FileBase 20160307--9--12.14.2016-12.38 ElecNo 1 UseFeatures 11111111111111111111111111111100001 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 2 MaxClusters 12 MaxPossibleClusters 1000 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.rc3-3-geed5 Setting RAM limit to total physical memory, 62.82 GB. Expected memory usage by array (largest first): Array LogP will use between 0.99 and 1.48 GB. - 8 bytes per element (scalar), 66413000 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.03 and 0.05 GB. - 8 bytes per element (scalar), 2058803 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.01 and 0.02 GB. - 8 bytes per element (scalar), 961000 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Array Data will use between 0.01 and 0.01 GB. - 2 bytes per element (data_int), 2058803 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.00 and 0.01 GB. - 1 bytes per element (char), 2058803 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.00 and 0.01 GB. - 1 bytes per element (char), 2058803 elements when full. - Memory usage scales as nPoints*nDims. Note that nPoints=66413, nDims=31, MaxPossibleClusters=1000 Total memory usage will be between 1.05 and 1.57 GB. RAM limit is set at 62.82 GB. ---------------------------------------------------------- Loaded 66413 data points of dimension 31. MEMO: A lower score indicates a better clustering Starting from 2 clusters... ------ Clustering full data set of 66413 points ------ SP: Assigned 2 initial classes randomly. Iteration 0F (0.918637 sec): 2 clusters Score: Raw -2849338.059334 + Penalty 2931.363098 = -2846406.696235 nChanged 3 Iteration 1Q (1.082289 sec): 2 clusters Score: Raw -2849339.603625 + Penalty 2931.363098 = -2846408.240527 nChanged 0 Iteration 2F (1.261317 sec): 2 clusters Score: Raw -2849339.603625 + Penalty 2931.363098 = -2846408.240527 nChanged 0 Compute initial score before splitting: Score: Raw -2849339.603625 + Penalty 2931.363098 = -2846408.240527 Trying to split cluster 1 (66410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.587216 sec): 2 clusters Score: Raw -2849371.755619 + Penalty 2931.351173 = -2846440.404447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.895880 sec): 3 clusters Score: Raw -2807997.715988 + Penalty 5862.702345 = -2802135.013642 nChanged 31110 SP:Iteration 1F (2.202669 sec): 3 clusters Score: Raw -2828573.345888 + Penalty 5862.702345 = -2822710.643543 nChanged 5735 SP:Iteration 2F (2.514117 sec): 3 clusters Score: Raw -2835873.406160 + Penalty 5862.702345 = -2830010.703814 nChanged 8206 SP:Iteration 3F (2.808661 sec): 3 clusters Score: Raw -2850080.629718 + Penalty 5862.702345 = -2844217.927373 nChanged 8773 SP:Iteration 4F (3.138306 sec): 3 clusters Score: Raw -2862979.033763 + Penalty 5862.702345 = -2857116.331418 nChanged 6049 SP:Iteration 5F (3.415420 sec): 3 clusters Score: Raw -2868824.832277 + Penalty 5862.702345 = -2862962.129932 nChanged 3523 SP:Iteration 6F (3.701075 sec): 3 clusters Score: Raw -2871035.391320 + Penalty 5862.702345 = -2865172.688974 nChanged 2022 SP:Iteration 7Q (4.011300 sec): 3 clusters Score: Raw -2871898.185191 + Penalty 5862.702345 = -2866035.482846 nChanged 1203 SP:Iteration 8Q (4.331070 sec): 3 clusters Score: Raw -2872278.269541 + Penalty 5862.702345 = -2866415.567196 nChanged 786 SP:Iteration 9Q (4.581371 sec): 3 clusters Score: Raw -2872463.347908 + Penalty 5862.702345 = -2866600.645563 nChanged 573 SP:Iteration 10Q (4.883689 sec): 3 clusters Score: Raw -2872579.803536 + Penalty 5862.702345 = -2866717.101191 nChanged 470 SP:Iteration 11Q (5.185974 sec): 3 clusters Score: Raw -2872670.912011 + Penalty 5862.702345 = -2866808.209666 nChanged 361 SP:Iteration 12Q (5.442783 sec): 3 clusters Score: Raw -2872741.590221 + Penalty 5862.702345 = -2866878.887876 nChanged 293 SP:Iteration 13Q (5.716705 sec): 3 clusters Score: Raw -2872801.011436 + Penalty 5862.702345 = -2866938.309091 nChanged 277 SP:Iteration 14Q (6.011339 sec): 3 clusters Score: Raw -2872859.114926 + Penalty 5862.702345 = -2866996.412581 nChanged 251 SP:Iteration 15Q (6.291249 sec): 3 clusters Score: Raw -2872914.619874 + Penalty 5862.702345 = -2867051.917529 nChanged 261 SP:Iteration 16Q (6.613000 sec): 3 clusters Score: Raw -2872974.888860 + Penalty 5862.702345 = -2867112.186515 nChanged 291 SP:Iteration 17Q (6.886603 sec): 3 clusters Score: Raw -2873040.788765 + Penalty 5862.702345 = -2867178.086420 nChanged 297 SP:Iteration 18Q (7.146280 sec): 3 clusters Score: Raw -2873118.380574 + Penalty 5862.702345 = -2867255.678228 nChanged 326 SP:Iteration 19Q (7.446733 sec): 3 clusters Score: Raw -2873227.998790 + Penalty 5862.702345 = -2867365.296445 nChanged 408 SP:Iteration 20F (7.758618 sec): 3 clusters Score: Raw -2873391.978252 + Penalty 5862.702345 = -2867529.275907 nChanged 477 SP:Iteration 21Q (8.056188 sec): 3 clusters Score: Raw -2873615.073700 + Penalty 5862.702345 = -2867752.371355 nChanged 531 SP:Iteration 22Q (8.353167 sec): 3 clusters Score: Raw -2873940.707932 + Penalty 5862.702345 = -2868078.005587 nChanged 703 SP:Iteration 23Q (8.637806 sec): 3 clusters Score: Raw -2874622.951885 + Penalty 5862.702345 = -2868760.249539 nChanged 968 SP:Iteration 24Q (8.939489 sec): 3 clusters Score: Raw -2876162.119464 + Penalty 5862.702345 = -2870299.417118 nChanged 1332 SP:Iteration 25Q (9.217103 sec): 3 clusters Score: Raw -2879772.075704 + Penalty 5862.702345 = -2873909.373359 nChanged 1780 SP:Iteration 26Q (9.521621 sec): 3 clusters Score: Raw -2884995.481462 + Penalty 5862.702345 = -2879132.779117 nChanged 2054 SP:Iteration 27Q (9.796947 sec): 3 clusters Score: Raw -2887786.026484 + Penalty 5862.702345 = -2881923.324139 nChanged 2118 SP:Iteration 28Q (10.092848 sec): 3 clusters Score: Raw -2888871.654875 + Penalty 5862.702345 = -2883008.952530 nChanged 1716 SP:Iteration 29Q (10.374258 sec): 3 clusters Score: Raw -2889687.591950 + Penalty 5862.702345 = -2883824.889605 nChanged 1614 SP:Iteration 30Q (10.644206 sec): 3 clusters Score: Raw -2890353.148328 + Penalty 5862.702345 = -2884490.445983 nChanged 1405 SP:Iteration 31Q (10.896680 sec): 3 clusters Score: Raw -2890851.888896 + Penalty 5862.702345 = -2884989.186550 nChanged 1266 SP:Iteration 32Q (11.166915 sec): 3 clusters Score: Raw -2891255.853928 + Penalty 5862.702345 = -2885393.151583 nChanged 1126 SP:Iteration 33Q (11.390042 sec): 3 clusters Score: Raw -2891566.550121 + Penalty 5862.702345 = -2885703.847776 nChanged 1003 SP:Iteration 34Q (11.624051 sec): 3 clusters Score: Raw -2891815.504781 + Penalty 5862.702345 = -2885952.802436 nChanged 895 SP:Iteration 35Q (11.885468 sec): 3 clusters Score: Raw -2892008.842425 + Penalty 5862.702345 = -2886146.140079 nChanged 791 SP:Iteration 36Q (12.122011 sec): 3 clusters Score: Raw -2892158.967665 + Penalty 5862.702345 = -2886296.265320 nChanged 720 SP:Iteration 37Q (12.414355 sec): 3 clusters Score: Raw -2892285.827532 + Penalty 5862.702345 = -2886423.125186 nChanged 615 SP:Iteration 38Q (12.708798 sec): 3 clusters Score: Raw -2892382.711778 + Penalty 5862.702345 = -2886520.009433 nChanged 544 SP:Iteration 39Q (12.983088 sec): 3 clusters Score: Raw -2892457.244652 + Penalty 5862.702345 = -2886594.542307 nChanged 470 SP:Iteration 40F (13.285755 sec): 3 clusters Score: Raw -2892511.365011 + Penalty 5862.702345 = -2886648.662666 nChanged 402 SP:Iteration 41Q (13.546422 sec): 3 clusters Score: Raw -2892553.449579 + Penalty 5862.702345 = -2886690.747233 nChanged 354 SP:Iteration 42Q (13.844219 sec): 3 clusters Score: Raw -2892588.715431 + Penalty 5862.702345 = -2886726.013086 nChanged 307 SP:Iteration 43Q (14.123722 sec): 3 clusters Score: Raw -2892616.481001 + Penalty 5862.702345 = -2886753.778655 nChanged 277 SP:Iteration 44Q (14.382170 sec): 3 clusters Score: Raw -2892638.944842 + Penalty 5862.702345 = -2886776.242497 nChanged 251 SP:Iteration 45Q (14.651336 sec): 3 clusters Score: Raw -2892658.922832 + Penalty 5862.702345 = -2886796.220487 nChanged 238 SP:Iteration 46Q (14.951821 sec): 3 clusters Score: Raw -2892676.135349 + Penalty 5862.702345 = -2886813.433004 nChanged 216 SP:Iteration 47Q (15.213984 sec): 3 clusters Score: Raw -2892691.112226 + Penalty 5862.702345 = -2886828.409881 nChanged 190 SP:Iteration 48Q (15.529736 sec): 3 clusters Score: Raw -2892702.555091 + Penalty 5862.702345 = -2886839.852745 nChanged 163 SP:Iteration 49Q (15.826214 sec): 3 clusters Score: Raw -2892710.907291 + Penalty 5862.702345 = -2886848.204946 nChanged 151 SP:Iteration 50Q (16.110545 sec): 3 clusters Score: Raw -2892718.748495 + Penalty 5862.702345 = -2886856.046150 nChanged 138 SP:Iteration 51Q (16.411719 sec): 3 clusters Score: Raw -2892725.805688 + Penalty 5862.702345 = -2886863.103343 nChanged 148 SP:Iteration 52Q (16.650731 sec): 3 clusters Score: Raw -2892733.650795 + Penalty 5862.702345 = -2886870.948450 nChanged 144 SP:Iteration 53Q (16.920445 sec): 3 clusters Score: Raw -2892740.997793 + Penalty 5862.702345 = -2886878.295448 nChanged 127 SP:Iteration 54Q (17.152677 sec): 3 clusters Score: Raw -2892747.290641 + Penalty 5862.702345 = -2886884.588296 nChanged 128 SP:Iteration 55Q (17.422263 sec): 3 clusters Score: Raw -2892753.280158 + Penalty 5862.702345 = -2886890.577813 nChanged 101 SP:Iteration 56Q (17.682220 sec): 3 clusters Score: Raw -2892757.231355 + Penalty 5862.702345 = -2886894.529010 nChanged 94 SP:Iteration 57Q (17.995530 sec): 3 clusters Score: Raw -2892760.621676 + Penalty 5862.702345 = -2886897.919331 nChanged 77 SP:Iteration 58Q (18.273556 sec): 3 clusters Score: Raw -2892763.448571 + Penalty 5862.702345 = -2886900.746226 nChanged 74 SP:Iteration 59Q (18.597701 sec): 3 clusters Score: Raw -2892765.911281 + Penalty 5862.702345 = -2886903.208936 nChanged 54 SP:Iteration 60F (18.891461 sec): 3 clusters Score: Raw -2892768.003490 + Penalty 5862.702345 = -2886905.301145 nChanged 61 SP:Iteration 61Q (19.200681 sec): 3 clusters Score: Raw -2892770.325261 + Penalty 5862.702345 = -2886907.622916 nChanged 64 SP:Iteration 62Q (19.490597 sec): 3 clusters Score: Raw -2892772.529308 + Penalty 5862.702345 = -2886909.826963 nChanged 64 SP:Iteration 63Q (19.816043 sec): 3 clusters Score: Raw -2892774.419925 + Penalty 5862.702345 = -2886911.717580 nChanged 43 SP:Iteration 64Q (20.110128 sec): 3 clusters Score: Raw -2892775.641706 + Penalty 5862.702345 = -2886912.939361 nChanged 44 SP:Iteration 65Q (20.425062 sec): 3 clusters Score: Raw -2892776.981022 + Penalty 5862.702345 = -2886914.278676 nChanged 44 SP:Iteration 66Q (20.737241 sec): 3 clusters Score: Raw -2892778.233894 + Penalty 5862.702345 = -2886915.531549 nChanged 31 SP:Iteration 67Q (21.056363 sec): 3 clusters Score: Raw -2892779.121861 + Penalty 5862.702345 = -2886916.419516 nChanged 26 SP:Iteration 68Q (21.374089 sec): 3 clusters Score: Raw -2892779.845854 + Penalty 5862.702345 = -2886917.143509 nChanged 33 SP:Iteration 69Q (21.737445 sec): 3 clusters Score: Raw -2892780.678625 + Penalty 5862.702345 = -2886917.976280 nChanged 33 SP:Iteration 70Q (22.075367 sec): 3 clusters Score: Raw -2892781.516958 + Penalty 5862.702345 = -2886918.814613 nChanged 28 SP:Iteration 71Q (22.393122 sec): 3 clusters Score: Raw -2892782.231704 + Penalty 5862.702345 = -2886919.529359 nChanged 24 SP:Iteration 72Q (22.706197 sec): 3 clusters Score: Raw -2892782.950679 + Penalty 5862.702345 = -2886920.248334 nChanged 28 SP:Iteration 73Q (23.037868 sec): 3 clusters Score: Raw -2892783.598082 + Penalty 5862.702345 = -2886920.895736 nChanged 16 SP:Iteration 74Q (23.274357 sec): 3 clusters Score: Raw -2892784.091509 + Penalty 5862.702345 = -2886921.389164 nChanged 18 SP:Iteration 75Q (23.541573 sec): 3 clusters Score: Raw -2892784.572204 + Penalty 5862.702345 = -2886921.869858 nChanged 18 SP:Iteration 76Q (23.838259 sec): 3 clusters Score: Raw -2892784.971333 + Penalty 5862.702345 = -2886922.268987 nChanged 14 SP:Iteration 77Q (24.145002 sec): 3 clusters Score: Raw -2892785.347114 + Penalty 5862.702345 = -2886922.644769 nChanged 13 SP:Iteration 78Q (24.463809 sec): 3 clusters Score: Raw -2892785.621924 + Penalty 5862.702345 = -2886922.919579 nChanged 12 SP:Iteration 79Q (24.711999 sec): 3 clusters Score: Raw -2892785.898851 + Penalty 5862.702345 = -2886923.196506 nChanged 22 SP:Iteration 80F (24.975198 sec): 3 clusters Score: Raw -2892786.467219 + Penalty 5862.702345 = -2886923.764874 nChanged 18 SP:Iteration 81Q (25.305785 sec): 3 clusters Score: Raw -2892786.884432 + Penalty 5862.702345 = -2886924.182087 nChanged 10 SP:Iteration 82Q (25.628732 sec): 3 clusters Score: Raw -2892787.080710 + Penalty 5862.702345 = -2886924.378365 nChanged 9 SP:Iteration 83Q (25.964035 sec): 3 clusters Score: Raw -2892787.250250 + Penalty 5862.702345 = -2886924.547905 nChanged 9 SP:Iteration 84Q (26.253153 sec): 3 clusters Score: Raw -2892787.448966 + Penalty 5862.702345 = -2886924.746621 nChanged 10 SP:Iteration 85Q (26.596568 sec): 3 clusters Score: Raw -2892787.655917 + Penalty 5862.702345 = -2886924.953572 nChanged 9 SP:Iteration 86Q (26.885766 sec): 3 clusters Score: Raw -2892787.855684 + Penalty 5862.702345 = -2886925.153339 nChanged 7 SP:Iteration 87Q (27.210923 sec): 3 clusters Score: Raw -2892787.988401 + Penalty 5862.702345 = -2886925.286056 nChanged 7 SP:Iteration 88Q (27.543042 sec): 3 clusters Score: Raw -2892788.098986 + Penalty 5862.702345 = -2886925.396641 nChanged 7 SP:Iteration 89Q (27.874360 sec): 3 clusters Score: Raw -2892788.225904 + Penalty 5862.702345 = -2886925.523559 nChanged 4 SP:Iteration 90Q (28.224785 sec): 3 clusters Score: Raw -2892788.286897 + Penalty 5862.702345 = -2886925.584552 nChanged 4 SP:Iteration 91Q (28.573904 sec): 3 clusters Score: Raw -2892788.355663 + Penalty 5862.702345 = -2886925.653318 nChanged 4 SP:Iteration 92Q (28.886938 sec): 3 clusters Score: Raw -2892788.417342 + Penalty 5862.702345 = -2886925.714996 nChanged 1 SP:Iteration 93Q (29.256234 sec): 3 clusters Score: Raw -2892788.442085 + Penalty 5862.702345 = -2886925.739740 nChanged 1 SP:Iteration 94Q (29.516846 sec): 3 clusters Score: Raw -2892788.469005 + Penalty 5862.702345 = -2886925.766660 nChanged 1 SP:Iteration 95Q (29.793363 sec): 3 clusters Score: Raw -2892788.525748 + Penalty 5862.702345 = -2886925.823403 nChanged 1 SP:Iteration 96Q (30.012945 sec): 3 clusters Score: Raw -2892788.557389 + Penalty 5862.702345 = -2886925.855044 nChanged 1 SP:Iteration 97Q (30.228082 sec): 3 clusters Score: Raw -2892788.571921 + Penalty 5862.702345 = -2886925.869575 nChanged 0 SP:Iteration 98F (30.541738 sec): 3 clusters Score: Raw -2892788.571921 + Penalty 5862.702345 = -2886925.869575 nChanged 0 Score: Raw -2892756.419926 + Penalty 5862.726197 = -2886893.693730 Splitting cluster 1 changes total score from -2846408.240527 to -2886893.693730 So it's getting split into cluster 2. Iteration 3F (31.155837 sec): 3 clusters Score: Raw -2892760.895944 + Penalty 5862.726197 = -2886898.169747 nChanged 2 Iteration 4Q (31.391525 sec): 3 clusters Score: Raw -2892763.154676 + Penalty 5862.726197 = -2886900.428479 nChanged 1 Iteration 5Q (31.676130 sec): 3 clusters Score: Raw -2892764.278489 + Penalty 5862.726197 = -2886901.552292 nChanged 1 Iteration 6Q (31.946244 sec): 3 clusters Score: Raw -2892764.303320 + Penalty 5862.726197 = -2886901.577123 nChanged 1 Iteration 7Q (32.186077 sec): 3 clusters Score: Raw -2892764.334160 + Penalty 5862.726197 = -2886901.607964 nChanged 3 Iteration 8Q (32.487162 sec): 3 clusters Score: Raw -2892764.432261 + Penalty 5862.726197 = -2886901.706065 nChanged 3 Iteration 9Q (32.779102 sec): 3 clusters Score: Raw -2892764.514076 + Penalty 5862.726197 = -2886901.787880 nChanged 4 Iteration 10Q (33.111961 sec): 3 clusters Score: Raw -2892764.635538 + Penalty 5862.726197 = -2886901.909341 nChanged 4 Iteration 11Q (33.412719 sec): 3 clusters Score: Raw -2892764.721406 + Penalty 5862.726197 = -2886901.995210 nChanged 4 Iteration 12Q (33.727748 sec): 3 clusters Score: Raw -2892764.795814 + Penalty 5862.726197 = -2886902.069618 nChanged 3 Iteration 13Q (34.018006 sec): 3 clusters Score: Raw -2892764.869182 + Penalty 5862.726197 = -2886902.142985 nChanged 2 Iteration 14Q (34.294530 sec): 3 clusters Score: Raw -2892764.907490 + Penalty 5862.726197 = -2886902.181293 nChanged 2 Iteration 15Q (34.557539 sec): 3 clusters Score: Raw -2892764.953974 + Penalty 5862.726197 = -2886902.227777 nChanged 1 Iteration 16Q (34.839366 sec): 3 clusters Score: Raw -2892764.992950 + Penalty 5862.726197 = -2886902.266754 nChanged 2 Iteration 17Q (35.058624 sec): 3 clusters Score: Raw -2892765.046911 + Penalty 5862.726197 = -2886902.320715 nChanged 2 Iteration 18Q (35.376141 sec): 3 clusters Score: Raw -2892765.080908 + Penalty 5862.726197 = -2886902.354712 nChanged 4 Iteration 19Q (35.630628 sec): 3 clusters Score: Raw -2892765.208588 + Penalty 5862.726197 = -2886902.482392 nChanged 8 Writing temp clu file Because OldScore, -2886902.354712, is greater than current (better) Score,-2886902.482392 Compute initial score before splitting: Score: Raw -2892765.208588 + Penalty 5862.726197 = -2886902.482392 Trying to split cluster 1 (28831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.831067 sec): 2 clusters Score: Raw -1329471.655996 + Penalty 2711.070510 = -1326760.585486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.035129 sec): 3 clusters Score: Raw -1312211.398685 + Penalty 5422.141019 = -1306789.257665 nChanged 12967 SP:Iteration 1F (36.234323 sec): 3 clusters Score: Raw -1320496.166107 + Penalty 5422.141019 = -1315074.025088 nChanged 2613 SP:Iteration 2F (36.439324 sec): 3 clusters Score: Raw -1323804.206948 + Penalty 5422.141019 = -1318382.065929 nChanged 3568 SP:Iteration 3F (36.616643 sec): 3 clusters Score: Raw -1329599.805838 + Penalty 5422.141019 = -1324177.664819 nChanged 3742 SP:Iteration 4F (36.790989 sec): 3 clusters Score: Raw -1334640.792995 + Penalty 5422.141019 = -1329218.651975 nChanged 2420 SP:Iteration 5F (36.934197 sec): 3 clusters Score: Raw -1337048.916957 + Penalty 5422.141019 = -1331626.775937 nChanged 1363 SP:Iteration 6Q (37.082028 sec): 3 clusters Score: Raw -1338426.342002 + Penalty 5422.141019 = -1333004.200983 nChanged 886 SP:Iteration 7Q (37.337408 sec): 3 clusters Score: Raw -1339324.163608 + Penalty 5422.141019 = -1333902.022589 nChanged 595 SP:Iteration 8Q (37.544062 sec): 3 clusters Score: Raw -1339796.308385 + Penalty 5422.141019 = -1334374.167365 nChanged 367 SP:Iteration 9Q (37.695071 sec): 3 clusters Score: Raw -1339954.029554 + Penalty 5422.141019 = -1334531.888535 nChanged 233 SP:Iteration 10Q (37.893046 sec): 3 clusters Score: Raw -1340025.455795 + Penalty 5422.141019 = -1334603.314776 nChanged 154 SP:Iteration 11Q (38.008852 sec): 3 clusters Score: Raw -1340057.913958 + Penalty 5422.141019 = -1334635.772938 nChanged 109 SP:Iteration 12Q (38.201542 sec): 3 clusters Score: Raw -1340073.639488 + Penalty 5422.141019 = -1334651.498469 nChanged 64 SP:Iteration 13Q (38.325440 sec): 3 clusters Score: Raw -1340081.990181 + Penalty 5422.141019 = -1334659.849161 nChanged 44 SP:Iteration 14Q (38.518366 sec): 3 clusters Score: Raw -1340087.025559 + Penalty 5422.141019 = -1334664.884539 nChanged 33 SP:Iteration 15Q (38.673574 sec): 3 clusters Score: Raw -1340090.927382 + Penalty 5422.141019 = -1334668.786363 nChanged 25 SP:Iteration 16Q (38.882190 sec): 3 clusters Score: Raw -1340093.231861 + Penalty 5422.141019 = -1334671.090841 nChanged 12 SP:Iteration 17Q (38.972048 sec): 3 clusters Score: Raw -1340094.156878 + Penalty 5422.141019 = -1334672.015858 nChanged 6 SP:Iteration 18Q (39.172025 sec): 3 clusters Score: Raw -1340094.726696 + Penalty 5422.141019 = -1334672.585677 nChanged 4 SP:Iteration 19Q (39.337374 sec): 3 clusters Score: Raw -1340094.983818 + Penalty 5422.141019 = -1334672.842798 nChanged 2 SP:Iteration 20F (39.620107 sec): 3 clusters Score: Raw -1340095.046495 + Penalty 5422.141019 = -1334672.905476 nChanged 0 Score: Raw -2903388.766957 + Penalty 8794.089295 = -2894594.677662 Splitting cluster 1 changes total score from -2886902.482392 to -2894594.677662 So it's getting split into cluster 3. Trying to split cluster 2 (37582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.222326 sec): 2 clusters Score: Raw -1608748.480373 + Penalty 2781.050050 = -1605967.430324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.440257 sec): 3 clusters Score: Raw -1586099.954041 + Penalty 5562.100099 = -1580537.853941 nChanged 17172 SP:Iteration 1F (40.740256 sec): 3 clusters Score: Raw -1597559.963022 + Penalty 5562.100099 = -1591997.862923 nChanged 3536 SP:Iteration 2F (40.968247 sec): 3 clusters Score: Raw -1601279.986739 + Penalty 5562.100099 = -1595717.886640 nChanged 4159 SP:Iteration 3F (41.164028 sec): 3 clusters Score: Raw -1605941.423594 + Penalty 5562.100099 = -1600379.323495 nChanged 3720 SP:Iteration 4F (41.417637 sec): 3 clusters Score: Raw -1609296.720795 + Penalty 5562.100099 = -1603734.620696 nChanged 2588 SP:Iteration 5F (41.633237 sec): 3 clusters Score: Raw -1611149.499641 + Penalty 5562.100099 = -1605587.399542 nChanged 1654 SP:Iteration 6Q (41.872064 sec): 3 clusters Score: Raw -1612332.832985 + Penalty 5562.100099 = -1606770.732886 nChanged 1391 SP:Iteration 7Q (42.110088 sec): 3 clusters Score: Raw -1613437.562026 + Penalty 5562.100099 = -1607875.461927 nChanged 1345 SP:Iteration 8Q (42.348993 sec): 3 clusters Score: Raw -1614354.745316 + Penalty 5562.100099 = -1608792.645217 nChanged 1236 SP:Iteration 9Q (42.601532 sec): 3 clusters Score: Raw -1615026.067565 + Penalty 5562.100099 = -1609463.967465 nChanged 1048 SP:Iteration 10Q (42.851387 sec): 3 clusters Score: Raw -1615470.636608 + Penalty 5562.100099 = -1609908.536509 nChanged 845 SP:Iteration 11Q (43.062864 sec): 3 clusters Score: Raw -1615788.510316 + Penalty 5562.100099 = -1610226.410216 nChanged 709 SP:Iteration 12Q (43.317398 sec): 3 clusters Score: Raw -1616048.995110 + Penalty 5562.100099 = -1610486.895011 nChanged 611 SP:Iteration 13Q (43.528568 sec): 3 clusters Score: Raw -1616293.205453 + Penalty 5562.100099 = -1610731.105354 nChanged 576 SP:Iteration 14Q (43.755571 sec): 3 clusters Score: Raw -1616517.885286 + Penalty 5562.100099 = -1610955.785186 nChanged 531 SP:Iteration 15Q (43.983170 sec): 3 clusters Score: Raw -1616707.539242 + Penalty 5562.100099 = -1611145.439143 nChanged 493 SP:Iteration 16Q (44.211783 sec): 3 clusters Score: Raw -1616866.909752 + Penalty 5562.100099 = -1611304.809653 nChanged 412 SP:Iteration 17Q (44.424464 sec): 3 clusters Score: Raw -1616990.687865 + Penalty 5562.100099 = -1611428.587765 nChanged 367 SP:Iteration 18Q (44.644989 sec): 3 clusters Score: Raw -1617109.753260 + Penalty 5562.100099 = -1611547.653160 nChanged 356 SP:Iteration 19Q (44.911219 sec): 3 clusters Score: Raw -1617218.552580 + Penalty 5562.100099 = -1611656.452481 nChanged 317 SP:Iteration 20F (45.109467 sec): 3 clusters Score: Raw -1617366.378992 + Penalty 5562.100099 = -1611804.278893 nChanged 344 SP:Iteration 21Q (45.340941 sec): 3 clusters Score: Raw -1617502.875305 + Penalty 5562.100099 = -1611940.775206 nChanged 348 SP:Iteration 22Q (45.574607 sec): 3 clusters Score: Raw -1617643.686321 + Penalty 5562.100099 = -1612081.586222 nChanged 340 SP:Iteration 23Q (45.816981 sec): 3 clusters Score: Raw -1617807.404052 + Penalty 5562.100099 = -1612245.303953 nChanged 341 SP:Iteration 24Q (46.041578 sec): 3 clusters Score: Raw -1618016.970292 + Penalty 5562.100099 = -1612454.870192 nChanged 416 SP:Iteration 25Q (46.250298 sec): 3 clusters Score: Raw -1618360.624184 + Penalty 5562.100099 = -1612798.524085 nChanged 498 SP:Iteration 26Q (46.501194 sec): 3 clusters Score: Raw -1618847.081330 + Penalty 5562.100099 = -1613284.981230 nChanged 563 SP:Iteration 27Q (46.712275 sec): 3 clusters Score: Raw -1619477.771305 + Penalty 5562.100099 = -1613915.671205 nChanged 603 SP:Iteration 28Q (46.936845 sec): 3 clusters Score: Raw -1620205.688605 + Penalty 5562.100099 = -1614643.588506 nChanged 582 SP:Iteration 29Q (47.135325 sec): 3 clusters Score: Raw -1620924.993039 + Penalty 5562.100099 = -1615362.892939 nChanged 629 SP:Iteration 30Q (47.353158 sec): 3 clusters Score: Raw -1621700.692528 + Penalty 5562.100099 = -1616138.592429 nChanged 675 SP:Iteration 31Q (47.590853 sec): 3 clusters Score: Raw -1622559.438662 + Penalty 5562.100099 = -1616997.338563 nChanged 664 SP:Iteration 32Q (47.823265 sec): 3 clusters Score: Raw -1623325.999612 + Penalty 5562.100099 = -1617763.899513 nChanged 608 SP:Iteration 33Q (48.033810 sec): 3 clusters Score: Raw -1623910.234251 + Penalty 5562.100099 = -1618348.134151 nChanged 498 SP:Iteration 34Q (48.237695 sec): 3 clusters Score: Raw -1624301.639607 + Penalty 5562.100099 = -1618739.539508 nChanged 427 SP:Iteration 35Q (48.432790 sec): 3 clusters Score: Raw -1624540.717777 + Penalty 5562.100099 = -1618978.617677 nChanged 374 SP:Iteration 36Q (48.649249 sec): 3 clusters Score: Raw -1624683.807418 + Penalty 5562.100099 = -1619121.707319 nChanged 273 SP:Iteration 37Q (48.851305 sec): 3 clusters Score: Raw -1624769.504083 + Penalty 5562.100099 = -1619207.403983 nChanged 195 SP:Iteration 38Q (49.051196 sec): 3 clusters Score: Raw -1624817.599404 + Penalty 5562.100099 = -1619255.499305 nChanged 135 SP:Iteration 39Q (49.247795 sec): 3 clusters Score: Raw -1624844.978367 + Penalty 5562.100099 = -1619282.878268 nChanged 118 SP:Iteration 40F (49.473701 sec): 3 clusters Score: Raw -1624877.315745 + Penalty 5562.100099 = -1619315.215646 nChanged 97 SP:Iteration 41Q (49.681566 sec): 3 clusters Score: Raw -1624896.814178 + Penalty 5562.100099 = -1619334.714079 nChanged 77 SP:Iteration 42Q (49.889680 sec): 3 clusters Score: Raw -1624905.265902 + Penalty 5562.100099 = -1619343.165802 nChanged 46 SP:Iteration 43Q (50.110541 sec): 3 clusters Score: Raw -1624908.962012 + Penalty 5562.100099 = -1619346.861913 nChanged 32 SP:Iteration 44Q (50.342663 sec): 3 clusters Score: Raw -1624911.189682 + Penalty 5562.100099 = -1619349.089583 nChanged 29 SP:Iteration 45Q (50.544670 sec): 3 clusters Score: Raw -1624913.870115 + Penalty 5562.100099 = -1619351.770016 nChanged 28 SP:Iteration 46Q (50.789456 sec): 3 clusters Score: Raw -1624915.674172 + Penalty 5562.100099 = -1619353.574072 nChanged 28 SP:Iteration 47Q (50.998121 sec): 3 clusters Score: Raw -1624917.397637 + Penalty 5562.100099 = -1619355.297537 nChanged 20 SP:Iteration 48Q (51.233516 sec): 3 clusters Score: Raw -1624918.746425 + Penalty 5562.100099 = -1619356.646326 nChanged 17 SP:Iteration 49Q (51.415291 sec): 3 clusters Score: Raw -1624920.168883 + Penalty 5562.100099 = -1619358.068783 nChanged 14 SP:Iteration 50Q (51.604453 sec): 3 clusters Score: Raw -1624920.741334 + Penalty 5562.100099 = -1619358.641235 nChanged 8 SP:Iteration 51Q (51.846170 sec): 3 clusters Score: Raw -1624921.180976 + Penalty 5562.100099 = -1619359.080877 nChanged 6 SP:Iteration 52Q (52.072798 sec): 3 clusters Score: Raw -1624921.647002 + Penalty 5562.100099 = -1619359.546903 nChanged 6 SP:Iteration 53Q (52.294350 sec): 3 clusters Score: Raw -1624921.956883 + Penalty 5562.100099 = -1619359.856784 nChanged 2 SP:Iteration 54Q (52.505079 sec): 3 clusters Score: Raw -1624922.006543 + Penalty 5562.100099 = -1619359.906443 nChanged 3 SP:Iteration 55Q (52.708238 sec): 3 clusters Score: Raw -1624922.144611 + Penalty 5562.100099 = -1619360.044511 nChanged 2 SP:Iteration 56Q (52.932088 sec): 3 clusters Score: Raw -1624922.250497 + Penalty 5562.100099 = -1619360.150397 nChanged 1 SP:Iteration 57Q (53.111319 sec): 3 clusters Score: Raw -1624922.277899 + Penalty 5562.100099 = -1619360.177800 nChanged 0 SP:Iteration 58F (53.332408 sec): 3 clusters Score: Raw -1624922.277899 + Penalty 5562.100099 = -1619360.177800 nChanged 0 Score: Raw -2919562.564482 + Penalty 11725.452393 = -2907837.112089 Splitting cluster 2 changes total score from -2886902.482392 to -2907837.112089 So it's getting split into cluster 4. Iteration 20F (54.457676 sec): 5 clusters Score: Raw -2921483.009120 + Penalty 11725.452393 = -2909757.556727 nChanged 2780 Iteration 21Q (54.975899 sec): 5 clusters Score: Raw -2922612.516247 + Penalty 11725.452393 = -2910887.063854 nChanged 1805 Iteration 22Q (55.476952 sec): 5 clusters Score: Raw -2923316.527147 + Penalty 11725.452393 = -2911591.074754 nChanged 1693 Iteration 23Q (55.953829 sec): 5 clusters Score: Raw -2923935.536775 + Penalty 11725.452393 = -2912210.084382 nChanged 1651 Iteration 24Q (56.475407 sec): 5 clusters Score: Raw -2924501.987429 + Penalty 11725.452393 = -2912776.535036 nChanged 1488 Iteration 25Q (56.981695 sec): 5 clusters Score: Raw -2924981.904054 + Penalty 11725.452393 = -2913256.451661 nChanged 1357 Iteration 26Q (57.415543 sec): 5 clusters Score: Raw -2925382.971524 + Penalty 11725.452393 = -2913657.519131 nChanged 1216 Iteration 27Q (57.941369 sec): 5 clusters Score: Raw -2925721.706643 + Penalty 11725.452393 = -2913996.254250 nChanged 1119 Iteration 28Q (58.444817 sec): 5 clusters Score: Raw -2926000.366657 + Penalty 11725.452393 = -2914274.914264 nChanged 958 Iteration 29Q (58.935590 sec): 5 clusters Score: Raw -2926216.280520 + Penalty 11725.452393 = -2914490.828127 nChanged 841 Iteration 30Q (59.423628 sec): 5 clusters Score: Raw -2926386.020039 + Penalty 11725.452393 = -2914660.567646 nChanged 751 Iteration 31Q (59.917919 sec): 5 clusters Score: Raw -2926529.098315 + Penalty 11725.452393 = -2914803.645922 nChanged 671 Iteration 32Q (60.387613 sec): 5 clusters Score: Raw -2926635.324326 + Penalty 11725.452393 = -2914909.871933 nChanged 538 Iteration 33Q (60.848630 sec): 5 clusters Score: Raw -2926715.111005 + Penalty 11725.452393 = -2914989.658612 nChanged 461 Iteration 34Q (61.367083 sec): 5 clusters Score: Raw -2926778.044630 + Penalty 11725.452393 = -2915052.592237 nChanged 410 Iteration 35Q (61.807615 sec): 5 clusters Score: Raw -2926828.311095 + Penalty 11725.452393 = -2915102.858702 nChanged 354 Iteration 36Q (62.292409 sec): 5 clusters Score: Raw -2926870.732217 + Penalty 11725.452393 = -2915145.279824 nChanged 337 Iteration 37Q (62.793066 sec): 5 clusters Score: Raw -2926908.012423 + Penalty 11725.452393 = -2915182.560030 nChanged 283 Iteration 38Q (63.265194 sec): 5 clusters Score: Raw -2926936.636010 + Penalty 11725.452393 = -2915211.183617 nChanged 266 Iteration 39Q (63.647864 sec): 5 clusters Score: Raw -2926961.683888 + Penalty 11725.452393 = -2915236.231495 nChanged 218 Iteration 40F (64.219960 sec): 5 clusters Score: Raw -2926980.000996 + Penalty 11725.452393 = -2915254.548603 nChanged 203 Iteration 41Q (64.766770 sec): 5 clusters Score: Raw -2926996.760112 + Penalty 11725.452393 = -2915271.307719 nChanged 183 Iteration 42Q (65.162014 sec): 5 clusters Score: Raw -2927009.525566 + Penalty 11725.452393 = -2915284.073173 nChanged 138 Iteration 43Q (65.640722 sec): 5 clusters Score: Raw -2927018.421867 + Penalty 11725.452393 = -2915292.969474 nChanged 149 Iteration 44Q (66.176163 sec): 5 clusters Score: Raw -2927028.373603 + Penalty 11725.452393 = -2915302.921210 nChanged 128 Iteration 45Q (66.642592 sec): 5 clusters Score: Raw -2927036.152282 + Penalty 11725.452393 = -2915310.699889 nChanged 116 Iteration 46Q (67.172015 sec): 5 clusters Score: Raw -2927043.463399 + Penalty 11725.452393 = -2915318.011006 nChanged 97 Iteration 47Q (67.732917 sec): 5 clusters Score: Raw -2927049.575920 + Penalty 11725.452393 = -2915324.123527 nChanged 98 Iteration 48Q (68.250454 sec): 5 clusters Score: Raw -2927055.833756 + Penalty 11725.452393 = -2915330.381363 nChanged 91 Iteration 49Q (68.703459 sec): 5 clusters Score: Raw -2927061.462418 + Penalty 11725.452393 = -2915336.010025 nChanged 79 Iteration 50Q (69.254881 sec): 5 clusters Score: Raw -2927065.132947 + Penalty 11725.452393 = -2915339.680554 nChanged 57 Iteration 51Q (69.712920 sec): 5 clusters Score: Raw -2927068.003084 + Penalty 11725.452393 = -2915342.550691 nChanged 54 Iteration 52Q (70.194427 sec): 5 clusters Score: Raw -2927070.743805 + Penalty 11725.452393 = -2915345.291412 nChanged 62 Iteration 53Q (70.735785 sec): 5 clusters Score: Raw -2927073.798210 + Penalty 11725.452393 = -2915348.345817 nChanged 57 Iteration 54Q (71.200861 sec): 5 clusters Score: Raw -2927076.684819 + Penalty 11725.452393 = -2915351.232426 nChanged 61 Iteration 55Q (71.715453 sec): 5 clusters Score: Raw -2927079.794056 + Penalty 11725.452393 = -2915354.341663 nChanged 49 Iteration 56Q (72.199198 sec): 5 clusters Score: Raw -2927081.800275 + Penalty 11725.452393 = -2915356.347882 nChanged 31 Iteration 57Q (72.734420 sec): 5 clusters Score: Raw -2927083.217585 + Penalty 11725.452393 = -2915357.765192 nChanged 24 Iteration 58Q (73.243285 sec): 5 clusters Score: Raw -2927084.172305 + Penalty 11725.452393 = -2915358.719912 nChanged 21 Writing temp clu file Because OldScore, -2915357.765192, is greater than current (better) Score,-2915358.719912 Compute initial score before splitting: Score: Raw -2927084.172305 + Penalty 11725.452393 = -2915358.719912 Trying to split cluster 1 (37085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.474515 sec): 2 clusters Score: Raw -1730094.956271 + Penalty 2777.535514 = -1727317.420758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.666735 sec): 3 clusters Score: Raw -1707761.130305 + Penalty 5555.071027 = -1702206.059278 nChanged 16796 SP:Iteration 1F (73.861481 sec): 3 clusters Score: Raw -1717474.830007 + Penalty 5555.071027 = -1711919.758980 nChanged 2120 SP:Iteration 2F (74.059355 sec): 3 clusters Score: Raw -1718491.768079 + Penalty 5555.071027 = -1712936.697052 nChanged 2163 SP:Iteration 3F (74.261941 sec): 3 clusters Score: Raw -1719664.188605 + Penalty 5555.071027 = -1714109.117578 nChanged 2234 SP:Iteration 4F (74.476192 sec): 3 clusters Score: Raw -1721090.755446 + Penalty 5555.071027 = -1715535.684419 nChanged 2335 SP:Iteration 5F (74.655280 sec): 3 clusters Score: Raw -1722653.517567 + Penalty 5555.071027 = -1717098.446540 nChanged 2290 SP:Iteration 6F (74.868016 sec): 3 clusters Score: Raw -1724136.198993 + Penalty 5555.071027 = -1718581.127966 nChanged 2104 SP:Iteration 7F (75.072323 sec): 3 clusters Score: Raw -1725435.489447 + Penalty 5555.071027 = -1719880.418420 nChanged 1911 SP:Iteration 8F (75.363016 sec): 3 clusters Score: Raw -1726511.190645 + Penalty 5555.071027 = -1720956.119618 nChanged 1586 SP:Iteration 9Q (75.560407 sec): 3 clusters Score: Raw -1727404.961921 + Penalty 5555.071027 = -1721849.890894 nChanged 1383 SP:Iteration 10Q (75.784974 sec): 3 clusters Score: Raw -1728196.938177 + Penalty 5555.071027 = -1722641.867150 nChanged 1280 SP:Iteration 11Q (75.953582 sec): 3 clusters Score: Raw -1728950.111119 + Penalty 5555.071027 = -1723395.040092 nChanged 1187 SP:Iteration 12Q (76.209979 sec): 3 clusters Score: Raw -1729643.565822 + Penalty 5555.071027 = -1724088.494795 nChanged 1099 SP:Iteration 13Q (76.472697 sec): 3 clusters Score: Raw -1730270.965577 + Penalty 5555.071027 = -1724715.894550 nChanged 1043 SP:Iteration 14Q (76.677686 sec): 3 clusters Score: Raw -1730839.796532 + Penalty 5555.071027 = -1725284.725505 nChanged 976 SP:Iteration 15Q (76.879106 sec): 3 clusters Score: Raw -1731336.978181 + Penalty 5555.071027 = -1725781.907154 nChanged 935 SP:Iteration 16Q (77.041169 sec): 3 clusters Score: Raw -1731767.476277 + Penalty 5555.071027 = -1726212.405250 nChanged 839 SP:Iteration 17Q (77.291373 sec): 3 clusters Score: Raw -1732099.139416 + Penalty 5555.071027 = -1726544.068389 nChanged 759 SP:Iteration 18Q (77.468076 sec): 3 clusters Score: Raw -1732383.551200 + Penalty 5555.071027 = -1726828.480173 nChanged 693 SP:Iteration 19Q (77.659746 sec): 3 clusters Score: Raw -1732625.749173 + Penalty 5555.071027 = -1727070.678146 nChanged 640 SP:Iteration 20F (77.872595 sec): 3 clusters Score: Raw -1732835.666816 + Penalty 5555.071027 = -1727280.595789 nChanged 539 SP:Iteration 21Q (78.146068 sec): 3 clusters Score: Raw -1732999.890239 + Penalty 5555.071027 = -1727444.819212 nChanged 455 SP:Iteration 22Q (78.342454 sec): 3 clusters Score: Raw -1733122.222996 + Penalty 5555.071027 = -1727567.151969 nChanged 373 SP:Iteration 23Q (78.531402 sec): 3 clusters Score: Raw -1733213.105156 + Penalty 5555.071027 = -1727658.034129 nChanged 299 SP:Iteration 24Q (78.742271 sec): 3 clusters Score: Raw -1733275.176460 + Penalty 5555.071027 = -1727720.105433 nChanged 234 SP:Iteration 25Q (78.913415 sec): 3 clusters Score: Raw -1733319.810354 + Penalty 5555.071027 = -1727764.739327 nChanged 200 SP:Iteration 26Q (79.100520 sec): 3 clusters Score: Raw -1733354.681553 + Penalty 5555.071027 = -1727799.610526 nChanged 171 SP:Iteration 27Q (79.304713 sec): 3 clusters Score: Raw -1733384.792693 + Penalty 5555.071027 = -1727829.721666 nChanged 150 SP:Iteration 28Q (79.553932 sec): 3 clusters Score: Raw -1733409.925170 + Penalty 5555.071027 = -1727854.854143 nChanged 121 SP:Iteration 29Q (79.712188 sec): 3 clusters Score: Raw -1733428.129722 + Penalty 5555.071027 = -1727873.058695 nChanged 98 SP:Iteration 30Q (79.890864 sec): 3 clusters Score: Raw -1733442.135228 + Penalty 5555.071027 = -1727887.064201 nChanged 89 SP:Iteration 31Q (80.087162 sec): 3 clusters Score: Raw -1733454.878243 + Penalty 5555.071027 = -1727899.807216 nChanged 81 SP:Iteration 32Q (80.277595 sec): 3 clusters Score: Raw -1733466.769930 + Penalty 5555.071027 = -1727911.698903 nChanged 80 SP:Iteration 33Q (80.487036 sec): 3 clusters Score: Raw -1733477.059336 + Penalty 5555.071027 = -1727921.988309 nChanged 59 SP:Iteration 34Q (80.665987 sec): 3 clusters Score: Raw -1733484.543833 + Penalty 5555.071027 = -1727929.472806 nChanged 46 SP:Iteration 35Q (80.843525 sec): 3 clusters Score: Raw -1733490.100974 + Penalty 5555.071027 = -1727935.029947 nChanged 37 SP:Iteration 36Q (81.025218 sec): 3 clusters Score: Raw -1733494.817170 + Penalty 5555.071027 = -1727939.746143 nChanged 36 SP:Iteration 37Q (81.225205 sec): 3 clusters Score: Raw -1733498.820362 + Penalty 5555.071027 = -1727943.749335 nChanged 34 SP:Iteration 38Q (81.464606 sec): 3 clusters Score: Raw -1733503.230896 + Penalty 5555.071027 = -1727948.159869 nChanged 29 SP:Iteration 39Q (81.674225 sec): 3 clusters Score: Raw -1733506.709792 + Penalty 5555.071027 = -1727951.638765 nChanged 29 SP:Iteration 40F (81.859634 sec): 3 clusters Score: Raw -1733510.104771 + Penalty 5555.071027 = -1727955.033744 nChanged 28 SP:Iteration 41Q (82.037505 sec): 3 clusters Score: Raw -1733513.137600 + Penalty 5555.071027 = -1727958.066573 nChanged 14 SP:Iteration 42Q (82.235668 sec): 3 clusters Score: Raw -1733514.451249 + Penalty 5555.071027 = -1727959.380222 nChanged 13 SP:Iteration 43Q (82.470872 sec): 3 clusters Score: Raw -1733515.530143 + Penalty 5555.071027 = -1727960.459116 nChanged 9 SP:Iteration 44Q (82.675752 sec): 3 clusters Score: Raw -1733516.251672 + Penalty 5555.071027 = -1727961.180645 nChanged 9 SP:Iteration 45Q (82.833324 sec): 3 clusters Score: Raw -1733516.971775 + Penalty 5555.071027 = -1727961.900748 nChanged 10 SP:Iteration 46Q (83.074607 sec): 3 clusters Score: Raw -1733517.996585 + Penalty 5555.071027 = -1727962.925558 nChanged 12 SP:Iteration 47Q (83.278967 sec): 3 clusters Score: Raw -1733519.159235 + Penalty 5555.071027 = -1727964.088208 nChanged 12 SP:Iteration 48Q (83.464968 sec): 3 clusters Score: Raw -1733520.171637 + Penalty 5555.071027 = -1727965.100610 nChanged 12 SP:Iteration 49Q (83.624922 sec): 3 clusters Score: Raw -1733521.274495 + Penalty 5555.071027 = -1727966.203468 nChanged 14 SP:Iteration 50Q (83.817539 sec): 3 clusters Score: Raw -1733522.659794 + Penalty 5555.071027 = -1727967.588767 nChanged 11 SP:Iteration 51Q (84.062913 sec): 3 clusters Score: Raw -1733523.634516 + Penalty 5555.071027 = -1727968.563489 nChanged 12 SP:Iteration 52Q (84.263052 sec): 3 clusters Score: Raw -1733524.890874 + Penalty 5555.071027 = -1727969.819847 nChanged 14 SP:Iteration 53Q (84.460964 sec): 3 clusters Score: Raw -1733526.523191 + Penalty 5555.071027 = -1727971.452164 nChanged 17 SP:Iteration 54Q (84.653519 sec): 3 clusters Score: Raw -1733528.016713 + Penalty 5555.071027 = -1727972.945686 nChanged 13 SP:Iteration 55Q (84.866900 sec): 3 clusters Score: Raw -1733529.015884 + Penalty 5555.071027 = -1727973.944857 nChanged 8 SP:Iteration 56Q (85.127775 sec): 3 clusters Score: Raw -1733529.516834 + Penalty 5555.071027 = -1727974.445807 nChanged 3 SP:Iteration 57Q (85.317668 sec): 3 clusters Score: Raw -1733529.820217 + Penalty 5555.071027 = -1727974.749190 nChanged 2 SP:Iteration 58Q (85.507787 sec): 3 clusters Score: Raw -1733529.978668 + Penalty 5555.071027 = -1727974.907641 nChanged 1 SP:Iteration 59Q (85.717553 sec): 3 clusters Score: Raw -1733530.003739 + Penalty 5555.071027 = -1727974.932712 nChanged 0 SP:Iteration 60F (85.934771 sec): 3 clusters Score: Raw -1733530.003739 + Penalty 5555.071027 = -1727974.932712 nChanged 0 Score: Raw -2930519.881875 + Penalty 14656.815491 = -2915863.066383 Splitting cluster 1 changes total score from -2915358.719912 to -2915863.066383 So it's getting split into cluster 5. Trying to split cluster 2 (12810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.658413 sec): 2 clusters Score: Raw -527114.422884 + Penalty 2496.907088 = -524617.515795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.761696 sec): 3 clusters Score: Raw -520090.082548 + Penalty 4993.814177 = -515096.268371 nChanged 5428 SP:Iteration 1F (86.940776 sec): 3 clusters Score: Raw -523333.944908 + Penalty 4993.814177 = -518340.130731 nChanged 1094 SP:Iteration 2F (87.062193 sec): 3 clusters Score: Raw -524296.334224 + Penalty 4993.814177 = -519302.520048 nChanged 1119 SP:Iteration 3F (87.209057 sec): 3 clusters Score: Raw -525321.657701 + Penalty 4993.814177 = -520327.843525 nChanged 1057 SP:Iteration 4F (87.388326 sec): 3 clusters Score: Raw -526303.643185 + Penalty 4993.814177 = -521309.829009 nChanged 888 SP:Iteration 5F (87.502632 sec): 3 clusters Score: Raw -526980.340025 + Penalty 4993.814177 = -521986.525849 nChanged 719 SP:Iteration 6F (87.634735 sec): 3 clusters Score: Raw -527467.231561 + Penalty 4993.814177 = -522473.417384 nChanged 538 SP:Iteration 7Q (87.756720 sec): 3 clusters Score: Raw -527751.065205 + Penalty 4993.814177 = -522757.251028 nChanged 339 SP:Iteration 8Q (87.909785 sec): 3 clusters Score: Raw -527875.935068 + Penalty 4993.814177 = -522882.120891 nChanged 197 SP:Iteration 9Q (88.047993 sec): 3 clusters Score: Raw -527938.804216 + Penalty 4993.814177 = -522944.990040 nChanged 140 SP:Iteration 10Q (88.172751 sec): 3 clusters Score: Raw -527974.557413 + Penalty 4993.814177 = -522980.743236 nChanged 106 SP:Iteration 11Q (88.338227 sec): 3 clusters Score: Raw -527996.592134 + Penalty 4993.814177 = -523002.777958 nChanged 74 SP:Iteration 12Q (88.464655 sec): 3 clusters Score: Raw -528012.781071 + Penalty 4993.814177 = -523018.966895 nChanged 72 SP:Iteration 13Q (88.611220 sec): 3 clusters Score: Raw -528028.625937 + Penalty 4993.814177 = -523034.811760 nChanged 62 SP:Iteration 14Q (88.759323 sec): 3 clusters Score: Raw -528041.862082 + Penalty 4993.814177 = -523048.047905 nChanged 56 SP:Iteration 15Q (88.868784 sec): 3 clusters Score: Raw -528054.668440 + Penalty 4993.814177 = -523060.854264 nChanged 55 SP:Iteration 16Q (89.009920 sec): 3 clusters Score: Raw -528067.840529 + Penalty 4993.814177 = -523074.026352 nChanged 46 SP:Iteration 17Q (89.131694 sec): 3 clusters Score: Raw -528079.191159 + Penalty 4993.814177 = -523085.376982 nChanged 41 SP:Iteration 18Q (89.250666 sec): 3 clusters Score: Raw -528087.959407 + Penalty 4993.814177 = -523094.145231 nChanged 44 SP:Iteration 19Q (89.369684 sec): 3 clusters Score: Raw -528098.233847 + Penalty 4993.814177 = -523104.419671 nChanged 45 SP:Iteration 20F (89.475947 sec): 3 clusters Score: Raw -528106.220067 + Penalty 4993.814177 = -523112.405891 nChanged 29 SP:Iteration 21Q (89.609016 sec): 3 clusters Score: Raw -528111.459641 + Penalty 4993.814177 = -523117.645464 nChanged 22 SP:Iteration 22Q (89.756012 sec): 3 clusters Score: Raw -528114.885166 + Penalty 4993.814177 = -523121.070990 nChanged 20 SP:Iteration 23Q (89.918234 sec): 3 clusters Score: Raw -528117.467012 + Penalty 4993.814177 = -523123.652835 nChanged 19 SP:Iteration 24Q (90.071369 sec): 3 clusters Score: Raw -528120.904467 + Penalty 4993.814177 = -523127.090291 nChanged 17 SP:Iteration 25Q (90.203264 sec): 3 clusters Score: Raw -528124.216716 + Penalty 4993.814177 = -523130.402540 nChanged 23 SP:Iteration 26Q (90.335516 sec): 3 clusters Score: Raw -528129.576950 + Penalty 4993.814177 = -523135.762773 nChanged 30 SP:Iteration 27Q (90.517772 sec): 3 clusters Score: Raw -528136.394724 + Penalty 4993.814177 = -523142.580548 nChanged 32 SP:Iteration 28Q (90.624882 sec): 3 clusters Score: Raw -528141.177711 + Penalty 4993.814177 = -523147.363535 nChanged 21 SP:Iteration 29Q (90.754067 sec): 3 clusters Score: Raw -528144.319642 + Penalty 4993.814177 = -523150.505466 nChanged 22 SP:Iteration 30Q (90.887214 sec): 3 clusters Score: Raw -528147.559218 + Penalty 4993.814177 = -523153.745041 nChanged 23 SP:Iteration 31Q (91.021938 sec): 3 clusters Score: Raw -528152.070177 + Penalty 4993.814177 = -523158.256000 nChanged 28 SP:Iteration 32Q (91.164139 sec): 3 clusters Score: Raw -528156.952885 + Penalty 4993.814177 = -523163.138708 nChanged 27 SP:Iteration 33Q (91.360527 sec): 3 clusters Score: Raw -528162.704534 + Penalty 4993.814177 = -523168.890357 nChanged 29 SP:Iteration 34Q (91.552438 sec): 3 clusters Score: Raw -528168.235571 + Penalty 4993.814177 = -523174.421394 nChanged 33 SP:Iteration 35Q (91.763698 sec): 3 clusters Score: Raw -528173.819077 + Penalty 4993.814177 = -523180.004900 nChanged 22 SP:Iteration 36Q (91.951087 sec): 3 clusters Score: Raw -528177.224016 + Penalty 4993.814177 = -523183.409840 nChanged 26 SP:Iteration 37Q (92.141901 sec): 3 clusters Score: Raw -528181.703181 + Penalty 4993.814177 = -523187.889004 nChanged 18 SP:Iteration 38Q (92.274311 sec): 3 clusters Score: Raw -528183.970627 + Penalty 4993.814177 = -523190.156451 nChanged 12 SP:Iteration 39Q (92.422091 sec): 3 clusters Score: Raw -528185.621767 + Penalty 4993.814177 = -523191.807591 nChanged 11 SP:Iteration 40F (92.540609 sec): 3 clusters Score: Raw -528187.640853 + Penalty 4993.814177 = -523193.826676 nChanged 6 SP:Iteration 41Q (92.655413 sec): 3 clusters Score: Raw -528188.503519 + Penalty 4993.814177 = -523194.689342 nChanged 3 SP:Iteration 42Q (92.795695 sec): 3 clusters Score: Raw -528188.978474 + Penalty 4993.814177 = -523195.164297 nChanged 2 SP:Iteration 43Q (92.953577 sec): 3 clusters Score: Raw -528189.555161 + Penalty 4993.814177 = -523195.740985 nChanged 3 SP:Iteration 44Q (93.077170 sec): 3 clusters Score: Raw -528189.958222 + Penalty 4993.814177 = -523196.144045 nChanged 3 SP:Iteration 45Q (93.248162 sec): 3 clusters Score: Raw -528190.121551 + Penalty 4993.814177 = -523196.307375 nChanged 1 SP:Iteration 46Q (93.440788 sec): 3 clusters Score: Raw -528190.227803 + Penalty 4993.814177 = -523196.413626 nChanged 0 SP:Iteration 47F (93.593181 sec): 3 clusters Score: Raw -528190.227803 + Penalty 4993.814177 = -523196.413626 nChanged 0 Trying to split cluster 3 (7273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.694599 sec): 2 clusters Score: Raw -332104.334384 + Penalty 2347.467973 = -329756.866411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.830027 sec): 3 clusters Score: Raw -328419.540878 + Penalty 4694.935946 = -323724.604932 nChanged 2927 SP:Iteration 1F (93.933807 sec): 3 clusters Score: Raw -330177.501966 + Penalty 4694.935946 = -325482.566020 nChanged 614 SP:Iteration 2F (94.067758 sec): 3 clusters Score: Raw -330607.890206 + Penalty 4694.935946 = -325912.954260 nChanged 480 SP:Iteration 3F (94.215567 sec): 3 clusters Score: Raw -330965.673923 + Penalty 4694.935946 = -326270.737977 nChanged 400 SP:Iteration 4F (94.315065 sec): 3 clusters Score: Raw -331270.825390 + Penalty 4694.935946 = -326575.889444 nChanged 359 SP:Iteration 5Q (94.460018 sec): 3 clusters Score: Raw -331597.363084 + Penalty 4694.935946 = -326902.427138 nChanged 363 SP:Iteration 6Q (94.604198 sec): 3 clusters Score: Raw -331921.938991 + Penalty 4694.935946 = -327227.003045 nChanged 354 SP:Iteration 7Q (94.756564 sec): 3 clusters Score: Raw -332227.861151 + Penalty 4694.935946 = -327532.925205 nChanged 331 SP:Iteration 8Q (94.891963 sec): 3 clusters Score: Raw -332468.376071 + Penalty 4694.935946 = -327773.440125 nChanged 262 SP:Iteration 9Q (95.023512 sec): 3 clusters Score: Raw -332618.382198 + Penalty 4694.935946 = -327923.446252 nChanged 197 SP:Iteration 10Q (95.160058 sec): 3 clusters Score: Raw -332710.485208 + Penalty 4694.935946 = -328015.549262 nChanged 146 SP:Iteration 11Q (95.267805 sec): 3 clusters Score: Raw -332775.329732 + Penalty 4694.935946 = -328080.393786 nChanged 126 SP:Iteration 12Q (95.395464 sec): 3 clusters Score: Raw -332835.909351 + Penalty 4694.935946 = -328140.973405 nChanged 101 SP:Iteration 13Q (95.538061 sec): 3 clusters Score: Raw -332891.142598 + Penalty 4694.935946 = -328196.206652 nChanged 112 SP:Iteration 14Q (95.681931 sec): 3 clusters Score: Raw -332955.079093 + Penalty 4694.935946 = -328260.143147 nChanged 98 SP:Iteration 15Q (95.800647 sec): 3 clusters Score: Raw -333003.396936 + Penalty 4694.935946 = -328308.460990 nChanged 109 SP:Iteration 16Q (95.925543 sec): 3 clusters Score: Raw -333057.775773 + Penalty 4694.935946 = -328362.839827 nChanged 107 SP:Iteration 17Q (96.069461 sec): 3 clusters Score: Raw -333109.968190 + Penalty 4694.935946 = -328415.032244 nChanged 105 SP:Iteration 18Q (96.189079 sec): 3 clusters Score: Raw -333159.445474 + Penalty 4694.935946 = -328464.509528 nChanged 92 SP:Iteration 19Q (96.334514 sec): 3 clusters Score: Raw -333201.958270 + Penalty 4694.935946 = -328507.022324 nChanged 73 SP:Iteration 20F (96.477858 sec): 3 clusters Score: Raw -333240.831050 + Penalty 4694.935946 = -328545.895104 nChanged 84 SP:Iteration 21Q (96.616003 sec): 3 clusters Score: Raw -333281.295122 + Penalty 4694.935946 = -328586.359176 nChanged 77 SP:Iteration 22Q (96.723727 sec): 3 clusters Score: Raw -333319.401462 + Penalty 4694.935946 = -328624.465516 nChanged 88 SP:Iteration 23Q (96.871042 sec): 3 clusters Score: Raw -333357.789599 + Penalty 4694.935946 = -328662.853653 nChanged 91 SP:Iteration 24Q (97.007398 sec): 3 clusters Score: Raw -333397.963879 + Penalty 4694.935946 = -328703.027933 nChanged 81 SP:Iteration 25Q (97.118019 sec): 3 clusters Score: Raw -333437.605877 + Penalty 4694.935946 = -328742.669931 nChanged 76 SP:Iteration 26Q (97.249369 sec): 3 clusters Score: Raw -333470.832127 + Penalty 4694.935946 = -328775.896181 nChanged 72 SP:Iteration 27Q (97.390722 sec): 3 clusters Score: Raw -333501.151027 + Penalty 4694.935946 = -328806.215081 nChanged 58 SP:Iteration 28Q (97.537194 sec): 3 clusters Score: Raw -333519.303397 + Penalty 4694.935946 = -328824.367451 nChanged 33 SP:Iteration 29Q (97.681242 sec): 3 clusters Score: Raw -333530.473835 + Penalty 4694.935946 = -328835.537889 nChanged 43 SP:Iteration 30Q (97.825446 sec): 3 clusters Score: Raw -333547.634511 + Penalty 4694.935946 = -328852.698565 nChanged 42 SP:Iteration 31Q (97.969593 sec): 3 clusters Score: Raw -333566.691893 + Penalty 4694.935946 = -328871.755947 nChanged 41 SP:Iteration 32Q (98.117174 sec): 3 clusters Score: Raw -333581.560054 + Penalty 4694.935946 = -328886.624108 nChanged 37 SP:Iteration 33Q (98.288018 sec): 3 clusters Score: Raw -333595.779277 + Penalty 4694.935946 = -328900.843331 nChanged 33 SP:Iteration 34Q (98.394852 sec): 3 clusters Score: Raw -333607.631906 + Penalty 4694.935946 = -328912.695960 nChanged 33 SP:Iteration 35Q (98.514973 sec): 3 clusters Score: Raw -333620.583643 + Penalty 4694.935946 = -328925.647697 nChanged 31 SP:Iteration 36Q (98.638049 sec): 3 clusters Score: Raw -333630.603553 + Penalty 4694.935946 = -328935.667607 nChanged 24 SP:Iteration 37Q (98.754928 sec): 3 clusters Score: Raw -333638.581975 + Penalty 4694.935946 = -328943.646029 nChanged 16 SP:Iteration 38Q (98.863992 sec): 3 clusters Score: Raw -333642.105405 + Penalty 4694.935946 = -328947.169459 nChanged 13 SP:Iteration 39Q (98.995186 sec): 3 clusters Score: Raw -333646.000140 + Penalty 4694.935946 = -328951.064194 nChanged 11 SP:Iteration 40F (99.123782 sec): 3 clusters Score: Raw -333648.989102 + Penalty 4694.935946 = -328954.053156 nChanged 14 SP:Iteration 41Q (99.271650 sec): 3 clusters Score: Raw -333654.134156 + Penalty 4694.935946 = -328959.198210 nChanged 16 SP:Iteration 42Q (99.440140 sec): 3 clusters Score: Raw -333660.108218 + Penalty 4694.935946 = -328965.172272 nChanged 15 SP:Iteration 43Q (99.567370 sec): 3 clusters Score: Raw -333664.278544 + Penalty 4694.935946 = -328969.342598 nChanged 12 SP:Iteration 44Q (99.666909 sec): 3 clusters Score: Raw -333668.416324 + Penalty 4694.935946 = -328973.480378 nChanged 9 SP:Iteration 45Q (99.794793 sec): 3 clusters Score: Raw -333670.666446 + Penalty 4694.935946 = -328975.730500 nChanged 10 SP:Iteration 46Q (99.936472 sec): 3 clusters Score: Raw -333673.861610 + Penalty 4694.935946 = -328978.925664 nChanged 11 SP:Iteration 47Q (100.089487 sec): 3 clusters Score: Raw -333676.399592 + Penalty 4694.935946 = -328981.463646 nChanged 6 SP:Iteration 48Q (100.199260 sec): 3 clusters Score: Raw -333678.151052 + Penalty 4694.935946 = -328983.215106 nChanged 5 SP:Iteration 49Q (100.326692 sec): 3 clusters Score: Raw -333679.804722 + Penalty 4694.935946 = -328984.868776 nChanged 5 SP:Iteration 50Q (100.465330 sec): 3 clusters Score: Raw -333681.435724 + Penalty 4694.935946 = -328986.499778 nChanged 5 SP:Iteration 51Q (100.584004 sec): 3 clusters Score: Raw -333682.916856 + Penalty 4694.935946 = -328987.980910 nChanged 8 SP:Iteration 52Q (100.697014 sec): 3 clusters Score: Raw -333685.055883 + Penalty 4694.935946 = -328990.119937 nChanged 3 SP:Iteration 53Q (100.834360 sec): 3 clusters Score: Raw -333685.389153 + Penalty 4694.935946 = -328990.453207 nChanged 2 SP:Iteration 54Q (100.967332 sec): 3 clusters Score: Raw -333685.620138 + Penalty 4694.935946 = -328990.684192 nChanged 1 SP:Iteration 55Q (101.104372 sec): 3 clusters Score: Raw -333686.038439 + Penalty 4694.935946 = -328991.102493 nChanged 2 SP:Iteration 56Q (101.237787 sec): 3 clusters Score: Raw -333686.385583 + Penalty 4694.935946 = -328991.449637 nChanged 2 SP:Iteration 57Q (101.378825 sec): 3 clusters Score: Raw -333687.146794 + Penalty 4694.935946 = -328992.210848 nChanged 5 SP:Iteration 58Q (101.519099 sec): 3 clusters Score: Raw -333689.169093 + Penalty 4694.935946 = -328994.233147 nChanged 3 SP:Iteration 59Q (101.659978 sec): 3 clusters Score: Raw -333690.061780 + Penalty 4694.935946 = -328995.125834 nChanged 6 SP:Iteration 60F (101.804546 sec): 3 clusters Score: Raw -333692.994123 + Penalty 4694.935946 = -328998.058177 nChanged 12 SP:Iteration 61Q (101.973050 sec): 3 clusters Score: Raw -333697.578002 + Penalty 4694.935946 = -329002.642056 nChanged 18 SP:Iteration 62Q (102.058883 sec): 3 clusters Score: Raw -333702.536331 + Penalty 4694.935946 = -329007.600385 nChanged 9 SP:Iteration 63Q (102.205366 sec): 3 clusters Score: Raw -333705.259381 + Penalty 4694.935946 = -329010.323435 nChanged 4 SP:Iteration 64Q (102.312576 sec): 3 clusters Score: Raw -333706.273377 + Penalty 4694.935946 = -329011.337431 nChanged 3 SP:Iteration 65Q (102.428385 sec): 3 clusters Score: Raw -333706.850202 + Penalty 4694.935946 = -329011.914256 nChanged 1 SP:Iteration 66Q (102.600784 sec): 3 clusters Score: Raw -333707.202326 + Penalty 4694.935946 = -329012.266380 nChanged 2 SP:Iteration 67Q (102.731494 sec): 3 clusters Score: Raw -333708.028826 + Penalty 4694.935946 = -329013.092880 nChanged 3 SP:Iteration 68Q (102.856927 sec): 3 clusters Score: Raw -333709.096696 + Penalty 4694.935946 = -329014.160750 nChanged 5 SP:Iteration 69Q (102.995958 sec): 3 clusters Score: Raw -333710.524457 + Penalty 4694.935946 = -329015.588511 nChanged 4 SP:Iteration 70Q (103.125269 sec): 3 clusters Score: Raw -333711.224107 + Penalty 4694.935946 = -329016.288161 nChanged 3 SP:Iteration 71Q (103.272105 sec): 3 clusters Score: Raw -333711.942929 + Penalty 4694.935946 = -329017.006983 nChanged 4 SP:Iteration 72Q (103.421649 sec): 3 clusters Score: Raw -333712.811703 + Penalty 4694.935946 = -329017.875757 nChanged 3 SP:Iteration 73Q (103.535273 sec): 3 clusters Score: Raw -333713.463422 + Penalty 4694.935946 = -329018.527476 nChanged 2 SP:Iteration 74Q (103.655193 sec): 3 clusters Score: Raw -333713.853830 + Penalty 4694.935946 = -329018.917884 nChanged 1 SP:Iteration 75Q (103.774598 sec): 3 clusters Score: Raw -333714.371972 + Penalty 4694.935946 = -329019.436026 nChanged 4 SP:Iteration 76Q (103.928036 sec): 3 clusters Score: Raw -333714.931615 + Penalty 4694.935946 = -329019.995669 nChanged 0 SP:Iteration 77F (104.030952 sec): 3 clusters Score: Raw -333714.931615 + Penalty 4694.935946 = -329019.995669 nChanged 0 Trying to split cluster 4 (9245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.121402 sec): 2 clusters Score: Raw -414773.059813 + Penalty 2410.805270 = -412362.254543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.309379 sec): 3 clusters Score: Raw -409926.211486 + Penalty 4821.610540 = -405104.600946 nChanged 3811 SP:Iteration 1F (104.446798 sec): 3 clusters Score: Raw -412179.579048 + Penalty 4821.610540 = -407357.968508 nChanged 816 SP:Iteration 2F (104.598071 sec): 3 clusters Score: Raw -412947.159143 + Penalty 4821.610540 = -408125.548603 nChanged 853 SP:Iteration 3F (104.750287 sec): 3 clusters Score: Raw -414037.489350 + Penalty 4821.610540 = -409215.878810 nChanged 934 SP:Iteration 4F (104.894695 sec): 3 clusters Score: Raw -415232.691933 + Penalty 4821.610540 = -410411.081393 nChanged 773 SP:Iteration 5F (105.019742 sec): 3 clusters Score: Raw -416003.501939 + Penalty 4821.610540 = -411181.891399 nChanged 523 SP:Iteration 6F (105.159816 sec): 3 clusters Score: Raw -416368.367297 + Penalty 4821.610540 = -411546.756757 nChanged 290 SP:Iteration 7Q (105.269725 sec): 3 clusters Score: Raw -416521.158862 + Penalty 4821.610540 = -411699.548322 nChanged 180 SP:Iteration 8Q (105.384810 sec): 3 clusters Score: Raw -416599.646321 + Penalty 4821.610540 = -411778.035781 nChanged 115 SP:Iteration 9Q (105.505083 sec): 3 clusters Score: Raw -416637.803227 + Penalty 4821.610540 = -411816.192687 nChanged 76 SP:Iteration 10Q (105.646813 sec): 3 clusters Score: Raw -416662.208157 + Penalty 4821.610540 = -411840.597617 nChanged 66 SP:Iteration 11Q (105.803655 sec): 3 clusters Score: Raw -416684.778888 + Penalty 4821.610540 = -411863.168348 nChanged 55 SP:Iteration 12Q (105.936286 sec): 3 clusters Score: Raw -416703.132938 + Penalty 4821.610540 = -411881.522398 nChanged 57 SP:Iteration 13Q (106.077531 sec): 3 clusters Score: Raw -416723.821153 + Penalty 4821.610540 = -411902.210613 nChanged 54 SP:Iteration 14Q (106.223487 sec): 3 clusters Score: Raw -416742.802066 + Penalty 4821.610540 = -411921.191526 nChanged 50 SP:Iteration 15Q (106.357420 sec): 3 clusters Score: Raw -416759.245460 + Penalty 4821.610540 = -411937.634920 nChanged 46 SP:Iteration 16Q (106.511796 sec): 3 clusters Score: Raw -416774.864339 + Penalty 4821.610540 = -411953.253799 nChanged 39 SP:Iteration 17Q (106.661637 sec): 3 clusters Score: Raw -416786.580996 + Penalty 4821.610540 = -411964.970456 nChanged 35 SP:Iteration 18Q (106.778548 sec): 3 clusters Score: Raw -416795.959903 + Penalty 4821.610540 = -411974.349363 nChanged 36 SP:Iteration 19Q (106.925398 sec): 3 clusters Score: Raw -416807.416423 + Penalty 4821.610540 = -411985.805883 nChanged 34 SP:Iteration 20F (107.034776 sec): 3 clusters Score: Raw -416819.957096 + Penalty 4821.610540 = -411998.346556 nChanged 41 SP:Iteration 21Q (107.179131 sec): 3 clusters Score: Raw -416833.471660 + Penalty 4821.610540 = -412011.861120 nChanged 35 SP:Iteration 22Q (107.298462 sec): 3 clusters Score: Raw -416844.470344 + Penalty 4821.610540 = -412022.859804 nChanged 39 SP:Iteration 23Q (107.449652 sec): 3 clusters Score: Raw -416854.094646 + Penalty 4821.610540 = -412032.484106 nChanged 33 SP:Iteration 24Q (107.596033 sec): 3 clusters Score: Raw -416861.543535 + Penalty 4821.610540 = -412039.932995 nChanged 26 SP:Iteration 25Q (107.732927 sec): 3 clusters Score: Raw -416868.446026 + Penalty 4821.610540 = -412046.835486 nChanged 30 SP:Iteration 26Q (107.880102 sec): 3 clusters Score: Raw -416878.362567 + Penalty 4821.610540 = -412056.752027 nChanged 34 SP:Iteration 27Q (108.017930 sec): 3 clusters Score: Raw -416890.952411 + Penalty 4821.610540 = -412069.341871 nChanged 41 SP:Iteration 28Q (108.154473 sec): 3 clusters Score: Raw -416901.676020 + Penalty 4821.610540 = -412080.065480 nChanged 34 SP:Iteration 29Q (108.291384 sec): 3 clusters Score: Raw -416910.488712 + Penalty 4821.610540 = -412088.878172 nChanged 40 SP:Iteration 30Q (108.423029 sec): 3 clusters Score: Raw -416921.736904 + Penalty 4821.610540 = -412100.126364 nChanged 33 SP:Iteration 31Q (108.556109 sec): 3 clusters Score: Raw -416929.603796 + Penalty 4821.610540 = -412107.993256 nChanged 31 SP:Iteration 32Q (108.708236 sec): 3 clusters Score: Raw -416937.054557 + Penalty 4821.610540 = -412115.444017 nChanged 31 SP:Iteration 33Q (108.832745 sec): 3 clusters Score: Raw -416944.949831 + Penalty 4821.610540 = -412123.339292 nChanged 24 SP:Iteration 34Q (108.984680 sec): 3 clusters Score: Raw -416950.282700 + Penalty 4821.610540 = -412128.672160 nChanged 25 SP:Iteration 35Q (109.091742 sec): 3 clusters Score: Raw -416955.795591 + Penalty 4821.610540 = -412134.185051 nChanged 16 SP:Iteration 36Q (109.223032 sec): 3 clusters Score: Raw -416958.113179 + Penalty 4821.610540 = -412136.502639 nChanged 8 SP:Iteration 37Q (109.371971 sec): 3 clusters Score: Raw -416959.616490 + Penalty 4821.610540 = -412138.005950 nChanged 10 SP:Iteration 38Q (109.540031 sec): 3 clusters Score: Raw -416961.301037 + Penalty 4821.610540 = -412139.690498 nChanged 11 SP:Iteration 39Q (109.675250 sec): 3 clusters Score: Raw -416964.103334 + Penalty 4821.610540 = -412142.492794 nChanged 14 SP:Iteration 40F (109.796545 sec): 3 clusters Score: Raw -416968.243656 + Penalty 4821.610540 = -412146.633116 nChanged 13 SP:Iteration 41Q (109.940623 sec): 3 clusters Score: Raw -416971.690234 + Penalty 4821.610540 = -412150.079694 nChanged 17 SP:Iteration 42Q (110.044516 sec): 3 clusters Score: Raw -416974.694067 + Penalty 4821.610540 = -412153.083527 nChanged 12 SP:Iteration 43Q (110.174137 sec): 3 clusters Score: Raw -416976.741849 + Penalty 4821.610540 = -412155.131309 nChanged 12 SP:Iteration 44Q (110.305868 sec): 3 clusters Score: Raw -416978.456446 + Penalty 4821.610540 = -412156.845906 nChanged 10 SP:Iteration 45Q (110.462541 sec): 3 clusters Score: Raw -416979.967415 + Penalty 4821.610540 = -412158.356875 nChanged 4 SP:Iteration 46Q (110.601429 sec): 3 clusters Score: Raw -416980.802839 + Penalty 4821.610540 = -412159.192299 nChanged 5 SP:Iteration 47Q (110.769642 sec): 3 clusters Score: Raw -416981.806369 + Penalty 4821.610540 = -412160.195829 nChanged 5 SP:Iteration 48Q (110.909463 sec): 3 clusters Score: Raw -416982.542750 + Penalty 4821.610540 = -412160.932210 nChanged 13 SP:Iteration 49Q (111.033615 sec): 3 clusters Score: Raw -416985.565344 + Penalty 4821.610540 = -412163.954804 nChanged 11 SP:Iteration 50Q (111.176830 sec): 3 clusters Score: Raw -416987.766297 + Penalty 4821.610540 = -412166.155757 nChanged 12 SP:Iteration 51Q (111.318738 sec): 3 clusters Score: Raw -416989.800407 + Penalty 4821.610540 = -412168.189867 nChanged 13 SP:Iteration 52Q (111.466508 sec): 3 clusters Score: Raw -416992.460816 + Penalty 4821.610540 = -412170.850276 nChanged 13 SP:Iteration 53Q (111.592567 sec): 3 clusters Score: Raw -416995.133693 + Penalty 4821.610540 = -412173.523153 nChanged 12 SP:Iteration 54Q (111.722077 sec): 3 clusters Score: Raw -416997.785514 + Penalty 4821.610540 = -412176.174974 nChanged 18 SP:Iteration 55Q (111.835491 sec): 3 clusters Score: Raw -417002.301072 + Penalty 4821.610540 = -412180.690532 nChanged 23 SP:Iteration 56Q (111.960621 sec): 3 clusters Score: Raw -417007.955787 + Penalty 4821.610540 = -412186.345247 nChanged 26 SP:Iteration 57Q (112.097608 sec): 3 clusters Score: Raw -417013.485276 + Penalty 4821.610540 = -412191.874736 nChanged 20 SP:Iteration 58Q (112.247182 sec): 3 clusters Score: Raw -417018.418792 + Penalty 4821.610540 = -412196.808253 nChanged 17 SP:Iteration 59Q (112.395870 sec): 3 clusters Score: Raw -417022.411791 + Penalty 4821.610540 = -412200.801251 nChanged 17 SP:Iteration 60F (112.550400 sec): 3 clusters Score: Raw -417025.591139 + Penalty 4821.610540 = -412203.980599 nChanged 15 SP:Iteration 61Q (112.681376 sec): 3 clusters Score: Raw -417028.111473 + Penalty 4821.610540 = -412206.500933 nChanged 13 SP:Iteration 62Q (112.826897 sec): 3 clusters Score: Raw -417031.055489 + Penalty 4821.610540 = -412209.444949 nChanged 14 SP:Iteration 63Q (112.944286 sec): 3 clusters Score: Raw -417034.324860 + Penalty 4821.610540 = -412212.714320 nChanged 11 SP:Iteration 64Q (113.071048 sec): 3 clusters Score: Raw -417036.122227 + Penalty 4821.610540 = -412214.511687 nChanged 9 SP:Iteration 65Q (113.223976 sec): 3 clusters Score: Raw -417038.084869 + Penalty 4821.610540 = -412216.474329 nChanged 10 SP:Iteration 66Q (113.362866 sec): 3 clusters Score: Raw -417040.095664 + Penalty 4821.610540 = -412218.485124 nChanged 12 SP:Iteration 67Q (113.482180 sec): 3 clusters Score: Raw -417042.295034 + Penalty 4821.610540 = -412220.684494 nChanged 8 SP:Iteration 68Q (113.589268 sec): 3 clusters Score: Raw -417043.992303 + Penalty 4821.610540 = -412222.381763 nChanged 12 SP:Iteration 69Q (113.751058 sec): 3 clusters Score: Raw -417046.006565 + Penalty 4821.610540 = -412224.396025 nChanged 9 SP:Iteration 70Q (113.888110 sec): 3 clusters Score: Raw -417047.576126 + Penalty 4821.610540 = -412225.965586 nChanged 6 SP:Iteration 71Q (114.012446 sec): 3 clusters Score: Raw -417048.617275 + Penalty 4821.610540 = -412227.006735 nChanged 3 SP:Iteration 72Q (114.165494 sec): 3 clusters Score: Raw -417048.917129 + Penalty 4821.610540 = -412227.306589 nChanged 1 SP:Iteration 73Q (114.315113 sec): 3 clusters Score: Raw -417049.001926 + Penalty 4821.610540 = -412227.391386 nChanged 0 SP:Iteration 74F (114.469168 sec): 3 clusters Score: Raw -417049.001926 + Penalty 4821.610540 = -412227.391386 nChanged 0 Iteration 59Q (115.082542 sec): 6 clusters Score: Raw -2930716.242020 + Penalty 14656.815491 = -2916059.426529 nChanged 878 Iteration 60F (115.801457 sec): 6 clusters Score: Raw -2931853.202837 + Penalty 14656.815491 = -2917196.387346 nChanged 1220 Iteration 61Q (116.463119 sec): 6 clusters Score: Raw -2932664.922457 + Penalty 14656.815491 = -2918008.106965 nChanged 877 Iteration 62Q (117.092983 sec): 6 clusters Score: Raw -2933124.361686 + Penalty 14656.815491 = -2918467.546194 nChanged 778 Iteration 63Q (117.675073 sec): 6 clusters Score: Raw -2933459.666780 + Penalty 14656.815491 = -2918802.851289 nChanged 650 Iteration 64Q (118.306842 sec): 6 clusters Score: Raw -2933671.082668 + Penalty 14656.815491 = -2919014.267177 nChanged 502 Iteration 65Q (119.020229 sec): 6 clusters Score: Raw -2933800.234400 + Penalty 14656.815491 = -2919143.418908 nChanged 390 Iteration 66Q (119.717856 sec): 6 clusters Score: Raw -2933879.823438 + Penalty 14656.815491 = -2919223.007947 nChanged 302 Iteration 67Q (120.332964 sec): 6 clusters Score: Raw -2933927.243695 + Penalty 14656.815491 = -2919270.428203 nChanged 205 Iteration 68Q (120.952597 sec): 6 clusters Score: Raw -2933954.254912 + Penalty 14656.815491 = -2919297.439421 nChanged 176 Iteration 69Q (121.499639 sec): 6 clusters Score: Raw -2933976.591065 + Penalty 14656.815491 = -2919319.775574 nChanged 132 Iteration 70Q (122.106008 sec): 6 clusters Score: Raw -2933993.790449 + Penalty 14656.815491 = -2919336.974957 nChanged 115 Iteration 71Q (122.682852 sec): 6 clusters Score: Raw -2934005.123445 + Penalty 14656.815491 = -2919348.307954 nChanged 81 Iteration 72Q (123.240579 sec): 6 clusters Score: Raw -2934013.970691 + Penalty 14656.815491 = -2919357.155199 nChanged 66 Iteration 73Q (123.806972 sec): 6 clusters Score: Raw -2934020.013503 + Penalty 14656.815491 = -2919363.198012 nChanged 60 Iteration 74Q (124.392869 sec): 6 clusters Score: Raw -2934025.041538 + Penalty 14656.815491 = -2919368.226047 nChanged 51 Iteration 75Q (124.968095 sec): 6 clusters Score: Raw -2934029.545637 + Penalty 14656.815491 = -2919372.730146 nChanged 41 Iteration 76Q (125.619132 sec): 6 clusters Score: Raw -2934032.484923 + Penalty 14656.815491 = -2919375.669432 nChanged 29 Iteration 77Q (126.208486 sec): 6 clusters Score: Raw -2934034.349493 + Penalty 14656.815491 = -2919377.534002 nChanged 24 Iteration 78Q (126.828499 sec): 6 clusters Score: Raw -2934035.938920 + Penalty 14656.815491 = -2919379.123429 nChanged 24 Iteration 79Q (127.406983 sec): 6 clusters Score: Raw -2934038.750957 + Penalty 14656.815491 = -2919381.935466 nChanged 21 Iteration 80F (128.103881 sec): 6 clusters Score: Raw -2934075.403062 + Penalty 14656.815491 = -2919418.587571 nChanged 81 Iteration 81Q (128.738891 sec): 6 clusters Score: Raw -2934095.729465 + Penalty 14656.815491 = -2919438.913974 nChanged 83 Iteration 82Q (129.336694 sec): 6 clusters Score: Raw -2934106.894977 + Penalty 14656.815491 = -2919450.079486 nChanged 72 Iteration 83Q (129.936596 sec): 6 clusters Score: Raw -2934113.955784 + Penalty 14656.815491 = -2919457.140292 nChanged 62 Iteration 84Q (130.565027 sec): 6 clusters Score: Raw -2934118.694167 + Penalty 14656.815491 = -2919461.878676 nChanged 39 Iteration 85Q (131.124294 sec): 6 clusters Score: Raw -2934121.588067 + Penalty 14656.815491 = -2919464.772576 nChanged 34 Iteration 86Q (131.704366 sec): 6 clusters Score: Raw -2934123.737401 + Penalty 14656.815491 = -2919466.921910 nChanged 27 Iteration 87Q (132.313583 sec): 6 clusters Score: Raw -2934125.710677 + Penalty 14656.815491 = -2919468.895186 nChanged 20 Iteration 88Q (132.946035 sec): 6 clusters Score: Raw -2934126.994693 + Penalty 14656.815491 = -2919470.179201 nChanged 18 Iteration 89Q (133.602924 sec): 6 clusters Score: Raw -2934128.077229 + Penalty 14656.815491 = -2919471.261738 nChanged 16 Iteration 90Q (134.161475 sec): 6 clusters Score: Raw -2934129.165538 + Penalty 14656.815491 = -2919472.350046 nChanged 22 Iteration 91Q (134.757416 sec): 6 clusters Score: Raw -2934130.603293 + Penalty 14656.815491 = -2919473.787801 nChanged 17 Iteration 92Q (135.366016 sec): 6 clusters Score: Raw -2934131.573008 + Penalty 14656.815491 = -2919474.757517 nChanged 13 Iteration 93Q (135.972174 sec): 6 clusters Score: Raw -2934132.169936 + Penalty 14656.815491 = -2919475.354445 nChanged 13 Iteration 94Q (136.604954 sec): 6 clusters Score: Raw -2934132.981216 + Penalty 14656.815491 = -2919476.165725 nChanged 10 Iteration 95Q (137.238624 sec): 6 clusters Score: Raw -2934133.577865 + Penalty 14656.815491 = -2919476.762373 nChanged 11 Iteration 96Q (137.853328 sec): 6 clusters Score: Raw -2934134.255967 + Penalty 14656.815491 = -2919477.440475 nChanged 10 Iteration 97Q (138.439276 sec): 6 clusters Score: Raw -2934134.988719 + Penalty 14656.815491 = -2919478.173228 nChanged 10 Iteration 98Q (139.059071 sec): 6 clusters Score: Raw -2934135.778194 + Penalty 14656.815491 = -2919478.962702 nChanged 7 Writing temp clu file Because OldScore, -2919478.173228, is greater than current (better) Score,-2919478.962702 Compute initial score before splitting: Score: Raw -2934135.778194 + Penalty 14656.815491 = -2919478.962702 Trying to split cluster 1 (32454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.284490 sec): 2 clusters Score: Raw -1500425.208768 + Penalty 2742.320851 = -1497682.887917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.503978 sec): 3 clusters Score: Raw -1480900.161817 + Penalty 5484.641702 = -1475415.520115 nChanged 14759 SP:Iteration 1F (139.724130 sec): 3 clusters Score: Raw -1489182.948514 + Penalty 5484.641702 = -1483698.306812 nChanged 1667 SP:Iteration 2F (139.959083 sec): 3 clusters Score: Raw -1489845.427594 + Penalty 5484.641702 = -1484360.785892 nChanged 1656 SP:Iteration 3F (140.171155 sec): 3 clusters Score: Raw -1490537.411464 + Penalty 5484.641702 = -1485052.769762 nChanged 1636 SP:Iteration 4F (140.364176 sec): 3 clusters Score: Raw -1491224.181718 + Penalty 5484.641702 = -1485739.540016 nChanged 1549 SP:Iteration 5Q (140.584268 sec): 3 clusters Score: Raw -1491906.254175 + Penalty 5484.641702 = -1486421.612473 nChanged 1572 SP:Iteration 6Q (140.826056 sec): 3 clusters Score: Raw -1492607.283039 + Penalty 5484.641702 = -1487122.641337 nChanged 1527 SP:Iteration 7Q (141.050729 sec): 3 clusters Score: Raw -1493302.673548 + Penalty 5484.641702 = -1487818.031846 nChanged 1411 SP:Iteration 8Q (141.246528 sec): 3 clusters Score: Raw -1493902.311229 + Penalty 5484.641702 = -1488417.669527 nChanged 1245 SP:Iteration 9Q (141.442855 sec): 3 clusters Score: Raw -1494413.491297 + Penalty 5484.641702 = -1488928.849595 nChanged 1131 SP:Iteration 10Q (141.636667 sec): 3 clusters Score: Raw -1494861.241692 + Penalty 5484.641702 = -1489376.599990 nChanged 980 SP:Iteration 11Q (141.851212 sec): 3 clusters Score: Raw -1495287.945388 + Penalty 5484.641702 = -1489803.303686 nChanged 992 SP:Iteration 12Q (142.013119 sec): 3 clusters Score: Raw -1495815.568446 + Penalty 5484.641702 = -1490330.926744 nChanged 1021 SP:Iteration 13Q (142.253735 sec): 3 clusters Score: Raw -1496473.403650 + Penalty 5484.641702 = -1490988.761948 nChanged 984 SP:Iteration 14Q (142.493772 sec): 3 clusters Score: Raw -1497194.019847 + Penalty 5484.641702 = -1491709.378145 nChanged 912 SP:Iteration 15Q (142.734735 sec): 3 clusters Score: Raw -1497903.462678 + Penalty 5484.641702 = -1492418.820976 nChanged 820 SP:Iteration 16Q (142.949429 sec): 3 clusters Score: Raw -1498501.309636 + Penalty 5484.641702 = -1493016.667934 nChanged 726 SP:Iteration 17Q (143.221736 sec): 3 clusters Score: Raw -1498927.340969 + Penalty 5484.641702 = -1493442.699266 nChanged 565 SP:Iteration 18Q (143.416099 sec): 3 clusters Score: Raw -1499235.440716 + Penalty 5484.641702 = -1493750.799014 nChanged 441 SP:Iteration 19Q (143.598329 sec): 3 clusters Score: Raw -1499438.256813 + Penalty 5484.641702 = -1493953.615111 nChanged 377 SP:Iteration 20F (143.799219 sec): 3 clusters Score: Raw -1499600.386930 + Penalty 5484.641702 = -1494115.745228 nChanged 328 SP:Iteration 21Q (144.003936 sec): 3 clusters Score: Raw -1499736.339873 + Penalty 5484.641702 = -1494251.698171 nChanged 287 SP:Iteration 22Q (144.228760 sec): 3 clusters Score: Raw -1499857.229302 + Penalty 5484.641702 = -1494372.587599 nChanged 276 SP:Iteration 23Q (144.377272 sec): 3 clusters Score: Raw -1499972.434469 + Penalty 5484.641702 = -1494487.792767 nChanged 257 SP:Iteration 24Q (144.616963 sec): 3 clusters Score: Raw -1500079.610247 + Penalty 5484.641702 = -1494594.968545 nChanged 210 SP:Iteration 25Q (144.798462 sec): 3 clusters Score: Raw -1500169.985824 + Penalty 5484.641702 = -1494685.344122 nChanged 192 SP:Iteration 26Q (145.045017 sec): 3 clusters Score: Raw -1500254.557576 + Penalty 5484.641702 = -1494769.915874 nChanged 163 SP:Iteration 27Q (145.233017 sec): 3 clusters Score: Raw -1500320.802573 + Penalty 5484.641702 = -1494836.160871 nChanged 145 SP:Iteration 28Q (145.452015 sec): 3 clusters Score: Raw -1500379.974810 + Penalty 5484.641702 = -1494895.333108 nChanged 136 SP:Iteration 29Q (145.638179 sec): 3 clusters Score: Raw -1500439.802845 + Penalty 5484.641702 = -1494955.161143 nChanged 108 SP:Iteration 30Q (145.805904 sec): 3 clusters Score: Raw -1500491.897382 + Penalty 5484.641702 = -1495007.255680 nChanged 105 SP:Iteration 31Q (146.030617 sec): 3 clusters Score: Raw -1500537.979348 + Penalty 5484.641702 = -1495053.337646 nChanged 101 SP:Iteration 32Q (146.228852 sec): 3 clusters Score: Raw -1500578.895763 + Penalty 5484.641702 = -1495094.254061 nChanged 94 SP:Iteration 33Q (146.429691 sec): 3 clusters Score: Raw -1500619.492523 + Penalty 5484.641702 = -1495134.850821 nChanged 77 SP:Iteration 34Q (146.633891 sec): 3 clusters Score: Raw -1500648.666714 + Penalty 5484.641702 = -1495164.025011 nChanged 58 SP:Iteration 35Q (146.852581 sec): 3 clusters Score: Raw -1500674.056758 + Penalty 5484.641702 = -1495189.415056 nChanged 63 SP:Iteration 36Q (147.058943 sec): 3 clusters Score: Raw -1500704.069718 + Penalty 5484.641702 = -1495219.428016 nChanged 64 SP:Iteration 37Q (147.244941 sec): 3 clusters Score: Raw -1500730.991096 + Penalty 5484.641702 = -1495246.349394 nChanged 50 SP:Iteration 38Q (147.447269 sec): 3 clusters Score: Raw -1500750.672096 + Penalty 5484.641702 = -1495266.030394 nChanged 43 SP:Iteration 39Q (147.637891 sec): 3 clusters Score: Raw -1500769.123233 + Penalty 5484.641702 = -1495284.481531 nChanged 38 SP:Iteration 40F (147.881768 sec): 3 clusters Score: Raw -1500784.812481 + Penalty 5484.641702 = -1495300.170779 nChanged 27 SP:Iteration 41Q (148.076967 sec): 3 clusters Score: Raw -1500794.503805 + Penalty 5484.641702 = -1495309.862103 nChanged 22 SP:Iteration 42Q (148.251098 sec): 3 clusters Score: Raw -1500802.727673 + Penalty 5484.641702 = -1495318.085971 nChanged 22 SP:Iteration 43Q (148.439284 sec): 3 clusters Score: Raw -1500811.298267 + Penalty 5484.641702 = -1495326.656565 nChanged 24 SP:Iteration 44Q (148.640025 sec): 3 clusters Score: Raw -1500820.500633 + Penalty 5484.641702 = -1495335.858931 nChanged 25 SP:Iteration 45Q (148.870770 sec): 3 clusters Score: Raw -1500831.359030 + Penalty 5484.641702 = -1495346.717328 nChanged 27 SP:Iteration 46Q (149.086488 sec): 3 clusters Score: Raw -1500841.908603 + Penalty 5484.641702 = -1495357.266901 nChanged 28 SP:Iteration 47Q (149.275718 sec): 3 clusters Score: Raw -1500853.352403 + Penalty 5484.641702 = -1495368.710701 nChanged 20 SP:Iteration 48Q (149.515883 sec): 3 clusters Score: Raw -1500862.030221 + Penalty 5484.641702 = -1495377.388519 nChanged 21 SP:Iteration 49Q (149.705545 sec): 3 clusters Score: Raw -1500872.133888 + Penalty 5484.641702 = -1495387.492186 nChanged 22 SP:Iteration 50Q (149.878870 sec): 3 clusters Score: Raw -1500881.605782 + Penalty 5484.641702 = -1495396.964080 nChanged 16 SP:Iteration 51Q (150.114966 sec): 3 clusters Score: Raw -1500887.810996 + Penalty 5484.641702 = -1495403.169294 nChanged 15 SP:Iteration 52Q (150.274591 sec): 3 clusters Score: Raw -1500895.835221 + Penalty 5484.641702 = -1495411.193519 nChanged 16 SP:Iteration 53Q (150.468121 sec): 3 clusters Score: Raw -1500903.181941 + Penalty 5484.641702 = -1495418.540239 nChanged 14 SP:Iteration 54Q (150.662424 sec): 3 clusters Score: Raw -1500908.467810 + Penalty 5484.641702 = -1495423.826108 nChanged 11 SP:Iteration 55Q (150.816454 sec): 3 clusters Score: Raw -1500913.768594 + Penalty 5484.641702 = -1495429.126892 nChanged 9 SP:Iteration 56Q (151.017596 sec): 3 clusters Score: Raw -1500918.387986 + Penalty 5484.641702 = -1495433.746284 nChanged 6 SP:Iteration 57Q (151.191021 sec): 3 clusters Score: Raw -1500920.905981 + Penalty 5484.641702 = -1495436.264279 nChanged 4 SP:Iteration 58Q (151.405960 sec): 3 clusters Score: Raw -1500922.534692 + Penalty 5484.641702 = -1495437.892990 nChanged 2 SP:Iteration 59Q (151.594449 sec): 3 clusters Score: Raw -1500923.705775 + Penalty 5484.641702 = -1495439.064073 nChanged 3 SP:Iteration 60F (151.788607 sec): 3 clusters Score: Raw -1500924.656926 + Penalty 5484.641702 = -1495440.015224 nChanged 2 SP:Iteration 61Q (152.003437 sec): 3 clusters Score: Raw -1500925.305009 + Penalty 5484.641702 = -1495440.663307 nChanged 0 SP:Iteration 62F (152.202070 sec): 3 clusters Score: Raw -1500925.305009 + Penalty 5484.641702 = -1495440.663307 nChanged 0 Trying to split cluster 2 (11548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.328512 sec): 2 clusters Score: Raw -468581.573912 + Penalty 2469.526631 = -466112.047281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.431546 sec): 3 clusters Score: Raw -462325.001444 + Penalty 4939.053262 = -457385.948183 nChanged 4903 SP:Iteration 1F (152.584749 sec): 3 clusters Score: Raw -465226.701384 + Penalty 4939.053262 = -460287.648123 nChanged 867 SP:Iteration 2F (152.740014 sec): 3 clusters Score: Raw -465836.737729 + Penalty 4939.053262 = -460897.684468 nChanged 757 SP:Iteration 3F (152.873772 sec): 3 clusters Score: Raw -466338.177740 + Penalty 4939.053262 = -461399.124479 nChanged 676 SP:Iteration 4F (153.010661 sec): 3 clusters Score: Raw -466793.087889 + Penalty 4939.053262 = -461854.034627 nChanged 636 SP:Iteration 5F (153.177901 sec): 3 clusters Score: Raw -467215.888099 + Penalty 4939.053262 = -462276.834837 nChanged 573 SP:Iteration 6Q (153.316409 sec): 3 clusters Score: Raw -467592.810544 + Penalty 4939.053262 = -462653.757282 nChanged 530 SP:Iteration 7Q (153.452471 sec): 3 clusters Score: Raw -467915.136679 + Penalty 4939.053262 = -462976.083417 nChanged 474 SP:Iteration 8Q (153.595758 sec): 3 clusters Score: Raw -468213.179792 + Penalty 4939.053262 = -463274.126530 nChanged 453 SP:Iteration 9Q (153.740035 sec): 3 clusters Score: Raw -468483.769963 + Penalty 4939.053262 = -463544.716702 nChanged 376 SP:Iteration 10Q (153.867762 sec): 3 clusters Score: Raw -468699.323583 + Penalty 4939.053262 = -463760.270321 nChanged 316 SP:Iteration 11Q (154.019368 sec): 3 clusters Score: Raw -468860.444796 + Penalty 4939.053262 = -463921.391534 nChanged 270 SP:Iteration 12Q (154.147467 sec): 3 clusters Score: Raw -468976.076439 + Penalty 4939.053262 = -464037.023177 nChanged 209 SP:Iteration 13Q (154.215435 sec): 3 clusters Score: Raw -469064.261948 + Penalty 4939.053262 = -464125.208687 nChanged 176 SP:Iteration 14Q (154.293586 sec): 3 clusters Score: Raw -469139.606690 + Penalty 4939.053262 = -464200.553429 nChanged 190 SP:Iteration 15Q (154.371838 sec): 3 clusters Score: Raw -469211.508578 + Penalty 4939.053262 = -464272.455317 nChanged 160 SP:Iteration 16Q (154.452554 sec): 3 clusters Score: Raw -469268.948930 + Penalty 4939.053262 = -464329.895668 nChanged 150 SP:Iteration 17Q (154.533098 sec): 3 clusters Score: Raw -469317.431847 + Penalty 4939.053262 = -464378.378586 nChanged 130 SP:Iteration 18Q (154.613195 sec): 3 clusters Score: Raw -469351.242058 + Penalty 4939.053262 = -464412.188797 nChanged 103 SP:Iteration 19Q (154.694943 sec): 3 clusters Score: Raw -469381.019542 + Penalty 4939.053262 = -464441.966281 nChanged 87 SP:Iteration 20F (154.847823 sec): 3 clusters Score: Raw -469408.118809 + Penalty 4939.053262 = -464469.065548 nChanged 80 SP:Iteration 21Q (154.972242 sec): 3 clusters Score: Raw -469428.423128 + Penalty 4939.053262 = -464489.369866 nChanged 59 SP:Iteration 22Q (155.108896 sec): 3 clusters Score: Raw -469441.363281 + Penalty 4939.053262 = -464502.310019 nChanged 50 SP:Iteration 23Q (155.278986 sec): 3 clusters Score: Raw -469451.204345 + Penalty 4939.053262 = -464512.151083 nChanged 44 SP:Iteration 24Q (155.391285 sec): 3 clusters Score: Raw -469458.826276 + Penalty 4939.053262 = -464519.773014 nChanged 37 SP:Iteration 25Q (155.536276 sec): 3 clusters Score: Raw -469465.792597 + Penalty 4939.053262 = -464526.739336 nChanged 36 SP:Iteration 26Q (155.694324 sec): 3 clusters Score: Raw -469473.323798 + Penalty 4939.053262 = -464534.270536 nChanged 29 SP:Iteration 27Q (155.862979 sec): 3 clusters Score: Raw -469479.108130 + Penalty 4939.053262 = -464540.054869 nChanged 18 SP:Iteration 28Q (155.997942 sec): 3 clusters Score: Raw -469481.789498 + Penalty 4939.053262 = -464542.736236 nChanged 18 SP:Iteration 29Q (156.175785 sec): 3 clusters Score: Raw -469484.870023 + Penalty 4939.053262 = -464545.816762 nChanged 21 SP:Iteration 30Q (156.334171 sec): 3 clusters Score: Raw -469487.770145 + Penalty 4939.053262 = -464548.716884 nChanged 12 SP:Iteration 31Q (156.465027 sec): 3 clusters Score: Raw -469489.416357 + Penalty 4939.053262 = -464550.363096 nChanged 9 SP:Iteration 32Q (156.586023 sec): 3 clusters Score: Raw -469490.522445 + Penalty 4939.053262 = -464551.469183 nChanged 6 SP:Iteration 33Q (156.735667 sec): 3 clusters Score: Raw -469491.346867 + Penalty 4939.053262 = -464552.293605 nChanged 8 SP:Iteration 34Q (156.866913 sec): 3 clusters Score: Raw -469492.518862 + Penalty 4939.053262 = -464553.465601 nChanged 8 SP:Iteration 35Q (156.995938 sec): 3 clusters Score: Raw -469494.149395 + Penalty 4939.053262 = -464555.096134 nChanged 9 SP:Iteration 36Q (157.157673 sec): 3 clusters Score: Raw -469495.278559 + Penalty 4939.053262 = -464556.225298 nChanged 6 SP:Iteration 37Q (157.286627 sec): 3 clusters Score: Raw -469496.149490 + Penalty 4939.053262 = -464557.096229 nChanged 3 SP:Iteration 38Q (157.442490 sec): 3 clusters Score: Raw -469496.588430 + Penalty 4939.053262 = -464557.535169 nChanged 7 SP:Iteration 39Q (157.614621 sec): 3 clusters Score: Raw -469497.577628 + Penalty 4939.053262 = -464558.524366 nChanged 6 SP:Iteration 40F (157.741289 sec): 3 clusters Score: Raw -469498.737246 + Penalty 4939.053262 = -464559.683985 nChanged 9 SP:Iteration 41Q (157.917847 sec): 3 clusters Score: Raw -469499.698017 + Penalty 4939.053262 = -464560.644755 nChanged 4 SP:Iteration 42Q (158.065432 sec): 3 clusters Score: Raw -469500.329976 + Penalty 4939.053262 = -464561.276714 nChanged 9 SP:Iteration 43Q (158.232402 sec): 3 clusters Score: Raw -469502.618177 + Penalty 4939.053262 = -464563.564916 nChanged 13 SP:Iteration 44Q (158.394884 sec): 3 clusters Score: Raw -469504.135695 + Penalty 4939.053262 = -464565.082433 nChanged 6 SP:Iteration 45Q (158.570817 sec): 3 clusters Score: Raw -469504.880523 + Penalty 4939.053262 = -464565.827261 nChanged 11 SP:Iteration 46Q (158.688848 sec): 3 clusters Score: Raw -469506.190781 + Penalty 4939.053262 = -464567.137520 nChanged 9 SP:Iteration 47Q (158.839353 sec): 3 clusters Score: Raw -469507.367016 + Penalty 4939.053262 = -464568.313755 nChanged 10 SP:Iteration 48Q (158.992300 sec): 3 clusters Score: Raw -469508.718762 + Penalty 4939.053262 = -464569.665501 nChanged 4 SP:Iteration 49Q (159.124334 sec): 3 clusters Score: Raw -469509.236880 + Penalty 4939.053262 = -464570.183619 nChanged 2 SP:Iteration 50Q (159.306333 sec): 3 clusters Score: Raw -469509.433089 + Penalty 4939.053262 = -464570.379828 nChanged 3 SP:Iteration 51Q (159.422577 sec): 3 clusters Score: Raw -469509.968435 + Penalty 4939.053262 = -464570.915174 nChanged 2 SP:Iteration 52Q (159.577725 sec): 3 clusters Score: Raw -469510.239293 + Penalty 4939.053262 = -464571.186031 nChanged 3 SP:Iteration 53Q (159.723123 sec): 3 clusters Score: Raw -469510.638464 + Penalty 4939.053262 = -464571.585203 nChanged 2 SP:Iteration 54Q (159.882115 sec): 3 clusters Score: Raw -469510.898067 + Penalty 4939.053262 = -464571.844806 nChanged 4 SP:Iteration 55Q (160.011217 sec): 3 clusters Score: Raw -469511.497025 + Penalty 4939.053262 = -464572.443763 nChanged 4 SP:Iteration 56Q (160.176250 sec): 3 clusters Score: Raw -469512.032950 + Penalty 4939.053262 = -464572.979688 nChanged 3 SP:Iteration 57Q (160.284531 sec): 3 clusters Score: Raw -469512.533206 + Penalty 4939.053262 = -464573.479944 nChanged 2 SP:Iteration 58Q (160.428427 sec): 3 clusters Score: Raw -469512.852941 + Penalty 4939.053262 = -464573.799680 nChanged 0 SP:Iteration 59F (160.579891 sec): 3 clusters Score: Raw -469512.852941 + Penalty 4939.053262 = -464573.799680 nChanged 0 Trying to split cluster 3 (6596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (160.680489 sec): 2 clusters Score: Raw -301244.976943 + Penalty 2321.673732 = -298923.303211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (160.812679 sec): 3 clusters Score: Raw -297969.438050 + Penalty 4643.347465 = -293326.090585 nChanged 2591 SP:Iteration 1F (160.928938 sec): 3 clusters Score: Raw -299440.684453 + Penalty 4643.347465 = -294797.336989 nChanged 488 SP:Iteration 2F (161.026770 sec): 3 clusters Score: Raw -299765.810506 + Penalty 4643.347465 = -295122.463041 nChanged 411 SP:Iteration 3F (161.149028 sec): 3 clusters Score: Raw -300060.264634 + Penalty 4643.347465 = -295416.917169 nChanged 377 SP:Iteration 4F (161.283202 sec): 3 clusters Score: Raw -300319.862540 + Penalty 4643.347465 = -295676.515075 nChanged 353 SP:Iteration 5F (161.412648 sec): 3 clusters Score: Raw -300552.166537 + Penalty 4643.347465 = -295908.819072 nChanged 318 SP:Iteration 6Q (161.565142 sec): 3 clusters Score: Raw -300761.724674 + Penalty 4643.347465 = -296118.377210 nChanged 284 SP:Iteration 7Q (161.658094 sec): 3 clusters Score: Raw -300960.678770 + Penalty 4643.347465 = -296317.331305 nChanged 258 SP:Iteration 8Q (161.813787 sec): 3 clusters Score: Raw -301163.779267 + Penalty 4643.347465 = -296520.431802 nChanged 253 SP:Iteration 9Q (161.896899 sec): 3 clusters Score: Raw -301361.876652 + Penalty 4643.347465 = -296718.529187 nChanged 218 SP:Iteration 10Q (162.011098 sec): 3 clusters Score: Raw -301535.512633 + Penalty 4643.347465 = -296892.165168 nChanged 183 SP:Iteration 11Q (162.081841 sec): 3 clusters Score: Raw -301685.640478 + Penalty 4643.347465 = -297042.293013 nChanged 184 SP:Iteration 12Q (162.137828 sec): 3 clusters Score: Raw -301812.569844 + Penalty 4643.347465 = -297169.222379 nChanged 161 SP:Iteration 13Q (162.192377 sec): 3 clusters Score: Raw -301930.683045 + Penalty 4643.347465 = -297287.335580 nChanged 142 SP:Iteration 14Q (162.268813 sec): 3 clusters Score: Raw -302035.028507 + Penalty 4643.347465 = -297391.681042 nChanged 151 SP:Iteration 15Q (162.331647 sec): 3 clusters Score: Raw -302138.082147 + Penalty 4643.347465 = -297494.734682 nChanged 133 SP:Iteration 16Q (162.387870 sec): 3 clusters Score: Raw -302225.430735 + Penalty 4643.347465 = -297582.083270 nChanged 119 SP:Iteration 17Q (162.454378 sec): 3 clusters Score: Raw -302307.758769 + Penalty 4643.347465 = -297664.411304 nChanged 99 SP:Iteration 18Q (162.509615 sec): 3 clusters Score: Raw -302371.288516 + Penalty 4643.347465 = -297727.941051 nChanged 90 SP:Iteration 19Q (162.657382 sec): 3 clusters Score: Raw -302426.490743 + Penalty 4643.347465 = -297783.143278 nChanged 87 SP:Iteration 20F (162.799314 sec): 3 clusters Score: Raw -302474.718889 + Penalty 4643.347465 = -297831.371424 nChanged 69 SP:Iteration 21Q (162.922668 sec): 3 clusters Score: Raw -302507.611014 + Penalty 4643.347465 = -297864.263549 nChanged 54 SP:Iteration 22Q (163.029153 sec): 3 clusters Score: Raw -302534.706362 + Penalty 4643.347465 = -297891.358897 nChanged 41 SP:Iteration 23Q (163.169595 sec): 3 clusters Score: Raw -302551.536408 + Penalty 4643.347465 = -297908.188943 nChanged 39 SP:Iteration 24Q (163.294575 sec): 3 clusters Score: Raw -302571.869024 + Penalty 4643.347465 = -297928.521559 nChanged 35 SP:Iteration 25Q (163.398025 sec): 3 clusters Score: Raw -302585.615503 + Penalty 4643.347465 = -297942.268038 nChanged 25 SP:Iteration 26Q (163.524596 sec): 3 clusters Score: Raw -302595.293013 + Penalty 4643.347465 = -297951.945548 nChanged 23 SP:Iteration 27Q (163.660098 sec): 3 clusters Score: Raw -302605.334510 + Penalty 4643.347465 = -297961.987045 nChanged 26 SP:Iteration 28Q (163.790809 sec): 3 clusters Score: Raw -302614.997906 + Penalty 4643.347465 = -297971.650441 nChanged 16 SP:Iteration 29Q (163.910780 sec): 3 clusters Score: Raw -302622.574445 + Penalty 4643.347465 = -297979.226980 nChanged 23 SP:Iteration 30Q (164.045415 sec): 3 clusters Score: Raw -302632.816738 + Penalty 4643.347465 = -297989.469273 nChanged 25 SP:Iteration 31Q (164.162478 sec): 3 clusters Score: Raw -302642.705754 + Penalty 4643.347465 = -297999.358289 nChanged 27 SP:Iteration 32Q (164.282323 sec): 3 clusters Score: Raw -302651.883729 + Penalty 4643.347465 = -298008.536264 nChanged 12 SP:Iteration 33Q (164.421441 sec): 3 clusters Score: Raw -302656.621611 + Penalty 4643.347465 = -298013.274146 nChanged 8 SP:Iteration 34Q (164.548237 sec): 3 clusters Score: Raw -302660.845450 + Penalty 4643.347465 = -298017.497985 nChanged 10 SP:Iteration 35Q (164.680837 sec): 3 clusters Score: Raw -302664.824253 + Penalty 4643.347465 = -298021.476788 nChanged 9 SP:Iteration 36Q (164.830473 sec): 3 clusters Score: Raw -302668.539511 + Penalty 4643.347465 = -298025.192046 nChanged 10 SP:Iteration 37Q (164.976134 sec): 3 clusters Score: Raw -302671.592018 + Penalty 4643.347465 = -298028.244553 nChanged 8 SP:Iteration 38Q (165.079272 sec): 3 clusters Score: Raw -302673.548710 + Penalty 4643.347465 = -298030.201245 nChanged 9 SP:Iteration 39Q (165.201787 sec): 3 clusters Score: Raw -302676.225831 + Penalty 4643.347465 = -298032.878366 nChanged 7 SP:Iteration 40F (165.365738 sec): 3 clusters Score: Raw -302677.855854 + Penalty 4643.347465 = -298034.508389 nChanged 4 SP:Iteration 41Q (165.475467 sec): 3 clusters Score: Raw -302678.844866 + Penalty 4643.347465 = -298035.497401 nChanged 7 SP:Iteration 42Q (165.604410 sec): 3 clusters Score: Raw -302681.122258 + Penalty 4643.347465 = -298037.774793 nChanged 11 SP:Iteration 43Q (165.684312 sec): 3 clusters Score: Raw -302685.117835 + Penalty 4643.347465 = -298041.770370 nChanged 10 SP:Iteration 44Q (165.819389 sec): 3 clusters Score: Raw -302688.932713 + Penalty 4643.347465 = -298045.585248 nChanged 14 SP:Iteration 45Q (165.956038 sec): 3 clusters Score: Raw -302696.022417 + Penalty 4643.347465 = -298052.674952 nChanged 15 SP:Iteration 46Q (166.098286 sec): 3 clusters Score: Raw -302700.308321 + Penalty 4643.347465 = -298056.960856 nChanged 8 SP:Iteration 47Q (166.241371 sec): 3 clusters Score: Raw -302703.356181 + Penalty 4643.347465 = -298060.008716 nChanged 8 SP:Iteration 48Q (166.373118 sec): 3 clusters Score: Raw -302705.247291 + Penalty 4643.347465 = -298061.899826 nChanged 4 SP:Iteration 49Q (166.479551 sec): 3 clusters Score: Raw -302706.288011 + Penalty 4643.347465 = -298062.940546 nChanged 11 SP:Iteration 50Q (166.600762 sec): 3 clusters Score: Raw -302711.389474 + Penalty 4643.347465 = -298068.042009 nChanged 14 SP:Iteration 51Q (166.759370 sec): 3 clusters Score: Raw -302715.552509 + Penalty 4643.347465 = -298072.205044 nChanged 15 SP:Iteration 52Q (166.867295 sec): 3 clusters Score: Raw -302721.431887 + Penalty 4643.347465 = -298078.084422 nChanged 19 SP:Iteration 53Q (167.004493 sec): 3 clusters Score: Raw -302729.277988 + Penalty 4643.347465 = -298085.930523 nChanged 14 SP:Iteration 54Q (167.111738 sec): 3 clusters Score: Raw -302734.674054 + Penalty 4643.347465 = -298091.326589 nChanged 8 SP:Iteration 55Q (167.243977 sec): 3 clusters Score: Raw -302737.761250 + Penalty 4643.347465 = -298094.413785 nChanged 6 SP:Iteration 56Q (167.384134 sec): 3 clusters Score: Raw -302739.169032 + Penalty 4643.347465 = -298095.821567 nChanged 6 SP:Iteration 57Q (167.547451 sec): 3 clusters Score: Raw -302740.920099 + Penalty 4643.347465 = -298097.572634 nChanged 3 SP:Iteration 58Q (167.665994 sec): 3 clusters Score: Raw -302741.566997 + Penalty 4643.347465 = -298098.219532 nChanged 3 SP:Iteration 59Q (167.789209 sec): 3 clusters Score: Raw -302741.991332 + Penalty 4643.347465 = -298098.643867 nChanged 5 SP:Iteration 60F (167.902505 sec): 3 clusters Score: Raw -302742.863256 + Penalty 4643.347465 = -298099.515791 nChanged 6 SP:Iteration 61Q (168.010903 sec): 3 clusters Score: Raw -302744.175512 + Penalty 4643.347465 = -298100.828047 nChanged 4 SP:Iteration 62Q (168.129078 sec): 3 clusters Score: Raw -302745.029056 + Penalty 4643.347465 = -298101.681591 nChanged 9 SP:Iteration 63Q (168.269691 sec): 3 clusters Score: Raw -302748.242221 + Penalty 4643.347465 = -298104.894756 nChanged 5 SP:Iteration 64Q (168.405695 sec): 3 clusters Score: Raw -302750.251585 + Penalty 4643.347465 = -298106.904120 nChanged 5 SP:Iteration 65Q (168.511329 sec): 3 clusters Score: Raw -302751.056973 + Penalty 4643.347465 = -298107.709508 nChanged 3 SP:Iteration 66Q (168.641251 sec): 3 clusters Score: Raw -302751.968048 + Penalty 4643.347465 = -298108.620583 nChanged 4 SP:Iteration 67Q (168.782728 sec): 3 clusters Score: Raw -302752.788589 + Penalty 4643.347465 = -298109.441124 nChanged 3 SP:Iteration 68Q (168.923023 sec): 3 clusters Score: Raw -302753.423574 + Penalty 4643.347465 = -298110.076109 nChanged 2 SP:Iteration 69Q (169.059729 sec): 3 clusters Score: Raw -302753.732668 + Penalty 4643.347465 = -298110.385203 nChanged 3 SP:Iteration 70Q (169.142786 sec): 3 clusters Score: Raw -302754.347614 + Penalty 4643.347465 = -298111.000149 nChanged 2 SP:Iteration 71Q (169.289813 sec): 3 clusters Score: Raw -302754.693387 + Penalty 4643.347465 = -298111.345922 nChanged 1 SP:Iteration 72Q (169.390647 sec): 3 clusters Score: Raw -302754.921377 + Penalty 4643.347465 = -298111.573912 nChanged 0 SP:Iteration 73F (169.514939 sec): 3 clusters Score: Raw -302754.921377 + Penalty 4643.347465 = -298111.573912 nChanged 0 Trying to split cluster 4 (7718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (169.598600 sec): 2 clusters Score: Raw -340025.582412 + Penalty 2363.145983 = -337662.436429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (169.745833 sec): 3 clusters Score: Raw -336137.539426 + Penalty 4726.291966 = -331411.247460 nChanged 3050 SP:Iteration 1F (169.891253 sec): 3 clusters Score: Raw -337969.713123 + Penalty 4726.291966 = -333243.421157 nChanged 627 SP:Iteration 2F (170.031680 sec): 3 clusters Score: Raw -338395.025014 + Penalty 4726.291966 = -333668.733047 nChanged 479 SP:Iteration 3F (170.141423 sec): 3 clusters Score: Raw -338717.157458 + Penalty 4726.291966 = -333990.865492 nChanged 392 SP:Iteration 4F (170.281166 sec): 3 clusters Score: Raw -339006.198361 + Penalty 4726.291966 = -334279.906395 nChanged 378 SP:Iteration 5Q (170.400820 sec): 3 clusters Score: Raw -339265.737732 + Penalty 4726.291966 = -334539.445766 nChanged 325 SP:Iteration 6Q (170.521034 sec): 3 clusters Score: Raw -339481.474145 + Penalty 4726.291966 = -334755.182179 nChanged 321 SP:Iteration 7Q (170.682831 sec): 3 clusters Score: Raw -339690.797785 + Penalty 4726.291966 = -334964.505819 nChanged 294 SP:Iteration 8Q (170.804447 sec): 3 clusters Score: Raw -339871.401081 + Penalty 4726.291966 = -335145.109115 nChanged 245 SP:Iteration 9Q (170.932769 sec): 3 clusters Score: Raw -340018.189730 + Penalty 4726.291966 = -335291.897764 nChanged 217 SP:Iteration 10Q (171.060471 sec): 3 clusters Score: Raw -340155.726412 + Penalty 4726.291966 = -335429.434446 nChanged 188 SP:Iteration 11Q (171.205787 sec): 3 clusters Score: Raw -340261.940728 + Penalty 4726.291966 = -335535.648762 nChanged 176 SP:Iteration 12Q (171.349429 sec): 3 clusters Score: Raw -340377.154573 + Penalty 4726.291966 = -335650.862607 nChanged 180 SP:Iteration 13Q (171.453313 sec): 3 clusters Score: Raw -340489.197752 + Penalty 4726.291966 = -335762.905786 nChanged 169 SP:Iteration 14Q (171.583773 sec): 3 clusters Score: Raw -340592.599611 + Penalty 4726.291966 = -335866.307645 nChanged 141 SP:Iteration 15Q (171.721739 sec): 3 clusters Score: Raw -340671.000185 + Penalty 4726.291966 = -335944.708219 nChanged 127 SP:Iteration 16Q (171.827642 sec): 3 clusters Score: Raw -340739.057286 + Penalty 4726.291966 = -336012.765319 nChanged 111 SP:Iteration 17Q (171.959065 sec): 3 clusters Score: Raw -340794.410782 + Penalty 4726.291966 = -336068.118816 nChanged 106 SP:Iteration 18Q (172.124591 sec): 3 clusters Score: Raw -340837.598670 + Penalty 4726.291966 = -336111.306704 nChanged 85 SP:Iteration 19Q (172.238429 sec): 3 clusters Score: Raw -340867.730512 + Penalty 4726.291966 = -336141.438546 nChanged 64 SP:Iteration 20F (172.346565 sec): 3 clusters Score: Raw -340889.955519 + Penalty 4726.291966 = -336163.663552 nChanged 51 SP:Iteration 21Q (172.516546 sec): 3 clusters Score: Raw -340907.123499 + Penalty 4726.291966 = -336180.831533 nChanged 49 SP:Iteration 22Q (172.618060 sec): 3 clusters Score: Raw -340921.283379 + Penalty 4726.291966 = -336194.991412 nChanged 40 SP:Iteration 23Q (172.748478 sec): 3 clusters Score: Raw -340932.541247 + Penalty 4726.291966 = -336206.249281 nChanged 42 SP:Iteration 24Q (172.890246 sec): 3 clusters Score: Raw -340944.868134 + Penalty 4726.291966 = -336218.576168 nChanged 36 SP:Iteration 25Q (173.029723 sec): 3 clusters Score: Raw -340956.376722 + Penalty 4726.291966 = -336230.084756 nChanged 31 SP:Iteration 26Q (173.137787 sec): 3 clusters Score: Raw -340964.458679 + Penalty 4726.291966 = -336238.166713 nChanged 25 SP:Iteration 27Q (173.251787 sec): 3 clusters Score: Raw -340969.583061 + Penalty 4726.291966 = -336243.291095 nChanged 13 SP:Iteration 28Q (173.388592 sec): 3 clusters Score: Raw -340972.969640 + Penalty 4726.291966 = -336246.677674 nChanged 20 SP:Iteration 29Q (173.526880 sec): 3 clusters Score: Raw -340978.759350 + Penalty 4726.291966 = -336252.467384 nChanged 23 SP:Iteration 30Q (173.632799 sec): 3 clusters Score: Raw -340985.331116 + Penalty 4726.291966 = -336259.039150 nChanged 25 SP:Iteration 31Q (173.765769 sec): 3 clusters Score: Raw -340992.833609 + Penalty 4726.291966 = -336266.541643 nChanged 24 SP:Iteration 32Q (173.900173 sec): 3 clusters Score: Raw -340999.797757 + Penalty 4726.291966 = -336273.505790 nChanged 23 SP:Iteration 33Q (174.044106 sec): 3 clusters Score: Raw -341006.372403 + Penalty 4726.291966 = -336280.080436 nChanged 21 SP:Iteration 34Q (174.201562 sec): 3 clusters Score: Raw -341012.912024 + Penalty 4726.291966 = -336286.620058 nChanged 29 SP:Iteration 35Q (174.324555 sec): 3 clusters Score: Raw -341020.420546 + Penalty 4726.291966 = -336294.128579 nChanged 20 SP:Iteration 36Q (174.457554 sec): 3 clusters Score: Raw -341024.952550 + Penalty 4726.291966 = -336298.660584 nChanged 15 SP:Iteration 37Q (174.592174 sec): 3 clusters Score: Raw -341029.901966 + Penalty 4726.291966 = -336303.610000 nChanged 22 SP:Iteration 38Q (174.725916 sec): 3 clusters Score: Raw -341034.510099 + Penalty 4726.291966 = -336308.218133 nChanged 16 SP:Iteration 39Q (174.816625 sec): 3 clusters Score: Raw -341037.707187 + Penalty 4726.291966 = -336311.415221 nChanged 13 SP:Iteration 40F (174.948257 sec): 3 clusters Score: Raw -341040.532258 + Penalty 4726.291966 = -336314.240292 nChanged 17 SP:Iteration 41Q (175.073129 sec): 3 clusters Score: Raw -341044.674853 + Penalty 4726.291966 = -336318.382887 nChanged 14 SP:Iteration 42Q (175.188098 sec): 3 clusters Score: Raw -341047.595815 + Penalty 4726.291966 = -336321.303849 nChanged 20 SP:Iteration 43Q (175.321253 sec): 3 clusters Score: Raw -341053.208595 + Penalty 4726.291966 = -336326.916629 nChanged 19 SP:Iteration 44Q (175.437167 sec): 3 clusters Score: Raw -341058.329835 + Penalty 4726.291966 = -336332.037869 nChanged 17 SP:Iteration 45Q (175.553032 sec): 3 clusters Score: Raw -341063.007177 + Penalty 4726.291966 = -336336.715210 nChanged 17 SP:Iteration 46Q (175.702506 sec): 3 clusters Score: Raw -341067.089682 + Penalty 4726.291966 = -336340.797716 nChanged 17 SP:Iteration 47Q (175.832936 sec): 3 clusters Score: Raw -341072.072475 + Penalty 4726.291966 = -336345.780509 nChanged 14 SP:Iteration 48Q (175.920521 sec): 3 clusters Score: Raw -341074.070369 + Penalty 4726.291966 = -336347.778402 nChanged 5 SP:Iteration 49Q (176.053040 sec): 3 clusters Score: Raw -341075.607792 + Penalty 4726.291966 = -336349.315826 nChanged 4 SP:Iteration 50Q (176.191405 sec): 3 clusters Score: Raw -341076.187795 + Penalty 4726.291966 = -336349.895829 nChanged 2 SP:Iteration 51Q (176.317867 sec): 3 clusters Score: Raw -341076.657590 + Penalty 4726.291966 = -336350.365624 nChanged 2 SP:Iteration 52Q (176.430817 sec): 3 clusters Score: Raw -341077.050688 + Penalty 4726.291966 = -336350.758722 nChanged 4 SP:Iteration 53Q (176.565561 sec): 3 clusters Score: Raw -341077.872897 + Penalty 4726.291966 = -336351.580931 nChanged 4 SP:Iteration 54Q (176.732906 sec): 3 clusters Score: Raw -341078.426633 + Penalty 4726.291966 = -336352.134667 nChanged 2 SP:Iteration 55Q (176.856764 sec): 3 clusters Score: Raw -341078.765630 + Penalty 4726.291966 = -336352.473663 nChanged 1 SP:Iteration 56Q (176.983441 sec): 3 clusters Score: Raw -341078.935689 + Penalty 4726.291966 = -336352.643723 nChanged 0 SP:Iteration 57F (177.074950 sec): 3 clusters Score: Raw -341078.935689 + Penalty 4726.291966 = -336352.643723 nChanged 0 Trying to split cluster 5 (8097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (177.167872 sec): 2 clusters Score: Raw -416180.185343 + Penalty 2375.801710 = -413804.383633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (177.306203 sec): 3 clusters Score: Raw -411944.458924 + Penalty 4751.603420 = -407192.855504 nChanged 3299 SP:Iteration 1F (177.451594 sec): 3 clusters Score: Raw -413750.767151 + Penalty 4751.603420 = -408999.163731 nChanged 579 SP:Iteration 2F (177.562645 sec): 3 clusters Score: Raw -414052.526761 + Penalty 4751.603420 = -409300.923341 nChanged 420 SP:Iteration 3F (177.694828 sec): 3 clusters Score: Raw -414268.956338 + Penalty 4751.603420 = -409517.352918 nChanged 352 SP:Iteration 4Q (177.838307 sec): 3 clusters Score: Raw -414438.036027 + Penalty 4751.603420 = -409686.432607 nChanged 312 SP:Iteration 5Q (177.966013 sec): 3 clusters Score: Raw -414574.516796 + Penalty 4751.603420 = -409822.913376 nChanged 240 SP:Iteration 6Q (178.090860 sec): 3 clusters Score: Raw -414684.818538 + Penalty 4751.603420 = -409933.215118 nChanged 233 SP:Iteration 7Q (178.240574 sec): 3 clusters Score: Raw -414800.480130 + Penalty 4751.603420 = -410048.876710 nChanged 222 SP:Iteration 8Q (178.359875 sec): 3 clusters Score: Raw -414911.642758 + Penalty 4751.603420 = -410160.039338 nChanged 209 SP:Iteration 9Q (178.480123 sec): 3 clusters Score: Raw -415021.528518 + Penalty 4751.603420 = -410269.925098 nChanged 203 SP:Iteration 10Q (178.619755 sec): 3 clusters Score: Raw -415128.918837 + Penalty 4751.603420 = -410377.315417 nChanged 208 SP:Iteration 11Q (178.731535 sec): 3 clusters Score: Raw -415248.431831 + Penalty 4751.603420 = -410496.828411 nChanged 207 SP:Iteration 12Q (178.840500 sec): 3 clusters Score: Raw -415366.631373 + Penalty 4751.603420 = -410615.027953 nChanged 201 SP:Iteration 13Q (178.963158 sec): 3 clusters Score: Raw -415485.726181 + Penalty 4751.603420 = -410734.122761 nChanged 171 SP:Iteration 14Q (179.097357 sec): 3 clusters Score: Raw -415588.707090 + Penalty 4751.603420 = -410837.103670 nChanged 161 SP:Iteration 15Q (179.242346 sec): 3 clusters Score: Raw -415694.107951 + Penalty 4751.603420 = -410942.504531 nChanged 162 SP:Iteration 16Q (179.352432 sec): 3 clusters Score: Raw -415805.755658 + Penalty 4751.603420 = -411054.152238 nChanged 156 SP:Iteration 17Q (179.483769 sec): 3 clusters Score: Raw -415915.048391 + Penalty 4751.603420 = -411163.444971 nChanged 123 SP:Iteration 18Q (179.629817 sec): 3 clusters Score: Raw -416003.971652 + Penalty 4751.603420 = -411252.368232 nChanged 106 SP:Iteration 19Q (179.775307 sec): 3 clusters Score: Raw -416073.481558 + Penalty 4751.603420 = -411321.878138 nChanged 94 SP:Iteration 20F (179.902306 sec): 3 clusters Score: Raw -416129.729022 + Penalty 4751.603420 = -411378.125602 nChanged 83 SP:Iteration 21Q (180.039953 sec): 3 clusters Score: Raw -416180.189339 + Penalty 4751.603420 = -411428.585919 nChanged 59 SP:Iteration 22Q (180.174915 sec): 3 clusters Score: Raw -416215.476352 + Penalty 4751.603420 = -411463.872932 nChanged 57 SP:Iteration 23Q (180.315304 sec): 3 clusters Score: Raw -416247.277567 + Penalty 4751.603420 = -411495.674147 nChanged 52 SP:Iteration 24Q (180.423278 sec): 3 clusters Score: Raw -416278.707122 + Penalty 4751.603420 = -411527.103702 nChanged 54 SP:Iteration 25Q (180.574880 sec): 3 clusters Score: Raw -416312.300273 + Penalty 4751.603420 = -411560.696853 nChanged 50 SP:Iteration 26Q (180.711848 sec): 3 clusters Score: Raw -416341.979404 + Penalty 4751.603420 = -411590.375984 nChanged 41 SP:Iteration 27Q (180.851214 sec): 3 clusters Score: Raw -416366.726176 + Penalty 4751.603420 = -411615.122756 nChanged 36 SP:Iteration 28Q (180.988988 sec): 3 clusters Score: Raw -416393.262841 + Penalty 4751.603420 = -411641.659421 nChanged 38 SP:Iteration 29Q (181.150967 sec): 3 clusters Score: Raw -416420.306864 + Penalty 4751.603420 = -411668.703444 nChanged 39 SP:Iteration 30Q (181.277973 sec): 3 clusters Score: Raw -416445.646417 + Penalty 4751.603420 = -411694.042997 nChanged 23 SP:Iteration 31Q (181.436454 sec): 3 clusters Score: Raw -416457.986323 + Penalty 4751.603420 = -411706.382903 nChanged 21 SP:Iteration 32Q (181.578163 sec): 3 clusters Score: Raw -416467.977102 + Penalty 4751.603420 = -411716.373682 nChanged 10 SP:Iteration 33Q (181.699364 sec): 3 clusters Score: Raw -416472.959302 + Penalty 4751.603420 = -411721.355882 nChanged 6 SP:Iteration 34Q (181.806170 sec): 3 clusters Score: Raw -416475.437192 + Penalty 4751.603420 = -411723.833772 nChanged 3 SP:Iteration 35Q (181.933330 sec): 3 clusters Score: Raw -416477.323338 + Penalty 4751.603420 = -411725.719918 nChanged 4 SP:Iteration 36Q (182.085313 sec): 3 clusters Score: Raw -416479.401330 + Penalty 4751.603420 = -411727.797910 nChanged 3 SP:Iteration 37Q (182.198285 sec): 3 clusters Score: Raw -416480.578444 + Penalty 4751.603420 = -411728.975024 nChanged 4 SP:Iteration 38Q (182.333918 sec): 3 clusters Score: Raw -416482.210607 + Penalty 4751.603420 = -411730.607187 nChanged 3 SP:Iteration 39Q (182.470584 sec): 3 clusters Score: Raw -416483.374389 + Penalty 4751.603420 = -411731.770969 nChanged 2 SP:Iteration 40F (182.596946 sec): 3 clusters Score: Raw -416484.450543 + Penalty 4751.603420 = -411732.847123 nChanged 1 SP:Iteration 41Q (182.724176 sec): 3 clusters Score: Raw -416484.719297 + Penalty 4751.603420 = -411733.115876 nChanged 0 SP:Iteration 42F (182.879285 sec): 3 clusters Score: Raw -416484.719297 + Penalty 4751.603420 = -411733.115876 nChanged 0 Iteration 99Q (183.530953 sec): 6 clusters Score: Raw -2934136.337968 + Penalty 14656.815491 = -2919479.522476 nChanged 5 Iteration 100F (184.278261 sec): 6 clusters Score: Raw -2934136.706649 + Penalty 14656.815491 = -2919479.891158 nChanged 7 Iteration 101Q (184.868537 sec): 6 clusters Score: Raw -2934137.320244 + Penalty 14656.815491 = -2919480.504753 nChanged 9 Iteration 102Q (185.521515 sec): 6 clusters Score: Raw -2934137.850434 + Penalty 14656.815491 = -2919481.034943 nChanged 7 Iteration 103Q (186.137512 sec): 6 clusters Score: Raw -2934138.304366 + Penalty 14656.815491 = -2919481.488875 nChanged 5 Iteration 104Q (186.734133 sec): 6 clusters Score: Raw -2934138.734910 + Penalty 14656.815491 = -2919481.919418 nChanged 3 Iteration 105Q (187.380507 sec): 6 clusters Score: Raw -2934138.879953 + Penalty 14656.815491 = -2919482.064462 nChanged 2 Iteration 106Q (188.015528 sec): 6 clusters Score: Raw -2934138.985612 + Penalty 14656.815491 = -2919482.170120 nChanged 4 Iteration 107Q (188.674484 sec): 6 clusters Score: Raw -2934139.218046 + Penalty 14656.815491 = -2919482.402555 nChanged 0 Iteration 108F (189.373666 sec): 6 clusters Score: Raw -2934139.218046 + Penalty 14656.815491 = -2919482.402555 nChanged 0 Compute initial score before splitting: Score: Raw -2934139.218046 + Penalty 14656.815491 = -2919482.402555 Trying to split cluster 1 (32463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.585775 sec): 2 clusters Score: Raw -1500869.574873 + Penalty 2742.394052 = -1498127.180821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.867577 sec): 3 clusters Score: Raw -1481471.340345 + Penalty 5484.788104 = -1475986.552240 nChanged 14726 SP:Iteration 1F (190.095011 sec): 3 clusters Score: Raw -1489870.530860 + Penalty 5484.788104 = -1484385.742756 nChanged 1867 SP:Iteration 2F (190.342554 sec): 3 clusters Score: Raw -1490607.899897 + Penalty 5484.788104 = -1485123.111793 nChanged 1630 SP:Iteration 3F (190.556939 sec): 3 clusters Score: Raw -1491281.758145 + Penalty 5484.788104 = -1485796.970040 nChanged 1581 SP:Iteration 4Q (190.753529 sec): 3 clusters Score: Raw -1491965.474871 + Penalty 5484.788104 = -1486480.686766 nChanged 1604 SP:Iteration 5Q (190.981172 sec): 3 clusters Score: Raw -1492728.946540 + Penalty 5484.788104 = -1487244.158436 nChanged 1672 SP:Iteration 6F (191.205896 sec): 3 clusters Score: Raw -1493620.361477 + Penalty 5484.788104 = -1488135.573373 nChanged 1799 SP:Iteration 7F (191.351042 sec): 3 clusters Score: Raw -1494713.176996 + Penalty 5484.788104 = -1489228.388892 nChanged 1835 SP:Iteration 8F (191.588033 sec): 3 clusters Score: Raw -1495948.434883 + Penalty 5484.788104 = -1490463.646779 nChanged 1751 SP:Iteration 9F (191.772979 sec): 3 clusters Score: Raw -1497198.445966 + Penalty 5484.788104 = -1491713.657862 nChanged 1532 SP:Iteration 10Q (191.984018 sec): 3 clusters Score: Raw -1498368.735200 + Penalty 5484.788104 = -1492883.947096 nChanged 1282 SP:Iteration 11Q (192.195524 sec): 3 clusters Score: Raw -1499409.780770 + Penalty 5484.788104 = -1493924.992666 nChanged 890 SP:Iteration 12Q (192.391340 sec): 3 clusters Score: Raw -1500121.142943 + Penalty 5484.788104 = -1494636.354839 nChanged 567 SP:Iteration 13Q (192.605099 sec): 3 clusters Score: Raw -1500576.798019 + Penalty 5484.788104 = -1495092.009915 nChanged 334 SP:Iteration 14Q (192.819865 sec): 3 clusters Score: Raw -1500855.266306 + Penalty 5484.788104 = -1495370.478201 nChanged 196 SP:Iteration 15Q (193.023835 sec): 3 clusters Score: Raw -1501023.854267 + Penalty 5484.788104 = -1495539.066162 nChanged 117 SP:Iteration 16Q (193.237990 sec): 3 clusters Score: Raw -1501124.127865 + Penalty 5484.788104 = -1495639.339761 nChanged 69 SP:Iteration 17Q (193.452613 sec): 3 clusters Score: Raw -1501190.714889 + Penalty 5484.788104 = -1495705.926785 nChanged 52 SP:Iteration 18Q (193.653080 sec): 3 clusters Score: Raw -1501237.415614 + Penalty 5484.788104 = -1495752.627510 nChanged 39 SP:Iteration 19Q (193.856719 sec): 3 clusters Score: Raw -1501271.244795 + Penalty 5484.788104 = -1495786.456691 nChanged 25 SP:Iteration 20F (194.076359 sec): 3 clusters Score: Raw -1501293.947300 + Penalty 5484.788104 = -1495809.159196 nChanged 17 SP:Iteration 21Q (194.268071 sec): 3 clusters Score: Raw -1501305.704292 + Penalty 5484.788104 = -1495820.916187 nChanged 13 SP:Iteration 22Q (194.466648 sec): 3 clusters Score: Raw -1501313.066793 + Penalty 5484.788104 = -1495828.278689 nChanged 5 SP:Iteration 23Q (194.635945 sec): 3 clusters Score: Raw -1501315.961393 + Penalty 5484.788104 = -1495831.173288 nChanged 6 SP:Iteration 24Q (194.812952 sec): 3 clusters Score: Raw -1501320.782532 + Penalty 5484.788104 = -1495835.994427 nChanged 7 SP:Iteration 25Q (195.005230 sec): 3 clusters Score: Raw -1501326.705741 + Penalty 5484.788104 = -1495841.917637 nChanged 9 SP:Iteration 26Q (195.208830 sec): 3 clusters Score: Raw -1501334.250504 + Penalty 5484.788104 = -1495849.462400 nChanged 7 SP:Iteration 27Q (195.367291 sec): 3 clusters Score: Raw -1501337.886363 + Penalty 5484.788104 = -1495853.098259 nChanged 6 SP:Iteration 28Q (195.514893 sec): 3 clusters Score: Raw -1501342.310504 + Penalty 5484.788104 = -1495857.522400 nChanged 6 SP:Iteration 29Q (195.713983 sec): 3 clusters Score: Raw -1501347.865456 + Penalty 5484.788104 = -1495863.077351 nChanged 7 SP:Iteration 30Q (195.903188 sec): 3 clusters Score: Raw -1501354.925442 + Penalty 5484.788104 = -1495870.137338 nChanged 7 SP:Iteration 31Q (196.107533 sec): 3 clusters Score: Raw -1501360.225864 + Penalty 5484.788104 = -1495875.437759 nChanged 7 SP:Iteration 32Q (196.298555 sec): 3 clusters Score: Raw -1501367.186892 + Penalty 5484.788104 = -1495882.398787 nChanged 8 SP:Iteration 33Q (196.481970 sec): 3 clusters Score: Raw -1501371.339876 + Penalty 5484.788104 = -1495886.551772 nChanged 5 SP:Iteration 34Q (196.704218 sec): 3 clusters Score: Raw -1501373.613642 + Penalty 5484.788104 = -1495888.825538 nChanged 5 SP:Iteration 35Q (196.871268 sec): 3 clusters Score: Raw -1501378.344375 + Penalty 5484.788104 = -1495893.556271 nChanged 6 SP:Iteration 36Q (197.064080 sec): 3 clusters Score: Raw -1501384.321577 + Penalty 5484.788104 = -1495899.533473 nChanged 4 SP:Iteration 37Q (197.282790 sec): 3 clusters Score: Raw -1501386.529506 + Penalty 5484.788104 = -1495901.741402 nChanged 3 SP:Iteration 38Q (197.479507 sec): 3 clusters Score: Raw -1501387.726677 + Penalty 5484.788104 = -1495902.938573 nChanged 0 SP:Iteration 39F (197.715652 sec): 3 clusters Score: Raw -1501387.726677 + Penalty 5484.788104 = -1495902.938573 nChanged 0 Trying to split cluster 2 (11536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (197.833297 sec): 2 clusters Score: Raw -468048.454697 + Penalty 2469.252155 = -465579.202542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (197.989667 sec): 3 clusters Score: Raw -461845.854172 + Penalty 4938.504310 = -456907.349862 nChanged 4762 SP:Iteration 1F (198.103674 sec): 3 clusters Score: Raw -464635.708642 + Penalty 4938.504310 = -459697.204332 nChanged 856 SP:Iteration 2F (198.226403 sec): 3 clusters Score: Raw -465272.695066 + Penalty 4938.504310 = -460334.190756 nChanged 804 SP:Iteration 3F (198.372203 sec): 3 clusters Score: Raw -465819.469965 + Penalty 4938.504310 = -460880.965655 nChanged 753 SP:Iteration 4F (198.490907 sec): 3 clusters Score: Raw -466404.150379 + Penalty 4938.504310 = -461465.646069 nChanged 748 SP:Iteration 5F (198.646392 sec): 3 clusters Score: Raw -467006.778919 + Penalty 4938.504310 = -462068.274609 nChanged 700 SP:Iteration 6F (198.806671 sec): 3 clusters Score: Raw -467560.772801 + Penalty 4938.504310 = -462622.268491 nChanged 606 SP:Iteration 7F (198.953361 sec): 3 clusters Score: Raw -468043.096551 + Penalty 4938.504310 = -463104.592241 nChanged 485 SP:Iteration 8Q (199.074932 sec): 3 clusters Score: Raw -468398.348961 + Penalty 4938.504310 = -463459.844652 nChanged 370 SP:Iteration 9Q (199.191969 sec): 3 clusters Score: Raw -468650.788169 + Penalty 4938.504310 = -463712.283859 nChanged 262 SP:Iteration 10Q (199.347949 sec): 3 clusters Score: Raw -468793.861402 + Penalty 4938.504310 = -463855.357092 nChanged 192 SP:Iteration 11Q (199.499631 sec): 3 clusters Score: Raw -468888.849362 + Penalty 4938.504310 = -463950.345053 nChanged 168 SP:Iteration 12Q (199.649301 sec): 3 clusters Score: Raw -468961.898451 + Penalty 4938.504310 = -464023.394141 nChanged 150 SP:Iteration 13Q (199.757529 sec): 3 clusters Score: Raw -469023.626450 + Penalty 4938.504310 = -464085.122140 nChanged 110 SP:Iteration 14Q (199.905936 sec): 3 clusters Score: Raw -469061.105834 + Penalty 4938.504310 = -464122.601524 nChanged 85 SP:Iteration 15Q (200.039022 sec): 3 clusters Score: Raw -469084.585453 + Penalty 4938.504310 = -464146.081143 nChanged 59 SP:Iteration 16Q (200.182995 sec): 3 clusters Score: Raw -469101.511879 + Penalty 4938.504310 = -464163.007570 nChanged 61 SP:Iteration 17Q (200.383586 sec): 3 clusters Score: Raw -469120.915130 + Penalty 4938.504310 = -464182.410820 nChanged 44 SP:Iteration 18Q (200.511634 sec): 3 clusters Score: Raw -469131.525973 + Penalty 4938.504310 = -464193.021663 nChanged 33 SP:Iteration 19Q (200.627037 sec): 3 clusters Score: Raw -469139.953034 + Penalty 4938.504310 = -464201.448724 nChanged 33 SP:Iteration 20F (200.770264 sec): 3 clusters Score: Raw -469149.055487 + Penalty 4938.504310 = -464210.551177 nChanged 31 SP:Iteration 21Q (200.894016 sec): 3 clusters Score: Raw -469158.599388 + Penalty 4938.504310 = -464220.095078 nChanged 27 SP:Iteration 22Q (201.028215 sec): 3 clusters Score: Raw -469166.969036 + Penalty 4938.504310 = -464228.464726 nChanged 26 SP:Iteration 23Q (201.155322 sec): 3 clusters Score: Raw -469174.633349 + Penalty 4938.504310 = -464236.129040 nChanged 28 SP:Iteration 24Q (201.303978 sec): 3 clusters Score: Raw -469181.497735 + Penalty 4938.504310 = -464242.993425 nChanged 17 SP:Iteration 25Q (201.429208 sec): 3 clusters Score: Raw -469185.361189 + Penalty 4938.504310 = -464246.856879 nChanged 9 SP:Iteration 26Q (201.577389 sec): 3 clusters Score: Raw -469187.923332 + Penalty 4938.504310 = -464249.419022 nChanged 10 SP:Iteration 27Q (201.709660 sec): 3 clusters Score: Raw -469189.879831 + Penalty 4938.504310 = -464251.375521 nChanged 14 SP:Iteration 28Q (201.833179 sec): 3 clusters Score: Raw -469193.079893 + Penalty 4938.504310 = -464254.575583 nChanged 10 SP:Iteration 29Q (201.991489 sec): 3 clusters Score: Raw -469195.564364 + Penalty 4938.504310 = -464257.060054 nChanged 10 SP:Iteration 30Q (202.106075 sec): 3 clusters Score: Raw -469197.495830 + Penalty 4938.504310 = -464258.991520 nChanged 6 SP:Iteration 31Q (202.290500 sec): 3 clusters Score: Raw -469198.562200 + Penalty 4938.504310 = -464260.057890 nChanged 3 SP:Iteration 32Q (202.417376 sec): 3 clusters Score: Raw -469199.110728 + Penalty 4938.504310 = -464260.606418 nChanged 2 SP:Iteration 33Q (202.563623 sec): 3 clusters Score: Raw -469199.404690 + Penalty 4938.504310 = -464260.900380 nChanged 2 SP:Iteration 34Q (202.686090 sec): 3 clusters Score: Raw -469199.697189 + Penalty 4938.504310 = -464261.192879 nChanged 0 SP:Iteration 35F (202.811597 sec): 3 clusters Score: Raw -469199.697189 + Penalty 4938.504310 = -464261.192879 nChanged 0 Trying to split cluster 3 (6596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.909256 sec): 2 clusters Score: Raw -301244.976943 + Penalty 2321.673732 = -298923.303211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.995351 sec): 3 clusters Score: Raw -297934.188760 + Penalty 4643.347465 = -293290.841295 nChanged 2608 SP:Iteration 1F (203.145790 sec): 3 clusters Score: Raw -299454.996641 + Penalty 4643.347465 = -294811.649176 nChanged 569 SP:Iteration 2F (203.260332 sec): 3 clusters Score: Raw -299930.529713 + Penalty 4643.347465 = -295287.182248 nChanged 530 SP:Iteration 3F (203.371402 sec): 3 clusters Score: Raw -300484.866674 + Penalty 4643.347465 = -295841.519209 nChanged 515 SP:Iteration 4F (203.480245 sec): 3 clusters Score: Raw -301050.027430 + Penalty 4643.347465 = -296406.679965 nChanged 493 SP:Iteration 5F (203.641152 sec): 3 clusters Score: Raw -301514.256141 + Penalty 4643.347465 = -296870.908676 nChanged 370 SP:Iteration 6F (203.756725 sec): 3 clusters Score: Raw -301829.878719 + Penalty 4643.347465 = -297186.531254 nChanged 269 SP:Iteration 7Q (203.892860 sec): 3 clusters Score: Raw -302033.156796 + Penalty 4643.347465 = -297389.809331 nChanged 210 SP:Iteration 8Q (204.000213 sec): 3 clusters Score: Raw -302190.914095 + Penalty 4643.347465 = -297547.566630 nChanged 176 SP:Iteration 9Q (204.132988 sec): 3 clusters Score: Raw -302316.816951 + Penalty 4643.347465 = -297673.469486 nChanged 137 SP:Iteration 10Q (204.279870 sec): 3 clusters Score: Raw -302412.668183 + Penalty 4643.347465 = -297769.320718 nChanged 104 SP:Iteration 11Q (204.392799 sec): 3 clusters Score: Raw -302486.048385 + Penalty 4643.347465 = -297842.700920 nChanged 76 SP:Iteration 12Q (204.536217 sec): 3 clusters Score: Raw -302530.263160 + Penalty 4643.347465 = -297886.915695 nChanged 64 SP:Iteration 13Q (204.643649 sec): 3 clusters Score: Raw -302568.511120 + Penalty 4643.347465 = -297925.163655 nChanged 62 SP:Iteration 14Q (204.762934 sec): 3 clusters Score: Raw -302602.017157 + Penalty 4643.347465 = -297958.669692 nChanged 56 SP:Iteration 15Q (204.883175 sec): 3 clusters Score: Raw -302630.446094 + Penalty 4643.347465 = -297987.098629 nChanged 41 SP:Iteration 16Q (204.979032 sec): 3 clusters Score: Raw -302648.250080 + Penalty 4643.347465 = -298004.902615 nChanged 36 SP:Iteration 17Q (205.114815 sec): 3 clusters Score: Raw -302667.241038 + Penalty 4643.347465 = -298023.893573 nChanged 35 SP:Iteration 18Q (205.211115 sec): 3 clusters Score: Raw -302681.355632 + Penalty 4643.347465 = -298038.008167 nChanged 30 SP:Iteration 19Q (205.333485 sec): 3 clusters Score: Raw -302695.811953 + Penalty 4643.347465 = -298052.464488 nChanged 39 SP:Iteration 20F (205.437712 sec): 3 clusters Score: Raw -302710.815684 + Penalty 4643.347465 = -298067.468219 nChanged 23 SP:Iteration 21Q (205.554015 sec): 3 clusters Score: Raw -302719.054536 + Penalty 4643.347465 = -298075.707071 nChanged 15 SP:Iteration 22Q (205.648073 sec): 3 clusters Score: Raw -302723.277042 + Penalty 4643.347465 = -298079.929577 nChanged 6 SP:Iteration 23Q (205.765689 sec): 3 clusters Score: Raw -302725.053540 + Penalty 4643.347465 = -298081.706075 nChanged 6 SP:Iteration 24Q (205.880267 sec): 3 clusters Score: Raw -302726.674126 + Penalty 4643.347465 = -298083.326661 nChanged 4 SP:Iteration 25Q (205.995885 sec): 3 clusters Score: Raw -302727.784584 + Penalty 4643.347465 = -298084.437119 nChanged 1 SP:Iteration 26Q (206.123213 sec): 3 clusters Score: Raw -302728.177550 + Penalty 4643.347465 = -298084.830085 nChanged 2 SP:Iteration 27Q (206.247146 sec): 3 clusters Score: Raw -302728.974545 + Penalty 4643.347465 = -298085.627080 nChanged 4 SP:Iteration 28Q (206.383112 sec): 3 clusters Score: Raw -302729.989859 + Penalty 4643.347465 = -298086.642394 nChanged 3 SP:Iteration 29Q (206.516548 sec): 3 clusters Score: Raw -302730.727435 + Penalty 4643.347465 = -298087.379970 nChanged 1 SP:Iteration 30Q (206.652944 sec): 3 clusters Score: Raw -302730.825637 + Penalty 4643.347465 = -298087.478172 nChanged 1 SP:Iteration 31Q (206.820535 sec): 3 clusters Score: Raw -302731.053777 + Penalty 4643.347465 = -298087.706312 nChanged 1 SP:Iteration 32Q (206.952909 sec): 3 clusters Score: Raw -302731.507935 + Penalty 4643.347465 = -298088.160470 nChanged 2 SP:Iteration 33Q (207.063277 sec): 3 clusters Score: Raw -302732.475095 + Penalty 4643.347465 = -298089.127630 nChanged 3 SP:Iteration 34Q (207.179746 sec): 3 clusters Score: Raw -302733.796526 + Penalty 4643.347465 = -298090.449061 nChanged 3 SP:Iteration 35Q (207.293589 sec): 3 clusters Score: Raw -302734.777621 + Penalty 4643.347465 = -298091.430156 nChanged 6 SP:Iteration 36Q (207.429367 sec): 3 clusters Score: Raw -302736.904548 + Penalty 4643.347465 = -298093.557083 nChanged 2 SP:Iteration 37Q (207.528376 sec): 3 clusters Score: Raw -302737.180648 + Penalty 4643.347465 = -298093.833183 nChanged 1 SP:Iteration 38Q (207.649715 sec): 3 clusters Score: Raw -302737.288135 + Penalty 4643.347465 = -298093.940670 nChanged 2 SP:Iteration 39Q (207.796448 sec): 3 clusters Score: Raw -302737.747207 + Penalty 4643.347465 = -298094.399742 nChanged 1 SP:Iteration 40F (207.923203 sec): 3 clusters Score: Raw -302738.071598 + Penalty 4643.347465 = -298094.724133 nChanged 1 SP:Iteration 41Q (208.020509 sec): 3 clusters Score: Raw -302738.315790 + Penalty 4643.347465 = -298094.968325 nChanged 1 SP:Iteration 42Q (208.148379 sec): 3 clusters Score: Raw -302738.754080 + Penalty 4643.347465 = -298095.406615 nChanged 1 SP:Iteration 43Q (208.276074 sec): 3 clusters Score: Raw -302738.998602 + Penalty 4643.347465 = -298095.651137 nChanged 1 SP:Iteration 44Q (208.418907 sec): 3 clusters Score: Raw -302739.214246 + Penalty 4643.347465 = -298095.866781 nChanged 1 SP:Iteration 45Q (208.507435 sec): 3 clusters Score: Raw -302739.262995 + Penalty 4643.347465 = -298095.915530 nChanged 0 SP:Iteration 46F (208.648817 sec): 3 clusters Score: Raw -302739.262995 + Penalty 4643.347465 = -298095.915530 nChanged 0 Trying to split cluster 4 (7707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (208.712796 sec): 2 clusters Score: Raw -339513.002519 + Penalty 2362.769451 = -337150.233068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (208.839698 sec): 3 clusters Score: Raw -335602.964837 + Penalty 4725.538903 = -330877.425934 nChanged 3110 SP:Iteration 1F (208.989780 sec): 3 clusters Score: Raw -337488.198322 + Penalty 4725.538903 = -332762.659419 nChanged 602 SP:Iteration 2F (209.077867 sec): 3 clusters Score: Raw -337901.255152 + Penalty 