330587.738907 nChanged 1302 SP:Iteration 7F (6676.057573 sec): 3 clusters Score: Raw -1334704.956790 + Penalty 3206.194677 = -1331498.762113 nChanged 1100 SP:Iteration 8F (6676.129600 sec): 3 clusters Score: Raw -1335387.457815 + Penalty 3206.194677 = -1332181.263138 nChanged 835 SP:Iteration 9Q (6676.205347 sec): 3 clusters Score: Raw -1335810.465889 + Penalty 3206.194677 = -1332604.271213 nChanged 603 SP:Iteration 10Q (6676.283282 sec): 3 clusters Score: Raw -1336079.974565 + Penalty 3206.194677 = -1332873.779888 nChanged 500 SP:Iteration 11Q (6676.369505 sec): 3 clusters Score: Raw -1336306.235307 + Penalty 3206.194677 = -1333100.040630 nChanged 463 SP:Iteration 12Q (6676.446167 sec): 3 clusters Score: Raw -1336510.749969 + Penalty 3206.194677 = -1333304.555292 nChanged 414 SP:Iteration 13Q (6676.525497 sec): 3 clusters Score: Raw -1336683.592812 + Penalty 3206.194677 = -1333477.398135 nChanged 359 SP:Iteration 14Q (6676.605719 sec): 3 clusters Score: Raw -1336828.054636 + Penalty 3206.194677 = -1333621.859959 nChanged 319 SP:Iteration 15Q (6676.679979 sec): 3 clusters Score: Raw -1336945.241065 + Penalty 3206.194677 = -1333739.046388 nChanged 273 SP:Iteration 16Q (6676.762380 sec): 3 clusters Score: Raw -1337044.322658 + Penalty 3206.194677 = -1333838.127981 nChanged 245 SP:Iteration 17Q (6676.838676 sec): 3 clusters Score: Raw -1337136.176832 + Penalty 3206.194677 = -1333929.982156 nChanged 196 SP:Iteration 18Q (6676.918813 sec): 3 clusters Score: Raw -1337199.090273 + Penalty 3206.194677 = -1333992.895596 nChanged 151 SP:Iteration 19Q (6676.997238 sec): 3 clusters Score: Raw -1337242.542586 + Penalty 3206.194677 = -1334036.347909 nChanged 132 SP:Iteration 20F (6677.084447 sec): 3 clusters Score: Raw -1337275.537039 + Penalty 3206.194677 = -1334069.342363 nChanged 85 SP:Iteration 21Q (6677.166657 sec): 3 clusters Score: Raw -1337295.366743 + Penalty 3206.194677 = -1334089.172067 nChanged 77 SP:Iteration 22Q (6677.242652 sec): 3 clusters Score: Raw -1337316.670071 + Penalty 3206.194677 = -1334110.475394 nChanged 70 SP:Iteration 23Q (6677.320620 sec): 3 clusters Score: Raw -1337335.204516 + Penalty 3206.194677 = -1334129.009839 nChanged 64 SP:Iteration 24Q (6677.410106 sec): 3 clusters Score: Raw -1337351.831684 + Penalty 3206.194677 = -1334145.637007 nChanged 53 SP:Iteration 25Q (6677.481312 sec): 3 clusters Score: Raw -1337362.538528 + Penalty 3206.194677 = -1334156.343851 nChanged 39 SP:Iteration 26Q (6677.548080 sec): 3 clusters Score: Raw -1337371.285520 + Penalty 3206.194677 = -1334165.090844 nChanged 34 SP:Iteration 27Q (6677.638513 sec): 3 clusters Score: Raw -1337378.126172 + Penalty 3206.194677 = -1334171.931495 nChanged 19 SP:Iteration 28Q (6677.712811 sec): 3 clusters Score: Raw -1337382.109709 + Penalty 3206.194677 = -1334175.915032 nChanged 22 SP:Iteration 29Q (6677.798696 sec): 3 clusters Score: Raw -1337387.086529 + Penalty 3206.194677 = -1334180.891852 nChanged 28 SP:Iteration 30Q (6677.880465 sec): 3 clusters Score: Raw -1337393.578298 + Penalty 3206.194677 = -1334187.383621 nChanged 23 SP:Iteration 31Q (6677.961240 sec): 3 clusters Score: Raw -1337398.614134 + Penalty 3206.194677 = -1334192.419458 nChanged 21 SP:Iteration 32Q (6678.038688 sec): 3 clusters Score: Raw -1337402.024637 + Penalty 3206.194677 = -1334195.829960 nChanged 17 SP:Iteration 33Q (6678.120524 sec): 3 clusters Score: Raw -1337405.332750 + Penalty 3206.194677 = -1334199.138073 nChanged 11 SP:Iteration 34Q (6678.202082 sec): 3 clusters Score: Raw -1337408.225614 + Penalty 3206.194677 = -1334202.030937 nChanged 17 SP:Iteration 35Q (6678.277393 sec): 3 clusters Score: Raw -1337411.953958 + Penalty 3206.194677 = -1334205.759281 nChanged 12 SP:Iteration 36Q (6678.347864 sec): 3 clusters Score: Raw -1337414.965561 + Penalty 3206.194677 = -1334208.770884 nChanged 15 SP:Iteration 37Q (6678.436102 sec): 3 clusters Score: Raw -1337418.426427 + Penalty 3206.194677 = -1334212.231750 nChanged 15 SP:Iteration 38Q (6678.508045 sec): 3 clusters Score: Raw -1337421.766826 + Penalty 3206.194677 = -1334215.572149 nChanged 12 SP:Iteration 39Q (6678.594326 sec): 3 clusters Score: Raw -1337423.886736 + Penalty 3206.194677 = -1334217.692059 nChanged 13 SP:Iteration 40F (6678.661944 sec): 3 clusters Score: Raw -1337425.777037 + Penalty 3206.194677 = -1334219.582360 nChanged 5 SP:Iteration 41Q (6678.742259 sec): 3 clusters Score: Raw -1337426.698943 + Penalty 3206.194677 = -1334220.504266 nChanged 3 SP:Iteration 42Q (6678.824322 sec): 3 clusters Score: Raw -1337427.200581 + Penalty 3206.194677 = -1334221.005904 nChanged 4 SP:Iteration 43Q (6678.904101 sec): 3 clusters Score: Raw -1337427.725706 + Penalty 3206.194677 = -1334221.531029 nChanged 3 SP:Iteration 44Q (6678.981067 sec): 3 clusters Score: Raw -1337427.978214 + Penalty 3206.194677 = -1334221.783537 nChanged 1 SP:Iteration 45Q (6679.055373 sec): 3 clusters Score: Raw -1337428.087913 + Penalty 3206.194677 = -1334221.893236 nChanged 2 SP:Iteration 46Q (6679.144368 sec): 3 clusters Score: Raw -1337428.404792 + Penalty 3206.194677 = -1334222.210115 nChanged 1 SP:Iteration 47Q (6679.224615 sec): 3 clusters Score: Raw -1337428.837279 + Penalty 3206.194677 = -1334222.642602 nChanged 2 SP:Iteration 48Q (6679.304563 sec): 3 clusters Score: Raw -1337429.070968 + Penalty 3206.194677 = -1334222.876291 nChanged 2 SP:Iteration 49Q (6679.375148 sec): 3 clusters Score: Raw -1337429.241718 + Penalty 3206.194677 = -1334223.047042 nChanged 2 SP:Iteration 50Q (6679.454556 sec): 3 clusters Score: Raw -1337429.520218 + Penalty 3206.194677 = -1334223.325541 nChanged 3 SP:Iteration 51Q (6679.540674 sec): 3 clusters Score: Raw -1337429.961064 + Penalty 3206.194677 = -1334223.766387 nChanged 2 SP:Iteration 52Q (6679.609775 sec): 3 clusters Score: Raw -1337430.276981 + Penalty 3206.194677 = -1334224.082304 nChanged 4 SP:Iteration 53Q (6679.695075 sec): 3 clusters Score: Raw -1337431.665084 + Penalty 3206.194677 = -1334225.470407 nChanged 3 SP:Iteration 54Q (6679.778575 sec): 3 clusters Score: Raw -1337431.996444 + Penalty 3206.194677 = -1334225.801767 nChanged 2 SP:Iteration 55Q (6679.854793 sec): 3 clusters Score: Raw -1337432.278967 + Penalty 3206.194677 = -1334226.084290 nChanged 5 SP:Iteration 56Q (6679.940757 sec): 3 clusters Score: Raw -1337433.847704 + Penalty 3206.194677 = -1334227.653027 nChanged 4 SP:Iteration 57Q (6680.011777 sec): 3 clusters Score: Raw -1337434.601793 + Penalty 3206.194677 = -1334228.407117 nChanged 2 SP:Iteration 58Q (6680.102878 sec): 3 clusters Score: Raw -1337435.000358 + Penalty 3206.194677 = -1334228.805681 nChanged 3 SP:Iteration 59Q (6680.175507 sec): 3 clusters Score: Raw -1337435.350242 + Penalty 3206.194677 = -1334229.155565 nChanged 0 SP:Iteration 60F (6680.249296 sec): 3 clusters Score: Raw -1337435.350242 + Penalty 3206.194677 = -1334229.155565 nChanged 0 Trying to split cluster 24 (449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6680.285952 sec): 2 clusters Score: Raw -20659.865501 + Penalty 992.391219 = -19667.474282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6680.332707 sec): 3 clusters Score: Raw -20677.797293 + Penalty 1984.782439 = -18693.014854 nChanged 111 SP:Iteration 1F (6680.377409 sec): 3 clusters Score: Raw -21031.486469 + Penalty 1984.782439 = -19046.704030 nChanged 51 SP:Iteration 2F (6680.425385 sec): 3 clusters Score: Raw -21253.097450 + Penalty 1984.782439 = -19268.315012 nChanged 33 SP:Iteration 3F (6680.470120 sec): 3 clusters Score: Raw -21436.154688 + Penalty 1984.782439 = -19451.372250 nChanged 20 SP:Iteration 4Q (6680.505432 sec): 3 clusters Score: Raw -21526.124313 + Penalty 1984.782439 = -19541.341874 nChanged 11 SP:Iteration 5Q (6680.549017 sec): 3 clusters Score: Raw -21594.480198 + Penalty 1984.782439 = -19609.697760 nChanged 8 SP:Iteration 6Q (6680.593614 sec): 3 clusters Score: Raw -21666.234862 + Penalty 1984.782439 = -19681.452423 nChanged 7 SP:Iteration 7Q (6680.640721 sec): 3 clusters Score: Raw -21710.829763 + Penalty 1984.782439 = -19726.047324 nChanged 5 SP:Iteration 8Q (6680.687611 sec): 3 clusters Score: Raw -21732.582286 + Penalty 1984.782439 = -19747.799848 nChanged 3 SP:Iteration 9Q (6680.718847 sec): 3 clusters Score: Raw -21741.096871 + Penalty 1984.782439 = -19756.314433 nChanged 2 SP:Iteration 10Q (6680.764834 sec): 3 clusters Score: Raw -21747.676762 + Penalty 1984.782439 = -19762.894324 nChanged 1 SP:Iteration 11Q (6680.804567 sec): 3 clusters Score: Raw -21751.118653 + Penalty 1984.782439 = -19766.336215 nChanged 2 SP:Iteration 12Q (6680.850942 sec): 3 clusters Score: Raw -21756.293585 + Penalty 1984.782439 = -19771.511147 nChanged 1 SP:Iteration 13Q (6680.898538 sec): 3 clusters Score: Raw -21758.442373 + Penalty 1984.782439 = -19773.659934 nChanged 1 SP:Iteration 14Q (6680.945962 sec): 3 clusters Score: Raw -21759.827905 + Penalty 1984.782439 = -19775.045466 