4725.538903 = -333175.716249 nChanged 518 SP:Iteration 3F (209.202644 sec): 3 clusters Score: Raw -338287.119755 + Penalty 4725.538903 = -333561.580852 nChanged 424 SP:Iteration 4F (209.326454 sec): 3 clusters Score: Raw -338597.379118 + Penalty 4725.538903 = -333871.840215 nChanged 379 SP:Iteration 5Q (209.445227 sec): 3 clusters Score: Raw -338876.071662 + Penalty 4725.538903 = -334150.532759 nChanged 333 SP:Iteration 6Q (209.566328 sec): 3 clusters Score: Raw -339119.261798 + Penalty 4725.538903 = -334393.722895 nChanged 327 SP:Iteration 7Q (209.695844 sec): 3 clusters Score: Raw -339336.706612 + Penalty 4725.538903 = -334611.167710 nChanged 274 SP:Iteration 8Q (209.831232 sec): 3 clusters Score: Raw -339519.198099 + Penalty 4725.538903 = -334793.659196 nChanged 243 SP:Iteration 9Q (209.951283 sec): 3 clusters Score: Raw -339657.188395 + Penalty 4725.538903 = -334931.649493 nChanged 199 SP:Iteration 10Q (210.064557 sec): 3 clusters Score: Raw -339756.296736 + Penalty 4725.538903 = -335030.757833 nChanged 181 SP:Iteration 11Q (210.169354 sec): 3 clusters Score: Raw -339850.569333 + Penalty 4725.538903 = -335125.030430 nChanged 156 SP:Iteration 12Q (210.286277 sec): 3 clusters Score: Raw -339917.092522 + Penalty 4725.538903 = -335191.553619 nChanged 126 SP:Iteration 13Q (210.420869 sec): 3 clusters Score: Raw -339967.520490 + Penalty 4725.538903 = -335241.981587 nChanged 109 SP:Iteration 14Q (210.544469 sec): 3 clusters Score: Raw -340007.600619 + Penalty 4725.538903 = -335282.061716 nChanged 95 SP:Iteration 15Q (210.649605 sec): 3 clusters Score: Raw -340045.214215 + Penalty 4725.538903 = -335319.675312 nChanged 83 SP:Iteration 16Q (210.837723 sec): 3 clusters Score: Raw -340077.767358 + Penalty 4725.538903 = -335352.228455 nChanged 91 SP:Iteration 17Q (210.951327 sec): 3 clusters Score: Raw -340111.041388 + Penalty 4725.538903 = -335385.502485 nChanged 78 SP:Iteration 18Q (211.091298 sec): 3 clusters Score: Raw -340138.745977 + Penalty 4725.538903 = -335413.207075 nChanged 58 SP:Iteration 19Q (211.182521 sec): 3 clusters Score: Raw -340157.576865 + Penalty 4725.538903 = -335432.037962 nChanged 55 SP:Iteration 20F (211.323263 sec): 3 clusters Score: Raw -340176.315619 + Penalty 4725.538903 = -335450.776716 nChanged 55 SP:Iteration 21Q (211.381184 sec): 3 clusters Score: Raw -340198.353761 + Penalty 4725.538903 = -335472.814858 nChanged 58 SP:Iteration 22Q (211.440168 sec): 3 clusters Score: Raw -340216.693296 + Penalty 4725.538903 = -335491.154393 nChanged 51 SP:Iteration 23Q (211.553722 sec): 3 clusters Score: Raw -340231.394296 + Penalty 4725.538903 = -335505.855393 nChanged 37 SP:Iteration 24Q (211.678697 sec): 3 clusters Score: Raw -340242.337495 + Penalty 4725.538903 = -335516.798592 nChanged 40 SP:Iteration 25Q (211.804211 sec): 3 clusters Score: Raw -340254.077040 + Penalty 4725.538903 = -335528.538137 nChanged 44 SP:Iteration 26Q (211.919807 sec): 3 clusters Score: Raw -340267.142965 + Penalty 4725.538903 = -335541.604062 nChanged 42 SP:Iteration 27Q (212.042194 sec): 3 clusters Score: Raw -340285.105953 + Penalty 4725.538903 = -335559.567050 nChanged 46 SP:Iteration 28Q (212.159442 sec): 3 clusters Score: Raw -340303.754485 + Penalty 4725.538903 = -335578.215582 nChanged 54 SP:Iteration 29Q (212.283871 sec): 3 clusters Score: Raw -340327.251830 + Penalty 4725.538903 = -335601.712927 nChanged 58 SP:Iteration 30Q (212.408248 sec): 3 clusters Score: Raw -340352.055583 + Penalty 4725.538903 = -335626.516680 nChanged 62 SP:Iteration 31Q (212.557184 sec): 3 clusters Score: Raw -340375.839959 + Penalty 4725.538903 = -335650.301056 nChanged 53 SP:Iteration 32Q (212.652531 sec): 3 clusters Score: Raw -340393.649638 + Penalty 4725.538903 = -335668.110735 nChanged 47 SP:Iteration 33Q (212.778147 sec): 3 clusters Score: Raw -340408.948026 + Penalty 4725.538903 = -335683.409123 nChanged 45 SP:Iteration 34Q (212.904635 sec): 3 clusters Score: Raw -340428.356614 + Penalty 4725.538903 = -335702.817711 nChanged 50 SP:Iteration 35Q (213.030271 sec): 3 clusters Score: Raw -340445.587482 + Penalty 4725.538903 = -335720.048579 nChanged 45 SP:Iteration 36Q (213.148555 sec): 3 clusters Score: Raw -340459.854071 + Penalty 4725.538903 = -335734.315168 nChanged 39 SP:Iteration 37Q (213.274577 sec): 3 clusters Score: Raw -340472.780232 + Penalty 4725.538903 = -335747.241329 nChanged 31 SP:Iteration 38Q (213.398065 sec): 3 clusters Score: Raw -340480.491188 + Penalty 4725.538903 = -335754.952285 nChanged 23 SP:Iteration 39Q (213.552200 sec): 3 clusters Score: Raw -340486.243393 + Penalty 4725.538903 = -335760.704490 nChanged 24 SP:Iteration 40F (213.684992 sec): 3 clusters Score: Raw -340493.740406 + Penalty 4725.538903 = -335768.201503 nChanged 23 SP:Iteration 41Q (213.793017 sec): 3 clusters Score: Raw -340501.283064 + Penalty 4725.538903 = -335775.744161 nChanged 27 SP:Iteration 42Q (213.951509 sec): 3 clusters Score: Raw -340508.016036 + Penalty 4725.538903 = -335782.477133 nChanged 20 SP:Iteration 43Q (214.074335 sec): 3 clusters Score: Raw -340513.784194 + Penalty 4725.538903 = -335788.245291 nChanged 12 SP:Iteration 44Q (214.204073 sec): 3 clusters Score: Raw -340517.383478 + Penalty 4725.538903 = -335791.844575 nChanged 13 SP:Iteration 45Q (214.288894 sec): 3 clusters Score: Raw -340520.332216 + Penalty 4725.538903 = -335794.793313 nChanged 9 SP:Iteration 46Q (214.414760 sec): 3 clusters Score: Raw -340522.486506 + Penalty 4725.538903 = -335796.947603 nChanged 14 SP:Iteration 47Q (214.533917 sec): 3 clusters Score: Raw -340525.663851 + Penalty 4725.538903 = -335800.124948 nChanged 7 SP:Iteration 48Q (214.667216 sec): 3 clusters Score: Raw -340526.523648 + Penalty 4725.538903 = -335800.984745 nChanged 4 SP:Iteration 49Q (214.775471 sec): 3 clusters Score: Raw -340527.009411 + Penalty 4725.538903 = -335801.470508 nChanged 3 SP:Iteration 50Q (214.902698 sec): 3 clusters Score: Raw -340527.257929 + Penalty 4725.538903 = -335801.719026 nChanged 1 SP:Iteration 51Q (215.020685 sec): 3 clusters Score: Raw -340527.436850 + Penalty 4725.538903 = -335801.897947 nChanged 3 SP:Iteration 52Q (215.135807 sec): 3 clusters Score: Raw -340527.750555 + Penalty 4725.538903 = -335802.211652 nChanged 0 SP:Iteration 53F (215.256013 sec): 3 clusters Score: Raw -340527.750555 + Penalty 4725.538903 = -335802.211652 nChanged 0 Trying to split cluster 5 (8111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (215.355999 sec): 2 clusters Score: Raw -416775.631631 + Penalty 2376.257781 = -414399.373850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (215.482962 sec): 3 clusters Score: Raw -412520.174669 + Penalty 4752.515562 = -407767.659107 nChanged 3286 SP:Iteration 1F (215.612137 sec): 3 clusters Score: Raw -414320.054243 + Penalty 4752.515562 = -409567.538681 nChanged 550 SP:Iteration 2F (215.727683 sec): 3 clusters Score: Raw -414616.353051 + Penalty 4752.515562 = -409863.837489 nChanged 410 SP:Iteration 3F (215.847560 sec): 3 clusters Score: Raw -414810.049854 + Penalty 4752.515562 = -410057.534292 nChanged 325 SP:Iteration 4Q (215.987003 sec): 3 clusters Score: Raw -414949.524643 + Penalty 4752.515562 = -410197.009081 nChanged 250 SP:Iteration 5Q (216.115848 sec): 3 clusters Score: Raw -415055.354694 + Penalty 4752.515562 = -410302.839132 nChanged 237 SP:Iteration 6Q (216.250670 sec): 3 clusters Score: Raw -415148.936361 + Penalty 4752.515562 = -410396.420798 nChanged 195 SP:Iteration 7Q (216.373941 sec): 3 clusters Score: Raw -415215.646035 + Penalty 4752.515562 = -410463.130473 nChanged 178 SP:Iteration 8Q (216.496089 sec): 3 clusters Score: Raw -415279.414233 + Penalty 4752.515562 = -410526.898671 nChanged 164 SP:Iteration 9Q (216.608589 sec): 3 clusters Score: Raw -415343.079413 + Penalty 4752.515562 = -410590.563851 nChanged 161 SP:Iteration 10Q (216.729488 sec): 3 clusters Score: Raw -415404.376527 + Penalty 4752.515562 = -410651.860965 nChanged 156 SP:Iteration 11Q (216.855764 sec): 3 clusters Score: Raw -415466.721040 + Penalty 4752.515562 = -410714.205477 nChanged 139 SP:Iteration 12Q (216.967524 sec): 3 clusters Score: Raw -415521.483251 + Penalty 4752.515562 = -410768.967688 nChanged 145 SP:Iteration 13Q (217.093842 sec): 3 clusters Score: Raw -415578.294135 + Penalty 4752.515562 = -410825.778572 nChanged 143 SP:Iteration 14Q (217.233094 sec): 3 clusters Score: Raw -415629.409741 + Penalty 4752.515562 = -410876.894178 nChanged 130 SP:Iteration 15Q (217.339671 sec): 3 clusters Score: Raw -415678.833212 + Penalty 4752.515562 = -410926.317649 nChanged 147 SP:Iteration 16Q (217.485370 sec): 3 clusters Score: Raw -415740.393836 + Penalty 4752.515562 = -410987.878273 nChanged 149 SP:Iteration 17Q (217.612979 sec): 3 clusters Score: Raw -415813.460853 + Penalty 4752.515562 = -411060.945291 nChanged 159 SP:Iteration 18Q (217.754338 sec): 3 clusters Score: Raw -415894.707489 + Penalty 4752.515562 = -411142.191927 nChanged 165 SP:Iteration 19Q (217.890074 sec): 3 clusters Score: Raw -415989.887347 + Penalty 4752.515562 = -411237.371785 nChanged 159 SP:Iteration 20F (218.029297 sec): 3 clusters Score: Raw -416082.314361 + Penalty 4752.515562 = -411329.798799 nChanged 156 SP:Iteration 21Q (218.136673 sec): 3 clusters Score: Raw -416166.315631 + Penalty 4752.515562 = -411413.800069 nChanged 152 SP:Iteration 22Q (218.274875 sec): 3 clusters Score: Raw -416260.392080 + Penalty 4752.515562 = -411507.876518 nChanged 155 SP:Iteration 23Q (218.409303 sec): 3 clusters Score: Raw -416357.076860 + Penalty 4752.515562 = -411604.561298 nChanged 142 SP:Iteration 24Q (218.525335 sec): 3 clusters Score: Raw -416432.820717 + Penalty 4752.515562 = -411680.305155 nChanged 113 SP:Iteration 25Q (218.637170 sec): 3 clusters Score: Raw -416488.375126 + Penalty 4752.515562 = -411735.859563 nChanged 95 SP:Iteration 26Q (218.777999 sec): 3 clusters Score: Raw -416531.046799 + Penalty 4752.515562 = -411778.531237 nChanged 87 SP:Iteration 27Q (218.879938 sec): 3 clusters Score: Raw -416573.830250 + Penalty 4752.515562 = -411821.314687 nChanged 89 SP:Iteration 28Q (219.040674 sec): 3 clusters Score: Raw -416623.081023 + Penalty 4752.515562 = -411870.565460 nChanged 90 SP:Iteration 29Q (219.153336 sec): 3 clusters Score: Raw -416663.418413 + Penalty 4752.515562 = -411910.902851 nChanged 62 SP:Iteration 30Q (219.319170 sec): 3 clusters Score: Raw -416690.483935 + Penalty 4752.515562 = -411937.968372 nChanged 57 SP:Iteration 31Q (219.457407 sec): 3 clusters Score: Raw -416715.840430 + Penalty 4752.515562 = -411963.324868 nChanged 51 SP:Iteration 32Q (219.627719 sec): 3 clusters Score: Raw -416739.951893 + Penalty 4752.515562 = -411987.436331 nChanged 40 SP:Iteration 33Q (219.762115 sec): 3 clusters Score: Raw -416758.464386 + Penalty 4752.515562 = -412005.948824 nChanged 46 SP:Iteration 34Q (219.855084 sec): 3 clusters Score: Raw -416778.103503 + Penalty 4752.515562 = -412025.587940 nChanged 42 SP:Iteration 35Q (219.999289 sec): 3 clusters Score: Raw -416796.716640 + Penalty 4752.515562 = -412044.201078 nChanged 34 SP:Iteration 36Q (220.126681 sec): 3 clusters Score: Raw -416810.276506 + Penalty 4752.515562 = -412057.760944 nChanged 21 SP:Iteration 37Q (220.256183 sec): 3 clusters Score: Raw -416818.640820 + Penalty 4752.515562 = -412066.125258 nChanged 28 SP:Iteration 38Q (220.402674 sec): 3 clusters Score: Raw -416832.943632 + Penalty 4752.515562 = -412080.428070 nChanged 33 SP:Iteration 39Q (220.513252 sec): 3 clusters Score: Raw -416849.165274 + Penalty 4752.515562 = -412096.649712 nChanged 33 SP:Iteration 40F (220.659707 sec): 3 clusters Score: Raw -416866.138529 + Penalty 4752.515562 = -412113.622966 nChanged 31 SP:Iteration 41Q (220.791408 sec): 3 clusters Score: Raw -416881.308816 + Penalty 4752.515562 = -412128.793254 nChanged 32 SP:Iteration 42Q (220.922602 sec): 3 clusters Score: Raw -416894.511199 + Penalty 4752.515562 = -412141.995636 nChanged 35 SP:Iteration 43Q (221.021740 sec): 3 clusters Score: Raw -416913.061649 + Penalty 4752.515562 = -412160.546086 nChanged 29 SP:Iteration 44Q (221.153182 sec): 3 clusters Score: Raw -416926.098249 + Penalty 4752.515562 = -412173.582687 nChanged 22 SP:Iteration 45Q (221.290392 sec): 3 clusters Score: Raw -416934.789331 + Penalty 4752.515562 = -412182.273768 nChanged 12 SP:Iteration 46Q (221.416061 sec): 3 clusters Score: Raw -416939.632733 + Penalty 4752.515562 = -412187.117171 nChanged 17 SP:Iteration 47Q (221.544962 sec): 3 clusters Score: Raw -416946.686028 + Penalty 4752.515562 = -412194.170465 nChanged 12 SP:Iteration 48Q (221.664835 sec): 3 clusters Score: Raw -416951.743847 + Penalty 4752.515562 = -412199.228285 nChanged 15 SP:Iteration 49Q (221.794416 sec): 3 clusters Score: Raw -416958.032855 + Penalty 4752.515562 = -412205.517292 nChanged 10 SP:Iteration 50Q (221.916755 sec): 3 clusters Score: Raw -416961.397720 + Penalty 4752.515562 = -412208.882157 nChanged 6 SP:Iteration 51Q (222.049054 sec): 3 clusters Score: Raw -416963.534613 + Penalty 4752.515562 = -412211.019050 nChanged 7 SP:Iteration 52Q (222.163563 sec): 3 clusters Score: Raw -416966.552375 + Penalty 4752.515562 = -412214.036812 nChanged 8 SP:Iteration 53Q (222.305964 sec): 3 clusters Score: Raw -416970.443560 + Penalty 4752.515562 = -412217.927997 nChanged 9 SP:Iteration 54Q (222.417626 sec): 3 clusters Score: Raw -416974.820953 + Penalty 4752.515562 = -412222.305391 nChanged 8 SP:Iteration 55Q (222.546764 sec): 3 clusters Score: Raw -416978.121712 + Penalty 4752.515562 = -412225.606150 nChanged 9 SP:Iteration 56Q (222.691589 sec): 3 clusters Score: Raw -416982.400177 + Penalty 4752.515562 = -412229.884615 nChanged 6 SP:Iteration 57Q (222.805457 sec): 3 clusters Score: Raw -416985.582139 + Penalty 4752.515562 = -412233.066577 nChanged 11 SP:Iteration 58Q (222.917829 sec): 3 clusters Score: Raw -416989.577167 + Penalty 4752.515562 = -412237.061604 nChanged 6 SP:Iteration 59Q (223.045493 sec): 3 clusters Score: Raw -416991.858151 + Penalty 4752.515562 = -412239.342588 nChanged 9 SP:Iteration 60F (223.183918 sec): 3 clusters Score: Raw -416995.651693 + Penalty 4752.515562 = -412243.136130 nChanged 11 SP:Iteration 61Q (223.318349 sec): 3 clusters Score: Raw -416999.387032 + Penalty 4752.515562 = -412246.871469 nChanged 4 SP:Iteration 62Q (223.402847 sec): 3 clusters Score: Raw -417000.781546 + Penalty 4752.515562 = -412248.265984 nChanged 3 SP:Iteration 63Q (223.541420 sec): 3 clusters Score: Raw -417002.141015 + Penalty 4752.515562 = -412249.625452 nChanged 3 SP:Iteration 64Q (223.652703 sec): 3 clusters Score: Raw -417003.321534 + Penalty 4752.515562 = -412250.805972 nChanged 2 SP:Iteration 65Q (223.781822 sec): 3 clusters Score: Raw -417003.641343 + Penalty 4752.515562 = -412251.125780 nChanged 0 SP:Iteration 66F (223.913538 sec): 3 clusters Score: Raw -417003.641343 + Penalty 4752.515562 = -412251.125780 nChanged 0 Time taken for this iteration:223.160583 seconds. 2->6 Clusters: Score -2919482.402555, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 3 clusters... ------ Clustering full data set of 66413 points ------ SP: Assigned 3 initial classes randomly. Iteration 0F (224.243574 sec): 3 clusters Score: Raw -2808078.962596 + Penalty 5862.726197 = -2802216.236399 nChanged 30845 Iteration 1F (224.613487 sec): 3 clusters Score: Raw -2829983.883565 + Penalty 5862.726197 = -2824121.157368 nChanged 7166 Iteration 2F (224.938588 sec): 3 clusters Score: Raw -2841249.986848 + Penalty 5862.726197 = -2835387.260651 nChanged 9261 Iteration 3F (225.227591 sec): 3 clusters Score: Raw -2855436.776498 + Penalty 5862.726197 = -2849574.050301 nChanged 7341 Iteration 4F (225.528514 sec): 3 clusters Score: Raw -2862625.768485 + Penalty 5862.726197 = -2856763.042288 nChanged 4110 Iteration 5F (225.811117 sec): 3 clusters Score: Raw -2865751.371020 + Penalty 5862.726197 = -2859888.644823 nChanged 2859 Iteration 6Q (226.215000 sec): 3 clusters Score: Raw -2868461.351622 + Penalty 5862.726197 = -2862598.625425 nChanged 2603 Iteration 7Q (226.555956 sec): 3 clusters Score: Raw -2871578.972261 + Penalty 5862.726197 = -2865716.246065 nChanged 2554 Iteration 8Q (226.852939 sec): 3 clusters Score: Raw -2875373.161907 + Penalty 5862.726197 = -2869510.435711 nChanged 2177 Iteration 9Q (227.190239 sec): 3 clusters Score: Raw -2878605.940330 + Penalty 5862.726197 = -2872743.214133 nChanged 1818 Iteration 10Q (227.491383 sec): 3 clusters Score: Raw -2882074.323899 + Penalty 5862.726197 = -2876211.597702 nChanged 1676 Iteration 11Q (227.844609 sec): 3 clusters Score: Raw -2886126.913096 + Penalty 5862.726197 = -2880264.186899 nChanged 1754 Iteration 12Q (228.120950 sec): 3 clusters Score: Raw -2889056.782446 + Penalty 5862.726197 = -2883194.056250 nChanged 1847 Iteration 13Q (228.416138 sec): 3 clusters Score: Raw -2889948.040421 + Penalty 5862.726197 = -2884085.314224 nChanged 1483 Iteration 14Q (228.736264 sec): 3 clusters Score: Raw -2890570.793443 + Penalty 5862.726197 = -2884708.067247 nChanged 1280 Iteration 15Q (229.097862 sec): 3 clusters Score: Raw -2891045.961694 + Penalty 5862.726197 = -2885183.235497 nChanged 1169 Iteration 16Q (229.344875 sec): 3 clusters Score: Raw -2891415.113596 + Penalty 5862.726197 = -2885552.387399 nChanged 1036 Iteration 17Q (229.647963 sec): 3 clusters Score: Raw -2891695.035874 + Penalty 5862.726197 = -2885832.309677 nChanged 956 Iteration 18Q (229.963333 sec): 3 clusters Score: Raw -2891926.869893 + Penalty 5862.726197 = -2886064.143696 nChanged 816 Iteration 19Q (230.282449 sec): 3 clusters Score: Raw -2892091.598445 + Penalty 5862.726197 = -2886228.872248 nChanged 712 Writing temp clu file Because OldScore, -2886064.143696, is greater than current (better) Score,-2886228.872248 Compute initial score before splitting: Score: Raw -2892091.598445 + Penalty 5862.726197 = -2886228.872248 Trying to split cluster 1 (35138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (230.510726 sec): 2 clusters Score: Raw -1613483.086629 + Penalty 2763.298149 = -1610719.788480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (230.739590 sec): 3 clusters Score: Raw -1592309.453248 + Penalty 5526.596299 = -1586782.856949 nChanged 15945 SP:Iteration 1F (230.928638 sec): 3 clusters Score: Raw -1601680.206263 + Penalty 5526.596299 = -1596153.609964 nChanged 2368 SP:Iteration 2F (231.120451 sec): 3 clusters Score: Raw -1603502.339235 + Penalty 5526.596299 = -1597975.742936 nChanged 2839 SP:Iteration 3F (231.253465 sec): 3 clusters Score: Raw -1607291.555532 + Penalty 5526.596299 = -1601764.959233 nChanged 3958 SP:Iteration 4F (231.453149 sec): 3 clusters Score: Raw -1613805.063025 + Penalty 5526.596299 = -1608278.466726 nChanged 4386 SP:Iteration 5F (231.692878 sec): 3 clusters Score: Raw -1619263.425869 + Penalty 5526.596299 = -1613736.829570 nChanged 3026 SP:Iteration 6F (231.928787 sec): 3 clusters Score: Raw -1621731.548467 + Penalty 5526.596299 = -1616204.952168 nChanged 1793 SP:Iteration 7F (232.120377 sec): 3 clusters Score: Raw -1622994.778348 + Penalty 5526.596299 = -1617468.182049 nChanged 1302 SP:Iteration 8Q (232.315435 sec): 3 clusters Score: Raw -1624068.253059 + Penalty 5526.596299 = -1618541.656760 nChanged 1107 SP:Iteration 9Q (232.497643 sec): 3 clusters Score: Raw -1625139.963946 + Penalty 5526.596299 = -1619613.367647 nChanged 1007 SP:Iteration 10Q (232.660487 sec): 3 clusters Score: Raw -1626121.335896 + Penalty 5526.596299 = -1620594.739598 nChanged 883 SP:Iteration 11Q (232.863721 sec): 3 clusters Score: Raw -1626960.673962 + Penalty 5526.596299 = -1621434.077664 nChanged 690 SP:Iteration 12Q (233.063312 sec): 3 clusters Score: Raw -1627431.356634 + Penalty 5526.596299 = -1621904.760335 nChanged 459 SP:Iteration 13Q (233.262449 sec): 3 clusters Score: Raw -1627626.075923 + Penalty 5526.596299 = -1622099.479624 nChanged 284 SP:Iteration 14Q (233.433166 sec): 3 clusters Score: Raw -1627706.918474 + Penalty 5526.596299 = -1622180.322175 nChanged 170 SP:Iteration 15Q (233.604085 sec): 3 clusters Score: Raw -1627736.428936 + Penalty 5526.596299 = -1622209.832637 nChanged 93 SP:Iteration 16Q (233.747568 sec): 3 clusters Score: Raw -1627749.040311 + Penalty 5526.596299 = -1622222.444012 nChanged 60 SP:Iteration 17Q (233.943836 sec): 3 clusters Score: Raw -1627754.937097 + Penalty 5526.596299 = -1622228.340798 nChanged 37 SP:Iteration 18Q (234.114016 sec): 3 clusters Score: Raw -1627758.581454 + Penalty 5526.596299 = -1622231.985156 nChanged 39 SP:Iteration 19Q (234.302020 sec): 3 clusters Score: Raw -1627762.344986 + Penalty 5526.596299 = -1622235.748688 nChanged 23 SP:Iteration 20F (234.494173 sec): 3 clusters Score: Raw -1627764.249959 + Penalty 5526.596299 = -1622237.653660 nChanged 21 SP:Iteration 21Q (234.648176 sec): 3 clusters Score: Raw -1627765.949331 + Penalty 5526.596299 = -1622239.353032 nChanged 12 SP:Iteration 22Q (234.822523 sec): 3 clusters Score: Raw -1627766.907431 + Penalty 5526.596299 = -1622240.311132 nChanged 13 SP:Iteration 23Q (234.990336 sec): 3 clusters Score: Raw -1627768.053884 + Penalty 5526.596299 = -1622241.457585 nChanged 10 SP:Iteration 24Q (235.132749 sec): 3 clusters Score: Raw -1627768.697878 + Penalty 5526.596299 = -1622242.101579 nChanged 5 SP:Iteration 25Q (235.344863 sec): 3 clusters Score: Raw -1627768.920587 + Penalty 5526.596299 = -1622242.324288 nChanged 1 SP:Iteration 26Q (235.548358 sec): 3 clusters Score: Raw -1627768.954957 + Penalty 5526.596299 = -1622242.358658 nChanged 1 SP:Iteration 27Q (235.701432 sec): 3 clusters Score: Raw -1627769.070588 + Penalty 5526.596299 = -1622242.474289 nChanged 4 SP:Iteration 28Q (235.904106 sec): 3 clusters Score: Raw -1627769.389737 + Penalty 5526.596299 = -1622242.793438 nChanged 3 SP:Iteration 29Q (236.079977 sec): 3 clusters Score: Raw -1627769.549668 + Penalty 5526.596299 = -1622242.953369 nChanged 1 SP:Iteration 30Q (236.224404 sec): 3 clusters Score: Raw -1627769.607711 + Penalty 5526.596299 = -1622243.011412 nChanged 0 SP:Iteration 31F (236.448668 sec): 3 clusters Score: Raw -1627769.607711 + Penalty 5526.596299 = -1622243.011412 nChanged 0 Score: Raw -2906451.093408 + Penalty 8794.089295 = -2897657.004113 Splitting cluster 1 changes total score from -2886228.872248 to -2897657.004113 So it's getting split into cluster 3. Trying to split cluster 2 (31275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (236.974565 sec): 2 clusters Score: Raw -1324602.057732 + Penalty 2732.551625 = -1321869.506108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (237.157487 sec): 3 clusters Score: Raw -1306073.164549 + Penalty 5465.103249 = -1300608.061300 nChanged 14216 SP:Iteration 1F (237.337001 sec): 3 clusters Score: Raw -1315845.811268 + Penalty 5465.103249 = -1310380.708019 nChanged 2926 SP:Iteration 2F (237.516300 sec): 3 clusters Score: Raw -1318852.519749 + Penalty 5465.103249 = -1313387.416500 nChanged 3175 SP:Iteration 3F (237.674460 sec): 3 clusters Score: Raw -1321955.265412 + Penalty 5465.103249 = -1316490.162163 nChanged 2846 SP:Iteration 4F (237.904861 sec): 3 clusters Score: Raw -1324490.182413 + Penalty 5465.103249 = -1319025.079164 nChanged 2304 SP:Iteration 5F (238.109877 sec): 3 clusters Score: Raw -1326298.792924 + Penalty 5465.103249 = -1320833.689674 nChanged 1691 SP:Iteration 6F (238.248969 sec): 3 clusters Score: Raw -1327524.165175 + Penalty 5465.103249 = -1322059.061926 nChanged 1277 SP:Iteration 7Q (238.426102 sec): 3 clusters Score: Raw -1328442.582913 + Penalty 5465.103249 = -1322977.479664 nChanged 1119 SP:Iteration 8Q (238.571916 sec): 3 clusters Score: Raw -1329143.663021 + Penalty 5465.103249 = -1323678.559772 nChanged 926 SP:Iteration 9Q (238.736096 sec): 3 clusters Score: Raw -1329621.189467 + Penalty 5465.103249 = -1324156.086218 nChanged 758 SP:Iteration 10Q (238.945740 sec): 3 clusters Score: Raw -1329936.831404 + Penalty 5465.103249 = -1324471.728155 nChanged 634 SP:Iteration 11Q (239.135583 sec): 3 clusters Score: Raw -1330181.684670 + Penalty 5465.103249 = -1324716.581421 nChanged 551 SP:Iteration 12Q (239.307778 sec): 3 clusters Score: Raw -1330394.588142 + Penalty 5465.103249 = -1324929.484893 nChanged 497 SP:Iteration 13Q (239.470509 sec): 3 clusters Score: Raw -1330599.941875 + Penalty 5465.103249 = -1325134.838626 nChanged 465 SP:Iteration 14Q (239.621503 sec): 3 clusters Score: Raw -1330833.578412 + Penalty 5465.103249 = -1325368.475162 nChanged 480 SP:Iteration 15Q (239.831814 sec): 3 clusters Score: Raw -1331085.614584 + Penalty 5465.103249 = -1325620.511334 nChanged 512 SP:Iteration 16Q (240.044964 sec): 3 clusters Score: Raw -1331423.607376 + Penalty 5465.103249 = -1325958.504127 nChanged 543 SP:Iteration 17Q (240.226347 sec): 3 clusters Score: Raw -1331849.313417 + Penalty 5465.103249 = -1326384.210168 nChanged 547 SP:Iteration 18Q (240.380696 sec): 3 clusters Score: Raw -1332307.215974 + Penalty 5465.103249 = -1326842.112725 nChanged 503 SP:Iteration 19Q (240.550141 sec): 3 clusters Score: Raw -1332813.968888 + Penalty 5465.103249 = -1327348.865639 nChanged 482 SP:Iteration 20F (240.716551 sec): 3 clusters Score: Raw -1333668.931716 + Penalty 5465.103249 = -1328203.828467 nChanged 611 SP:Iteration 21Q (240.885163 sec): 3 clusters Score: Raw -1335054.732393 + Penalty 5465.103249 = -1329589.629144 nChanged 824 SP:Iteration 22Q (241.033119 sec): 3 clusters Score: Raw -1336242.281427 + Penalty 5465.103249 = -1330777.178178 nChanged 767 SP:Iteration 23Q (241.288094 sec): 3 clusters Score: Raw -1337238.104646 + Penalty 5465.103249 = -1331773.001397 nChanged 680 SP:Iteration 24Q (241.483978 sec): 3 clusters Score: Raw -1338033.360286 + Penalty 5465.103249 = -1332568.257037 nChanged 628 SP:Iteration 25Q (241.667656 sec): 3 clusters Score: Raw -1338756.437118 + Penalty 5465.103249 = -1333291.333869 nChanged 525 SP:Iteration 26Q (241.800601 sec): 3 clusters Score: Raw -1339299.400677 + Penalty 5465.103249 = -1333834.297428 nChanged 513 SP:Iteration 27Q (241.973068 sec): 3 clusters Score: Raw -1339626.077880 + Penalty 5465.103249 = -1334160.974631 nChanged 390 SP:Iteration 28Q (242.191956 sec): 3 clusters Score: Raw -1339794.546668 + Penalty 5465.103249 = -1334329.443419 nChanged 282 SP:Iteration 29Q (242.374005 sec): 3 clusters Score: Raw -1339869.979875 + Penalty 5465.103249 = -1334404.876626 nChanged 215 SP:Iteration 30Q (242.557065 sec): 3 clusters Score: Raw -1339906.806548 + Penalty 5465.103249 = -1334441.703299 nChanged 134 SP:Iteration 31Q (242.732915 sec): 3 clusters Score: Raw -1339925.985543 + Penalty 5465.103249 = -1334460.882294 nChanged 104 SP:Iteration 32Q (242.881082 sec): 3 clusters Score: Raw -1339938.840400 + Penalty 5465.103249 = -1334473.737151 nChanged 76 SP:Iteration 33Q (243.025299 sec): 3 clusters Score: Raw -1339945.477041 + Penalty 5465.103249 = -1334480.373792 nChanged 43 SP:Iteration 34Q (243.209149 sec): 3 clusters Score: Raw -1339948.580605 + Penalty 5465.103249 = -1334483.477356 nChanged 22 SP:Iteration 35Q (243.372498 sec): 3 clusters Score: Raw -1339949.788854 + Penalty 5465.103249 = -1334484.685605 nChanged 15 SP:Iteration 36Q (243.560286 sec): 3 clusters Score: Raw -1339950.470592 + Penalty 5465.103249 = -1334485.367343 nChanged 12 SP:Iteration 37Q (243.757559 sec): 3 clusters Score: Raw -1339951.171271 + Penalty 5465.103249 = -1334486.068022 nChanged 10 SP:Iteration 38Q (243.918489 sec): 3 clusters Score: Raw -1339951.882861 + Penalty 5465.103249 = -1334486.779612 nChanged 8 SP:Iteration 39Q (244.065950 sec): 3 clusters Score: Raw -1339952.330852 + Penalty 5465.103249 = -1334487.227603 nChanged 5 SP:Iteration 40F (244.292505 sec): 3 clusters Score: Raw -1339952.667513 + Penalty 5465.103249 = -1334487.564264 nChanged 4 SP:Iteration 41Q (244.458543 sec): 3 clusters Score: Raw -1339952.966194 + Penalty 5465.103249 = -1334487.862945 nChanged 5 SP:Iteration 42Q (244.600988 sec): 3 clusters Score: Raw -1339953.198207 + Penalty 5465.103249 = -1334488.094958 nChanged 4 SP:Iteration 43Q (244.754421 sec): 3 clusters Score: Raw -1339953.337700 + Penalty 5465.103249 = -1334488.234451 nChanged 1 SP:Iteration 44Q (244.932775 sec): 3 clusters Score: Raw -1339953.403281 + Penalty 5465.103249 = -1334488.300032 nChanged 0 SP:Iteration 45F (245.130445 sec): 3 clusters Score: Raw -1339953.403281 + Penalty 5465.103249 = -1334488.300032 nChanged 0 Score: Raw -2921802.438957 + Penalty 11725.452393 = -2910076.986564 Splitting cluster 2 changes total score from -2886228.872248 to -2910076.986564 So it's getting split into cluster 4. Iteration 20F (246.099430 sec): 5 clusters Score: Raw -2924142.873920 + Penalty 11725.452393 = -2912417.421527 nChanged 2814 Iteration 21Q (246.576506 sec): 5 clusters Score: Raw -2925090.544478 + Penalty 11725.452393 = -2913365.092085 nChanged 1451 Iteration 22Q (247.037017 sec): 5 clusters Score: Raw -2925531.052250 + Penalty 11725.452393 = -2913805.599857 nChanged 1195 Iteration 23Q (247.437471 sec): 5 clusters Score: Raw -2925851.182721 + Penalty 11725.452393 = -2914125.730328 nChanged 1034 Iteration 24Q (247.875675 sec): 5 clusters Score: Raw -2926098.664721 + Penalty 11725.452393 = -2914373.212328 nChanged 918 Iteration 25Q (248.319584 sec): 5 clusters Score: Raw -2926293.713410 + Penalty 11725.452393 = -2914568.261017 nChanged 779 Iteration 26Q (248.739896 sec): 5 clusters Score: Raw -2926450.225563 + Penalty 11725.452393 = -2914724.773170 nChanged 704 Iteration 27Q (249.134564 sec): 5 clusters Score: Raw -2926574.351184 + Penalty 11725.452393 = -2914848.898791 nChanged 605 Iteration 28Q (249.600173 sec): 5 clusters Score: Raw -2926667.827000 + Penalty 11725.452393 = -2914942.374607 nChanged 504 Iteration 29Q (250.035827 sec): 5 clusters Score: Raw -2926738.988312 + Penalty 11725.452393 = -2915013.535919 nChanged 421 Iteration 30Q (250.496055 sec): 5 clusters Score: Raw -2926794.515722 + Penalty 11725.452393 = -2915069.063329 nChanged 380 Iteration 31Q (250.924167 sec): 5 clusters Score: Raw -2926840.139057 + Penalty 11725.452393 = -2915114.686664 nChanged 357 Iteration 32Q (251.302022 sec): 5 clusters Score: Raw -2926881.967381 + Penalty 11725.452393 = -2915156.514988 nChanged 305 Iteration 33Q (251.684512 sec): 5 clusters Score: Raw -2926914.978999 + Penalty 11725.452393 = -2915189.526606 nChanged 275 Iteration 34Q (252.167361 sec): 5 clusters Score: Raw -2926943.044000 + Penalty 11725.452393 = -2915217.591607 nChanged 265 Iteration 35Q (252.528713 sec): 5 clusters Score: Raw -2926966.625576 + Penalty 11725.452393 = -2915241.173183 nChanged 209 Iteration 36Q (252.941256 sec): 5 clusters Score: Raw -2926984.172632 + Penalty 11725.452393 = -2915258.720239 nChanged 203 Iteration 37Q (253.430452 sec): 5 clusters Score: Raw -2927000.141941 + Penalty 11725.452393 = -2915274.689548 nChanged 171 Iteration 38Q (253.791980 sec): 5 clusters Score: Raw -2927012.535830 + Penalty 11725.452393 = -2915287.083437 nChanged 155 Iteration 39Q (254.203998 sec): 5 clusters Score: Raw -2927022.492285 + Penalty 11725.452393 = -2915297.039892 nChanged 139 Iteration 40F (254.727007 sec): 5 clusters Score: Raw -2927031.725691 + Penalty 11725.452393 = -2915306.273298 nChanged 129 Iteration 41Q (255.129817 sec): 5 clusters Score: Raw -2927039.570720 + Penalty 11725.452393 = -2915314.118327 nChanged 111 Iteration 42Q (255.602826 sec): 5 clusters Score: Raw -2927046.912402 + Penalty 11725.452393 = -2915321.460009 nChanged 97 Iteration 43Q (255.994289 sec): 5 clusters Score: Raw -2927052.751738 + Penalty 11725.452393 = -2915327.299345 nChanged 85 Iteration 44Q (256.399500 sec): 5 clusters Score: Raw -2927058.032678 + Penalty 11725.452393 = -2915332.580285 nChanged 80 Iteration 45Q (256.837183 sec): 5 clusters Score: Raw -2927062.571197 + Penalty 11725.452393 = -2915337.118804 nChanged 75 Iteration 46Q (257.171849 sec): 5 clusters Score: Raw -2927066.480246 + Penalty 11725.452393 = -2915341.027853 nChanged 63 Iteration 47Q (257.579382 sec): 5 clusters Score: Raw -2927069.165723 + Penalty 11725.452393 = -2915343.713330 nChanged 57 Iteration 48Q (258.057040 sec): 5 clusters Score: Raw -2927072.088620 + Penalty 11725.452393 = -2915346.636227 nChanged 51 Iteration 49Q (258.456839 sec): 5 clusters Score: Raw -2927074.366194 + Penalty 11725.452393 = -2915348.913801 nChanged 54 Iteration 50Q (258.844262 sec): 5 clusters Score: Raw -2927077.135815 + Penalty 11725.452393 = -2915351.683422 nChanged 52 Iteration 51Q (259.337746 sec): 5 clusters Score: Raw -2927079.559565 + Penalty 11725.452393 = -2915354.107172 nChanged 43 Iteration 52Q (259.745726 sec): 5 clusters Score: Raw -2927081.406503 + Penalty 11725.452393 = -2915355.954110 nChanged 32 Iteration 53Q (260.167047 sec): 5 clusters Score: Raw -2927082.912263 + Penalty 11725.452393 = -2915357.459870 nChanged 24 Iteration 54Q (260.632535 sec): 5 clusters Score: Raw -2927083.939790 + Penalty 11725.452393 = -2915358.487397 nChanged 30 Iteration 55Q (261.124255 sec): 5 clusters Score: Raw -2927085.128971 + Penalty 11725.452393 = -2915359.676578 nChanged 26 Iteration 56Q (261.553566 sec): 5 clusters Score: Raw -2927086.080132 + Penalty 11725.452393 = -2915360.627739 nChanged 18 Iteration 57Q (261.952045 sec): 5 clusters Score: Raw -2927086.749672 + Penalty 11725.452393 = -2915361.297279 nChanged 16 Iteration 58Q (262.384685 sec): 5 clusters Score: Raw -2927087.278781 + Penalty 11725.452393 = -2915361.826388 nChanged 12 Writing temp clu file Because OldScore, -2915361.297279, is greater than current (better) Score,-2915361.826388 Compute initial score before splitting: Score: Raw -2927087.278781 + Penalty 11725.452393 = -2915361.826388 Trying to split cluster 1 (7280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (262.500150 sec): 2 clusters Score: Raw -332433.940087 + Penalty 2347.721941 = -330086.218146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (262.605260 sec): 3 clusters Score: Raw -328782.721430 + Penalty 4695.443883 = -324087.277547 nChanged 2942 SP:Iteration 1F (262.720476 sec): 3 clusters Score: Raw -330491.258403 + Penalty 4695.443883 = -325795.814521 nChanged 523 SP:Iteration 2F (262.872973 sec): 3 clusters Score: Raw -330865.733952 + Penalty 4695.443883 = -326170.290069 nChanged 461 SP:Iteration 3F (262.994094 sec): 3 clusters Score: Raw -331279.839438 + Penalty 4695.443883 = -326584.395556 nChanged 452 SP:Iteration 4F (263.155853 sec): 3 clusters Score: Raw -331685.338409 + Penalty 4695.443883 = -326989.894527 nChanged 447 SP:Iteration 5F (263.255577 sec): 3 clusters Score: Raw -332108.282182 + Penalty 4695.443883 = -327412.838299 nChanged 425 SP:Iteration 6F (263.406763 sec): 3 clusters Score: Raw -332490.754704 + Penalty 4695.443883 = -327795.310822 nChanged 391 SP:Iteration 7F (263.530232 sec): 3 clusters Score: Raw -332850.168043 + Penalty 4695.443883 = -328154.724160 nChanged 329 SP:Iteration 8Q (263.571582 sec): 3 clusters Score: Raw -333137.062607 + Penalty 4695.443883 = -328441.618724 nChanged 277 SP:Iteration 9Q (263.614475 sec): 3 clusters Score: Raw -333375.277337 + Penalty 4695.443883 = -328679.833454 nChanged 216 SP:Iteration 10Q (263.657359 sec): 3 clusters Score: Raw -333551.038024 + Penalty 4695.443883 = -328855.594142 nChanged 185 SP:Iteration 11Q (263.782115 sec): 3 clusters Score: Raw -333676.306654 + Penalty 4695.443883 = -328980.862771 nChanged 139 SP:Iteration 12Q (263.885495 sec): 3 clusters Score: Raw -333763.324187 + Penalty 4695.443883 = -329067.880304 nChanged 110 SP:Iteration 13Q (263.991517 sec): 3 clusters Score: Raw -333820.917704 + Penalty 4695.443883 = -329125.473821 nChanged 81 SP:Iteration 14Q (264.075726 sec): 3 clusters Score: Raw -333856.892693 + Penalty 4695.443883 = -329161.448810 nChanged 73 SP:Iteration 15Q (264.165738 sec): 3 clusters Score: Raw -333890.906515 + Penalty 4695.443883 = -329195.462632 nChanged 60 SP:Iteration 16Q (264.255374 sec): 3 clusters Score: Raw -333922.355154 + Penalty 4695.443883 = -329226.911272 nChanged 57 SP:Iteration 17Q (264.346425 sec): 3 clusters Score: Raw -333952.096617 + Penalty 4695.443883 = -329256.652734 nChanged 38 SP:Iteration 18Q (264.452451 sec): 3 clusters Score: Raw -333969.507581 + Penalty 4695.443883 = -329274.063698 nChanged 33 SP:Iteration 19Q (264.572013 sec): 3 clusters Score: Raw -333984.373657 + Penalty 4695.443883 = -329288.929775 nChanged 33 SP:Iteration 20F (264.677746 sec): 3 clusters Score: Raw -333999.409977 + Penalty 4695.443883 = -329303.966094 nChanged 29 SP:Iteration 21Q (264.787611 sec): 3 clusters Score: Raw -334009.497695 + Penalty 4695.443883 = -329314.053813 nChanged 21 SP:Iteration 22Q (264.928048 sec): 3 clusters Score: Raw -334016.813833 + Penalty 4695.443883 = -329321.369950 nChanged 15 SP:Iteration 23Q (265.037191 sec): 3 clusters Score: Raw -334021.404776 + Penalty 4695.443883 = -329325.960894 nChanged 7 SP:Iteration 24Q (265.154673 sec): 3 clusters Score: Raw -334022.876415 + Penalty 4695.443883 = -329327.432533 nChanged 11 SP:Iteration 25Q (265.258900 sec): 3 clusters Score: Raw -334025.736439 + Penalty 4695.443883 = -329330.292556 nChanged 11 SP:Iteration 26Q (265.346684 sec): 3 clusters Score: Raw -334028.422020 + Penalty 4695.443883 = -329332.978138 nChanged 8 SP:Iteration 27Q (265.442628 sec): 3 clusters Score: Raw -334030.456747 + Penalty 4695.443883 = -329335.012864 nChanged 6 SP:Iteration 28Q (265.545773 sec): 3 clusters Score: Raw -334033.093073 + Penalty 4695.443883 = -329337.649190 nChanged 10 SP:Iteration 29Q (265.665422 sec): 3 clusters Score: Raw -334035.872582 + Penalty 4695.443883 = -329340.428700 nChanged 8 SP:Iteration 30Q (265.769216 sec): 3 clusters Score: Raw -334038.849359 + Penalty 4695.443883 = -329343.405476 nChanged 4 SP:Iteration 31Q (265.865804 sec): 3 clusters Score: Raw -334039.488870 + Penalty 4695.443883 = -329344.044988 nChanged 1 SP:Iteration 32Q (265.950430 sec): 3 clusters Score: Raw -334040.281015 + Penalty 4695.443883 = -329344.837133 nChanged 4 SP:Iteration 33Q (266.081187 sec): 3 clusters Score: Raw -334042.031986 + Penalty 4695.443883 = -329346.588104 nChanged 8 SP:Iteration 34Q (266.194191 sec): 3 clusters Score: Raw -334045.100684 + Penalty 4695.443883 = -329349.656801 nChanged 8 SP:Iteration 35Q (266.311527 sec): 3 clusters Score: Raw -334046.978022 + Penalty 4695.443883 = -329351.534139 nChanged 3 SP:Iteration 36Q (266.461013 sec): 3 clusters Score: Raw -334047.751092 + Penalty 4695.443883 = -329352.307210 nChanged 0 SP:Iteration 37F (266.582262 sec): 3 clusters Score: Raw -334047.751092 + Penalty 4695.443883 = -329352.307210 nChanged 0 Trying to split cluster 2 (12753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (266.676105 sec): 2 clusters Score: Raw -524630.718780 + Penalty 2495.729760 = -522134.989021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (266.786581 sec): 3 clusters Score: Raw -517530.600362 + Penalty 4991.459519 = -512539.140842 nChanged 5482 SP:Iteration 1F (266.882866 sec): 3 clusters Score: Raw -520546.511985 + Penalty 4991.459519 = -515555.052466 nChanged 930 SP:Iteration 2F (267.021639 sec): 3 clusters Score: Raw -521095.554428 + Penalty 4991.459519 = -516104.094908 nChanged 807 SP:Iteration 3F (267.143366 sec): 3 clusters Score: Raw -521654.392449 + Penalty 4991.459519 = -516662.932930 nChanged 805 SP:Iteration 4F (267.248546 sec): 3 clusters Score: Raw -522309.859171 + Penalty 4991.459519 = -517318.399652 nChanged 836 SP:Iteration 5F (267.385566 sec): 3 clusters Score: Raw -523000.281296 + Penalty 4991.459519 = -518008.821777 nChanged 781 SP:Iteration 6F (267.544954 sec): 3 clusters Score: Raw -523579.782806 + Penalty 4991.459519 = -518588.323287 nChanged 727 SP:Iteration 7F (267.643816 sec): 3 clusters Score: Raw -524023.684497 + Penalty 4991.459519 = -519032.224977 nChanged 598 SP:Iteration 8Q (267.783663 sec): 3 clusters Score: Raw -524337.835015 + Penalty 4991.459519 = -519346.375495 nChanged 466 SP:Iteration 9Q (267.938789 sec): 3 clusters Score: Raw -524517.649852 + Penalty 4991.459519 = -519526.190332 nChanged 316 SP:Iteration 10Q (268.048777 sec): 3 clusters Score: Raw -524622.128029 + Penalty 4991.459519 = -519630.668510 nChanged 250 SP:Iteration 11Q (268.173784 sec): 3 clusters Score: Raw -524703.007218 + Penalty 4991.459519 = -519711.547698 nChanged 217 SP:Iteration 12Q (268.296432 sec): 3 clusters Score: Raw -524765.575971 + Penalty 4991.459519 = -519774.116451 nChanged 176 SP:Iteration 13Q (268.412425 sec): 3 clusters Score: Raw -524808.831942 + Penalty 4991.459519 = -519817.372422 nChanged 148 SP:Iteration 14Q (268.515241 sec): 3 clusters Score: Raw -524847.012630 + Penalty 4991.459519 = -519855.553111 nChanged 131 SP:Iteration 15Q (268.651594 sec): 3 clusters Score: Raw -524879.165241 + Penalty 4991.459519 = -519887.705722 nChanged 113 SP:Iteration 16Q (268.770662 sec): 3 clusters Score: Raw -524906.313717 + Penalty 4991.459519 = -519914.854197 nChanged 116 SP:Iteration 17Q (268.886421 sec): 3 clusters Score: Raw -524932.498880 + Penalty 4991.459519 = -519941.039361 nChanged 106 SP:Iteration 18Q (269.053882 sec): 3 clusters Score: Raw -524955.465620 + Penalty 4991.459519 = -519964.006101 nChanged 104 SP:Iteration 19Q (269.193808 sec): 3 clusters Score: Raw -524978.786971 + Penalty 4991.459519 = -519987.327452 nChanged 100 SP:Iteration 20F (269.316880 sec): 3 clusters Score: Raw -524999.875748 + Penalty 4991.459519 = -520008.416229 nChanged 81 SP:Iteration 21Q (269.432484 sec): 3 clusters Score: Raw -525017.848738 + Penalty 4991.459519 = -520026.389218 nChanged 72 SP:Iteration 22Q (269.560022 sec): 3 clusters Score: Raw -525032.098986 + Penalty 4991.459519 = -520040.639466 nChanged 66 SP:Iteration 23Q (269.654508 sec): 3 clusters Score: Raw -525045.191636 + Penalty 4991.459519 = -520053.732117 nChanged 70 SP:Iteration 24Q (269.786459 sec): 3 clusters Score: Raw -525058.532552 + Penalty 4991.459519 = -520067.073032 nChanged 59 SP:Iteration 25Q (269.916384 sec): 3 clusters Score: Raw -525071.077566 + Penalty 4991.459519 = -520079.618046 nChanged 67 SP:Iteration 26Q (270.057847 sec): 3 clusters Score: Raw -525082.556010 + Penalty 4991.459519 = -520091.096491 nChanged 66 SP:Iteration 27Q (270.239161 sec): 3 clusters Score: Raw -525096.819579 + Penalty 4991.459519 = -520105.360060 nChanged 66 SP:Iteration 28Q (270.360620 sec): 3 clusters Score: Raw -525111.898690 + Penalty 4991.459519 = -520120.439171 nChanged 72 SP:Iteration 29Q (270.513752 sec): 3 clusters Score: Raw -525126.542993 + Penalty 4991.459519 = -520135.083474 nChanged 70 SP:Iteration 30Q (270.619282 sec): 3 clusters Score: Raw -525141.466617 + Penalty 4991.459519 = -520150.007097 nChanged 62 SP:Iteration 31Q (270.740041 sec): 3 clusters Score: Raw -525154.073616 + Penalty 4991.459519 = -520162.614096 nChanged 67 SP:Iteration 32Q (270.852629 sec): 3 clusters Score: Raw -525167.481722 + Penalty 4991.459519 = -520176.022203 nChanged 64 SP:Iteration 33Q (270.977515 sec): 3 clusters Score: Raw -525180.479810 + Penalty 4991.459519 = -520189.020291 nChanged 67 SP:Iteration 34Q (271.078459 sec): 3 clusters Score: Raw -525194.197333 + Penalty 4991.459519 = -520202.737813 nChanged 65 SP:Iteration 35Q (271.200486 sec): 3 clusters Score: Raw -525205.817613 + Penalty 4991.459519 = -520214.358093 nChanged 48 SP:Iteration 36Q (271.327299 sec): 3 clusters Score: Raw -525215.205980 + Penalty 4991.459519 = -520223.746461 nChanged 57 SP:Iteration 37Q (271.485395 sec): 3 clusters Score: Raw -525227.345235 + Penalty 4991.459519 = -520235.885715 nChanged 47 SP:Iteration 38Q (271.591636 sec): 3 clusters Score: Raw -525236.970578 + Penalty 4991.459519 = -520245.511059 nChanged 44 SP:Iteration 39Q (271.774294 sec): 3 clusters Score: Raw -525245.160170 + Penalty 4991.459519 = -520253.700651 nChanged 38 SP:Iteration 40F (271.894317 sec): 3 clusters Score: Raw -525252.017603 + Penalty 4991.459519 = -520260.558084 nChanged 38 SP:Iteration 41Q (272.015872 sec): 3 clusters Score: Raw -525259.842846 + Penalty 4991.459519 = -520268.383327 nChanged 44 SP:Iteration 42Q (272.141986 sec): 3 clusters Score: Raw -525268.217615 + Penalty 4991.459519 = -520276.758096 nChanged 49 SP:Iteration 43Q (272.250772 sec): 3 clusters Score: Raw -525276.687904 + Penalty 4991.459519 = -520285.228384 nChanged 40 SP:Iteration 44Q (272.376983 sec): 3 clusters Score: Raw -525284.006816 + Penalty 4991.459519 = -520292.547297 nChanged 43 SP:Iteration 45Q (272.532703 sec): 3 clusters Score: Raw -525291.856609 + Penalty 4991.459519 = -520300.397089 nChanged 37 SP:Iteration 46Q (272.722873 sec): 3 clusters Score: Raw -525297.319236 + Penalty 4991.459519 = -520305.859716 nChanged 34 SP:Iteration 47Q (272.879943 sec): 3 clusters Score: Raw -525301.939341 + Penalty 4991.459519 = -520310.479822 nChanged 31 SP:Iteration 48Q (273.048010 sec): 3 clusters Score: Raw -525308.118477 + Penalty 4991.459519 = -520316.658958 nChanged 27 SP:Iteration 49Q (273.233775 sec): 3 clusters Score: Raw -525312.818137 + Penalty 4991.459519 = -520321.358617 nChanged 33 SP:Iteration 50Q (273.351188 sec): 3 clusters Score: Raw -525319.379787 + Penalty 4991.459519 = -520327.920268 nChanged 40 SP:Iteration 51Q (273.484112 sec): 3 clusters Score: Raw -525327.956230 + Penalty 4991.459519 = -520336.496710 nChanged 43 SP:Iteration 52Q (273.595599 sec): 3 clusters Score: Raw -525338.638494 + Penalty 4991.459519 = -520347.178974 nChanged 46 SP:Iteration 53Q (273.740923 sec): 3 clusters Score: Raw -525348.805303 + Penalty 4991.459519 = -520357.345784 nChanged 46 SP:Iteration 54Q (273.867654 sec): 3 clusters Score: Raw -525357.809241 + Penalty 4991.459519 = -520366.349721 nChanged 56 SP:Iteration 55Q (274.006738 sec): 3 clusters Score: Raw -525371.403721 + Penalty 4991.459519 = -520379.944201 nChanged 58 SP:Iteration 56Q (274.163004 sec): 3 clusters Score: Raw -525383.978714 + Penalty 4991.459519 = -520392.519195 nChanged 64 SP:Iteration 57Q (274.278348 sec): 3 clusters Score: Raw -525399.170760 + Penalty 4991.459519 = -520407.711241 nChanged 54 SP:Iteration 58Q (274.422525 sec): 3 clusters Score: Raw -525413.117138 + Penalty 4991.459519 = -520421.657619 nChanged 56 SP:Iteration 59Q (274.565101 sec): 3 clusters Score: Raw -525427.436287 + Penalty 4991.459519 = -520435.976768 nChanged 53 SP:Iteration 60F (274.699449 sec): 3 clusters Score: Raw -525443.581659 + Penalty 4991.459519 = -520452.122140 nChanged 51 SP:Iteration 61Q (274.852877 sec): 3 clusters Score: Raw -525458.884735 + Penalty 4991.459519 = -520467.425215 nChanged 60 SP:Iteration 62Q (274.976692 sec): 3 clusters Score: Raw -525478.806110 + Penalty 4991.459519 = -520487.346591 nChanged 74 SP:Iteration 63Q (275.101512 sec): 3 clusters Score: Raw -525501.282134 + Penalty 4991.459519 = -520509.822615 nChanged 64 SP:Iteration 64Q (275.254117 sec): 3 clusters Score: Raw -525518.036553 + Penalty 4991.459519 = -520526.577034 nChanged 61 SP:Iteration 65Q (275.404188 sec): 3 clusters Score: Raw -525534.112959 + Penalty 4991.459519 = -520542.653439 nChanged 56 SP:Iteration 66Q (275.517918 sec): 3 clusters Score: Raw -525548.562392 + Penalty 4991.459519 = -520557.102873 nChanged 49 SP:Iteration 67Q (275.655297 sec): 3 clusters Score: Raw -525562.861353 + Penalty 4991.459519 = -520571.401833 nChanged 62 SP:Iteration 68Q (275.784312 sec): 3 clusters Score: Raw -525579.977751 + Penalty 4991.459519 = -520588.518231 nChanged 55 SP:Iteration 69Q (275.912850 sec): 3 clusters Score: Raw -525595.014525 + Penalty 4991.459519 = -520603.555006 nChanged 54 SP:Iteration 70Q (276.071111 sec): 3 clusters Score: Raw -525609.003424 + Penalty 4991.459519 = -520617.543904 nChanged 59 SP:Iteration 71Q (276.218084 sec): 3 clusters Score: Raw -525625.432622 + Penalty 4991.459519 = -520633.973102 nChanged 45 SP:Iteration 72Q (276.362306 sec): 3 clusters Score: Raw -525639.345291 + Penalty 4991.459519 = -520647.885771 nChanged 48 SP:Iteration 73Q (276.517556 sec): 3 clusters Score: Raw -525652.460260 + Penalty 4991.459519 = -520661.000741 nChanged 53 SP:Iteration 74Q (276.659857 sec): 3 clusters Score: Raw -525667.658217 + Penalty 4991.459519 = -520676.198698 nChanged 56 SP:Iteration 75Q (276.794485 sec): 3 clusters Score: Raw -525686.984783 + Penalty 4991.459519 = -520695.525264 nChanged 39 SP:Iteration 76Q (276.945864 sec): 3 clusters Score: Raw -525699.874235 + Penalty 4991.459519 = -520708.414716 nChanged 47 SP:Iteration 77Q (277.079523 sec): 3 clusters Score: Raw -525711.959788 + Penalty 4991.459519 = -520720.500269 nChanged 37 SP:Iteration 78Q (277.200790 sec): 3 clusters Score: Raw -525722.396383 + Penalty 4991.459519 = -520730.936863 nChanged 33 SP:Iteration 79Q (277.350813 sec): 3 clusters Score: Raw -525732.024956 + Penalty 4991.459519 = -520740.565436 nChanged 35 SP:Iteration 80F (277.481415 sec): 3 clusters Score: Raw -525743.026027 + Penalty 4991.459519 = -520751.566507 nChanged 32 SP:Iteration 81Q (277.641649 sec): 3 clusters Score: Raw -525754.210767 + Penalty 4991.459519 = -520762.751248 nChanged 36 SP:Iteration 82Q (277.748925 sec): 3 clusters Score: Raw -525765.163665 + Penalty 4991.459519 = -520773.704146 nChanged 40 SP:Iteration 83Q (277.887967 sec): 3 clusters Score: Raw -525774.618733 + Penalty 4991.459519 = -520783.159213 nChanged 32 SP:Iteration 84Q (278.025279 sec): 3 clusters Score: Raw -525784.353947 + Penalty 4991.459519 = -520792.894428 nChanged 28 SP:Iteration 85Q (278.176295 sec): 3 clusters Score: Raw -525790.691066 + Penalty 4991.459519 = -520799.231546 nChanged 21 SP:Iteration 86Q (278.333287 sec): 3 clusters Score: Raw -525796.036461 + Penalty 4991.459519 = -520804.576942 nChanged 19 SP:Iteration 87Q (278.465759 sec): 3 clusters Score: Raw -525801.047483 + Penalty 4991.459519 = -520809.587964 nChanged 27 SP:Iteration 88Q (278.608809 sec): 3 clusters Score: Raw -525807.548540 + Penalty 4991.459519 = -520816.089021 nChanged 26 SP:Iteration 89Q (278.752253 sec): 3 clusters Score: Raw -525813.785056 + Penalty 4991.459519 = -520822.325537 nChanged 19 SP:Iteration 90Q (278.881317 sec): 3 clusters Score: Raw -525817.565165 + Penalty 4991.459519 = -520826.105646 nChanged 13 SP:Iteration 91Q (279.035735 sec): 3 clusters Score: Raw -525820.601196 + Penalty 4991.459519 = -520829.141677 nChanged 15 SP:Iteration 92Q (279.144497 sec): 3 clusters Score: Raw -525824.018201 + Penalty 4991.459519 = -520832.558682 nChanged 18 SP:Iteration 93Q (279.288711 sec): 3 clusters Score: Raw -525826.523880 + Penalty 4991.459519 = -520835.064360 nChanged 14 SP:Iteration 94Q (279.423560 sec): 3 clusters Score: Raw -525829.653224 + Penalty 4991.459519 = -520838.193705 nChanged 20 SP:Iteration 95Q (279.551863 sec): 3 clusters Score: Raw -525835.067804 + Penalty 4991.459519 = -520843.608284 nChanged 16 SP:Iteration 96Q (279.692384 sec): 3 clusters Score: Raw -525840.196289 + Penalty 4991.459519 = -520848.736770 nChanged 17 SP:Iteration 97Q (279.838107 sec): 3 clusters Score: Raw -525845.750996 + Penalty 4991.459519 = -520854.291476 nChanged 23 SP:Iteration 98Q (279.982234 sec): 3 clusters Score: Raw -525851.882463 + Penalty 4991.459519 = -520860.422944 nChanged 20 SP:Iteration 99Q (280.148389 sec): 3 clusters Score: Raw -525857.256411 + Penalty 4991.459519 = -520865.796891 nChanged 15 SP:Iteration 100F (280.291506 sec): 3 clusters Score: Raw -525862.109538 + Penalty 4991.459519 = -520870.650019 nChanged 14 SP:Iteration 101Q (280.439481 sec): 3 clusters Score: Raw -525864.876706 + Penalty 4991.459519 = -520873.417186 nChanged 14 SP:Iteration 102Q (280.598970 sec): 3 clusters Score: Raw -525867.233554 + Penalty 4991.459519 = -520875.774035 nChanged 4 SP:Iteration 103Q (280.706300 sec): 3 clusters Score: Raw -525868.069526 + Penalty 4991.459519 = -520876.610007 nChanged 6 SP:Iteration 104Q (280.857185 sec): 3 clusters Score: Raw -525869.709143 + Penalty 4991.459519 = -520878.249623 nChanged 10 SP:Iteration 105Q (280.990535 sec): 3 clusters Score: Raw -525871.814246 + Penalty 4991.459519 = -520880.354726 nChanged 8 SP:Iteration 106Q (281.124843 sec): 3 clusters Score: Raw -525874.468818 + Penalty 4991.459519 = -520883.009299 nChanged 10 SP:Iteration 107Q (281.248469 sec): 3 clusters Score: Raw -525876.361074 + Penalty 4991.459519 = -520884.901555 nChanged 8 SP:Iteration 108Q (281.396074 sec): 3 clusters Score: Raw -525877.630902 + Penalty 4991.459519 = -520886.171383 nChanged 9 SP:Iteration 109Q (281.541955 sec): 3 clusters Score: Raw -525879.372352 + Penalty 4991.459519 = -520887.912833 nChanged 14 SP:Iteration 110Q (281.688897 sec): 3 clusters Score: Raw -525882.253892 + Penalty 4991.459519 = -520890.794373 nChanged 13 SP:Iteration 111Q (281.818121 sec): 3 clusters Score: Raw -525884.435127 + Penalty 4991.459519 = -520892.975608 nChanged 11 SP:Iteration 112Q (281.955557 sec): 3 clusters Score: Raw -525886.950646 + Penalty 4991.459519 = -520895.491126 nChanged 14 SP:Iteration 113Q (282.075561 sec): 3 clusters Score: Raw -525889.395494 + Penalty 4991.459519 = -520897.935974 nChanged 9 SP:Iteration 114Q (282.211871 sec): 3 clusters Score: Raw -525891.472967 + Penalty 4991.459519 = -520900.013448 nChanged 13 SP:Iteration 115Q (282.345257 sec): 3 clusters Score: Raw -525894.325970 + Penalty 4991.459519 = -520902.866451 nChanged 6 SP:Iteration 116Q (282.478652 sec): 3 clusters Score: Raw -525895.859469 + Penalty 4991.459519 = -520904.399950 nChanged 5 SP:Iteration 117Q (282.602435 sec): 3 clusters Score: Raw -525897.816903 + Penalty 4991.459519 = -520906.357384 nChanged 6 SP:Iteration 118Q (282.741842 sec): 3 clusters Score: Raw -525898.730989 + Penalty 4991.459519 = -520907.271469 nChanged 5 SP:Iteration 119Q (282.884568 sec): 3 clusters Score: Raw -525899.655225 + Penalty 4991.459519 = -520908.195705 nChanged 5 SP:Iteration 120F (283.034554 sec): 3 clusters Score: Raw -525901.154540 + Penalty 4991.459519 = -520909.695021 nChanged 4 SP:Iteration 121Q (283.171482 sec): 3 clusters Score: Raw -525902.430671 + Penalty 4991.459519 = -520910.971151 nChanged 4 SP:Iteration 122Q (283.326577 sec): 3 clusters Score: Raw -525903.714982 + Penalty 4991.459519 = -520912.255463 nChanged 7 SP:Iteration 123Q (283.461589 sec): 3 clusters Score: Raw -525905.173966 + Penalty 4991.459519 = -520913.714447 nChanged 9 SP:Iteration 124Q (283.584169 sec): 3 clusters Score: Raw -525906.819194 + Penalty 4991.459519 = -520915.359675 nChanged 10 SP:Iteration 125Q (283.752222 sec): 3 clusters Score: Raw -525908.996962 + Penalty 4991.459519 = -520917.537442 nChanged 10 SP:Iteration 126Q (283.895236 sec): 3 clusters Score: Raw -525911.469212 + Penalty 4991.459519 = -520920.009693 nChanged 10 SP:Iteration 127Q (284.036428 sec): 3 clusters Score: Raw -525913.691775 + Penalty 4991.459519 = -520922.232256 nChanged 13 SP:Iteration 128Q (284.183690 sec): 3 clusters Score: Raw -525917.133447 + Penalty 4991.459519 = -520925.673927 nChanged 18 SP:Iteration 129Q (284.287600 sec): 3 clusters Score: Raw -525922.174778 + Penalty 4991.459519 = -520930.715259 nChanged 18 SP:Iteration 130Q (284.422083 sec): 3 clusters Score: Raw -525925.783622 + Penalty 4991.459519 = -520934.324103 nChanged 13 SP:Iteration 131Q (284.561577 sec): 3 clusters Score: Raw -525927.856217 + Penalty 4991.459519 = -520936.396698 nChanged 10 SP:Iteration 132Q (284.699979 sec): 3 clusters Score: Raw -525929.989532 + Penalty 4991.459519 = -520938.530013 nChanged 8 SP:Iteration 133Q (284.859310 sec): 3 clusters Score: Raw -525932.036133 + Penalty 4991.459519 = -520940.576613 nChanged 12 SP:Iteration 134Q (284.984778 sec): 3 clusters Score: Raw -525934.536232 + Penalty 4991.459519 = -520943.076712 nChanged 14 SP:Iteration 135Q (285.132741 sec): 3 clusters Score: Raw -525938.671784 + Penalty 4991.459519 = -520947.212265 nChanged 8 SP:Iteration 136Q (285.250269 sec): 3 clusters Score: Raw -525940.121988 + Penalty 4991.459519 = -520948.662469 nChanged 9 SP:Iteration 137Q (285.380395 sec): 3 clusters Score: Raw -525942.207972 + Penalty 4991.459519 = -520950.748452 nChanged 9 SP:Iteration 138Q (285.514456 sec): 3 clusters Score: Raw -525944.288872 + Penalty 4991.459519 = -520952.829353 nChanged 5 SP:Iteration 139Q (285.659624 sec): 3 clusters Score: Raw -525945.627231 + Penalty 4991.459519 = -520954.167711 nChanged 6 SP:Iteration 140F (285.800744 sec): 3 clusters Score: Raw -525947.011664 + Penalty 4991.459519 = -520955.552145 nChanged 4 SP:Iteration 141Q (285.941602 sec): 3 clusters Score: Raw -525947.699755 + Penalty 4991.459519 = -520956.240235 nChanged 2 SP:Iteration 142Q (286.115681 sec): 3 clusters Score: Raw -525947.967275 + Penalty 4991.459519 = -520956.507756 nChanged 0 SP:Iteration 143F (286.245955 sec): 3 clusters Score: Raw -525947.967275 + Penalty 4991.459519 = -520956.507756 nChanged 0 Trying to split cluster 3 (37182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (286.473047 sec): 2 clusters Score: Raw -1734280.978737 + Penalty 2778.225134 = -1731502.753603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (286.701807 sec): 3 clusters Score: Raw -1711768.828996 + Penalty 5556.450268 = -1706212.378728 nChanged 16941 SP:Iteration 1F (286.937622 sec): 3 clusters Score: Raw -1721819.566514 + Penalty 5556.450268 = -1716263.116246 nChanged 2639 SP:Iteration 2F (287.159550 sec): 3 clusters Score: Raw -1723569.885750 + Penalty 5556.450268 = -1718013.435483 nChanged 2978 SP:Iteration 3F (287.408273 sec): 3 clusters Score: Raw -1725821.192192 + Penalty 5556.450268 = -1720264.741924 nChanged 3065 SP:Iteration 4F (287.636060 sec): 3 clusters Score: Raw -1728108.407874 + Penalty 5556.450268 = -1722551.957607 nChanged 2618 SP:Iteration 5F (287.856395 sec): 3 clusters Score: Raw -1729703.898618 + Penalty 5556.450268 = -1724147.448351 nChanged 1970 SP:Iteration 6F (288.074547 sec): 3 clusters Score: Raw -1730633.167614 + Penalty 5556.450268 = -1725076.717346 nChanged 1404 SP:Iteration 7Q (288.295159 sec): 3 clusters Score: Raw -1731153.555176 + Penalty 5556.450268 = -1725597.104909 nChanged 986 SP:Iteration 8Q (288.538754 sec): 3 clusters Score: Raw -1731435.105999 + Penalty 5556.450268 = -1725878.655731 nChanged 725 SP:Iteration 9Q (288.763622 sec): 3 clusters Score: Raw -1731622.328123 + Penalty 5556.450268 = -1726065.877856 nChanged 597 SP:Iteration 10Q (288.990141 sec): 3 clusters Score: Raw -1731780.723932 + Penalty 5556.450268 = -1726224.273665 nChanged 513 SP:Iteration 11Q (289.235374 sec): 3 clusters Score: Raw -1731894.322975 + Penalty 5556.450268 = -1726337.872708 nChanged 451 SP:Iteration 12Q (289.512060 sec): 3 clusters Score: Raw -1731991.938385 + Penalty 5556.450268 = -1726435.488117 nChanged 422 SP:Iteration 13Q (289.729825 sec): 3 clusters Score: Raw -1732075.481707 + Penalty 5556.450268 = -1726519.031439 nChanged 379 SP:Iteration 14Q (289.943252 sec): 3 clusters Score: Raw -1732155.512074 + Penalty 5556.450268 = -1726599.061807 nChanged 405 SP:Iteration 15Q (290.151610 sec): 3 clusters Score: Raw -1732247.817135 + Penalty 5556.450268 = -1726691.366868 nChanged 476 SP:Iteration 16Q (290.376061 sec): 3 clusters Score: Raw -1732365.047173 + Penalty 5556.450268 = -1726808.596905 nChanged 509 SP:Iteration 17Q (290.575178 sec): 3 clusters Score: Raw -1732489.842015 + Penalty 5556.450268 = -1726933.391748 nChanged 563 SP:Iteration 18Q (290.782096 sec): 3 clusters Score: Raw -1732634.942590 + Penalty 5556.450268 = -1727078.492322 nChanged 639 SP:Iteration 19Q (291.028247 sec): 3 clusters Score: Raw -1732805.127625 + Penalty 5556.450268 = -1727248.677358 nChanged 709 SP:Iteration 20F (291.294651 sec): 3 clusters Score: Raw -1733009.433823 + Penalty 5556.450268 = -1727452.983556 nChanged 757 SP:Iteration 21Q (291.548543 sec): 3 clusters Score: Raw -1733235.607431 + Penalty 5556.450268 = -1727679.157164 nChanged 884 SP:Iteration 22Q (291.798570 sec): 3 clusters Score: Raw -1733529.955993 + Penalty 5556.450268 = -1727973.505725 nChanged 948 SP:Iteration 23Q (292.061489 sec): 3 clusters Score: Raw -1733867.494582 + Penalty 5556.450268 = -1728311.044315 nChanged 1022 SP:Iteration 24Q (292.278648 sec): 3 clusters Score: Raw -1734245.367182 + Penalty 5556.450268 = -1728688.916914 nChanged 1032 SP:Iteration 25Q (292.524337 sec): 3 clusters Score: Raw -1734637.373766 + Penalty 5556.450268 = -1729080.923499 nChanged 1019 SP:Iteration 26Q (292.756044 sec): 3 clusters Score: Raw -1735020.024815 + Penalty 5556.450268 = -1729463.574547 nChanged 993 SP:Iteration 27Q (292.971095 sec): 3 clusters Score: Raw -1735401.555190 + Penalty 5556.450268 = -1729845.104922 nChanged 944 SP:Iteration 28Q (293.169961 sec): 3 clusters Score: Raw -1735758.691021 + Penalty 5556.450268 = -1730202.240753 nChanged 924 SP:Iteration 29Q (293.401049 sec): 3 clusters Score: Raw -1736101.356620 + Penalty 5556.450268 = -1730544.906352 nChanged 852 SP:Iteration 30Q (293.589873 sec): 3 clusters Score: Raw -1736403.087354 + Penalty 5556.450268 = -1730846.637087 nChanged 773 SP:Iteration 31Q (293.851829 sec): 3 clusters Score: Raw -1736662.858125 + Penalty 5556.450268 = -1731106.407857 nChanged 676 SP:Iteration 32Q (294.078921 sec): 3 clusters Score: Raw -1736871.625770 + Penalty 5556.450268 = -1731315.175503 nChanged 587 SP:Iteration 33Q (294.271669 sec): 3 clusters Score: Raw -1737049.203597 + Penalty 5556.450268 = -1731492.753329 nChanged 542 SP:Iteration 34Q (294.586797 sec): 3 clusters Score: Raw -1737211.948153 + Penalty 5556.450268 = -1731655.497885 nChanged 468 SP:Iteration 35Q (294.779723 sec): 3 clusters Score: Raw -1737335.178290 + Penalty 5556.450268 = -1731778.728022 nChanged 358 SP:Iteration 36Q (295.003578 sec): 3 clusters Score: Raw -1737418.254423 + Penalty 5556.450268 = -1731861.804156 nChanged 295 SP:Iteration 37Q (295.237777 sec): 3 clusters Score: Raw -1737480.691067 + Penalty 5556.450268 = -1731924.240799 nChanged 255 SP:Iteration 38Q (295.467519 sec): 3 clusters Score: Raw -1737528.371074 + Penalty 5556.450268 = -1731971.920806 nChanged 204 SP:Iteration 39Q (295.699812 sec): 3 clusters Score: Raw -1737563.725273 + Penalty 5556.450268 = -1732007.275005 nChanged 163 SP:Iteration 40F (295.938382 sec): 3 clusters Score: Raw -1737592.546060 + Penalty 5556.450268 = -1732036.095793 nChanged 141 SP:Iteration 41Q (296.182617 sec): 3 clusters Score: Raw -1737615.809615 + Penalty 5556.450268 = -1732059.359348 nChanged 112 SP:Iteration 42Q (296.377069 sec): 3 clusters Score: Raw -1737633.293752 + Penalty 5556.450268 = -1732076.843485 nChanged 102 SP:Iteration 43Q (296.592645 sec): 3 clusters Score: Raw -1737646.918576 + Penalty 5556.450268 = -1732090.468308 nChanged 74 SP:Iteration 44Q (296.809250 sec): 3 clusters Score: Raw -1737657.760973 + Penalty 5556.450268 = -1732101.310706 nChanged 80 SP:Iteration 45Q (297.018091 sec): 3 clusters Score: Raw -1737669.628926 + Penalty 5556.450268 = -1732113.178659 nChanged 72 SP:Iteration 46Q (297.209382 sec): 3 clusters Score: Raw -1737678.760632 + Penalty 5556.450268 = -1732122.310364 nChanged 59 SP:Iteration 47Q (297.441234 sec): 3 clusters Score: Raw -1737685.771415 + Penalty 5556.450268 = -1732129.321147 nChanged 53 SP:Iteration 48Q (297.629496 sec): 3 clusters Score: Raw -1737693.253238 + Penalty 5556.450268 = -1732136.802970 nChanged 40 SP:Iteration 49Q (297.881982 sec): 3 clusters Score: Raw -1737698.313818 + Penalty 5556.450268 = -1732141.863550 nChanged 40 SP:Iteration 50Q (298.098108 sec): 3 clusters Score: Raw -1737702.586673 + Penalty 5556.450268 = -1732146.136406 nChanged 27 SP:Iteration 51Q (298.300944 sec): 3 clusters Score: Raw -1737705.587436 + Penalty 5556.450268 = -1732149.137169 nChanged 24 SP:Iteration 52Q (298.539081 sec): 3 clusters Score: Raw -1737708.262539 + Penalty 5556.450268 = -1732151.812271 nChanged 23 SP:Iteration 53Q (298.739654 sec): 3 clusters Score: Raw -1737710.475882 + Penalty 5556.450268 = -1732154.025615 nChanged 22 SP:Iteration 54Q (298.964260 sec): 3 clusters Score: Raw -1737712.868553 + Penalty 5556.450268 = -1732156.418286 nChanged 26 SP:Iteration 55Q (299.153822 sec): 3 clusters Score: Raw -1737715.839785 + Penalty 5556.450268 = -1732159.389518 nChanged 20 SP:Iteration 56Q (299.296342 sec): 3 clusters Score: Raw -1737718.177111 + Penalty 5556.450268 = -1732161.726844 nChanged 19 SP:Iteration 57Q (299.470670 sec): 3 clusters Score: Raw -1737720.299708 + Penalty 5556.450268 = -1732163.849440 nChanged 20 SP:Iteration 58Q (299.749249 sec): 3 clusters Score: Raw -1737721.952312 + Penalty 5556.450268 = -1732165.502045 nChanged 11 SP:Iteration 59Q (299.950815 sec): 3 clusters Score: Raw -1737722.887954 + Penalty 5556.450268 = -1732166.437687 nChanged 8 SP:Iteration 60F (300.112173 sec): 3 clusters Score: Raw -1737723.593009 + Penalty 5556.450268 = -1732167.142742 nChanged 6 SP:Iteration 61Q (300.341610 sec): 3 clusters Score: Raw -1737724.247061 + Penalty 5556.450268 = -1732167.796793 nChanged 7 SP:Iteration 62Q (300.546696 sec): 3 clusters Score: Raw -1737724.911234 + Penalty 5556.450268 = -1732168.460966 nChanged 6 SP:Iteration 63Q (300.778790 sec): 3 clusters Score: Raw -1737725.499020 + Penalty 5556.450268 = -1732169.048753 nChanged 4 SP:Iteration 64Q (301.024425 sec): 3 clusters Score: Raw -1737725.807177 + Penalty 5556.450268 = -1732169.356909 nChanged 4 SP:Iteration 65Q (301.214716 sec): 3 clusters Score: Raw -1737726.123635 + Penalty 5556.450268 = -1732169.673367 nChanged 3 SP:Iteration 66Q (301.429811 sec): 3 clusters Score: Raw -1737726.490234 + Penalty 5556.450268 = -1732170.039966 nChanged 3 SP:Iteration 67Q (301.653594 sec): 3 clusters Score: Raw -1737726.836731 + Penalty 5556.450268 = -1732170.386464 nChanged 3 SP:Iteration 68Q (301.880340 sec): 3 clusters Score: Raw -1737727.133615 + Penalty 5556.450268 = -1732170.683348 nChanged 2 SP:Iteration 69Q (302.084036 sec): 3 clusters Score: Raw -1737727.340661 + Penalty 5556.450268 = -1732170.890393 nChanged 3 SP:Iteration 70Q (302.326477 sec): 3 clusters Score: Raw -1737727.604589 + Penalty 5556.450268 = -1732171.154321 nChanged 2 SP:Iteration 71Q (302.559116 sec): 3 clusters Score: Raw -1737727.734411 + Penalty 5556.450268 = -1732171.284143 nChanged 1 SP:Iteration 72Q (302.778039 sec): 3 clusters Score: Raw -1737727.813552 + Penalty 5556.450268 = -1732171.363284 nChanged 1 SP:Iteration 73Q (302.999665 sec): 3 clusters Score: Raw -1737727.885761 + Penalty 5556.450268 = -1732171.435494 nChanged 1 SP:Iteration 74Q (303.203537 sec): 3 clusters Score: Raw -1737727.930616 + Penalty 5556.450268 = -1732171.480349 nChanged 1 SP:Iteration 75Q (303.417305 sec): 3 clusters Score: Raw -1737727.969682 + Penalty 5556.450268 = -1732171.519415 nChanged 0 SP:Iteration 76F (303.627901 sec): 3 clusters Score: Raw -1737727.969682 + Penalty 5556.450268 = -1732171.519415 nChanged 0 Score: Raw -2930534.634499 + Penalty 14656.815491 = -2915877.819008 Splitting cluster 3 changes total score from -2915361.826388 to -2915877.819008 So it's getting split into cluster 5. Trying to split cluster 4 (9198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (304.463842 sec): 2 clusters Score: Raw -412629.092084 + Penalty 2409.459716 = -410219.632368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (304.622839 sec): 3 clusters Score: Raw -407865.769904 + Penalty 4818.919432 = -403046.850472 nChanged 3742 SP:Iteration 1F (304.755731 sec): 3 clusters Score: Raw -409926.174820 + Penalty 4818.919432 = -405107.255388 nChanged 689 SP:Iteration 2F (304.906524 sec): 3 clusters Score: Raw -410317.355762 + Penalty 4818.919432 = -405498.436330 nChanged 560 SP:Iteration 3F (305.012077 sec): 3 clusters Score: Raw -410668.911987 + Penalty 4818.919432 = -405849.992555 nChanged 523 SP:Iteration 4F (305.171992 sec): 3 clusters Score: Raw -411043.795204 + Penalty 4818.919432 = -406224.875772 nChanged 495 SP:Iteration 5F (305.293956 sec): 3 clusters Score: Raw -411400.163932 + Penalty 4818.919432 = -406581.244500 nChanged 472 SP:Iteration 6F (305.419305 sec): 3 clusters Score: Raw -411746.852892 + Penalty 4818.919432 = -406927.933460 nChanged 467 SP:Iteration 7F (305.556760 sec): 3 clusters Score: Raw -412099.439182 + Penalty 4818.919432 = -407280.519750 nChanged 439 SP:Iteration 8Q (305.690427 sec): 3 clusters Score: Raw -412460.859729 + Penalty 4818.919432 = -407641.940297 nChanged 450 SP:Iteration 9Q (305.825098 sec): 3 clusters Score: Raw -412837.050793 + Penalty 4818.919432 = -408018.131361 nChanged 415 SP:Iteration 10Q (305.912466 sec): 3 clusters Score: Raw -413224.430917 + Penalty 4818.919432 = -408405.511485 nChanged 382 SP:Iteration 11Q (305.975983 sec): 3 clusters Score: Raw -413582.024959 + Penalty 4818.919432 = -408763.105527 nChanged 322 SP:Iteration 12Q (306.147650 sec): 3 clusters Score: Raw -413834.886887 + Penalty 4818.919432 = -409015.967455 nChanged 255 SP:Iteration 13Q (306.285956 sec): 3 clusters Score: Raw -413995.263944 + Penalty 4818.919432 = -409176.344512 nChanged 179 SP:Iteration 14Q (306.423254 sec): 3 clusters Score: Raw -414083.802956 + Penalty 4818.919432 = -409264.883524 nChanged 127 SP:Iteration 15Q (306.554971 sec): 3 clusters Score: Raw -414139.501281 + Penalty 4818.919432 = -409320.581849 nChanged 111 SP:Iteration 16Q (306.676670 sec): 3 clusters Score: Raw -414184.191138 + Penalty 4818.919432 = -409365.271706 nChanged 79 SP:Iteration 17Q (306.811321 sec): 3 clusters Score: Raw -414213.160087 + Penalty 4818.919432 = -409394.240656 nChanged 63 SP:Iteration 18Q (306.931963 sec): 3 clusters Score: Raw -414236.552159 + Penalty 4818.919432 = -409417.632727 nChanged 53 SP:Iteration 19Q (307.072753 sec): 3 clusters Score: Raw -414253.500214 + Penalty 4818.919432 = -409434.580782 nChanged 39 SP:Iteration 20F (307.191892 sec): 3 clusters Score: Raw -414264.443522 + Penalty 4818.919432 = -409445.524091 nChanged 37 SP:Iteration 21Q (307.315947 sec): 3 clusters Score: Raw -414274.267448 + Penalty 4818.919432 = -409455.348016 nChanged 25 SP:Iteration 22Q (307.443811 sec): 3 clusters Score: Raw -414279.659991 + Penalty 4818.919432 = -409460.740559 nChanged 15 SP:Iteration 23Q (307.572187 sec): 3 clusters Score: Raw -414283.207120 + Penalty 4818.919432 = -409464.287689 nChanged 7 SP:Iteration 24Q (307.715709 sec): 3 clusters Score: Raw -414284.406308 + Penalty 4818.919432 = -409465.486876 nChanged 6 SP:Iteration 25Q (307.818043 sec): 3 clusters Score: Raw -414286.256704 + Penalty 4818.919432 = -409467.337272 nChanged 12 SP:Iteration 26Q (307.956416 sec): 3 clusters Score: Raw -414289.711062 + Penalty 4818.919432 = -409470.791631 nChanged 18 SP:Iteration 27Q (308.081389 sec): 3 clusters Score: Raw -414295.071052 + Penalty 4818.919432 = -409476.151620 nChanged 15 SP:Iteration 28Q (308.199121 sec): 3 clusters Score: Raw -414299.285508 + Penalty 4818.919432 = -409480.366076 nChanged 9 SP:Iteration 29Q (308.339698 sec): 3 clusters Score: Raw -414301.446903 + Penalty 4818.919432 = -409482.527471 nChanged 9 SP:Iteration 30Q (308.444815 sec): 3 clusters Score: Raw -414305.095134 + Penalty 4818.919432 = -409486.175702 nChanged 16 SP:Iteration 31Q (308.570967 sec): 3 clusters Score: Raw -414309.577761 + Penalty 4818.919432 = -409490.658329 nChanged 10 SP:Iteration 32Q (308.712079 sec): 3 clusters Score: Raw -414311.841706 + Penalty 4818.919432 = -409492.922274 nChanged 7 SP:Iteration 33Q (308.825348 sec): 3 clusters Score: Raw -414313.217370 + Penalty 4818.919432 = -409494.297939 nChanged 4 SP:Iteration 34Q (308.964993 sec): 3 clusters Score: Raw -414314.113765 + Penalty 4818.919432 = -409495.194333 nChanged 4 SP:Iteration 35Q (309.092542 sec): 3 clusters Score: Raw -414315.225619 + Penalty 4818.919432 = -409496.306187 nChanged 3 SP:Iteration 36Q (309.200349 sec): 3 clusters Score: Raw -414315.791235 + Penalty 4818.919432 = -409496.871803 nChanged 0 SP:Iteration 37F (309.332585 sec): 3 clusters Score: Raw -414315.791235 + Penalty 4818.919432 = -409496.871803 nChanged 0 Iteration 59Q (309.923813 sec): 6 clusters Score: Raw -2931728.370580 + Penalty 14656.815491 = -2917071.555089 nChanged 1412 Iteration 60F (310.588682 sec): 6 clusters Score: Raw -2932635.135843 + Penalty 14656.815491 = -2917978.320352 nChanged 1133 Iteration 61Q (311.228110 sec): 6 clusters Score: Raw -2933148.103232 + Penalty 14656.815491 = -2918491.287741 nChanged 849 Iteration 62Q (311.821381 sec): 6 clusters Score: Raw -2933482.659842 + Penalty 14656.815491 = -2918825.844351 nChanged 658 Iteration 63Q (312.411910 sec): 6 clusters Score: Raw -2933696.691346 + Penalty 14656.815491 = -2919039.875855 nChanged 536 Iteration 64Q (312.983537 sec): 6 clusters Score: Raw -2933832.204519 + Penalty 14656.815491 = -2919175.389027 nChanged 434 Iteration 65Q (313.593948 sec): 6 clusters Score: Raw -2933920.630386 + Penalty 14656.815491 = -2919263.814895 nChanged 335 Iteration 66Q (314.201132 sec): 6 clusters Score: Raw -2933976.582827 + Penalty 14656.815491 = -2919319.767336 nChanged 242 Iteration 67Q (314.775873 sec): 6 clusters Score: Raw -2934015.033484 + Penalty 14656.815491 = -2919358.217993 nChanged 194 Iteration 68Q (315.362754 sec): 6 clusters Score: Raw -2934043.252928 + Penalty 14656.815491 = -2919386.437437 nChanged 163 Iteration 69Q (315.987875 sec): 6 clusters Score: Raw -2934063.406235 + Penalty 14656.815491 = -2919406.590744 nChanged 131 Iteration 70Q (316.508756 sec): 6 clusters Score: Raw -2934078.850038 + Penalty 14656.815491 = -2919422.034547 nChanged 104 Iteration 71Q (317.116797 sec): 6 clusters Score: Raw -2934090.138915 + Penalty 14656.815491 = -2919433.323424 nChanged 95 Iteration 72Q (317.727497 sec): 6 clusters Score: Raw -2934099.106018 + Penalty 14656.815491 = -2919442.290526 nChanged 59 Iteration 73Q (318.340578 sec): 6 clusters Score: Raw -2934103.547256 + Penalty 14656.815491 = -2919446.731765 nChanged 42 Iteration 74Q (318.935639 sec): 6 clusters Score: Raw -2934106.958704 + Penalty 14656.815491 = -2919450.143213 nChanged 35 Iteration 75Q (319.502499 sec): 6 clusters Score: Raw -2934110.991096 + Penalty 14656.815491 = -2919454.175604 nChanged 36 Iteration 76Q (320.085566 sec): 6 clusters Score: Raw -2934113.821982 + Penalty 14656.815491 = -2919457.006491 nChanged 31 Iteration 77Q (320.757775 sec): 6 clusters Score: Raw -2934116.331125 + Penalty 14656.815491 = -2919459.515634 nChanged 28 Iteration 78Q (321.322963 sec): 6 clusters Score: Raw -2934118.136531 + Penalty 14656.815491 = -2919461.321040 nChanged 12 Iteration 79Q (321.857976 sec): 6 clusters Score: Raw -2934118.977832 + Penalty 14656.815491 = -2919462.162341 nChanged 9 Iteration 80F (322.611996 sec): 6 clusters Score: Raw -2934122.416298 + Penalty 14656.815491 = -2919465.600807 nChanged 13 Iteration 81Q (323.199981 sec): 6 clusters Score: Raw -2934124.008140 + Penalty 14656.815491 = -2919467.192648 nChanged 16 Iteration 82Q (323.785423 sec): 6 clusters Score: Raw -2934125.531335 + Penalty 14656.815491 = -2919468.715843 nChanged 19 Iteration 83Q (324.369852 sec): 6 clusters Score: Raw -2934127.217010 + Penalty 14656.815491 = -2919470.401519 nChanged 20 Iteration 84Q (324.935411 sec): 6 clusters Score: Raw -2934128.748294 + Penalty 14656.815491 = -2919471.932803 nChanged 19 Iteration 85Q (325.509207 sec): 6 clusters Score: Raw -2934130.291665 + Penalty 14656.815491 = -2919473.476174 nChanged 14 Iteration 86Q (326.106882 sec): 6 clusters Score: Raw -2934131.214961 + Penalty 14656.815491 = -2919474.399470 nChanged 8 Iteration 87Q (326.732950 sec): 6 clusters Score: Raw -2934131.850757 + Penalty 14656.815491 = -2919475.035266 nChanged 9 Iteration 88Q (327.350330 sec): 6 clusters Score: Raw -2934132.711088 + Penalty 14656.815491 = -2919475.895596 nChanged 7 Iteration 89Q (327.941760 sec): 6 clusters Score: Raw -2934133.379000 + Penalty 14656.815491 = -2919476.563508 nChanged 12 Iteration 90Q (328.502190 sec): 6 clusters Score: Raw -2934134.416298 + Penalty 14656.815491 = -2919477.600807 nChanged 16 Iteration 91Q (329.109978 sec): 6 clusters Score: Raw -2934135.534876 + Penalty 14656.815491 = -2919478.719384 nChanged 16 Iteration 92Q (329.689044 sec): 6 clusters Score: Raw -2934136.774524 + Penalty 14656.815491 = -2919479.959032 nChanged 17 Iteration 93Q (330.287529 sec): 6 clusters Score: Raw -2934138.070619 + Penalty 14656.815491 = -2919481.255127 nChanged 21 Iteration 94Q (330.903238 sec): 6 clusters Score: Raw -2934139.643065 + Penalty 14656.815491 = -2919482.827573 nChanged 15 Iteration 95Q (331.544264 sec): 6 clusters Score: Raw -2934140.920181 + Penalty 14656.815491 = -2919484.104689 nChanged 22 Iteration 96Q (332.144589 sec): 6 clusters Score: Raw -2934142.235401 + Penalty 14656.815491 = -2919485.419910 nChanged 13 Iteration 97Q (332.747339 sec): 6 clusters Score: Raw -2934143.001576 + Penalty 14656.815491 = -2919486.186085 nChanged 7 Iteration 98Q (333.363784 sec): 6 clusters Score: Raw -2934143.364559 + Penalty 14656.815491 = -2919486.549068 nChanged 7 Writing temp clu file Because OldScore, -2919486.186085, is greater than current (better) Score,-2919486.549068 Compute initial score before splitting: Score: Raw -2934143.364559 + Penalty 14656.815491 = -2919486.549068 Trying to split cluster 1 (6612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (333.497120 sec): 2 clusters Score: Raw -301947.121853 + Penalty 2322.313345 = -299624.808508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (333.602193 sec): 3 clusters Score: Raw -298659.251886 + Penalty 4644.626690 = -294014.625196 nChanged 2560 SP:Iteration 1F (333.726996 sec): 3 clusters Score: Raw -300181.359598 + Penalty 4644.626690 = -295536.732908 nChanged 564 SP:Iteration 2F (333.850563 sec): 3 clusters Score: Raw -300565.079482 + Penalty 4644.626690 = -295920.452792 nChanged 414 SP:Iteration 3F (333.951666 sec): 3 clusters Score: Raw -300820.762355 + Penalty 4644.626690 = -296176.135664 nChanged 321 SP:Iteration 4Q (334.062537 sec): 3 clusters Score: Raw -300999.819308 + Penalty 4644.626690 = -296355.192618 nChanged 250 SP:Iteration 5Q (334.154624 sec): 3 clusters Score: Raw -301141.037516 + Penalty 4644.626690 = -296496.410826 nChanged 229 SP:Iteration 6Q (334.292234 sec): 3 clusters Score: Raw -301269.491044 + Penalty 4644.626690 = -296624.864354 nChanged 183 SP:Iteration 7Q (334.395732 sec): 3 clusters Score: Raw -301368.639309 + Penalty 4644.626690 = -296724.012618 nChanged 174 SP:Iteration 8Q (334.500860 sec): 3 clusters Score: Raw -301475.714407 + Penalty 4644.626690 = -296831.087716 nChanged 190 SP:Iteration 9Q (334.608811 sec): 3 clusters Score: Raw -301582.835780 + Penalty 4644.626690 = -296938.209090 nChanged 176 SP:Iteration 10Q (334.723360 sec): 3 clusters Score: Raw -301684.534925 + Penalty 4644.626690 = -297039.908234 nChanged 176 SP:Iteration 11Q (334.842398 sec): 3 clusters Score: Raw -301789.597210 + Penalty 4644.626690 = -297144.970520 nChanged 133 SP:Iteration 12Q (334.953461 sec): 3 clusters Score: Raw -301851.325558 + Penalty 4644.626690 = -297206.698868 nChanged 134 SP:Iteration 13Q (335.057436 sec): 3 clusters Score: Raw -301917.425996 + Penalty 4644.626690 = -297272.799305 nChanged 130 SP:Iteration 14Q (335.186767 sec): 3 clusters Score: Raw -301982.606342 + Penalty 4644.626690 = -297337.979652 nChanged 124 SP:Iteration 15Q (335.312983 sec): 3 clusters Score: Raw -302052.071726 + Penalty 4644.626690 = -297407.445036 nChanged 112 SP:Iteration 16Q (335.443485 sec): 3 clusters Score: Raw -302112.537878 + Penalty 4644.626690 = -297467.911187 nChanged 117 SP:Iteration 17Q (335.569848 sec): 3 clusters Score: Raw -302163.859787 + Penalty 4644.626690 = -297519.233097 nChanged 94 SP:Iteration 18Q (335.674547 sec): 3 clusters Score: Raw -302206.191270 + Penalty 4644.626690 = -297561.564580 nChanged 79 SP:Iteration 19Q (335.808449 sec): 3 clusters Score: Raw -302241.472135 + Penalty 4644.626690 = -297596.845445 nChanged 68 SP:Iteration 20F (335.925767 sec): 3 clusters Score: Raw -302276.984607 + Penalty 4644.626690 = -297632.357917 nChanged 75 SP:Iteration 21Q (336.053634 sec): 3 clusters Score: Raw -302304.627530 + Penalty 4644.626690 = -297660.000839 nChanged 50 SP:Iteration 22Q (336.168708 sec): 3 clusters Score: Raw -302322.351474 + Penalty 4644.626690 = -297677.724784 nChanged 40 SP:Iteration 23Q (336.283637 sec): 3 clusters Score: Raw -302334.995774 + Penalty 4644.626690 = -297690.369084 nChanged 31 SP:Iteration 24Q (336.412236 sec): 3 clusters Score: Raw -302346.078312 + Penalty 4644.626690 = -297701.451622 nChanged 34 SP:Iteration 25Q (336.497350 sec): 3 clusters Score: Raw -302359.218860 + Penalty 4644.626690 = -297714.592169 nChanged 32 SP:Iteration 26Q (336.621869 sec): 3 clusters Score: Raw -302368.293259 + Penalty 4644.626690 = -297723.666569 nChanged 26 SP:Iteration 27Q (336.749550 sec): 3 clusters Score: Raw -302376.994875 + Penalty 4644.626690 = -297732.368184 nChanged 27 SP:Iteration 28Q (336.871516 sec): 3 clusters Score: Raw -302387.843165 + Penalty 4644.626690 = -297743.216475 nChanged 28 SP:Iteration 29Q (337.009755 sec): 3 clusters Score: Raw -302396.226135 + Penalty 4644.626690 = -297751.599444 nChanged 26 SP:Iteration 30Q (337.103166 sec): 3 clusters Score: Raw -302406.079255 + Penalty 4644.626690 = -297761.452565 nChanged 37 SP:Iteration 31Q (337.219615 sec): 3 clusters Score: Raw -302416.876488 + Penalty 4644.626690 = -297772.249798 nChanged 31 SP:Iteration 32Q (337.339258 sec): 3 clusters Score: Raw -302428.186430 + Penalty 4644.626690 = -297783.559739 nChanged 28 SP:Iteration 33Q (337.422774 sec): 3 clusters Score: Raw -302437.997004 + Penalty 4644.626690 = -297793.370313 nChanged 35 SP:Iteration 34Q (337.568683 sec): 3 clusters Score: Raw -302448.997180 + Penalty 4644.626690 = -297804.370489 nChanged 25 SP:Iteration 35Q (337.679176 sec): 3 clusters Score: Raw -302456.682264 + Penalty 4644.626690 = -297812.055574 nChanged 25 SP:Iteration 36Q (337.823948 sec): 3 clusters Score: Raw -302463.196234 + Penalty 4644.626690 = -297818.569543 nChanged 25 SP:Iteration 37Q (337.918097 sec): 3 clusters Score: Raw -302471.165966 + Penalty 4644.626690 = -297826.539276 nChanged 21 SP:Iteration 38Q (338.038319 sec): 3 clusters Score: Raw -302478.148678 + Penalty 4644.626690 = -297833.521988 nChanged 23 SP:Iteration 39Q (338.154350 sec): 3 clusters Score: Raw -302484.296187 + Penalty 4644.626690 = -297839.669497 nChanged 16 SP:Iteration 40F (338.275409 sec): 3 clusters Score: Raw -302489.276646 + Penalty 4644.626690 = -297844.649956 nChanged 14 SP:Iteration 41Q (338.430576 sec): 3 clusters Score: Raw -302493.401325 + Penalty 4644.626690 = -297848.774634 nChanged 14 SP:Iteration 42Q (338.573318 sec): 3 clusters Score: Raw -302497.548113 + Penalty 4644.626690 = -297852.921422 nChanged 22 SP:Iteration 43Q (338.675185 sec): 3 clusters Score: Raw -302504.112235 + Penalty 4644.626690 = -297859.485545 nChanged 17 SP:Iteration 44Q (338.788434 sec): 3 clusters Score: Raw -302508.327616 + Penalty 4644.626690 = -297863.700926 nChanged 19 SP:Iteration 45Q (338.878857 sec): 3 clusters Score: Raw -302513.374403 + Penalty 4644.626690 = -297868.747713 nChanged 21 SP:Iteration 46Q (338.929840 sec): 3 clusters Score: Raw -302518.961554 + Penalty 4644.626690 = -297874.334864 nChanged 19 SP:Iteration 47Q (338.980940 sec): 3 clusters Score: Raw -302524.453471 + Penalty 4644.626690 = -297879.826780 nChanged 22 SP:Iteration 48Q (339.034196 sec): 3 clusters Score: Raw -302532.894959 + Penalty 4644.626690 = -297888.268269 nChanged 23 SP:Iteration 49Q (339.131404 sec): 3 clusters Score: Raw -302541.431783 + Penalty 4644.626690 = -297896.805093 nChanged 19 SP:Iteration 50Q (339.246409 sec): 3 clusters Score: Raw -302548.095180 + Penalty 4644.626690 = -297903.468490 nChanged 22 SP:Iteration 51Q (339.349735 sec): 3 clusters Score: Raw -302554.892693 + Penalty 4644.626690 = -297910.266003 nChanged 18 SP:Iteration 52Q (339.457671 sec): 3 clusters Score: Raw -302559.252136 + Penalty 4644.626690 = -297914.625446 nChanged 13 SP:Iteration 53Q (339.576684 sec): 3 clusters Score: Raw -302562.265197 + Penalty 4644.626690 = -297917.638507 nChanged 12 SP:Iteration 54Q (339.712751 sec): 3 clusters Score: Raw -302564.666092 + Penalty 4644.626690 = -297920.039401 nChanged 11 SP:Iteration 55Q (339.812759 sec): 3 clusters Score: Raw -302568.082122 + Penalty 4644.626690 = -297923.455432 nChanged 10 SP:Iteration 56Q (339.930129 sec): 3 clusters Score: Raw -302570.350506 + Penalty 4644.626690 = -297925.723816 nChanged 10 SP:Iteration 57Q (340.070014 sec): 3 clusters Score: Raw -302573.037602 + Penalty 4644.626690 = -297928.410912 nChanged 10 SP:Iteration 58Q (340.193292 sec): 3 clusters Score: Raw -302574.958885 + Penalty 4644.626690 = -297930.332194 nChanged 5 SP:Iteration 59Q (340.298108 sec): 3 clusters Score: Raw -302576.474977 + Penalty 4644.626690 = -297931.848287 nChanged 3 SP:Iteration 60F (340.433753 sec): 3 clusters Score: Raw -302576.975991 + Penalty 4644.626690 = -297932.349300 nChanged 3 SP:Iteration 61Q (340.527450 sec): 3 clusters Score: Raw -302577.354004 + Penalty 4644.626690 = -297932.727314 nChanged 2 SP:Iteration 62Q (340.646967 sec): 3 clusters Score: Raw -302577.806897 + Penalty 4644.626690 = -297933.180206 nChanged 1 SP:Iteration 63Q (340.761900 sec): 3 clusters Score: Raw -302578.288378 + Penalty 4644.626690 = -297933.661688 nChanged 0 SP:Iteration 64F (340.883024 sec): 3 clusters Score: Raw -302578.288378 + Penalty 4644.626690 = -297933.661688 nChanged 0 Trying to split cluster 2 (11474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.992181 sec): 2 clusters Score: Raw -465397.486313 + Penalty 2467.829466 = -462929.656848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (341.148733 sec): 3 clusters Score: Raw -459220.477185 + Penalty 4935.658931 = -454284.818254 nChanged 4777 SP:Iteration 1F (341.272351 sec): 3 clusters Score: Raw -462215.371493 + Penalty 4935.658931 = -457279.712562 nChanged 923 SP:Iteration 2F (341.406888 sec): 3 clusters Score: Raw -462905.063479 + Penalty 4935.658931 = -457969.404547 nChanged 831 SP:Iteration 3F (341.546716 sec): 3 clusters Score: Raw -463472.512791 + Penalty 4935.658931 = -458536.853860 nChanged 706 SP:Iteration 4F (341.668024 sec): 3 clusters Score: Raw -463909.456972 + Penalty 4935.658931 = -458973.798040 nChanged 589 SP:Iteration 5F (341.805564 sec): 3 clusters Score: Raw -464272.818721 + Penalty 4935.658931 = -459337.159790 nChanged 509 SP:Iteration 6Q (341.935319 sec): 3 clusters Score: Raw -464567.328009 + Penalty 4935.658931 = -459631.669078 nChanged 489 SP:Iteration 7Q (342.077584 sec): 3 clusters Score: Raw -464852.006389 + Penalty 4935.658931 = -459916.347458 nChanged 444 SP:Iteration 8Q (342.211494 sec): 3 clusters Score: Raw -465090.291715 + Penalty 4935.658931 = -460154.632784 nChanged 375 SP:Iteration 9Q (342.334153 sec): 3 clusters Score: Raw -465295.569253 + Penalty 4935.658931 = -460359.910321 nChanged 334 SP:Iteration 10Q (342.451710 sec): 3 clusters Score: Raw -465484.014999 + Penalty 4935.658931 = -460548.356068 nChanged 305 SP:Iteration 11Q (342.614718 sec): 3 clusters Score: Raw -465645.734440 + Penalty 4935.658931 = -460710.075509 nChanged 244 SP:Iteration 12Q (342.745884 sec): 3 clusters Score: Raw -465758.910121 + Penalty 4935.658931 = -460823.251190 nChanged 232 SP:Iteration 13Q (342.871901 sec): 3 clusters Score: Raw -465871.544324 + Penalty 4935.658931 = -460935.885392 nChanged 181 SP:Iteration 14Q (343.015899 sec): 3 clusters Score: Raw -465956.514152 + Penalty 4935.658931 = -461020.855221 nChanged 168 SP:Iteration 15Q (343.140987 sec): 3 clusters Score: Raw -466026.355774 + Penalty 4935.658931 = -461090.696843 nChanged 149 SP:Iteration 16Q (343.271830 sec): 3 clusters Score: Raw -466094.256957 + Penalty 4935.658931 = -461158.598026 nChanged 138 SP:Iteration 17Q (343.425169 sec): 3 clusters Score: Raw -466157.814124 + Penalty 4935.658931 = -461222.155192 nChanged 126 SP:Iteration 18Q (343.536944 sec): 3 clusters Score: Raw -466212.389767 + Penalty 4935.658931 = -461276.730836 nChanged 124 SP:Iteration 19Q (343.674645 sec): 3 clusters Score: Raw -466262.565204 + Penalty 4935.658931 = -461326.906272 nChanged 111 SP:Iteration 20F (343.820719 sec): 3 clusters Score: Raw -466302.786276 + Penalty 4935.658931 = -461367.127345 nChanged 97 SP:Iteration 21Q (343.966732 sec): 3 clusters Score: Raw -466343.365760 + Penalty 4935.658931 = -461407.706828 nChanged 94 SP:Iteration 22Q (344.110185 sec): 3 clusters Score: Raw -466381.299129 + Penalty 4935.658931 = -461445.640198 nChanged 71 SP:Iteration 23Q (344.269306 sec): 3 clusters Score: Raw -466407.749558 + Penalty 4935.658931 = -461472.090627 nChanged 63 SP:Iteration 24Q (344.359371 sec): 3 clusters Score: Raw -466428.147378 + Penalty 4935.658931 = -461492.488447 nChanged 52 SP:Iteration 25Q (344.498463 sec): 3 clusters Score: Raw -466444.331002 + Penalty 4935.658931 = -461508.672071 nChanged 35 SP:Iteration 26Q (344.650570 sec): 3 clusters Score: Raw -466456.106858 + Penalty 4935.658931 = -461520.447926 nChanged 44 SP:Iteration 27Q (344.746643 sec): 3 clusters Score: Raw -466469.988065 + Penalty 4935.658931 = -461534.329134 nChanged 49 SP:Iteration 28Q (344.900978 sec): 3 clusters Score: Raw -466482.107367 + Penalty 4935.658931 = -461546.448435 nChanged 48 SP:Iteration 29Q (345.067640 sec): 3 clusters Score: Raw -466496.571047 + Penalty 4935.658931 = -461560.912116 nChanged 31 SP:Iteration 30Q (345.218648 sec): 3 clusters Score: Raw -466506.511922 + Penalty 4935.658931 = -461570.852990 nChanged 29 SP:Iteration 31Q (345.319747 sec): 3 clusters Score: Raw -466515.083875 + Penalty 4935.658931 = -461579.424943 nChanged 19 SP:Iteration 32Q (345.394048 sec): 3 clusters Score: Raw -466519.145317 + Penalty 4935.658931 = -461583.486386 nChanged 21 SP:Iteration 33Q (345.494209 sec): 3 clusters Score: Raw -466524.469279 + Penalty 4935.658931 = -461588.810348 nChanged 15 SP:Iteration 34Q (345.637994 sec): 3 clusters Score: Raw -466529.180240 + Penalty 4935.658931 = -461593.521308 nChanged 18 SP:Iteration 35Q (345.703414 sec): 3 clusters Score: Raw -466536.153302 + Penalty 4935.658931 = -461600.494370 nChanged 25 SP:Iteration 36Q (345.774481 sec): 3 clusters Score: Raw -466542.809907 + Penalty 4935.658931 = -461607.150976 nChanged 13 SP:Iteration 37Q (345.915877 sec): 3 clusters Score: Raw -466545.901188 + Penalty 4935.658931 = -461610.242256 nChanged 8 SP:Iteration 38Q (346.050130 sec): 3 clusters Score: Raw -466547.385263 + Penalty 4935.658931 = -461611.726332 nChanged 6 SP:Iteration 39Q (346.170587 sec): 3 clusters Score: Raw -466548.413299 + Penalty 4935.658931 = -461612.754368 nChanged 4 SP:Iteration 40F (346.301853 sec): 3 clusters Score: Raw -466548.884774 + Penalty 4935.658931 = -461613.225842 nChanged 4 SP:Iteration 41Q (346.427902 sec): 3 clusters Score: Raw -466549.446795 + Penalty 4935.658931 = -461613.787864 nChanged 2 SP:Iteration 42Q (346.555304 sec): 3 clusters Score: Raw -466549.821653 + Penalty 4935.658931 = -461614.162722 nChanged 2 SP:Iteration 43Q (346.679249 sec): 3 clusters Score: Raw -466550.271647 + Penalty 4935.658931 = -461614.612715 nChanged 4 SP:Iteration 44Q (346.796842 sec): 3 clusters Score: Raw -466551.189557 + Penalty 4935.658931 = -461615.530626 nChanged 4 SP:Iteration 45Q (346.932180 sec): 3 clusters Score: Raw -466551.933667 + Penalty 4935.658931 = -461616.274735 nChanged 1 SP:Iteration 46Q (347.072931 sec): 3 clusters Score: Raw -466551.987626 + Penalty 4935.658931 = -461616.328694 nChanged 0 SP:Iteration 47F (347.214266 sec): 3 clusters Score: Raw -466551.987626 + Penalty 4935.658931 = -461616.328694 nChanged 0 Trying to split cluster 3 (8079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (347.317296 sec): 2 clusters Score: Raw -415016.713211 + Penalty 2375.214173 = -412641.499039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (347.447234 sec): 3 clusters Score: Raw -410823.135920 + Penalty 4750.428345 = -406072.707574 nChanged 3230 SP:Iteration 1F (347.570731 sec): 3 clusters Score: Raw -412588.219463 + Penalty 4750.428345 = -407837.791117 nChanged 603 SP:Iteration 2F (347.669112 sec): 3 clusters Score: Raw -412914.826221 + Penalty 4750.428345 = -408164.397875 nChanged 451 SP:Iteration 3F (347.799177 sec): 3 clusters Score: Raw -413142.302477 + Penalty 4750.428345 = -408391.874131 nChanged 337 SP:Iteration 4Q (347.921460 sec): 3 clusters Score: Raw -413303.550224 + Penalty 4750.428345 = -408553.121878 nChanged 294 SP:Iteration 5Q (348.042142 sec): 3 clusters Score: Raw -413431.468564 + Penalty 4750.428345 = -408681.040218 nChanged 243 SP:Iteration 6Q (348.162843 sec): 3 clusters Score: Raw -413532.147311 + Penalty 4750.428345 = -408781.718965 nChanged 196 SP:Iteration 7Q (348.296973 sec): 3 clusters Score: Raw -413623.343624 + Penalty 4750.428345 = -408872.915278 nChanged 197 SP:Iteration 8Q (348.420214 sec): 3 clusters Score: Raw -413708.171057 + Penalty 4750.428345 = -408957.742711 nChanged 199 SP:Iteration 9Q (348.554729 sec): 3 clusters Score: Raw -413788.657847 + Penalty 4750.428345 = -409038.229501 nChanged 181 SP:Iteration 10Q (348.701172 sec): 3 clusters Score: Raw -413871.283927 + Penalty 4750.428345 = -409120.855581 nChanged 186 SP:Iteration 11Q (348.806655 sec): 3 clusters Score: Raw -413954.077751 + Penalty 4750.428345 = -409203.649405 nChanged 167 SP:Iteration 12Q (348.931991 sec): 3 clusters Score: Raw -414030.261384 + Penalty 4750.428345 = -409279.833038 nChanged 181 SP:Iteration 13Q (349.062067 sec): 3 clusters Score: Raw -414111.132286 + Penalty 4750.428345 = -409360.703940 nChanged 168 SP:Iteration 14Q (349.189720 sec): 3 clusters Score: Raw -414191.296205 + Penalty 4750.428345 = -409440.867860 nChanged 164 SP:Iteration 15Q (349.314680 sec): 3 clusters Score: Raw -414274.416478 + Penalty 4750.428345 = -409523.988133 nChanged 176 SP:Iteration 16Q (349.443691 sec): 3 clusters Score: Raw -414359.177261 + Penalty 4750.428345 = -409608.748915 nChanged 160 SP:Iteration 17Q (349.564475 sec): 3 clusters Score: Raw -414429.962594 + Penalty 4750.428345 = -409679.534248 nChanged 137 SP:Iteration 18Q (349.722081 sec): 3 clusters Score: Raw -414496.314711 + Penalty 4750.428345 = -409745.886366 nChanged 129 SP:Iteration 19Q (349.837132 sec): 3 clusters Score: Raw -414550.852752 + Penalty 4750.428345 = -409800.424407 nChanged 111 SP:Iteration 20F (349.920404 sec): 3 clusters Score: Raw -414593.258346 + Penalty 4750.428345 = -409842.830000 nChanged 94 SP:Iteration 21Q (350.035824 sec): 3 clusters Score: Raw -414625.020048 + Penalty 4750.428345 = -409874.591703 nChanged 82 SP:Iteration 22Q (350.155271 sec): 3 clusters Score: Raw -414655.344066 + Penalty 4750.428345 = -409904.915720 nChanged 77 SP:Iteration 23Q (350.283391 sec): 3 clusters Score: Raw -414682.094004 + Penalty 4750.428345 = -409931.665659 nChanged 56 SP:Iteration 24Q (350.414176 sec): 3 clusters Score: Raw -414699.768486 + Penalty 4750.428345 = -409949.340141 nChanged 53 SP:Iteration 25Q (350.497900 sec): 3 clusters Score: Raw -414715.490049 + Penalty 4750.428345 = -409965.061704 nChanged 47 SP:Iteration 26Q (350.629450 sec): 3 clusters Score: Raw -414731.715423 + Penalty 4750.428345 = -409981.287077 nChanged 52 SP:Iteration 27Q (350.763199 sec): 3 clusters Score: Raw -414748.563243 + Penalty 4750.428345 = -409998.134897 nChanged 57 SP:Iteration 28Q (350.860071 sec): 3 clusters Score: Raw -414766.282612 + Penalty 4750.428345 = -410015.854267 nChanged 59 SP:Iteration 29Q (351.013833 sec): 3 clusters Score: Raw -414785.085096 + Penalty 4750.428345 = -410034.656751 nChanged 53 SP:Iteration 30Q (351.135895 sec): 3 clusters Score: Raw -414803.005822 + Penalty 4750.428345 = -410052.577477 nChanged 50 SP:Iteration 31Q (351.247782 sec): 3 clusters Score: Raw -414816.138646 + Penalty 4750.428345 = -410065.710301 nChanged 35 SP:Iteration 32Q (351.400186 sec): 3 clusters Score: Raw -414826.032566 + Penalty 4750.428345 = -410075.604220 nChanged 27 SP:Iteration 33Q (351.527334 sec): 3 clusters Score: Raw -414834.524370 + Penalty 4750.428345 = -410084.096025 nChanged 32 SP:Iteration 34Q (351.625206 sec): 3 clusters Score: Raw -414844.114441 + Penalty 4750.428345 = -410093.686096 nChanged 43 SP:Iteration 35Q (351.754892 sec): 3 clusters Score: Raw -414858.998534 + Penalty 4750.428345 = -410108.570189 nChanged 46 SP:Iteration 36Q (351.876973 sec): 3 clusters Score: Raw -414870.813760 + Penalty 4750.428345 = -410120.385415 nChanged 44 SP:Iteration 37Q (351.986580 sec): 3 clusters Score: Raw -414882.919383 + Penalty 4750.428345 = -410132.491038 nChanged 38 SP:Iteration 38Q (352.107376 sec): 3 clusters Score: Raw -414892.788694 + Penalty 4750.428345 = -410142.360348 nChanged 35 SP:Iteration 39Q (352.233375 sec): 3 clusters Score: Raw -414901.379592 + Penalty 4750.428345 = -410150.951247 nChanged 25 SP:Iteration 40F (352.376950 sec): 3 clusters Score: Raw -414907.568350 + Penalty 4750.428345 = -410157.140005 nChanged 25 SP:Iteration 41Q (352.507299 sec): 3 clusters Score: Raw -414912.863880 + Penalty 4750.428345 = -410162.435535 nChanged 24 SP:Iteration 42Q (352.618930 sec): 3 clusters Score: Raw -414918.824714 + Penalty 4750.428345 = -410168.396368 nChanged 23 SP:Iteration 43Q (352.731104 sec): 3 clusters Score: Raw -414923.432956 + Penalty 4750.428345 = -410173.004610 nChanged 30 SP:Iteration 44Q (352.864079 sec): 3 clusters Score: Raw -414930.774130 + Penalty 4750.428345 = -410180.345785 nChanged 24 SP:Iteration 45Q (352.961412 sec): 3 clusters Score: Raw -414937.777998 + Penalty 4750.428345 = -410187.349652 nChanged 25 SP:Iteration 46Q (353.085519 sec): 3 clusters Score: Raw -414945.321980 + Penalty 4750.428345 = -410194.893635 nChanged 31 SP:Iteration 47Q (353.230148 sec): 3 clusters Score: Raw -414954.390086 + Penalty 4750.428345 = -410203.961741 nChanged 34 SP:Iteration 48Q (353.330801 sec): 3 clusters Score: Raw -414963.627787 + Penalty 4750.428345 = -410213.199442 nChanged 29 SP:Iteration 49Q (353.445172 sec): 3 clusters Score: Raw -414972.010598 + Penalty 4750.428345 = -410221.582253 nChanged 33 SP:Iteration 50Q (353.583564 sec): 3 clusters Score: Raw -414983.493531 + Penalty 4750.428345 = -410233.065185 nChanged 32 SP:Iteration 51Q (353.696114 sec): 3 clusters Score: Raw -414993.881370 + Penalty 4750.428345 = -410243.453024 nChanged 39 SP:Iteration 52Q (353.826082 sec): 3 clusters Score: Raw -415006.796179 + Penalty 4750.428345 = -410256.367833 nChanged 29 SP:Iteration 53Q (353.958048 sec): 3 clusters Score: Raw -415016.166733 + Penalty 4750.428345 = -410265.738388 nChanged 21 SP:Iteration 54Q (354.066852 sec): 3 clusters Score: Raw -415023.631647 + Penalty 4750.428345 = -410273.203301 nChanged 24 SP:Iteration 55Q (354.184686 sec): 3 clusters Score: Raw -415032.486392 + Penalty 4750.428345 = -410282.058046 nChanged 27 SP:Iteration 56Q (354.292780 sec): 3 clusters Score: Raw -415042.335590 + Penalty 4750.428345 = -410291.907244 nChanged 29 SP:Iteration 57Q (354.408985 sec): 3 clusters Score: Raw -415050.772608 + Penalty 4750.428345 = -410300.344262 nChanged 21 SP:Iteration 58Q (354.553015 sec): 3 clusters Score: Raw -415056.175359 + Penalty 4750.428345 = -410305.747013 nChanged 14 SP:Iteration 59Q (354.649561 sec): 3 clusters Score: Raw -415061.240877 + Penalty 4750.428345 = -410310.812531 nChanged 22 SP:Iteration 60F (354.776118 sec): 3 clusters Score: Raw -415067.717670 + Penalty 4750.428345 = -410317.289324 nChanged 15 SP:Iteration 61Q (354.901208 sec): 3 clusters Score: Raw -415073.002684 + Penalty 4750.428345 = -410322.574338 nChanged 18 SP:Iteration 62Q (355.001726 sec): 3 clusters Score: Raw -415078.522339 + Penalty 4750.428345 = -410328.093993 nChanged 16 SP:Iteration 63Q (355.146366 sec): 3 clusters Score: Raw -415083.609214 + Penalty 4750.428345 = -410333.180869 nChanged 17 SP:Iteration 64Q (355.277020 sec): 3 clusters Score: Raw -415088.859177 + Penalty 4750.428345 = -410338.430832 nChanged 20 SP:Iteration 65Q (355.365729 sec): 3 clusters Score: Raw -415094.629031 + Penalty 4750.428345 = -410344.200685 nChanged 18 SP:Iteration 66Q (355.506889 sec): 3 clusters Score: Raw -415100.576694 + Penalty 4750.428345 = -410350.148349 nChanged 16 SP:Iteration 67Q (355.632528 sec): 3 clusters Score: Raw -415104.914840 + Penalty 4750.428345 = -410354.486495 nChanged 15 SP:Iteration 68Q (355.763959 sec): 3 clusters Score: Raw -415109.337642 + Penalty 4750.428345 = -410358.909297 nChanged 21 SP:Iteration 69Q (355.867914 sec): 3 clusters Score: Raw -415115.435706 + Penalty 4750.428345 = -410365.007361 nChanged 20 SP:Iteration 70Q (356.011752 sec): 3 clusters Score: Raw -415121.850131 + Penalty 4750.428345 = -410371.421785 nChanged 22 SP:Iteration 71Q (356.125009 sec): 3 clusters Score: Raw -415129.448721 + Penalty 4750.428345 = -410379.020376 nChanged 19 SP:Iteration 72Q (356.218902 sec): 3 clusters Score: Raw -415135.368711 + Penalty 4750.428345 = -410384.940365 nChanged 19 SP:Iteration 73Q (356.338643 sec): 3 clusters Score: Raw -415142.641614 + Penalty 4750.428345 = -410392.213268 nChanged 23 SP:Iteration 74Q (356.467888 sec): 3 clusters Score: Raw -415150.822626 + Penalty 4750.428345 = -410400.394281 nChanged 32 SP:Iteration 75Q (356.597931 sec): 3 clusters Score: Raw -415162.214987 + Penalty 4750.428345 = -410411.786642 nChanged 27 SP:Iteration 76Q (356.721478 sec): 3 clusters Score: Raw -415171.866125 + Penalty 4750.428345 = -410421.437780 nChanged 27 SP:Iteration 77Q (356.858324 sec): 3 clusters Score: Raw -415180.254492 + Penalty 4750.428345 = -410429.826147 nChanged 18 SP:Iteration 78Q (356.970410 sec): 3 clusters Score: Raw -415185.802380 + Penalty 4750.428345 = -410435.374035 nChanged 12 SP:Iteration 79Q (357.096033 sec): 3 clusters Score: Raw -415187.854618 + Penalty 4750.428345 = -410437.426273 nChanged 6 SP:Iteration 80F (357.239664 sec): 3 clusters Score: Raw -415189.655717 + Penalty 4750.428345 = -410439.227372 nChanged 5 SP:Iteration 81Q (357.337027 sec): 3 clusters Score: Raw -415190.911035 + Penalty 4750.428345 = -410440.482690 nChanged 5 SP:Iteration 82Q (357.459976 sec): 3 clusters Score: Raw -415191.856246 + Penalty 4750.428345 = -410441.427901 nChanged 4 SP:Iteration 83Q (357.573982 sec): 3 clusters Score: Raw -415192.712136 + Penalty 4750.428345 = -410442.283791 nChanged 4 SP:Iteration 84Q (357.705782 sec): 3 clusters Score: Raw -415193.687111 + Penalty 4750.428345 = -410443.258766 nChanged 9 SP:Iteration 85Q (357.845492 sec): 3 clusters Score: Raw -415196.217287 + Penalty 4750.428345 = -410445.788942 nChanged 10 SP:Iteration 86Q (357.979988 sec): 3 clusters Score: Raw -415199.567850 + Penalty 4750.428345 = -410449.139505 nChanged 7 SP:Iteration 87Q (358.078549 sec): 3 clusters Score: Raw -415201.329346 + Penalty 4750.428345 = -410450.901001 nChanged 8 SP:Iteration 88Q (358.207395 sec): 3 clusters Score: Raw -415203.792724 + Penalty 4750.428345 = -410453.364378 nChanged 12 SP:Iteration 89Q (358.290098 sec): 3 clusters Score: Raw -415207.000791 + Penalty 4750.428345 = -410456.572446 nChanged 9 SP:Iteration 90Q (358.407214 sec): 3 clusters Score: Raw -415209.925951 + Penalty 4750.428345 = -410459.497605 nChanged 7 SP:Iteration 91Q (358.520631 sec): 3 clusters Score: Raw -415213.009565 + Penalty 4750.428345 = -410462.581220 nChanged 13 SP:Iteration 92Q (358.640329 sec): 3 clusters Score: Raw -415218.844592 + Penalty 4750.428345 = -410468.416246 nChanged 13 SP:Iteration 93Q (358.768277 sec): 3 clusters Score: Raw -415222.577375 + Penalty 4750.428345 = -410472.149029 nChanged 9 SP:Iteration 94Q (358.885008 sec): 3 clusters Score: Raw -415225.114419 + Penalty 4750.428345 = -410474.686074 nChanged 8 SP:Iteration 95Q (359.031667 sec): 3 clusters Score: Raw -415227.360571 + Penalty 4750.428345 = -410476.932226 nChanged 3 SP:Iteration 96Q (359.168039 sec): 3 clusters Score: Raw -415228.339124 + Penalty 4750.428345 = -410477.910779 nChanged 4 SP:Iteration 97Q (359.295772 sec): 3 clusters Score: Raw -415229.858526 + Penalty 4750.428345 = -410479.430180 nChanged 2 SP:Iteration 98Q (359.350674 sec): 3 clusters Score: Raw -415230.317935 + Penalty 4750.428345 = -410479.889590 nChanged 2 SP:Iteration 99Q (359.410110 sec): 3 clusters Score: Raw -415230.634474 + Penalty 4750.428345 = -410480.206129 nChanged 2 SP:Iteration 100F (359.553056 sec): 3 clusters Score: Raw -415231.389331 + Penalty 4750.428345 = -410480.960985 nChanged 3 SP:Iteration 101Q (359.653082 sec): 3 clusters Score: Raw -415232.362978 + Penalty 4750.428345 = -410481.934633 nChanged 5 SP:Iteration 102Q (359.707529 sec): 3 clusters Score: Raw -415233.335788 + Penalty 4750.428345 = -410482.907443 nChanged 2 SP:Iteration 103Q (359.803530 sec): 3 clusters Score: Raw -415233.856102 + Penalty 4750.428345 = -410483.427756 nChanged 3 SP:Iteration 104Q (359.945021 sec): 3 clusters Score: Raw -415234.831440 + Penalty 4750.428345 = -410484.403095 nChanged 5 SP:Iteration 105Q (360.065616 sec): 3 clusters Score: Raw -415236.095800 + Penalty 4750.428345 = -410485.667455 nChanged 7 SP:Iteration 106Q (360.180008 sec): 3 clusters Score: Raw -415237.931906 + Penalty 4750.428345 = -410487.503560 nChanged 7 SP:Iteration 107Q (360.260593 sec): 3 clusters Score: Raw -415239.807303 + Penalty 4750.428345 = -410489.378957 nChanged 5 SP:Iteration 108Q (360.392572 sec): 3 clusters Score: Raw -415241.037588 + Penalty 4750.428345 = -410490.609243 nChanged 6 SP:Iteration 109Q (360.516886 sec): 3 clusters Score: Raw -415242.785383 + Penalty 4750.428345 = -410492.357037 nChanged 6 SP:Iteration 110Q (360.635884 sec): 3 clusters Score: Raw -415244.082096 + Penalty 4750.428345 = -410493.653751 nChanged 3 SP:Iteration 111Q (360.745040 sec): 3 clusters Score: Raw -415245.168575 + Penalty 4750.428345 = -410494.740229 nChanged 2 SP:Iteration 112Q (360.877071 sec): 3 clusters Score: Raw -415245.692196 + Penalty 4750.428345 = -410495.263851 nChanged 0 SP:Iteration 113F (361.018489 sec): 3 clusters Score: Raw -415245.692196 + Penalty 4750.428345 = -410495.263851 nChanged 0 Trying to split cluster 4 (7685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (361.092758 sec): 2 clusters Score: Raw -338496.158967 + Penalty 2362.014773 = -336134.144194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (361.222438 sec): 3 clusters Score: Raw -334544.636627 + Penalty 4724.029546 = -329820.607081 nChanged 3122 SP:Iteration 1F (361.346747 sec): 3 clusters Score: Raw -336423.222051 + Penalty 4724.029546 = -331699.192505 nChanged 620 SP:Iteration 2F (361.474858 sec): 3 clusters Score: Raw -336810.602664 + Penalty 4724.029546 = -332086.573117 nChanged 422 SP:Iteration 3F (361.595144 sec): 3 clusters Score: Raw -337047.953624 + Penalty 4724.029546 = -332323.924077 nChanged 362 SP:Iteration 4Q (361.718670 sec): 3 clusters Score: Raw -337265.687944 + Penalty 4724.029546 = -332541.658398 nChanged 345 SP:Iteration 5Q (361.831858 sec): 3 clusters Score: Raw -337480.576937 + Penalty 4724.029546 = -332756.547391 nChanged 312 SP:Iteration 6Q (361.975143 sec): 3 clusters Score: Raw -337682.202257 + Penalty 4724.029546 = -332958.172711 nChanged 303 SP:Iteration 7Q (362.066721 sec): 3 clusters Score: Raw -337868.819592 + Penalty 4724.029546 = -333144.790045 nChanged 289 SP:Iteration 8Q (362.190634 sec): 3 clusters Score: Raw -338029.640071 + Penalty 4724.029546 = -333305.610525 nChanged 246 SP:Iteration 9Q (362.315327 sec): 3 clusters Score: Raw -338163.784762 + Penalty 4724.029546 = -333439.755216 nChanged 219 SP:Iteration 10Q (362.432695 sec): 3 clusters Score: Raw -338295.723569 + Penalty 4724.029546 = -333571.694022 nChanged 220 SP:Iteration 11Q (362.559408 sec): 3 clusters Score: Raw -338435.243553 + Penalty 4724.029546 = -333711.214007 nChanged 200 SP:Iteration 12Q (362.679150 sec): 3 clusters Score: Raw -338546.330056 + Penalty 4724.029546 = -333822.300510 nChanged 178 SP:Iteration 13Q (362.799059 sec): 3 clusters Score: Raw -338640.218471 + Penalty 4724.029546 = -333916.188924 nChanged 170 SP:Iteration 14Q (362.935972 sec): 3 clusters Score: Raw -338736.998990 + Penalty 4724.029546 = -334012.969443 nChanged 178 SP:Iteration 15Q (363.041620 sec): 3 clusters Score: Raw -338839.922505 + Penalty 4724.029546 = -334115.892959 nChanged 175 SP:Iteration 16Q (363.166425 sec): 3 clusters Score: Raw -338936.337901 + Penalty 4724.029546 = -334212.308355 nChanged 145 SP:Iteration 17Q (363.287786 sec): 3 clusters Score: Raw -339023.297433 + Penalty 4724.029546 = -334299.267886 nChanged 146 SP:Iteration 18Q (363.398757 sec): 3 clusters Score: Raw -339117.456503 + Penalty 4724.029546 = -334393.426957 nChanged 160 SP:Iteration 19Q (363.513257 sec): 3 clusters Score: Raw -339223.691869 + Penalty 4724.029546 = -334499.662322 nChanged 144 SP:Iteration 20F (363.641291 sec): 3 clusters Score: Raw -339303.782003 + Penalty 4724.029546 = -334579.752456 nChanged 111 SP:Iteration 21Q (363.770864 sec): 3 clusters Score: Raw -339354.449640 + Penalty 4724.029546 = -334630.420093 nChanged 95 SP:Iteration 22Q (363.894213 sec): 3 clusters Score: Raw -339394.886438 + Penalty 4724.029546 = -334670.856892 nChanged 63 SP:Iteration 23Q (364.011529 sec): 3 clusters Score: Raw -339418.737556 + Penalty 4724.029546 = -334694.708009 nChanged 64 SP:Iteration 24Q (364.134796 sec): 3 clusters Score: Raw -339441.982690 + Penalty 4724.029546 = -334717.953143 nChanged 64 SP:Iteration 25Q (364.258721 sec): 3 clusters Score: Raw -339464.828193 + Penalty 4724.029546 = -334740.798647 nChanged 64 SP:Iteration 26Q (364.379021 sec): 3 clusters Score: Raw -339492.963308 + Penalty 4724.029546 = -334768.933762 nChanged 70 SP:Iteration 27Q (364.504084 sec): 3 clusters Score: Raw -339519.766951 + Penalty 4724.029546 = -334795.737404 nChanged 53 SP:Iteration 28Q (364.615769 sec): 3 clusters Score: Raw -339539.603145 + Penalty 4724.029546 = -334815.573599 nChanged 44 SP:Iteration 29Q (364.725490 sec): 3 clusters Score: Raw -339554.349210 + Penalty 4724.029546 = -334830.319663 nChanged 33 SP:Iteration 30Q (364.845829 sec): 3 clusters Score: Raw -339566.089102 + Penalty 4724.029546 = -334842.059556 nChanged 36 SP:Iteration 31Q (364.970063 sec): 3 clusters Score: Raw -339578.593772 + Penalty 4724.029546 = -334854.564226 nChanged 38 SP:Iteration 32Q (365.088407 sec): 3 clusters Score: Raw -339593.564399 + Penalty 4724.029546 = -334869.534853 nChanged 39 SP:Iteration 33Q (365.203933 sec): 3 clusters Score: Raw -339607.128002 + Penalty 4724.029546 = -334883.098456 nChanged 37 SP:Iteration 34Q (365.317873 sec): 3 clusters Score: Raw -339618.437693 + Penalty 4724.029546 = -334894.408146 nChanged 33 SP:Iteration 35Q (365.429079 sec): 3 clusters Score: Raw -339629.366588 + Penalty 4724.029546 = -334905.337042 nChanged 34 SP:Iteration 36Q (365.533106 sec): 3 clusters Score: Raw -339640.978028 + Penalty 4724.029546 = -334916.948481 nChanged 25 SP:Iteration 37Q (365.644098 sec): 3 clusters Score: Raw -339648.489882 + Penalty 4724.029546 = -334924.460336 nChanged 29 SP:Iteration 38Q (365.758023 sec): 3 clusters Score: Raw -339655.558524 + Penalty 4724.029546 = -334931.528977 nChanged 21 SP:Iteration 39Q (365.907593 sec): 3 clusters Score: Raw -339660.994103 + Penalty 4724.029546 = -334936.964556 nChanged 15 SP:Iteration 40F (366.015567 sec): 3 clusters Score: Raw -339666.291164 + Penalty 4724.029546 = -334942.261618 nChanged 18 SP:Iteration 41Q (366.143980 sec): 3 clusters Score: Raw -339671.786019 + Penalty 4724.029546 = -334947.756472 nChanged 17 SP:Iteration 42Q (366.262036 sec): 3 clusters Score: Raw -339677.580305 + Penalty 4724.029546 = -334953.550759 nChanged 17 SP:Iteration 43Q (366.379276 sec): 3 clusters Score: Raw -339682.587614 + Penalty 4724.029546 = -334958.558068 nChanged 20 SP:Iteration 44Q (366.511119 sec): 3 clusters Score: Raw -339688.899469 + Penalty 4724.029546 = -334964.869923 nChanged 14 SP:Iteration 45Q (366.658953 sec): 3 clusters Score: Raw -339691.851431 + Penalty 4724.029546 = -334967.821885 nChanged 8 SP:Iteration 46Q (366.808916 sec): 3 clusters Score: Raw -339693.891978 + Penalty 4724.029546 = -334969.862432 nChanged 10 SP:Iteration 47Q (366.902186 sec): 3 clusters Score: Raw -339696.400723 + Penalty 4724.029546 = -334972.371177 nChanged 10 SP:Iteration 48Q (367.014098 sec): 3 clusters Score: Raw -339698.840458 + Penalty 4724.029546 = -334974.810912 nChanged 12 SP:Iteration 49Q (367.143309 sec): 3 clusters Score: Raw -339702.116783 + Penalty 4724.029546 = -334978.087237 nChanged 12 SP:Iteration 50Q (367.238863 sec): 3 clusters Score: Raw -339705.551408 + Penalty 4724.029546 = -334981.521861 nChanged 11 SP:Iteration 51Q (367.357645 sec): 3 clusters Score: Raw -339708.349078 + Penalty 4724.029546 = -334984.319531 nChanged 8 SP:Iteration 52Q (367.464273 sec): 3 clusters Score: Raw -339710.201615 + Penalty 4724.029546 = -334986.172069 nChanged 5 SP:Iteration 53Q (367.597340 sec): 3 clusters Score: Raw -339711.612015 + Penalty 4724.029546 = -334987.582469 nChanged 9 SP:Iteration 54Q (367.705259 sec): 3 clusters Score: Raw -339713.873128 + Penalty 4724.029546 = -334989.843582 nChanged 12 SP:Iteration 55Q (367.827594 sec): 3 clusters Score: Raw -339717.969956 + Penalty 4724.029546 = -334993.940410 nChanged 4 SP:Iteration 56Q (367.956742 sec): 3 clusters Score: Raw -339719.158000 + Penalty 4724.029546 = -334995.128454 nChanged 4 SP:Iteration 57Q (368.065170 sec): 3 clusters Score: Raw -339720.192119 + Penalty 4724.029546 = -334996.162573 nChanged 3 SP:Iteration 58Q (368.191575 sec): 3 clusters Score: Raw -339720.901879 + Penalty 4724.029546 = -334996.872332 nChanged 0 SP:Iteration 59F (368.324443 sec): 3 clusters Score: Raw -339720.901879 + Penalty 4724.029546 = -334996.872332 nChanged 0 Trying to split cluster 5 (32563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (368.491244 sec): 2 clusters Score: Raw -1505483.589700 + Penalty 2743.206036 = -1502740.383665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (368.666496 sec): 3 clusters Score: Raw -1486032.621097 + Penalty 5486.412071 = -1480546.209025 nChanged 14610 SP:Iteration 1F (368.864345 sec): 3 clusters Score: Raw -1494121.016332 + Penalty 5486.412071 = -1488634.604260 nChanged 1653 SP:Iteration 2F (369.063694 sec): 3 clusters Score: Raw -1494773.408836 + Penalty 5486.412071 = -1489286.996765 nChanged 1624 SP:Iteration 3Q (369.262961 sec): 3 clusters Score: Raw -1495464.812376 + Penalty 5486.412071 = -1489978.400304 nChanged 1699 SP:Iteration 4F (369.440501 sec): 3 clusters Score: Raw -1496257.800619 + Penalty 5486.412071 = -1490771.388547 nChanged 1777 SP:Iteration 5F (369.663004 sec): 3 clusters Score: Raw -1497114.962831 + Penalty 5486.412071 = -1491628.550759 nChanged 1744 SP:Iteration 6F (369.849854 sec): 3 clusters Score: Raw -1497961.730157 + Penalty 5486.412071 = -1492475.318086 nChanged 1613 SP:Iteration 7Q (370.081088 sec): 3 clusters Score: Raw -1498701.310908 + Penalty 5486.412071 = -1493214.898836 nChanged 1463 SP:Iteration 8Q (370.253990 sec): 3 clusters Score: Raw -1499379.439977 + Penalty 5486.412071 = -1493893.027905 nChanged 1343 SP:Iteration 9Q (370.469627 sec): 3 clusters Score: Raw -1499999.030081 + Penalty 5486.412071 = -1494512.618009 nChanged 1253 SP:Iteration 10Q (370.679277 sec): 3 clusters Score: Raw -1500604.562980 + Penalty 5486.412071 = -1495118.150909 nChanged 1282 SP:Iteration 11Q (370.885763 sec): 3 clusters Score: Raw -1501311.344070 + Penalty 5486.412071 = -1495824.931998 nChanged 1298 SP:Iteration 12Q (371.084408 sec): 3 clusters Score: Raw -1502092.517250 + Penalty 5486.412071 = -1496606.105178 nChanged 1250 SP:Iteration 13Q (371.290188 sec): 3 clusters Score: Raw -1502895.685463 + Penalty 5486.412071 = -1497409.273391 nChanged 1109 SP:Iteration 14Q (371.508181 sec): 3 clusters Score: Raw -1503637.968651 + Penalty 5486.412071 = -1498151.556579 nChanged 898 SP:Iteration 15Q (371.705483 sec): 3 clusters Score: Raw -1504282.187122 + Penalty 5486.412071 = -1498795.775051 nChanged 758 SP:Iteration 16Q (371.880194 sec): 3 clusters Score: Raw -1504844.257381 + Penalty 5486.412071 = -1499357.845310 nChanged 499 SP:Iteration 17Q (372.094164 sec): 3 clusters Score: Raw -1505213.026987 + Penalty 5486.412071 = -1499726.614916 nChanged 327 SP:Iteration 18Q (372.308671 sec): 3 clusters Score: Raw -1505459.029134 + Penalty 5486.412071 = -1499972.617063 nChanged 211 SP:Iteration 19Q (372.541169 sec): 3 clusters Score: Raw -1505607.198688 + Penalty 5486.412071 = -1500120.786616 nChanged 125 SP:Iteration 20F (372.735269 sec): 3 clusters Score: Raw -1505695.072510 + Penalty 5486.412071 = -1500208.660439 nChanged 65 SP:Iteration 21Q (372.936367 sec): 3 clusters Score: Raw -1505748.593989 + Penalty 5486.412071 = -1500262.181917 nChanged 49 SP:Iteration 22Q (373.139367 sec): 3 clusters Score: Raw -1505787.655664 + Penalty 5486.412071 = -1500301.243592 nChanged 40 SP:Iteration 23Q (373.388299 sec): 3 clusters Score: Raw -1505816.443506 + Penalty 5486.412071 = -1500330.031434 nChanged 30 SP:Iteration 24Q (373.594909 sec): 3 clusters Score: Raw -1505841.183193 + Penalty 5486.412071 = -1500354.771122 nChanged 19 SP:Iteration 25Q (373.779228 sec): 3 clusters Score: Raw -1505854.625667 + Penalty 5486.412071 = -1500368.213596 nChanged 9 SP:Iteration 26Q (374.001998 sec): 3 clusters Score: Raw -1505864.145941 + Penalty 5486.412071 = -1500377.733869 nChanged 12 SP:Iteration 27Q (374.198625 sec): 3 clusters Score: Raw -1505873.909506 + Penalty 5486.412071 = -1500387.497435 nChanged 15 SP:Iteration 28Q (374.365264 sec): 3 clusters Score: Raw -1505887.251074 + Penalty 5486.412071 = -1500400.839003 nChanged 16 SP:Iteration 29Q (374.585181 sec): 3 clusters Score: Raw -1505897.227310 + Penalty 5486.412071 = -1500410.815238 nChanged 7 SP:Iteration 30Q (374.791118 sec): 3 clusters Score: Raw -1505903.604819 + Penalty 5486.412071 = -1500417.192748 nChanged 11 SP:Iteration 31Q (374.995388 sec): 3 clusters Score: Raw -1505912.054920 + Penalty 5486.412071 = -1500425.642849 nChanged 9 SP:Iteration 32Q (375.165186 sec): 3 clusters Score: Raw -1505917.766994 + Penalty 5486.412071 = -1500431.354922 nChanged 5 SP:Iteration 33Q (375.342658 sec): 3 clusters Score: Raw -1505922.422401 + Penalty 5486.412071 = -1500436.010329 nChanged 7 SP:Iteration 34Q (375.516311 sec): 3 clusters Score: Raw -1505927.925555 + Penalty 5486.412071 = -1500441.513484 nChanged 8 SP:Iteration 35Q (375.730265 sec): 3 clusters Score: Raw -1505932.470956 + Penalty 5486.412071 = -1500446.058884 nChanged 2 SP:Iteration 36Q (375.901446 sec): 3 clusters Score: Raw -1505933.904473 + Penalty 5486.412071 = -1500447.492402 nChanged 2 SP:Iteration 37Q (376.133961 sec): 3 clusters Score: Raw -1505935.524951 + Penalty 5486.412071 = -1500449.112879 nChanged 2 SP:Iteration 38Q (376.383450 sec): 3 clusters Score: Raw -1505936.737633 + Penalty 5486.412071 = -1500450.325562 nChanged 2 SP:Iteration 39Q (376.600376 sec): 3 clusters Score: Raw -1505937.787562 + Penalty 5486.412071 = -1500451.375491 nChanged 0 SP:Iteration 40F (376.792138 sec): 3 clusters Score: Raw -1505937.787562 + Penalty 5486.412071 = -1500451.375491 nChanged 0 Iteration 99Q (377.366275 sec): 6 clusters Score: Raw -2934143.824946 + Penalty 14656.815491 = -2919487.009455 nChanged 12 Iteration 100F (378.121817 sec): 6 clusters Score: Raw -2934144.643035 + Penalty 14656.815491 = -2919487.827544 nChanged 15 Iteration 101Q (378.676060 sec): 6 clusters Score: Raw -2934145.566496 + Penalty 14656.815491 = -2919488.751005 nChanged 15 Iteration 102Q (379.284029 sec): 6 clusters Score: Raw -2934146.600367 + Penalty 14656.815491 = -2919489.784876 nChanged 11 Iteration 103Q (379.940591 sec): 6 clusters Score: Raw -2934147.287621 + Penalty 14656.815491 = -2919490.472130 nChanged 7 Iteration 104Q (380.549665 sec): 6 clusters Score: Raw -2934147.739342 + Penalty 14656.815491 = -2919490.923851 nChanged 10 Iteration 105Q (381.168378 sec): 6 clusters Score: Raw -2934148.537928 + Penalty 14656.815491 = -2919491.722436 nChanged 11 Iteration 106Q (381.885837 sec): 6 clusters Score: Raw -2934149.125476 + Penalty 14656.815491 = -2919492.309985 nChanged 7 Iteration 107Q (382.480970 sec): 6 clusters Score: Raw -2934149.678989 + Penalty 14656.815491 = -2919492.863498 nChanged 13 Iteration 108Q (383.091726 sec): 6 clusters Score: Raw -2934150.621930 + Penalty 14656.815491 = -2919493.806439 nChanged 10 Iteration 109Q (383.762150 sec): 6 clusters Score: Raw -2934151.256923 + Penalty 14656.815491 = -2919494.441432 nChanged 7 Iteration 110Q (384.365976 sec): 6 clusters Score: Raw -2934151.658023 + Penalty 14656.815491 = -2919494.842532 nChanged 7 Iteration 111Q (385.016156 sec): 6 clusters Score: Raw -2934152.004603 + Penalty 14656.815491 = -2919495.189112 nChanged 3 Iteration 112Q (385.642553 sec): 6 clusters Score: Raw -2934152.204704 + Penalty 14656.815491 = -2919495.389212 nChanged 8 Iteration 113Q (386.183809 sec): 6 clusters Score: Raw -2934152.693396 + Penalty 14656.815491 = -2919495.877905 nChanged 4 Iteration 114Q (386.764000 sec): 6 clusters Score: Raw -2934152.852339 + Penalty 14656.815491 = -2919496.036848 nChanged 2 Iteration 115Q (387.336508 sec): 6 clusters Score: Raw -2934152.929499 + Penalty 14656.815491 = -2919496.114008 nChanged 1 Iteration 116Q (387.889386 sec): 6 clusters Score: Raw -2934152.962050 + Penalty 14656.815491 = -2919496.146558 nChanged 2 Iteration 117Q (388.507683 sec): 6 clusters Score: Raw -2934153.015303 + Penalty 14656.815491 = -2919496.199812 nChanged 0 Iteration 118F (389.099127 sec): 6 clusters Score: Raw -2934153.015303 + Penalty 14656.815491 = -2919496.199812 nChanged 0 Compute initial score before splitting: Score: Raw -2934153.015303 + Penalty 14656.815491 = -2919496.199812 Trying to split cluster 1 (6611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (389.215383 sec): 2 clusters Score: Raw -301900.298969 + Penalty 2322.273415 = -299578.025554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (389.331762 sec): 3 clusters Score: Raw -298629.296128 + Penalty 4644.546829 = -293984.749298 nChanged 2586 SP:Iteration 1F (389.449152 sec): 3 clusters Score: Raw -300288.495969 + Penalty 4644.546829 = -295643.949139 nChanged 560 SP:Iteration 2F (389.572020 sec): 3 clusters Score: Raw -300718.981527 + Penalty 4644.546829 = -296074.434697 nChanged 441 SP:Iteration 3F (389.687321 sec): 3 clusters Score: Raw -301198.535735 + Penalty 4644.546829 = -296553.988906 nChanged 493 SP:Iteration 4F (389.803970 sec): 3 clusters Score: Raw -301781.170452 + Penalty 4644.546829 = -297136.623623 nChanged 493 SP:Iteration 5F (389.912862 sec): 3 clusters Score: Raw -302361.045621 + Penalty 4644.546829 = -297716.498792 nChanged 451 SP:Iteration 6F (390.007908 sec): 3 clusters Score: Raw -302794.618468 + Penalty 4644.546829 = -298150.071638 nChanged 321 SP:Iteration 7Q (390.131472 sec): 3 clusters Score: Raw -303024.419274 + Penalty 4644.546829 = -298379.872445 nChanged 201 SP:Iteration 8Q (390.247656 sec): 3 clusters Score: Raw -303151.895976 + Penalty 4644.546829 = -298507.349147 nChanged 138 SP:Iteration 9Q (390.380283 sec): 3 clusters Score: Raw -303219.849661 + Penalty 4644.546829 = -298575.302832 nChanged 98 SP:Iteration 10Q (390.510581 sec): 3 clusters Score: Raw -303265.450749 + Penalty 4644.546829 = -298620.903919 nChanged 76 SP:Iteration 11Q (390.607559 sec): 3 clusters Score: Raw -303297.102636 + Penalty 4644.546829 = -298652.555806 nChanged 68 SP:Iteration 12Q (390.749148 sec): 3 clusters Score: Raw -303329.982963 + Penalty 4644.546829 = -298685.436133 nChanged 62 SP:Iteration 13Q (390.859050 sec): 3 clusters Score: Raw -303354.065046 + Penalty 4644.546829 = -298709.518217 nChanged 50 SP:Iteration 14Q (390.950648 sec): 3 clusters Score: Raw -303368.552777 + Penalty 4644.546829 = -298724.005947 nChanged 29 SP:Iteration 15Q (391.046405 sec): 3 clusters Score: Raw -303375.795767 + Penalty 4644.546829 = -298731.248937 nChanged 24 SP:Iteration 16Q (391.167993 sec): 3 clusters Score: Raw -303383.195415 + Penalty 4644.546829 = -298738.648585 nChanged 11 SP:Iteration 17Q (391.257395 sec): 3 clusters Score: Raw -303385.325053 + Penalty 4644.546829 = -298740.778224 nChanged 11 SP:Iteration 18Q (391.375344 sec): 3 clusters Score: Raw -303387.778060 + Penalty 4644.546829 = -298743.231230 nChanged 4 SP:Iteration 19Q (391.501892 sec): 3 clusters Score: Raw -303388.670679 + Penalty 4644.546829 = -298744.123850 nChanged 7 SP:Iteration 20F (391.623967 sec): 3 clusters Score: Raw -303390.642327 + Penalty 4644.546829 = -298746.095497 nChanged 8 SP:Iteration 21Q (391.759754 sec): 3 clusters Score: Raw -303392.288723 + Penalty 4644.546829 = -298747.741893 nChanged 7 SP:Iteration 22Q (391.890801 sec): 3 clusters Score: Raw -303394.236913 + Penalty 4644.546829 = -298749.690083 nChanged 9 SP:Iteration 23Q (392.004888 sec): 3 clusters Score: Raw -303395.986701 + Penalty 4644.546829 = -298751.439871 nChanged 3 SP:Iteration 24Q (392.120948 sec): 3 clusters Score: Raw -303396.797533 + Penalty 4644.546829 = -298752.250704 nChanged 4 SP:Iteration 25Q (392.185750 sec): 3 clusters Score: Raw -303397.663126 + Penalty 4644.546829 = -298753.116296 nChanged 3 SP:Iteration 26Q (392.301476 sec): 3 clusters Score: Raw -303398.372717 + Penalty 4644.546829 = -298753.825887 nChanged 1 SP:Iteration 27Q (392.423608 sec): 3 clusters Score: Raw -303398.741160 + Penalty 4644.546829 = -298754.194331 nChanged 0 SP:Iteration 28F (392.536553 sec): 3 clusters Score: Raw -303398.741160 + Penalty 4644.546829 = -298754.194331 nChanged 0 Trying to split cluster 2 (11420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (392.594719 sec): 2 clusters Score: Raw -463002.311090 + Penalty 2466.584072 = -460535.727019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (392.720316 sec): 3 clusters Score: Raw -456889.244711 + Penalty 4933.168143 = -451956.076568 nChanged 4721 SP:Iteration 1F (392.852283 sec): 3 clusters Score: Raw -459656.366441 + Penalty 4933.168143 = -454723.198298 nChanged 932 SP:Iteration 2F (393.018315 sec): 3 clusters Score: Raw -460321.782010 + Penalty 4933.168143 = -455388.613867 nChanged 792 SP:Iteration 3F (393.174391 sec): 3 clusters Score: Raw -460933.768433 + Penalty 4933.168143 = -456000.600290 nChanged 724 SP:Iteration 4F (393.313277 sec): 3 clusters Score: Raw -461459.141876 + Penalty 4933.168143 = -456525.973733 nChanged 630 SP:Iteration 5F (393.467063 sec): 3 clusters Score: Raw -461850.885014 + Penalty 4933.168143 = -456917.716870 nChanged 506 SP:Iteration 6Q (393.574478 sec): 3 clusters Score: Raw -462121.775967 + Penalty 4933.168143 = -457188.607824 nChanged 414 SP:Iteration 7Q (393.698520 sec): 3 clusters Score: Raw -462322.070163 + Penalty 4933.168143 = -457388.902020 nChanged 362 SP:Iteration 8Q (393.832491 sec): 3 clusters Score: Raw -462487.105962 + Penalty 4933.168143 = -457553.937819 nChanged 314 SP:Iteration 9Q (393.965967 sec): 3 clusters Score: Raw -462617.079044 + Penalty 4933.168143 = -457683.910901 nChanged 272 SP:Iteration 10Q (394.057142 sec): 3 clusters Score: Raw -462730.858376 + Penalty 4933.168143 = -457797.690233 nChanged 226 SP:Iteration 11Q (394.168108 sec): 3 clusters Score: Raw -462815.780389 + Penalty 4933.168143 = -457882.612246 nChanged 188 SP:Iteration 12Q (394.312720 sec): 3 clusters Score: Raw -462889.198102 + Penalty 4933.168143 = -457956.029958 nChanged 180 SP:Iteration 13Q (394.457773 sec): 3 clusters Score: Raw -462975.270196 + Penalty 4933.168143 = -458042.102053 nChanged 190 SP:Iteration 14Q (394.620490 sec): 3 clusters Score: Raw -463070.587486 + Penalty 4933.168143 = -458137.419343 nChanged 208 SP:Iteration 15Q (394.770618 sec): 3 clusters Score: Raw -463174.581831 + Penalty 4933.168143 = -458241.413688 nChanged 206 SP:Iteration 16Q (394.916779 sec): 3 clusters Score: Raw -463263.482235 + Penalty 4933.168143 = -458330.314092 nChanged 204 SP:Iteration 17Q (395.085428 sec): 3 clusters Score: Raw -463356.765135 + Penalty 4933.168143 = -458423.596992 