nChanged 0 SP:Iteration 15F (6680.993730 sec): 3 clusters Score: Raw -21759.827905 + Penalty 1984.782439 = -19775.045466 nChanged 0 Score: Raw -32165982.980781 + Penalty 78919.061034 = -32087063.919747 Splitting cluster 24 changes total score from -32088096.904939 to -32087063.919747 So it's not getting split. Trying to split cluster 25 (5284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6693.028108 sec): 2 clusters Score: Raw -362303.850300 + Penalty 1393.021283 = -360910.829017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6693.084681 sec): 3 clusters Score: Raw -359590.482156 + Penalty 2786.042566 = -356804.439590 nChanged 2112 SP:Iteration 1F (6693.138562 sec): 3 clusters Score: Raw -360757.799642 + Penalty 2786.042566 = -357971.757076 nChanged 410 SP:Iteration 2F (6693.199230 sec): 3 clusters Score: Raw -361056.579912 + Penalty 2786.042566 = -358270.537346 nChanged 382 SP:Iteration 3F (6693.252773 sec): 3 clusters Score: Raw -361393.966291 + Penalty 2786.042566 = -358607.923725 nChanged 367 SP:Iteration 4F (6693.310946 sec): 3 clusters Score: Raw -361712.208404 + Penalty 2786.042566 = -358926.165837 nChanged 331 SP:Iteration 5F (6693.361557 sec): 3 clusters Score: Raw -361958.625665 + Penalty 2786.042566 = -359172.583098 nChanged 299 SP:Iteration 6F (6693.402318 sec): 3 clusters Score: Raw -362162.170076 + Penalty 2786.042566 = -359376.127510 nChanged 227 SP:Iteration 7Q (6693.457297 sec): 3 clusters Score: Raw -362303.672710 + Penalty 2786.042566 = -359517.630144 nChanged 200 SP:Iteration 8Q (6693.509511 sec): 3 clusters Score: Raw -362396.168016 + Penalty 2786.042566 = -359610.125450 nChanged 139 SP:Iteration 9Q (6693.556500 sec): 3 clusters Score: Raw -362451.634810 + Penalty 2786.042566 = -359665.592243 nChanged 89 SP:Iteration 10Q (6693.612264 sec): 3 clusters Score: Raw -362478.873763 + Penalty 2786.042566 = -359692.831197 nChanged 65 SP:Iteration 11Q (6693.660872 sec): 3 clusters Score: Raw -362500.884253 + Penalty 2786.042566 = -359714.841687 nChanged 55 SP:Iteration 12Q (6693.717590 sec): 3 clusters Score: Raw -362519.061765 + Penalty 2786.042566 = -359733.019198 nChanged 43 SP:Iteration 13Q (6693.774752 sec): 3 clusters Score: Raw -362532.365493 + Penalty 2786.042566 = -359746.322927 nChanged 44 SP:Iteration 14Q (6693.825519 sec): 3 clusters Score: Raw -362546.197155 + Penalty 2786.042566 = -359760.154589 nChanged 47 SP:Iteration 15Q (6693.875870 sec): 3 clusters Score: Raw -362560.731680 + Penalty 2786.042566 = -359774.689114 nChanged 34 SP:Iteration 16Q (6693.939618 sec): 3 clusters Score: Raw -362573.539174 + Penalty 2786.042566 = -359787.496608 nChanged 35 SP:Iteration 17Q (6693.991674 sec): 3 clusters Score: Raw -362582.175631 + Penalty 2786.042566 = -359796.133065 nChanged 31 SP:Iteration 18Q (6694.044983 sec): 3 clusters Score: Raw -362591.120922 + Penalty 2786.042566 = -359805.078355 nChanged 22 SP:Iteration 19Q (6694.107385 sec): 3 clusters Score: Raw -362596.761977 + Penalty 2786.042566 = -359810.719411 nChanged 24 SP:Iteration 20F (6694.152832 sec): 3 clusters Score: Raw -362603.662049 + Penalty 2786.042566 = -359817.619482 nChanged 32 SP:Iteration 21Q (6694.218090 sec): 3 clusters Score: Raw -362611.914197 + Penalty 2786.042566 = -359825.871631 nChanged 28 SP:Iteration 22Q (6694.274387 sec): 3 clusters Score: Raw -362618.561991 + Penalty 2786.042566 = -359832.519425 nChanged 25 SP:Iteration 23Q (6694.322618 sec): 3 clusters Score: Raw -362624.699527 + Penalty 2786.042566 = -359838.656961 nChanged 23 SP:Iteration 24Q (6694.388533 sec): 3 clusters Score: Raw -362629.585165 + Penalty 2786.042566 = -359843.542598 nChanged 25 SP:Iteration 25Q (6694.432449 sec): 3 clusters Score: Raw -362635.128848 + Penalty 2786.042566 = -359849.086281 nChanged 23 SP:Iteration 26Q (6694.485269 sec): 3 clusters Score: Raw -362640.396072 + Penalty 2786.042566 = -359854.353506 nChanged 17 SP:Iteration 27Q (6694.539433 sec): 3 clusters Score: Raw -362643.775216 + Penalty 2786.042566 = -359857.732650 nChanged 17 SP:Iteration 28Q (6694.591783 sec): 3 clusters Score: Raw -362647.410085 + Penalty 2786.042566 = -359861.367519 nChanged 13 SP:Iteration 29Q (6694.647865 sec): 3 clusters Score: Raw -362649.667829 + Penalty 2786.042566 = -359863.625263 nChanged 10 SP:Iteration 30Q (6694.697413 sec): 3 clusters Score: Raw -362651.088452 + Penalty 2786.042566 = -359865.045886 nChanged 5 SP:Iteration 31Q (6694.746767 sec): 3 clusters Score: Raw -362651.914466 + Penalty 2786.042566 = -359865.871899 nChanged 5 SP:Iteration 32Q (6694.798260 sec): 3 clusters Score: Raw -362652.778657 + Penalty 2786.042566 = -359866.736091 nChanged 3 SP:Iteration 33Q (6694.851666 sec): 3 clusters Score: Raw -362653.440674 + Penalty 2786.042566 = -359867.398108 nChanged 3 SP:Iteration 34Q (6694.915290 sec): 3 clusters Score: Raw -362654.118993 + Penalty 2786.042566 = -359868.076426 nChanged 5 SP:Iteration 35Q (6694.960410 sec): 3 clusters Score: Raw -362655.027933 + Penalty 2786.042566 = -359868.985367 nChanged 4 SP:Iteration 36Q (6695.012572 sec): 3 clusters Score: Raw -362655.911109 + Penalty 2786.042566 = -359869.868543 nChanged 4 SP:Iteration 37Q (6695.059848 sec): 3 clusters Score: Raw -362656.493214 + Penalty 2786.042566 = -359870.450647 nChanged 6 SP:Iteration 38Q (6695.122872 sec): 3 clusters Score: Raw -362657.828182 + Penalty 2786.042566 = -359871.785616 nChanged 3 SP:Iteration 39Q (6695.177958 sec): 3 clusters Score: Raw -362658.986856 + Penalty 2786.042566 = -359872.944290 nChanged 6 SP:Iteration 40F (6695.213868 sec): 3 clusters Score: Raw -362660.180696 + Penalty 2786.042566 = -359874.138129 nChanged 6 SP:Iteration 41Q (6695.267292 sec): 3 clusters Score: Raw -362661.187098 + Penalty 2786.042566 = -359875.144532 nChanged 5 SP:Iteration 42Q (6695.327545 sec): 3 clusters Score: Raw -362661.710264 + Penalty 2786.042566 = -359875.667698 nChanged 0 SP:Iteration 43F (6695.379167 sec): 3 clusters Score: Raw -362661.710264 + Penalty 2786.042566 = -359875.667698 nChanged 0 Trying to split cluster 26 (9965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6695.420584 sec): 2 clusters Score: Raw -599637.027512 + Penalty 1496.110563 = -598140.916949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6695.475398 sec): 3 clusters Score: Raw -594039.556029 + Penalty 2992.221126 = -591047.334903 nChanged 4308 SP:Iteration 1F (6695.538330 sec): 3 clusters Score: Raw -596599.582018 + Penalty 2992.221126 = -593607.360893 nChanged 823 SP:Iteration 2F (6695.604734 sec): 3 clusters Score: Raw -597342.782775 + Penalty 2992.221126 = -594350.561649 nChanged 920 SP:Iteration 3F (6695.660329 sec): 3 clusters Score: Raw -598264.119316 + Penalty 2992.221126 = -595271.898191 nChanged 908 SP:Iteration 4F (6695.716334 sec): 3 clusters Score: Raw -599113.451618 + Penalty 2992.221126 = -596121.230492 nChanged 782 SP:Iteration 5F (6695.776851 sec): 3 clusters Score: Raw -599802.375163 + Penalty 2992.221126 = -596810.154037 nChanged 572 SP:Iteration 6F (6695.832085 sec): 3 clusters Score: Raw -600215.684516 + Penalty 2992.221126 = -597223.463390 nChanged 379 SP:Iteration 7Q (6695.891656 sec): 3 clusters Score: Raw -600432.260464 + Penalty 2992.221126 = -597440.039339 nChanged 229 SP:Iteration 8Q (6695.956232 sec): 3 clusters Score: Raw -600539.259450 + Penalty 2992.221126 = -597547.038324 nChanged 169 SP:Iteration 9Q (6696.005812 sec): 3 clusters Score: Raw -600610.084502 + Penalty 2992.221126 = -597617.863376 nChanged 122 SP:Iteration 10Q (6696.071624 sec): 3 clusters Score: Raw -600658.269164 + Penalty 2992.221126 = -597666.048038 nChanged 123 SP:Iteration 11Q (6696.132333 sec): 3 clusters Score: Raw -600709.926902 + Penalty 2992.221126 = -597717.705776 nChanged 104 SP:Iteration 12Q (6696.181430 sec): 3 clusters Score: Raw -600750.900839 + Penalty 2992.221126 = -597758.679714 nChanged 89 SP:Iteration 13Q (6696.247246 sec): 3 clusters Score: Raw -600783.009628 + Penalty 2992.221126 = -597790.788503 nChanged 74 SP:Iteration 14Q (6696.312594 sec): 3 clusters Score: Raw -600805.672056 + Penalty 2992.221126 = -597813.450931 nChanged 68 SP:Iteration 15Q (6696.367405 sec): 3 clusters Score: Raw -600828.177492 + Penalty 2992.221126 = -597835.956367 nChanged 58 SP:Iteration 16Q (6696.419897 sec): 3 clusters Score: Raw -600844.859115 + Penalty 2992.221126 = -597852.637990 nChanged 43 SP:Iteration 17Q (6696.495485 sec): 3 clusters Score: Raw -600854.833146 + Penalty 2992.221126 = -597862.612020 nChanged 24 SP:Iteration 18Q (6696.556544 sec): 3 clusters Score: Raw -600860.813616 + Penalty 2992.221126 = -597868.592491 nChanged 25 SP:Iteration 19Q (6696.616044 sec): 3 clusters Score: Raw -600866.946623 + Penalty 2992.221126 = -597874.725498 nChanged 22 SP:Iteration 20F (6696.678698 sec): 3 clusters Score: Raw -600872.354497 + Penalty 2992.221126 = -597880.133371 nChanged 25 SP:Iteration 21Q (6696.742453 sec): 3 clusters