nChanged 191 SP:Iteration 18Q (395.259161 sec): 3 clusters Score: Raw -463442.257588 + Penalty 4933.168143 = -458509.089444 nChanged 164 SP:Iteration 19Q (395.384762 sec): 3 clusters Score: Raw -463514.344442 + Penalty 4933.168143 = -458581.176299 nChanged 160 SP:Iteration 20F (395.516066 sec): 3 clusters Score: Raw -463590.681656 + Penalty 4933.168143 = -458657.513512 nChanged 158 SP:Iteration 21Q (395.655186 sec): 3 clusters Score: Raw -463664.148772 + Penalty 4933.168143 = -458730.980629 nChanged 154 SP:Iteration 22Q (395.781591 sec): 3 clusters Score: Raw -463734.317641 + Penalty 4933.168143 = -458801.149498 nChanged 134 SP:Iteration 23Q (395.889206 sec): 3 clusters Score: Raw -463798.411463 + Penalty 4933.168143 = -458865.243320 nChanged 129 SP:Iteration 24Q (396.004490 sec): 3 clusters Score: Raw -463847.724162 + Penalty 4933.168143 = -458914.556019 nChanged 124 SP:Iteration 25Q (396.148197 sec): 3 clusters Score: Raw -463904.969155 + Penalty 4933.168143 = -458971.801012 nChanged 110 SP:Iteration 26Q (396.255526 sec): 3 clusters Score: Raw -463955.464405 + Penalty 4933.168143 = -459022.296262 nChanged 96 SP:Iteration 27Q (396.426637 sec): 3 clusters Score: Raw -463992.051978 + Penalty 4933.168143 = -459058.883835 nChanged 76 SP:Iteration 28Q (396.511661 sec): 3 clusters Score: Raw -464017.997381 + Penalty 4933.168143 = -459084.829238 nChanged 60 SP:Iteration 29Q (396.646889 sec): 3 clusters Score: Raw -464039.725857 + Penalty 4933.168143 = -459106.557714 nChanged 61 SP:Iteration 30Q (396.776701 sec): 3 clusters Score: Raw -464064.855334 + Penalty 4933.168143 = -459131.687191 nChanged 60 SP:Iteration 31Q (396.920550 sec): 3 clusters Score: Raw -464087.763129 + Penalty 4933.168143 = -459154.594986 nChanged 52 SP:Iteration 32Q (397.030937 sec): 3 clusters Score: Raw -464108.034740 + Penalty 4933.168143 = -459174.866597 nChanged 46 SP:Iteration 33Q (397.164741 sec): 3 clusters Score: Raw -464126.428853 + Penalty 4933.168143 = -459193.260710 nChanged 45 SP:Iteration 34Q (397.319294 sec): 3 clusters Score: Raw -464144.135238 + Penalty 4933.168143 = -459210.967094 nChanged 51 SP:Iteration 35Q (397.441051 sec): 3 clusters Score: Raw -464161.684814 + Penalty 4933.168143 = -459228.516671 nChanged 42 SP:Iteration 36Q (397.583111 sec): 3 clusters Score: Raw -464179.455687 + Penalty 4933.168143 = -459246.287544 nChanged 43 SP:Iteration 37Q (397.731416 sec): 3 clusters Score: Raw -464193.449862 + Penalty 4933.168143 = -459260.281719 nChanged 39 SP:Iteration 38Q (397.835910 sec): 3 clusters Score: Raw -464207.627014 + Penalty 4933.168143 = -459274.458871 nChanged 37 SP:Iteration 39Q (397.947161 sec): 3 clusters Score: Raw -464223.148385 + Penalty 4933.168143 = -459289.980242 nChanged 25 SP:Iteration 40F (398.065593 sec): 3 clusters Score: Raw -464232.668090 + Penalty 4933.168143 = -459299.499947 nChanged 31 SP:Iteration 41Q (398.185663 sec): 3 clusters Score: Raw -464241.179252 + Penalty 4933.168143 = -459308.011109 nChanged 28 SP:Iteration 42Q (398.299811 sec): 3 clusters Score: Raw -464249.018070 + Penalty 4933.168143 = -459315.849926 nChanged 15 SP:Iteration 43Q (398.441720 sec): 3 clusters Score: Raw -464252.602238 + Penalty 4933.168143 = -459319.434095 nChanged 12 SP:Iteration 44Q (398.584562 sec): 3 clusters Score: Raw -464255.898261 + Penalty 4933.168143 = -459322.730118 nChanged 8 SP:Iteration 45Q (398.708980 sec): 3 clusters Score: Raw -464258.323896 + Penalty 4933.168143 = -459325.155753 nChanged 7 SP:Iteration 46Q (398.820711 sec): 3 clusters Score: Raw -464261.053365 + Penalty 4933.168143 = -459327.885222 nChanged 8 SP:Iteration 47Q (398.948526 sec): 3 clusters Score: Raw -464262.669314 + Penalty 4933.168143 = -459329.501171 nChanged 8 SP:Iteration 48Q (399.076576 sec): 3 clusters Score: Raw -464264.582684 + Penalty 4933.168143 = -459331.414541 nChanged 14 SP:Iteration 49Q (399.204272 sec): 3 clusters Score: Raw -464267.365734 + Penalty 4933.168143 = -459334.197591 nChanged 8 SP:Iteration 50Q (399.325580 sec): 3 clusters Score: Raw -464269.562285 + Penalty 4933.168143 = -459336.394142 nChanged 10 SP:Iteration 51Q (399.471591 sec): 3 clusters Score: Raw -464272.036653 + Penalty 4933.168143 = -459338.868509 nChanged 9 SP:Iteration 52Q (399.608486 sec): 3 clusters Score: Raw -464274.056559 + Penalty 4933.168143 = -459340.888416 nChanged 3 SP:Iteration 53Q (399.737878 sec): 3 clusters Score: Raw -464274.596553 + Penalty 4933.168143 = -459341.428410 nChanged 3 SP:Iteration 54Q (399.859575 sec): 3 clusters Score: Raw -464275.500108 + Penalty 4933.168143 = -459342.331965 nChanged 1 SP:Iteration 55Q (400.010408 sec): 3 clusters Score: Raw -464275.559084 + Penalty 4933.168143 = -459342.390940 nChanged 0 SP:Iteration 56F (400.130557 sec): 3 clusters Score: Raw -464275.559084 + Penalty 4933.168143 = -459342.390940 nChanged 0 Trying to split cluster 3 (8102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (400.209193 sec): 2 clusters Score: Raw -415737.452885 + Penalty 2375.964683 = -413361.488202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (400.343705 sec): 3 clusters Score: Raw -411569.026543 + Penalty 4751.929366 = -406817.097177 nChanged 3262 SP:Iteration 1F (400.477554 sec): 3 clusters Score: Raw -413320.107127 + Penalty 4751.929366 = -408568.177761 nChanged 578 SP:Iteration 2F (400.577984 sec): 3 clusters Score: Raw -413611.146907 + Penalty 4751.929366 = -408859.217541 nChanged 408 SP:Iteration 3F (400.697615 sec): 3 clusters Score: Raw -413799.499939 + Penalty 4751.929366 = -409047.570573 nChanged 301 SP:Iteration 4Q (400.806826 sec): 3 clusters Score: Raw -413933.238623 + Penalty 4751.929366 = -409181.309257 nChanged 263 SP:Iteration 5Q (400.948653 sec): 3 clusters Score: Raw -414044.434779 + Penalty 4751.929366 = -409292.505413 nChanged 245 SP:Iteration 6Q (401.088990 sec): 3 clusters Score: Raw -414151.884418 + Penalty 4751.929366 = -409399.955052 nChanged 225 SP:Iteration 7Q (401.231370 sec): 3 clusters Score: Raw -414250.968008 + Penalty 4751.929366 = -409499.038642 nChanged 241 SP:Iteration 8Q (401.400657 sec): 3 clusters Score: Raw -414369.498087 + Penalty 4751.929366 = -409617.568721 nChanged 233 SP:Iteration 9Q (401.516545 sec): 3 clusters Score: Raw -414492.509086 + Penalty 4751.929366 = -409740.579720 nChanged 236 SP:Iteration 10Q (401.664229 sec): 3 clusters Score: Raw -414625.868441 + Penalty 4751.929366 = -409873.939075 nChanged 224 SP:Iteration 11Q (401.804748 sec): 3 clusters Score: Raw -414750.043050 + Penalty 4751.929366 = -409998.113684 nChanged 227 SP:Iteration 12Q (401.940786 sec): 3 clusters Score: Raw -414867.210721 + Penalty 4751.929366 = -410115.281355 nChanged 218 SP:Iteration 13Q (402.058420 sec): 3 clusters Score: Raw -414989.169974 + Penalty 4751.929366 = -410237.240608 nChanged 211 SP:Iteration 14Q (402.203293 sec): 3 clusters Score: Raw -415106.855489 + Penalty 4751.929366 = -410354.926123 nChanged 197 SP:Iteration 15Q (402.322379 sec): 3 clusters Score: Raw -415213.722321 + Penalty 4751.929366 = -410461.792954 nChanged 194 SP:Iteration 16Q (402.474817 sec): 3 clusters Score: Raw -415317.009567 + Penalty 4751.929366 = -410565.080201 nChanged 143 SP:Iteration 17Q (402.598439 sec): 3 clusters Score: Raw -415384.951388 + Penalty 4751.929366 = -410633.022021 nChanged 119 SP:Iteration 18Q (402.709592 sec): 3 clusters Score: Raw -415440.763466 + Penalty 4751.929366 = -410688.834100 nChanged 112 SP:Iteration 19Q (402.841043 sec): 3 clusters Score: Raw -415490.929055 + Penalty 4751.929366 = -410738.999688 nChanged 85 SP:Iteration 20F (402.999674 sec): 3 clusters Score: Raw -415533.416285 + Penalty 4751.929366 = -410781.486919 nChanged 94 SP:Iteration 21Q (403.147299 sec): 3 clusters Score: Raw -415572.434410 + Penalty 4751.929366 = -410820.505044 nChanged 83 SP:Iteration 22Q (403.298285 sec): 3 clusters Score: Raw -415603.886611 + Penalty 4751.929366 = -410851.957245 nChanged 68 SP:Iteration 23Q (403.432471 sec): 3 clusters Score: Raw -415632.091265 + Penalty 4751.929366 = -410880.161899 nChanged 61 SP:Iteration 24Q (403.578147 sec): 3 clusters Score: Raw -415656.941427 + Penalty 4751.929366 = -410905.012061 nChanged 49 SP:Iteration 25Q (403.698140 sec): 3 clusters Score: Raw -415676.509708 + Penalty 4751.929366 = -410924.580342 nChanged 52 SP:Iteration 26Q (403.836617 sec): 3 clusters Score: Raw -415699.978462 + Penalty 4751.929366 = -410948.049096 nChanged 55 SP:Iteration 27Q (403.962543 sec): 3 clusters Score: Raw -415723.880537 + Penalty 4751.929366 = -410971.951171 nChanged 52 SP:Iteration 28Q (404.086105 sec): 3 clusters Score: Raw -415744.605843 + Penalty 4751.929366 = -410992.676477 nChanged 49 SP:Iteration 29Q (404.203352 sec): 3 clusters Score: Raw -415766.168645 + Penalty 4751.929366 = -411014.239279 nChanged 36 SP:Iteration 30Q (404.267067 sec): 3 clusters Score: Raw -415779.430308 + Penalty 4751.929366 = -411027.500942 nChanged 24 SP:Iteration 31Q (404.330704 sec): 3 clusters Score: Raw -415786.854223 + Penalty 4751.929366 = -411034.924856 nChanged 17 SP:Iteration 32Q (404.400308 sec): 3 clusters Score: Raw -415793.874240 + Penalty 4751.929366 = -411041.944874 nChanged 25 SP:Iteration 33Q (404.460460 sec): 3 clusters Score: Raw -415805.729284 + Penalty 4751.929366 = -411053.799918 nChanged 26 SP:Iteration 34Q (404.525375 sec): 3 clusters Score: Raw -415814.944260 + Penalty 4751.929366 = -411063.014894 nChanged 14 SP:Iteration 35Q (404.590071 sec): 3 clusters Score: Raw -415820.918360 + Penalty 4751.929366 = -411068.988994 nChanged 18 SP:Iteration 36Q (404.747188 sec): 3 clusters Score: Raw -415827.880086 + Penalty 4751.929366 = -411075.950719 nChanged 12 SP:Iteration 37Q (404.891180 sec): 3 clusters Score: Raw -415832.292677 + Penalty 4751.929366 = -411080.363311 nChanged 13 SP:Iteration 38Q (405.040676 sec): 3 clusters Score: Raw -415836.595922 + Penalty 4751.929366 = -411084.666556 nChanged 9 SP:Iteration 39Q (405.191715 sec): 3 clusters Score: Raw -415839.904705 + Penalty 4751.929366 = -411087.975339 nChanged 12 SP:Iteration 40F (405.326526 sec): 3 clusters Score: Raw -415844.772009 + Penalty 4751.929366 = -411092.842643 nChanged 10 SP:Iteration 41Q (405.471059 sec): 3 clusters Score: Raw -415847.561962 + Penalty 4751.929366 = -411095.632595 nChanged 7 SP:Iteration 42Q (405.604857 sec): 3 clusters Score: Raw -415849.737508 + Penalty 4751.929366 = -411097.808142 nChanged 6 SP:Iteration 43Q (405.743544 sec): 3 clusters Score: Raw -415851.715147 + Penalty 4751.929366 = -411099.785781 nChanged 4 SP:Iteration 44Q (405.881785 sec): 3 clusters Score: Raw -415852.751527 + Penalty 4751.929366 = -411100.822160 nChanged 1 SP:Iteration 45Q (406.006920 sec): 3 clusters Score: Raw -415853.074512 + Penalty 4751.929366 = -411101.145145 nChanged 4 SP:Iteration 46Q (406.129950 sec): 3 clusters Score: Raw -415854.713327 + Penalty 4751.929366 = -411102.783961 nChanged 9 SP:Iteration 47Q (406.235592 sec): 3 clusters Score: Raw -415857.860406 + Penalty 4751.929366 = -411105.931040 nChanged 14 SP:Iteration 48Q (406.383161 sec): 3 clusters Score: Raw -415861.431506 + Penalty 4751.929366 = -411109.502139 nChanged 7 SP:Iteration 49Q (406.507568 sec): 3 clusters Score: Raw -415863.534229 + Penalty 4751.929366 = -411111.604863 nChanged 6 SP:Iteration 50Q (406.612750 sec): 3 clusters Score: Raw -415865.514874 + Penalty 4751.929366 = -411113.585508 nChanged 7 SP:Iteration 51Q (406.741940 sec): 3 clusters Score: Raw -415867.357027 + Penalty 4751.929366 = -411115.427661 nChanged 7 SP:Iteration 52Q (406.869966 sec): 3 clusters Score: Raw -415869.146053 + Penalty 4751.929366 = -411117.216687 nChanged 6 SP:Iteration 53Q (407.014892 sec): 3 clusters Score: Raw -415871.030833 + Penalty 4751.929366 = -411119.101466 nChanged 5 SP:Iteration 54Q (407.155797 sec): 3 clusters Score: Raw -415873.202600 + Penalty 4751.929366 = -411121.273234 nChanged 7 SP:Iteration 55Q (407.272616 sec): 3 clusters Score: Raw -415875.516386 + Penalty 4751.929366 = -411123.587019 nChanged 4 SP:Iteration 56Q (407.439975 sec): 3 clusters Score: Raw -415876.889519 + Penalty 4751.929366 = -411124.960152 nChanged 9 SP:Iteration 57Q (407.556278 sec): 3 clusters Score: Raw -415879.916764 + Penalty 4751.929366 = -411127.987398 nChanged 5 SP:Iteration 58Q (407.694553 sec): 3 clusters Score: Raw -415882.021820 + Penalty 4751.929366 = -411130.092454 nChanged 5 SP:Iteration 59Q (407.822884 sec): 3 clusters Score: Raw -415883.323126 + Penalty 4751.929366 = -411131.393760 nChanged 6 SP:Iteration 60F (407.967820 sec): 3 clusters Score: Raw -415885.810940 + Penalty 4751.929366 = -411133.881574 nChanged 8 SP:Iteration 61Q (408.093872 sec): 3 clusters Score: Raw -415888.928932 + Penalty 4751.929366 = -411136.999566 nChanged 7 SP:Iteration 62Q (408.233220 sec): 3 clusters Score: Raw -415891.765542 + Penalty 4751.929366 = -411139.836176 nChanged 10 SP:Iteration 63Q (408.316047 sec): 3 clusters Score: Raw -415895.132477 + Penalty 4751.929366 = -411143.203111 nChanged 7 SP:Iteration 64Q (408.469718 sec): 3 clusters Score: Raw -415896.842857 + Penalty 4751.929366 = -411144.913491 nChanged 5 SP:Iteration 65Q (408.594830 sec): 3 clusters Score: Raw -415898.139084 + Penalty 4751.929366 = -411146.209718 nChanged 0 SP:Iteration 66F (408.730709 sec): 3 clusters Score: Raw -415898.139084 + Penalty 4751.929366 = -411146.209718 nChanged 0 Trying to split cluster 4 (7659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (408.778579 sec): 2 clusters Score: Raw -337308.839555 + Penalty 2361.120090 = -334947.719465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (408.916808 sec): 3 clusters Score: Raw -333437.333023 + Penalty 4722.240181 = -328715.092842 nChanged 3043 SP:Iteration 1F (409.063496 sec): 3 clusters Score: Raw -335344.615279 + Penalty 4722.240181 = -330622.375098 nChanged 598 SP:Iteration 2F (409.190086 sec): 3 clusters Score: Raw -335727.395919 + Penalty 4722.240181 = -331005.155739 nChanged 447 SP:Iteration 3F (409.361572 sec): 3 clusters Score: Raw -336007.731298 + Penalty 4722.240181 = -331285.491117 nChanged 389 SP:Iteration 4F (409.465702 sec): 3 clusters Score: Raw -336249.999832 + Penalty 4722.240181 = -331527.759652 nChanged 342 SP:Iteration 5Q (409.655246 sec): 3 clusters Score: Raw -336477.705942 + Penalty 4722.240181 = -331755.465761 nChanged 337 SP:Iteration 6Q (409.766920 sec): 3 clusters Score: Raw -336722.006817 + Penalty 4722.240181 = -331999.766636 nChanged 299 SP:Iteration 7Q (409.901621 sec): 3 clusters Score: Raw -336942.485845 + Penalty 4722.240181 = -332220.245664 nChanged 263 SP:Iteration 8Q (409.996106 sec): 3 clusters Score: Raw -337101.884759 + Penalty 4722.240181 = -332379.644578 nChanged 230 SP:Iteration 9Q (410.142293 sec): 3 clusters Score: Raw -337238.012291 + Penalty 4722.240181 = -332515.772110 nChanged 197 SP:Iteration 10Q (410.243271 sec): 3 clusters Score: Raw -337370.028946 + Penalty 4722.240181 = -332647.788765 nChanged 183 SP:Iteration 11Q (410.370370 sec): 3 clusters Score: Raw -337488.797082 + Penalty 4722.240181 = -332766.556901 nChanged 178 SP:Iteration 12Q (410.498191 sec): 3 clusters Score: Raw -337617.173378 + Penalty 4722.240181 = -332894.933197 nChanged 164 SP:Iteration 13Q (410.612127 sec): 3 clusters Score: Raw -337726.458702 + Penalty 4722.240181 = -333004.218521 nChanged 148 SP:Iteration 14Q (410.741370 sec): 3 clusters Score: Raw -337811.561611 + Penalty 4722.240181 = -333089.321431 nChanged 126 SP:Iteration 15Q (410.874284 sec): 3 clusters Score: Raw -337879.032880 + Penalty 4722.240181 = -333156.792700 nChanged 111 SP:Iteration 16Q (411.026121 sec): 3 clusters Score: Raw -337924.555775 + Penalty 4722.240181 = -333202.315594 nChanged 96 SP:Iteration 17Q (411.186495 sec): 3 clusters Score: Raw -337964.824985 + Penalty 4722.240181 = -333242.584804 nChanged 73 SP:Iteration 18Q (411.314816 sec): 3 clusters Score: Raw -338002.107738 + Penalty 4722.240181 = -333279.867558 nChanged 83 SP:Iteration 19Q (411.405788 sec): 3 clusters Score: Raw -338033.023090 + Penalty 4722.240181 = -333310.782909 nChanged 59 SP:Iteration 20F (411.535299 sec): 3 clusters Score: Raw -338055.998644 + Penalty 4722.240181 = -333333.758463 nChanged 43 SP:Iteration 21Q (411.662704 sec): 3 clusters Score: Raw -338074.926396 + Penalty 4722.240181 = -333352.686215 nChanged 57 SP:Iteration 22Q (411.795911 sec): 3 clusters Score: Raw -338101.887004 + Penalty 4722.240181 = -333379.646823 nChanged 48 SP:Iteration 23Q (411.929221 sec): 3 clusters Score: Raw -338116.836731 + Penalty 4722.240181 = -333394.596550 nChanged 35 SP:Iteration 24Q (412.080473 sec): 3 clusters Score: Raw -338126.886364 + Penalty 4722.240181 = -333404.646183 nChanged 29 SP:Iteration 25Q (412.199652 sec): 3 clusters Score: Raw -338136.807914 + Penalty 4722.240181 = -333414.567734 nChanged 29 SP:Iteration 26Q (412.387468 sec): 3 clusters Score: Raw -338144.327221 + Penalty 4722.240181 = -333422.087041 nChanged 26 SP:Iteration 27Q (412.528485 sec): 3 clusters Score: Raw -338153.859603 + Penalty 4722.240181 = -333431.619422 nChanged 30 SP:Iteration 28Q (412.668787 sec): 3 clusters Score: Raw -338161.601923 + Penalty 4722.240181 = -333439.361742 nChanged 23 SP:Iteration 29Q (412.834122 sec): 3 clusters Score: Raw -338168.413777 + Penalty 4722.240181 = -333446.173596 nChanged 24 SP:Iteration 30Q (412.975917 sec): 3 clusters Score: Raw -338177.949144 + Penalty 4722.240181 = -333455.708963 nChanged 30 SP:Iteration 31Q (413.117207 sec): 3 clusters Score: Raw -338187.751197 + Penalty 4722.240181 = -333465.511017 nChanged 20 SP:Iteration 32Q (413.225947 sec): 3 clusters Score: Raw -338195.960536 + Penalty 4722.240181 = -333473.720355 nChanged 22 SP:Iteration 33Q (413.357141 sec): 3 clusters Score: Raw -338203.263267 + Penalty 4722.240181 = -333481.023086 nChanged 19 SP:Iteration 34Q (413.456792 sec): 3 clusters Score: Raw -338209.550580 + Penalty 4722.240181 = -333487.310399 nChanged 22 SP:Iteration 35Q (413.594355 sec): 3 clusters Score: Raw -338215.974287 + Penalty 4722.240181 = -333493.734107 nChanged 17 SP:Iteration 36Q (413.689584 sec): 3 clusters Score: Raw -338220.840428 + Penalty 4722.240181 = -333498.600248 nChanged 10 SP:Iteration 37Q (413.826005 sec): 3 clusters Score: Raw -338224.093151 + Penalty 4722.240181 = -333501.852970 nChanged 12 SP:Iteration 38Q (413.924649 sec): 3 clusters Score: Raw -338228.261355 + Penalty 4722.240181 = -333506.021174 nChanged 17 SP:Iteration 39Q (414.052016 sec): 3 clusters Score: Raw -338232.983783 + Penalty 4722.240181 = -333510.743602 nChanged 14 SP:Iteration 40F (414.178944 sec): 3 clusters Score: Raw -338235.928777 + Penalty 4722.240181 = -333513.688596 nChanged 12 SP:Iteration 41Q (414.300574 sec): 3 clusters Score: Raw -338239.731456 + Penalty 4722.240181 = -333517.491275 nChanged 9 SP:Iteration 42Q (414.464231 sec): 3 clusters Score: Raw -338241.722288 + Penalty 4722.240181 = -333519.482107 nChanged 5 SP:Iteration 43Q (414.555515 sec): 3 clusters Score: Raw -338243.066118 + Penalty 4722.240181 = -333520.825937 nChanged 5 SP:Iteration 44Q (414.681916 sec): 3 clusters Score: Raw -338244.526158 + Penalty 4722.240181 = -333522.285977 nChanged 2 SP:Iteration 45Q (414.801469 sec): 3 clusters Score: Raw -338244.920326 + Penalty 4722.240181 = -333522.680145 nChanged 0 SP:Iteration 46F (414.925400 sec): 3 clusters Score: Raw -338244.920326 + Penalty 4722.240181 = -333522.680145 nChanged 0 Trying to split cluster 5 (32621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (415.103136 sec): 2 clusters Score: Raw -1508337.777634 + Penalty 2743.675844 = -1505594.101790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (415.259038 sec): 3 clusters Score: Raw -1488757.002172 + Penalty 5487.351689 = -1483269.650483 nChanged 14791 SP:Iteration 1F (415.476966 sec): 3 clusters Score: Raw -1497146.933760 + Penalty 5487.351689 = -1491659.582072 nChanged 1861 SP:Iteration 2F (415.699094 sec): 3 clusters Score: Raw -1498020.619481 + Penalty 5487.351689 = -1492533.267792 nChanged 1943 SP:Iteration 3F (415.918328 sec): 3 clusters Score: Raw -1499103.278212 + Penalty 5487.351689 = -1493615.926524 nChanged 2163 SP:Iteration 4F (416.138811 sec): 3 clusters Score: Raw -1500522.545017 + Penalty 5487.351689 = -1495035.193328 nChanged 2312 SP:Iteration 5F (416.338950 sec): 3 clusters Score: Raw -1502207.374118 + Penalty 5487.351689 = -1496720.022429 nChanged 2222 SP:Iteration 6F (416.518263 sec): 3 clusters Score: Raw -1503886.119232 + Penalty 5487.351689 = -1498398.767543 nChanged 1917 SP:Iteration 7F (416.696686 sec): 3 clusters Score: Raw -1505440.654414 + Penalty 5487.351689 = -1499953.302725 nChanged 1459 SP:Iteration 8Q (416.887759 sec): 3 clusters Score: Raw -1506621.590440 + Penalty 5487.351689 = -1501134.238751 nChanged 1005 SP:Iteration 9Q (417.087866 sec): 3 clusters Score: Raw -1507441.349429 + Penalty 5487.351689 = -1501953.997740 nChanged 678 SP:Iteration 10Q (417.288803 sec): 3 clusters Score: Raw -1507973.604586 + Penalty 5487.351689 = -1502486.252898 nChanged 396 SP:Iteration 11Q (417.455768 sec): 3 clusters Score: Raw -1508277.844685 + Penalty 5487.351689 = -1502790.492996 nChanged 253 SP:Iteration 12Q (417.624927 sec): 3 clusters Score: Raw -1508462.810265 + Penalty 5487.351689 = -1502975.458576 nChanged 156 SP:Iteration 13Q (417.824515 sec): 3 clusters Score: Raw -1508570.503092 + Penalty 5487.351689 = -1503083.151403 nChanged 99 SP:Iteration 14Q (418.066701 sec): 3 clusters Score: Raw -1508643.600435 + Penalty 5487.351689 = -1503156.248746 nChanged 73 SP:Iteration 15Q (418.250308 sec): 3 clusters Score: Raw -1508700.569411 + Penalty 5487.351689 = -1503213.217723 nChanged 56 SP:Iteration 16Q (418.431936 sec): 3 clusters Score: Raw -1508744.484593 + Penalty 5487.351689 = -1503257.132904 nChanged 43 SP:Iteration 17Q (418.609838 sec): 3 clusters Score: Raw -1508778.526185 + Penalty 5487.351689 = -1503291.174497 nChanged 21 SP:Iteration 18Q (418.814231 sec): 3 clusters Score: Raw -1508793.804854 + Penalty 5487.351689 = -1503306.453165 nChanged 16 SP:Iteration 19Q (418.985017 sec): 3 clusters Score: Raw -1508805.136904 + Penalty 5487.351689 = -1503317.785216 nChanged 14 SP:Iteration 20F (419.228622 sec): 3 clusters Score: Raw -1508812.929797 + Penalty 5487.351689 = -1503325.578108 nChanged 13 SP:Iteration 21Q (419.409708 sec): 3 clusters Score: Raw -1508821.641702 + Penalty 5487.351689 = -1503334.290014 nChanged 8 SP:Iteration 22Q (419.602500 sec): 3 clusters Score: Raw -1508828.039598 + Penalty 5487.351689 = -1503340.687910 nChanged 5 SP:Iteration 23Q (419.778186 sec): 3 clusters Score: Raw -1508831.255970 + Penalty 5487.351689 = -1503343.904282 nChanged 6 SP:Iteration 24Q (419.968686 sec): 3 clusters Score: Raw -1508835.408347 + Penalty 5487.351689 = -1503348.056658 nChanged 5 SP:Iteration 25Q (420.131090 sec): 3 clusters Score: Raw -1508840.423016 + Penalty 5487.351689 = -1503353.071328 nChanged 9 SP:Iteration 26Q (420.311438 sec): 3 clusters Score: Raw -1508848.999870 + Penalty 5487.351689 = -1503361.648182 nChanged 10 SP:Iteration 27Q (420.462432 sec): 3 clusters Score: Raw -1508857.178410 + Penalty 5487.351689 = -1503369.826721 nChanged 4 SP:Iteration 28Q (420.680706 sec): 3 clusters Score: Raw -1508859.760297 + Penalty 5487.351689 = -1503372.408608 nChanged 1 SP:Iteration 29Q (420.856727 sec): 3 clusters Score: Raw -1508860.103985 + Penalty 5487.351689 = -1503372.752297 nChanged 1 SP:Iteration 30Q (421.058119 sec): 3 clusters Score: Raw -1508860.837610 + Penalty 5487.351689 = -1503373.485921 nChanged 1 SP:Iteration 31Q (421.210245 sec): 3 clusters Score: Raw -1508862.176451 + Penalty 5487.351689 = -1503374.824762 nChanged 0 SP:Iteration 32F (421.400864 sec): 3 clusters Score: Raw -1508862.176451 + Penalty 5487.351689 = -1503374.824762 nChanged 0 Time taken for this iteration:197.461264 seconds. 3->6 Clusters: Score -2919496.199812, best is -2919482.402555 THE BEST YET! Starting from 4 clusters... ------ Clustering full data set of 66413 points ------ SP: Assigned 4 initial classes randomly. Deleting Class 1 (20298 points): Lose 2532.704368 but Gain 2931.363098 Iteration 0F (421.903102 sec): 3 clusters Score: Raw -2782146.860183 + Penalty 5862.726197 = -2776284.133987 nChanged 42638 Iteration 1F (422.199853 sec): 3 clusters Score: Raw -2834685.701645 + Penalty 5862.726197 = -2828822.975448 nChanged 8747 Iteration 2F (422.513516 sec): 3 clusters Score: Raw -2850229.874062 + Penalty 5862.726197 = -2844367.147866 nChanged 8840 Iteration 3F (422.842326 sec): 3 clusters Score: Raw -2860769.399409 + Penalty 5862.726197 = -2854906.673212 nChanged 5216 Iteration 4F (423.138834 sec): 3 clusters Score: Raw -2864184.301370 + Penalty 5862.726197 = -2858321.575174 nChanged 2665 Iteration 5Q (423.442919 sec): 3 clusters Score: Raw -2865230.472175 + Penalty 5862.726197 = -2859367.745978 nChanged 1406 Iteration 6Q (423.729704 sec): 3 clusters Score: Raw -2865669.815211 + Penalty 5862.726197 = -2859807.089014 nChanged 912 Iteration 7Q (424.025039 sec): 3 clusters Score: Raw -2865940.439788 + Penalty 5862.726197 = -2860077.713592 nChanged 721 Iteration 8Q (424.342080 sec): 3 clusters Score: Raw -2866154.509783 + Penalty 5862.726197 = -2860291.783587 nChanged 628 Iteration 9Q (424.599817 sec): 3 clusters Score: Raw -2866365.412433 + Penalty 5862.726197 = -2860502.686237 nChanged 615 Iteration 10Q (424.897636 sec): 3 clusters Score: Raw -2866679.360954 + Penalty 5862.726197 = -2860816.634758 nChanged 759 Iteration 11Q (425.138708 sec): 3 clusters Score: Raw -2867275.375987 + Penalty 5862.726197 = -2861412.649790 nChanged 1011 Iteration 12Q (425.386971 sec): 3 clusters Score: Raw -2868486.363890 + Penalty 5862.726197 = -2862623.637693 nChanged 1400 Iteration 13Q (425.671053 sec): 3 clusters Score: Raw -2870928.887854 + Penalty 5862.726197 = -2865066.161657 nChanged 1837 Iteration 14Q (425.929462 sec): 3 clusters Score: Raw -2874725.429840 + Penalty 5862.726197 = -2868862.703643 nChanged 2219 Iteration 15Q (426.231043 sec): 3 clusters Score: Raw -2878776.923674 + Penalty 5862.726197 = -2872914.197478 nChanged 2392 Iteration 16Q (426.536645 sec): 3 clusters Score: Raw -2882663.082307 + Penalty 5862.726197 = -2876800.356110 nChanged 2299 Iteration 17Q (426.811845 sec): 3 clusters Score: Raw -2886122.194957 + Penalty 5862.726197 = -2880259.468760 nChanged 2137 Iteration 18Q (427.109745 sec): 3 clusters Score: Raw -2888860.912404 + Penalty 5862.726197 = -2882998.186207 nChanged 1871 Iteration 19Q (427.375555 sec): 3 clusters Score: Raw -2890760.883615 + Penalty 5862.726197 = -2884898.157419 nChanged 1582 Writing temp clu file Because OldScore, -2882998.186207, is greater than current (better) Score,-2884898.157419 Compute initial score before splitting: Score: Raw -2890760.883615 + Penalty 5862.726197 = -2884898.157419 Trying to split cluster 2 (46601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (427.624046 sec): 2 clusters Score: Raw -2022850.204535 + Penalty 2837.835602 = -2020012.368933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (427.862464 sec): 3 clusters Score: Raw -1994471.522096 + Penalty 5675.671203 = -1988795.850892 nChanged 21534 SP:Iteration 1F (428.106110 sec): 3 clusters Score: Raw -2016874.212210 + Penalty 5675.671203 = -2011198.541007 nChanged 7240 SP:Iteration 2F (428.342576 sec): 3 clusters Score: Raw -2029457.201009 + Penalty 5675.671203 = -2023781.529805 nChanged 5436 SP:Iteration 3F (428.541090 sec): 3 clusters Score: Raw -2034533.191980 + Penalty 5675.671203 = -2028857.520776 nChanged 2559 SP:Iteration 4F (428.764446 sec): 3 clusters Score: Raw -2035908.510230 + Penalty 5675.671203 = -2030232.839026 nChanged 1255 SP:Iteration 5Q (428.988758 sec): 3 clusters Score: Raw -2036450.889163 + Penalty 5675.671203 = -2030775.217960 nChanged 772 SP:Iteration 6Q (429.236231 sec): 3 clusters Score: Raw -2036728.345646 + Penalty 5675.671203 = -2031052.674443 nChanged 579 SP:Iteration 7Q (429.483907 sec): 3 clusters Score: Raw -2036895.825174 + Penalty 5675.671203 = -2031220.153971 nChanged 437 SP:Iteration 8Q (429.694289 sec): 3 clusters Score: Raw -2036998.272315 + Penalty 5675.671203 = -2031322.601111 nChanged 316 SP:Iteration 9Q (429.911143 sec): 3 clusters Score: Raw -2037065.861176 + Penalty 5675.671203 = -2031390.189972 nChanged 302 SP:Iteration 10Q (430.151902 sec): 3 clusters Score: Raw -2037119.036125 + Penalty 5675.671203 = -2031443.364922 nChanged 247 SP:Iteration 11Q (430.382182 sec): 3 clusters Score: Raw -2037156.631338 + Penalty 5675.671203 = -2031480.960135 nChanged 186 SP:Iteration 12Q (430.605915 sec): 3 clusters Score: Raw -2037179.915631 + Penalty 5675.671203 = -2031504.244428 nChanged 152 SP:Iteration 13Q (430.829050 sec): 3 clusters Score: Raw -2037196.037281 + Penalty 5675.671203 = -2031520.366077 nChanged 101 SP:Iteration 14Q (431.082337 sec): 3 clusters Score: Raw -2037207.221251 + Penalty 5675.671203 = -2031531.550048 nChanged 108 SP:Iteration 15Q (431.303694 sec): 3 clusters Score: Raw -2037220.326308 + Penalty 5675.671203 = -2031544.655105 nChanged 94 SP:Iteration 16Q (431.564575 sec): 3 clusters Score: Raw -2037233.343353 + Penalty 5675.671203 = -2031557.672150 nChanged 85 SP:Iteration 17Q (431.787430 sec): 3 clusters Score: Raw -2037246.332835 + Penalty 5675.671203 = -2031570.661631 nChanged 82 SP:Iteration 18Q (431.966042 sec): 3 clusters Score: Raw -2037262.599038 + Penalty 5675.671203 = -2031586.927835 nChanged 94 SP:Iteration 19Q (432.216410 sec): 3 clusters Score: Raw -2037288.968413 + Penalty 5675.671203 = -2031613.297210 nChanged 112 SP:Iteration 20F (432.438176 sec): 3 clusters Score: Raw -2037316.679104 + Penalty 5675.671203 = -2031641.007900 nChanged 123 SP:Iteration 21Q (432.654474 sec): 3 clusters Score: Raw -2037351.192060 + Penalty 5675.671203 = -2031675.520857 nChanged 145 SP:Iteration 22Q (432.887029 sec): 3 clusters Score: Raw -2037390.849203 + Penalty 5675.671203 = -2031715.178000 nChanged 167 SP:Iteration 23Q (433.110093 sec): 3 clusters Score: Raw -2037449.686398 + Penalty 5675.671203 = -2031774.015194 nChanged 185 SP:Iteration 24Q (433.361632 sec): 3 clusters Score: Raw -2037520.375949 + Penalty 5675.671203 = -2031844.704745 nChanged 188 SP:Iteration 25Q (433.605478 sec): 3 clusters Score: Raw -2037604.937638 + Penalty 5675.671203 = -2031929.266434 nChanged 224 SP:Iteration 26Q (433.818905 sec): 3 clusters Score: Raw -2037706.109028 + Penalty 5675.671203 = -2032030.437824 nChanged 252 SP:Iteration 27Q (434.044744 sec): 3 clusters Score: Raw -2037876.612604 + Penalty 5675.671203 = -2032200.941400 nChanged 305 SP:Iteration 28Q (434.285563 sec): 3 clusters Score: Raw -2038094.069127 + Penalty 5675.671203 = -2032418.397923 nChanged 354 SP:Iteration 29Q (434.531060 sec): 3 clusters Score: Raw -2038330.816425 + Penalty 5675.671203 = -2032655.145222 nChanged 363 SP:Iteration 30Q (434.750060 sec): 3 clusters Score: Raw -2038566.545911 + Penalty 5675.671203 = -2032890.874708 nChanged 343 SP:Iteration 31Q (435.009812 sec): 3 clusters Score: Raw -2038782.183152 + Penalty 5675.671203 = -2033106.511949 nChanged 364 SP:Iteration 32Q (435.250833 sec): 3 clusters Score: Raw -2039002.415554 + Penalty 5675.671203 = -2033326.744351 nChanged 369 SP:Iteration 33Q (435.488139 sec): 3 clusters Score: Raw -2039223.025017 + Penalty 5675.671203 = -2033547.353814 nChanged 308 SP:Iteration 34Q (435.737527 sec): 3 clusters Score: Raw -2039385.301688 + Penalty 5675.671203 = -2033709.630485 nChanged 284 SP:Iteration 35Q (436.010930 sec): 3 clusters Score: Raw -2039515.902745 + Penalty 5675.671203 = -2033840.231542 nChanged 272 SP:Iteration 36Q (436.265195 sec): 3 clusters Score: Raw -2039634.309918 + Penalty 5675.671203 = -2033958.638715 nChanged 241 SP:Iteration 37Q (436.527773 sec): 3 clusters Score: Raw -2039745.846378 + Penalty 5675.671203 = -2034070.175174 nChanged 240 SP:Iteration 38Q (436.774120 sec): 3 clusters Score: Raw -2039841.327931 + Penalty 5675.671203 = -2034165.656728 nChanged 216 SP:Iteration 39Q (437.006274 sec): 3 clusters Score: Raw -2039925.990423 + Penalty 5675.671203 = -2034250.319220 nChanged 191 SP:Iteration 40F (437.199585 sec): 3 clusters Score: Raw -2040014.917411 + Penalty 5675.671203 = -2034339.246208 nChanged 167 SP:Iteration 41Q (437.400942 sec): 3 clusters Score: Raw -2040064.160672 + Penalty 5675.671203 = -2034388.489469 nChanged 173 SP:Iteration 42Q (437.640164 sec): 3 clusters Score: Raw -2040110.011874 + Penalty 5675.671203 = -2034434.340671 nChanged 134 SP:Iteration 43Q (437.895827 sec): 3 clusters Score: Raw -2040138.382051 + Penalty 5675.671203 = -2034462.710847 nChanged 110 SP:Iteration 44Q (438.158536 sec): 3 clusters Score: Raw -2040159.566509 + Penalty 5675.671203 = -2034483.895306 nChanged 99 SP:Iteration 45Q (438.408428 sec): 3 clusters Score: Raw -2040175.627951 + Penalty 5675.671203 = -2034499.956748 nChanged 74 SP:Iteration 46Q (438.630109 sec): 3 clusters Score: Raw -2040186.506154 + Penalty 5675.671203 = -2034510.834951 nChanged 65 SP:Iteration 47Q (438.830200 sec): 3 clusters Score: Raw -2040197.094085 + Penalty 5675.671203 = -2034521.422881 nChanged 72 SP:Iteration 48Q (439.094758 sec): 3 clusters Score: Raw -2040208.716966 + Penalty 5675.671203 = -2034533.045763 nChanged 73 SP:Iteration 49Q (439.307822 sec): 3 clusters Score: Raw -2040218.881577 + Penalty 5675.671203 = -2034543.210373 nChanged 56 SP:Iteration 50Q (439.509357 sec): 3 clusters Score: Raw -2040226.907933 + Penalty 5675.671203 = -2034551.236729 nChanged 42 SP:Iteration 51Q (439.774838 sec): 3 clusters Score: Raw -2040231.137110 + Penalty 5675.671203 = -2034555.465906 nChanged 29 SP:Iteration 52Q (440.039002 sec): 3 clusters Score: Raw -2040234.544525 + Penalty 5675.671203 = -2034558.873322 nChanged 32 SP:Iteration 53Q (440.334039 sec): 3 clusters Score: Raw -2040237.417728 + Penalty 5675.671203 = -2034561.746525 nChanged 21 SP:Iteration 54Q (440.627395 sec): 3 clusters Score: Raw -2040240.001695 + Penalty 5675.671203 = -2034564.330492 nChanged 20 SP:Iteration 55Q (440.864424 sec): 3 clusters Score: Raw -2040241.178538 + Penalty 5675.671203 = -2034565.507334 nChanged 12 SP:Iteration 56Q (441.113796 sec): 3 clusters Score: Raw -2040242.081005 + Penalty 5675.671203 = -2034566.409802 nChanged 13 SP:Iteration 57Q (441.334745 sec): 3 clusters Score: Raw -2040243.127169 + Penalty 5675.671203 = -2034567.455966 nChanged 14 SP:Iteration 58Q (441.564053 sec): 3 clusters Score: Raw -2040244.649742 + Penalty 5675.671203 = -2034568.978539 nChanged 14 SP:Iteration 59Q (441.808416 sec): 3 clusters Score: Raw -2040245.902686 + Penalty 5675.671203 = -2034570.231483 nChanged 10 SP:Iteration 60F (442.035360 sec): 3 clusters Score: Raw -2040246.750825 + Penalty 5675.671203 = -2034571.079621 nChanged 9 SP:Iteration 61Q (442.284388 sec): 3 clusters Score: Raw -2040247.468279 + Penalty 5675.671203 = -2034571.797075 nChanged 9 SP:Iteration 62Q (442.531638 sec): 3 clusters Score: Raw -2040248.170763 + Penalty 5675.671203 = -2034572.499559 nChanged 8 SP:Iteration 63Q (442.805690 sec): 3 clusters Score: Raw -2040248.756598 + Penalty 5675.671203 = -2034573.085395 nChanged 14 SP:Iteration 64Q (443.039443 sec): 3 clusters Score: Raw -2040249.984184 + Penalty 5675.671203 = -2034574.312981 nChanged 14 SP:Iteration 65Q (443.279276 sec): 3 clusters Score: Raw -2040250.589591 + Penalty 5675.671203 = -2034574.918387 nChanged 8 SP:Iteration 66Q (443.487843 sec): 3 clusters Score: Raw -2040251.164859 + Penalty 5675.671203 = -2034575.493656 nChanged 5 SP:Iteration 67Q (443.744790 sec): 3 clusters Score: Raw -2040251.642677 + Penalty 5675.671203 = -2034575.971474 nChanged 9 SP:Iteration 68Q (444.041019 sec): 3 clusters Score: Raw -2040252.226208 + Penalty 5675.671203 = -2034576.555004 nChanged 6 SP:Iteration 69Q (444.302016 sec): 3 clusters Score: Raw -2040252.629893 + Penalty 5675.671203 = -2034576.958690 nChanged 8 SP:Iteration 70Q (444.587572 sec): 3 clusters Score: Raw -2040253.134446 + Penalty 5675.671203 = -2034577.463242 nChanged 3 SP:Iteration 71Q (444.838718 sec): 3 clusters Score: Raw -2040253.415898 + Penalty 5675.671203 = -2034577.744695 nChanged 4 SP:Iteration 72Q (445.020031 sec): 3 clusters Score: Raw -2040253.621737 + Penalty 5675.671203 = -2034577.950534 nChanged 3 SP:Iteration 73Q (445.280117 sec): 3 clusters Score: Raw -2040253.807269 + Penalty 5675.671203 = -2034578.136066 nChanged 3 SP:Iteration 74Q (445.519312 sec): 3 clusters Score: Raw -2040254.018641 + Penalty 5675.671203 = -2034578.347437 nChanged 4 SP:Iteration 75Q (445.756618 sec): 3 clusters Score: Raw -2040254.387125 + Penalty 5675.671203 = -2034578.715922 nChanged 4 SP:Iteration 76Q (445.991054 sec): 3 clusters Score: Raw -2040254.681142 + Penalty 5675.671203 = -2034579.009939 nChanged 1 SP:Iteration 77Q (446.187322 sec): 3 clusters Score: Raw -2040254.715700 + Penalty 5675.671203 = -2034579.044497 nChanged 0 SP:Iteration 78F (446.453690 sec): 3 clusters Score: Raw -2040254.715700 + Penalty 5675.671203 = -2034579.044497 nChanged 0 Score: Raw -2908716.500472 + Penalty 8794.089295 = -2899922.411177 Splitting cluster 2 changes total score from -2884898.157419 to -2899922.411177 So it's getting split into cluster 1. Trying to split cluster 3 (19809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (447.031117 sec): 2 clusters Score: Raw -908963.376691 + Penalty 2611.987398 = -906351.389293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (447.199782 sec): 3 clusters Score: Raw -897627.831104 + Penalty 5223.974796 = -892403.856308 nChanged 8689 SP:Iteration 1F (447.377920 sec): 3 clusters Score: Raw -902491.456326 + Penalty 5223.974796 = -897267.481531 nChanged 1357 SP:Iteration 2F (447.557375 sec): 3 clusters Score: Raw -903253.945157 + Penalty 5223.974796 = -898029.970361 nChanged 1184 SP:Iteration 3F (447.736942 sec): 3 clusters Score: Raw -903935.567006 + Penalty 5223.974796 = -898711.592210 nChanged 1154 SP:Iteration 4F (447.880985 sec): 3 clusters Score: Raw -904596.986650 + Penalty 5223.974796 = -899373.011855 nChanged 1100 SP:Iteration 5F (448.042668 sec): 3 clusters Score: Raw -905240.864364 + Penalty 5223.974796 = -900016.889568 nChanged 1050 SP:Iteration 6F (448.202358 sec): 3 clusters Score: Raw -905978.746292 + Penalty 5223.974796 = -900754.771496 nChanged 1163 SP:Iteration 7F (448.422293 sec): 3 clusters Score: Raw -906873.642028 + Penalty 5223.974796 = -901649.667232 nChanged 1118 SP:Iteration 8F (448.560422 sec): 3 clusters Score: Raw -907808.620728 + Penalty 5223.974796 = -902584.645932 nChanged 1115 SP:Iteration 9F (448.737825 sec): 3 clusters Score: Raw -908850.991903 + Penalty 5223.974796 = -903627.017107 nChanged 1014 SP:Iteration 10F (448.899655 sec): 3 clusters Score: Raw -909883.074379 + Penalty 5223.974796 = -904659.099583 nChanged 916 SP:Iteration 11Q (449.093377 sec): 3 clusters Score: Raw -911124.669972 + Penalty 5223.974796 = -905900.695176 nChanged 870 SP:Iteration 12Q (449.289896 sec): 3 clusters Score: Raw -912715.648860 + Penalty 5223.974796 = -907491.674064 nChanged 820 SP:Iteration 13Q (449.462427 sec): 3 clusters Score: Raw -914036.498319 + Penalty 5223.974796 = -908812.523523 nChanged 617 SP:Iteration 14Q (449.638606 sec): 3 clusters Score: Raw -914616.366548 + Penalty 5223.974796 = -909392.391753 nChanged 386 SP:Iteration 15Q (449.782437 sec): 3 clusters Score: Raw -914824.030915 + Penalty 5223.974796 = -909600.056120 nChanged 217 SP:Iteration 16Q (449.934334 sec): 3 clusters Score: Raw -914909.510667 + Penalty 5223.974796 = -909685.535871 nChanged 129 SP:Iteration 17Q (450.099608 sec): 3 clusters Score: Raw -914942.434115 + Penalty 5223.974796 = -909718.459319 nChanged 68 SP:Iteration 18Q (450.255508 sec): 3 clusters Score: Raw -914954.812283 + Penalty 5223.974796 = -909730.837487 nChanged 35 SP:Iteration 19Q (450.395756 sec): 3 clusters Score: Raw -914959.059628 + Penalty 5223.974796 = -909735.084832 nChanged 15 SP:Iteration 20F (450.564112 sec): 3 clusters Score: Raw -915056.972161 + Penalty 5223.974796 = -909832.997365 nChanged 28 SP:Iteration 21Q (450.751504 sec): 3 clusters Score: Raw -915079.123526 + Penalty 5223.974796 = -909855.148731 nChanged 39 SP:Iteration 22Q (450.894100 sec): 3 clusters Score: Raw -915089.246155 + Penalty 5223.974796 = -909865.271359 nChanged 27 SP:Iteration 23Q (451.036559 sec): 3 clusters Score: Raw -915093.225780 + Penalty 5223.974796 = -909869.250984 nChanged 18 SP:Iteration 24Q (451.190222 sec): 3 clusters Score: Raw -915095.435278 + Penalty 5223.974796 = -909871.460482 nChanged 11 SP:Iteration 25Q (451.391026 sec): 3 clusters Score: Raw -915096.513090 + Penalty 5223.974796 = -909872.538294 nChanged 9 SP:Iteration 26Q (451.563087 sec): 3 clusters Score: Raw -915097.604354 + Penalty 5223.974796 = -909873.629558 nChanged 5 SP:Iteration 27Q (451.744754 sec): 3 clusters Score: Raw -915098.120196 + Penalty 5223.974796 = -909874.145400 nChanged 3 SP:Iteration 28Q (451.942857 sec): 3 clusters Score: Raw -915098.584003 + Penalty 5223.974796 = -909874.609207 nChanged 2 SP:Iteration 29Q (452.112971 sec): 3 clusters Score: Raw -915098.756502 + Penalty 5223.974796 = -909874.781706 nChanged 1 SP:Iteration 30Q (452.281622 sec): 3 clusters Score: Raw -915098.813557 + Penalty 5223.974796 = -909874.838762 nChanged 0 SP:Iteration 31F (452.464811 sec): 3 clusters Score: Raw -915098.813557 + Penalty 5223.974796 = -909874.838762 nChanged 0 Score: Raw -2914851.937338 + Penalty 11725.452393 = -2903126.484945 Splitting cluster 3 changes total score from -2884898.157419 to -2903126.484945 So it's getting split into cluster 4. Iteration 20F (453.626516 sec): 5 clusters Score: Raw -2916357.933372 + Penalty 11725.452393 = -2904632.480979 nChanged 2412 Iteration 21Q (454.102650 sec): 5 clusters Score: Raw -2917529.267000 + Penalty 11725.452393 = -2905803.814607 nChanged 1853 Iteration 22Q (454.575562 sec): 5 clusters Score: Raw -2918332.944329 + Penalty 11725.452393 = -2906607.491936 nChanged 1701 Iteration 23Q (455.060769 sec): 5 clusters Score: Raw -2919044.433922 + Penalty 11725.452393 = -2907318.981529 nChanged 1674 Iteration 24Q (455.445246 sec): 5 clusters Score: Raw -2919735.385952 + Penalty 11725.452393 = -2908009.933559 nChanged 1732 Iteration 25Q (455.803765 sec): 5 clusters Score: Raw -2920450.420550 + Penalty 11725.452393 = -2908724.968157 nChanged 1802 Iteration 26Q (456.274086 sec): 5 clusters Score: Raw -2921181.408450 + Penalty 11725.452393 = -2909455.956057 nChanged 1793 Iteration 27Q (456.737122 sec): 5 clusters Score: Raw -2921915.974981 + Penalty 11725.452393 = -2910190.522588 nChanged 1790 Iteration 28Q (457.230990 sec): 5 clusters Score: Raw -2922598.674369 + Penalty 11725.452393 = -2910873.221976 nChanged 1695 Iteration 29Q (457.675529 sec): 5 clusters Score: Raw -2923231.011867 + Penalty 11725.452393 = -2911505.559474 nChanged 1666 Iteration 30Q (458.044637 sec): 5 clusters Score: Raw -2923830.397992 + Penalty 11725.452393 = -2912104.945599 nChanged 1622 Iteration 31Q (458.516345 sec): 5 clusters Score: Raw -2924391.914346 + Penalty 11725.452393 = -2912666.461953 nChanged 1520 Iteration 32Q (458.990513 sec): 5 clusters Score: Raw -2924878.150086 + Penalty 11725.452393 = -2913152.697693 nChanged 1342 Iteration 33Q (459.466814 sec): 5 clusters Score: Raw -2925270.805795 + Penalty 11725.452393 = -2913545.353402 nChanged 1174 Iteration 34Q (459.938959 sec): 5 clusters Score: Raw -2925588.438608 + Penalty 11725.452393 = -2913862.986215 nChanged 1066 Iteration 35Q (460.414846 sec): 5 clusters Score: Raw -2925844.930349 + Penalty 11725.452393 = -2914119.477956 nChanged 864 Iteration 36Q (460.849422 sec): 5 clusters Score: Raw -2926025.889056 + Penalty 11725.452393 = -2914300.436663 nChanged 754 Iteration 37Q (461.229812 sec): 5 clusters Score: Raw -2926164.796428 + Penalty 11725.452393 = -2914439.344035 nChanged 602 Iteration 38Q (461.711489 sec): 5 clusters Score: Raw -2926263.370592 + Penalty 11725.452393 = -2914537.918199 nChanged 483 Iteration 39Q (462.208910 sec): 5 clusters Score: Raw -2926338.500047 + Penalty 11725.452393 = -2914613.047654 nChanged 416 Iteration 40F (462.780715 sec): 5 clusters Score: Raw -2926539.399003 + Penalty 11725.452393 = -2914813.946610 nChanged 534 Iteration 41Q (463.271910 sec): 5 clusters Score: Raw -2926651.180773 + Penalty 11725.452393 = -2914925.728380 nChanged 537 Iteration 42Q (463.737399 sec): 5 clusters Score: Raw -2926730.981833 + Penalty 11725.452393 = -2915005.529440 nChanged 459 Iteration 43Q (464.229136 sec): 5 clusters Score: Raw -2926791.892692 + Penalty 11725.452393 = -2915066.440299 nChanged 397 Iteration 44Q (464.706156 sec): 5 clusters Score: Raw -2926841.560996 + Penalty 11725.452393 = -2915116.108603 nChanged 368 Iteration 45Q (465.163063 sec): 5 clusters Score: Raw -2926884.320092 + Penalty 11725.452393 = -2915158.867699 nChanged 295 Iteration 46Q (465.695618 sec): 5 clusters Score: Raw -2926915.535798 + Penalty 11725.452393 = -2915190.083405 nChanged 271 Iteration 47Q (466.204151 sec): 5 clusters Score: Raw -2926943.109431 + Penalty 11725.452393 = -2915217.657038 nChanged 252 Iteration 48Q (466.700745 sec): 5 clusters Score: Raw -2926965.096299 + Penalty 11725.452393 = -2915239.643906 nChanged 225 Iteration 49Q (467.221932 sec): 5 clusters Score: Raw -2926984.234006 + Penalty 11725.452393 = -2915258.781613 nChanged 190 Iteration 50Q (467.706333 sec): 5 clusters Score: Raw -2926999.768146 + Penalty 11725.452393 = -2915274.315753 nChanged 174 Iteration 51Q (468.204839 sec): 5 clusters Score: Raw -2927012.074534 + Penalty 11725.452393 = -2915286.622141 nChanged 152 Iteration 52Q (468.606878 sec): 5 clusters Score: Raw -2927022.215093 + Penalty 11725.452393 = -2915296.762700 nChanged 143 Iteration 53Q (469.089818 sec): 5 clusters Score: Raw -2927030.871538 + Penalty 11725.452393 = -2915305.419145 nChanged 140 Iteration 54Q (469.547905 sec): 5 clusters Score: Raw -2927038.967527 + Penalty 11725.452393 = -2915313.515134 nChanged 103 Iteration 55Q (470.049383 sec): 5 clusters Score: Raw -2927045.262455 + Penalty 11725.452393 = -2915319.810062 nChanged 101 Iteration 56Q (470.521834 sec): 5 clusters Score: Raw -2927050.533578 + Penalty 11725.452393 = -2915325.081185 nChanged 79 Iteration 57Q (471.026658 sec): 5 clusters Score: Raw -2927055.324339 + Penalty 11725.452393 = -2915329.871946 nChanged 84 Iteration 58Q (471.417098 sec): 5 clusters Score: Raw -2927060.742525 + Penalty 11725.452393 = -2915335.290132 nChanged 71 Writing temp clu file Because OldScore, -2915329.871946, is greater than current (better) Score,-2915335.290132 Compute initial score before splitting: Score: Raw -2927060.742525 + Penalty 11725.452393 = -2915335.290132 Trying to split cluster 1 (13077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (471.599691 sec): 2 clusters Score: Raw -538966.003206 + Penalty 2502.353104 = -536463.650102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (471.750026 sec): 3 clusters Score: Raw -531841.111809 + Penalty 5004.706207 = -526836.405602 nChanged 5468 SP:Iteration 1F (471.822609 sec): 3 clusters Score: Raw -535111.034688 + Penalty 5004.706207 = -530106.328481 nChanged 1070 SP:Iteration 2F (471.992505 sec): 3 clusters Score: Raw -535868.723976 + Penalty 5004.706207 = -530864.017769 nChanged 1028 SP:Iteration 3F (472.146188 sec): 3 clusters Score: Raw -536726.522409 + Penalty 5004.706207 = -531721.816202 nChanged 967 SP:Iteration 4F (472.268674 sec): 3 clusters Score: Raw -537561.382097 + Penalty 5004.706207 = -532556.675890 nChanged 848 SP:Iteration 5F (472.401041 sec): 3 clusters Score: Raw -538183.844592 + Penalty 5004.706207 = -533179.138385 nChanged 689 SP:Iteration 6F (472.538349 sec): 3 clusters Score: Raw -538614.615547 + Penalty 5004.706207 = -533609.909340 nChanged 538 SP:Iteration 7Q (472.678094 sec): 3 clusters Score: Raw -538890.152620 + Penalty 5004.706207 = -533885.446413 nChanged 353 SP:Iteration 8Q (472.802202 sec): 3 clusters Score: Raw -539058.151829 + Penalty 5004.706207 = -534053.445622 nChanged 265 SP:Iteration 9Q (472.950356 sec): 3 clusters Score: Raw -539190.031627 + Penalty 5004.706207 = -534185.325420 nChanged 251 SP:Iteration 10Q (473.101928 sec): 3 clusters Score: Raw -539309.254494 + Penalty 5004.706207 = -534304.548287 nChanged 196 SP:Iteration 11Q (473.240666 sec): 3 clusters Score: Raw -539404.363410 + Penalty 5004.706207 = -534399.657203 nChanged 174 SP:Iteration 12Q (473.425975 sec): 3 clusters Score: Raw -539488.861180 + Penalty 5004.706207 = -534484.154972 nChanged 165 SP:Iteration 13Q (473.539895 sec): 3 clusters Score: Raw -539562.469417 + Penalty 5004.706207 = -534557.763210 nChanged 146 SP:Iteration 14Q (473.696744 sec): 3 clusters Score: Raw -539628.119079 + Penalty 5004.706207 = -534623.412872 nChanged 117 SP:Iteration 15Q (473.868175 sec): 3 clusters Score: Raw -539678.105740 + Penalty 5004.706207 = -534673.399533 nChanged 97 SP:Iteration 16Q (474.021868 sec): 3 clusters Score: Raw -539715.123441 + Penalty 5004.706207 = -534710.417234 nChanged 75 SP:Iteration 17Q (474.167485 sec): 3 clusters Score: Raw -539746.340083 + Penalty 5004.706207 = -534741.633875 nChanged 90 SP:Iteration 18Q (474.298238 sec): 3 clusters Score: Raw -539781.211037 + Penalty 5004.706207 = -534776.504830 nChanged 83 SP:Iteration 19Q (474.472745 sec): 3 clusters Score: Raw -539808.905693 + Penalty 5004.706207 = -534804.199486 nChanged 67 SP:Iteration 20F (474.597820 sec): 3 clusters Score: Raw -539829.729850 + Penalty 5004.706207 = -534825.023643 nChanged 56 SP:Iteration 21Q (474.723598 sec): 3 clusters Score: Raw -539847.051924 + Penalty 5004.706207 = -534842.345717 nChanged 51 SP:Iteration 22Q (474.871984 sec): 3 clusters Score: Raw -539860.508823 + Penalty 5004.706207 = -534855.802616 nChanged 42 SP:Iteration 23Q (475.003020 sec): 3 clusters Score: Raw -539871.120920 + Penalty 5004.706207 = -534866.414713 nChanged 38 SP:Iteration 24Q (475.165363 sec): 3 clusters Score: Raw -539880.925139 + Penalty 5004.706207 = -534876.218932 nChanged 41 SP:Iteration 25Q (475.301007 sec): 3 clusters Score: Raw -539891.182461 + Penalty 5004.706207 = -534886.476254 nChanged 36 SP:Iteration 26Q (475.444095 sec): 3 clusters Score: Raw -539901.923048 + Penalty 5004.706207 = -534897.216841 nChanged 41 SP:Iteration 27Q (475.582975 sec): 3 clusters Score: Raw -539913.139761 + Penalty 5004.706207 = -534908.433554 nChanged 34 SP:Iteration 28Q (475.701132 sec): 3 clusters Score: Raw -539921.824342 + Penalty 5004.706207 = -534917.118134 nChanged 38 SP:Iteration 29Q (475.851979 sec): 3 clusters Score: Raw -539930.568838 + Penalty 5004.706207 = -534925.862630 nChanged 31 SP:Iteration 30Q (475.999217 sec): 3 clusters Score: Raw -539938.859456 + Penalty 5004.706207 = -534934.153248 nChanged 34 SP:Iteration 31Q (476.163074 sec): 3 clusters Score: Raw -539947.831722 + Penalty 5004.706207 = -534943.125515 nChanged 23 SP:Iteration 32Q (476.299282 sec): 3 clusters Score: Raw -539953.330316 + Penalty 5004.706207 = -534948.624109 nChanged 22 SP:Iteration 33Q (476.455480 sec): 3 clusters Score: Raw -539958.448304 + Penalty 5004.706207 = -534953.742097 nChanged 20 SP:Iteration 34Q (476.600704 sec): 3 clusters Score: Raw -539963.347513 + Penalty 5004.706207 = -534958.641306 nChanged 21 SP:Iteration 35Q (476.748525 sec): 3 clusters Score: Raw -539968.631050 + Penalty 5004.706207 = -534963.924843 nChanged 21 SP:Iteration 36Q (476.897537 sec): 3 clusters Score: Raw -539975.150116 + Penalty 5004.706207 = -534970.443908 nChanged 21 SP:Iteration 37Q (477.052563 sec): 3 clusters Score: Raw -539980.770906 + Penalty 5004.706207 = -534976.064699 nChanged 34 SP:Iteration 38Q (477.189458 sec): 3 clusters Score: Raw -539990.083938 + Penalty 5004.706207 = -534985.377730 nChanged 27 SP:Iteration 39Q (477.316406 sec): 3 clusters Score: Raw -539994.935815 + Penalty 5004.706207 = -534990.229608 nChanged 14 SP:Iteration 40F (477.457270 sec): 3 clusters Score: Raw -539998.177661 + Penalty 5004.706207 = -534993.471454 nChanged 11 SP:Iteration 41Q (477.602759 sec): 3 clusters Score: Raw -540000.950617 + Penalty 5004.706207 = -534996.244410 nChanged 9 SP:Iteration 42Q (477.739611 sec): 3 clusters Score: Raw -540003.512122 + Penalty 5004.706207 = -534998.805915 nChanged 8 SP:Iteration 43Q (477.917651 sec): 3 clusters Score: Raw -540006.178405 + Penalty 5004.706207 = -535001.472198 nChanged 12 SP:Iteration 44Q (478.069110 sec): 3 clusters Score: Raw -540009.535050 + Penalty 5004.706207 = -535004.828843 nChanged 9 SP:Iteration 45Q (478.222072 sec): 3 clusters Score: Raw -540012.444839 + Penalty 5004.706207 = -535007.738631 nChanged 19 SP:Iteration 46Q (478.378024 sec): 3 clusters Score: Raw -540017.202971 + Penalty 5004.706207 = -535012.496764 nChanged 11 SP:Iteration 47Q (478.503061 sec): 3 clusters Score: Raw -540019.898612 + Penalty 5004.706207 = -535015.192405 nChanged 12 SP:Iteration 48Q (478.669449 sec): 3 clusters Score: Raw -540023.085150 + Penalty 5004.706207 = -535018.378943 nChanged 11 SP:Iteration 49Q (478.787909 sec): 3 clusters Score: Raw -540026.388753 + Penalty 5004.706207 = -535021.682546 nChanged 14 SP:Iteration 50Q (478.941068 sec): 3 clusters Score: Raw -540030.659329 + Penalty 5004.706207 = -535025.953121 nChanged 12 SP:Iteration 51Q (479.098183 sec): 3 clusters Score: Raw -540033.861315 + Penalty 5004.706207 = -535029.155107 nChanged 14 SP:Iteration 52Q (479.255018 sec): 3 clusters Score: Raw -540038.351730 + Penalty 5004.706207 = -535033.645523 nChanged 12 SP:Iteration 53Q (479.418018 sec): 3 clusters Score: Raw -540041.671914 + Penalty 5004.706207 = -535036.965706 nChanged 9 SP:Iteration 54Q (479.549730 sec): 3 clusters Score: Raw -540043.497450 + Penalty 5004.706207 = -535038.791243 nChanged 7 SP:Iteration 55Q (479.693582 sec): 3 clusters Score: Raw -540045.216848 + Penalty 5004.706207 = -535040.510641 nChanged 4 SP:Iteration 56Q (479.832563 sec): 3 clusters Score: Raw -540046.035230 + Penalty 5004.706207 = -535041.329023 nChanged 4 SP:Iteration 57Q (479.973022 sec): 3 clusters Score: Raw -540047.804176 + Penalty 5004.706207 = -535043.097969 nChanged 7 SP:Iteration 58Q (480.127210 sec): 3 clusters Score: Raw -540049.349720 + Penalty 5004.706207 = -535044.643513 nChanged 4 SP:Iteration 59Q (480.263906 sec): 3 clusters Score: Raw -540051.203210 + Penalty 5004.706207 = -535046.497003 nChanged 8 SP:Iteration 60F (480.418954 sec): 3 clusters Score: Raw -540053.358331 + Penalty 5004.706207 = -535048.652124 nChanged 5 SP:Iteration 61Q (480.562679 sec): 3 clusters Score: Raw -540054.858251 + Penalty 5004.706207 = -535050.152044 nChanged 11 SP:Iteration 62Q (480.698982 sec): 3 clusters Score: Raw -540057.106169 + Penalty 5004.706207 = -535052.399962 nChanged 7 SP:Iteration 63Q (480.861664 sec): 3 clusters Score: Raw -540058.578196 + Penalty 5004.706207 = -535053.871989 nChanged 8 SP:Iteration 64Q (481.000507 sec): 3 clusters Score: Raw -540060.286144 + Penalty 5004.706207 = -535055.579937 nChanged 6 SP:Iteration 65Q (481.142840 sec): 3 clusters Score: Raw -540061.416666 + Penalty 5004.706207 = -535056.710459 nChanged 6 SP:Iteration 66Q (481.300878 sec): 3 clusters Score: Raw -540063.164065 + Penalty 5004.706207 = -535058.457857 nChanged 8 SP:Iteration 67Q (481.413324 sec): 3 clusters Score: Raw -540064.869159 + Penalty 5004.706207 = -535060.162951 nChanged 7 SP:Iteration 68Q (481.549440 sec): 3 clusters Score: Raw -540067.369404 + Penalty 5004.706207 = -535062.663197 nChanged 7 SP:Iteration 69Q (481.666323 sec): 3 clusters Score: Raw -540068.967132 + Penalty 5004.706207 = -535064.260925 nChanged 9 SP:Iteration 70Q (481.823176 sec): 3 clusters Score: Raw -540071.407213 + Penalty 5004.706207 = -535066.701005 nChanged 5 SP:Iteration 71Q (481.955955 sec): 3 clusters Score: Raw -540072.920214 + Penalty 5004.706207 = -535068.214007 nChanged 6 SP:Iteration 72Q (482.094118 sec): 3 clusters Score: Raw -540075.464188 + Penalty 5004.706207 = -535070.757981 nChanged 6 SP:Iteration 73Q (482.229780 sec): 3 clusters Score: Raw -540078.982358 + Penalty 5004.706207 = -535074.276150 nChanged 7 SP:Iteration 74Q (482.365268 sec): 3 clusters Score: Raw -540081.859966 + Penalty 5004.706207 = -535077.153759 nChanged 7 SP:Iteration 75Q (482.494875 sec): 3 clusters Score: Raw -540084.277032 + Penalty 5004.706207 = -535079.570825 nChanged 14 SP:Iteration 76Q (482.629234 sec): 3 clusters Score: Raw -540090.173758 + Penalty 5004.706207 = -535085.467551 nChanged 18 SP:Iteration 77Q (482.764526 sec): 3 clusters Score: Raw -540097.028197 + Penalty 5004.706207 = -535092.321990 nChanged 21 SP:Iteration 78Q (482.907010 sec): 3 clusters Score: Raw -540104.764507 + Penalty 5004.706207 = -535100.058300 nChanged 15 SP:Iteration 79Q (483.064093 sec): 3 clusters Score: Raw -540110.121023 + Penalty 5004.706207 = -535105.414816 nChanged 18 SP:Iteration 80F (483.200256 sec): 3 clusters Score: Raw -540118.065195 + Penalty 5004.706207 = -535113.358988 nChanged 23 SP:Iteration 81Q (483.336128 sec): 3 clusters Score: Raw -540127.410324 + Penalty 5004.706207 = -535122.704116 nChanged 30 SP:Iteration 82Q (483.476266 sec): 3 clusters Score: Raw -540138.579574 + Penalty 5004.706207 = -535133.873367 nChanged 19 SP:Iteration 83Q (483.607332 sec): 3 clusters Score: Raw -540144.142149 + Penalty 5004.706207 = -535139.435942 nChanged 18 SP:Iteration 84Q (483.758548 sec): 3 clusters Score: Raw -540151.497455 + Penalty 5004.706207 = -535146.791248 nChanged 18 SP:Iteration 85Q (483.912130 sec): 3 clusters Score: Raw -540158.576589 + Penalty 5004.706207 = -535153.870382 nChanged 15 SP:Iteration 86Q (484.038985 sec): 3 clusters Score: Raw -540164.738279 + Penalty 5004.706207 = -535160.032072 nChanged 6 SP:Iteration 87Q (484.163027 sec): 3 clusters Score: Raw -540166.647744 + Penalty 5004.706207 = -535161.941537 nChanged 6 SP:Iteration 88Q (484.318245 sec): 3 clusters Score: Raw -540168.322278 + Penalty 5004.706207 = -535163.616071 nChanged 5 SP:Iteration 89Q (484.455632 sec): 3 clusters Score: Raw -540169.786185 + Penalty 5004.706207 = -535165.079978 nChanged 7 SP:Iteration 90Q (484.605192 sec): 3 clusters Score: Raw -540173.886179 + Penalty 5004.706207 = -535169.179971 nChanged 10 SP:Iteration 91Q (484.760139 sec): 3 clusters Score: Raw -540177.033785 + Penalty 5004.706207 = -535172.327578 nChanged 8 SP:Iteration 92Q (484.915264 sec): 3 clusters Score: Raw -540179.961923 + Penalty 5004.706207 = -535175.255716 nChanged 3 SP:Iteration 93Q (485.081982 sec): 3 clusters Score: Raw -540181.167516 + Penalty 5004.706207 = -535176.461309 nChanged 7 SP:Iteration 94Q (485.189913 sec): 3 clusters Score: Raw -540184.241121 + Penalty 5004.706207 = -535179.534914 nChanged 9 SP:Iteration 95Q (485.355990 sec): 3 clusters Score: Raw -540187.630151 + Penalty 5004.706207 = -535182.923944 nChanged 9 SP:Iteration 96Q (485.469247 sec): 3 clusters Score: Raw -540190.757206 + Penalty 5004.706207 = -535186.050999 nChanged 10 SP:Iteration 97Q (485.625639 sec): 3 clusters Score: Raw -540194.689479 + Penalty 5004.706207 = -535189.983272 nChanged 8 SP:Iteration 98Q (485.780100 sec): 3 clusters Score: Raw -540197.649560 + Penalty 5004.706207 = -535192.943353 nChanged 4 SP:Iteration 99Q (485.916327 sec): 3 clusters Score: Raw -540199.428251 + Penalty 5004.706207 = -535194.722044 nChanged 7 SP:Iteration 100F (486.050552 sec): 3 clusters Score: Raw -540202.471707 + Penalty 5004.706207 = -535197.765500 nChanged 4 SP:Iteration 101Q (486.214194 sec): 3 clusters Score: Raw -540204.495889 + Penalty 5004.706207 = -535199.789682 nChanged 2 SP:Iteration 102Q (486.350026 sec): 3 clusters Score: Raw -540205.157722 + Penalty 5004.706207 = -535200.451515 nChanged 5 SP:Iteration 103Q (486.481253 sec): 3 clusters Score: Raw -540207.244163 + Penalty 5004.706207 = -535202.537956 nChanged 4 SP:Iteration 104Q (486.640657 sec): 3 clusters Score: Raw -540208.912063 + Penalty 5004.706207 = -535204.205856 nChanged 3 SP:Iteration 105Q (486.827728 sec): 3 clusters Score: Raw -540209.931149 + Penalty 5004.706207 = -535205.224942 nChanged 5 SP:Iteration 106Q (486.873822 sec): 3 clusters Score: Raw -540212.757242 + Penalty 5004.706207 = -535208.051035 nChanged 3 SP:Iteration 107Q (487.036456 sec): 3 clusters Score: Raw -540213.416954 + Penalty 5004.706207 = -535208.710747 nChanged 2 SP:Iteration 108Q (487.179898 sec): 3 clusters Score: Raw -540213.616116 + Penalty 5004.706207 = -535208.909909 nChanged 0 SP:Iteration 109F (487.317821 sec): 3 clusters Score: Raw -540213.616116 + Penalty 5004.706207 = -535208.909909 nChanged 0 Trying to split cluster 2 (9245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (487.405326 sec): 2 clusters Score: Raw -414873.150134 + Penalty 2410.805270 = -412462.344864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (487.557463 sec): 3 clusters Score: Raw -410015.000572 + Penalty 4821.610540 = -405193.390032 nChanged 3865 SP:Iteration 1F (487.700665 sec): 3 clusters Score: Raw -412394.871198 + Penalty 4821.610540 = -407573.260658 nChanged 819 SP:Iteration 2F (487.844224 sec): 3 clusters Score: Raw -413058.903775 + Penalty 4821.610540 = -408237.293235 nChanged 752 SP:Iteration 3F (487.906628 sec): 3 clusters Score: Raw -413814.259728 + Penalty 4821.610540 = -408992.649189 nChanged 743 SP:Iteration 4F (488.052786 sec): 3 clusters Score: Raw -414721.403631 + Penalty 4821.610540 = -409899.793091 nChanged 768 SP:Iteration 5F (488.220757 sec): 3 clusters Score: Raw -415582.286471 + Penalty 4821.610540 = -410760.675931 nChanged 611 SP:Iteration 6F (488.372514 sec): 3 clusters Score: Raw -416113.073990 + Penalty 4821.610540 = -411291.463450 nChanged 417 SP:Iteration 7Q (488.518999 sec): 3 clusters Score: Raw -416404.337663 + Penalty 4821.610540 = -411582.727123 nChanged 289 SP:Iteration 8Q (488.667972 sec): 3 clusters Score: Raw -416557.145752 + Penalty 4821.610540 = -411735.535212 nChanged 163 SP:Iteration 9Q (488.807051 sec): 3 clusters Score: Raw -416630.520710 + Penalty 4821.610540 = -411808.910170 nChanged 123 SP:Iteration 10Q (488.957134 sec): 3 clusters Score: Raw -416675.810000 + Penalty 4821.610540 = -411854.199461 nChanged 106 SP:Iteration 11Q (489.081210 sec): 3 clusters Score: Raw -416717.312602 + Penalty 4821.610540 = -411895.702062 nChanged 87 SP:Iteration 12Q (489.211498 sec): 3 clusters Score: Raw -416749.671103 + Penalty 4821.610540 = -411928.060563 nChanged 53 SP:Iteration 13Q (489.356328 sec): 3 clusters Score: Raw -416765.829615 + Penalty 4821.610540 = -411944.219075 nChanged 45 SP:Iteration 14Q (489.501992 sec): 3 clusters Score: Raw -416781.734494 + Penalty 4821.610540 = -411960.123954 nChanged 44 SP:Iteration 15Q (489.641167 sec): 3 clusters Score: Raw -416796.149128 + Penalty 4821.610540 = -411974.538588 nChanged 37 SP:Iteration 16Q (489.777242 sec): 3 clusters Score: Raw -416806.917293 + Penalty 4821.610540 = -411985.306753 nChanged 36 SP:Iteration 17Q (489.927284 sec): 3 clusters Score: Raw -416818.481781 + Penalty 4821.610540 = -411996.871241 nChanged 45 SP:Iteration 18Q (490.057627 sec): 3 clusters Score: Raw -416831.020794 + Penalty 4821.610540 = -412009.410254 nChanged 46 SP:Iteration 19Q (490.173762 sec): 3 clusters Score: Raw -416845.360978 + Penalty 4821.610540 = -412023.750438 nChanged 49 SP:Iteration 20F (490.317195 sec): 3 clusters Score: Raw -416859.452833 + Penalty 4821.610540 = -412037.842293 nChanged 42 SP:Iteration 21Q (490.464581 sec): 3 clusters Score: Raw -416873.044868 + Penalty 4821.610540 = -412051.434328 nChanged 41 SP:Iteration 22Q (490.609270 sec): 3 clusters Score: Raw -416887.031437 + Penalty 4821.610540 = -412065.420897 nChanged 41 SP:Iteration 23Q (490.754960 sec): 3 clusters Score: Raw -416899.623752 + Penalty 4821.610540 = -412078.013212 nChanged 40 SP:Iteration 24Q (490.906615 sec): 3 clusters Score: Raw -416914.518828 + Penalty 4821.610540 = -412092.908288 nChanged 39 SP:Iteration 25Q (491.088968 sec): 3 clusters Score: Raw -416928.109232 + Penalty 4821.610540 = -412106.498692 nChanged 40 SP:Iteration 26Q (491.210970 sec): 3 clusters Score: Raw -416944.045110 + Penalty 4821.610540 = -412122.434570 nChanged 50 SP:Iteration 27Q (491.339500 sec): 3 clusters Score: Raw -416962.321380 + Penalty 4821.610540 = -412140.710840 nChanged 48 SP:Iteration 28Q (491.483701 sec): 3 clusters Score: Raw -416984.453013 + Penalty 4821.610540 = -412162.842473 nChanged 48 SP:Iteration 29Q (491.638068 sec): 3 clusters Score: Raw -417001.476607 + Penalty 4821.610540 = -412179.866067 nChanged 43 SP:Iteration 30Q (491.783450 sec): 3 clusters Score: Raw -417017.100208 + Penalty 4821.610540 = -412195.489668 nChanged 40 SP:Iteration 31Q (491.930966 sec): 3 clusters Score: Raw -417029.191505 + Penalty 4821.610540 = -412207.580965 nChanged 38 SP:Iteration 32Q (492.068864 sec): 3 clusters Score: Raw -417040.973029 + Penalty 4821.610540 = -412219.362489 nChanged 30 SP:Iteration 33Q (492.214808 sec): 3 clusters Score: Raw -417049.900614 + Penalty 4821.610540 = -412228.290074 nChanged 28 SP:Iteration 34Q (492.330941 sec): 3 clusters Score: Raw -417056.698771 + Penalty 4821.610540 = -412235.088231 nChanged 27 SP:Iteration 35Q (492.443802 sec): 3 clusters Score: Raw -417062.856478 + Penalty 4821.610540 = -412241.245938 nChanged 22 SP:Iteration 36Q (492.594049 sec): 3 clusters Score: Raw -417068.208104 + Penalty 4821.610540 = -412246.597565 nChanged 16 SP:Iteration 37Q (492.749930 sec): 3 clusters Score: Raw -417072.994903 + Penalty 4821.610540 = -412251.384363 nChanged 23 SP:Iteration 38Q (492.948226 sec): 3 clusters Score: Raw -417080.679856 + Penalty 4821.610540 = -412259.069316 nChanged 25 SP:Iteration 39Q (493.108867 sec): 3 clusters Score: Raw -417087.156518 + Penalty 4821.610540 = -412265.545978 nChanged 21 SP:Iteration 40F (493.237444 sec): 3 clusters Score: Raw -417093.760858 + Penalty 4821.610540 = -412272.150318 nChanged 27 SP:Iteration 41Q (493.388948 sec): 3 clusters Score: Raw -417100.587049 + Penalty 4821.610540 = -412278.976510 nChanged 21 SP:Iteration 42Q (493.532862 sec): 3 clusters Score: Raw -417107.405147 + Penalty 4821.610540 = -412285.794607 nChanged 25 SP:Iteration 43Q (493.674908 sec): 3 clusters Score: Raw -417115.205891 + Penalty 4821.610540 = -412293.595351 nChanged 29 SP:Iteration 44Q (493.823681 sec): 3 clusters Score: Raw -417125.753913 + Penalty 4821.610540 = -412304.143373 nChanged 33 SP:Iteration 45Q (493.976168 sec): 3 clusters Score: Raw -417135.743403 + Penalty 4821.610540 = -412314.132863 nChanged 33 SP:Iteration 46Q (494.112667 sec): 3 clusters Score: Raw -417144.496357 + Penalty 4821.610540 = -412322.885817 nChanged 23 SP:Iteration 47Q (494.248795 sec): 3 clusters Score: Raw -417149.252700 + Penalty 4821.610540 = -412327.642160 nChanged 13 SP:Iteration 48Q (494.387350 sec): 3 clusters Score: Raw -417151.970454 + Penalty 4821.610540 = -412330.359914 nChanged 6 SP:Iteration 49Q (494.523737 sec): 3 clusters Score: Raw -417153.113314 + Penalty 4821.610540 = -412331.502774 nChanged 3 SP:Iteration 50Q (494.646508 sec): 3 clusters Score: Raw -417153.611582 + Penalty 4821.610540 = -412332.001042 nChanged 2 SP:Iteration 51Q (494.824210 sec): 3 clusters Score: Raw -417153.999734 + Penalty 4821.610540 = -412332.389194 nChanged 5 SP:Iteration 52Q (494.950822 sec): 3 clusters Score: Raw -417154.876789 + Penalty 4821.610540 = -412333.266249 nChanged 3 SP:Iteration 53Q (495.118226 sec): 3 clusters Score: Raw -417155.459087 + Penalty 4821.610540 = -412333.848547 nChanged 4 SP:Iteration 54Q (495.266762 sec): 3 clusters Score: Raw -417156.356031 + Penalty 4821.610540 = -412334.745491 nChanged 4 SP:Iteration 55Q (495.415660 sec): 3 clusters Score: Raw -417157.439947 + Penalty 4821.610540 = -412335.829407 nChanged 2 SP:Iteration 56Q (495.565297 sec): 3 clusters Score: Raw -417157.872758 + Penalty 4821.610540 = -412336.262218 nChanged 4 SP:Iteration 57Q (495.731526 sec): 3 clusters Score: Raw -417158.719477 + Penalty 4821.610540 = -412337.108937 nChanged 7 SP:Iteration 58Q (495.866453 sec): 3 clusters Score: Raw -417160.120964 + Penalty 4821.610540 = -412338.510424 nChanged 6 SP:Iteration 59Q (496.007391 sec): 3 clusters Score: Raw -417161.163097 + Penalty 4821.610540 = -412339.552558 nChanged 7 SP:Iteration 60F (496.162306 sec): 3 clusters Score: Raw -417162.260982 + Penalty 4821.610540 = -412340.650442 nChanged 4 SP:Iteration 61Q (496.312602 sec): 3 clusters Score: Raw -417162.938978 + Penalty 4821.610540 = -412341.328438 nChanged 6 SP:Iteration 62Q (496.451912 sec): 3 clusters Score: Raw -417164.300174 + Penalty 4821.610540 = -412342.689634 nChanged 9 SP:Iteration 63Q (496.607773 sec): 3 clusters Score: Raw -417165.959820 + Penalty 4821.610540 = -412344.349280 nChanged 7 SP:Iteration 64Q (496.764421 sec): 3 clusters Score: Raw -417167.667145 + Penalty 4821.610540 = -412346.056605 nChanged 12 SP:Iteration 65Q (496.931112 sec): 3 clusters Score: Raw -417170.576449 + Penalty 4821.610540 = -412348.965909 nChanged 7 SP:Iteration 66Q (497.051305 sec): 3 clusters Score: Raw -417171.971328 + Penalty 4821.610540 = -412350.360788 nChanged 4 SP:Iteration 67Q (497.207683 sec): 3 clusters Score: Raw -417172.506821 + Penalty 4821.610540 = -412350.896281 nChanged 4 SP:Iteration 68Q (497.359353 sec): 3 clusters Score: Raw -417173.122682 + Penalty 4821.610540 = -412351.512142 nChanged 5 SP:Iteration 69Q (497.487659 sec): 3 clusters Score: Raw -417173.786254 + Penalty 4821.610540 = -412352.175714 nChanged 4 SP:Iteration 70Q (497.633439 sec): 3 clusters Score: Raw -417174.420845 + Penalty 4821.610540 = -412352.810305 nChanged 1 SP:Iteration 71Q (497.782863 sec): 3 clusters Score: Raw -417174.557215 + Penalty 4821.610540 = -412352.946676 nChanged 1 SP:Iteration 72Q (497.921122 sec): 3 clusters Score: Raw -417174.706461 + Penalty 4821.610540 = -412353.095921 nChanged 1 SP:Iteration 73Q (498.038951 sec): 3 clusters Score: Raw -417174.968093 + Penalty 4821.610540 = -412353.357553 nChanged 1 SP:Iteration 74Q (498.205643 sec): 3 clusters Score: Raw -417175.080043 + Penalty 4821.610540 = -412353.469503 nChanged 1 SP:Iteration 75Q (498.335339 sec): 3 clusters Score: Raw -417175.216835 + Penalty 4821.610540 = -412353.606295 nChanged 0 SP:Iteration 76F (498.463487 sec): 3 clusters Score: Raw -417175.216835 + Penalty 4821.610540 = -412353.606295 nChanged 0 Trying to split cluster 3 (36900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (498.629580 sec): 2 clusters Score: Raw -1722094.758115 + Penalty 2776.215243 = -1719318.542871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (498.929040 sec): 3 clusters Score: Raw -1699696.266424 + Penalty 5552.430486 = -1694143.835938 nChanged 16924 SP:Iteration 1F (499.149308 sec): 3 clusters Score: Raw -1709092.282326 + Penalty 5552.430486 = -1703539.851840 nChanged 1974 SP:Iteration 2F (499.361552 sec): 3 clusters Score: Raw -1709926.151836 + Penalty 5552.430486 = -1704373.721350 nChanged 2019 SP:Iteration 3F (499.652357 sec): 3 clusters Score: Raw -1710943.453274 + Penalty 5552.430486 = -1705391.022788 nChanged 2243 SP:Iteration 4F (499.841813 sec): 3 clusters Score: Raw -1712239.566037 + Penalty 5552.430486 = -1706687.135551 nChanged 2486 SP:Iteration 5F (500.075265 sec): 3 clusters Score: Raw -1713923.959940 + Penalty 5552.430486 = -1708371.529454 nChanged 2565 SP:Iteration 6F (500.361647 sec): 3 clusters Score: Raw -1715708.296408 + Penalty 5552.430486 = -1710155.865921 nChanged 2361 SP:Iteration 7F (500.549375 sec): 3 clusters Score: Raw -1717246.697146 + Penalty 5552.430486 = -1711694.266659 nChanged 2019 SP:Iteration 8F (500.809325 sec): 3 clusters Score: Raw -1718323.343395 + Penalty 5552.430486 = -1712770.912909 nChanged 1563 SP:Iteration 9Q (501.054931 sec): 3 clusters Score: Raw -1719036.285172 + Penalty 5552.430486 = -1713483.854685 nChanged 1270 SP:Iteration 10Q (501.244733 sec): 3 clusters Score: Raw -1719507.621962 + Penalty 5552.430486 = -1713955.191476 nChanged 989 SP:Iteration 11Q (501.485133 sec): 3 clusters Score: Raw -1719866.758216 + Penalty 5552.430486 = -1714314.327729 nChanged 860 SP:Iteration 12Q (501.701723 sec): 3 clusters Score: Raw -1720151.205758 + Penalty 5552.430486 = -1714598.775272 nChanged 779 SP:Iteration 13Q (501.910472 sec): 3 clusters Score: Raw -1720398.111547 + Penalty 5552.430486 = -1714845.681061 nChanged 787 SP:Iteration 14Q (502.196408 sec): 3 clusters Score: Raw -1720663.245955 + Penalty 5552.430486 = -1715110.815469 nChanged 795 SP:Iteration 15Q (502.493213 sec): 3 clusters Score: Raw -1720949.594297 + Penalty 5552.430486 = -1715397.163811 nChanged 888 SP:Iteration 16Q (502.705409 sec): 3 clusters Score: Raw -1721278.489097 + Penalty 5552.430486 = -1715726.058611 nChanged 928 SP:Iteration 17Q (502.953217 sec): 3 clusters Score: Raw -1721626.560717 + Penalty 5552.430486 = -1716074.130230 nChanged 959 SP:Iteration 18Q (503.187026 sec): 3 clusters Score: Raw -1721984.344741 + Penalty 5552.430486 = -1716431.914254 nChanged 1022 SP:Iteration 19Q (503.399812 sec): 3 clusters Score: Raw -1722386.417521 + Penalty 5552.430486 = -1716833.987035 nChanged 1015 SP:Iteration 20F (503.615612 sec): 3 clusters Score: Raw -1722776.736396 + Penalty 5552.430486 = -1717224.305910 nChanged 995 SP:Iteration 21Q (503.874054 sec): 3 clusters Score: Raw -1723166.503623 + Penalty 5552.430486 = -1717614.073137 nChanged 959 SP:Iteration 22Q (504.086208 sec): 3 clusters Score: Raw -1723535.536568 + Penalty 5552.430486 = -1717983.106082 nChanged 919 SP:Iteration 23Q (504.346360 sec): 3 clusters Score: Raw -1723881.816232 + Penalty 5552.430486 = -1718329.385746 nChanged 833 SP:Iteration 24Q (504.637604 sec): 3 clusters Score: Raw -1724180.632604 + Penalty 5552.430486 = -1718628.202118 nChanged 792 SP:Iteration 25Q (504.850038 sec): 3 clusters Score: Raw -1724448.007653 + Penalty 5552.430486 = -1718895.577167 nChanged 658 SP:Iteration 26Q (505.099567 sec): 3 clusters Score: Raw -1724647.673483 + Penalty 5552.430486 = -1719095.242997 nChanged 565 SP:Iteration 27Q (505.339598 sec): 3 clusters Score: Raw -1724816.279064 + Penalty 5552.430486 = -1719263.848578 nChanged 523 SP:Iteration 28Q (505.510526 sec): 3 clusters Score: Raw -1724969.106506 + Penalty 5552.430486 = -1719416.676019 nChanged 453 SP:Iteration 29Q (505.778834 sec): 3 clusters Score: Raw -1725091.241281 + Penalty 5552.430486 = -1719538.810794 nChanged 379 SP:Iteration 30Q (505.994347 sec): 3 clusters Score: Raw -1725180.232777 + Penalty 5552.430486 = -1719627.802291 nChanged 294 SP:Iteration 31Q (506.234766 sec): 3 clusters Score: Raw -1725242.130203 + Penalty 5552.430486 = -1719689.699717 nChanged 244 SP:Iteration 32Q (506.485556 sec): 3 clusters Score: Raw -1725290.418945 + Penalty 5552.430486 = -1719737.988459 nChanged 204 SP:Iteration 33Q (506.738655 sec): 3 clusters Score: Raw -1725326.245966 + Penalty 5552.430486 = -1719773.815480 nChanged 157 SP:Iteration 34Q (506.961255 sec): 3 clusters Score: Raw -1725352.998571 + Penalty 5552.430486 = -1719800.568085 nChanged 145 SP:Iteration 35Q (507.174947 sec): 3 clusters Score: Raw -1725376.540003 + Penalty 5552.430486 = -1719824.109517 nChanged 117 SP:Iteration 36Q (507.365427 sec): 3 clusters Score: Raw -1725394.038124 + Penalty 5552.430486 = -1719841.607638 nChanged 92 SP:Iteration 37Q (507.606335 sec): 3 clusters Score: Raw -1725408.444030 + Penalty 5552.430486 = -1719856.013544 nChanged 73 SP:Iteration 38Q (507.824729 sec): 3 clusters Score: Raw -1725419.029863 + Penalty 5552.430486 = -1719866.599377 nChanged 68 SP:Iteration 39Q (508.017192 sec): 3 clusters Score: Raw -1725427.021142 + Penalty 5552.430486 = -1719874.590656 nChanged 44 SP:Iteration 40F (508.222704 sec): 3 clusters Score: Raw -1725433.340675 + Penalty 5552.430486 = -1719880.910189 nChanged 63 SP:Iteration 41Q (508.414760 sec): 3 clusters Score: Raw -1725441.495070 + Penalty 5552.430486 = -1719889.064584 nChanged 56 SP:Iteration 42Q (508.595437 sec): 3 clusters Score: Raw -1725448.617672 + Penalty 5552.430486 = -1719896.187186 nChanged 52 SP:Iteration 43Q (508.784839 sec): 3 clusters Score: Raw -1725455.082837 + Penalty 5552.430486 = -1719902.652351 nChanged 39 SP:Iteration 44Q (508.936182 sec): 3 clusters Score: Raw -1725459.431973 + Penalty 5552.430486 = -1719907.001487 nChanged 36 SP:Iteration 45Q (509.184754 sec): 3 clusters Score: Raw -1725463.916909 + Penalty 5552.430486 = -1719911.486423 nChanged 29 SP:Iteration 46Q (509.402625 sec): 3 clusters Score: Raw -1725467.637153 + Penalty 5552.430486 = -1719915.206666 nChanged 24 SP:Iteration 47Q (509.647335 sec): 3 clusters Score: Raw -1725470.105176 + Penalty 5552.430486 = -1719917.674690 nChanged 23 SP:Iteration 48Q (509.856714 sec): 3 clusters Score: Raw -1725473.291282 + Penalty 5552.430486 = -1719920.860796 nChanged 30 SP:Iteration 49Q (510.087654 sec): 3 clusters Score: Raw -1725476.493604 + Penalty 5552.430486 = -1719924.063117 nChanged 23 SP:Iteration 50Q (510.311490 sec): 3 clusters Score: Raw -1725478.671270 + Penalty 5552.430486 = -1719926.240784 nChanged 18 SP:Iteration 51Q (510.499744 sec): 3 clusters Score: Raw -1725480.779527 + Penalty 5552.430486 = -1719928.349040 nChanged 18 SP:Iteration 52Q (510.704023 sec): 3 clusters Score: Raw -1725482.484378 + Penalty 5552.430486 = -1719930.053892 nChanged 10 SP:Iteration 53Q (510.941106 sec): 3 clusters Score: Raw -1725483.410644 + Penalty 5552.430486 = -1719930.980158 nChanged 8 SP:Iteration 54Q (511.135750 sec): 3 clusters Score: Raw -1725484.162706 + Penalty 5552.430486 = -1719931.732220 nChanged 9 SP:Iteration 55Q (511.360987 sec): 3 clusters Score: Raw -1725484.872524 + Penalty 5552.430486 = -1719932.442037 nChanged 6 SP:Iteration 56Q (511.483833 sec): 3 clusters Score: Raw -1725485.430445 + Penalty 5552.430486 = -1719932.999959 nChanged 6 SP:Iteration 57Q (511.669440 sec): 3 clusters Score: Raw -1725486.037291 + Penalty 5552.430486 = -1719933.606805 nChanged 6 SP:Iteration 58Q (511.866691 sec): 3 clusters Score: Raw -1725486.612337 + Penalty 5552.430486 = -1719934.181851 nChanged 7 SP:Iteration 59Q (512.069857 sec): 3 clusters Score: Raw -1725487.216108 + Penalty 5552.430486 = -1719934.785621 nChanged 6 SP:Iteration 60F (512.266820 sec): 3 clusters Score: Raw -1725487.838073 + Penalty 5552.430486 = -1719935.407587 nChanged 3 SP:Iteration 61Q (512.466102 sec): 3 clusters Score: Raw -1725488.116070 + Penalty 5552.430486 = -1719935.685584 nChanged 4 SP:Iteration 62Q (512.695776 sec): 3 clusters Score: Raw -1725488.477120 + Penalty 5552.430486 = -1719936.046634 nChanged 4 SP:Iteration 63Q (512.877721 sec): 3 clusters Score: Raw -1725488.715893 + Penalty 5552.430486 = -1719936.285407 nChanged 2 SP:Iteration 64Q (513.092749 sec): 3 clusters Score: Raw -1725488.796309 + Penalty 5552.430486 = -1719936.365822 nChanged 1 SP:Iteration 65Q (513.313434 sec): 3 clusters Score: Raw -1725488.974564 + Penalty 5552.430486 = -1719936.544078 nChanged 1 SP:Iteration 66Q (513.562140 sec): 3 clusters Score: Raw -1725489.061965 + Penalty 5552.430486 = -1719936.631479 nChanged 2 SP:Iteration 67Q (513.779540 sec): 3 clusters Score: Raw -1725489.246490 + Penalty 5552.430486 = -1719936.816004 nChanged 5 SP:Iteration 68Q (514.017944 sec): 3 clusters Score: Raw -1725489.605235 + Penalty 5552.430486 = -1719937.174749 nChanged 5 SP:Iteration 69Q (514.277318 sec): 3 clusters Score: Raw -1725490.061101 + Penalty 5552.430486 = -1719937.630615 nChanged 3 SP:Iteration 70Q (514.519729 sec): 3 clusters Score: Raw -1725490.225990 + Penalty 5552.430486 = -1719937.795504 nChanged 1 SP:Iteration 71Q (514.737715 sec): 3 clusters Score: Raw -1725490.331169 + Penalty 5552.430486 = -1719937.900682 nChanged 0 SP:Iteration 72F (515.018883 sec): 3 clusters Score: Raw -1725490.331169 + Penalty 5552.430486 = -1719937.900682 nChanged 0 Score: Raw -2930459.533363 + Penalty 14656.815491 = -2915802.717871 Splitting cluster 3 changes total score from -2915335.290132 to -2915802.717871 So it's getting split into cluster 5. Trying to split cluster 4 (7191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (515.741897 sec): 2 clusters Score: Raw -328278.533965 + Penalty 2344.474578 = -325934.059387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (515.877452 sec): 3 clusters Score: Raw -324620.122850 + Penalty 4688.949156 = -319931.173694 nChanged 2881 SP:Iteration 1F (515.990327 sec): 3 clusters Score: Raw -326294.013300 + Penalty 4688.949156 = -321605.064144 nChanged 531 SP:Iteration 2F (516.133594 sec): 3 clusters Score: Raw -326676.650669 + Penalty 4688.949156 = -321987.701513 nChanged 485 SP:Iteration 3F (516.278788 sec): 3 clusters Score: Raw -327113.821845 + Penalty 4688.949156 = -322424.872689 nChanged 492 SP:Iteration 4F (516.429539 sec): 3 clusters Score: Raw -327661.045469 + Penalty 4688.949156 = -322972.096313 nChanged 507 SP:Iteration 5F (516.574489 sec): 3 clusters Score: Raw -328282.756149 + Penalty 4688.949156 = -323593.806993 nChanged 514 SP:Iteration 6F (516.728938 sec): 3 clusters Score: Raw -328820.581753 + Penalty 4688.949156 = -324131.632597 nChanged 410 SP:Iteration 7F (516.838158 sec): 3 clusters Score: Raw -329189.683701 + Penalty 4688.949156 = -324500.734545 nChanged 306 SP:Iteration 8Q (516.957676 sec): 3 clusters Score: Raw -329398.494235 + Penalty 4688.949156 = -324709.545079 nChanged 193 SP:Iteration 9Q (517.093913 sec): 3 clusters Score: Raw -329497.534058 + Penalty 4688.949156 = -324808.584902 nChanged 155 SP:Iteration 10Q (517.233504 sec): 3 clusters Score: Raw -329563.855130 + Penalty 4688.949156 = -324874.905974 nChanged 107 SP:Iteration 11Q (517.375555 sec): 3 clusters Score: Raw -329610.257273 + Penalty 4688.949156 = -324921.308117 nChanged 94 SP:Iteration 12Q (517.530273 sec): 3 clusters Score: Raw -329649.743718 + Penalty 4688.949156 = -324960.794562 nChanged 73 SP:Iteration 13Q (517.675828 sec): 3 clusters Score: Raw -329677.630148 + Penalty 4688.949156 = -324988.680991 nChanged 64 SP:Iteration 14Q (517.817701 sec): 3 clusters Score: Raw -329703.698780 + Penalty 4688.949156 = -325014.749624 nChanged 60 SP:Iteration 15Q (517.920107 sec): 3 clusters Score: Raw -329726.702607 + Penalty 4688.949156 = -325037.753450 nChanged 53 SP:Iteration 16Q (518.063798 sec): 3 clusters Score: Raw -329747.359993 + Penalty 4688.949156 = -325058.410837 nChanged 52 SP:Iteration 17Q (518.182372 sec): 3 clusters Score: Raw -329765.947206 + Penalty 4688.949156 = -325076.998050 nChanged 49 SP:Iteration 18Q (518.310618 sec): 3 clusters Score: Raw -329782.224094 + Penalty 4688.949156 = -325093.274937 nChanged 40 SP:Iteration 19Q (518.428626 sec): 3 clusters Score: Raw -329794.808650 + Penalty 4688.949156 = -325105.859494 nChanged 36 SP:Iteration 20F (518.567590 sec): 3 clusters Score: Raw -329804.281798 + Penalty 4688.949156 = -325115.332641 nChanged 29 SP:Iteration 21Q (518.680117 sec): 3 clusters Score: Raw -329810.016253 + Penalty 4688.949156 = -325121.067097 nChanged 25 SP:Iteration 22Q (518.804001 sec): 3 clusters Score: Raw -329815.598177 + Penalty 4688.949156 = -325126.649021 nChanged 18 SP:Iteration 23Q (518.924101 sec): 3 clusters Score: Raw -329820.808802 + Penalty 4688.949156 = -325131.859646 nChanged 25 SP:Iteration 24Q (519.034047 sec): 3 clusters Score: Raw -329828.312942 + Penalty 4688.949156 = -325139.363786 nChanged 19 SP:Iteration 25Q (519.151001 sec): 3 clusters Score: Raw -329832.810931 + Penalty 4688.949156 = -325143.861775 nChanged 17 SP:Iteration 26Q (519.286988 sec): 3 clusters Score: Raw -329836.827714 + Penalty 4688.949156 = -325147.878557 nChanged 10 SP:Iteration 27Q (519.422469 sec): 3 clusters Score: Raw -329838.856973 + Penalty 4688.949156 = -325149.907817 nChanged 9 SP:Iteration 28Q (519.524824 sec): 3 clusters Score: Raw -329841.153113 + Penalty 4688.949156 = -325152.203956 nChanged 11 SP:Iteration 29Q (519.642490 sec): 3 clusters Score: Raw -329843.570321 + Penalty 4688.949156 = -325154.621165 nChanged 11 SP:Iteration 30Q (519.779818 sec): 3 clusters Score: Raw -329846.348826 + Penalty 4688.949156 = -325157.399670 nChanged 10 SP:Iteration 31Q (519.883419 sec): 3 clusters Score: Raw -329848.516757 + Penalty 4688.949156 = -325159.567600 nChanged 7 SP:Iteration 32Q (520.043802 sec): 3 clusters Score: Raw -329850.258510 + Penalty 4688.949156 = -325161.309354 nChanged 7 SP:Iteration 33Q (520.190908 sec): 3 clusters Score: Raw -329851.761678 + Penalty 4688.949156 = -325162.812522 nChanged 7 SP:Iteration 34Q (520.316572 sec): 3 clusters Score: Raw -329854.586869 + Penalty 4688.949156 = -325165.637713 nChanged 9 SP:Iteration 35Q (520.419278 sec): 3 clusters Score: Raw -329857.755160 + Penalty 4688.949156 = -325168.806004 nChanged 6 SP:Iteration 36Q (520.539856 sec): 3 clusters Score: Raw -329859.285773 + Penalty 4688.949156 = -325170.336617 nChanged 5 SP:Iteration 37Q (520.677993 sec): 3 clusters Score: Raw -329860.763143 + Penalty 4688.949156 = -325171.813987 nChanged 3 SP:Iteration 38Q (520.787915 sec): 3 clusters Score: Raw -329861.283605 + Penalty 4688.949156 = -325172.334449 nChanged 3 SP:Iteration 39Q (520.935156 sec): 3 clusters Score: Raw -329861.995612 + Penalty 4688.949156 = -325173.046456 nChanged 4 SP:Iteration 40F (521.102571 sec): 3 clusters Score: Raw -329862.590586 + Penalty 4688.949156 = -325173.641430 nChanged 2 SP:Iteration 41Q (521.217705 sec): 3 clusters Score: Raw -329862.967422 + Penalty 4688.949156 = -325174.018266 nChanged 3 SP:Iteration 42Q (521.332283 sec): 3 clusters Score: Raw -329863.856795 + Penalty 4688.949156 = -325174.907639 nChanged 3 SP:Iteration 43Q (521.464393 sec): 3 clusters Score: Raw -329864.665643 + Penalty 4688.949156 = -325175.716487 nChanged 3 SP:Iteration 44Q (521.598976 sec): 3 clusters Score: Raw -329865.251422 + Penalty 4688.949156 = -325176.302266 nChanged 1 SP:Iteration 45Q (521.698415 sec): 3 clusters Score: Raw -329865.399381 + Penalty 4688.949156 = -325176.450225 nChanged 0 SP:Iteration 46F (521.818646 sec): 3 clusters Score: Raw -329865.399381 + Penalty 4688.949156 = -325176.450225 nChanged 0 Iteration 59Q (522.504803 sec): 6 clusters Score: Raw -2931703.897611 + Penalty 14656.815491 = -2917047.082120 nChanged 1670 Iteration 60F (523.007126 sec): 6 clusters Score: Raw -2932581.679492 + Penalty 14656.815491 = -2917924.864001 nChanged 1008 Iteration 61Q (523.577079 sec): 6 clusters Score: Raw -2933092.074193 + Penalty 14656.815491 = -2918435.258702 nChanged 851 Iteration 62Q (524.062191 sec): 6 clusters Score: Raw -2933443.480923 + Penalty 14656.815491 = -2918786.665431 nChanged 654 Iteration 63Q (524.664100 sec): 6 clusters Score: Raw -2933665.467412 + Penalty 14656.815491 = -2919008.651920 nChanged 535 Iteration 64Q (525.235146 sec): 6 clusters Score: Raw -2933804.768283 + Penalty 14656.815491 = -2919147.952792 nChanged 416 Iteration 65Q (525.775605 sec): 6 clusters Score: Raw -2933902.001406 + Penalty 14656.815491 = -2919245.185914 nChanged 360 Iteration 66Q (526.341286 sec): 6 clusters Score: Raw -2933968.561368 + Penalty 14656.815491 = -2919311.745876 nChanged 262 Iteration 67Q (526.792053 sec): 6 clusters Score: Raw -2934008.561987 + Penalty 14656.815491 = -2919351.746496 nChanged 194 Iteration 68Q (527.322605 sec): 6 clusters Score: Raw -2934038.417192 + Penalty 14656.815491 = -2919381.601701 nChanged 167 Iteration 69Q (527.902648 sec): 6 clusters Score: Raw -2934060.130726 + Penalty 14656.815491 = -2919403.315235 nChanged 124 Iteration 70Q (528.495130 sec): 6 clusters Score: Raw -2934074.343519 + Penalty 14656.815491 = -2919417.528028 nChanged 109 Iteration 71Q (529.046827 sec): 6 clusters Score: Raw -2934086.528903 + Penalty 14656.815491 = -2919429.713412 nChanged 99 Iteration 72Q (529.570314 sec): 6 clusters Score: Raw -2934094.835698 + Penalty 14656.815491 = -2919438.020207 nChanged 62 Iteration 73Q (530.131261 sec): 6 clusters Score: Raw -2934099.390966 + Penalty 14656.815491 = -2919442.575475 nChanged 42 Iteration 74Q (530.739111 sec): 6 clusters Score: Raw -2934102.547879 + Penalty 14656.815491 = -2919445.732388 nChanged 39 Iteration 75Q (531.306749 sec): 6 clusters Score: Raw -2934106.420760 + Penalty 14656.815491 = -2919449.605269 nChanged 38 Iteration 76Q (531.888596 sec): 6 clusters Score: Raw -2934108.952464 + Penalty 14656.815491 = -2919452.136973 nChanged 27 Iteration 77Q (532.374183 sec): 6 clusters Score: Raw -2934110.883781 + Penalty 14656.815491 = -2919454.068290 nChanged 27 Iteration 78Q (532.920048 sec): 6 clusters Score: Raw -2934112.460467 + Penalty 14656.815491 = -2919455.644976 nChanged 14 Iteration 79Q (533.469782 sec): 6 clusters Score: Raw -2934113.461799 + Penalty 14656.815491 = -2919456.646308 nChanged 9 Iteration 80F (534.127125 sec): 6 clusters Score: Raw -2934119.080785 + Penalty 14656.815491 = -2919462.265294 nChanged 25 Iteration 81Q (534.647575 sec): 6 clusters Score: Raw -2934122.146797 + Penalty 14656.815491 = -2919465.331306 nChanged 22 Iteration 82Q (535.221371 sec): 6 clusters Score: Raw -2934123.936623 + Penalty 14656.815491 = -2919467.121132 nChanged 23 Iteration 83Q (535.744592 sec): 6 clusters Score: Raw -2934125.727515 + Penalty 14656.815491 = -2919468.912023 nChanged 19 Iteration 84Q (536.329427 sec): 6 clusters Score: Raw -2934127.299081 + Penalty 14656.815491 = -2919470.483589 nChanged 15 Iteration 85Q (536.876548 sec): 6 clusters Score: Raw -2934128.583825 + Penalty 14656.815491 = -2919471.768334 nChanged 14 Iteration 86Q (537.459973 sec): 6 clusters Score: Raw -2934129.590311 + Penalty 14656.815491 = -2919472.774820 nChanged 13 Iteration 87Q (537.983240 sec): 6 clusters Score: Raw -2934130.466759 + Penalty 14656.815491 = -2919473.651268 nChanged 11 Iteration 88Q (538.560338 sec): 6 clusters Score: Raw -2934131.088689 + Penalty 14656.815491 = -2919474.273197 nChanged 10 Iteration 89Q (539.140124 sec): 6 clusters Score: Raw -2934131.806582 + Penalty 14656.815491 = -2919474.991091 nChanged 6 Iteration 90Q (539.698279 sec): 6 clusters Score: Raw -2934132.165306 + Penalty 14656.815491 = -2919475.349815 nChanged 2 Iteration 91Q (540.236453 sec): 6 clusters Score: Raw -2934132.384024 + Penalty 14656.815491 = -2919475.568532 nChanged 0 Iteration 92F (540.910605 sec): 6 clusters Score: Raw -2934132.384024 + Penalty 14656.815491 = -2919475.568532 nChanged 0 Compute initial score before splitting: Score: Raw -2934132.384024 + Penalty 14656.815491 = -2919475.568532 Trying to split cluster 1 (11526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (541.051288 sec): 2 clusters Score: Raw -467636.362153 + Penalty 2469.023207 = -465167.338946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (541.193393 sec): 3 clusters Score: Raw -461393.482092 + Penalty 4938.046414 = -456455.435679 nChanged 4806 SP:Iteration 1F (541.345233 sec): 3 clusters Score: Raw -464183.179392 + Penalty 4938.046414 = -459245.132979 nChanged 920 SP:Iteration 2F (541.496940 sec): 3 clusters Score: Raw -464889.545338 + Penalty 4938.046414 = -459951.498924 nChanged 834 SP:Iteration 3F (541.654053 sec): 3 clusters Score: Raw -465469.714682 + Penalty 4938.046414 = -460531.668268 nChanged 738 SP:Iteration 4F (541.786931 sec): 3 clusters Score: Raw -465927.365247 + Penalty 4938.046414 = -460989.318834 nChanged 641 SP:Iteration 5F (541.931091 sec): 3 clusters Score: Raw -466311.162948 + Penalty 4938.046414 = -461373.116534 nChanged 541 SP:Iteration 6Q (542.026998 sec): 3 clusters Score: Raw -466626.379272 + Penalty 4938.046414 = -461688.332858 nChanged 471 SP:Iteration 7Q (542.179096 sec): 3 clusters Score: Raw -466901.354673 + Penalty 4938.046414 = -461963.308260 nChanged 416 SP:Iteration 8Q (542.324230 sec): 3 clusters Score: Raw -467133.714002 + Penalty 4938.046414 = -462195.667588 nChanged 386 SP:Iteration 9Q (542.461328 sec): 3 clusters Score: Raw -467350.898432 + Penalty 4938.046414 = -462412.852019 nChanged 370 SP:Iteration 10Q (542.588699 sec): 3 clusters Score: Raw -467555.772917 + Penalty 4938.046414 = -462617.726504 nChanged 333 SP:Iteration 11Q (542.703830 sec): 3 clusters Score: Raw -467751.304057 + Penalty 4938.046414 = -462813.257643 nChanged 310 SP:Iteration 12Q (542.862245 sec): 3 clusters Score: Raw -467933.185280 + Penalty 4938.046414 = -462995.138866 nChanged 271 SP:Iteration 13Q (543.044043 sec): 3 clusters Score: Raw -468088.506650 + Penalty 4938.046414 = -463150.460237 nChanged 245 SP:Iteration 14Q (543.186040 sec): 3 clusters Score: Raw -468244.773449 + Penalty 4938.046414 = -463306.727035 nChanged 255 SP:Iteration 15Q (543.309288 sec): 3 clusters Score: Raw -468406.230935 + Penalty 4938.046414 = -463468.184521 nChanged 191 SP:Iteration 16Q (543.436573 sec): 3 clusters Score: Raw -468513.448397 + Penalty 4938.046414 = -463575.401983 nChanged 132 SP:Iteration 17Q (543.589022 sec): 3 clusters Score: Raw -468583.404214 + Penalty 4938.046414 = -463645.357800 nChanged 109 SP:Iteration 18Q (543.744740 sec): 3 clusters Score: Raw -468647.066939 + Penalty 4938.046414 = -463709.020525 nChanged 90 SP:Iteration 19Q (543.927084 sec): 3 clusters Score: Raw -468692.932637 + Penalty 4938.046414 = -463754.886224 nChanged 70 SP:Iteration 20F (544.050154 sec): 3 clusters Score: Raw -468728.680828 + Penalty 4938.046414 = -463790.634414 nChanged 65 SP:Iteration 21Q (544.176999 sec): 3 clusters Score: Raw -468765.799962 + Penalty 4938.046414 = -463827.753548 nChanged 61 SP:Iteration 22Q (544.268138 sec): 3 clusters Score: Raw -468796.183700 + Penalty 4938.046414 = -463858.137287 nChanged 45 SP:Iteration 23Q (544.406349 sec): 3 clusters Score: Raw -468818.540480 + Penalty 4938.046414 = -463880.494066 nChanged 34 SP:Iteration 24Q (544.593251 sec): 3 clusters Score: Raw -468836.163554 + Penalty 4938.046414 = -463898.117140 nChanged 37 SP:Iteration 25Q (544.714418 sec): 3 clusters Score: Raw -468856.340710 + Penalty 4938.046414 = -463918.294297 nChanged 39 SP:Iteration 26Q (544.849072 sec): 3 clusters Score: Raw -468874.990774 + Penalty 4938.046414 = -463936.944361 nChanged 29 SP:Iteration 27Q (544.987623 sec): 3 clusters Score: Raw -468888.049643 + Penalty 4938.046414 = -463950.003230 nChanged 18 SP:Iteration 28Q (545.130637 sec): 3 clusters Score: Raw -468894.841926 + Penalty 4938.046414 = -463956.795512 nChanged 19 SP:Iteration 29Q (545.282869 sec): 3 clusters Score: Raw -468904.562948 + Penalty 4938.046414 = -463966.516534 nChanged 20 SP:Iteration 30Q (545.446074 sec): 3 clusters Score: Raw -468913.188255 + Penalty 4938.046414 = -463975.141842 nChanged 14 SP:Iteration 31Q (545.619700 sec): 3 clusters Score: Raw -468918.568822 + Penalty 4938.046414 = -463980.522408 nChanged 9 SP:Iteration 32Q (545.759551 sec): 3 clusters Score: Raw -468922.911786 + Penalty 4938.046414 = -463984.865372 nChanged 9 SP:Iteration 33Q (545.910984 sec): 3 clusters Score: Raw -468925.949665 + Penalty 4938.046414 = -463987.903252 nChanged 9 SP:Iteration 34Q (546.086601 sec): 3 clusters Score: Raw -468930.127939 + Penalty 4938.046414 = -463992.081525 nChanged 7 SP:Iteration 35Q (546.267856 sec): 3 clusters Score: Raw -468933.803391 + Penalty 4938.046414 = -463995.756978 nChanged 7 SP:Iteration 36Q (546.436644 sec): 3 clusters Score: Raw -468936.492650 + Penalty 4938.046414 = -463998.446236 nChanged 7 SP:Iteration 37Q (546.561341 sec): 3 clusters Score: Raw -468939.647442 + Penalty 4938.046414 = -464001.601028 nChanged 9 SP:Iteration 38Q (546.703494 sec): 3 clusters Score: Raw -468941.958295 + Penalty 4938.046414 = -464003.911881 nChanged 2 SP:Iteration 39Q (546.878438 sec): 3 clusters Score: Raw -468942.302374 + Penalty 4938.046414 = -464004.255960 nChanged 1 SP:Iteration 40F (547.052184 sec): 3 clusters Score: Raw -468942.419549 + Penalty 4938.046414 = -464004.373136 nChanged 1 SP:Iteration 41Q (547.212258 sec): 3 clusters Score: Raw -468942.725179 + Penalty 4938.046414 = -464004.678765 nChanged 1 SP:Iteration 42Q (547.379212 sec): 3 clusters Score: Raw -468942.963859 + Penalty 4938.046414 = -464004.917445 nChanged 0 SP:Iteration 43F (547.484399 sec): 3 clusters Score: Raw -468942.963859 + Penalty 4938.046414 = -464004.917445 nChanged 0 Trying to split cluster 2 (7757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (547.583384 sec): 2 clusters Score: Raw -341866.395809 + Penalty 2364.476648 = -339501.919161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.747874 sec): 3 clusters Score: Raw -337904.892950 + Penalty 4728.953297 = -333175.939654 nChanged 3049 SP:Iteration 1F (547.868243 sec): 3 clusters Score: Raw -339655.820149 + Penalty 4728.953297 = -334926.866852 nChanged 614 SP:Iteration 2F (547.991658 sec): 3 clusters Score: Raw -340124.730273 + Penalty 4728.953297 = -335395.776977 nChanged 573 SP:Iteration 3F (548.114977 sec): 3 clusters Score: Raw -340643.414682 + Penalty 4728.953297 = -335914.461385 nChanged 561 SP:Iteration 4F (548.247201 sec): 3 clusters Score: Raw -341176.502712 + Penalty 4728.953297 = -336447.549415 nChanged 529 SP:Iteration 5F (548.391872 sec): 3 clusters Score: Raw -341651.438629 + Penalty 4728.953297 = -336922.485332 nChanged 433 SP:Iteration 6F (548.549319 sec): 3 clusters Score: Raw -341991.410717 + Penalty 4728.953297 = -337262.457420 nChanged 341 SP:Iteration 7Q (548.665121 sec): 3 clusters Score: Raw -342225.402127 + Penalty 4728.953297 = -337496.448831 nChanged 253 SP:Iteration 8Q (548.789875 sec): 3 clusters Score: Raw -342382.231994 + Penalty 4728.953297 = -337653.278698 nChanged 197 SP:Iteration 9Q (548.932346 sec): 3 clusters Score: Raw -342486.936072 + Penalty 4728.953297 = -337757.982776 nChanged 155 SP:Iteration 10Q (549.071831 sec): 3 clusters Score: Raw -342558.890122 + Penalty 4728.953297 = -337829.936825 nChanged 124 SP:Iteration 11Q (549.128049 sec): 3 clusters Score: Raw -342610.646206 + Penalty 4728.953297 = -337881.692909 nChanged 98 SP:Iteration 12Q (549.188219 sec): 3 clusters Score: Raw -342647.648196 + Penalty 4728.953297 = -337918.694900 nChanged 106 SP:Iteration 13Q (549.325174 sec): 3 clusters Score: Raw -342685.293051 + Penalty 4728.953297 = -337956.339754 nChanged 88 SP:Iteration 14Q (549.453774 sec): 3 clusters Score: Raw -342716.858778 + Penalty 4728.953297 = -337987.905482 nChanged 70 SP:Iteration 15Q (549.566790 sec): 3 clusters Score: Raw -342743.014517 + Penalty 4728.953297 = -338014.061220 nChanged 62 SP:Iteration 16Q (549.707451 sec): 3 clusters Score: Raw -342763.288544 + Penalty 4728.953297 = -338034.335247 nChanged 56 SP:Iteration 17Q (549.863038 sec): 3 clusters Score: Raw -342779.708431 + Penalty 4728.953297 = -338050.755134 nChanged 45 SP:Iteration 18Q (550.052962 sec): 3 clusters Score: Raw -342792.160193 + Penalty 4728.953297 = -338063.206896 nChanged 33 SP:Iteration 19Q (550.163165 sec): 3 clusters Score: Raw -342801.125184 + Penalty 4728.953297 = -338072.171888 nChanged 28 SP:Iteration 20F (550.264095 sec): 3 clusters Score: Raw -342806.930972 + Penalty 4728.953297 = -338077.977675 nChanged 23 SP:Iteration 21Q (550.419347 sec): 3 clusters Score: Raw -342814.011893 + Penalty 4728.953297 = -338085.058596 nChanged 26 SP:Iteration 22Q (550.536603 sec): 3 clusters Score: Raw -342819.691580 + Penalty 4728.953297 = -338090.738284 nChanged 20 SP:Iteration 23Q (550.686052 sec): 3 clusters Score: Raw -342824.339425 + Penalty 4728.953297 = -338095.386128 nChanged 20 SP:Iteration 24Q (550.831292 sec): 3 clusters Score: Raw -342828.602723 + Penalty 4728.953297 = -338099.649426 nChanged 13 SP:Iteration 25Q (550.975933 sec): 3 clusters Score: Raw -342830.895365 + Penalty 4728.953297 = -338101.942068 nChanged 16 SP:Iteration 26Q (551.117376 sec): 3 clusters Score: Raw -342834.019979 + Penalty 4728.953297 = -338105.066682 nChanged 12 SP:Iteration 27Q (551.223087 sec): 3 clusters Score: Raw -342836.154945 + Penalty 4728.953297 = -338107.201649 nChanged 15 SP:Iteration 28Q (551.359615 sec): 3 clusters Score: Raw -342838.636155 + Penalty 4728.953297 = -338109.682858 nChanged 10 SP:Iteration 29Q (551.493635 sec): 3 clusters Score: Raw -342840.827898 + Penalty 4728.953297 = -338111.874602 nChanged 9 SP:Iteration 30Q (551.649998 sec): 3 clusters Score: Raw -342842.408186 + Penalty 4728.953297 = -338113.454890 nChanged 5 SP:Iteration 31Q (551.789979 sec): 3 clusters Score: Raw -342843.743445 + Penalty 4728.953297 = -338114.790149 nChanged 5 SP:Iteration 32Q (551.931238 sec): 3 clusters Score: Raw -342844.425603 + Penalty 4728.953297 = -338115.472306 nChanged 3 SP:Iteration 33Q (552.049728 sec): 3 clusters Score: Raw -342844.977793 + Penalty 4728.953297 = -338116.024496 nChanged 1 SP:Iteration 34Q (552.189203 sec): 3 clusters Score: Raw -342845.096789 + Penalty 4728.953297 = -338116.143492 nChanged 1 SP:Iteration 35Q (552.306732 sec): 3 clusters Score: Raw -342845.317985 + Penalty 4728.953297 = -338116.364688 nChanged 1 SP:Iteration 36Q (552.507511 sec): 3 clusters Score: Raw -342845.457921 + Penalty 4728.953297 = -338116.504625 nChanged 2 SP:Iteration 37Q (552.664036 sec): 3 clusters Score: Raw -342845.821478 + Penalty 4728.953297 = -338116.868181 nChanged 3 SP:Iteration 38Q (552.822571 sec): 3 clusters Score: Raw -342846.170974 + Penalty 4728.953297 = -338117.217678 nChanged 0 SP:Iteration 39F (552.929642 sec): 3 clusters Score: Raw -342846.170974 + Penalty 4728.953297 = -338117.217678 nChanged 0 Trying to split cluster 3 (32464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.169782 sec): 2 clusters Score: Raw -1500793.047435 + Penalty 2742.402184 = -1498050.645251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.399842 sec): 3 clusters Score: Raw -1481337.191328 + Penalty 5484.804369 = -1475852.386959 nChanged 14589 SP:Iteration 1F (553.699347 sec): 3 clusters Score: Raw -1489546.332010 + Penalty 5484.804369 = -1484061.527641 nChanged 1776 SP:Iteration 2F (553.879537 sec): 3 clusters Score: Raw -1490293.233608 + Penalty 5484.804369 = -1484808.429239 nChanged 1708 SP:Iteration 3F (554.119887 sec): 3 clusters Score: Raw -1491057.599690 + Penalty 5484.804369 = -1485572.795321 nChanged 1705 SP:Iteration 4F (554.370128 sec): 3 clusters Score: Raw -1491862.927677 + Penalty 5484.804369 = -1486378.123309 nChanged 1705 SP:Iteration 5F (554.502502 sec): 3 clusters Score: Raw -1492713.881486 + Penalty 5484.804369 = -1487229.077118 nChanged 1701 SP:Iteration 6F (554.724950 sec): 3 clusters Score: Raw -1493605.664922 + Penalty 5484.804369 = -1488120.860554 nChanged 1712 SP:Iteration 7F (554.955862 sec): 3 clusters Score: Raw -1494555.083024 + Penalty 5484.804369 = -1489070.278655 nChanged 1649 SP:Iteration 8F (555.178956 sec): 3 clusters Score: Raw -1495522.962733 + Penalty 5484.804369 = -1490038.158364 nChanged 1535 SP:Iteration 9Q (555.430081 sec): 3 clusters Score: Raw -1496490.070894 + Penalty 5484.804369 = -1491005.266525 nChanged 1510 SP:Iteration 10Q (555.675144 sec): 3 clusters Score: Raw -1497462.863643 + Penalty 5484.804369 = -1491978.059274 nChanged 1381 SP:Iteration 11Q (555.930300 sec): 3 clusters Score: Raw -1498369.671989 + Penalty 5484.804369 = -1492884.867620 nChanged 1181 SP:Iteration 12Q (556.118753 sec): 3 clusters Score: Raw -1499164.390762 + Penalty 5484.804369 = -1493679.586393 nChanged 958 SP:Iteration 13Q (556.352050 sec): 3 clusters Score: Raw -1499778.977368 + Penalty 5484.804369 = -1494294.172999 nChanged 696 SP:Iteration 14Q (556.567474 sec): 3 clusters Score: Raw -1500231.827785 + Penalty 5484.804369 = -1494747.023417 nChanged 516 SP:Iteration 15Q (556.757689 sec): 3 clusters Score: Raw -1500567.491604 + Penalty 5484.804369 = -1495082.687236 nChanged 347 SP:Iteration 16Q (556.902471 sec): 3 clusters Score: Raw -1500801.289794 + Penalty 5484.804369 = -1495316.485425 nChanged 221 SP:Iteration 17Q (557.169939 sec): 3 clusters Score: Raw -1500935.235387 + Penalty 5484.804369 = -1495450.431019 nChanged 139 SP:Iteration 18Q (557.389229 sec): 3 clusters Score: Raw -1501015.600188 + Penalty 5484.804369 = -1495530.795819 nChanged 101 SP:Iteration 19Q (557.613495 sec): 3 clusters Score: Raw -1501080.538248 + Penalty 5484.804369 = -1495595.733879 nChanged 81 SP:Iteration 20F (557.850701 sec): 3 clusters Score: Raw -1501134.472317 + Penalty 5484.804369 = -1495649.667948 nChanged 58 SP:Iteration 21Q (558.044934 sec): 3 clusters Score: Raw -1501173.681321 + Penalty 5484.804369 = -1495688.876953 nChanged 34 SP:Iteration 22Q (558.245367 sec): 3 clusters Score: Raw -1501196.374234 + Penalty 5484.804369 = -1495711.569865 nChanged 32 SP:Iteration 23Q (558.451240 sec): 3 clusters Score: Raw -1501217.023492 + Penalty 5484.804369 = -1495732.219123 nChanged 26 SP:Iteration 24Q (558.612514 sec): 3 clusters Score: Raw -1501231.908790 + Penalty 5484.804369 = -1495747.104421 nChanged 13 SP:Iteration 25Q (558.830992 sec): 3 clusters Score: Raw -1501240.689641 + Penalty 5484.804369 = -1495755.885272 nChanged 16 SP:Iteration 26Q (559.038083 sec): 3 clusters Score: Raw -1501252.693649 + Penalty 5484.804369 = -1495767.889280 nChanged 13 SP:Iteration 27Q (559.282410 sec): 3 clusters Score: Raw -1501261.641720 + Penalty 5484.804369 = -1495776.837351 nChanged 8 SP:Iteration 28Q (559.524980 sec): 3 clusters Score: Raw -1501269.723566 + Penalty 5484.804369 = -1495784.919197 nChanged 15 SP:Iteration 29Q (559.667813 sec): 3 clusters Score: Raw -1501280.623555 + Penalty 5484.804369 = -1495795.819186 nChanged 15 SP:Iteration 30Q (559.899682 sec): 3 clusters Score: Raw -1501289.711993 + Penalty 5484.804369 = -1495804.907624 nChanged 9 SP:Iteration 31Q (560.084423 sec): 3 clusters Score: Raw -1501295.414948 + Penalty 5484.804369 = -1495810.610579 nChanged 10 SP:Iteration 32Q (560.262950 sec): 3 clusters Score: Raw -1501302.620896 + Penalty 5484.804369 = -1495817.816528 nChanged 9 SP:Iteration 33Q (560.497744 sec): 3 clusters Score: Raw -1501309.895093 + Penalty 5484.804369 = -1495825.090724 nChanged 8 SP:Iteration 34Q (560.719916 sec): 3 clusters Score: Raw -1501315.835974 + Penalty 5484.804369 = -1495831.031605 nChanged 7 SP:Iteration 35Q (560.907195 sec): 3 clusters Score: Raw -1501320.008972 + Penalty 5484.804369 = -1495835.204603 nChanged 1 SP:Iteration 36Q (561.192556 sec): 3 clusters Score: Raw -1501320.671244 + Penalty 5484.804369 = -1495835.866875 nChanged 0 SP:Iteration 37F (561.439254 sec): 3 clusters Score: Raw -1501320.671244 + Penalty 5484.804369 = -1495835.866875 nChanged 0 Trying to split cluster 4 (6600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (561.527611 sec): 2 clusters Score: Raw -301420.468245 + Penalty 2321.833781 = -299098.634464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (561.679561 sec): 3 clusters Score: Raw -298169.188553 + Penalty 4643.667562 = -293525.520991 nChanged 2606 SP:Iteration 1F (561.813917 sec): 3 clusters Score: Raw -299689.194918 + Penalty 4643.667562 = -295045.527356 nChanged 539 SP:Iteration 2F (561.893987 sec): 3 clusters Score: Raw -300056.001956 + Penalty 4643.667562 = -295412.334394 nChanged 423 SP:Iteration 3F (562.026830 sec): 3 clusters Score: Raw -300476.217118 + Penalty 4643.667562 = -295832.549556 nChanged 438 SP:Iteration 4F (562.171271 sec): 3 clusters Score: Raw -300963.741605 + Penalty 4643.667562 = -296320.074043 nChanged 446 SP:Iteration 5F (562.317854 sec): 3 clusters Score: Raw -301454.519547 + Penalty 4643.667562 = -296810.851985 nChanged 422 SP:Iteration 6F (562.461590 sec): 3 clusters Score: Raw -301910.183190 + Penalty 4643.667562 = -297266.515628 nChanged 360 SP:Iteration 7F (562.602064 sec): 3 clusters Score: Raw -302228.846459 + Penalty 4643.667562 = -297585.178897 nChanged 290 SP:Iteration 8Q (562.769938 sec): 3 clusters Score: Raw -302432.028720 + Penalty 4643.667562 = -297788.361158 nChanged 204 SP:Iteration 9Q (562.876548 sec): 3 clusters Score: Raw -302566.904779 + Penalty 4643.667562 = -297923.237217 nChanged 148 SP:Iteration 10Q (563.009963 sec): 3 clusters Score: Raw -302640.982634 + Penalty 4643.667562 = -297997.315072 nChanged 98 SP:Iteration 11Q (563.142954 sec): 3 clusters Score: Raw -302691.088150 + Penalty 4643.667562 = -298047.420588 nChanged 74 SP:Iteration 12Q (563.266043 sec): 3 clusters Score: Raw -302716.085145 + Penalty 4643.667562 = -298072.417583 nChanged 46 SP:Iteration 13Q (563.410565 sec): 3 clusters Score: Raw -302729.426977 + Penalty 4643.667562 = -298085.759415 nChanged 28 SP:Iteration 14Q (563.583928 sec): 3 clusters Score: Raw -302741.158940 + Penalty 4643.667562 = -298097.491378 nChanged 29 SP:Iteration 15Q (563.696684 sec): 3 clusters Score: Raw -302751.126073 + Penalty 4643.667562 = -298107.458511 nChanged 27 SP:Iteration 16Q (563.756549 sec): 3 clusters Score: Raw -302759.681695 + Penalty 4643.667562 = -298116.014133 nChanged 26 SP:Iteration 17Q (563.880380 sec): 3 clusters Score: Raw -302766.662571 + Penalty 4643.667562 = -298122.995009 nChanged 22 SP:Iteration 18Q (564.012782 sec): 3 clusters Score: Raw -302770.653473 + Penalty 4643.667562 = -298126.985911 nChanged 13 SP:Iteration 19Q (564.147577 sec): 3 clusters Score: Raw -302773.374996 + Penalty 4643.667562 = -298129.707434 nChanged 22 SP:Iteration 20F (564.290950 sec): 3 clusters Score: Raw -302779.902006 + Penalty 4643.667562 = -298136.234444 nChanged 26 SP:Iteration 21Q (564.400260 sec): 3 clusters Score: Raw -302786.759690 + Penalty 4643.667562 = -298143.092128 nChanged 16 SP:Iteration 22Q (564.544488 sec): 3 clusters Score: Raw -302790.788902 + Penalty 4643.667562 = -298147.121340 nChanged 12 SP:Iteration 23Q (564.650182 sec): 3 clusters Score: Raw -302793.643871 + Penalty 4643.667562 = -298149.976309 nChanged 12 SP:Iteration 24Q (564.788868 sec): 3 clusters Score: Raw -302797.497082 + Penalty 4643.667562 = -298153.829520 nChanged 15 SP:Iteration 25Q (564.923113 sec): 3 clusters Score: Raw -302803.157297 + Penalty 4643.667562 = -298159.489735 nChanged 13 SP:Iteration 26Q (565.057961 sec): 3 clusters Score: Raw -302806.744745 + Penalty 4643.667562 = -298163.077183 nChanged 13 SP:Iteration 27Q (565.184286 sec): 3 clusters Score: Raw -302810.679450 + Penalty 4643.667562 = -298167.011888 nChanged 12 SP:Iteration 28Q (565.339111 sec): 3 clusters Score: Raw -302814.797497 + Penalty 4643.667562 = -298171.129935 nChanged 14 SP:Iteration 29Q (565.437287 sec): 3 clusters Score: Raw -302819.263306 + Penalty 4643.667562 = -298175.595744 nChanged 12 SP:Iteration 30Q (565.559604 sec): 3 clusters Score: Raw -302822.662876 + Penalty 4643.667562 = -298178.995315 nChanged 15 SP:Iteration 31Q (565.707908 sec): 3 clusters Score: Raw -302827.116096 + Penalty 4643.667562 = -298183.448534 nChanged 19 SP:Iteration 32Q (565.849036 sec): 3 clusters Score: Raw -302833.311947 + Penalty 4643.667562 = -298189.644385 nChanged 21 SP:Iteration 33Q (565.972654 sec): 3 clusters Score: Raw -302839.121972 + Penalty 4643.667562 = -298195.454410 nChanged 13 SP:Iteration 34Q (566.109759 sec): 3 clusters Score: Raw -302841.529228 + Penalty 4643.667562 = -298197.861666 nChanged 11 SP:Iteration 35Q (566.233431 sec): 3 clusters Score: Raw -302843.755552 + Penalty 4643.667562 = -298200.087990 nChanged 11 SP:Iteration 36Q (566.371729 sec): 3 clusters Score: Raw -302846.087299 + Penalty 4643.667562 = -298202.419737 nChanged 8 SP:Iteration 37Q (566.505656 sec): 3 clusters Score: Raw -302848.350379 + Penalty 4643.667562 = -298204.682817 nChanged 6 SP:Iteration 38Q (566.624542 sec): 3 clusters Score: Raw -302849.507356 + Penalty 4643.667562 = -298205.839794 nChanged 2 SP:Iteration 39Q (566.792571 sec): 3 clusters Score: Raw -302849.743628 + Penalty 4643.667562 = -298206.076066 nChanged 1 SP:Iteration 40F (566.914797 sec): 3 clusters Score: Raw -302849.961347 + Penalty 4643.667562 = -298206.293785 nChanged 2 SP:Iteration 41Q (567.053487 sec): 3 clusters Score: Raw -302850.297452 + Penalty 4643.667562 = -298206.629890 nChanged 1 SP:Iteration 42Q (567.128578 sec): 3 clusters Score: Raw -302850.364520 + Penalty 4643.667562 = -298206.696958 nChanged 1 SP:Iteration 43Q (567.236404 sec): 3 clusters Score: Raw -302850.657803 + Penalty 4643.667562 = -298206.990241 nChanged 1 SP:Iteration 44Q (567.395949 sec): 3 clusters Score: Raw -302850.865722 + Penalty 4643.667562 = -298207.198160 nChanged 2 SP:Iteration 45Q (567.498797 sec): 3 clusters Score: Raw -302851.360498 + Penalty 4643.667562 = -298207.692936 nChanged 0 SP:Iteration 46F (567.646548 sec): 3 clusters Score: Raw -302851.360498 + Penalty 4643.667562 = -298207.692936 nChanged 0 Trying to split cluster 5 (8066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (567.732156 sec): 2 clusters Score: Raw -414733.757805 + Penalty 2374.789026 = -412358.968779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (567.905411 sec): 3 clusters Score: Raw -410549.728238 + Penalty 4749.578051 = -405800.150187 nChanged 3264 SP:Iteration 1F (568.040806 sec): 3 clusters Score: Raw -412269.010943 + Penalty 4749.578051 = -407519.432892 nChanged 567 SP:Iteration 2F (568.147589 sec): 3 clusters Score: Raw -412550.529533 + Penalty 4749.578051 = -407800.951482 nChanged 440 SP:Iteration 3F (568.297361 sec): 3 clusters Score: Raw -412756.675875 + Penalty 4749.578051 = -408007.097824 nChanged 362 SP:Iteration 4Q (568.426699 sec): 3 clusters Score: Raw -412908.163252 + Penalty 4749.578051 = -408158.585201 nChanged 292 SP:Iteration 5Q (568.573170 sec): 3 clusters Score: Raw -413027.290894 + Penalty 4749.578051 = -408277.712843 nChanged 220 SP:Iteration 6Q (568.695007 sec): 3 clusters Score: Raw -413113.841263 + Penalty 4749.578051 = -408364.263212 nChanged 205 SP:Iteration 7Q (568.823028 sec): 3 clusters Score: Raw -413190.060893 + Penalty 4749.578051 = -408440.482842 nChanged 169 SP:Iteration 8Q (568.959825 sec): 3 clusters Score: Raw -413252.471022 + Penalty 4749.578051 = -408502.892971 nChanged 154 SP:Iteration 9Q (569.112563 sec): 3 clusters Score: Raw -413307.659310 + Penalty 4749.578051 = -408558.081259 nChanged 146 SP:Iteration 10Q (569.231269 sec): 3 clusters Score: Raw -413354.327591 + Penalty 4749.578051 = -408604.749540 nChanged 122 SP:Iteration 11Q (569.358579 sec): 3 clusters Score: Raw -413401.266634 + Penalty 4749.578051 = -408651.688583 nChanged 144 SP:Iteration 12Q (569.500986 sec): 3 clusters Score: Raw -413459.855876 + Penalty 4749.578051 = -408710.277825 nChanged 131 SP:Iteration 13Q (569.629201 sec): 3 clusters Score: Raw -413510.057725 + Penalty 4749.578051 = -408760.479673 nChanged 142 SP:Iteration 14Q (569.757253 sec): 3 clusters Score: Raw -413564.348189 + Penalty 4749.578051 = -408814.770138 nChanged 151 SP:Iteration 15Q (569.920982 sec): 3 clusters Score: Raw -413626.516428 + Penalty 4749.578051 = -408876.938377 nChanged 140 SP:Iteration 16Q (570.052785 sec): 3 clusters Score: Raw -413684.816535 + Penalty 4749.578051 = -408935.238484 nChanged 146 SP:Iteration 17Q (570.173433 sec): 3 clusters Score: Raw -413749.749881 + Penalty 4749.578051 = -409000.171830 nChanged 164 SP:Iteration 18Q (570.314199 sec): 3 clusters Score: Raw -413826.973653 + Penalty 4749.578051 = -409077.395602 nChanged 168 SP:Iteration 19Q (570.439903 sec): 3 clusters Score: Raw -413907.480611 + Penalty 4749.578051 = -409157.902560 nChanged 160 SP:Iteration 20F (570.576300 sec): 3 clusters Score: Raw -414000.385467 + Penalty 4749.578051 = -409250.807416 nChanged 167 SP:Iteration 21Q (570.711343 sec): 3 clusters Score: Raw -414092.545256 + Penalty 4749.578051 = -409342.967205 nChanged 150 SP:Iteration 22Q (570.885248 sec): 3 clusters Score: Raw -414171.670671 + Penalty 4749.578051 = -409422.092620 nChanged 135 SP:Iteration 23Q (570.991167 sec): 3 clusters Score: Raw -414249.061252 + Penalty 4749.578051 = -409499.483201 nChanged 157 SP:Iteration 24Q (571.136650 sec): 3 clusters Score: Raw -414335.649289 + Penalty 4749.578051 = -409586.071238 nChanged 132 SP:Iteration 25Q (571.306113 sec): 3 clusters Score: Raw -414413.149936 + Penalty 4749.578051 = -409663.571885 nChanged 123 SP:Iteration 26Q (571.452713 sec): 3 clusters Score: Raw -414473.162799 + Penalty 4749.578051 = -409723.584748 nChanged 94 SP:Iteration 27Q (571.551510 sec): 3 clusters Score: Raw -414517.998766 + Penalty 4749.578051 = -409768.420715 nChanged 79 SP:Iteration 28Q (571.683483 sec): 3 clusters Score: Raw -414565.884248 + Penalty 4749.578051 = -409816.306197 nChanged 88 SP:Iteration 29Q (571.806943 sec): 3 clusters Score: Raw -414613.612583 + Penalty 4749.578051 = -409864.034532 nChanged 75 SP:Iteration 30Q (571.951915 sec): 3 clusters Score: Raw -414645.207447 + Penalty 4749.578051 = -409895.629396 nChanged 54 SP:Iteration 31Q (572.101525 sec): 3 clusters Score: Raw -414666.478366 + Penalty 4749.578051 = -409916.900315 nChanged 47 SP:Iteration 32Q (572.239713 sec): 3 clusters Score: Raw -414688.543625 + Penalty 4749.578051 = -409938.965574 nChanged 42 SP:Iteration 33Q (572.389256 sec): 3 clusters Score: Raw -414709.225220 + Penalty 4749.578051 = -409959.647169 nChanged 44 SP:Iteration 34Q (572.519753 sec): 3 clusters Score: Raw -414732.860595 + Penalty 4749.578051 = -409983.282544 nChanged 47 SP:Iteration 35Q (572.650006 sec): 3 clusters Score: Raw -414754.751026 + Penalty 4749.578051 = -410005.172975 nChanged 48 SP:Iteration 36Q (572.789826 sec): 3 clusters Score: Raw -414780.374287 + Penalty 4749.578051 = -410030.796236 nChanged 49 SP:Iteration 37Q (572.911280 sec): 3 clusters Score: Raw -414802.865430 + Penalty 4749.578051 = -410053.287379 nChanged 34 SP:Iteration 38Q (573.057071 sec): 3 clusters Score: Raw -414819.066698 + Penalty 4749.578051 = -410069.488647 nChanged 32 SP:Iteration 39Q (573.206001 sec): 3 clusters Score: Raw -414833.571126 + Penalty 4749.578051 = -410083.993075 nChanged 25 SP:Iteration 40F (573.356830 sec): 3 clusters Score: Raw -414845.987207 + Penalty 4749.578051 = -410096.409156 nChanged 22 SP:Iteration 41Q (573.460853 sec): 3 clusters Score: Raw -414855.727620 + Penalty 4749.578051 = -410106.149569 nChanged 23 SP:Iteration 42Q (573.607768 sec): 3 clusters Score: Raw -414866.142831 + Penalty 4749.578051 = -410116.564780 nChanged 24 SP:Iteration 43Q (573.709917 sec): 3 clusters Score: Raw -414877.989877 + Penalty 4749.578051 = -410128.411826 nChanged 25 SP:Iteration 44Q (573.874126 sec): 3 clusters Score: Raw -414889.819917 + Penalty 4749.578051 = -410140.241866 nChanged 26 SP:Iteration 45Q (573.986121 sec): 3 clusters Score: Raw -414900.639941 + Penalty 4749.578051 = -410151.061890 nChanged 21 SP:Iteration 46Q (574.120156 sec): 3 clusters Score: Raw -414909.859911 + Penalty 4749.578051 = -410160.281860 nChanged 20 SP:Iteration 47Q (574.271557 sec): 3 clusters Score: Raw -414920.384983 + Penalty 4749.578051 = -410170.806932 nChanged 21 SP:Iteration 48Q (574.414861 sec): 3 clusters Score: Raw -414930.740461 + Penalty 4749.578051 = -410181.162409 nChanged 17 SP:Iteration 49Q (574.556258 sec): 3 clusters Score: Raw -414937.099778 + Penalty 4749.578051 = -410187.521727 nChanged 13 SP:Iteration 50Q (574.691122 sec): 3 clusters Score: Raw -414944.211674 + Penalty 4749.578051 = -410194.633623 nChanged 13 SP:Iteration 51Q (574.798571 sec): 3 clusters Score: Raw -414950.856921 + Penalty 4749.578051 = -410201.278870 nChanged 22 SP:Iteration 52Q (574.929005 sec): 3 clusters Score: Raw -414963.632077 + Penalty 4749.578051 = -410214.054026 nChanged 21 SP:Iteration 53Q (575.067366 sec): 3 clusters Score: Raw -414974.934220 + Penalty 4749.578051 = -410225.356169 nChanged 18 SP:Iteration 54Q (575.211246 sec): 3 clusters Score: Raw -414984.121317 + Penalty 4749.578051 = -410234.543266 nChanged 16 SP:Iteration 55Q (575.356621 sec): 3 clusters Score: Raw -414991.791428 + Penalty 4749.578051 = -410242.213377 nChanged 15 SP:Iteration 56Q (575.501052 sec): 3 clusters Score: Raw -415001.771890 + Penalty 4749.578051 = -410252.193839 nChanged 18 SP:Iteration 57Q (575.627526 sec): 3 clusters Score: Raw -415008.495195 + Penalty 4749.578051 = -410258.917144 nChanged 9 SP:Iteration 58Q (575.734658 sec): 3 clusters Score: Raw -415011.550019 + Penalty 4749.578051 = -410261.971968 nChanged 4 SP:Iteration 59Q (575.853434 sec): 3 clusters Score: Raw -415013.329035 + Penalty 4749.578051 = -410263.750984 nChanged 6 SP:Iteration 60F (575.998858 sec): 3 clusters Score: Raw -415016.001692 + Penalty 4749.578051 = -410266.423641 nChanged 4 SP:Iteration 61Q (576.141683 sec): 3 clusters Score: Raw -415018.215068 + Penalty 4749.578051 = -410268.637017 nChanged 6 SP:Iteration 62Q (576.288574 sec): 3 clusters Score: Raw -415020.545914 + Penalty 4749.578051 = -410270.967863 nChanged 6 SP:Iteration 63Q (576.402477 sec): 3 clusters Score: Raw -415023.312632 + Penalty 4749.578051 = -410273.734581 nChanged 5 SP:Iteration 64Q (576.525570 sec): 3 clusters Score: Raw -415024.699128 + Penalty 4749.578051 = -410275.121077 nChanged 5 SP:Iteration 65Q (576.644008 sec): 3 clusters Score: Raw -415026.742045 + Penalty 4749.578051 = -410277.163994 nChanged 5 SP:Iteration 66Q (576.788889 sec): 3 clusters Score: Raw -415030.950995 + Penalty 4749.578051 = -410281.372944 nChanged 7 SP:Iteration 67Q (576.932396 sec): 3 clusters Score: Raw -415033.847196 + Penalty 4749.578051 = -410284.269145 nChanged 5 SP:Iteration 68Q (577.076971 sec): 3 clusters Score: Raw -415036.577572 + Penalty 4749.578051 = -410286.999521 nChanged 5 SP:Iteration 69Q (577.217587 sec): 3 clusters Score: Raw -415038.251716 + Penalty 4749.578051 = -410288.673665 nChanged 5 SP:Iteration 70Q (577.355681 sec): 3 clusters Score: Raw -415040.859014 + Penalty 4749.578051 = -410291.280963 nChanged 3 SP:Iteration 71Q (577.454782 sec): 3 clusters Score: Raw -415042.415131 + Penalty 4749.578051 = -410292.837080 nChanged 3 SP:Iteration 72Q (577.613434 sec): 3 clusters Score: Raw -415044.208102 + Penalty 4749.578051 = -410294.630051 nChanged 2 SP:Iteration 73Q (577.729879 sec): 3 clusters Score: Raw -415045.544440 + Penalty 4749.578051 = -410295.966389 nChanged 3 SP:Iteration 74Q (577.888255 sec): 3 clusters Score: Raw -415046.853181 + Penalty 4749.578051 = -410297.275130 nChanged 2 SP:Iteration 75Q (578.014165 sec): 3 clusters Score: Raw -415047.425926 + Penalty 4749.578051 = -410297.847874 nChanged 1 SP:Iteration 76Q (578.160720 sec): 3 clusters Score: Raw -415047.755811 + Penalty 4749.578051 = -410298.177760 nChanged 0 SP:Iteration 77F (578.290261 sec): 3 clusters Score: Raw -415047.755811 + Penalty 4749.578051 = -410298.177760 nChanged 0 Time taken for this iteration:156.893651 seconds. 4->6 Clusters: Score -2919475.568532, best is -2919496.199812 Starting from 5 clusters... ------ Clustering full data set of 66413 points ------ SP: Assigned 5 initial classes randomly. Deleting Class 3 (14509 points): Lose 1701.290077 but Gain 2931.363098 Iteration 0F (578.828809 sec): 4 clusters Score: Raw -2767259.531302 + Penalty 8794.089295 = -2758465.442008 nChanged 47313 Iteration 1F (579.309934 sec): 4 clusters Score: Raw -2823019.540198 + Penalty 8794.089295 = -2814225.450903 nChanged 9759 Iteration 2F (579.777863 sec): 4 clusters Score: Raw -2845384.359208 + Penalty 8794.089295 = -2836590.269913 nChanged 12443 Iteration 3F (580.230597 sec): 4 clusters Score: Raw -2872255.906711 + Penalty 8794.089295 = -2863461.817416 nChanged 9937 Iteration 4F (580.716820 sec): 4 clusters Score: Raw -2883042.150588 + Penalty 8794.089295 = -2874248.061293 nChanged 6478 Iteration 5F (581.120764 sec): 4 clusters Score: Raw -2888697.708711 + Penalty 8794.089295 = -2879903.619416 nChanged 4729 Iteration 6F (581.553980 sec): 4 clusters Score: Raw -2893078.932033 + Penalty 8794.089295 = -2884284.842738 nChanged 3908 Iteration 7F (582.066758 sec): 4 clusters Score: Raw -2897073.818069 + Penalty 8794.089295 = -2888279.728775 nChanged 3333 Iteration 8F (582.577775 sec): 4 clusters Score: Raw -2900753.173771 + Penalty 8794.089295 = -2891959.084476 nChanged 2918 Iteration 9Q (583.049800 sec): 4 clusters Score: Raw -2903555.759855 + Penalty 8794.089295 = -2894761.670560 nChanged 2459 Iteration 10Q (583.468786 sec): 4 clusters Score: Raw -2905584.600102 + Penalty 8794.089295 = -2896790.510808 nChanged 1968 Iteration 11Q (583.919193 sec): 4 clusters Score: Raw -2906879.905402 + Penalty 8794.089295 = -2898085.816107 nChanged 1643 Iteration 12Q (584.345869 sec): 4 clusters Score: Raw -2907617.421943 + Penalty 8794.089295 = -2898823.332648 nChanged 1209 Iteration 13Q (584.788122 sec): 4 clusters Score: Raw -2908061.680614 + Penalty 8794.089295 = -2899267.591319 nChanged 1002 Iteration 14Q (585.165934 sec): 4 clusters Score: Raw -2908368.454220 + Penalty 8794.089295 = -2899574.364925 nChanged 855 Iteration 15Q (585.603763 sec): 4 clusters Score: Raw -2908607.129901 + Penalty 8794.089295 = -2899813.040606 nChanged 796 Iteration 16Q (585.986402 sec): 4 clusters Score: Raw -2908824.343160 + Penalty 8794.089295 = -2900030.253865 nChanged 757 Iteration 17Q (586.308835 sec): 4 clusters Score: Raw -2909003.333946 + Penalty 8794.089295 = -2900209.244651 nChanged 701 Iteration 18Q (586.718390 sec): 4 clusters Score: Raw -2909161.967468 + Penalty 8794.089295 = -2900367.878174 nChanged 657 Iteration 19Q (587.180035 sec): 4 clusters Score: Raw -2909294.875438 + Penalty 8794.089295 = -2900500.786143 nChanged 610 Writing temp clu file Because OldScore, -2900367.878174, is greater than current (better) Score,-2900500.786143 Compute initial score before splitting: Score: Raw -2909294.875438 + Penalty 8794.089295 = -2900500.786143 Trying to split cluster 1 (21533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (587.414859 sec): 2 clusters Score: Raw -923917.725372 + Penalty 2634.018267 = -921283.707104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (587.552176 sec): 3 clusters Score: Raw -911384.430397 + Penalty 5268.036534 = -906116.393863 nChanged 9574 SP:Iteration 1F (587.742960 sec): 3 clusters Score: Raw -917005.329333 + Penalty 5268.036534 = -911737.292798 nChanged 1631 SP:Iteration 2F (587.926349 sec): 3 clusters Score: Raw -918329.090835 + Penalty 5268.036534 = -913061.054301 nChanged 1825 SP:Iteration 3F (588.075966 sec): 3 clusters Score: Raw -920191.512708 + Penalty 5268.036534 = -914923.476174 nChanged 2063 SP:Iteration 4F (588.230193 sec): 3 clusters Score: Raw -922431.425570 + Penalty 5268.036534 = -917163.389036 nChanged 2004 SP:Iteration 5F (588.454689 sec): 3 clusters Score: Raw -924300.225241 + Penalty 5268.036534 = -919032.188706 nChanged 1549 SP:Iteration 6F (588.610846 sec): 3 clusters Score: Raw -925372.646927 + Penalty 5268.036534 = -920104.610393 nChanged 995 SP:Iteration 7Q (588.795121 sec): 3 clusters Score: Raw -925869.907098 + Penalty 5268.036534 = -920601.870564 nChanged 677 SP:Iteration 8Q (588.992817 sec): 3 clusters Score: Raw -926133.167251 + Penalty 5268.036534 = -920865.130717 nChanged 508 SP:Iteration 9Q (589.193438 sec): 3 clusters Score: Raw -926321.416671 + Penalty 5268.036534 = -921053.380137 nChanged 411 SP:Iteration 10Q (589.388805 sec): 3 clusters Score: Raw -926467.877300 + Penalty 5268.036534 = -921199.840765 nChanged 357 SP:Iteration 11Q (589.573097 sec): 3 clusters Score: Raw -926582.519932 + Penalty 5268.036534 = -921314.483398 nChanged 315 SP:Iteration 12Q (589.737892 sec): 3 clusters Score: Raw -926681.409766 + Penalty 5268.036534 = -921413.373232 nChanged 269 SP:Iteration 13Q (589.958299 sec): 3 clusters Score: Raw -926761.040172 + Penalty 5268.036534 = -921493.003637 nChanged 258 SP:Iteration 14Q (590.120439 sec): 3 clusters Score: Raw -926839.668727 + Penalty 5268.036534 = -921571.632193 nChanged 244 SP:Iteration 15Q (590.292106 sec): 3 clusters Score: Raw -926906.940286 + Penalty 5268.036534 = -921638.903752 nChanged 215 SP:Iteration 16Q (590.501581 sec): 3 clusters Score: Raw -926965.121764 + Penalty 5268.036534 = -921697.085229 nChanged 201 SP:Iteration 17Q (590.641284 sec): 3 clusters Score: Raw -927020.303908 + Penalty 5268.036534 = -921752.267373 nChanged 190 SP:Iteration 18Q (590.829390 sec): 3 clusters Score: Raw -927065.763107 + Penalty 5268.036534 = -921797.726573 nChanged 156 SP:Iteration 19Q (591.005051 sec): 3 clusters Score: Raw -927102.701483 + Penalty 5268.036534 = -921834.664949 nChanged 147 SP:Iteration 20F (591.237654 sec): 3 clusters Score: Raw -927134.405223 + Penalty 5268.036534 = -921866.368688 nChanged 126 SP:Iteration 21Q (591.431341 sec): 3 clusters Score: Raw -927166.998703 + Penalty 5268.036534 = -921898.962169 nChanged 146 SP:Iteration 22Q (591.624619 sec): 3 clusters Score: Raw -927203.660339 + Penalty 5268.036534 = -921935.623805 nChanged 139 SP:Iteration 23Q (591.849840 sec): 3 clusters Score: Raw -927235.567237 + Penalty 5268.036534 = -921967.530702 nChanged 114 SP:Iteration 24Q (592.023027 sec): 3 clusters Score: Raw -927260.826338 + Penalty 5268.036534 = -921992.789803 nChanged 110 SP:Iteration 25Q (592.190658 sec): 3 clusters Score: Raw -927285.361377 + Penalty 5268.036534 = -922017.324842 nChanged 104 SP:Iteration 26Q (592.394974 sec): 3 clusters Score: Raw -927308.432329 + Penalty 5268.036534 = -922040.395794 nChanged 92 SP:Iteration 27Q (592.558192 sec): 3 clusters Score: Raw -927327.693344 + Penalty 5268.036534 = -922059.656810 nChanged 89 SP:Iteration 28Q (592.737962 sec): 3 clusters Score: Raw -927344.536069 + Penalty 5268.036534 = -922076.499535 nChanged 70 SP:Iteration 29Q (592.919382 sec): 3 clusters Score: Raw -927358.226752 + Penalty 5268.036534 = -922090.190218 nChanged 56 SP:Iteration 30Q (593.124632 sec): 3 clusters Score: Raw -927368.639466 + Penalty 5268.036534 = -922100.602932 nChanged 57 SP:Iteration 31Q (593.286615 sec): 3 clusters Score: Raw -927378.895958 + Penalty 5268.036534 = -922110.859423 nChanged 36 SP:Iteration 32Q (593.438236 sec): 3 clusters Score: Raw -927384.741298 + Penalty 5268.036534 = -922116.704764 nChanged 30 SP:Iteration 33Q (593.634491 sec): 3 clusters Score: Raw -927390.171292 + Penalty 5268.036534 = -922122.134758 nChanged 26 SP:Iteration 34Q (593.852600 sec): 3 clusters Score: Raw -927394.111725 + Penalty 5268.036534 = -922126.075191 nChanged 22 SP:Iteration 35Q (594.005679 sec): 3 clusters Score: Raw -927396.806469 + Penalty 5268.036534 = -922128.769935 nChanged 14 SP:Iteration 36Q (594.221080 sec): 3 clusters Score: Raw -927398.424521 + Penalty 5268.036534 = -922130.387987 nChanged 7 SP:Iteration 37Q (594.377545 sec): 3 clusters Score: Raw -927399.205158 + Penalty 5268.036534 = -922131.168623 nChanged 6 SP:Iteration 38Q (594.603577 sec): 3 clusters Score: Raw -927399.927509 + Penalty 5268.036534 = -922131.890975 nChanged 6 SP:Iteration 39Q (594.792075 sec): 3 clusters Score: Raw -927400.826971 + Penalty 5268.036534 = -922132.790437 nChanged 5 SP:Iteration 40F (594.994534 sec): 3 clusters Score: Raw -927401.498109 + Penalty 5268.036534 = -922133.461574 nChanged 6 SP:Iteration 41Q (595.174959 sec): 3 clusters Score: Raw -927402.246509 + Penalty 5268.036534 = -922134.209975 nChanged 7 SP:Iteration 42Q (595.339471 sec): 3 clusters Score: Raw -927403.211839 + Penalty 5268.036534 = -922135.175304 nChanged 4 SP:Iteration 43Q (595.522781 sec): 3 clusters Score: Raw -927403.898052 + Penalty 5268.036534 = -922135.861517 nChanged 6 SP:Iteration 44Q (595.720052 sec): 3 clusters Score: Raw -927404.625122 + Penalty 5268.036534 = -922136.588588 nChanged 3 SP:Iteration 45Q (595.880394 sec): 3 clusters Score: Raw -927404.908192 + Penalty 5268.036534 = -922136.871658 nChanged 3 SP:Iteration 46Q (596.050303 sec): 3 clusters Score: Raw -927405.255241 + Penalty 5268.036534 = -922137.218707 nChanged 3 SP:Iteration 47Q (596.154401 sec): 3 clusters Score: Raw -927405.635808 + Penalty 5268.036534 = -922137.599274 nChanged 2 SP:Iteration 48Q (596.345676 sec): 3 clusters Score: Raw -927405.807181 + Penalty 5268.036534 = -922137.770647 nChanged 3 SP:Iteration 49Q (596.548638 sec): 3 clusters Score: Raw -927406.100835 + Penalty 5268.036534 = -922138.064301 nChanged 2 SP:Iteration 50Q (596.700403 sec): 3 clusters Score: Raw -927406.331005 + Penalty 5268.036534 = -922138.294470 nChanged 1 SP:Iteration 51Q (596.904734 sec): 3 clusters Score: Raw -927406.482836 + Penalty 5268.036534 = -922138.446302 nChanged 1 SP:Iteration 52Q (597.056662 sec): 3 clusters Score: Raw -927406.522472 + Penalty 5268.036534 = -922138.485937 nChanged 0 SP:Iteration 53F (597.206061 sec): 3 clusters Score: Raw -927406.522472 + Penalty 5268.036534 = -922138.485937 nChanged 0 Score: Raw -2912850.279103 + Penalty 11725.452393 = -2901124.826710 Splitting cluster 1 changes total score from -2900500.786143 to -2901124.826710 So it's getting split into cluster 3. Trying to split cluster 2 (13384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (597.868648 sec): 2 clusters Score: Raw -608130.785841 + Penalty 2508.479224 = -605622.306617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (598.029130 sec): 3 clusters Score: Raw -600810.486265 + Penalty 5016.958448 = -595793.527817 nChanged 5710 SP:Iteration 1F (598.142967 sec): 3 clusters Score: Raw -604516.154853 + Penalty 5016.958448 = -599499.196405 nChanged 1241 SP:Iteration 2F (598.332545 sec): 3 clusters Score: Raw -605789.025545 + Penalty 5016.958448 = -600772.067096 nChanged 1387 SP:Iteration 3F (598.465363 sec): 3 clusters Score: Raw -607639.479131 + Penalty 5016.958448 = -602622.520683 nChanged 1457 SP:Iteration 4F (598.609931 sec): 3 clusters Score: Raw -609585.586080 + Penalty 5016.958448 = -604568.627632 nChanged 1115 SP:Iteration 5F (598.756806 sec): 3 clusters Score: Raw -610802.035927 + Penalty 5016.958448 = -605785.077479 nChanged 714 SP:Iteration 6F (598.900731 sec): 3 clusters Score: Raw -611342.602390 + Penalty 5016.958448 = -606325.643942 nChanged 433 SP:Iteration 7Q (599.070128 sec): 3 clusters Score: Raw -611602.218907 + Penalty 5016.958448 = -606585.260459 nChanged 290 SP:Iteration 8Q (599.210200 sec): 3 clusters Score: Raw -611744.247161 + Penalty 5016.958448 = -606727.288713 nChanged 197 SP:Iteration 9Q (599.325220 sec): 3 clusters Score: Raw -611841.599039 + Penalty 5016.958448 = -606824.640591 nChanged 161 SP:Iteration 10Q (599.460879 sec): 3 clusters Score: Raw -611909.426080 + Penalty 5016.958448 = -606892.467632 nChanged 138 SP:Iteration 11Q (599.592130 sec): 3 clusters Score: Raw -611963.048193 + Penalty 5016.958448 = -606946.089744 nChanged 121 SP:Iteration 12Q (599.783117 sec): 3 clusters Score: Raw -612000.104286 + Penalty 5016.958448 = -606983.145837 nChanged 75 SP:Iteration 13Q (599.947523 sec): 3 clusters Score: Raw -612015.551096 + Penalty 5016.958448 = -606998.592647 nChanged 53 SP:Iteration 14Q (600.131193 sec): 3 clusters Score: Raw -612023.941313 + Penalty 5016.958448 = -607006.982864 nChanged 38 SP:Iteration 15Q (600.293920 sec): 3 clusters Score: Raw -612030.824997 + Penalty 5016.958448 = -607013.866549 nChanged 27 SP:Iteration 16Q (600.403886 sec): 3 clusters Score: Raw -612034.550917 + Penalty 5016.958448 = -607017.592468 nChanged 8 SP:Iteration 17Q (600.529361 sec): 3 clusters Score: Raw -612035.260104 + Penalty 5016.958448 = -607018.301655 nChanged 4 SP:Iteration 18Q (600.683939 sec): 3 clusters Score: Raw -612035.864251 + Penalty 5016.958448 = -607018.905803 nChanged 7 SP:Iteration 19Q (600.826220 sec): 3 clusters Score: Raw -612036.497903 + Penalty 5016.958448 = -607019.539455 nChanged 2 SP:Iteration 20F (600.980539 sec): 3 clusters Score: Raw -612036.617846 + Penalty 5016.958448 = -607019.659398 nChanged 0 Score: Raw -2916756.111108 + Penalty 14656.815491 = -2902099.295617 Splitting cluster 2 changes total score from -2900500.786143 to -2902099.295617 So it's getting split into cluster 5. Trying to split cluster 4 (31496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (601.797896 sec): 2 clusters Score: Raw -1446499.685027 + Penalty 2734.410580 = -1443765.274448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (601.988376 sec): 3 clusters Score: Raw -1427725.189976 + Penalty 5468.821160 = -1422256.368816 nChanged 14151 SP:Iteration 1F (602.233914 sec): 3 clusters Score: Raw -1436615.025794 + Penalty 5468.821160 = -1431146.204634 nChanged 2714 SP:Iteration 2F (602.432534 sec): 3 clusters Score: Raw -1439749.887180 + Penalty 5468.821160 = -1434281.066020 nChanged 3493 SP:Iteration 3F (602.632076 sec): 3 clusters Score: Raw -1445502.515800 + Penalty 5468.821160 = -1440033.694640 nChanged 3871 SP:Iteration 4F (602.864514 sec): 3 clusters Score: Raw -1451021.346972 + Penalty 5468.821160 = -1445552.525813 nChanged 2803 SP:Iteration 5F (603.080338 sec): 3 clusters Score: Raw -1453754.855753 + Penalty 5468.821160 = -1448286.034593 nChanged 1692 SP:Iteration 6F (603.245129 sec): 3 clusters Score: Raw -1455395.263920 + Penalty 5468.821160 = -1449926.442761 nChanged 1210 SP:Iteration 7Q (603.447117 sec): 3 clusters Score: Raw -1456756.560359 + Penalty 5468.821160 = -1451287.739199 nChanged 943 SP:Iteration 8Q (603.645240 sec): 3 clusters Score: Raw -1457710.043914 + Penalty 5468.821160 = -1452241.222755 nChanged 731 SP:Iteration 9Q (603.836326 sec): 3 clusters Score: Raw -1458276.725334 + Penalty 5468.821160 = -1452807.904174 nChanged 520 SP:Iteration 10Q (604.063076 sec): 3 clusters Score: Raw -1458561.225758 + Penalty 5468.821160 = -1453092.404599 nChanged 313 SP:Iteration 11Q (604.276860 sec): 3 clusters Score: Raw -1458687.196604 + Penalty 5468.821160 = -1453218.375445 nChanged 209 SP:Iteration 12Q (604.468328 sec): 3 clusters Score: Raw -1458742.474460 + Penalty 5468.821160 = -1453273.653301 nChanged 125 SP:Iteration 13Q (604.712689 sec): 3 clusters Score: Raw -1458764.074239 + Penalty 5468.821160 = -1453295.253080 nChanged 94 SP:Iteration 14Q (604.919650 sec): 3 clusters Score: Raw -1458778.156844 + Penalty 5468.821160 = -1453309.335684 nChanged 51 SP:Iteration 15Q (605.125692 sec): 3 clusters Score: Raw -1458783.698332 + Penalty 5468.821160 = -1453314.877173 nChanged 27 SP:Iteration 16Q (605.320696 sec): 3 clusters Score: Raw -1458786.133206 + Penalty 5468.821160 = -1453317.312046 nChanged 14 SP:Iteration 17Q (605.525853 sec): 3 clusters Score: Raw -1458787.148697 + Penalty 5468.821160 = -1453318.327537 nChanged 7 SP:Iteration 18Q (605.726234 sec): 3 clusters Score: Raw -1458787.627247 + Penalty 5468.821160 = -1453318.806087 nChanged 3 SP:Iteration 19Q (605.925526 sec): 3 clusters Score: Raw -1458787.928721 + Penalty 5468.821160 = -1453319.107561 nChanged 4 SP:Iteration 20F (606.128710 sec): 3 clusters Score: Raw -1458788.136621 + Penalty 5468.821160 = -1453319.315461 nChanged 2 SP:Iteration 21Q (606.355237 sec): 3 clusters Score: Raw -1458788.352561 + Penalty 5468.821160 = -1453319.531401 nChanged 2 SP:Iteration 22Q (606.587232 sec): 3 clusters Score: Raw -1458788.424599 + Penalty 5468.821160 = -1453319.603440 nChanged 1 SP:Iteration 23Q (606.779253 sec): 3 clusters Score: Raw -1458788.559001 + Penalty 5468.821160 = -1453319.737841 nChanged 3 SP:Iteration 24Q (606.965470 sec): 3 clusters Score: Raw -1458788.657009 + Penalty 5468.821160 = -1453319.835849 nChanged 1 SP:Iteration 25Q (607.181306 sec): 3 clusters Score: Raw -1458788.705155 + Penalty 5468.821160 = -1453319.883995 nChanged 2 SP:Iteration 26Q (607.408470 sec): 3 clusters Score: Raw -1458788.820107 + Penalty 5468.821160 = -1453319.998947 nChanged 2 SP:Iteration 27Q (607.612955 sec): 3 clusters Score: Raw -1458788.994300 + Penalty 5468.821160 = -1453320.173141 nChanged 2 SP:Iteration 28Q (607.798524 sec): 3 clusters Score: Raw -1458789.068131 + Penalty 5468.821160 = -1453320.246971 nChanged 0 SP:Iteration 29F (608.027368 sec): 3 clusters Score: Raw -1458789.068131 + Penalty 5468.821160 = -1453320.246971 nChanged 0 Score: Raw -2929045.494211 + Penalty 17588.178590 = -2911457.315622 Splitting cluster 4 changes total score from -2900500.786143 to -2911457.315622 So it's getting split into cluster 6. Iteration 20F (609.784559 sec): 7 clusters Score: Raw -2930450.395535 + Penalty 17588.178590 = -2912862.216946 nChanged 2713 Iteration 21Q (610.530533 sec): 7 clusters Score: Raw -2931362.889540 + Penalty 17588.178590 = -2913774.710951 nChanged 1452 Iteration 22Q (611.242413 sec): 7 clusters Score: Raw -2931803.877878 + Penalty 17588.178590 = -2914215.699289 nChanged 1084 Iteration 23Q (611.978301 sec): 7 clusters Score: Raw -2932133.346097 + Penalty 17588.178590 = -2914545.167507 nChanged 974 Iteration 24Q (612.598667 sec): 7 clusters Score: Raw -2932411.215250 + Penalty 17588.178590 = -2914823.036660 nChanged 941 Iteration 25Q (613.290413 sec): 7 clusters Score: Raw -2932679.453380 + Penalty 17588.178590 = -2915091.274790 nChanged 901 Iteration 26Q (613.956402 sec): 7 clusters Score: Raw -2932927.242796 + Penalty 17588.178590 = -2915339.064206 nChanged 871 Iteration 27Q (614.582407 sec): 7 clusters Score: Raw -2933163.159086 + Penalty 17588.178590 = -2915574.980497 nChanged 838 Iteration 28Q (615.112105 sec): 7 clusters Score: Raw -2933380.653638 + Penalty 17588.178590 = -2915792.475049 nChanged 760 Iteration 29Q (615.779476 sec): 7 clusters Score: Raw -2933562.698559 + Penalty 17588.178590 = -2915974.519969 nChanged 714 Iteration 30Q (616.460641 sec): 7 clusters Score: Raw -2933728.608263 + Penalty 17588.178590 = -2916140.429674 nChanged 696 Iteration 31Q (617.105116 sec): 7 clusters Score: Raw -2933889.067404 + Penalty 17588.178590 = -2916300.888815 nChanged 652 Iteration 32Q (617.745979 sec): 7 clusters Score: Raw -2934037.223765 + Penalty 17588.178590 = -2916449.045175 nChanged 608 Iteration 33Q (618.411056 sec): 7 clusters Score: Raw -2934161.535841 + Penalty 17588.178590 = -2916573.357251 nChanged 553 Iteration 34Q (618.944561 sec): 7 clusters Score: Raw -2934260.916133 + Penalty 17588.178590 = -2916672.737543 nChanged 442 Iteration 35Q (619.604713 sec): 7 clusters Score: Raw -2934336.381275 + Penalty 17588.178590 = -2916748.202685 nChanged 403 Iteration 36Q (620.279694 sec): 7 clusters Score: Raw -2934403.072482 + Penalty 17588.178590 = -2916814.893892 nChanged 398 Iteration 37Q (620.818912 sec): 7 clusters Score: Raw -2934463.452607 + Penalty 17588.178590 = -2916875.274017 nChanged 353 Iteration 38Q (621.502011 sec): 7 clusters Score: Raw -2934516.892753 + Penalty 17588.178590 = -2916928.714164 nChanged 327 Iteration 39Q (622.006365 sec): 7 clusters Score: Raw -2934561.650131 + Penalty 17588.178590 = -2916973.471541 nChanged 305 Iteration 40F (622.784043 sec): 7 clusters Score: Raw -2934605.470853 + Penalty 17588.178590 = -2917017.292263 nChanged 278 Iteration 41Q (623.416010 sec): 7 clusters Score: Raw -2934646.948714 + Penalty 17588.178590 = -2917058.770124 nChanged 253 Iteration 42Q (623.920693 sec): 7 clusters Score: Raw -2934684.616315 + Penalty 17588.178590 = -2917096.437725 nChanged 246 Iteration 43Q (624.604841 sec): 7 clusters Score: Raw -2934717.648316 + Penalty 17588.178590 = -2917129.469726 nChanged 219 Iteration 44Q (625.246762 sec): 7 clusters Score: Raw -2934745.026102 + Penalty 17588.178590 = -2917156.847512 nChanged 188 Iteration 45Q (625.793038 sec): 7 clusters Score: Raw -2934764.455866 + Penalty 17588.178590 = -2917176.277277 nChanged 156 Iteration 46Q (626.431649 sec): 7 clusters Score: Raw -2934780.365292 + Penalty 17588.178590 = -2917192.186703 nChanged 155 Iteration 47Q (627.063630 sec): 7 clusters Score: Raw -2934797.776252 + Penalty 17588.178590 = -2917209.597662 nChanged 140 Iteration 48Q (627.671686 sec): 7 clusters Score: Raw -2934816.863790 + Penalty 17588.178590 = -2917228.685201 nChanged 148 Iteration 49Q (628.273406 sec): 7 clusters Score: Raw -2934838.550469 + Penalty 17588.178590 = -2917250.371880 nChanged 163 Iteration 50Q (628.900052 sec): 7 clusters Score: Raw -2934861.178239 + Penalty 17588.178590 = -2917272.999650 nChanged 151 Iteration 51Q (629.508804 sec): 7 clusters Score: Raw -2934879.008591 + Penalty 17588.178590 = -2917290.830001 nChanged 138 Iteration 52Q (630.140660 sec): 7 clusters Score: Raw -2934893.373560 + Penalty 17588.178590 = -2917305.194971 nChanged 116 Iteration 53Q (630.769389 sec): 7 clusters Score: Raw -2934904.582368 + Penalty 17588.178590 = -2917316.403779 nChanged 116 Iteration 54Q (631.395774 sec): 7 clusters Score: Raw -2934915.008238 + Penalty 17588.178590 = -2917326.829649 nChanged 101 Iteration 55Q (632.053124 sec): 7 clusters Score: Raw -2934924.647117 + Penalty 17588.178590 = -2917336.468527 nChanged 102 Iteration 56Q (632.699150 sec): 7 clusters Score: Raw -2934933.891747 + Penalty 17588.178590 = -2917345.713158 nChanged 114 Iteration 57Q (633.383920 sec): 7 clusters Score: Raw -2934945.795073 + Penalty 17588.178590 = -2917357.616484 nChanged 105 Iteration 58Q (634.035336 sec): 7 clusters Score: Raw -2934960.107783 + Penalty 17588.178590 = -2917371.929193 nChanged 113 Writing temp clu file Because OldScore, -2917357.616484, is greater than current (better) Score,-2917371.929193 Compute initial score before splitting: Score: Raw -2934960.107783 + Penalty 17588.178590 = -2917371.929193 Trying to split cluster 1 (11891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (634.188178 sec): 2 clusters Score: Raw -506821.464857 + Penalty 2477.253792 = -504344.211065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (634.302847 sec): 3 clusters Score: Raw -500366.120911 + Penalty 4954.507584 = -495411.613328 nChanged 4931 SP:Iteration 1F (634.416503 sec): 3 clusters Score: Raw -503028.245063 + Penalty 4954.507584 = -498073.737480 nChanged 825 SP:Iteration 2F (634.540646 sec): 3 clusters Score: Raw -503443.922263 + Penalty 4954.507584 = -498489.414679 nChanged 696 SP:Iteration 3F (634.670202 sec): 3 clusters Score: Raw -503816.370931 + Penalty 4954.507584 = -498861.863348 nChanged 597 SP:Iteration 4F (634.823174 sec): 3 clusters Score: Raw -504100.881899 + Penalty 4954.507584 = -499146.374315 nChanged 487 SP:Iteration 5Q (634.954332 sec): 3 clusters Score: Raw -504337.458212 + Penalty 4954.507584 = -499382.950628 nChanged 462 SP:Iteration 6Q (635.085123 sec): 3 clusters Score: Raw -504557.769108 + Penalty 4954.507584 = -499603.261524 nChanged 438 SP:Iteration 7Q (635.233280 sec): 3 clusters Score: Raw -504757.849747 + Penalty 4954.507584 = -499803.342163 nChanged 385 SP:Iteration 8Q (635.362298 sec): 3 clusters Score: Raw -504918.736694 + Penalty 4954.507584 = -499964.229111 nChanged 335 SP:Iteration 9Q (635.500029 sec): 3 clusters Score: Raw -505053.658247 + Penalty 4954.507584 = -500099.150663 nChanged 330 SP:Iteration 10Q (635.632954 sec): 3 clusters Score: Raw -505195.350804 + Penalty 4954.507584 = -500240.843220 nChanged 315 SP:Iteration 11Q (635.780909 sec): 3 clusters Score: Raw -505332.880051 + Penalty 4954.507584 = -500378.372467 nChanged 300 SP:Iteration 12Q (635.902107 sec): 3 clusters Score: Raw -505451.929839 + Penalty 4954.507584 = -500497.422255 nChanged 241 SP:Iteration 13Q (636.042486 sec): 3 clusters Score: Raw -505543.560632 + Penalty 4954.507584 = -500589.053048 nChanged 237 SP:Iteration 14Q (636.165629 sec): 3 clusters Score: Raw -505628.793394 + Penalty 4954.507584 = -500674.285810 nChanged 212 SP:Iteration 15Q (636.289503 sec): 3 clusters Score: Raw -505701.487385 + Penalty 4954.507584 = -500746.979801 nChanged 179 SP:Iteration 16Q (636.424110 sec): 3 clusters Score: Raw -505763.951907 + Penalty 4954.507584 = -500809.444323 nChanged 204 SP:Iteration 17Q (636.584456 sec): 3 clusters Score: Raw -505833.924421 + Penalty 4954.507584 = -500879.416837 nChanged 183 SP:Iteration 18Q (636.676194 sec): 3 clusters Score: Raw -505895.198214 + Penalty 4954.507584 = -500940.690630 nChanged 177 SP:Iteration 19Q (636.797452 sec): 3 clusters Score: Raw -505949.431502 + Penalty 4954.507584 = -500994.923918 nChanged 149 SP:Iteration 20F (636.923290 sec): 3 clusters Score: Raw -505993.791122 + Penalty 4954.507584 = -501039.283538 nChanged 133 SP:Iteration 21Q (637.062999 sec): 3 clusters Score: Raw -506034.111899 + Penalty 4954.507584 = -501079.604315 nChanged 135 SP:Iteration 22Q (637.209936 sec): 3 clusters Score: Raw -506075.282319 + Penalty 4954.507584 = -501120.774735 nChanged 114 SP:Iteration 23Q (637.350681 sec): 3 clusters Score: Raw -506111.596429 + Penalty 4954.507584 = -501157.088845 nChanged 130 SP:Iteration 24Q (637.469797 sec): 3 clusters Score: Raw -506156.482660 + Penalty 4954.507584 = -501201.975076 nChanged 127 SP:Iteration 25Q (637.597798 sec): 3 clusters Score: Raw -506198.403729 + Penalty 4954.507584 = -501243.896145 nChanged 119 SP:Iteration 26Q (637.769340 sec): 3 clusters Score: Raw -506236.801279 + Penalty 4954.507584 = -501282.293696 nChanged 121 SP:Iteration 27Q (637.878643 sec): 3 clusters Score: Raw -506274.494407 + Penalty 4954.507584 = -501319.986823 nChanged 109 SP:Iteration 28Q (638.028369 sec): 3 clusters Score: Raw -506302.359225 + Penalty 4954.507584 = -501347.851641 nChanged 91 SP:Iteration 29Q (638.148444 sec): 3 clusters Score: Raw -506329.492147 + Penalty 4954.507584 = -501374.984563 nChanged 99 SP:Iteration 30Q (638.284726 sec): 3 clusters Score: Raw -506365.269488 + Penalty 4954.507584 = -501410.761905 nChanged 111 SP:Iteration 31Q (638.453021 sec): 3 clusters Score: Raw -506405.967788 + Penalty 4954.507584 = -501451.460205 nChanged 122 SP:Iteration 32Q (638.579803 sec): 3 clusters Score: Raw -506447.647557 + Penalty 4954.507584 = -501493.139973 nChanged 109 SP:Iteration 33Q (638.729773 sec): 3 clusters Score: Raw -506479.702554 + Penalty 4954.507584 = -501525.194970 nChanged 95 SP:Iteration 34Q (638.862248 sec): 3 clusters Score: Raw -506502.646421 + Penalty 4954.507584 = -501548.138837 nChanged 88 SP:Iteration 35Q (638.975328 sec): 3 clusters Score: Raw -506522.964572 + Penalty 4954.507584 = -501568.456989 nChanged 69 SP:Iteration 36Q (639.128678 sec): 3 clusters Score: Raw -506542.413667 + Penalty 4954.507584 = -501587.906084 nChanged 74 SP:Iteration 37Q (639.246920 sec): 3 clusters Score: Raw -506564.138321 + Penalty 4954.507584 = -501609.630737 nChanged 76 SP:Iteration 38Q (639.383730 sec): 3 clusters Score: Raw -506584.483910 + Penalty 4954.507584 = -501629.976326 nChanged 53 SP:Iteration 39Q (639.518278 sec): 3 clusters Score: Raw -506596.890726 + Penalty 4954.507584 = -501642.383143 nChanged 58 SP:Iteration 40F (639.648615 sec): 3 clusters Score: Raw -506610.277094 + Penalty 4954.507584 = -501655.769510 nChanged 45 SP:Iteration 41Q (639.775410 sec): 3 clusters Score: Raw -506619.230213 + Penalty 4954.507584 = -501664.722629 nChanged 28 SP:Iteration 42Q (639.936050 sec): 3 clusters Score: Raw -506623.621287 + Penalty 4954.507584 = -501669.113703 nChanged 22 SP:Iteration 43Q (640.084141 sec): 3 clusters Score: Raw -506627.455241 + Penalty 4954.507584 = -501672.947658 nChanged 25 SP:Iteration 44Q (640.227015 sec): 3 clusters Score: Raw -506633.446670 + Penalty 4954.507584 = -501678.939086 nChanged 28 SP:Iteration 45Q (640.363004 sec): 3 clusters Score: Raw -506639.545838 + Penalty 4954.507584 = -501685.038255 nChanged 37 SP:Iteration 46Q (640.536830 sec): 3 clusters Score: Raw -506648.757447 + Penalty 4954.507584 = -501694.249863 nChanged 41 SP:Iteration 47Q (640.647641 sec): 3 clusters Score: Raw -506660.143909 + Penalty 4954.507584 = -501705.636325 nChanged 51 SP:Iteration 48Q (640.790096 sec): 3 clusters Score: Raw -506671.419172 + Penalty 4954.507584 = -501716.911588 nChanged 41 SP:Iteration 49Q (640.909745 sec): 3 clusters Score: Raw -506679.485726 + Penalty 4954.507584 = -501724.978142 nChanged 44 SP:Iteration 50Q (641.047153 sec): 3 clusters Score: Raw -506689.095914 + Penalty 4954.507584 = -501734.588330 nChanged 39 SP:Iteration 51Q (641.180824 sec): 3 clusters Score: Raw -506696.568971 + Penalty 4954.507584 = -501742.061387 nChanged 36 SP:Iteration 52Q (641.320526 sec): 3 clusters Score: Raw -506703.822616 + Penalty 4954.507584 = -501749.315032 nChanged 34 SP:Iteration 53Q (641.473108 sec): 3 clusters Score: Raw -506711.794845 + Penalty 4954.507584 = -501757.287261 nChanged 35 SP:Iteration 54Q (641.614742 sec): 3 clusters Score: Raw -506719.720098 + Penalty 4954.507584 = -501765.212514 nChanged 32 SP:Iteration 55Q (641.818135 sec): 3 clusters Score: Raw -506726.129731 + Penalty 4954.507584 = -501771.622148 nChanged 38 SP:Iteration 56Q (641.966396 sec): 3 clusters Score: Raw -506732.565129 + Penalty 4954.507584 = -501778.057545 nChanged 35 SP:Iteration 57Q (642.130057 sec): 3 clusters Score: Raw -506739.425332 + Penalty 4954.507584 = -501784.917748 nChanged 24 SP:Iteration 58Q (642.239117 sec): 3 clusters Score: Raw -506744.530444 + Penalty 4954.507584 = -501790.022861 nChanged 27 SP:Iteration 59Q (642.365236 sec): 3 clusters Score: Raw -506750.330432 + Penalty 4954.507584 = -501795.822848 nChanged 31 SP:Iteration 60F (642.487727 sec): 3 clusters Score: Raw -506756.314260 + Penalty 4954.507584 = -501801.806676 nChanged 31 SP:Iteration 61Q (642.658672 sec): 3 clusters Score: Raw -506762.424793 + Penalty 4954.507584 = -501807.917210 nChanged 27 SP:Iteration 62Q (642.839948 sec): 3 clusters Score: Raw -506767.066150 + Penalty 4954.507584 = -501812.558566 nChanged 26 SP:Iteration 63Q (642.952977 sec): 3 clusters Score: Raw -506771.777262 + Penalty 4954.507584 = -501817.269678 nChanged 26 SP:Iteration 64Q (643.110307 sec): 3 clusters Score: Raw -506775.980990 + Penalty 4954.507584 = -501821.473406 nChanged 17 SP:Iteration 65Q (643.207609 sec): 3 clusters Score: Raw -506779.221418 + Penalty 4954.507584 = -501824.713834 nChanged 15 SP:Iteration 66Q (643.351017 sec): 3 clusters Score: Raw -506781.925730 + Penalty 4954.507584 = -501827.418146 nChanged 16 SP:Iteration 67Q (643.472730 sec): 3 clusters Score: Raw -506785.227719 + Penalty 4954.507584 = -501830.720135 nChanged 30 SP:Iteration 68Q (643.620776 sec): 3 clusters Score: Raw -506792.111442 + Penalty 4954.507584 = -501837.603858 nChanged 39 SP:Iteration 69Q (643.769630 sec): 3 clusters Score: Raw -506800.594760 + Penalty 4954.507584 = -501846.087177 nChanged 31 SP:Iteration 70Q (643.874980 sec): 3 clusters Score: Raw -506806.545406 + Penalty 4954.507584 = -501852.037823 nChanged 32 SP:Iteration 71Q (644.039477 sec): 3 clusters Score: Raw -506812.920365 + Penalty 4954.507584 = -501858.412781 nChanged 28 SP:Iteration 72Q (644.191644 sec): 3 clusters Score: Raw -506818.325640 + Penalty 4954.507584 = -501863.818056 nChanged 30 SP:Iteration 73Q (644.319245 sec): 3 clusters Score: Raw -506824.489812 + Penalty 4954.507584 = -501869.982228 nChanged 24 SP:Iteration 74Q (644.452133 sec): 3 clusters Score: Raw -506828.317915 + Penalty 4954.507584 = -501873.810331 nChanged 18 SP:Iteration 75Q (644.585590 sec): 3 clusters Score: Raw -506830.516636 + Penalty 4954.507584 = -501876.009052 nChanged 11 SP:Iteration 76Q (644.729446 sec): 3 clusters Score: Raw -506832.048848 + Penalty 4954.507584 = -501877.541264 nChanged 6 SP:Iteration 77Q (644.869650 sec): 3 clusters Score: Raw -506832.990371 + Penalty 4954.507584 = -501878.482787 nChanged 5 SP:Iteration 78Q (645.043645 sec): 3 clusters Score: Raw -506834.431737 + Penalty 4954.507584 = -501879.924153 nChanged 14 SP:Iteration 79Q (645.162813 sec): 3 clusters Score: Raw -506837.712188 + Penalty 4954.507584 = -501883.204604 nChanged 15 SP:Iteration 80F (645.305640 sec): 3 clusters Score: Raw -506841.459335 + Penalty 4954.507584 = -501886.951751 nChanged 23 SP:Iteration 81Q (645.443955 sec): 3 clusters Score: Raw -506847.517338 + Penalty 4954.507584 = -501893.009755 nChanged 30 SP:Iteration 82Q (645.593295 sec): 3 clusters Score: Raw -506854.173297 + Penalty 4954.507584 = -501899.665713 nChanged 22 SP:Iteration 83Q (645.725088 sec): 3 clusters Score: Raw -506857.889859 + Penalty 4954.507584 = -501903.382275 nChanged 18 SP:Iteration 84Q (645.867591 sec): 3 clusters Score: Raw -506862.719568 + Penalty 4954.507584 = -501908.211985 nChanged 21 SP:Iteration 85Q (646.005508 sec): 3 clusters Score: Raw -506868.084530 + Penalty 4954.507584 = -501913.576947 nChanged 21 SP:Iteration 86Q (646.154656 sec): 3 clusters Score: Raw -506873.047729 + Penalty 4954.507584 = -501918.540145 nChanged 23 SP:Iteration 87Q (646.303361 sec): 3 clusters Score: Raw -506877.784680 + Penalty 4954.507584 = -501923.277096 nChanged 19 SP:Iteration 88Q (646.415039 sec): 3 clusters Score: Raw -506883.928747 + Penalty 4954.507584 = -501929.421163 nChanged 20 SP:Iteration 89Q (646.547849 sec): 3 clusters Score: Raw -506889.576904 + Penalty 4954.507584 = -501935.069321 nChanged 29 SP:Iteration 90Q (646.707482 sec): 3 clusters Score: Raw -506897.486358 + Penalty 4954.507584 = -501942.978774 nChanged 36 SP:Iteration 91Q (646.807186 sec): 3 clusters Score: Raw -506908.417749 + Penalty 4954.507584 = -501953.910166 nChanged 34 SP:Iteration 92Q (646.944535 sec): 3 clusters Score: Raw -506917.987508 + Penalty 4954.507584 = -501963.479925 nChanged 34 SP:Iteration 93Q (647.118228 sec): 3 clusters Score: Raw -506928.540771 + Penalty 4954.507584 = -501974.033188 nChanged 38 SP:Iteration 94Q (647.318892 sec): 3 clusters Score: Raw -506939.760613 + Penalty 4954.507584 = -501985.253030 nChanged 38 SP:Iteration 95Q (647.462240 sec): 3 clusters Score: Raw -506950.048654 + Penalty 4954.507584 = -501995.541070 nChanged 44 SP:Iteration 96Q (647.598387 sec): 3 clusters Score: Raw -506962.359407 + Penalty 4954.507584 = -502007.851823 nChanged 42 SP:Iteration 97Q (647.762712 sec): 3 clusters Score: Raw -506971.701608 + Penalty 4954.507584 = -502017.194024 nChanged 36 SP:Iteration 98Q (647.884107 sec): 3 clusters Score: Raw -506979.977703 + Penalty 4954.507584 = -502025.470119 nChanged 40 SP:Iteration 99Q (648.017300 sec): 3 clusters Score: Raw -506989.624199 + Penalty 4954.507584 = -502035.116615 nChanged 29 SP:Iteration 100F (648.178829 sec): 3 clusters Score: Raw -506997.061066 + Penalty 4954.507584 = -502042.553482 nChanged 28 SP:Iteration 101Q (648.301866 sec): 3 clusters Score: Raw -507005.176648 + Penalty 4954.507584 = -502050.669064 nChanged 23 SP:Iteration 102Q (648.441382 sec): 3 clusters Score: Raw -507011.319166 + Penalty 4954.507584 = -502056.811583 nChanged 22 SP:Iteration 103Q (648.608835 sec): 3 clusters Score: Raw -507017.156013 + Penalty 4954.507584 = -502062.648429 nChanged 23 SP:Iteration 104Q (648.726020 sec): 3 clusters Score: Raw -507024.492307 + Penalty 4954.507584 = -502069.984723 nChanged 31 SP:Iteration 105Q (648.869563 sec): 3 clusters Score: Raw -507033.068210 + Penalty 4954.507584 = -502078.560626 nChanged 30 SP:Iteration 106Q (648.988629 sec): 3 clusters Score: Raw -507042.571604 + Penalty 4954.507584 = -502088.064020 nChanged 35 SP:Iteration 107Q (649.130227 sec): 3 clusters Score: Raw -507051.294396 + Penalty 4954.507584 = -502096.786812 nChanged 26 SP:Iteration 108Q (649.264780 sec): 3 clusters Score: Raw -507058.529156 + Penalty 4954.507584 = -502104.021572 nChanged 31 SP:Iteration 109Q (649.419304 sec): 3 clusters Score: Raw -507066.125886 + Penalty 4954.507584 = -502111.618302 nChanged 25 SP:Iteration 110Q (649.564853 sec): 3 clusters Score: Raw -507072.243924 + Penalty 4954.507584 = -502117.736340 nChanged 32 SP:Iteration 111Q (649.718102 sec): 3 clusters Score: Raw -507081.400144 + Penalty 4954.507584 = -502126.892560 nChanged 22 SP:Iteration 112Q (649.874577 sec): 3 clusters Score: Raw -507087.536913 + Penalty 4954.507584 = -502133.029330 nChanged 20 SP:Iteration 113Q (650.028458 sec): 3 clusters Score: Raw -507093.183363 + Penalty 4954.507584 = -502138.675779 nChanged 22 SP:Iteration 114Q (650.184096 sec): 3 clusters Score: Raw -507098.857630 + Penalty 4954.507584 = -502144.350046 nChanged 20 SP:Iteration 115Q (650.366489 sec): 3 clusters Score: Raw -507104.002535 + Penalty 4954.507584 = -502149.494952 nChanged 13 SP:Iteration 116Q (650.511737 sec): 3 clusters Score: Raw -507106.525132 + Penalty 4954.507584 = -502152.017548 nChanged 7 SP:Iteration 117Q (650.666742 sec): 3 clusters Score: Raw -507108.058688 + Penalty 4954.507584 = -502153.551104 nChanged 8 SP:Iteration 118Q (650.809278 sec): 3 clusters Score: Raw -507110.198142 + Penalty 4954.507584 = -502155.690558 nChanged 13 SP:Iteration 119Q (650.959202 sec): 3 clusters Score: Raw -507113.322666 + Penalty 4954.507584 = -502158.815082 nChanged 16 SP:Iteration 120F (651.105621 sec): 3 clusters Score: Raw -507118.254747 + Penalty 4954.507584 = -502163.747163 nChanged 17 SP:Iteration 121Q (651.265734 sec): 3 clusters Score: Raw -507123.097243 + Penalty 4954.507584 = -502168.589660 nChanged 20 SP:Iteration 122Q (651.391881 sec): 3 clusters Score: Raw -507129.013744 + Penalty 4954.507584 = -502174.506161 nChanged 9 SP:Iteration 123Q (651.530996 sec): 3 clusters Score: Raw -507130.740058 + Penalty 4954.507584 = -502176.232474 nChanged 8 SP:Iteration 124Q (651.675462 sec): 3 clusters Score: Raw -507132.820762 + Penalty 4954.507584 = -502178.313179 nChanged 9 SP:Iteration 125Q (651.807756 sec): 3 clusters Score: Raw -507135.071114 + Penalty 4954.507584 = -502180.563530 nChanged 8 SP:Iteration 126Q (651.969707 sec): 3 clusters Score: Raw -507137.023461 + Penalty 4954.507584 = -502182.515877 nChanged 13 SP:Iteration 127Q (652.092653 sec): 3 clusters Score: Raw -507140.527818 + Penalty 4954.507584 = -502186.020234 nChanged 15 SP:Iteration 128Q (652.253517 sec): 3 clusters Score: Raw -507143.845124 + Penalty 4954.507584 = -502189.337540 nChanged 16 SP:Iteration 129Q (652.399381 sec): 3 clusters Score: Raw -507148.283223 + Penalty 4954.507584 = -502193.775640 nChanged 18 SP:Iteration 130Q (652.531776 sec): 3 clusters Score: Raw -507153.321568 + Penalty 4954.507584 = -502198.813985 nChanged 16 SP:Iteration 131Q (652.709958 sec): 3 clusters Score: Raw -507157.146392 + Penalty 4954.507584 = -502202.638808 nChanged 15 SP:Iteration 132Q (652.807879 sec): 3 clusters Score: Raw -507161.190686 + Penalty 4954.507584 = -502206.683102 nChanged 15 SP:Iteration 133Q (652.962786 sec): 3 clusters Score: Raw -507167.350927 + Penalty 4954.507584 = -502212.843343 nChanged 20 SP:Iteration 134Q (653.145165 sec): 3 clusters Score: Raw -507173.346154 + Penalty 4954.507584 = -502218.838571 nChanged 18 SP:Iteration 135Q (653.272363 sec): 3 clusters Score: Raw -507178.860472 + Penalty 4954.507584 = -502224.352889 nChanged 25 SP:Iteration 136Q (653.414291 sec): 3 clusters Score: Raw -507185.770083 + Penalty 4954.507584 = -502231.262499 nChanged 18 SP:Iteration 137Q (653.579687 sec): 3 clusters Score: Raw -507190.317916 + Penalty 4954.507584 = -502235.810332 nChanged 15 SP:Iteration 138Q (653.728450 sec): 3 clusters Score: Raw -507194.799971 + Penalty 4954.507584 = -502240.292387 nChanged 18 SP:Iteration 139Q (653.853561 sec): 3 clusters Score: Raw -507201.449948 + Penalty 4954.507584 = -502246.942365 nChanged 22 SP:Iteration 140F (654.018011 sec): 3 clusters Score: Raw -507208.661373 + Penalty 4954.507584 = -502254.153790 nChanged 15 SP:Iteration 141Q (654.163899 sec): 3 clusters Score: Raw -507212.561414 + Penalty 4954.507584 = -502258.053830 nChanged 15 SP:Iteration 142Q (654.311450 sec): 3 clusters Score: Raw -507215.824951 + Penalty 4954.507584 = -502261.317367 nChanged 5 SP:Iteration 143Q (654.425739 sec): 3 clusters Score: Raw -507216.752980 + Penalty 4954.507584 = -502262.245396 nChanged 5 SP:Iteration 144Q (654.591388 sec): 3 clusters Score: Raw -507218.100841 + Penalty 4954.507584 = -502263.593257 nChanged 8 SP:Iteration 145Q (654.735240 sec): 3 clusters Score: Raw -507219.908114 + Penalty 4954.507584 = -502265.400530 nChanged 6 SP:Iteration 146Q (654.864612 sec): 3 clusters Score: Raw -507221.805138 + Penalty 4954.507584 = -502267.297554 nChanged 6 SP:Iteration 147Q (655.016415 sec): 3 clusters Score: Raw -507222.991227 + Penalty 4954.507584 = -502268.483643 nChanged 2 SP:Iteration 148Q (655.183020 sec): 3 clusters Score: Raw -507223.466979 + Penalty 4954.507584 = -502268.959395 nChanged 1 SP:Iteration 149Q (655.316955 sec): 3 clusters Score: Raw -507223.733762 + Penalty 4954.507584 = -502269.226178 nChanged 1 SP:Iteration 150Q (655.452022 sec): 3 clusters Score: Raw -507223.916367 + Penalty 4954.507584 = -502269.408783 nChanged 2 SP:Iteration 151Q (655.595975 sec): 3 clusters Score: Raw -507224.465374 + Penalty 4954.507584 = -502269.957790 nChanged 4 SP:Iteration 152Q (655.723897 sec): 3 clusters Score: Raw -507225.542520 + Penalty 4954.507584 = -502271.034936 nChanged 6 SP:Iteration 153Q (655.906865 sec): 3 clusters Score: Raw -507227.356033 + Penalty 4954.507584 = -502272.848450 nChanged 10 SP:Iteration 154Q (656.053336 sec): 3 clusters Score: Raw -507229.947671 + Penalty 4954.507584 = -502275.440087 nChanged 14 SP:Iteration 155Q (656.201549 sec): 3 clusters Score: Raw -507233.999201 + Penalty 4954.507584 = -502279.491617 nChanged 13 SP:Iteration 156Q (656.325367 sec): 3 clusters Score: Raw -507237.118657 + Penalty 4954.507584 = -502282.611073 nChanged 4 SP:Iteration 157Q (656.461944 sec): 3 clusters Score: Raw -507238.080545 + Penalty 4954.507584 = -502283.572962 nChanged 2 SP:Iteration 158Q (656.609355 sec): 3 clusters Score: Raw -507238.859492 + Penalty 4954.507584 = -502284.351908 nChanged 5 SP:Iteration 159Q (656.761399 sec): 3 clusters Score: Raw -507239.869590 + Penalty 4954.507584 = -502285.362006 nChanged 6 SP:Iteration 160F (656.926991 sec): 3 clusters Score: Raw -507241.093241 + Penalty 4954.507584 = -502286.585657 nChanged 7 SP:Iteration 161Q (657.080744 sec): 3 clusters Score: Raw -507242.620258 + Penalty 4954.507584 = -502288.112674 nChanged 5 SP:Iteration 162Q (657.184312 sec): 3 clusters Score: Raw -507243.802154 + Penalty 4954.507584 = -502289.294570 nChanged 7 SP:Iteration 163Q (657.328088 sec): 3 clusters Score: Raw -507245.468448 + Penalty 4954.507584 = -502290.960865 nChanged 8 SP:Iteration 164Q (657.494149 sec): 3 clusters Score: Raw -507247.020255 + Penalty 4954.507584 = -502292.512671 nChanged 3 SP:Iteration 165Q (657.640466 sec): 3 clusters Score: Raw -507247.712029 + Penalty 4954.507584 = -502293.204445 nChanged 4 SP:Iteration 166Q (657.787613 sec): 3 clusters Score: Raw -507248.346532 + Penalty 4954.507584 = -502293.838948 nChanged 3 SP:Iteration 167Q (657.937133 sec): 3 clusters Score: Raw -507249.242298 + Penalty 4954.507584 = -502294.734714 nChanged 2 SP:Iteration 168Q (658.093128 sec): 3 clusters Score: Raw -507250.189696 + Penalty 4954.507584 = -502295.682113 nChanged 3 SP:Iteration 169Q (658.252752 sec): 3 clusters Score: Raw -507250.858436 + Penalty 4954.507584 = -502296.350852 nChanged 3 SP:Iteration 170Q (658.416172 sec): 3 clusters Score: Raw -507251.309407 + Penalty 4954.507584 = -502296.801823 nChanged 3 SP:Iteration 171Q (658.527942 sec): 3 clusters Score: Raw -507252.035148 + Penalty 4954.507584 = -502297.527565 nChanged 2 SP:Iteration 172Q (658.653637 sec): 3 clusters Score: Raw -507252.553772 + Penalty 4954.507584 = -502298.046188 nChanged 3 SP:Iteration 173Q (658.809179 sec): 3 clusters Score: Raw -507253.242888 + Penalty 4954.507584 = -502298.735305 nChanged 4 SP:Iteration 174Q (658.954696 sec): 3 clusters Score: Raw -507253.872038 + Penalty 4954.507584 = -502299.364454 nChanged 4 SP:Iteration 175Q (659.086911 sec): 3 clusters Score: Raw -507254.775368 + Penalty 4954.507584 = -502300.267784 nChanged 2 SP:Iteration 176Q (659.245930 sec): 3 clusters Score: Raw -507255.152908 + Penalty 4954.507584 = -502300.645324 nChanged 6 SP:Iteration 177Q (659.401139 sec): 3 clusters Score: Raw -507257.124672 + Penalty 4954.507584 = -502302.617088 nChanged 5 SP:Iteration 178Q (659.504763 sec): 3 clusters Score: Raw -507258.200094 + Penalty 4954.507584 = -502303.692510 nChanged 4 SP:Iteration 179Q (659.678575 sec): 3 clusters Score: Raw -507259.569257 + Penalty 4954.507584 = -502305.061673 nChanged 7 SP:Iteration 180F (659.816043 sec): 3 clusters Score: Raw -507261.174413 + Penalty 4954.507584 = -502306.666830 nChanged 5 SP:Iteration 181Q (659.939716 sec): 3 clusters Score: Raw -507262.474167 + Penalty 4954.507584 = -502307.966583 nChanged 2 SP:Iteration 182Q (660.083096 sec): 3 clusters Score: Raw -507263.074143 + Penalty 4954.507584 = -502308.566559 nChanged 5 SP:Iteration 183Q (660.216198 sec): 3 clusters Score: Raw -507264.863274 + Penalty 4954.507584 = -502310.355691 nChanged 4 SP:Iteration 184Q (660.351129 sec): 3 clusters Score: Raw -507265.643927 + Penalty 4954.507584 = -502311.136343 nChanged 4 SP:Iteration 185Q (660.551266 sec): 3 clusters Score: Raw -507266.661425 + Penalty 4954.507584 = -502312.153841 nChanged 2 SP:Iteration 186Q (660.742208 sec): 3 clusters Score: Raw -507267.026937 + Penalty 4954.507584 = -502312.519353 nChanged 1 SP:Iteration 187Q (660.863044 sec): 3 clusters Score: Raw -507267.263481 + Penalty 4954.507584 = -502312.755897 nChanged 1 SP:Iteration 188Q (661.008536 sec): 3 clusters Score: Raw -507267.326420 + Penalty 4954.507584 = -502312.818836 nChanged 0 SP:Iteration 189F (661.150380 sec): 3 clusters Score: Raw -507267.326420 + Penalty 4954.507584 = -502312.818836 nChanged 0 Trying to split cluster 2 (7491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (661.222270 sec): 2 clusters Score: Raw -327864.434434 + Penalty 2355.264801 = -325509.169633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (661.331440 sec): 3 clusters Score: Raw -324067.654679 + Penalty 4710.529602 = -319357.125077 nChanged 2974 SP:Iteration 1F (661.463163 sec): 3 clusters Score: Raw -325742.628349 + Penalty 4710.529602 = -321032.098747 nChanged 540 SP:Iteration 2F (661.615320 sec): 3 clusters Score: Raw -326048.281559 + Penalty 4710.529602 = -321337.751957 nChanged 396 SP:Iteration 3F (661.762662 sec): 3 clusters Score: Raw -326260.109465 + Penalty 4710.529602 = -321549.579863 nChanged 313 SP:Iteration 4Q (661.885535 sec): 3 clusters Score: Raw -326417.958312 + Penalty 4710.529602 = -321707.428711 nChanged 276 SP:Iteration 5Q (662.001189 sec): 3 clusters Score: Raw -326573.368666 + Penalty 4710.529602 = -321862.839064 nChanged 251 SP:Iteration 6Q (662.130024 sec): 3 clusters Score: Raw -326719.814624 + Penalty 4710.529602 = -322009.285022 nChanged 247 SP:Iteration 7Q (662.271408 sec): 3 clusters Score: Raw -326887.945438 + Penalty 4710.529602 = -322177.415836 nChanged 267 SP:Iteration 8Q (662.381343 sec): 3 clusters Score: Raw -327081.937272 + Penalty 4710.529602 = -322371.407671 nChanged 289 SP:Iteration 9Q (662.512322 sec): 3 clusters Score: Raw -327258.429777 + Penalty 4710.529602 = -322547.900175 nChanged 262 SP:Iteration 10Q (662.632607 sec): 3 clusters Score: Raw -327466.237091 + Penalty 4710.529602 = -322755.707489 nChanged 295 SP:Iteration 11Q (662.758275 sec): 3 clusters Score: Raw -327692.956350 + Penalty 4710.529602 = -322982.426748 nChanged 268 SP:Iteration 12Q (662.888736 sec): 3 clusters Score: Raw -327878.453698 + Penalty 4710.529602 = -323167.924096 nChanged 237 SP:Iteration 13Q (662.992648 sec): 3 clusters Score: Raw -328031.238183 + Penalty 4710.529602 = -323320.708582 nChanged 211 SP:Iteration 14Q (663.107486 sec): 3 clusters Score: Raw -328175.899486 + Penalty 4710.529602 = -323465.369884 nChanged 183 SP:Iteration 15Q (663.261844 sec): 3 clusters Score: Raw -328290.246669 + Penalty 4710.529602 = -323579.717067 nChanged 163 SP:Iteration 16Q (663.433682 sec): 3 clusters Score: Raw -328378.557678 + Penalty 4710.529602 = -323668.028077 nChanged 145 SP:Iteration 17Q (663.561767 sec): 3 clusters Score: Raw -328444.589705 + Penalty 4710.529602 = -323734.060103 nChanged 113 SP:Iteration 18Q (663.695202 sec): 3 clusters Score: Raw -328487.056473 + Penalty 4710.529602 = -323776.526872 nChanged 83 SP:Iteration 19Q (663.844173 sec): 3 clusters Score: Raw -328523.428542 + Penalty 4710.529602 = -323812.898940 nChanged 83 SP:Iteration 20F (663.953253 sec): 3 clusters Score: Raw -328553.730935 + Penalty 4710.529602 = -323843.201333 nChanged 70 SP:Iteration 21Q (664.099674 sec): 3 clusters Score: Raw -328582.734773 + Penalty 4710.529602 = -323872.205171 nChanged 69 SP:Iteration 22Q (664.211241 sec): 3 clusters Score: Raw -328605.360981 + Penalty 4710.529602 = -323894.831379 nChanged 54 SP:Iteration 23Q (664.362374 sec): 3 clusters Score: Raw -328618.838389 + Penalty 4710.529602 = -323908.308787 nChanged 38 SP:Iteration 24Q (664.449622 sec): 3 clusters Score: Raw -328631.429282 + Penalty 4710.529602 = -323920.899681 nChanged 41 SP:Iteration 25Q (664.604125 sec): 3 clusters Score: Raw -328643.721349 + Penalty 4710.529602 = -323933.191748 nChanged 37 SP:Iteration 26Q (664.750384 sec): 3 clusters Score: Raw -328654.410534 + Penalty 4710.529602 = -323943.880933 nChanged 39 SP:Iteration 27Q (664.879611 sec): 3 clusters Score: Raw -328667.210584 + Penalty 4710.529602 = -323956.680983 nChanged 40 SP:Iteration 28Q (665.009795 sec): 3 clusters Score: Raw -328679.607803 + Penalty 4710.529602 = -323969.078202 nChanged 38 SP:Iteration 29Q (665.179043 sec): 3 clusters Score: Raw -328691.453536 + Penalty 4710.529602 = -323980.923934 nChanged 33 SP:Iteration 30Q (665.290042 sec): 3 clusters Score: Raw -328702.664399 + Penalty 4710.529602 = -323992.134797 nChanged 40 SP:Iteration 31Q (665.378773 sec): 3 clusters Score: Raw -328711.770308 + Penalty 4710.529602 = -324001.240706 nChanged 28 SP:Iteration 32Q (665.538332 sec): 3 clusters Score: Raw -328720.378868 + Penalty 4710.529602 = -324009.849267 nChanged 32 SP:Iteration 33Q (665.680277 sec): 3 clusters Score: Raw -328729.249732 + Penalty 4710.529602 = -324018.720131 nChanged 30 SP:Iteration 34Q (665.800611 sec): 3 clusters Score: Raw -328736.957691 + Penalty 4710.529602 = -324026.428089 nChanged 29 SP:Iteration 35Q (665.931573 sec): 3 clusters Score: Raw -328745.883931 + Penalty 4710.529602 = -324035.354329 nChanged 35 SP:Iteration 36Q (666.093138 sec): 3 clusters Score: Raw -328758.389683 + Penalty 4710.529602 = -324047.860082 nChanged 44 SP:Iteration 37Q (666.219841 sec): 3 clusters Score: Raw -328774.160874 + Penalty 4710.529602 = -324063.631273 nChanged 42 SP:Iteration 38Q (666.340829 sec): 3 clusters Score: Raw -328787.643090 + Penalty 4710.529602 = -324077.113488 nChanged 36 SP:Iteration 39Q (666.478177 sec): 3 clusters Score: Raw -328795.747807 + Penalty 4710.529602 = -324085.218206 nChanged 28 SP:Iteration 40F (666.628211 sec): 3 clusters Score: Raw -328803.689244 + Penalty 4710.529602 = -324093.159642 nChanged 15 SP:Iteration 41Q (666.771866 sec): 3 clusters Score: Raw -328807.981981 + Penalty 4710.529602 = -324097.452379 nChanged 22 SP:Iteration 42Q (666.908943 sec): 3 clusters Score: Raw -328814.031656 + Penalty 4710.529602 = -324103.502054 nChanged 19 SP:Iteration 43Q (667.039309 sec): 3 clusters Score: Raw -328820.026736 + Penalty 4710.529602 = -324109.497135 nChanged 19 SP:Iteration 44Q (667.168833 sec): 3 clusters Score: Raw -328824.273396 + Penalty 4710.529602 = -324113.743794 nChanged 16 SP:Iteration 45Q (667.318173 sec): 3 clusters Score: Raw -328828.913367 + Penalty 4710.529602 = -324118.383765 nChanged 21 SP:Iteration 46Q (667.450590 sec): 3 clusters Score: Raw -328834.784181 + Penalty 4710.529602 = -324124.254579 nChanged 24 SP:Iteration 47Q (667.579377 sec): 3 clusters Score: Raw -328841.889561 + Penalty 4710.529602 = -324131.359959 nChanged 22 SP:Iteration 48Q (667.683015 sec): 3 clusters Score: Raw -328848.209321 + Penalty 4710.529602 = -324137.679720 nChanged 23 SP:Iteration 49Q (667.839154 sec): 3 clusters Score: Raw -328853.795803 + Penalty 4710.529602 = -324143.266201 nChanged 23 SP:Iteration 50Q (667.985002 sec): 3 clusters Score: Raw -328860.881777 + Penalty 4710.529602 = -324150.352175 nChanged 23 SP:Iteration 51Q (668.132609 sec): 3 clusters Score: Raw -328866.263698 + Penalty 4710.529602 = -324155.734096 nChanged 15 SP:Iteration 52Q (668.249530 sec): 3 clusters Score: Raw -328869.496259 + Penalty 4710.529602 = -324158.966658 nChanged 20 SP:Iteration 53Q (668.381126 sec): 3 clusters Score: Raw -328875.090732 + Penalty 4710.529602 = -324164.561130 nChanged 17 SP:Iteration 54Q (668.520478 sec): 3 clusters Score: Raw -328880.076342 + Penalty 4710.529602 = -324169.546740 nChanged 23 SP:Iteration 55Q (668.659463 sec): 3 clusters Score: Raw -328885.851708 + Penalty 4710.529602 = -324175.322107 nChanged 21 SP:Iteration 56Q (668.762145 sec): 3 clusters Score: Raw -328891.189936 + Penalty 4710.529602 = -324180.660335 nChanged 18 SP:Iteration 57Q (668.881554 sec): 3 clusters Score: Raw -328895.757735 + Penalty 4710.529602 = -324185.228134 nChanged 22 SP:Iteration 58Q (669.017239 sec): 3 clusters Score: Raw -328901.117024 + Penalty 4710.529602 = -324190.587422 nChanged 23 SP:Iteration 59Q (669.160175 sec): 3 clusters Score: Raw -328906.256580 + Penalty 4710.529602 = -324195.726979 nChanged 18 SP:Iteration 60F (669.306774 sec): 3 clusters Score: Raw -328911.174440 + Penalty 4710.529602 = -324200.644839 nChanged 14 SP:Iteration 61Q (669.403057 sec): 3 clusters Score: Raw -328915.608401 + Penalty 4710.529602 = -324205.078799 nChanged 10 SP:Iteration 62Q (669.541996 sec): 3 clusters Score: Raw -328917.844040 + Penalty 4710.529602 = -324207.314438 nChanged 10 SP:Iteration 63Q (669.676224 sec): 3 clusters Score: Raw -328919.319230 + Penalty 4710.529602 = -324208.789628 nChanged 6 SP:Iteration 64Q (669.820328 sec): 3 clusters Score: Raw -328920.397517 + Penalty 4710.529602 = -324209.867915 nChanged 4 SP:Iteration 65Q (669.971718 sec): 3 clusters Score: Raw -328920.854858 + Penalty 4710.529602 = -324210.325257 nChanged 4 SP:Iteration 66Q (670.080576 sec): 3 clusters Score: Raw -328921.392717 + Penalty 4710.529602 = -324210.863115 nChanged 2 SP:Iteration 67Q (670.212031 sec): 3 clusters Score: Raw -328921.725499 + Penalty 4710.529602 = -324211.195897 nChanged 2 SP:Iteration 68Q (670.349438 sec): 3 clusters Score: Raw -328921.983619 + Penalty 4710.529602 = -324211.454017 nChanged 2 SP:Iteration 69Q (670.444378 sec): 3 clusters Score: Raw -328922.216619 + Penalty 4710.529602 = -324211.687017 nChanged 2 SP:Iteration 70Q (670.560104 sec): 3 clusters Score: Raw -328922.540820 + Penalty 4710.529602 = -324212.011219 nChanged 2 SP:Iteration 71Q (670.706438 sec): 3 clusters Score: Raw -328923.147152 + Penalty 4710.529602 = -324212.617551 nChanged 4 SP:Iteration 72Q (670.837718 sec): 3 clusters Score: Raw -328923.973292 + Penalty 4710.529602 = -324213.443691 nChanged 3 SP:Iteration 73Q (670.960643 sec): 3 clusters Score: Raw -328924.635970 + Penalty 4710.529602 = -324214.106368 nChanged 2 SP:Iteration 74Q (671.102103 sec): 3 clusters Score: Raw -328924.948869 + Penalty 4710.529602 = -324214.419267 nChanged 1 SP:Iteration 75Q (671.233149 sec): 3 clusters Score: Raw -328925.277136 + Penalty 4710.529602 = -324214.747534 nChanged 4 SP:Iteration 76Q (671.292079 sec): 3 clusters Score: Raw -328925.756263 + Penalty 4710.529602 = -324215.226661 nChanged 3 SP:Iteration 77Q (671.458695 sec): 3 clusters Score: Raw -328926.275635 + Penalty 4710.529602 = -324215.746033 nChanged 5 SP:Iteration 78Q (671.592232 sec): 3 clusters Score: Raw -328926.986866 + Penalty 4710.529602 = -324216.457264 nChanged 7 SP:Iteration 79Q (671.642852 sec): 3 clusters Score: Raw -328928.240693 + Penalty 4710.529602 = -324217.711091 nChanged 4 SP:Iteration 80F (671.703024 sec): 3 clusters Score: Raw -328928.972477 + Penalty 4710.529602 = -324218.442875 nChanged 3 SP:Iteration 81Q (671.762492 sec): 3 clusters Score: Raw -328929.258866 + Penalty 4710.529602 = -324218.729264 nChanged 3 SP:Iteration 82Q (671.925852 sec): 3 clusters Score: Raw -328929.994942 + Penalty 4710.529602 = -324219.465340 nChanged 3 SP:Iteration 83Q (672.042651 sec): 3 clusters Score: Raw -328930.490902 + Penalty 4710.529602 = -324219.961300 nChanged 3 SP:Iteration 84Q (672.188706 sec): 3 clusters Score: Raw -328931.098273 + Penalty 4710.529602 = -324220.568672 nChanged 4 SP:Iteration 85Q (672.326237 sec): 3 clusters Score: Raw -328931.633399 + Penalty 4710.529602 = -324221.103797 nChanged 1 SP:Iteration 86Q (672.437048 sec): 3 clusters Score: Raw -328931.812951 + Penalty 4710.529602 = -324221.283349 nChanged 2 SP:Iteration 87Q (672.563715 sec): 3 clusters Score: Raw -328932.228450 + Penalty 4710.529602 = -324221.698848 nChanged 3 SP:Iteration 88Q (672.703544 sec): 3 clusters Score: Raw -328933.383903 + Penalty 4710.529602 = -324222.854301 nChanged 7 SP:Iteration 89Q (672.844122 sec): 3 clusters Score: Raw -328935.304990 + Penalty 4710.529602 = -324224.775388 nChanged 7 SP:Iteration 90Q (672.971035 sec): 3 clusters Score: Raw -328936.768534 + Penalty 4710.529602 = -324226.238932 nChanged 6 SP:Iteration 91Q (673.117679 sec): 3 clusters Score: Raw -328937.641048 + Penalty 4710.529602 = -324227.111446 nChanged 3 SP:Iteration 92Q (673.230897 sec): 3 clusters Score: Raw -328938.090764 + Penalty 4710.529602 = -324227.561163 nChanged 0 SP:Iteration 93F (673.397958 sec): 3 clusters Score: Raw -328938.090764 + Penalty 4710.529602 = -324227.561163 nChanged 0 Trying to split cluster 3 (1971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (673.445025 sec): 2 clusters Score: Raw -73908.328350 + Penalty 2002.782225 = -71905.546125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (673.514313 sec): 3 clusters Score: Raw -73161.311039 + Penalty 4005.564450 = -69155.746589 nChanged 657 SP:Iteration 1F (673.614901 sec): 3 clusters Score: Raw -73699.414732 + Penalty 4005.564450 = -69693.850282 nChanged 166 SP:Iteration 2F (673.714917 sec): 3 clusters Score: Raw -73860.972368 + Penalty 4005.564450 = -69855.407918 nChanged 89 SP:Iteration 3Q (673.840522 sec): 3 clusters Score: Raw -73932.517163 + Penalty 4005.564450 = -69926.952713 nChanged 53 SP:Iteration 4Q (673.947678 sec): 3 clusters Score: Raw -73976.331874 + Penalty 4005.564450 = -69970.767424 nChanged 30 SP:Iteration 5Q (674.042319 sec): 3 clusters Score: Raw -74006.157827 + Penalty 4005.564450 = -70000.593377 nChanged 28 SP:Iteration 6Q (674.158276 sec): 3 clusters Score: Raw -74027.382036 + Penalty 4005.564450 = -70021.817585 nChanged 20 SP:Iteration 7Q (674.235502 sec): 3 clusters Score: Raw -74042.636932 + Penalty 4005.564450 = -70037.072482 nChanged 19 SP:Iteration 8Q (674.339783 sec): 3 clusters Score: Raw -74057.310330 + Penalty 4005.564450 = -70051.745880 nChanged 13 SP:Iteration 9Q (674.445186 sec): 3 clusters Score: Raw -74066.563526 + Penalty 4005.564450 = -70060.999076 nChanged 10 SP:Iteration 10Q (674.554234 sec): 3 clusters Score: Raw -74073.926888 + Penalty 4005.564450 = -70068.362437 nChanged 6 SP:Iteration 11Q (674.659653 sec): 3 clusters Score: Raw -74078.176948 + Penalty 4005.564450 = -70072.612498 nChanged 5 SP:Iteration 12Q (674.751364 sec): 3 clusters Score: Raw -74081.605328 + Penalty 4005.564450 = -70076.040878 nChanged 4 SP:Iteration 13Q (674.852751 sec): 3 clusters Score: Raw -74086.950534 + Penalty 4005.564450 = -70081.386083 nChanged 11 SP:Iteration 14Q (674.957608 sec): 3 clusters Score: Raw -74095.989470 + Penalty 4005.564450 = -70090.425019 nChanged 8 SP:Iteration 15Q (675.066865 sec): 3 clusters Score: Raw -74100.931224 + Penalty 4005.564450 = -70095.366774 nChanged 5 SP:Iteration 16Q (675.183976 sec): 3 clusters Score: Raw -74106.259241 + Penalty 4005.564450 = -70100.694791 nChanged 4 SP:Iteration 17Q (675.301145 sec): 3 clusters Score: Raw -74110.364773 + Penalty 4005.564450 = -70104.800322 nChanged 5 SP:Iteration 18Q (675.406611 sec): 3 clusters Score: Raw -74114.044287 + Penalty 4005.564450 = -70108.479837 nChanged 5 SP:Iteration 19Q (675.512772 sec): 3 clusters Score: Raw -74117.116280 + Penalty 4005.564450 = -70111.551830 nChanged 6 SP:Iteration 20F (675.597856 sec): 3 clusters Score: Raw -74122.471119 + Penalty 4005.564450 = -70116.906668 nChanged 3 SP:Iteration 21Q (675.694652 sec): 3 clusters Score: Raw -74123.940673 + Penalty 4005.564450 = -70118.376223 nChanged 1 SP:Iteration 22Q (675.815630 sec): 3 clusters Score: Raw -74124.533416 + Penalty 4005.564450 = -70118.968965 nChanged 1 SP:Iteration 23Q (675.883223 sec): 3 clusters Score: Raw -74124.803020 + Penalty 4005.564450 = -70119.238570 nChanged 0 SP:Iteration 24F (675.994493 sec): 3 clusters Score: Raw -74124.803020 + Penalty 4005.564450 = -70119.238570 nChanged 0 Trying to split cluster 4 (6210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (676.071326 sec): 2 clusters Score: Raw -283351.648136 + Penalty 2305.753870 = -281045.894266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (676.217399 sec): 3 clusters Score: Raw -280336.756229 + Penalty 4611.507740 = -275725.248489 nChanged 2368 SP:Iteration 1F (676.358487 sec): 3 clusters Score: Raw -281638.620527 + Penalty 4611.507740 = -277027.112787 nChanged 471 SP:Iteration 2F (676.463081 sec): 3 clusters Score: Raw -281922.802580 + Penalty 4611.507740 = -277311.294840 nChanged 376 SP:Iteration 3F (676.612185 sec): 3 clusters Score: Raw -282169.526640 + Penalty 4611.507740 = -277558.018900 nChanged 334 SP:Iteration 4F (676.730749 sec): 3 clusters Score: Raw -282412.909135 + Penalty 4611.507740 = -277801.401394 nChanged 318 SP:Iteration 5F (676.870091 sec): 3 clusters Score: Raw -282664.739057 + Penalty 4611.507740 = -278053.231317 nChanged 316 SP:Iteration 6F (677.005251 sec): 3 clusters Score: Raw -282912.400624 + Penalty 4611.507740 = -278300.892883 nChanged 306 SP:Iteration 7Q (677.083386 sec): 3 clusters Score: Raw -283168.122671 + Penalty 4611.507740 = -278556.614931 nChanged 298 SP:Iteration 8Q (677.134589 sec): 3 clusters Score: Raw -283419.875240 + Penalty 4611.507740 = -278808.367500 nChanged 252 SP:Iteration 9Q (677.292812 sec): 3 clusters Score: Raw -283631.136622 + Penalty 4611.507740 = -279019.628882 nChanged 219 SP:Iteration 10Q (677.425412 sec): 3 clusters Score: Raw -283800.992376 + Penalty 4611.507740 = -279189.484635 nChanged 167 SP:Iteration 11Q (677.533151 sec): 3 clusters Score: Raw -283935.866608 + Penalty 4611.507740 = -279324.358868 nChanged 140 SP:Iteration 12Q (677.657380 sec): 3 clusters Score: Raw -284015.623457 + Penalty 4611.507740 = -279404.115716 nChanged 84 SP:Iteration 13Q (677.787890 sec): 3 clusters Score: Raw -284065.287035 + Penalty 4611.507740 = -279453.779294 nChanged 80 SP:Iteration 14Q (677.917262 sec): 3 clusters Score: Raw -284112.503217 + Penalty 4611.507740 = -279500.995477 nChanged 79 SP:Iteration 15Q (678.045975 sec): 3 clusters Score: Raw -284154.098320 + Penalty 4611.507740 = -279542.590580 nChanged 70 SP:Iteration 16Q (678.177179 sec): 3 clusters Score: Raw -284197.720124 + Penalty 4611.507740 = -279586.212384 nChanged 66 SP:Iteration 17Q (678.310956 sec): 3 clusters Score: Raw -284230.493715 + Penalty 4611.507740 = -279618.985975 nChanged 60 SP:Iteration 18Q (678.443456 sec): 3 clusters Score: Raw -284263.139902 + Penalty 4611.507740 = -279651.632161 nChanged 58 SP:Iteration 19Q (678.560678 sec): 3 clusters Score: Raw -284290.063383 + Penalty 4611.507740 = -279678.555643 nChanged 47 SP:Iteration 20F (678.685214 sec): 3 clusters Score: Raw -284310.329349 + Penalty 4611.507740 = -279698.821609 nChanged 40 SP:Iteration 21Q (678.788235 sec): 3 clusters Score: Raw -284329.304658 + Penalty 4611.507740 = -279717.796918 nChanged 44 SP:Iteration 22Q (678.894652 sec): 3 clusters Score: Raw -284352.568742 + Penalty 4611.507740 = -279741.061001 nChanged 42 SP:Iteration 23Q (679.020429 sec): 3 clusters Score: Raw -284376.411736 + Penalty 4611.507740 = -279764.903995 nChanged 50 SP:Iteration 24Q (679.121160 sec): 3 clusters Score: Raw -284405.514833 + Penalty 4611.507740 = -279794.007092 nChanged 55 SP:Iteration 25Q (679.245641 sec): 3 clusters Score: Raw -284437.502307 + Penalty 4611.507740 = -279825.994567 nChanged 60 SP:Iteration 26Q (679.346578 sec): 3 clusters Score: Raw -284481.926068 + Penalty 4611.507740 = -279870.418328 nChanged 62 SP:Iteration 27Q (679.401622 sec): 3 clusters Score: Raw -284526.019513 + Penalty 4611.507740 = -279914.511773 nChanged 60 SP:Iteration 28Q (679.460429 sec): 3 clusters Score: Raw -284559.843954 + Penalty 4611.507740 = -279948.336213 nChanged 60 SP:Iteration 29Q (679.598914 sec): 3 clusters Score: Raw -284595.000989 + Penalty 4611.507740 = -279983.493249 nChanged 31 SP:Iteration 30Q (679.707979 sec): 3 clusters Score: Raw -284610.308494 + Penalty 4611.507740 = -279998.800753 nChanged 30 SP:Iteration 31Q (679.822252 sec): 3 clusters Score: Raw -284629.410658 + Penalty 4611.507740 = -280017.902917 nChanged 28 SP:Iteration 32Q (679.933579 sec): 3 clusters Score: Raw -284649.851158 + Penalty 4611.507740 = -280038.343418 nChanged 30 SP:Iteration 33Q (680.058135 sec): 3 clusters Score: Raw -284670.924169 + Penalty 4611.507740 = -280059.416428 nChanged 39 SP:Iteration 34Q (680.152021 sec): 3 clusters Score: Raw -284693.916001 + Penalty 4611.507740 = -280082.408260 nChanged 31 SP:Iteration 35Q (680.278321 sec): 3 clusters Score: Raw -284709.689657 + Penalty 4611.507740 = -280098.181917 nChanged 26 SP:Iteration 36Q (680.399861 sec): 3 clusters Score: Raw -284720.151637 + Penalty 4611.507740 = -280108.643896 nChanged 11 SP:Iteration 37Q (680.507118 sec): 3 clusters Score: Raw -284724.361973 + Penalty 4611.507740 = -280112.854232 nChanged 9 SP:Iteration 38Q (680.614802 sec): 3 clusters Score: Raw -284729.157642 + Penalty 4611.507740 = -280117.649902 nChanged 8 SP:Iteration 39Q (680.754932 sec): 3 clusters Score: Raw -284733.397887 + Penalty 4611.507740 = -280121.890147 nChanged 8 SP:Iteration 40F (680.872732 sec): 3 clusters Score: Raw -284736.181690 + Penalty 4611.507740 = -280124.673950 nChanged 8 SP:Iteration 41Q (680.998593 sec): 3 clusters Score: Raw -284739.677072 + Penalty 4611.507740 = -280128.169332 nChanged 5 SP:Iteration 42Q (681.125822 sec): 3 clusters Score: Raw -284741.331887 + Penalty 4611.507740 = -280129.824146 nChanged 5 SP:Iteration 43Q (681.261337 sec): 3 clusters Score: Raw -284743.947014 + Penalty 4611.507740 = -280132.439274 nChanged 3 SP:Iteration 44Q (681.351503 sec): 3 clusters Score: Raw -284745.082949 + Penalty 4611.507740 = -280133.575208 nChanged 2 SP:Iteration 45Q (681.491795 sec): 3 clusters Score: Raw -284745.848085 + Penalty 4611.507740 = -280134.340344 nChanged 0 SP:Iteration 46F (681.624028 sec): 3 clusters Score: Raw -284745.848085 + Penalty 4611.507740 = -280134.340344 nChanged 0 Trying to split cluster 5 (7960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (681.697921 sec): 2 clusters Score: Raw -409948.175664 + Penalty 2371.296650 = -407576.879014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (681.864582 sec): 3 clusters Score: Raw -405785.306875 + Penalty 4742.593299 = -401042.713576 nChanged 3218 SP:Iteration 1F (682.003286 sec): 3 clusters Score: Raw -407552.418845 + Penalty 4742.593299 = -402809.825546 nChanged 556 SP:Iteration 2F (682.112087 sec): 3 clusters Score: Raw -407852.533915 + Penalty 4742.593299 = -403109.940615 nChanged 427 SP:Iteration 3F (682.191384 sec): 3 clusters Score: Raw -408063.941083 + Penalty 4742.593299 = -403321.347783 nChanged 317 SP:Iteration 4Q (682.357891 sec): 3 clusters Score: Raw -408219.389090 + Penalty 4742.593299 = -403476.795791 nChanged 259 SP:Iteration 5Q (682.496787 sec): 3 clusters Score: Raw -408318.220182 + Penalty 4742.593299 = -403575.626883 nChanged 207 SP:Iteration 6Q (682.635025 sec): 3 clusters Score: Raw -408403.351039 + Penalty 4742.593299 = -403660.757739 nChanged 201 SP:Iteration 7Q (682.758558 sec): 3 clusters Score: Raw -408487.394667 + Penalty 4742.593299 = -403744.801368 nChanged 181 SP:Iteration 8Q (682.907632 sec): 3 clusters Score: Raw -408559.692694 + Penalty 4742.593299 = -403817.099395 nChanged 181 SP:Iteration 9Q (683.046803 sec): 3 clusters Score: Raw -408638.576588 + Penalty 4742.593299 = -403895.983289 nChanged 193 SP:Iteration 10Q (683.184005 sec): 3 clusters Score: Raw -408726.652170 + Penalty 4742.593299 = -403984.058871 nChanged 187 SP:Iteration 11Q (683.309738 sec): 3 clusters Score: Raw -408814.089770 + Penalty 4742.593299 = -404071.496471 nChanged 182 SP:Iteration 12Q (683.439682 sec): 3 clusters Score: Raw -408898.861404 + Penalty 4742.593299 = -404156.268105 nChanged 179 SP:Iteration 13Q (683.586042 sec): 3 clusters Score: Raw -408983.841788 + Penalty 4742.593299 = -404241.248489 nChanged 177 