Score: Raw -600879.176270 + Penalty 2992.221126 = -597886.955144 nChanged 22 SP:Iteration 22Q (6696.801136 sec): 3 clusters Score: Raw -600884.680596 + Penalty 2992.221126 = -597892.459471 nChanged 21 SP:Iteration 23Q (6696.866084 sec): 3 clusters Score: Raw -600889.964538 + Penalty 2992.221126 = -597897.743413 nChanged 17 SP:Iteration 24Q (6696.937888 sec): 3 clusters Score: Raw -600894.604282 + Penalty 2992.221126 = -597902.383156 nChanged 13 SP:Iteration 25Q (6696.995248 sec): 3 clusters Score: Raw -600897.303558 + Penalty 2992.221126 = -597905.082433 nChanged 9 SP:Iteration 26Q (6697.053807 sec): 3 clusters Score: Raw -600899.428733 + Penalty 2992.221126 = -597907.207607 nChanged 11 SP:Iteration 27Q (6697.119569 sec): 3 clusters Score: Raw -600902.209383 + Penalty 2992.221126 = -597909.988257 nChanged 6 SP:Iteration 28Q (6697.179408 sec): 3 clusters Score: Raw -600903.139262 + Penalty 2992.221126 = -597910.918136 nChanged 4 SP:Iteration 29Q (6697.247645 sec): 3 clusters Score: Raw -600903.623249 + Penalty 2992.221126 = -597911.402124 nChanged 4 SP:Iteration 30Q (6697.304077 sec): 3 clusters Score: Raw -600904.067576 + Penalty 2992.221126 = -597911.846450 nChanged 3 SP:Iteration 31Q (6697.364528 sec): 3 clusters Score: Raw -600904.373973 + Penalty 2992.221126 = -597912.152848 nChanged 3 SP:Iteration 32Q (6697.426085 sec): 3 clusters Score: Raw -600905.044508 + Penalty 2992.221126 = -597912.823383 nChanged 4 SP:Iteration 33Q (6697.488100 sec): 3 clusters Score: Raw -600906.055035 + Penalty 2992.221126 = -597913.833910 nChanged 4 SP:Iteration 34Q (6697.565244 sec): 3 clusters Score: Raw -600906.485929 + Penalty 2992.221126 = -597914.264804 nChanged 2 SP:Iteration 35Q (6697.620414 sec): 3 clusters Score: Raw -600906.833256 + Penalty 2992.221126 = -597914.612130 nChanged 2 SP:Iteration 36Q (6697.684378 sec): 3 clusters Score: Raw -600907.423964 + Penalty 2992.221126 = -597915.202838 nChanged 2 SP:Iteration 37Q (6697.758161 sec): 3 clusters Score: Raw -600907.683636 + Penalty 2992.221126 = -597915.462510 nChanged 0 SP:Iteration 38F (6697.811352 sec): 3 clusters Score: Raw -600907.683636 + Penalty 2992.221126 = -597915.462510 nChanged 0 Trying to split cluster 27 (15410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6697.867395 sec): 2 clusters Score: Raw -998352.115163 + Penalty 1566.950438 = -996785.164725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6697.944942 sec): 3 clusters Score: Raw -989358.658042 + Penalty 3133.900877 = -986224.757165 nChanged 6849 SP:Iteration 1F (6698.011799 sec): 3 clusters Score: Raw -993210.691909 + Penalty 3133.900877 = -990076.791032 nChanged 1007 SP:Iteration 2F (6698.083914 sec): 3 clusters Score: Raw -993767.145986 + Penalty 3133.900877 = -990633.245109 nChanged 960 SP:Iteration 3F (6698.160194 sec): 3 clusters Score: Raw -994379.431721 + Penalty 3133.900877 = -991245.530844 nChanged 935 SP:Iteration 4F (6698.233675 sec): 3 clusters Score: Raw -995040.671401 + Penalty 3133.900877 = -991906.770525 nChanged 931 SP:Iteration 5F (6698.302905 sec): 3 clusters Score: Raw -995708.992813 + Penalty 3133.900877 = -992575.091936 nChanged 874 SP:Iteration 6F (6698.363978 sec): 3 clusters Score: Raw -996415.301621 + Penalty 3133.900877 = -993281.400744 nChanged 789 SP:Iteration 7F (6698.442445 sec): 3 clusters Score: Raw -997052.128740 + Penalty 3133.900877 = -993918.227864 nChanged 712 SP:Iteration 8Q (6698.513262 sec): 3 clusters Score: Raw -997558.838860 + Penalty 3133.900877 = -994424.937983 nChanged 602 SP:Iteration 9Q (6698.575596 sec): 3 clusters Score: Raw -997941.790163 + Penalty 3133.900877 = -994807.889286 nChanged 457 SP:Iteration 10Q (6698.654366 sec): 3 clusters Score: Raw -998207.169648 + Penalty 3133.900877 = -995073.268771 nChanged 367 SP:Iteration 11Q (6698.719258 sec): 3 clusters Score: Raw -998390.062359 + Penalty 3133.900877 = -995256.161482 nChanged 316 SP:Iteration 12Q (6698.804143 sec): 3 clusters Score: Raw -998534.900319 + Penalty 3133.900877 = -995400.999442 nChanged 256 SP:Iteration 13Q (6698.868117 sec): 3 clusters Score: Raw -998636.352462 + Penalty 3133.900877 = -995502.451585 nChanged 202 SP:Iteration 14Q (6698.947379 sec): 3 clusters Score: Raw -998699.146623 + Penalty 3133.900877 = -995565.245746 nChanged 153 SP:Iteration 15Q (6699.013747 sec): 3 clusters Score: Raw -998743.641444 + Penalty 3133.900877 = -995609.740567 nChanged 119 SP:Iteration 16Q (6699.076239 sec): 3 clusters Score: Raw -998783.075543 + Penalty 3133.900877 = -995649.174666 nChanged 130 SP:Iteration 17Q (6699.155848 sec): 3 clusters Score: Raw -998824.676847 + Penalty 3133.900877 = -995690.775970 nChanged 132 SP:Iteration 18Q (6699.222388 sec): 3 clusters Score: Raw -998859.464438 + Penalty 3133.900877 = -995725.563562 nChanged 112 SP:Iteration 19Q (6699.296323 sec): 3 clusters Score: Raw -998888.423646 + Penalty 3133.900877 = -995754.522769 nChanged 117 SP:Iteration 20F (6699.363554 sec): 3 clusters Score: Raw -998918.119073 + Penalty 3133.900877 = -995784.218196 nChanged 104 SP:Iteration 21Q (6699.437495 sec): 3 clusters Score: Raw -998942.556490 + Penalty 3133.900877 = -995808.655613 nChanged 89 SP:Iteration 22Q (6699.514488 sec): 3 clusters Score: Raw -998962.564558 + Penalty 3133.900877 = -995828.663682 nChanged 86 SP:Iteration 23Q (6699.584327 sec): 3 clusters Score: Raw -998978.303111 + Penalty 3133.900877 = -995844.402234 nChanged 63 SP:Iteration 24Q (6699.654684 sec): 3 clusters Score: Raw -998989.384330 + Penalty 3133.900877 = -995855.483453 nChanged 55 SP:Iteration 25Q (6699.718720 sec): 3 clusters Score: Raw -998997.842747 + Penalty 3133.900877 = -995863.941870 nChanged 32 SP:Iteration 26Q (6699.800855 sec): 3 clusters Score: Raw -999001.803289 + Penalty 3133.900877 = -995867.902413 nChanged 30 SP:Iteration 27Q (6699.872566 sec): 3 clusters Score: Raw -999006.514532 + Penalty 3133.900877 = -995872.613655 nChanged 34 SP:Iteration 28Q (6699.948125 sec): 3 clusters Score: Raw -999011.688493 + Penalty 3133.900877 = -995877.787617 nChanged 35 SP:Iteration 29Q (6700.020017 sec): 3 clusters Score: Raw -999016.583108 + Penalty 3133.900877 = -995882.682231 nChanged 38 SP:Iteration 30Q (6700.078126 sec): 3 clusters Score: Raw -999022.950163 + Penalty 3133.900877 = -995889.049286 nChanged 37 SP:Iteration 31Q (6700.159394 sec): 3 clusters Score: Raw -999029.921682 + Penalty 3133.900877 = -995896.020805 nChanged 35 SP:Iteration 32Q (6700.228734 sec): 3 clusters Score: Raw -999035.566929 + Penalty 3133.900877 = -995901.666053 nChanged 27 SP:Iteration 33Q (6700.303102 sec): 3 clusters Score: Raw -999038.778148 + Penalty 3133.900877 = -995904.877272 nChanged 22 SP:Iteration 34Q (6700.376558 sec): 3 clusters Score: Raw -999041.323971 + Penalty 3133.900877 = -995907.423095 nChanged 16 SP:Iteration 35Q (6700.436580 sec): 3 clusters Score: Raw -999043.435641 + Penalty 3133.900877 = -995909.534765 nChanged 18 SP:Iteration 36Q (6700.504920 sec): 3 clusters Score: Raw -999045.691332 + Penalty 3133.900877 = -995911.790455 nChanged 13 SP:Iteration 37Q (6700.575167 sec): 3 clusters Score: Raw -999047.212280 + Penalty 3133.900877 = -995913.311403 nChanged 11 SP:Iteration 38Q (6700.646507 sec): 3 clusters Score: Raw -999048.236593 + Penalty 3133.900877 = -995914.335717 nChanged 8 SP:Iteration 39Q (6700.722564 sec): 3 clusters Score: Raw -999049.251231 + Penalty 3133.900877 = -995915.350354 nChanged 13 SP:Iteration 40F (6700.796434 sec): 3 clusters Score: Raw -999050.975180 + Penalty 3133.900877 = -995917.074303 nChanged 12 SP:Iteration 41Q (6700.868925 sec): 3 clusters Score: Raw -999052.407526 + Penalty 3133.900877 = -995918.506649 nChanged 11 SP:Iteration 42Q (6700.941893 sec): 3 clusters Score: Raw -999053.465811 + Penalty 3133.900877 = -995919.564934 nChanged 12 SP:Iteration 43Q (6701.014895 sec): 3 clusters Score: Raw -999055.018094 + Penalty 3133.900877 = -995921.117217 nChanged 15 SP:Iteration 44Q (6701.083556 sec): 3 clusters Score: Raw -999057.335170 + Penalty 3133.900877 = -995923.434293 nChanged 17 SP:Iteration 45Q (6701.156921 sec): 3 clusters Score: Raw -999059.340984 + Penalty 3133.900877 = -995925.440107 nChanged 14 SP:Iteration 46Q (6701.227190 sec): 3 clusters Score: Raw -999060.922301 + Penalty 3133.900877 = -995927.021425 nChanged 19 SP:Iteration 47Q (6701.295227 sec): 3 clusters Score: Raw -999063.504457 + Penalty 3133.900877 = -995929.603581 nChanged 15 SP:Iteration 48Q (6701.368978 sec): 3 clusters Score: Raw -999065.175013 + Penalty 3133.900877 = -995931.274136 nChanged 10 SP:Iteration 49Q (6701.435721 sec): 3 clusters Score: Raw -999066.019655 + Penalty 3133.900877 = -995932.118778 nChanged 10 SP:Iteration 50Q (6701.510692 sec): 3 clusters Score: Raw -999067.314565 + Penalty 3133.900877 = -995933.413688 nChanged 9 SP:Iteration 51Q (6701.584257 sec): 3 clusters Score: Raw -999069.110959 + Penalty 3133.900877 = -995935.210083 nChanged 11 SP:Iteration 52Q (6701.642508 sec): 3 clusters Score: Raw -999070.656075 + Penalty 3133.900877 = -995936.755198 nChanged 12 SP:Iteration 53Q (6701.716309 sec): 3 clusters Score: Raw -999072.439878 + Penalty 3133.900877 = -995938.539001 nChanged 13 SP:Iteration 54Q (6701.786396 sec): 3 clusters Score: Raw -999074.315685 + Penalty 3133.900877 = -995940.414808 nChanged 19 SP:Iteration 55Q (6701.848292 sec): 3 clusters Score: Raw -999076.507150 + Penalty 3133.900877 = -995942.606273 nChanged 8 SP:Iteration 56Q (6701.925691 sec): 3 clusters Score: Raw -999077.275079 + Penalty 3133.900877 = -995943.374202 nChanged 7 SP:Iteration 57Q (6702.000870 sec): 3 clusters Score: Raw -999077.949338 + Penalty 3133.900877 = -995944.048462 nChanged 6 SP:Iteration 58Q (6702.075492 sec): 3 clusters Score: Raw -999078.690809 + Penalty 3133.900877 = -995944.789932 nChanged 4 SP:Iteration 59Q (6702.147260 sec): 3 clusters Score: Raw -999079.012434 + Penalty 3133.900877 = -995945.111557 nChanged 2 SP:Iteration 60F (6702.220111 sec): 3 clusters Score: Raw -999079.306705 + Penalty 3133.900877 = -995945.405829 nChanged 4 SP:Iteration 61Q (6702.283170 sec): 3 clusters Score: Raw -999079.686776 + Penalty 3133.900877 = -995945.785900 nChanged 4 SP:Iteration 62Q (6702.344200 sec): 3 clusters Score: Raw -999080.112019 + Penalty 3133.900877 = -995946.211143 nChanged 2 SP:Iteration 63Q (6702.405236 sec): 3 clusters Score: Raw -999080.407112 + Penalty 3133.900877 = -995946.506236 nChanged 1 SP:Iteration 64Q (6702.470169 sec): 3 clusters Score: Raw -999080.495989 + Penalty 3133.900877 = -995946.595113 nChanged 1 SP:Iteration 65Q (6702.540627 sec): 3 clusters Score: Raw -999080.522331 + Penalty 3133.900877 = -995946.621454 nChanged 1 SP:Iteration 66Q (6702.613460 sec): 3 clusters Score: Raw -999080.569367 + Penalty 3133.900877 = -995946.668490 nChanged 1 SP:Iteration 67Q (6702.671259 sec): 3 clusters Score: Raw -999080.610820 + Penalty 3133.900877 = -995946.709943 nChanged 0 SP:Iteration 68F (6702.748482 sec): 3 clusters Score: Raw -999080.610820 + Penalty 3133.900877 = -995946.709943 nChanged 0 Trying to split cluster 28 (1738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6702.780934 sec): 2 clusters Score: Raw -102027.655718 + Penalty 1212.329675 = -100815.326043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6702.824230 sec): 3 clusters Score: Raw -101382.888147 + Penalty 2424.659349 = -98958.228797 nChanged 639 SP:Iteration 1F (6702.858021 sec): 3 clusters Score: Raw -101913.757448 + Penalty 2424.659349 = -99489.098099 nChanged 165 SP:Iteration 2F (6702.905503 sec): 3 clusters Score: Raw -102101.312305 + Penalty 2424.659349 = -99676.652955 nChanged 115 SP:Iteration 3F (6702.950573 sec): 3 clusters Score: Raw -102247.184827 + Penalty 2424.659349 = -99822.525477 nChanged 80 SP:Iteration 4Q (6702.996475 sec): 3 clusters Score: Raw -102353.918638 + Penalty 2424.659349 = -99929.259289 nChanged 64 SP:Iteration 5Q (6703.037202 sec): 3 clusters Score: Raw -102417.823589 + Penalty 2424.659349 = -99993.164239 nChanged 44 SP:Iteration 6Q (6703.075581 sec): 3 clusters Score: Raw -102444.337553 + Penalty 2424.659349 = -100019.678204 nChanged 20 SP:Iteration 7Q (6703.112031 sec): 3 clusters Score: Raw -102457.605643 + Penalty 2424.659349 = -100032.946294 nChanged 19 SP:Iteration 8Q (6703.148506 sec): 3 clusters Score: Raw -102471.339193 + Penalty 2424.659349 = -100046.679844 nChanged 14 SP:Iteration 9Q (6703.187392 sec): 3 clusters Score: Raw -102477.930740 + Penalty 2424.659349 = -100053.271391 nChanged 10 SP:Iteration 10Q (6703.232389 sec): 3 clusters Score: Raw -102486.995079 + Penalty 2424.659349 = -100062.335729 nChanged 12 SP:Iteration 11Q (6703.281816 sec): 3 clusters Score: Raw -102493.304905 + Penalty 2424.659349 = -100068.645556 nChanged 10 SP:Iteration 12Q (6703.314621 sec): 3 clusters Score: Raw -102501.369183 + Penalty 2424.659349 = -100076.709834 nChanged 11 SP:Iteration 13Q (6703.356458 sec): 3 clusters Score: Raw -102511.587123 + Penalty 2424.659349 = -100086.927774 nChanged 12 SP:Iteration 14Q (6703.395602 sec): 3 clusters Score: Raw -102521.405421 + Penalty 2424.659349 = -100096.746071 nChanged 11 SP:Iteration 15Q (6703.437177 sec): 3 clusters Score: Raw -102530.896437 + Penalty 2424.659349 = -100106.237087 nChanged 11 SP:Iteration 16Q (6703.494817 sec): 3 clusters Score: Raw -102543.426805 + Penalty 2424.659349 = -100118.767456 nChanged 12 SP:Iteration 17Q (6703.537706 sec): 3 clusters Score: Raw -102552.147508 + Penalty 2424.659349 = -100127.488159 nChanged 8 SP:Iteration 18Q (6703.581721 sec): 3 clusters Score: Raw -102558.952147 + Penalty 2424.659349 = -100134.292798 nChanged 7 SP:Iteration 19Q (6703.619072 sec): 3 clusters Score: Raw -102564.352261 + Penalty 2424.659349 = -100139.692912 nChanged 7 SP:Iteration 20F (6703.671396 sec): 3 clusters Score: Raw -102574.077235 + Penalty 2424.659349 = -100149.417885 nChanged 7 SP:Iteration 21Q (6703.719508 sec): 3 clusters Score: Raw -102588.107920 + Penalty 2424.659349 = -100163.448571 nChanged 10 SP:Iteration 22Q (6703.763639 sec): 3 clusters Score: Raw -102594.362195 + Penalty 2424.659349 = -100169.702846 nChanged 6 SP:Iteration 23Q (6703.796409 sec): 3 clusters Score: Raw -102596.355860 + Penalty 2424.659349 = -100171.696511 nChanged 5 SP:Iteration 24Q (6703.838101 sec): 3 clusters Score: Raw -102598.487389 + Penalty 2424.659349 = -100173.828039 nChanged 5 SP:Iteration 25Q (6703.887214 sec): 3 clusters Score: Raw -102600.831398 + Penalty 2424.659349 = -100176.172049 nChanged 2 SP:Iteration 26Q (6703.922277 sec): 3 clusters Score: Raw -102602.025135 + Penalty 2424.659349 = -100177.365786 nChanged 1 SP:Iteration 27Q (6703.959020 sec): 3 clusters Score: Raw -102604.023705 + Penalty 2424.659349 = -100179.364355 nChanged 1 SP:Iteration 28Q (6704.008923 sec): 3 clusters Score: Raw -102604.668439 + Penalty 2424.659349 = -100180.009090 nChanged 1 SP:Iteration 29Q (6704.046931 sec): 3 clusters Score: Raw -102605.720030 + Penalty 2424.659349 = -100181.060680 nChanged 1 SP:Iteration 30Q (6704.091522 sec): 3 clusters Score: Raw -102608.597340 + Penalty 2424.659349 = -100183.937990 nChanged 3 SP:Iteration 31Q (6704.131441 sec): 3 clusters Score: Raw -102614.724935 + Penalty 2424.659349 = -100190.065586 nChanged 6 SP:Iteration 32Q (6704.186120 sec): 3 clusters Score: Raw -102619.371279 + Penalty 2424.659349 = -100194.711929 nChanged 7 SP:Iteration 33Q (6704.226712 sec): 3 clusters Score: Raw -102622.151908 + Penalty 2424.659349 = -100197.492559 nChanged 3 SP:Iteration 34Q (6704.268762 sec): 3 clusters Score: Raw -102624.155594 + Penalty 2424.659349 = -100199.496245 nChanged 1 SP:Iteration 35Q (6704.318168 sec): 3 clusters Score: Raw -102624.879472 + Penalty 2424.659349 = -100200.220123 nChanged 0 SP:Iteration 36F (6704.365656 sec): 3 clusters Score: Raw -102624.879472 + Penalty 2424.659349 = -100200.220123 nChanged 0 Trying to split cluster 29 (9192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6704.404315 sec): 2 clusters Score: Raw -605898.692406 + Penalty 1482.989433 = -604415.702973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6704.460495 sec): 3 clusters Score: Raw -600726.727555 + Penalty 2965.978866 = -597760.748689 nChanged 3976 SP:Iteration 1F (6704.523954 sec): 3 clusters Score: Raw -602981.457867 + Penalty 2965.978866 = -600015.479000 nChanged 642 SP:Iteration 2F (6704.584124 sec): 3 clusters Score: Raw -603348.644150 + Penalty 2965.978866 = -600382.665283 nChanged 596 SP:Iteration 3F (6704.637046 sec): 3 clusters Score: Raw -603693.594521 + Penalty 2965.978866 = -600727.615655 nChanged 523 SP:Iteration 4F (6704.696767 sec): 3 clusters Score: Raw -604010.565000 + Penalty 2965.978866 = -601044.586134 nChanged 507 SP:Iteration 5F (6704.764138 sec): 3 clusters Score: Raw -604338.960547 + Penalty 2965.978866 = -601372.981681 nChanged 488 SP:Iteration 6F (6704.815701 sec): 3 clusters Score: Raw -604679.226086 + Penalty 2965.978866 = -601713.247220 nChanged 468 SP:Iteration 7F (6704.866453 sec): 3 clusters Score: Raw -605013.764191 + Penalty 2965.978866 = -602047.785324 nChanged 391 SP:Iteration 8Q (6704.928434 sec): 3 clusters Score: Raw -605294.052885 + Penalty 2965.978866 = -602328.074018 nChanged 310 SP:Iteration 9Q (6704.986237 sec): 3 clusters Score: Raw -605515.903952 + Penalty 2965.978866 = -602549.925086 nChanged 239 SP:Iteration 10Q (6705.041530 sec): 3 clusters Score: Raw -605695.540133 + Penalty 2965.978866 = -602729.561266 nChanged 176 SP:Iteration 11Q (6705.099680 sec): 3 clusters Score: Raw -605823.545796 + Penalty 2965.978866 = -602857.566930 nChanged 117 SP:Iteration 12Q (6705.169597 sec): 3 clusters Score: Raw -605917.170578 + Penalty 2965.978866 = -602951.191712 nChanged 85 SP:Iteration 13Q (6705.230267 sec): 3 clusters Score: Raw -605980.928168 + Penalty 2965.978866 = -603014.949301 nChanged 54 SP:Iteration 14Q (6705.291896 sec): 3 clusters Score: Raw -606018.401694 + Penalty 2965.978866 = -603052.422828 nChanged 45 SP:Iteration 15Q (6705.341430 sec): 3 clusters Score: Raw -606047.763395 + Penalty 2965.978866 = -603081.784529 nChanged 32 SP:Iteration 16Q (6705.403533 sec): 3 clusters Score: Raw -606069.064955 + Penalty 2965.978866 = -603103.086089 nChanged 21 SP:Iteration 17Q (6705.459065 sec): 3 clusters Score: Raw -606081.842902 + Penalty 2965.978866 = -603115.864036 nChanged 18 SP:Iteration 18Q (6705.530637 sec): 3 clusters Score: Raw -606094.304969 + Penalty 2965.978866 = -603128.326102 nChanged 11 SP:Iteration 19Q (6705.591037 sec): 3 clusters Score: Raw -606103.148251 + Penalty 2965.978866 = -603137.169385 nChanged 8 SP:Iteration 20F (6705.654817 sec): 3 clusters Score: Raw -606108.507897 + Penalty 2965.978866 = -603142.529031 nChanged 5 SP:Iteration 21Q (6705.702436 sec): 3 clusters Score: Raw -606111.056485 + Penalty 2965.978866 = -603145.077618 nChanged 3 SP:Iteration 22Q (6705.764102 sec): 3 clusters Score: Raw -606113.584249 + Penalty 2965.978866 = -603147.605382 nChanged 2 SP:Iteration 23Q (6705.818217 sec): 3 clusters Score: Raw -606114.460064 + Penalty 2965.978866 = -603148.481198 nChanged 2 SP:Iteration 24Q (6705.879821 sec): 3 clusters Score: Raw -606116.064098 + Penalty 2965.978866 = -603150.085231 nChanged 4 SP:Iteration 25Q (6705.934390 sec): 3 clusters Score: Raw -606118.846007 + Penalty 2965.978866 = -603152.867141 nChanged 4 SP:Iteration 26Q (6706.002451 sec): 3 clusters Score: Raw -606122.676162 + Penalty 2965.978866 = -603156.697296 nChanged 4 SP:Iteration 27Q (6706.060369 sec): 3 clusters Score: Raw -606125.233697 + Penalty 2965.978866 = -603159.254831 nChanged 3 SP:Iteration 28Q (6706.124702 sec): 3 clusters Score: Raw -606126.471299 + Penalty 2965.978866 = -603160.492433 nChanged 1 SP:Iteration 29Q (6706.176712 sec): 3 clusters Score: Raw -606127.594469 + Penalty 2965.978866 = -603161.615603 nChanged 0 SP:Iteration 30F (6706.247135 sec): 3 clusters Score: Raw -606127.594469 + Penalty 2965.978866 = -603161.615603 nChanged 0 Trying to split cluster 30 (4632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6706.271781 sec): 2 clusters Score: Raw -299433.041021 + Penalty 1371.620903 = -298061.420117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6706.334956 sec): 3 clusters Score: Raw -297055.230954 + Penalty 2743.241806 = -294311.989148 nChanged 1875 SP:Iteration 1F (6706.388455 sec): 3 clusters Score: Raw -298067.811228 + Penalty 2743.241806 = -295324.569422 nChanged 358 SP:Iteration 2F (6706.440652 sec): 3 clusters Score: Raw -298274.454658 + Penalty 2743.241806 = -295531.212852 nChanged 289 SP:Iteration 3F (6706.497811 sec): 3 clusters Score: Raw -298500.148919 + Penalty 2743.241806 = -295756.907113 nChanged 260 SP:Iteration 4F (6706.547498 sec): 3 clusters Score: Raw -298747.439973 + Penalty 2743.241806 = -296004.198166 nChanged 311 SP:Iteration 5F (6706.594993 sec): 3 clusters Score: Raw -299054.077274 + Penalty 2743.241806 = -296310.835468 nChanged 287 SP:Iteration 6F (6706.656042 sec): 3 clusters Score: Raw -299311.060675 + Penalty 2743.241806 = -296567.818869 nChanged 261 SP:Iteration 7F (6706.705311 sec): 3 clusters Score: Raw -299567.412051 + Penalty 2743.241806 = -296824.170245 nChanged 227 SP:Iteration 8Q (6706.763970 sec): 3 clusters Score: Raw -299805.847979 + Penalty 2743.241806 = -297062.606172 nChanged 186 SP:Iteration 9Q (6706.820177 sec): 3 clusters Score: Raw -300022.719923 + Penalty 2743.241806 = -297279.478117 nChanged 145 SP:Iteration 10Q (6706.872306 sec): 3 clusters Score: Raw -300171.809103 + Penalty 2743.241806 = -297428.567297 nChanged 107 SP:Iteration 11Q (6706.920789 sec): 3 clusters Score: Raw -300248.905883 + Penalty 2743.241806 = -297505.664076 nChanged 69 SP:Iteration 12Q (6706.974258 sec): 3 clusters Score: Raw -300283.138844 + Penalty 2743.241806 = -297539.897038 nChanged 34 SP:Iteration 13Q (6707.024204 sec): 3 clusters Score: Raw -300297.693002 + Penalty 2743.241806 = -297554.451196 nChanged 16 SP:Iteration 14Q (6707.074842 sec): 3 clusters Score: Raw -300302.587490 + Penalty 2743.241806 = -297559.345684 nChanged 11 SP:Iteration 15Q (6707.120661 sec): 3 clusters Score: Raw -300305.526498 + Penalty 2743.241806 = -297562.284692 nChanged 6 SP:Iteration 16Q (6707.175643 sec): 3 clusters Score: Raw -300308.353752 + Penalty 2743.241806 = -297565.111946 nChanged 13 SP:Iteration 17Q (6707.232135 sec): 3 clusters Score: Raw -300314.404508 + Penalty 2743.241806 = -297571.162702 nChanged 8 SP:Iteration 18Q (6707.276588 sec): 3 clusters Score: Raw -300319.549043 + Penalty 2743.241806 = -297576.307237 nChanged 9 SP:Iteration 19Q (6707.335316 sec): 3 clusters Score: Raw -300323.487959 + Penalty 2743.241806 = -297580.246153 nChanged 8 SP:Iteration 20F (6707.391325 sec): 3 clusters Score: Raw -300326.465915 + Penalty 2743.241806 = -297583.224109 nChanged 4 SP:Iteration 21Q (6707.436188 sec): 3 clusters Score: Raw -300328.291894 + Penalty 2743.241806 = -297585.050088 nChanged 7 SP:Iteration 22Q (6707.495083 sec): 3 clusters Score: Raw -300329.964071 + Penalty 2743.241806 = -297586.722265 nChanged 2 SP:Iteration 23Q (6707.536024 sec): 3 clusters Score: Raw -300330.665731 + Penalty 2743.241806 = -297587.423925 nChanged 4 SP:Iteration 24Q (6707.597549 sec): 3 clusters Score: Raw -300332.210741 + Penalty 2743.241806 = -297588.968935 nChanged 10 SP:Iteration 25Q (6707.644140 sec): 3 clusters Score: Raw -300335.788844 + Penalty 2743.241806 = -297592.547038 nChanged 5 SP:Iteration 26Q (6707.700644 sec): 3 clusters Score: Raw -300337.443850 + Penalty 2743.241806 = -297594.202044 nChanged 5 SP:Iteration 27Q (6707.756287 sec): 3 clusters Score: Raw -300338.650902 + Penalty 2743.241806 = -297595.409096 nChanged 5 SP:Iteration 28Q (6707.810390 sec): 3 clusters Score: Raw -300339.810059 + Penalty 2743.241806 = -297596.568253 nChanged 5 SP:Iteration 29Q (6707.850259 sec): 3 clusters Score: Raw -300340.656044 + Penalty 2743.241806 = -297597.414238 nChanged 3 SP:Iteration 30Q (6707.914599 sec): 3 clusters Score: Raw -300341.432500 + Penalty 2743.241806 = -297598.190693 nChanged 4 SP:Iteration 31Q (6707.967393 sec): 3 clusters Score: Raw -300342.391149 + Penalty 2743.241806 = -297599.149343 nChanged 5 SP:Iteration 32Q (6708.018947 sec): 3 clusters Score: Raw -300344.043291 + Penalty 2743.241806 = -297600.801485 nChanged 5 SP:Iteration 33Q (6708.072693 sec): 3 clusters Score: Raw -300345.288238 + Penalty 2743.241806 = -297602.046432 nChanged 4 SP:Iteration 34Q (6708.122959 sec): 3 clusters Score: Raw -300346.149917 + Penalty 2743.241806 = -297602.908111 nChanged 3 SP:Iteration 35Q (6708.176488 sec): 3 clusters Score: Raw -300346.737326 + Penalty 2743.241806 = -297603.495520 nChanged 5 SP:Iteration 36Q (6708.225062 sec): 3 clusters Score: Raw -300348.965889 + Penalty 2743.241806 = -297605.724083 nChanged 5 SP:Iteration 37Q (6708.282057 sec): 3 clusters Score: Raw -300350.749497 + Penalty 2743.241806 = -297607.507691 nChanged 5 SP:Iteration 38Q (6708.331711 sec): 3 clusters Score: Raw -300352.236876 + Penalty 2743.241806 = -297608.995070 nChanged 6 SP:Iteration 39Q (6708.383928 sec): 3 clusters Score: Raw -300354.120409 + Penalty 2743.241806 = -297610.878602 nChanged 6 SP:Iteration 40F (6708.433340 sec): 3 clusters Score: Raw -300356.544155 + Penalty 2743.241806 = -297613.302348 nChanged 4 SP:Iteration 41Q (6708.492596 sec): 3 clusters Score: Raw -300357.657985 + Penalty 2743.241806 = -297614.416179 nChanged 0 SP:Iteration 42F (6708.543614 sec): 3 clusters Score: Raw -300357.657985 + Penalty 2743.241806 = -297614.416179 nChanged 0 Trying to split cluster 31 (6265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6708.572227 sec): 2 clusters Score: Raw -417689.530321 + Penalty 1420.694253 = -416268.836068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6708.627918 sec): 3 clusters Score: Raw -414353.771186 + Penalty 2841.388507 = -411512.382679 nChanged 2558 SP:Iteration 1F (6708.687327 sec): 3 clusters Score: Raw -415759.386159 + Penalty 2841.388507 = -412917.997652 nChanged 408 SP:Iteration 2F (6708.734952 sec): 3 clusters Score: Raw -415964.835839 + Penalty 2841.388507 = -413123.447332 nChanged 325 SP:Iteration 3F (6708.789314 sec): 3 clusters Score: Raw -416125.583630 + Penalty 2841.388507 = -413284.195123 nChanged 275 SP:Iteration 4Q (6708.851216 sec): 3 clusters Score: Raw -416267.726754 + Penalty 2841.388507 = -413426.338247 nChanged 257 SP:Iteration 5Q (6708.911417 sec): 3 clusters Score: Raw -416433.668365 + Penalty 2841.388507 = -413592.279858 nChanged 247 SP:Iteration 6Q (6708.966455 sec): 3 clusters Score: Raw -416580.727484 + Penalty 2841.388507 = -413739.338977 nChanged 218 SP:Iteration 7Q (6709.013563 sec): 3 clusters Score: Raw -416703.686457 + Penalty 2841.388507 = -413862.297950 nChanged 203 SP:Iteration 8Q (6709.063646 sec): 3 clusters Score: Raw -416830.865477 + Penalty 2841.388507 = -413989.476971 nChanged 197 SP:Iteration 9Q (6709.120261 sec): 3 clusters Score: Raw -416963.411874 + Penalty 2841.388507 = -414122.023367 nChanged 191 SP:Iteration 10Q (6709.177412 sec): 3 clusters Score: Raw -417073.295489 + Penalty 2841.388507 = -414231.906982 nChanged 167 SP:Iteration 11Q (6709.233994 sec): 3 clusters Score: Raw -417183.597272 + Penalty 2841.388507 = -414342.208765 nChanged 171 SP:Iteration 12Q (6709.293538 sec): 3 clusters Score: Raw -417295.236287 + Penalty 2841.388507 = -414453.847780 nChanged 136 SP:Iteration 13Q (6709.353778 sec): 3 clusters Score: Raw -417371.263571 + Penalty 2841.388507 = -414529.875064 nChanged 117 SP:Iteration 14Q (6709.404727 sec): 3 clusters Score: Raw -417437.429096 + Penalty 2841.388507 = -414596.040589 nChanged 82 SP:Iteration 15Q (6709.465844 sec): 3 clusters Score: Raw -417481.564225 + Penalty 2841.388507 = -414640.175718 nChanged 70 SP:Iteration 16Q (6709.521683 sec): 3 clusters Score: Raw -417520.383476 + Penalty 2841.388507 = -414678.994969 nChanged 66 SP:Iteration 17Q (6709.572217 sec): 3 clusters Score: Raw -417560.247123 + Penalty 2841.388507 = -414718.858616 nChanged 57 SP:Iteration 18Q (6709.638434 sec): 3 clusters Score: Raw -417601.175069 + Penalty 2841.388507 = -414759.786562 nChanged 60 SP:Iteration 19Q (6709.683817 sec): 3 clusters Score: Raw -417639.967275 + Penalty 2841.388507 = -414798.578769 nChanged 43 SP:Iteration 20F (6709.740345 sec): 3 clusters Score: Raw -417668.764695 + Penalty 2841.388507 = -414827.376188 nChanged 40 SP:Iteration 21Q (6709.804239 sec): 3 clusters Score: Raw -417697.700575 + Penalty 2841.388507 = -414856.312068 nChanged 34 SP:Iteration 22Q (6709.856403 sec): 3 clusters Score: Raw -417723.673868 + Penalty 2841.388507 = -414882.285361 nChanged 39 SP:Iteration 23Q (6709.909571 sec): 3 clusters Score: Raw -417751.986476 + Penalty 2841.388507 = -414910.597969 nChanged 29 SP:Iteration 24Q (6709.964733 sec): 3 clusters Score: Raw -417770.584883 + Penalty 2841.388507 = -414929.196376 nChanged 15 SP:Iteration 25Q (6710.019783 sec): 3 clusters Score: Raw -417782.381512 + Penalty 2841.388507 = -414940.993005 nChanged 14 SP:Iteration 26Q (6710.064056 sec): 3 clusters Score: Raw -417796.327066 + Penalty 2841.388507 = -414954.938559 nChanged 16 SP:Iteration 27Q (6710.113814 sec): 3 clusters Score: Raw -417812.149811 + Penalty 2841.388507 = -414970.761304 nChanged 15 SP:Iteration 28Q (6710.174501 sec): 3 clusters Score: Raw -417824.830215 + Penalty 2841.388507 = -414983.441708 nChanged 7 SP:Iteration 29Q (6710.230693 sec): 3 clusters Score: Raw -417829.818508 + Penalty 2841.388507 = -414988.430001 nChanged 6 SP:Iteration 30Q (6710.279043 sec): 3 clusters Score: Raw -417835.013505 + Penalty 2841.388507 = -414993.624998 nChanged 9 SP:Iteration 31Q (6710.331522 sec): 3 clusters Score: Raw -417843.778581 + Penalty 2841.388507 = -415002.390074 nChanged 10 SP:Iteration 32Q (6710.389130 sec): 3 clusters Score: Raw -417852.965269 + Penalty 2841.388507 = -415011.576762 nChanged 11 SP:Iteration 33Q (6710.435432 sec): 3 clusters Score: Raw -417863.980942 + Penalty 2841.388507 = -415022.592435 nChanged 13 SP:Iteration 34Q (6710.488311 sec): 3 clusters Score: Raw -417874.832419 + Penalty 2841.388507 = -415033.443912 nChanged 19 SP:Iteration 35Q (6710.544221 sec): 3 clusters Score: Raw -417888.162939 + Penalty 2841.388507 = -415046.774432 nChanged 15 SP:Iteration 36Q (6710.597664 sec): 3 clusters Score: Raw -417902.228742 + Penalty 2841.388507 = -415060.840235 nChanged 12 SP:Iteration 37Q (6710.651469 sec): 3 clusters Score: Raw -417912.975980 + Penalty 2841.388507 = -415071.587473 nChanged 16 SP:Iteration 38Q (6710.702260 sec): 3 clusters Score: Raw -417926.113602 + Penalty 2841.388507 = -415084.725096 nChanged 7 SP:Iteration 39Q (6710.750352 sec): 3 clusters Score: Raw -417930.621141 + Penalty 2841.388507 = -415089.232634 nChanged 6 SP:Iteration 40F (6710.810111 sec): 3 clusters Score: Raw -417933.488626 + Penalty 2841.388507 = -415092.100119 nChanged 3 SP:Iteration 41Q (6710.856690 sec): 3 clusters Score: Raw -417935.719674 + Penalty 2841.388507 = -415094.331167 nChanged 2 SP:Iteration 42Q (6710.903219 sec): 3 clusters Score: Raw -417937.899427 + Penalty 2841.388507 = -415096.510920 nChanged 4 SP:Iteration 43Q (6710.962533 sec): 3 clusters Score: Raw -417939.669658 + Penalty 2841.388507 = -415098.281151 nChanged 0 SP:Iteration 44F (6711.007706 sec): 3 clusters Score: Raw -417939.669658 + Penalty 2841.388507 = -415098.281151 nChanged 0 Trying to split cluster 32 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6711.043521 sec): 2 clusters Score: Raw -15088.217813 + Penalty 950.982903 = -14137.234910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6711.087052 sec): 3 clusters Score: Raw -15156.847838 + Penalty 1901.965806 = -13254.882032 nChanged 75 SP:Iteration 1F (6711.124540 sec): 3 clusters Score: Raw -15356.339574 + Penalty 1901.965806 = -13454.373768 nChanged 30 SP:Iteration 2F (6711.156594 sec): 3 clusters Score: Raw -15420.684802 + Penalty 1901.965806 = -13518.718996 nChanged 15 SP:Iteration 3Q (6711.206124 sec): 3 clusters Score: Raw -15457.040738 + Penalty 1901.965806 = -13555.074932 nChanged 8 SP:Iteration 4Q (6711.240373 sec): 3 clusters Score: Raw -15473.871397 + Penalty 1901.965806 = -13571.905591 nChanged 7 SP:Iteration 5Q (6711.279750 sec): 3 clusters Score: Raw -15491.129065 + Penalty 1901.965806 = -13589.163259 nChanged 2 SP:Iteration 6Q (6711.325001 sec): 3 clusters Score: Raw -15495.117870 + Penalty 1901.965806 = -13593.152064 nChanged 2 SP:Iteration 7Q (6711.368328 sec): 3 clusters Score: Raw -15497.739596 + Penalty 1901.965806 = -13595.773790 nChanged 2 SP:Iteration 8Q (6711.413635 sec): 3 clusters Score: Raw -15501.183402 + Penalty 1901.965806 = -13599.217596 nChanged 3 SP:Iteration 9Q (6711.455604 sec): 3 clusters Score: Raw -15506.547623 + Penalty 1901.965806 = -13604.581817 nChanged 0 SP:Iteration 10F (6711.490117 sec): 3 clusters Score: Raw -15506.547623 + Penalty 1901.965806 = -13604.581817 nChanged 0 Trying to split cluster 33 (12605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6711.536298 sec): 2 clusters Score: Raw -859621.381631 + Penalty 1534.300436 = -858087.081195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6711.609972 sec): 3 clusters Score: Raw -852326.681583 + Penalty 3068.600873 = -849258.080711 nChanged 5508 SP:Iteration 1F (6711.677711 sec): 3 clusters Score: Raw -855330.965673 + Penalty 3068.600873 = -852262.364800 nChanged 853 SP:Iteration 2F (6711.730247 sec): 3 clusters Score: Raw -855750.770299 + Penalty 3068.600873 = -852682.169426 nChanged 792 SP:Iteration 3F (6711.791420 sec): 3 clusters Score: Raw -856154.077497 + Penalty 3068.600873 = -853085.476624 nChanged 713 SP:Iteration 4F (6711.856150 sec): 3 clusters Score: Raw -856540.608915 + Penalty 3068.600873 = -853472.008043 nChanged 705 SP:Iteration 5F (6711.928205 sec): 3 clusters Score: Raw -856944.934913 + Penalty 3068.600873 = -853876.334040 nChanged 713 SP:Iteration 6F (6711.981361 sec): 3 clusters Score: Raw -857416.237304 + Penalty 3068.600873 = -854347.636431 nChanged 713 SP:Iteration 7F (6712.050460 sec): 3 clusters Score: Raw -857950.444619 + Penalty 3068.600873 = -854881.843746 nChanged 666 SP:Iteration 8F (6712.111163 sec): 3 clusters Score: Raw -858458.976573 + Penalty 3068.600873 = -855390.375700 nChanged 526 SP:Iteration 9Q (6712.178033 sec): 3 clusters Score: Raw -858887.600565 + Penalty 3068.600873 = -855818.999692 nChanged 395 SP:Iteration 10Q (6712.239275 sec): 3 clusters Score: Raw -859232.918900 + Penalty 3068.600873 = -856164.318027 nChanged 279 SP:Iteration 11Q (6712.314024 sec): 3 clusters Score: Raw -859489.442274 + Penalty 3068.600873 = -856420.841401 nChanged 183 SP:Iteration 12Q (6712.376034 sec): 3 clusters Score: Raw -859635.699680 + Penalty 3068.600873 = -856567.098807 nChanged 131 SP:Iteration 13Q (6712.437071 sec): 3 clusters Score: Raw -859726.782798 + Penalty 3068.600873 = -856658.181925 nChanged 82 SP:Iteration 14Q (6712.493227 sec): 3 clusters Score: Raw -859786.625891 + Penalty 3068.600873 = -856718.025018 nChanged 61 SP:Iteration 15Q (6712.556666 sec): 3 clusters Score: Raw -859825.757159 + Penalty 3068.600873 = -856757.156286 nChanged 42 SP:Iteration 16Q (6712.616227 sec): 3 clusters Score: Raw -859855.168203 + Penalty 3068.600873 = -856786.567331 nChanged 37 SP:Iteration 17Q (6712.672636 sec): 3 clusters Score: Raw -859883.588146 + Penalty 3068.600873 = -856814.987273 nChanged 31 SP:Iteration 18Q (6712.733415 sec): 3 clusters Score: Raw -859900.464432 + Penalty 3068.600873 = -856831.863559 nChanged 18 SP:Iteration 19Q (6712.792031 sec): 3 clusters Score: Raw -859907.207226 + Penalty 3068.600873 = -856838.606353 nChanged 11 SP:Iteration 20F (6712.861157 sec): 3 clusters Score: Raw -859913.289060 + Penalty 3068.600873 = -856844.688187 nChanged 11 SP:Iteration 21Q (6712.908600 sec): 3 clusters Score: Raw -859921.084781 + Penalty 3068.600873 = -856852.483909 nChanged 15 SP:Iteration 22Q (6712.985174 sec): 3 clusters Score: Raw -859928.317476 + Penalty 3068.600873 = -856859.716603 nChanged 11 SP:Iteration 23Q (6713.045785 sec): 3 clusters Score: Raw -859934.190746 + Penalty 3068.600873 = -856865.589873 nChanged 5 SP:Iteration 24Q (6713.093447 sec): 3 clusters Score: Raw -859936.436872 + Penalty 3068.600873 = -856867.835999 nChanged 2 SP:Iteration 25Q (6713.157477 sec): 3 clusters Score: Raw -859936.859745 + Penalty 3068.600873 = -856868.258872 nChanged 0 SP:Iteration 26F (6713.238332 sec): 3 clusters Score: Raw -859936.859745 + Penalty 3068.600873 = -856868.258872 nChanged 0 Trying to split cluster 34 (1755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6713.267252 sec): 2 clusters Score: Raw -120070.666950 + Penalty 1213.911422 = -118856.755528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6713.318030 sec): 3 clusters Score: Raw -119344.953745 + Penalty 2427.822844 = -116917.130901 nChanged 569 SP:Iteration 1F (6713.370196 sec): 3 clusters Score: Raw -119684.066178 + Penalty 2427.822844 = -117256.243334 nChanged 139 SP:Iteration 2F (6713.417489 sec): 3 clusters Score: Raw -119788.885187 + Penalty 2427.822844 = -117361.062343 nChanged 77 SP:Iteration 3Q (6713.454968 sec): 3 clusters Score: Raw -119846.162013 + Penalty 2427.822844 = -117418.339169 nChanged 62 SP:Iteration 4Q (6713.517919 sec): 3 clusters Score: Raw -119894.042952 + Penalty 2427.822844 = -117466.220108 nChanged 48 SP:Iteration 5Q (6713.564959 sec): 3 clusters Score: Raw -119934.795902 + Penalty 2427.822844 = -117506.973058 nChanged 28 SP:Iteration 6Q (6713.609454 sec): 3 clusters Score: Raw -119961.880314 + Penalty 2427.822844 = -117534.057470 nChanged 31 SP:Iteration 7Q (6713.659505 sec): 3 clusters Score: Raw -119981.151497 + Penalty 2427.822844 = -117553.328653 nChanged 23 SP:Iteration 8Q (6713.716418 sec): 3 clusters Score: Raw -119996.772323 + Penalty 2427.822844 = -117568.949478 nChanged 13 SP:Iteration 9Q (6713.766862 sec): 3 clusters Score: Raw -120008.227154 + Penalty 2427.822844 = -117580.404310 nChanged 19 SP:Iteration 10Q (6713.812655 sec): 3 clusters Score: Raw -120023.457396 + Penalty 2427.822844 = -117595.634552 nChanged 19 SP:Iteration 11Q (6713.858693 sec): 3 clusters Score: Raw -120035.202583 + Penalty 2427.822844 = -117607.379739 nChanged 20 SP:Iteration 12Q (6713.904976 sec): 3 clusters Score: Raw -120046.337569 + Penalty 2427.822844 = -117618.514724 nChanged 21 SP:Iteration 13Q (6713.951113 sec): 3 clusters Score: Raw -120061.750061 + Penalty 2427.822844 = -117633.927217 nChanged 23 SP:Iteration 14Q (6713.992968 sec): 3 clusters Score: Raw -120077.809841 + Penalty 2427.822844 = -117649.986996 nChanged 15 SP:Iteration 15Q (6714.045190 sec): 3 clusters Score: Raw -120087.072494 + Penalty 2427.822844 = -117659.249649 nChanged 17 SP:Iteration 16Q (6714.096738 sec): 3 clusters Score: Raw -120094.320219 + Penalty 2427.822844 = -117666.497375 nChanged 10 SP:Iteration 17Q (6714.154130 sec): 3 clusters Score: Raw -120103.112449 + Penalty 2427.822844 = -117675.289604 nChanged 10 SP:Iteration 18Q (6714.191523 sec): 3 clusters Score: Raw -120107.685281 + Penalty 2427.822844 = -117679.862437 nChanged 9 SP:Iteration 19Q (6714.253878 sec): 3 clusters Score: Raw -120112.492713 + Penalty 2427.822844 = -117684.669869 nChanged 5 SP:Iteration 20F (6714.296484 sec): 3 clusters Score: Raw -120115.259520 + Penalty 2427.822844 = -117687.436676 nChanged 6 SP:Iteration 21Q (6714.339172 sec): 3 clusters Score: Raw -120118.895156 + Penalty 2427.822844 = -117691.072311 nChanged 7 SP:Iteration 22Q (6714.390574 sec): 3 clusters Score: Raw -120124.249033 + Penalty 2427.822844 = -117696.426189 nChanged 11 SP:Iteration 23Q (6714.433068 sec): 3 clusters Score: Raw -120130.089077 + Penalty 2427.822844 = -117702.266233 nChanged 6 SP:Iteration 24Q (6714.471939 sec): 3 clusters Score: Raw -120132.189340 + Penalty 2427.822844 = -117704.366496 nChanged 3 SP:Iteration 25Q (6714.524051 sec): 3 clusters Score: Raw -120135.706262 + Penalty 2427.822844 = -117707.883418 nChanged 4 SP:Iteration 26Q (6714.574151 sec): 3 clusters Score: Raw -120137.825868 + Penalty 2427.822844 = -117710.003024 nChanged 3 SP:Iteration 27Q (6714.607988 sec): 3 clusters Score: Raw -120140.051537 + Penalty 2427.822844 = -117712.228693 nChanged 0 SP:Iteration 28F (6714.654098 sec): 3 clusters Score: Raw -120140.051537 + Penalty 2427.822844 = -117712.228693 nChanged 0 Trying to split cluster 35 (2353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6714.687026 sec): 2 clusters Score: Raw -136870.402913 + Penalty 1261.560038 = -135608.842875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6714.731487 sec): 3 clusters Score: Raw -135863.030656 + Penalty 2523.120076 = -133339.910579 nChanged 867 SP:Iteration 1F (6714.779024 sec): 3 clusters Score: Raw -136420.110330 + Penalty 2523.120076 = -133896.990254 nChanged 181 SP:Iteration 2F (6714.825928 sec): 3 clusters Score: Raw -136566.050550 + Penalty 2523.120076 = -134042.930474 nChanged 132 SP:Iteration 3F (6714.869962 sec): 3 clusters Score: Raw -136676.257274 + Penalty 2523.120076 = -134153.137198 nChanged 107 SP:Iteration 4Q (6714.927861 sec): 3 clusters Score: Raw -136748.927596 + Penalty 2523.120076 = -134225.807520 nChanged 99 SP:Iteration 5Q (6714.976246 sec): 3 clusters Score: Raw -136822.480642 + Penalty 2523.120076 = -134299.360566 nChanged 97 SP:Iteration 6Q (6715.019378 sec): 3 clusters Score: Raw -136897.757490 + Penalty 2523.120076 = -134374.637413 nChanged 83 SP:Iteration 7Q (6715.078303 sec): 3 clusters Score: Raw -136960.054392 + Penalty 2523.120076 = -134436.934315 nChanged 74 SP:Iteration 8Q (6715.117047 sec): 3 clusters Score: Raw -137014.634635 + Penalty 2523.120076 = -134491.514559 nChanged 68 SP:Iteration 9Q (6715.169416 sec): 3 clusters Score: Raw -137065.248518 + Penalty 2523.120076 = -134542.128442 nChanged 49 SP:Iteration 10Q (6715.214505 sec): 3 clusters Score: Raw -137102.234695 + Penalty 2523.120076 = -134579.114618 nChanged 39 SP:Iteration 11Q (6715.273876 sec): 3 clusters Score: Raw -137130.033543 + Penalty 2523.120076 = -134606.913467 nChanged 36 SP:Iteration 12Q (6715.324379 sec): 3 clusters Score: Raw -137162.506722 + Penalty 2523.120076 = -134639.386646 nChanged 40 SP:Iteration 13Q (6715.362035 sec): 3 clusters Score: Raw -137192.197349 + Penalty 2523.120076 = -134669.077272 nChanged 42 SP:Iteration 14Q (6715.414030 sec): 3 clusters Score: Raw -137227.634434 + Penalty 2523.120076 = -134704.514358 nChanged 35 SP:Iteration 15Q (6715.455341 sec): 3 clusters Score: Raw -137254.843928 + Penalty 2523.120076 = -134731.723851 nChanged 37 SP:Iteration 16Q (6715.503355 sec): 3 clusters Score: Raw -137286.761072 + Penalty 2523.120076 = -134763.640995 nChanged 35 SP:Iteration 17Q (6715.558956 sec): 3 clusters Score: Raw -137309.642958 + Penalty 2523.120076 = -134786.522882 nChanged 25 SP:Iteration 18Q (6715.618111 sec): 3 clusters Score: Raw -137328.993548 + Penalty 2523.120076 = -134805.873471 nChanged 22 SP:Iteration 19Q (6715.659419 sec): 3 clusters Score: Raw -137345.340137 + Penalty 2523.120076 = -134822.220061 nChanged 26 SP:Iteration 20F (6715.714003 sec): 3 clusters Score: Raw -137375.421729 + Penalty 2523.120076 = -134852.301652 nChanged 26 SP:Iteration 21Q (6715.761394 sec): 3 clusters Score: Raw -137411.258835 + Penalty 2523.120076 = -134888.138758 nChanged 32 SP:Iteration 22Q (6715.808626 sec): 3 clusters Score: Raw -137442.279734 + Penalty 2523.120076 = -134919.159657 nChanged 27 SP:Iteration 23Q (6715.856166 sec): 3 clusters Score: Raw -137465.113409 + Penalty 2523.120076 = -134941.993333 nChanged 24 SP:Iteration 24Q (6715.892923 sec): 3 clusters Score: Raw -137483.212468 + Penalty 2523.120076 = -134960.092391 nChanged 15 SP:Iteration 25Q (6715.946535 sec): 3 clusters Score: Raw -137493.722341 + Penalty 2523.120076 = -134970.602264 nChanged 14 SP:Iteration 26Q (6715.993869 sec): 3 clusters Score: Raw -137499.764753 + Penalty 2523.120076 = -134976.644677 nChanged 8 SP:Iteration 27Q (6716.028706 sec): 3 clusters Score: Raw -137506.058202 + Penalty 2523.120076 = -134982.938126 nChanged 10 SP:Iteration 28Q (6716.086477 sec): 3 clusters Score: Raw -137511.783536 + Penalty 2523.120076 = -134988.663460 nChanged 6 SP:Iteration 29Q (6716.133760 sec): 3 clusters Score: Raw -137514.801156 + Penalty 2523.120076 = -134991.681080 nChanged 4 SP:Iteration 30Q (6716.180942 sec): 3 clusters Score: Raw -137516.473296 + Penalty 2523.120076 = -134993.353220 nChanged 5 SP:Iteration 31Q (6716.227752 sec): 3 clusters Score: Raw -137518.527388 + Penalty 2523.120076 = -134995.407311 nChanged 4 SP:Iteration 32Q (6716.266799 sec): 3 clusters Score: Raw -137520.248131 + Penalty 2523.120076 = -134997.128055 nChanged 1 SP:Iteration 33Q (6716.321507 sec): 3 clusters Score: Raw -137521.173604 + Penalty 2523.120076 = -134998.053528 nChanged 0 SP:Iteration 34F (6716.363425 sec): 3 clusters Score: Raw -137521.173604 + Penalty 2523.120076 = -134998.053528 nChanged 0 Trying to split cluster 36 (5773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6716.408977 sec): 2 clusters Score: Raw -393582.015180 + Penalty 1407.403913 = -392174.611267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6716.466135 sec): 3 clusters Score: Raw -390565.999736 + Penalty 2814.807825 = -387751.191911 nChanged 2400 SP:Iteration 1F (6716.518691 sec): 3 clusters Score: Raw -391873.450476 + Penalty 2814.807825 = -389058.642650 nChanged 402 SP:Iteration 2F (6716.577179 sec): 3 clusters Score: Raw -392059.914945 + Penalty 2814.807825 = -389245.107120 nChanged 272 SP:Iteration 3Q (6716.632344 sec): 3 clusters Score: Raw -392170.596654 + Penalty 2814.807825 = -389355.788829 nChanged 178 SP:Iteration 4Q (6716.691813 sec): 3 clusters Score: Raw -392229.670798 + Penalty 2814.807825 = -389414.862973 nChanged 152 SP:Iteration 5Q (6716.746494 sec): 3 clusters Score: Raw -392283.781381 + Penalty 2814.807825 = -389468.973556 nChanged 136 SP:Iteration 6Q (6716.792439 sec): 3 clusters Score: Raw -392332.676839 + Penalty 2814.807825 = -389517.869013 nChanged 136 SP:Iteration 7Q (6716.853594 sec): 3 clusters Score: Raw -392385.636757 + Penalty 2814.807825 = -389570.828931 nChanged 143 SP:Iteration 8Q (6716.912463 sec): 3 clusters Score: Raw -392438.689776 + Penalty 2814.807825 = -389623.881951 nChanged 135 SP:Iteration 9Q (6716.975715 sec): 3 clusters Score: Raw -392491.364954 + Penalty 2814.807825 = -389676.557129 nChanged 128 SP:Iteration 10Q (6717.025761 sec): 3 clusters Score: Raw -392548.560973 + Penalty 2814.807825 = -389733.753147 nChanged 145 SP:Iteration 11Q (6717.088771 sec): 3 clusters Score: Raw -392614.314377 + Penalty 2814.807825 = -389799.506552 nChanged 153 SP:Iteration 12Q (6717.149125 sec): 3 clusters Score: Raw -392686.826221 + Penalty 2814.807825 = -389872.018396 nChanged 159 SP:Iteration 13Q (6717.203093 sec): 3 clusters Score: Raw -392767.634587 + Penalty 2814.807825 = -389952.826762 nChanged 158 SP:Iteration 14Q (6717.255100 sec): 3 clusters Score: Raw -392843.338729 + Penalty 2814.807825 = -390028.530903 nChanged 166 SP:Iteration 15Q (6717.325769 sec): 3 clusters Score: Raw -392927.879072 + Penalty 2814.807825 = -390113.071247 nChanged 155 SP:Iteration 16Q (6717.383149 sec): 3 clusters Score: Raw -393004.392518 + Penalty 2814.807825 = -390189.584693 nChanged 146 SP:Iteration 17Q (6717.442726 sec): 3 clusters Score: Raw -393072.284949 + Penalty 2814.807825 = -390257.477124 nChanged 105 SP:Iteration 18Q (6717.501500 sec): 3 clusters Score: Raw -393131.044872 + Penalty 2814.807825 = -390316.237047 nChanged 114 SP:Iteration 19Q (6717.561201 sec): 3 clusters Score: Raw -393188.849108 + Penalty 2814.807825 = -390374.041282 nChanged 111 SP:Iteration 20F (6717.617740 sec): 3 clusters Score: Raw -393240.787667 + Penalty 2814.807825 = -390425.979841 nChanged 108 SP:Iteration 21Q (6717.670551 sec): 3 clusters Score: Raw -393293.236875 + Penalty 2814.807825 = -390478.429049 nChanged 106 SP:Iteration 22Q (6717.731367 sec): 3 clusters Score: Raw -393335.749544 + Penalty 2814.807825 = -390520.941719 nChanged 85 SP:Iteration 23Q (6717.777653 sec): 3 clusters Score: Raw -393367.565536 + Penalty 2814.807825 = -390552.757710 nChanged 63 SP:Iteration 24Q (6717.833819 sec): 3 clusters Score: Raw -393388.785684 + Penalty 2814.807825 = -390573.977858 nChanged 59 SP:Iteration 25Q (6717.893680 sec): 3 clusters Score: Raw -393413.736004 + Penalty 2814.807825 = -390598.928178 nChanged 50 SP:Iteration 26Q (6717.951888 sec): 3 clusters Score: Raw -393434.457184 + Penalty 2814.807825 = -390619.649358 nChanged 56 SP:Iteration 27Q (6718.002140 sec): 3 clusters Score: Raw -393457.350660 + Penalty 2814.807825 = -390642.542835 nChanged 64 SP:Iteration 28Q (6718.068324 sec): 3 clusters Score: Raw -393476.621529 + Penalty 2814.807825 = -390661.813704 nChanged 52 SP:Iteration 29Q (6718.131191 sec): 3 clusters Score: Raw -393491.452282 + Penalty 2814.807825 = -390676.644456 nChanged 35 SP:Iteration 30Q (6718.178644 sec): 3 clusters Score: Raw -393501.928325 + Penalty 2814.807825 = -390687.120499 nChanged 42 SP:Iteration 31Q (6718.238342 sec): 3 clusters Score: Raw -393512.376986 + Penalty 2814.807825 = -390697.569160 nChanged 35 SP:Iteration 32Q (6718.295252 sec): 3 clusters Score: Raw -393520.719669 + Penalty 2814.807825 = -390705.911844 nChanged 27 SP:Iteration 33Q (6718.354143 sec): 3 clusters Score: Raw -393527.849045 + Penalty 2814.807825 = -390713.041220 nChanged 22 SP:Iteration 34Q (6718.419966 sec): 3 clusters Score: Raw -393532.550327 + Penalty 2814.807825 = -390717.742502 nChanged 20 SP:Iteration 35Q (6718.471132 sec): 3 clusters Score: Raw -393536.159466 + Penalty 2814.807825 = -390721.351641 nChanged 20 SP:Iteration 36Q (6718.525730 sec): 3 clusters Score: Raw -393540.142026 + Penalty 2814.807825 = -390725.334201 nChanged 14 SP:Iteration 37Q (6718.583570 sec): 3 clusters Score: Raw -393543.694270 + Penalty 2814.807825 = -390728.886444 nChanged 16 SP:Iteration 38Q (6718.647989 sec): 3 clusters Score: Raw -393547.693226 + Penalty 2814.807825 = -390732.885400 nChanged 15 SP:Iteration 39Q (6718.709022 sec): 3 clusters Score: Raw -393550.969018 + Penalty 2814.807825 = -390736.161192 nChanged 17 SP:Iteration 40F (6718.763331 sec): 3 clusters Score: Raw -393554.190699 + Penalty 2814.807825 = -390739.382874 nChanged 18 SP:Iteration 41Q (6718.813614 sec): 3 clusters Score: Raw -393557.720460 + Penalty 2814.807825 = -390742.912635 nChanged 16 SP:Iteration 42Q (6718.869321 sec): 3 clusters Score: Raw -393560.807357 + Penalty 2814.807825 = -390745.999532 nChanged 14 SP:Iteration 43Q (6718.927075 sec): 3 clusters Score: Raw -393563.684871 + Penalty 2814.807825 = -390748.877046 nChanged 14 SP:Iteration 44Q (6718.991533 sec): 3 clusters Score: Raw -393567.340776 + Penalty 2814.807825 = -390752.532951 nChanged 14 SP:Iteration 45Q (6719.036387 sec): 3 clusters Score: Raw -393571.118107 + Penalty 2814.807825 = -390756.310282 nChanged 16 SP:Iteration 46Q (6719.092843 sec): 3 clusters Score: Raw -393573.656747 + Penalty 2814.807825 = -390758.848921 nChanged 7 SP:Iteration 47Q (6719.149742 sec): 3 clusters Score: Raw -393574.910775 + Penalty 2814.807825 = -390760.102949 nChanged 8 SP:Iteration 48Q (6719.209036 sec): 3 clusters Score: Raw -393576.805473 + Penalty 2814.807825 = -390761.997648 nChanged 9 SP:Iteration 49Q (6719.261444 sec): 3 clusters Score: Raw -393578.063767 + Penalty 2814.807825 = -390763.255942 nChanged 9 SP:Iteration 50Q (6719.327699 sec): 3 clusters Score: Raw -393579.882396 + Penalty 2814.807825 = -390765.074570 nChanged 6 SP:Iteration 51Q (6719.385472 sec): 3 clusters Score: Raw -393581.107546 + Penalty 2814.807825 = -390766.299721 nChanged 7 SP:Iteration 52Q (6719.448260 sec): 3 clusters Score: Raw -393582.505399 + Penalty 2814.807825 = -390767.697573 nChanged 5 SP:Iteration 53Q (6719.505972 sec): 3 clusters Score: Raw -393583.750237 + Penalty 2814.807825 = -390768.942412 nChanged 2 SP:Iteration 54Q (6719.551363 sec): 3 clusters Score: Raw -393583.918235 + Penalty 2814.807825 = -390769.110409 nChanged 2 SP:Iteration 55Q (6719.608061 sec): 3 clusters Score: Raw -393584.077185 + Penalty 2814.807825 = -390769.269360 nChanged 1 SP:Iteration 56Q (6719.665787 sec): 3 clusters Score: Raw -393584.198175 + Penalty 2814.807825 = -390769.390350 nChanged 2 SP:Iteration 57Q (6719.725627 sec): 3 clusters Score: Raw -393584.409474 + Penalty 2814.807825 = -390769.601649 nChanged 2 SP:Iteration 58Q (6719.780261 sec): 3 clusters Score: Raw -393584.813220 + Penalty 2814.807825 = -390770.005394 nChanged 2 SP:Iteration 59Q (6719.830697 sec): 3 clusters Score: Raw -393585.067237 + Penalty 2814.807825 = -390770.259412 nChanged 2 SP:Iteration 60F (6719.894989 sec): 3 clusters Score: Raw -393585.479040 + Penalty 2814.807825 = -390770.671215 nChanged 1 SP:Iteration 61Q (6719.955326 sec): 3 clusters Score: Raw -393585.682451 + Penalty 2814.807825 = -390770.874626 nChanged 0 SP:Iteration 62F (6720.008137 sec): 3 clusters Score: Raw -393585.682451 + Penalty 2814.807825 = -390770.874626 nChanged 0 Time taken for this iteration:1996.558514 seconds. 21->37 Clusters: Score -32088096.904939, best is -32086752.918209 THE BEST YET! Main iterations: 762 (time per iteration =6072.822435 ms) Total iterations: 34858 (time per iteration =132.752616 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 647427626496.000000 (time per metric unit =7.147503ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 15538263035904.000000 (time per metric unit=297.812612ps) That took 4627.490696 seconds.