SP:Iteration 14Q (683.726670 sec): 3 clusters Score: Raw -409058.484247 + Penalty 4742.593299 = -404315.890948 nChanged 166 SP:Iteration 15Q (683.856012 sec): 3 clusters Score: Raw -409142.703414 + Penalty 4742.593299 = -404400.110115 nChanged 182 SP:Iteration 16Q (683.985075 sec): 3 clusters Score: Raw -409243.913172 + Penalty 4742.593299 = -404501.319872 nChanged 158 SP:Iteration 17Q (684.156216 sec): 3 clusters Score: Raw -409331.615853 + Penalty 4742.593299 = -404589.022554 nChanged 151 SP:Iteration 18Q (684.248667 sec): 3 clusters Score: Raw -409406.906608 + Penalty 4742.593299 = -404664.313309 nChanged 154 SP:Iteration 19Q (684.381881 sec): 3 clusters Score: Raw -409483.406725 + Penalty 4742.593299 = -404740.813426 nChanged 133 SP:Iteration 20F (684.504142 sec): 3 clusters Score: Raw -409556.341063 + Penalty 4742.593299 = -404813.747764 nChanged 135 SP:Iteration 21Q (684.631167 sec): 3 clusters Score: Raw -409636.014885 + Penalty 4742.593299 = -404893.421586 nChanged 135 SP:Iteration 22Q (684.770132 sec): 3 clusters Score: Raw -409717.100095 + Penalty 4742.593299 = -404974.506796 nChanged 120 SP:Iteration 23Q (684.883155 sec): 3 clusters Score: Raw -409792.906522 + Penalty 4742.593299 = -405050.313223 nChanged 106 SP:Iteration 24Q (685.014803 sec): 3 clusters Score: Raw -409849.666917 + Penalty 4742.593299 = -405107.073617 nChanged 80 SP:Iteration 25Q (685.145482 sec): 3 clusters Score: Raw -409891.843506 + Penalty 4742.593299 = -405149.250207 nChanged 66 SP:Iteration 26Q (685.276774 sec): 3 clusters Score: Raw -409925.012681 + Penalty 4742.593299 = -405182.419382 nChanged 51 SP:Iteration 27Q (685.394768 sec): 3 clusters Score: Raw -409949.785923 + Penalty 4742.593299 = -405207.192624 nChanged 51 SP:Iteration 28Q (685.512081 sec): 3 clusters Score: Raw -409975.477628 + Penalty 4742.593299 = -405232.884329 nChanged 54 SP:Iteration 29Q (685.655134 sec): 3 clusters Score: Raw -410003.601190 + Penalty 4742.593299 = -405261.007890 nChanged 48 SP:Iteration 30Q (685.784274 sec): 3 clusters Score: Raw -410029.582915 + Penalty 4742.593299 = -405286.989616 nChanged 47 SP:Iteration 31Q (685.907167 sec): 3 clusters Score: Raw -410053.458876 + Penalty 4742.593299 = -405310.865577 nChanged 28 SP:Iteration 32Q (686.036257 sec): 3 clusters Score: Raw -410068.106560 + Penalty 4742.593299 = -405325.513261 nChanged 27 SP:Iteration 33Q (686.164371 sec): 3 clusters Score: Raw -410083.652972 + Penalty 4742.593299 = -405341.059673 nChanged 25 SP:Iteration 34Q (686.295123 sec): 3 clusters Score: Raw -410099.124139 + Penalty 4742.593299 = -405356.530840 nChanged 28 SP:Iteration 35Q (686.449045 sec): 3 clusters Score: Raw -410112.125831 + Penalty 4742.593299 = -405369.532532 nChanged 26 SP:Iteration 36Q (686.606255 sec): 3 clusters Score: Raw -410125.775485 + Penalty 4742.593299 = -405383.182186 nChanged 19 SP:Iteration 37Q (686.732262 sec): 3 clusters Score: Raw -410132.639517 + Penalty 4742.593299 = -405390.046218 nChanged 15 SP:Iteration 38Q (686.840923 sec): 3 clusters Score: Raw -410138.043378 + Penalty 4742.593299 = -405395.450079 nChanged 11 SP:Iteration 39Q (686.977846 sec): 3 clusters Score: Raw -410142.089404 + Penalty 4742.593299 = -405399.496105 nChanged 12 SP:Iteration 40F (687.134994 sec): 3 clusters Score: Raw -410147.051674 + Penalty 4742.593299 = -405404.458375 nChanged 11 SP:Iteration 41Q (687.290076 sec): 3 clusters Score: Raw -410150.924082 + Penalty 4742.593299 = -405408.330783 nChanged 5 SP:Iteration 42Q (687.403661 sec): 3 clusters Score: Raw -410153.265665 + Penalty 4742.593299 = -405410.672366 nChanged 9 SP:Iteration 43Q (687.522068 sec): 3 clusters Score: Raw -410158.164122 + Penalty 4742.593299 = -405415.570823 nChanged 7 SP:Iteration 44Q (687.641436 sec): 3 clusters Score: Raw -410160.140977 + Penalty 4742.593299 = -405417.547678 nChanged 7 SP:Iteration 45Q (687.768952 sec): 3 clusters Score: Raw -410162.297453 + Penalty 4742.593299 = -405419.704154 nChanged 6 SP:Iteration 46Q (687.889862 sec): 3 clusters Score: Raw -410165.992517 + Penalty 4742.593299 = -405423.399218 nChanged 13 SP:Iteration 47Q (687.981966 sec): 3 clusters Score: Raw -410171.261019 + Penalty 4742.593299 = -405428.667720 nChanged 16 SP:Iteration 48Q (688.103364 sec): 3 clusters Score: Raw -410177.966641 + Penalty 4742.593299 = -405435.373342 nChanged 12 SP:Iteration 49Q (688.238182 sec): 3 clusters Score: Raw -410184.007752 + Penalty 4742.593299 = -405441.414452 nChanged 10 SP:Iteration 50Q (688.375487 sec): 3 clusters Score: Raw -410186.696227 + Penalty 4742.593299 = -405444.102928 nChanged 3 SP:Iteration 51Q (688.468494 sec): 3 clusters Score: Raw -410187.958473 + Penalty 4742.593299 = -405445.365174 nChanged 2 SP:Iteration 52Q (688.575094 sec): 3 clusters Score: Raw -410188.817312 + Penalty 4742.593299 = -405446.224013 nChanged 0 SP:Iteration 53F (688.705504 sec): 3 clusters Score: Raw -410188.817312 + Penalty 4742.593299 = -405446.224013 nChanged 0 Trying to split cluster 6 (30890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (688.914236 sec): 2 clusters Score: Raw -1432056.109762 + Penalty 2729.281575 = -1429326.828187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (689.123459 sec): 3 clusters Score: Raw -1413583.100034 + Penalty 5458.563151 = -1408124.536883 nChanged 13965 SP:Iteration 1F (689.293481 sec): 3 clusters Score: Raw -1421443.279571 + Penalty 5458.563151 = -1415984.716420 nChanged 1673 SP:Iteration 2F (689.500841 sec): 3 clusters Score: Raw -1422122.079421 + Penalty 5458.563151 = -1416663.516270 nChanged 1592 SP:Iteration 3F (689.712626 sec): 3 clusters Score: Raw -1422827.703261 + Penalty 5458.563151 = -1417369.140110 nChanged 1549 SP:Iteration 4F (689.920270 sec): 3 clusters Score: Raw -1423561.061880 + Penalty 5458.563151 = -1418102.498729 nChanged 1553 SP:Iteration 5F (690.150470 sec): 3 clusters Score: Raw -1424276.259172 + Penalty 5458.563151 = -1418817.696021 nChanged 1473 SP:Iteration 6Q (690.350250 sec): 3 clusters Score: Raw -1424983.075414 + Penalty 5458.563151 = -1419524.512263 nChanged 1459 SP:Iteration 7Q (690.515237 sec): 3 clusters Score: Raw -1425795.383865 + Penalty 5458.563151 = -1420336.820714 nChanged 1587 SP:Iteration 8F (690.689774 sec): 3 clusters Score: Raw -1426790.997584 + Penalty 5458.563151 = -1421332.434433 nChanged 1604 SP:Iteration 9F (690.907910 sec): 3 clusters Score: Raw -1427865.526217 + Penalty 5458.563151 = -1422406.963066 nChanged 1496 SP:Iteration 10Q (691.117288 sec): 3 clusters Score: Raw -1428909.949803 + Penalty 5458.563151 = -1423451.386652 nChanged 1351 SP:Iteration 11Q (691.332784 sec): 3 clusters Score: Raw -1429905.120430 + Penalty 5458.563151 = -1424446.557279 nChanged 1087 SP:Iteration 12Q (691.536317 sec): 3 clusters Score: Raw -1430681.922975 + Penalty 5458.563151 = -1425223.359824 nChanged 816 SP:Iteration 13Q (691.749183 sec): 3 clusters Score: Raw -1431266.437655 + Penalty 5458.563151 = -1425807.874505 nChanged 541 SP:Iteration 14Q (691.973842 sec): 3 clusters Score: Raw -1431656.138524 + Penalty 5458.563151 = -1426197.575373 nChanged 345 SP:Iteration 15Q (692.168154 sec): 3 clusters Score: Raw -1431935.454740 + Penalty 5458.563151 = -1426476.891589 nChanged 232 SP:Iteration 16Q (692.409140 sec): 3 clusters Score: Raw -1432141.078207 + Penalty 5458.563151 = -1426682.515056 nChanged 137 SP:Iteration 17Q (692.635833 sec): 3 clusters Score: Raw -1432268.651967 + Penalty 5458.563151 = -1426810.088816 nChanged 103 SP:Iteration 18Q (692.827598 sec): 3 clusters Score: Raw -1432360.885905 + Penalty 5458.563151 = -1426902.322754 nChanged 66 SP:Iteration 19Q (693.030078 sec): 3 clusters Score: Raw -1432417.515326 + Penalty 5458.563151 = -1426958.952175 nChanged 52 SP:Iteration 20F (693.213561 sec): 3 clusters Score: Raw -1432473.010091 + Penalty 5458.563151 = -1427014.446940 nChanged 38 SP:Iteration 21Q (693.394131 sec): 3 clusters Score: Raw -1432503.887554 + Penalty 5458.563151 = -1427045.324403 nChanged 35 SP:Iteration 22Q (693.636616 sec): 3 clusters Score: Raw -1432530.280500 + Penalty 5458.563151 = -1427071.717349 nChanged 21 SP:Iteration 23Q (693.836014 sec): 3 clusters Score: Raw -1432549.101675 + Penalty 5458.563151 = -1427090.538524 nChanged 14 SP:Iteration 24Q (694.009904 sec): 3 clusters Score: Raw -1432563.764425 + Penalty 5458.563151 = -1427105.201274 nChanged 17 SP:Iteration 25Q (694.201975 sec): 3 clusters Score: Raw -1432574.743170 + Penalty 5458.563151 = -1427116.180019 nChanged 7 SP:Iteration 26Q (694.411041 sec): 3 clusters Score: Raw -1432582.117604 + Penalty 5458.563151 = -1427123.554453 nChanged 7 SP:Iteration 27Q (694.602602 sec): 3 clusters Score: Raw -1432589.383312 + Penalty 5458.563151 = -1427130.820161 nChanged 7 SP:Iteration 28Q (694.789700 sec): 3 clusters Score: Raw -1432594.897470 + Penalty 5458.563151 = -1427136.334319 nChanged 7 SP:Iteration 29Q (695.008642 sec): 3 clusters Score: Raw -1432597.872571 + Penalty 5458.563151 = -1427139.309420 nChanged 3 SP:Iteration 30Q (695.237623 sec): 3 clusters Score: Raw -1432600.777167 + Penalty 5458.563151 = -1427142.214016 nChanged 4 SP:Iteration 31Q (695.379545 sec): 3 clusters Score: Raw -1432603.567720 + Penalty 5458.563151 = -1427145.004569 nChanged 4 SP:Iteration 32Q (695.592831 sec): 3 clusters Score: Raw -1432607.111306 + Penalty 5458.563151 = -1427148.548155 nChanged 2 SP:Iteration 33Q (695.785751 sec): 3 clusters Score: Raw -1432608.507832 + Penalty 5458.563151 = -1427149.944681 nChanged 0 SP:Iteration 34F (695.975719 sec): 3 clusters Score: Raw -1432608.507832 + Penalty 5458.563151 = -1427149.944681 nChanged 0 Iteration 59Q (696.758302 sec): 7 clusters Score: Raw -2934979.078331 + Penalty 17588.178590 = -2917390.899741 nChanged 115 Iteration 60F (697.606582 sec): 7 clusters Score: Raw -2934997.872262 + Penalty 17588.178590 = -2917409.693672 nChanged 117 Iteration 61Q (698.396681 sec): 7 clusters Score: Raw -2935022.956596 + Penalty 17588.178590 = -2917434.778007 nChanged 114 Iteration 62Q (699.007455 sec): 7 clusters Score: Raw -2935047.452533 + Penalty 17588.178590 = -2917459.273944 nChanged 104 Iteration 63Q (699.709727 sec): 7 clusters Score: Raw -2935067.852578 + Penalty 17588.178590 = -2917479.673989 nChanged 118 Iteration 64Q (700.333931 sec): 7 clusters Score: Raw -2935089.638966 + Penalty 17588.178590 = -2917501.460377 nChanged 114 Iteration 65Q (700.996465 sec): 7 clusters Score: Raw -2935110.571384 + Penalty 17588.178590 = -2917522.392795 nChanged 120 Iteration 66Q (701.608498 sec): 7 clusters Score: Raw -2935130.124814 + Penalty 17588.178590 = -2917541.946225 nChanged 108 Iteration 67Q (702.320987 sec): 7 clusters Score: Raw -2935146.488855 + Penalty 17588.178590 = -2917558.310266 nChanged 100 Iteration 68Q (702.910434 sec): 7 clusters Score: Raw -2935160.448206 + Penalty 17588.178590 = -2917572.269616 nChanged 91 Iteration 69Q (703.531128 sec): 7 clusters Score: Raw -2935175.577418 + Penalty 17588.178590 = -2917587.398829 nChanged 87 Iteration 70Q (704.222098 sec): 7 clusters Score: Raw -2935190.809017 + Penalty 17588.178590 = -2917602.630427 nChanged 90 Iteration 71Q (704.773509 sec): 7 clusters Score: Raw -2935203.742915 + Penalty 17588.178590 = -2917615.564325 nChanged 80 Iteration 72Q (705.457583 sec): 7 clusters Score: Raw -2935217.533336 + Penalty 17588.178590 = -2917629.354747 nChanged 95 Iteration 73Q (706.146320 sec): 7 clusters Score: Raw -2935230.589242 + Penalty 17588.178590 = -2917642.410653 nChanged 81 Iteration 74Q (706.742456 sec): 7 clusters Score: Raw -2935240.915639 + Penalty 17588.178590 = -2917652.737050 nChanged 67 Iteration 75Q (707.399499 sec): 7 clusters Score: Raw -2935251.331714 + Penalty 17588.178590 = -2917663.153125 nChanged 68 Iteration 76Q (707.944389 sec): 7 clusters Score: Raw -2935265.046653 + Penalty 17588.178590 = -2917676.868064 nChanged 75 Iteration 77Q (708.624607 sec): 7 clusters Score: Raw -2935285.264071 + Penalty 17588.178590 = -2917697.085482 nChanged 88 Iteration 78Q (709.222361 sec): 7 clusters Score: Raw -2935303.025781 + Penalty 17588.178590 = -2917714.847192 nChanged 81 Iteration 79Q (709.778750 sec): 7 clusters Score: Raw -2935321.422225 + Penalty 17588.178590 = -2917733.243635 nChanged 73 Iteration 80F (710.531562 sec): 7 clusters Score: Raw -2935341.346846 + Penalty 17588.178590 = -2917753.168257 nChanged 79 Iteration 81Q (711.110852 sec): 7 clusters Score: Raw -2935353.940545 + Penalty 17588.178590 = -2917765.761956 nChanged 79 Iteration 82Q (711.704992 sec): 7 clusters Score: Raw -2935365.211386 + Penalty 17588.178590 = -2917777.032797 nChanged 76 Iteration 83Q (712.377105 sec): 7 clusters Score: Raw -2935374.497620 + Penalty 17588.178590 = -2917786.319030 nChanged 66 Iteration 84Q (713.001672 sec): 7 clusters Score: Raw -2935383.850367 + Penalty 17588.178590 = -2917795.671778 nChanged 65 Iteration 85Q (713.640149 sec): 7 clusters Score: Raw -2935391.921714 + Penalty 17588.178590 = -2917803.743125 nChanged 45 Iteration 86Q (714.277106 sec): 7 clusters Score: Raw -2935397.525366 + Penalty 17588.178590 = -2917809.346776 nChanged 45 Iteration 87Q (714.910415 sec): 7 clusters Score: Raw -2935402.821653 + Penalty 17588.178590 = -2917814.643063 nChanged 43 Iteration 88Q (715.505216 sec): 7 clusters Score: Raw -2935407.744900 + Penalty 17588.178590 = -2917819.566310 nChanged 47 Iteration 89Q (716.172294 sec): 7 clusters Score: Raw -2935414.123650 + Penalty 17588.178590 = -2917825.945060 nChanged 46 Iteration 90Q (716.745356 sec): 7 clusters Score: Raw -2935421.976723 + Penalty 17588.178590 = -2917833.798133 nChanged 60 Iteration 91Q (717.434212 sec): 7 clusters Score: Raw -2935429.825831 + Penalty 17588.178590 = -2917841.647242 nChanged 57 Iteration 92Q (718.040908 sec): 7 clusters Score: Raw -2935438.982353 + Penalty 17588.178590 = -2917850.803763 nChanged 61 Iteration 93Q (718.610082 sec): 7 clusters Score: Raw -2935445.182913 + Penalty 17588.178590 = -2917857.004324 nChanged 48 Iteration 94Q (719.310738 sec): 7 clusters Score: Raw -2935450.692489 + Penalty 17588.178590 = -2917862.513900 nChanged 48 Iteration 95Q (719.875881 sec): 7 clusters Score: Raw -2935456.162485 + Penalty 17588.178590 = -2917867.983896 nChanged 44 Iteration 96Q (720.496247 sec): 7 clusters Score: Raw -2935461.840687 + Penalty 17588.178590 = -2917873.662098 nChanged 40 Iteration 97Q (721.035204 sec): 7 clusters Score: Raw -2935466.891508 + Penalty 17588.178590 = -2917878.712918 nChanged 42 Iteration 98Q (721.684099 sec): 7 clusters Score: Raw -2935474.251313 + Penalty 17588.178590 = -2917886.072723 nChanged 45 Writing temp clu file Because OldScore, -2917878.712918, is greater than current (better) Score,-2917886.072723 Compute initial score before splitting: Score: Raw -2935474.251313 + Penalty 17588.178590 = -2917886.072723 Trying to split cluster 1 (10939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (721.830203 sec): 2 clusters Score: Raw -458520.360189 + Penalty 2455.223671 = -456065.136518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (721.949869 sec): 3 clusters Score: Raw -452606.846606 + Penalty 4910.447343 = -447696.399264 nChanged 4606 SP:Iteration 1F (722.056387 sec): 3 clusters Score: Raw -455196.142304 + Penalty 4910.447343 = -450285.694962 nChanged 744 SP:Iteration 2F (722.168530 sec): 3 clusters Score: Raw -455575.156532 + Penalty 4910.447343 = -450664.709190 nChanged 607 SP:Iteration 3F (722.296985 sec): 3 clusters Score: Raw -455866.600895 + Penalty 4910.447343 = -450956.153553 nChanged 487 SP:Iteration 4Q (722.445398 sec): 3 clusters Score: Raw -456078.120195 + Penalty 4910.447343 = -451167.672852 nChanged 408 SP:Iteration 5Q (722.576186 sec): 3 clusters Score: Raw -456248.942619 + Penalty 4910.447343 = -451338.495276 nChanged 387 SP:Iteration 6Q (722.717045 sec): 3 clusters Score: Raw -456429.965840 + Penalty 4910.447343 = -451519.518498 nChanged 352 SP:Iteration 7Q (722.866284 sec): 3 clusters Score: Raw -456621.402976 + Penalty 4910.447343 = -451710.955633 nChanged 388 SP:Iteration 8Q (722.992780 sec): 3 clusters Score: Raw -456822.615873 + Penalty 4910.447343 = -451912.168531 nChanged 351 SP:Iteration 9Q (723.133170 sec): 3 clusters Score: Raw -456994.840108 + Penalty 4910.447343 = -452084.392766 nChanged 323 SP:Iteration 10Q (723.250729 sec): 3 clusters Score: Raw -457142.541329 + Penalty 4910.447343 = -452232.093986 nChanged 305 SP:Iteration 11Q (723.365226 sec): 3 clusters Score: Raw -457285.541483 + Penalty 4910.447343 = -452375.094141 nChanged 242 SP:Iteration 12Q (723.471578 sec): 3 clusters Score: Raw -457389.486118 + Penalty 4910.447343 = -452479.038776 nChanged 221 SP:Iteration 13Q (723.579344 sec): 3 clusters Score: Raw -457472.083030 + Penalty 4910.447343 = -452561.635687 nChanged 190 SP:Iteration 14Q (723.698814 sec): 3 clusters Score: Raw -457545.473785 + Penalty 4910.447343 = -452635.026443 nChanged 179 SP:Iteration 15Q (723.852832 sec): 3 clusters Score: Raw -457602.294713 + Penalty 4910.447343 = -452691.847370 nChanged 146 SP:Iteration 16Q (723.994656 sec): 3 clusters Score: Raw -457651.715748 + Penalty 4910.447343 = -452741.268406 nChanged 146 SP:Iteration 17Q (724.131123 sec): 3 clusters Score: Raw -457701.793410 + Penalty 4910.447343 = -452791.346068 nChanged 134 SP:Iteration 18Q (724.239492 sec): 3 clusters Score: Raw -457745.446216 + Penalty 4910.447343 = -452834.998874 nChanged 112 SP:Iteration 19Q (724.358799 sec): 3 clusters Score: Raw -457783.556513 + Penalty 4910.447343 = -452873.109170 nChanged 114 SP:Iteration 20F (724.452471 sec): 3 clusters Score: Raw -457822.870060 + Penalty 4910.447343 = -452912.422717 nChanged 124 SP:Iteration 21Q (724.597441 sec): 3 clusters Score: Raw -457868.758611 + Penalty 4910.447343 = -452958.311268 nChanged 129 SP:Iteration 22Q (724.731176 sec): 3 clusters Score: Raw -457910.439050 + Penalty 4910.447343 = -452999.991707 nChanged 112 SP:Iteration 23Q (724.902148 sec): 3 clusters Score: Raw -457945.062808 + Penalty 4910.447343 = -453034.615465 nChanged 118 SP:Iteration 24Q (725.017381 sec): 3 clusters Score: Raw -457982.397951 + Penalty 4910.447343 = -453071.950608 nChanged 119 SP:Iteration 25Q (725.153333 sec): 3 clusters Score: Raw -458025.366083 + Penalty 4910.447343 = -453114.918740 nChanged 108 SP:Iteration 26Q (725.296018 sec): 3 clusters Score: Raw -458061.826260 + Penalty 4910.447343 = -453151.378917 nChanged 105 SP:Iteration 27Q (725.426097 sec): 3 clusters Score: Raw -458097.131353 + Penalty 4910.447343 = -453186.684011 nChanged 105 SP:Iteration 28Q (725.557748 sec): 3 clusters Score: Raw -458133.431381 + Penalty 4910.447343 = -453222.984038 nChanged 113 SP:Iteration 29Q (725.679967 sec): 3 clusters Score: Raw -458172.800311 + Penalty 4910.447343 = -453262.352968 nChanged 110 SP:Iteration 30Q (725.807339 sec): 3 clusters Score: Raw -458211.649884 + Penalty 4910.447343 = -453301.202541 nChanged 109 SP:Iteration 31Q (725.931530 sec): 3 clusters Score: Raw -458261.186318 + Penalty 4910.447343 = -453350.738976 nChanged 129 SP:Iteration 32Q (726.021498 sec): 3 clusters Score: Raw -458322.044116 + Penalty 4910.447343 = -453411.596774 nChanged 138 SP:Iteration 33Q (726.154894 sec): 3 clusters Score: Raw -458388.954039 + Penalty 4910.447343 = -453478.506696 nChanged 122 SP:Iteration 34Q (726.292671 sec): 3 clusters Score: Raw -458447.130525 + Penalty 4910.447343 = -453536.683183 nChanged 111 SP:Iteration 35Q (726.410439 sec): 3 clusters Score: Raw -458494.813276 + Penalty 4910.447343 = -453584.365934 nChanged 82 SP:Iteration 36Q (726.556734 sec): 3 clusters Score: Raw -458530.899359 + Penalty 4910.447343 = -453620.452016 nChanged 79 SP:Iteration 37Q (726.678407 sec): 3 clusters Score: Raw -458570.739738 + Penalty 4910.447343 = -453660.292395 nChanged 89 SP:Iteration 38Q (726.813895 sec): 3 clusters Score: Raw -458606.398627 + Penalty 4910.447343 = -453695.951284 nChanged 75 SP:Iteration 39Q (726.975383 sec): 3 clusters Score: Raw -458637.014943 + Penalty 4910.447343 = -453726.567600 nChanged 67 SP:Iteration 40F (727.102879 sec): 3 clusters Score: Raw -458662.405304 + Penalty 4910.447343 = -453751.957961 nChanged 67 SP:Iteration 41Q (727.230049 sec): 3 clusters Score: Raw -458689.563828 + Penalty 4910.447343 = -453779.116485 nChanged 62 SP:Iteration 42Q (727.342859 sec): 3 clusters Score: Raw -458718.414352 + Penalty 4910.447343 = -453807.967010 nChanged 62 SP:Iteration 43Q (727.460970 sec): 3 clusters Score: Raw -458750.806514 + Penalty 4910.447343 = -453840.359172 nChanged 63 SP:Iteration 44Q (727.613297 sec): 3 clusters Score: Raw -458779.010159 + Penalty 4910.447343 = -453868.562817 nChanged 56 SP:Iteration 45Q (727.750093 sec): 3 clusters Score: Raw -458806.200741 + Penalty 4910.447343 = -453895.753398 nChanged 53 SP:Iteration 46Q (727.856057 sec): 3 clusters Score: Raw -458831.568761 + Penalty 4910.447343 = -453921.121418 nChanged 48 SP:Iteration 47Q (727.989559 sec): 3 clusters Score: Raw -458854.454383 + Penalty 4910.447343 = -453944.007041 nChanged 43 SP:Iteration 48Q (728.117258 sec): 3 clusters Score: Raw -458875.412568 + Penalty 4910.447343 = -453964.965226 nChanged 38 SP:Iteration 49Q (728.257506 sec): 3 clusters Score: Raw -458893.000244 + Penalty 4910.447343 = -453982.552901 nChanged 44 SP:Iteration 50Q (728.398704 sec): 3 clusters Score: Raw -458912.699483 + Penalty 4910.447343 = -454002.252140 nChanged 34 SP:Iteration 51Q (728.469998 sec): 3 clusters Score: Raw -458924.686741 + Penalty 4910.447343 = -454014.239398 nChanged 29 SP:Iteration 52Q (728.597408 sec): 3 clusters Score: Raw -458933.660989 + Penalty 4910.447343 = -454023.213647 nChanged 23 SP:Iteration 53Q (728.753548 sec): 3 clusters Score: Raw -458940.720670 + Penalty 4910.447343 = -454030.273328 nChanged 16 SP:Iteration 54Q (728.873804 sec): 3 clusters Score: Raw -458945.418372 + Penalty 4910.447343 = -454034.971029 nChanged 15 SP:Iteration 55Q (729.008533 sec): 3 clusters Score: Raw -458950.314726 + Penalty 4910.447343 = -454039.867383 nChanged 15 SP:Iteration 56Q (729.147718 sec): 3 clusters Score: Raw -458954.950174 + Penalty 4910.447343 = -454044.502831 nChanged 12 SP:Iteration 57Q (729.325053 sec): 3 clusters Score: Raw -458959.208462 + Penalty 4910.447343 = -454048.761120 nChanged 10 SP:Iteration 58Q (729.449355 sec): 3 clusters Score: Raw -458963.145894 + Penalty 4910.447343 = -454052.698551 nChanged 14 SP:Iteration 59Q (729.613017 sec): 3 clusters Score: Raw -458968.234462 + Penalty 4910.447343 = -454057.787119 nChanged 8 SP:Iteration 60F (729.791923 sec): 3 clusters Score: Raw -458971.237014 + Penalty 4910.447343 = -454060.789671 nChanged 7 SP:Iteration 61Q (729.913161 sec): 3 clusters Score: Raw -458973.689273 + Penalty 4910.447343 = -454063.241930 nChanged 9 SP:Iteration 62Q (730.056483 sec): 3 clusters Score: Raw -458977.203048 + Penalty 4910.447343 = -454066.755705 nChanged 15 SP:Iteration 63Q (730.188512 sec): 3 clusters Score: Raw -458983.166423 + Penalty 4910.447343 = -454072.719081 nChanged 14 SP:Iteration 64Q (730.351862 sec): 3 clusters Score: Raw -458988.271169 + Penalty 4910.447343 = -454077.823826 nChanged 9 SP:Iteration 65Q (730.487091 sec): 3 clusters Score: Raw -458993.250725 + Penalty 4910.447343 = -454082.803383 nChanged 11 SP:Iteration 66Q (730.632219 sec): 3 clusters Score: Raw -458997.731528 + Penalty 4910.447343 = -454087.284185 nChanged 3 SP:Iteration 67Q (730.734907 sec): 3 clusters Score: Raw -458999.892162 + Penalty 4910.447343 = -454089.444819 nChanged 6 SP:Iteration 68Q (730.883806 sec): 3 clusters Score: Raw -459002.725583 + Penalty 4910.447343 = -454092.278240 nChanged 3 SP:Iteration 69Q (731.055074 sec): 3 clusters Score: Raw -459004.006810 + Penalty 4910.447343 = -454093.559468 nChanged 5 SP:Iteration 70Q (731.195412 sec): 3 clusters Score: Raw -459005.802026 + Penalty 4910.447343 = -454095.354684 nChanged 3 SP:Iteration 71Q (731.337960 sec): 3 clusters Score: Raw -459006.768046 + Penalty 4910.447343 = -454096.320703 nChanged 3 SP:Iteration 72Q (731.494328 sec): 3 clusters Score: Raw -459007.773439 + Penalty 4910.447343 = -454097.326096 nChanged 1 SP:Iteration 73Q (731.659312 sec): 3 clusters Score: Raw -459008.055079 + Penalty 4910.447343 = -454097.607737 nChanged 0 SP:Iteration 74F (731.793435 sec): 3 clusters Score: Raw -459008.055079 + Penalty 4910.447343 = -454097.607737 nChanged 0 Trying to split cluster 2 (7369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (731.897613 sec): 2 clusters Score: Raw -323797.510562 + Penalty 2350.929845 = -321446.580717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (732.052401 sec): 3 clusters Score: Raw -320002.206732 + Penalty 4701.859690 = -315300.347042 nChanged 2963 SP:Iteration 1F (732.236756 sec): 3 clusters Score: Raw -321744.738975 + Penalty 4701.859690 = -317042.879285 nChanged 627 SP:Iteration 2F (732.343017 sec): 3 clusters Score: Raw -322208.788657 + Penalty 4701.859690 = -317506.928967 nChanged 516 SP:Iteration 3F (732.473517 sec): 3 clusters Score: Raw -322609.201234 + Penalty 4701.859690 = -317907.341545 nChanged 464 SP:Iteration 4F (732.649362 sec): 3 clusters Score: Raw -322989.013605 + Penalty 4701.859690 = -318287.153916 nChanged 408 SP:Iteration 5F (732.773228 sec): 3 clusters Score: Raw -323340.565804 + Penalty 4701.859690 = -318638.706114 nChanged 383 SP:Iteration 6F (732.914451 sec): 3 clusters Score: Raw -323668.898453 + Penalty 4701.859690 = -318967.038763 nChanged 383 SP:Iteration 7F (733.051875 sec): 3 clusters Score: Raw -324019.579839 + Penalty 4701.859690 = -319317.720149 nChanged 324 SP:Iteration 8Q (733.210896 sec): 3 clusters Score: Raw -324274.225770 + Penalty 4701.859690 = -319572.366081 nChanged 261 SP:Iteration 9Q (733.313688 sec): 3 clusters Score: Raw -324445.113702 + Penalty 4701.859690 = -319743.254013 nChanged 212 SP:Iteration 10Q (733.449220 sec): 3 clusters Score: Raw -324575.371442 + Penalty 4701.859690 = -319873.511752 nChanged 176 SP:Iteration 11Q (733.637587 sec): 3 clusters Score: Raw -324658.545135 + Penalty 4701.859690 = -319956.685445 nChanged 119 SP:Iteration 12Q (733.783474 sec): 3 clusters Score: Raw -324711.763104 + Penalty 4701.859690 = -320009.903414 nChanged 95 SP:Iteration 13Q (733.895100 sec): 3 clusters Score: Raw -324749.073997 + Penalty 4701.859690 = -320047.214307 nChanged 76 SP:Iteration 14Q (734.067686 sec): 3 clusters Score: Raw -324774.088795 + Penalty 4701.859690 = -320072.229106 nChanged 57 SP:Iteration 15Q (734.222527 sec): 3 clusters Score: Raw -324792.712706 + Penalty 4701.859690 = -320090.853017 nChanged 52 SP:Iteration 16Q (734.413661 sec): 3 clusters Score: Raw -324807.413776 + Penalty 4701.859690 = -320105.554086 nChanged 34 SP:Iteration 17Q (734.573746 sec): 3 clusters Score: Raw -324815.175366 + Penalty 4701.859690 = -320113.315676 nChanged 20 SP:Iteration 18Q (734.687260 sec): 3 clusters Score: Raw -324821.617856 + Penalty 4701.859690 = -320119.758166 nChanged 21 SP:Iteration 19Q (734.805195 sec): 3 clusters Score: Raw -324826.276740 + Penalty 4701.859690 = -320124.417050 nChanged 12 SP:Iteration 20F (734.938173 sec): 3 clusters Score: Raw -324829.040734 + Penalty 4701.859690 = -320127.181044 nChanged 15 SP:Iteration 21Q (735.093625 sec): 3 clusters Score: Raw -324831.787099 + Penalty 4701.859690 = -320129.927410 nChanged 9 SP:Iteration 22Q (735.227675 sec): 3 clusters Score: Raw -324834.445198 + Penalty 4701.859690 = -320132.585508 nChanged 10 SP:Iteration 23Q (735.280476 sec): 3 clusters Score: Raw -324836.319235 + Penalty 4701.859690 = -320134.459546 nChanged 3 SP:Iteration 24Q (735.413138 sec): 3 clusters Score: Raw -324836.729260 + Penalty 4701.859690 = -320134.869571 nChanged 3 SP:Iteration 25Q (735.547504 sec): 3 clusters Score: Raw -324837.144168 + Penalty 4701.859690 = -320135.284479 nChanged 1 SP:Iteration 26Q (735.696351 sec): 3 clusters Score: Raw -324837.235448 + Penalty 4701.859690 = -320135.375758 nChanged 0 SP:Iteration 27F (735.824245 sec): 3 clusters Score: Raw -324837.235448 + Penalty 4701.859690 = -320135.375758 nChanged 0 Trying to split cluster 3 (1792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (735.922918 sec): 2 clusters Score: Raw -69991.307005 + Penalty 1977.647125 = -68013.659881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (736.023052 sec): 3 clusters Score: Raw -69400.315341 + Penalty 3955.294249 = -65445.021092 nChanged 512 SP:Iteration 1F (736.139715 sec): 3 clusters Score: Raw -69795.350719 + Penalty 3955.294249 = -65840.056470 nChanged 121 SP:Iteration 2F (736.255934 sec): 3 clusters Score: Raw -69908.491242 + Penalty 3955.294249 = -65953.196992 nChanged 61 SP:Iteration 3Q (736.371665 sec): 3 clusters Score: Raw -69970.873048 + Penalty 3955.294249 = -66015.578799 nChanged 43 SP:Iteration 4Q (736.484623 sec): 3 clusters Score: Raw -70012.051324 + Penalty 3955.294249 = -66056.757074 nChanged 31 SP:Iteration 5Q (736.602819 sec): 3 clusters Score: Raw -70048.554955 + Penalty 3955.294249 = -66093.260706 nChanged 34 SP:Iteration 6Q (736.710328 sec): 3 clusters Score: Raw -70083.168905 + Penalty 3955.294249 = -66127.874656 nChanged 36 SP:Iteration 7Q (736.805887 sec): 3 clusters Score: Raw -70114.763059 + Penalty 3955.294249 = -66159.468810 nChanged 38 SP:Iteration 8Q (736.916506 sec): 3 clusters Score: Raw -70149.065626 + Penalty 3955.294249 = -66193.771377 nChanged 30 SP:Iteration 9Q (737.024958 sec): 3 clusters Score: Raw -70170.521783 + Penalty 3955.294249 = -66215.227533 nChanged 14 SP:Iteration 10Q (737.144166 sec): 3 clusters Score: Raw -70178.523095 + Penalty 3955.294249 = -66223.228845 nChanged 8 SP:Iteration 11Q (737.273779 sec): 3 clusters Score: Raw -70188.588252 + Penalty 3955.294249 = -66233.294002 nChanged 13 SP:Iteration 12Q (737.357408 sec): 3 clusters Score: Raw -70200.583906 + Penalty 3955.294249 = -66245.289657 nChanged 10 SP:Iteration 13Q (737.481953 sec): 3 clusters Score: Raw -70209.338976 + Penalty 3955.294249 = -66254.044726 nChanged 8 SP:Iteration 14Q (737.570033 sec): 3 clusters Score: Raw -70215.478042 + Penalty 3955.294249 = -66260.183793 nChanged 8 SP:Iteration 15Q (737.684265 sec): 3 clusters Score: Raw -70222.364667 + Penalty 3955.294249 = -66267.070418 nChanged 9 SP:Iteration 16Q (737.803783 sec): 3 clusters Score: Raw -70226.509801 + Penalty 3955.294249 = -66271.215552 nChanged 3 SP:Iteration 17Q (737.915245 sec): 3 clusters Score: Raw -70228.207848 + Penalty 3955.294249 = -66272.913598 nChanged 1 SP:Iteration 18Q (738.031924 sec): 3 clusters Score: Raw -70229.211377 + Penalty 3955.294249 = -66273.917128 nChanged 1 SP:Iteration 19Q (738.142130 sec): 3 clusters Score: Raw -70229.526679 + Penalty 3955.294249 = -66274.232429 nChanged 0 SP:Iteration 20F (738.258214 sec): 3 clusters Score: Raw -70229.526679 + Penalty 3955.294249 = -66274.232429 nChanged 0 Trying to split cluster 4 (6314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (738.330668 sec): 2 clusters Score: Raw -288261.435232 + Penalty 2310.138513 = -285951.296719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (738.496930 sec): 3 clusters Score: Raw -285051.423885 + Penalty 4620.277025 = -280431.146860 nChanged 2525 SP:Iteration 1F (738.619821 sec): 3 clusters Score: Raw -286576.549232 + Penalty 4620.277025 = -281956.272206 nChanged 503 SP:Iteration 2F (738.747209 sec): 3 clusters Score: Raw -286927.492574 + Penalty 4620.277025 = -282307.215549 nChanged 393 SP:Iteration 3F (738.864325 sec): 3 clusters Score: Raw -287199.399514 + Penalty 4620.277025 = -282579.122489 nChanged 358 SP:Iteration 4F (738.967131 sec): 3 clusters Score: Raw -287471.968417 + Penalty 4620.277025 = -282851.691392 nChanged 342 SP:Iteration 5F (739.079420 sec): 3 clusters Score: Raw -287721.610311 + Penalty 4620.277025 = -283101.333286 nChanged 306 SP:Iteration 6Q (739.197372 sec): 3 clusters Score: Raw -287926.747740 + Penalty 4620.277025 = -283306.470714 nChanged 251 SP:Iteration 7Q (739.326206 sec): 3 clusters Score: Raw -288090.714182 + Penalty 4620.277025 = -283470.437157 nChanged 222 SP:Iteration 8Q (739.462012 sec): 3 clusters Score: Raw -288229.550698 + Penalty 4620.277025 = -283609.273672 nChanged 180 SP:Iteration 9Q (739.588209 sec): 3 clusters Score: Raw -288337.841574 + Penalty 4620.277025 = -283717.564548 nChanged 159 SP:Iteration 10Q (739.724023 sec): 3 clusters Score: Raw -288437.015686 + Penalty 4620.277025 = -283816.738660 nChanged 127 SP:Iteration 11Q (739.858809 sec): 3 clusters Score: Raw -288515.922064 + Penalty 4620.277025 = -283895.645039 nChanged 116 SP:Iteration 12Q (739.997623 sec): 3 clusters Score: Raw -288573.000676 + Penalty 4620.277025 = -283952.723651 nChanged 93 SP:Iteration 13Q (740.139182 sec): 3 clusters Score: Raw -288620.281855 + Penalty 4620.277025 = -284000.004830 nChanged 83 SP:Iteration 14Q (740.290857 sec): 3 clusters Score: Raw -288660.147051 + Penalty 4620.277025 = -284039.870026 nChanged 72 SP:Iteration 15Q (740.416915 sec): 3 clusters Score: Raw -288691.752997 + Penalty 4620.277025 = -284071.475972 nChanged 59 SP:Iteration 16Q (740.529867 sec): 3 clusters Score: Raw -288717.752297 + Penalty 4620.277025 = -284097.475272 nChanged 51 SP:Iteration 17Q (740.652599 sec): 3 clusters Score: Raw -288741.621375 + Penalty 4620.277025 = -284121.344349 nChanged 55 SP:Iteration 18Q (740.753924 sec): 3 clusters Score: Raw -288767.390178 + Penalty 4620.277025 = -284147.113153 nChanged 50 SP:Iteration 19Q (740.863629 sec): 3 clusters Score: Raw -288788.068786 + Penalty 4620.277025 = -284167.791761 nChanged 48 SP:Iteration 20F (740.984387 sec): 3 clusters Score: Raw -288803.883250 + Penalty 4620.277025 = -284183.606224 nChanged 39 SP:Iteration 21Q (741.099925 sec): 3 clusters Score: Raw -288818.813721 + Penalty 4620.277025 = -284198.536695 nChanged 43 SP:Iteration 22Q (741.239685 sec): 3 clusters Score: Raw -288837.617482 + Penalty 4620.277025 = -284217.340456 nChanged 50 SP:Iteration 23Q (741.380282 sec): 3 clusters Score: Raw -288854.095131 + Penalty 4620.277025 = -284233.818105 nChanged 44 SP:Iteration 24Q (741.502787 sec): 3 clusters Score: Raw -288867.645755 + Penalty 4620.277025 = -284247.368730 nChanged 30 SP:Iteration 25Q (741.649957 sec): 3 clusters Score: Raw -288877.159607 + Penalty 4620.277025 = -284256.882581 nChanged 28 SP:Iteration 26Q (741.789229 sec): 3 clusters Score: Raw -288885.400945 + Penalty 4620.277025 = -284265.123919 nChanged 26 SP:Iteration 27Q (741.929826 sec): 3 clusters Score: Raw -288891.970096 + Penalty 4620.277025 = -284271.693070 nChanged 20 SP:Iteration 28Q (742.058167 sec): 3 clusters Score: Raw -288896.131220 + Penalty 4620.277025 = -284275.854195 nChanged 14 SP:Iteration 29Q (742.195667 sec): 3 clusters Score: Raw -288900.144744 + Penalty 4620.277025 = -284279.867718 nChanged 23 SP:Iteration 30Q (742.320193 sec): 3 clusters Score: Raw -288908.472647 + Penalty 4620.277025 = -284288.195622 nChanged 28 SP:Iteration 31Q (742.428602 sec): 3 clusters Score: Raw -288917.640861 + Penalty 4620.277025 = -284297.363836 nChanged 31 SP:Iteration 32Q (742.574479 sec): 3 clusters Score: Raw -288929.265938 + Penalty 4620.277025 = -284308.988912 nChanged 35 SP:Iteration 33Q (742.690750 sec): 3 clusters Score: Raw -288940.770878 + Penalty 4620.277025 = -284320.493852 nChanged 29 SP:Iteration 34Q (742.826311 sec): 3 clusters Score: Raw -288953.650390 + Penalty 4620.277025 = -284333.373365 nChanged 43 SP:Iteration 35Q (742.983073 sec): 3 clusters Score: Raw -288969.840989 + Penalty 4620.277025 = -284349.563964 nChanged 54 SP:Iteration 36Q (743.094810 sec): 3 clusters Score: Raw -288992.322449 + Penalty 4620.277025 = -284372.045424 nChanged 48 SP:Iteration 37Q (743.223819 sec): 3 clusters Score: Raw -289014.718047 + Penalty 4620.277025 = -284394.441021 nChanged 55 SP:Iteration 38Q (743.385366 sec): 3 clusters Score: Raw -289043.510868 + Penalty 4620.277025 = -284423.233842 nChanged 59 SP:Iteration 39Q (743.514203 sec): 3 clusters Score: Raw -289071.662526 + Penalty 4620.277025 = -284451.385500 nChanged 68 SP:Iteration 40F (743.587630 sec): 3 clusters Score: Raw -289102.409995 + Penalty 4620.277025 = -284482.132970 nChanged 77 SP:Iteration 41Q (743.728628 sec): 3 clusters Score: Raw -289147.343609 + Penalty 4620.277025 = -284527.066583 nChanged 79 SP:Iteration 42Q (743.885944 sec): 3 clusters Score: Raw -289192.514940 + Penalty 4620.277025 = -284572.237915 nChanged 93 SP:Iteration 43Q (743.981114 sec): 3 clusters Score: Raw -289240.528405 + Penalty 4620.277025 = -284620.251380 nChanged 88 SP:Iteration 44Q (744.109060 sec): 3 clusters Score: Raw -289281.752021 + Penalty 4620.277025 = -284661.474996 nChanged 78 SP:Iteration 45Q (744.260358 sec): 3 clusters Score: Raw -289322.276195 + Penalty 4620.277025 = -284701.999170 nChanged 80 SP:Iteration 46Q (744.347009 sec): 3 clusters Score: Raw -289362.455040 + Penalty 4620.277025 = -284742.178015 nChanged 74 SP:Iteration 47Q (744.471225 sec): 3 clusters Score: Raw -289396.114196 + Penalty 4620.277025 = -284775.837170 nChanged 67 SP:Iteration 48Q (744.600194 sec): 3 clusters Score: Raw -289428.714205 + Penalty 4620.277025 = -284808.437179 nChanged 64 SP:Iteration 49Q (744.735732 sec): 3 clusters Score: Raw -289455.350593 + Penalty 4620.277025 = -284835.073568 nChanged 59 SP:Iteration 50Q (744.896706 sec): 3 clusters Score: Raw -289479.403252 + Penalty 4620.277025 = -284859.126227 nChanged 54 SP:Iteration 51Q (745.005525 sec): 3 clusters Score: Raw -289500.105593 + Penalty 4620.277025 = -284879.828567 nChanged 50 SP:Iteration 52Q (745.143209 sec): 3 clusters Score: Raw -289518.126796 + Penalty 4620.277025 = -284897.849771 nChanged 47 SP:Iteration 53Q (745.263513 sec): 3 clusters Score: Raw -289535.243484 + Penalty 4620.277025 = -284914.966459 nChanged 44 SP:Iteration 54Q (745.383176 sec): 3 clusters Score: Raw -289551.258404 + Penalty 4620.277025 = -284930.981378 nChanged 34 SP:Iteration 55Q (745.513035 sec): 3 clusters Score: Raw -289561.887864 + Penalty 4620.277025 = -284941.610839 nChanged 26 SP:Iteration 56Q (745.633206 sec): 3 clusters Score: Raw -289570.806006 + Penalty 4620.277025 = -284950.528980 nChanged 37 SP:Iteration 57Q (745.775615 sec): 3 clusters Score: Raw -289583.552861 + Penalty 4620.277025 = -284963.275836 nChanged 36 SP:Iteration 58Q (745.901326 sec): 3 clusters Score: Raw -289595.314290 + Penalty 4620.277025 = -284975.037265 nChanged 21 SP:Iteration 59Q (746.019323 sec): 3 clusters Score: Raw -289601.255697 + Penalty 4620.277025 = -284980.978672 nChanged 12 SP:Iteration 60F (746.128241 sec): 3 clusters Score: Raw -289606.480672 + Penalty 4620.277025 = -284986.203647 nChanged 28 SP:Iteration 61Q (746.297391 sec): 3 clusters Score: Raw -289616.132914 + Penalty 4620.277025 = -284995.855889 nChanged 25 SP:Iteration 62Q (746.443763 sec): 3 clusters Score: Raw -289623.924858 + Penalty 4620.277025 = -285003.647833 nChanged 18 SP:Iteration 63Q (746.569744 sec): 3 clusters Score: Raw -289628.454836 + Penalty 4620.277025 = -285008.177810 nChanged 14 SP:Iteration 64Q (746.676358 sec): 3 clusters Score: Raw -289632.595697 + Penalty 4620.277025 = -285012.318672 nChanged 16 SP:Iteration 65Q (746.789161 sec): 3 clusters Score: Raw -289636.171152 + Penalty 4620.277025 = -285015.894127 nChanged 19 SP:Iteration 66Q (746.899239 sec): 3 clusters Score: Raw -289641.169854 + Penalty 4620.277025 = -285020.892829 nChanged 6 SP:Iteration 67Q (747.045069 sec): 3 clusters Score: Raw -289642.652097 + Penalty 4620.277025 = -285022.375072 nChanged 8 SP:Iteration 68Q (747.167197 sec): 3 clusters Score: Raw -289644.881601 + Penalty 4620.277025 = -285024.604576 nChanged 6 SP:Iteration 69Q (747.295005 sec): 3 clusters Score: Raw -289646.618282 + Penalty 4620.277025 = -285026.341257 nChanged 7 SP:Iteration 70Q (747.386192 sec): 3 clusters Score: Raw -289648.248616 + Penalty 4620.277025 = -285027.971591 nChanged 10 SP:Iteration 71Q (747.510900 sec): 3 clusters Score: Raw -289650.361915 + Penalty 4620.277025 = -285030.084890 nChanged 10 SP:Iteration 72Q (747.644516 sec): 3 clusters Score: Raw -289652.554164 + Penalty 4620.277025 = -285032.277139 nChanged 9 SP:Iteration 73Q (747.703894 sec): 3 clusters Score: Raw -289654.769862 + Penalty 4620.277025 = -285034.492837 nChanged 6 SP:Iteration 74Q (747.856471 sec): 3 clusters Score: Raw -289656.795340 + Penalty 4620.277025 = -285036.518314 nChanged 8 SP:Iteration 75Q (748.012928 sec): 3 clusters Score: Raw -289659.107604 + Penalty 4620.277025 = -285038.830579 nChanged 12 SP:Iteration 76Q (748.108410 sec): 3 clusters Score: Raw -289662.768239 + Penalty 4620.277025 = -285042.491214 nChanged 5 SP:Iteration 77Q (748.237105 sec): 3 clusters Score: Raw -289663.954962 + Penalty 4620.277025 = -285043.677936 nChanged 4 SP:Iteration 78Q (748.363021 sec): 3 clusters Score: Raw -289664.674467 + Penalty 4620.277025 = -285044.397441 nChanged 5 SP:Iteration 79Q (748.414626 sec): 3 clusters Score: Raw -289666.287884 + Penalty 4620.277025 = -285046.010859 nChanged 2 SP:Iteration 80F (748.467099 sec): 3 clusters Score: Raw -289666.562913 + Penalty 4620.277025 = -285046.285887 nChanged 4 SP:Iteration 81Q (748.595251 sec): 3 clusters Score: Raw -289667.194685 + Penalty 4620.277025 = -285046.917660 nChanged 4 SP:Iteration 82Q (748.720102 sec): 3 clusters Score: Raw -289668.359793 + Penalty 4620.277025 = -285048.082767 nChanged 3 SP:Iteration 83Q (748.835639 sec): 3 clusters Score: Raw -289669.173172 + Penalty 4620.277025 = -285048.896147 nChanged 7 SP:Iteration 84Q (748.972695 sec): 3 clusters Score: Raw -289670.535734 + Penalty 4620.277025 = -285050.258708 nChanged 7 SP:Iteration 85Q (749.107120 sec): 3 clusters Score: Raw -289672.294957 + Penalty 4620.277025 = -285052.017932 nChanged 5 SP:Iteration 86Q (749.234871 sec): 3 clusters Score: Raw -289673.939164 + Penalty 4620.277025 = -285053.662138 nChanged 8 SP:Iteration 87Q (749.361461 sec): 3 clusters Score: Raw -289675.988818 + Penalty 4620.277025 = -285055.711793 nChanged 5 SP:Iteration 88Q (749.482102 sec): 3 clusters Score: Raw -289677.291734 + Penalty 4620.277025 = -285057.014709 nChanged 5 SP:Iteration 89Q (749.609500 sec): 3 clusters Score: Raw -289678.456276 + Penalty 4620.277025 = -285058.179251 nChanged 2 SP:Iteration 90Q (749.735615 sec): 3 clusters Score: Raw -289679.032633 + Penalty 4620.277025 = -285058.755607 nChanged 3 SP:Iteration 91Q (749.861359 sec): 3 clusters Score: Raw -289679.656017 + Penalty 4620.277025 = -285059.378992 nChanged 3 SP:Iteration 92Q (749.985737 sec): 3 clusters Score: Raw -289680.242747 + Penalty 4620.277025 = -285059.965722 nChanged 1 SP:Iteration 93Q (750.118520 sec): 3 clusters Score: Raw -289680.685638 + Penalty 4620.277025 = -285060.408613 nChanged 1 SP:Iteration 94Q (750.246214 sec): 3 clusters Score: Raw -289680.933238 + Penalty 4620.277025 = -285060.656212 nChanged 0 SP:Iteration 95F (750.385377 sec): 3 clusters Score: Raw -289680.933238 + Penalty 4620.277025 = -285060.656212 nChanged 0 Trying to split cluster 5 (8183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (750.479092 sec): 2 clusters Score: Raw -419802.761273 + Penalty 2378.590925 = -417424.170347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (750.601076 sec): 3 clusters Score: Raw -415533.318769 + Penalty 4757.181850 = -410776.136919 nChanged 3286 SP:Iteration 1F (750.713794 sec): 3 clusters Score: Raw -417256.433230 + Penalty 4757.181850 = -412499.251380 nChanged 554 SP:Iteration 2F (750.815070 sec): 3 clusters Score: Raw -417541.103353 + Penalty 4757.181850 = -412783.921502 nChanged 441 SP:Iteration 3F (750.966761 sec): 3 clusters Score: Raw -417774.895914 + Penalty 4757.181850 = -413017.714064 nChanged 382 SP:Iteration 4Q (751.073751 sec): 3 clusters Score: Raw -418007.123291 + Penalty 4757.181850 = -413249.941440 nChanged 382 SP:Iteration 5Q (751.220067 sec): 3 clusters Score: Raw -418238.197873 + Penalty 4757.181850 = -413481.016023 nChanged 341 SP:Iteration 6Q (751.337607 sec): 3 clusters Score: Raw -418433.878563 + Penalty 4757.181850 = -413676.696713 nChanged 329 SP:Iteration 7Q (751.464967 sec): 3 clusters Score: Raw -418641.845480 + Penalty 4757.181850 = -413884.663629 nChanged 290 SP:Iteration 8Q (751.565832 sec): 3 clusters Score: Raw -418823.903041 + Penalty 4757.181850 = -414066.721190 nChanged 262 SP:Iteration 9Q (751.662761 sec): 3 clusters Score: Raw -418994.586054 + Penalty 4757.181850 = -414237.404204 nChanged 226 SP:Iteration 10Q (751.805038 sec): 3 clusters Score: Raw -419140.809614 + Penalty 4757.181850 = -414383.627763 nChanged 200 SP:Iteration 11Q (751.976231 sec): 3 clusters Score: Raw -419273.199061 + Penalty 4757.181850 = -414516.017210 nChanged 169 SP:Iteration 12Q (752.091108 sec): 3 clusters Score: Raw -419383.815046 + Penalty 4757.181850 = -414626.633196 nChanged 144 SP:Iteration 13Q (752.219394 sec): 3 clusters Score: Raw -419486.899826 + Penalty 4757.181850 = -414729.717975 nChanged 138 SP:Iteration 14Q (752.376441 sec): 3 clusters Score: Raw -419583.004316 + Penalty 4757.181850 = -414825.822465 nChanged 120 SP:Iteration 15Q (752.491604 sec): 3 clusters Score: Raw -419658.255632 + Penalty 4757.181850 = -414901.073781 nChanged 90 SP:Iteration 16Q (752.610584 sec): 3 clusters Score: Raw -419711.102022 + Penalty 4757.181850 = -414953.920172 nChanged 70 SP:Iteration 17Q (752.725745 sec): 3 clusters Score: Raw -419750.716950 + Penalty 4757.181850 = -414993.535099 nChanged 60 SP:Iteration 18Q (752.823438 sec): 3 clusters Score: Raw -419786.718116 + Penalty 4757.181850 = -415029.536265 nChanged 57 SP:Iteration 19Q (752.944137 sec): 3 clusters Score: Raw -419822.162948 + Penalty 4757.181850 = -415064.981098 nChanged 62 SP:Iteration 20F (753.075494 sec): 3 clusters Score: Raw -419855.466452 + Penalty 4757.181850 = -415098.284602 nChanged 39 SP:Iteration 21Q (753.184428 sec): 3 clusters Score: Raw -419875.791111 + Penalty 4757.181850 = -415118.609260 nChanged 35 SP:Iteration 22Q (753.322296 sec): 3 clusters Score: Raw -419893.980233 + Penalty 4757.181850 = -415136.798383 nChanged 31 SP:Iteration 23Q (753.425358 sec): 3 clusters Score: Raw -419913.584483 + Penalty 4757.181850 = -415156.402632 nChanged 31 SP:Iteration 24Q (753.544977 sec): 3 clusters Score: Raw -419931.242145 + Penalty 4757.181850 = -415174.060295 nChanged 32 SP:Iteration 25Q (753.652746 sec): 3 clusters Score: Raw -419947.826966 + Penalty 4757.181850 = -415190.645115 nChanged 31 SP:Iteration 26Q (753.773124 sec): 3 clusters Score: Raw -419966.957533 + Penalty 4757.181850 = -415209.775683 nChanged 30 SP:Iteration 27Q (753.893122 sec): 3 clusters Score: Raw -419981.130450 + Penalty 4757.181850 = -415223.948600 nChanged 30 SP:Iteration 28Q (754.007101 sec): 3 clusters Score: Raw -419997.789306 + Penalty 4757.181850 = -415240.607455 nChanged 24 SP:Iteration 29Q (754.155106 sec): 3 clusters Score: Raw -420011.200533 + Penalty 4757.181850 = -415254.018682 nChanged 26 SP:Iteration 30Q (754.268950 sec): 3 clusters Score: Raw -420022.808781 + Penalty 4757.181850 = -415265.626931 nChanged 19 SP:Iteration 31Q (754.395715 sec): 3 clusters Score: Raw -420031.640642 + Penalty 4757.181850 = -415274.458791 nChanged 11 SP:Iteration 32Q (754.532073 sec): 3 clusters Score: Raw -420036.850459 + Penalty 4757.181850 = -415279.668609 nChanged 7 SP:Iteration 33Q (754.594775 sec): 3 clusters Score: Raw -420041.257343 + Penalty 4757.181850 = -415284.075492 nChanged 8 SP:Iteration 34Q (754.650880 sec): 3 clusters Score: Raw -420045.808528 + Penalty 4757.181850 = -415288.626678 nChanged 17 SP:Iteration 35Q (754.714968 sec): 3 clusters Score: Raw -420054.314706 + Penalty 4757.181850 = -415297.132855 nChanged 14 SP:Iteration 36Q (754.856654 sec): 3 clusters Score: Raw -420058.500388 + Penalty 4757.181850 = -415301.318538 nChanged 12 SP:Iteration 37Q (754.984217 sec): 3 clusters Score: Raw -420065.130549 + Penalty 4757.181850 = -415307.948699 nChanged 16 SP:Iteration 38Q (755.103237 sec): 3 clusters Score: Raw -420074.553266 + Penalty 4757.181850 = -415317.371416 nChanged 12 SP:Iteration 39Q (755.215677 sec): 3 clusters Score: Raw -420079.759585 + Penalty 4757.181850 = -415322.577735 nChanged 9 SP:Iteration 40F (755.332597 sec): 3 clusters Score: Raw -420083.917802 + Penalty 4757.181850 = -415326.735951 nChanged 4 SP:Iteration 41Q (755.444936 sec): 3 clusters Score: Raw -420085.869139 + Penalty 4757.181850 = -415328.687289 nChanged 4 SP:Iteration 42Q (755.559509 sec): 3 clusters Score: Raw -420088.297503 + Penalty 4757.181850 = -415331.115652 nChanged 7 SP:Iteration 43Q (755.694888 sec): 3 clusters Score: Raw -420093.535206 + Penalty 4757.181850 = -415336.353355 nChanged 5 SP:Iteration 44Q (755.816082 sec): 3 clusters Score: Raw -420096.228811 + Penalty 4757.181850 = -415339.046960 nChanged 8 SP:Iteration 45Q (755.917138 sec): 3 clusters Score: Raw -420103.510051 + Penalty 4757.181850 = -415346.328201 nChanged 8 SP:Iteration 46Q (756.049700 sec): 3 clusters Score: Raw -420107.034826 + Penalty 4757.181850 = -415349.852976 nChanged 1 SP:Iteration 47Q (756.183008 sec): 3 clusters Score: Raw -420108.639929 + Penalty 4757.181850 = -415351.458078 nChanged 1 SP:Iteration 48Q (756.298075 sec): 3 clusters Score: Raw -420109.159998 + Penalty 4757.181850 = -415351.978148 nChanged 1 SP:Iteration 49Q (756.428945 sec): 3 clusters Score: Raw -420109.594632 + Penalty 4757.181850 = -415352.412782 nChanged 2 SP:Iteration 50Q (756.544110 sec): 3 clusters Score: Raw -420111.145655 + Penalty 4757.181850 = -415353.963805 nChanged 7 SP:Iteration 51Q (756.660847 sec): 3 clusters Score: Raw -420116.225596 + Penalty 4757.181850 = -415359.043746 nChanged 9 SP:Iteration 52Q (756.777020 sec): 3 clusters Score: Raw -420120.400492 + Penalty 4757.181850 = -415363.218641 nChanged 8 SP:Iteration 53Q (756.923334 sec): 3 clusters Score: Raw -420127.529883 + Penalty 4757.181850 = -415370.348032 nChanged 10 SP:Iteration 54Q (757.080580 sec): 3 clusters Score: Raw -420133.328124 + Penalty 4757.181850 = -415376.146274 nChanged 6 SP:Iteration 55Q (757.189487 sec): 3 clusters Score: Raw -420137.145812 + Penalty 4757.181850 = -415379.963961 nChanged 3 SP:Iteration 56Q (757.308775 sec): 3 clusters Score: Raw -420137.909955 + Penalty 4757.181850 = -415380.728105 nChanged 4 SP:Iteration 57Q (757.435886 sec): 3 clusters Score: Raw -420140.714523 + Penalty 4757.181850 = -415383.532672 nChanged 5 SP:Iteration 58Q (757.549379 sec): 3 clusters Score: Raw -420143.670570 + Penalty 4757.181850 = -415386.488720 nChanged 4 SP:Iteration 59Q (757.697591 sec): 3 clusters Score: Raw -420147.417964 + Penalty 4757.181850 = -415390.236114 nChanged 6 SP:Iteration 60F (757.820863 sec): 3 clusters Score: Raw -420150.887367 + Penalty 4757.181850 = -415393.705516 nChanged 3 SP:Iteration 61Q (757.918659 sec): 3 clusters Score: Raw -420153.225609 + Penalty 4757.181850 = -415396.043759 nChanged 5 SP:Iteration 62Q (758.021575 sec): 3 clusters Score: Raw -420155.957978 + Penalty 4757.181850 = -415398.776128 nChanged 5 SP:Iteration 63Q (758.112868 sec): 3 clusters Score: Raw -420158.834244 + Penalty 4757.181850 = -415401.652394 nChanged 3 SP:Iteration 64Q (758.222612 sec): 3 clusters Score: Raw -420160.364812 + Penalty 4757.181850 = -415403.182961 nChanged 3 SP:Iteration 65Q (758.381888 sec): 3 clusters Score: Raw -420161.319994 + Penalty 4757.181850 = -415404.138144 nChanged 1 SP:Iteration 66Q (758.496099 sec): 3 clusters Score: Raw -420161.883893 + Penalty 4757.181850 = -415404.702043 nChanged 2 SP:Iteration 67Q (758.594495 sec): 3 clusters Score: Raw -420163.236083 + Penalty 4757.181850 = -415406.054232 nChanged 1 SP:Iteration 68Q (758.744289 sec): 3 clusters Score: Raw -420163.423042 + Penalty 4757.181850 = -415406.241192 nChanged 0 SP:Iteration 69F (758.835984 sec): 3 clusters Score: Raw -420163.423042 + Penalty 4757.181850 = -415406.241192 nChanged 0 Trying to split cluster 6 (31816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (759.028140 sec): 2 clusters Score: Raw -1472911.398017 + Penalty 2737.079291 = -1470174.318726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (759.221346 sec): 3 clusters Score: Raw -1453855.361176 + Penalty 5474.158582 = -1448381.202594 nChanged 14361 SP:Iteration 1F (759.448679 sec): 3 clusters Score: Raw -1461895.924942 + Penalty 5474.158582 = -1456421.766360 nChanged 1799 SP:Iteration 2F (759.660823 sec): 3 clusters Score: Raw -1462700.610686 + Penalty 5474.158582 = -1457226.452104 nChanged 1746 SP:Iteration 3F (759.859256 sec): 3 clusters Score: Raw -1463471.598613 + Penalty 5474.158582 = -1457997.440031 nChanged 1689 SP:Iteration 4F (760.053544 sec): 3 clusters Score: Raw -1464252.033972 + Penalty 5474.158582 = -1458777.875390 nChanged 1704 SP:Iteration 5F (760.257888 sec): 3 clusters Score: Raw -1465089.387529 + Penalty 5474.158582 = -1459615.228947 nChanged 1608 SP:Iteration 6F (760.452902 sec): 3 clusters Score: Raw -1465881.787361 + Penalty 5474.158582 = -1460407.628779 nChanged 1576 SP:Iteration 7Q (760.643708 sec): 3 clusters Score: Raw -1466608.582375 + Penalty 5474.158582 = -1461134.423793 nChanged 1393 SP:Iteration 8Q (760.865602 sec): 3 clusters Score: Raw -1467254.373299 + Penalty 5474.158582 = -1461780.214717 nChanged 1268 SP:Iteration 9Q (761.075141 sec): 3 clusters Score: Raw -1467896.423773 + Penalty 5474.158582 = -1462422.265191 nChanged 1181 SP:Iteration 10Q (761.275828 sec): 3 clusters Score: Raw -1468533.320931 + Penalty 5474.158582 = -1463059.162349 nChanged 1011 SP:Iteration 11Q (761.496331 sec): 3 clusters Score: Raw -1469113.149141 + Penalty 5474.158582 = -1463638.990559 nChanged 946 SP:Iteration 12Q (761.714924 sec): 3 clusters Score: Raw -1469704.474311 + Penalty 5474.158582 = -1464230.315729 nChanged 924 SP:Iteration 13Q (761.911267 sec): 3 clusters Score: Raw -1470261.970176 + Penalty 5474.158582 = -1464787.811594 nChanged 805 SP:Iteration 14Q (762.097281 sec): 3 clusters Score: Raw -1470721.960322 + Penalty 5474.158582 = -1465247.801740 nChanged 671 SP:Iteration 15Q (762.294653 sec): 3 clusters Score: Raw -1471067.702131 + Penalty 5474.158582 = -1465593.543550 nChanged 563 SP:Iteration 16Q (762.486543 sec): 3 clusters Score: Raw -1471342.348460 + Penalty 5474.158582 = -1465868.189878 nChanged 528 SP:Iteration 17Q (762.674930 sec): 3 clusters Score: Raw -1471563.629694 + Penalty 5474.158582 = -1466089.471112 nChanged 452 SP:Iteration 18Q (762.883616 sec): 3 clusters Score: Raw -1471738.189629 + Penalty 5474.158582 = -1466264.031047 nChanged 422 SP:Iteration 19Q (763.062257 sec): 3 clusters Score: Raw -1471902.400004 + Penalty 5474.158582 = -1466428.241422 nChanged 400 SP:Iteration 20F (763.276041 sec): 3 clusters Score: Raw -1472054.894161 + Penalty 5474.158582 = -1466580.735580 nChanged 390 SP:Iteration 21Q (763.486855 sec): 3 clusters Score: Raw -1472212.284018 + Penalty 5474.158582 = -1466738.125437 nChanged 345 SP:Iteration 22Q (763.689401 sec): 3 clusters Score: Raw -1472339.301695 + Penalty 5474.158582 = -1466865.143113 nChanged 310 SP:Iteration 23Q (763.926395 sec): 3 clusters Score: Raw -1472458.015867 + Penalty 5474.158582 = -1466983.857285 nChanged 275 SP:Iteration 24Q (764.119309 sec): 3 clusters Score: Raw -1472560.914619 + Penalty 5474.158582 = -1467086.756037 nChanged 260 SP:Iteration 25Q (764.344793 sec): 3 clusters Score: Raw -1472665.217347 + Penalty 5474.158582 = -1467191.058765 nChanged 258 SP:Iteration 26Q (764.557149 sec): 3 clusters Score: Raw -1472763.137822 + Penalty 5474.158582 = -1467288.979240 nChanged 230 SP:Iteration 27Q (764.741653 sec): 3 clusters Score: Raw -1472847.072416 + Penalty 5474.158582 = -1467372.913834 nChanged 191 SP:Iteration 28Q (764.936747 sec): 3 clusters Score: Raw -1472921.592856 + Penalty 5474.158582 = -1467447.434274 nChanged 172 SP:Iteration 29Q (765.128209 sec): 3 clusters Score: Raw -1472986.933435 + Penalty 5474.158582 = -1467512.774853 nChanged 153 SP:Iteration 30Q (765.323677 sec): 3 clusters Score: Raw -1473042.164492 + Penalty 5474.158582 = -1467568.005911 nChanged 149 SP:Iteration 31Q (765.526025 sec): 3 clusters Score: Raw -1473100.757225 + Penalty 5474.158582 = -1467626.598643 nChanged 126 SP:Iteration 32Q (765.686836 sec): 3 clusters Score: Raw -1473150.917598 + Penalty 5474.158582 = -1467676.759017 nChanged 101 SP:Iteration 33Q (765.893403 sec): 3 clusters Score: Raw -1473193.857055 + Penalty 5474.158582 = -1467719.698473 nChanged 106 SP:Iteration 34Q (766.106337 sec): 3 clusters Score: Raw -1473234.950167 + Penalty 5474.158582 = -1467760.791585 nChanged 90 SP:Iteration 35Q (766.283489 sec): 3 clusters Score: Raw -1473269.043503 + Penalty 5474.158582 = -1467794.884921 nChanged 87 SP:Iteration 36Q (766.437351 sec): 3 clusters Score: Raw -1473299.355029 + Penalty 5474.158582 = -1467825.196447 nChanged 66 SP:Iteration 37Q (766.577847 sec): 3 clusters Score: Raw -1473323.532457 + Penalty 5474.158582 = -1467849.373875 nChanged 48 SP:Iteration 38Q (766.859166 sec): 3 clusters Score: Raw -1473341.156065 + Penalty 5474.158582 = -1467866.997483 nChanged 40 SP:Iteration 39Q (767.036255 sec): 3 clusters Score: Raw -1473355.935687 + Penalty 5474.158582 = -1467881.777105 nChanged 34 SP:Iteration 40F (767.245680 sec): 3 clusters Score: Raw -1473368.655354 + Penalty 5474.158582 = -1467894.496772 nChanged 29 SP:Iteration 41Q (767.439732 sec): 3 clusters Score: Raw -1473380.964040 + Penalty 5474.158582 = -1467906.805458 nChanged 30 SP:Iteration 42Q (767.630919 sec): 3 clusters Score: Raw -1473391.218354 + Penalty 5474.158582 = -1467917.059772 nChanged 17 SP:Iteration 43Q (767.808178 sec): 3 clusters Score: Raw -1473396.966554 + Penalty 5474.158582 = -1467922.807972 nChanged 19 SP:Iteration 44Q (767.995316 sec): 3 clusters Score: Raw -1473404.191973 + Penalty 5474.158582 = -1467930.033391 nChanged 18 SP:Iteration 45Q (768.189933 sec): 3 clusters Score: Raw -1473410.070111 + Penalty 5474.158582 = -1467935.911529 nChanged 13 SP:Iteration 46Q (768.402151 sec): 3 clusters Score: Raw -1473413.803408 + Penalty 5474.158582 = -1467939.644826 nChanged 9 SP:Iteration 47Q (768.577921 sec): 3 clusters Score: Raw -1473416.460615 + Penalty 5474.158582 = -1467942.302033 nChanged 8 SP:Iteration 48Q (768.761553 sec): 3 clusters Score: Raw -1473418.520458 + Penalty 5474.158582 = -1467944.361876 nChanged 6 SP:Iteration 49Q (768.975862 sec): 3 clusters Score: Raw -1473420.793416 + Penalty 5474.158582 = -1467946.634834 nChanged 12 SP:Iteration 50Q (769.162712 sec): 3 clusters Score: Raw -1473426.526981 + Penalty 5474.158582 = -1467952.368399 nChanged 14 SP:Iteration 51Q (769.360020 sec): 3 clusters Score: Raw -1473431.718433 + Penalty 5474.158582 = -1467957.559852 nChanged 12 SP:Iteration 52Q (769.562702 sec): 3 clusters Score: Raw -1473435.462186 + Penalty 5474.158582 = -1467961.303604 nChanged 15 SP:Iteration 53Q (769.758444 sec): 3 clusters Score: Raw -1473440.698773 + Penalty 5474.158582 = -1467966.540191 nChanged 11 SP:Iteration 54Q (769.993502 sec): 3 clusters Score: Raw -1473446.847022 + Penalty 5474.158582 = -1467972.688440 nChanged 15 SP:Iteration 55Q (770.175611 sec): 3 clusters Score: Raw -1473453.811756 + Penalty 5474.158582 = -1467979.653174 nChanged 16 SP:Iteration 56Q (770.372145 sec): 3 clusters Score: Raw -1473460.350351 + Penalty 5474.158582 = -1467986.191769 nChanged 15 SP:Iteration 57Q (770.559880 sec): 3 clusters Score: Raw -1473466.628155 + Penalty 5474.158582 = -1467992.469573 nChanged 13 SP:Iteration 58Q (770.771750 sec): 3 clusters Score: Raw -1473470.784562 + Penalty 5474.158582 = -1467996.625980 nChanged 6 SP:Iteration 59Q (770.968128 sec): 3 clusters Score: Raw -1473472.994462 + Penalty 5474.158582 = -1467998.835880 nChanged 7 SP:Iteration 60F (771.151426 sec): 3 clusters Score: Raw -1473476.330572 + Penalty 5474.158582 = -1468002.171991 nChanged 7 SP:Iteration 61Q (771.286670 sec): 3 clusters Score: Raw -1473480.240959 + Penalty 5474.158582 = -1468006.082377 nChanged 6 SP:Iteration 62Q (771.477695 sec): 3 clusters Score: Raw -1473483.066754 + Penalty 5474.158582 = -1468008.908172 nChanged 9 SP:Iteration 63Q (771.669979 sec): 3 clusters Score: Raw -1473486.670004 + Penalty 5474.158582 = -1468012.511422 nChanged 9 SP:Iteration 64Q (771.865263 sec): 3 clusters Score: Raw -1473490.902421 + Penalty 5474.158582 = -1468016.743839 nChanged 10 SP:Iteration 65Q (772.045134 sec): 3 clusters Score: Raw -1473495.028250 + Penalty 5474.158582 = -1468020.869669 nChanged 9 SP:Iteration 66Q (772.255188 sec): 3 clusters Score: Raw -1473498.459448 + Penalty 5474.158582 = -1468024.300866 nChanged 5 SP:Iteration 67Q (772.439933 sec): 3 clusters Score: Raw -1473500.971654 + Penalty 5474.158582 = -1468026.813072 nChanged 8 SP:Iteration 68Q (772.652711 sec): 3 clusters Score: Raw -1473503.855536 + Penalty 5474.158582 = -1468029.696954 nChanged 5 SP:Iteration 69Q (772.864604 sec): 3 clusters Score: Raw -1473505.893490 + Penalty 5474.158582 = -1468031.734908 nChanged 6 SP:Iteration 70Q (773.032084 sec): 3 clusters Score: Raw -1473507.976046 + Penalty 5474.158582 = -1468033.817464 nChanged 7 SP:Iteration 71Q (773.205768 sec): 3 clusters Score: Raw -1473510.210987 + Penalty 5474.158582 = -1468036.052405 nChanged 3 SP:Iteration 72Q (773.392829 sec): 3 clusters Score: Raw -1473511.024860 + Penalty 5474.158582 = -1468036.866278 nChanged 3 SP:Iteration 73Q (773.565433 sec): 3 clusters Score: Raw -1473511.800015 + Penalty 5474.158582 = -1468037.641434 nChanged 5 SP:Iteration 74Q (773.747480 sec): 3 clusters Score: Raw -1473513.976965 + Penalty 5474.158582 = -1468039.818383 nChanged 3 SP:Iteration 75Q (773.935243 sec): 3 clusters Score: Raw -1473515.281506 + Penalty 5474.158582 = -1468041.122924 nChanged 2 SP:Iteration 76Q (774.156346 sec): 3 clusters Score: Raw -1473516.052816 + Penalty 5474.158582 = -1468041.894234 nChanged 0 SP:Iteration 77F (774.358377 sec): 3 clusters Score: Raw -1473516.052816 + Penalty 5474.158582 = -1468041.894234 nChanged 0 Iteration 99Q (775.154893 sec): 7 clusters Score: Raw -2935480.576353 + Penalty 17588.178590 = -2917892.397763 nChanged 41 Iteration 100F (775.992293 sec): 7 clusters Score: Raw -2935486.592275 + Penalty 17588.178590 = -2917898.413685 nChanged 57 Iteration 101Q (776.672738 sec): 7 clusters Score: Raw -2935495.878247 + Penalty 17588.178590 = -2917907.699657 nChanged 53 Iteration 102Q (777.292178 sec): 7 clusters Score: Raw -2935503.718240 + Penalty 17588.178590 = -2917915.539650 nChanged 60 Iteration 103Q (778.035976 sec): 7 clusters Score: Raw -2935513.161244 + Penalty 17588.178590 = -2917924.982655 nChanged 59 Iteration 104Q (778.747464 sec): 7 clusters Score: Raw -2935523.470769 + Penalty 17588.178590 = -2917935.292179 nChanged 71 Iteration 105Q (779.297168 sec): 7 clusters Score: Raw -2935536.658643 + Penalty 17588.178590 = -2917948.480054 nChanged 69 Iteration 106Q (780.015264 sec): 7 clusters Score: Raw -2935547.992393 + Penalty 17588.178590 = -2917959.813803 nChanged 62 Iteration 107Q (780.737802 sec): 7 clusters Score: Raw -2935557.774028 + Penalty 17588.178590 = -2917969.595439 nChanged 60 Iteration 108Q (781.409549 sec): 7 clusters Score: Raw -2935568.205624 + Penalty 17588.178590 = -2917980.027034 nChanged 55 Iteration 109Q (782.133984 sec): 7 clusters Score: Raw -2935577.981637 + Penalty 17588.178590 = -2917989.803047 nChanged 60 Iteration 110Q (782.787540 sec): 7 clusters Score: Raw -2935588.168988 + Penalty 17588.178590 = -2917999.990398 nChanged 58 Iteration 111Q (783.586411 sec): 7 clusters Score: Raw -2935598.319328 + Penalty 17588.178590 = -2918010.140739 nChanged 62 Iteration 112Q (784.263477 sec): 7 clusters Score: Raw -2935608.340781 + Penalty 17588.178590 = -2918020.162191 nChanged 67 Iteration 113Q (784.914850 sec): 7 clusters Score: Raw -2935616.680906 + Penalty 17588.178590 = -2918028.502317 nChanged 44 Iteration 114Q (785.608393 sec): 7 clusters Score: Raw -2935622.735743 + Penalty 17588.178590 = -2918034.557154 nChanged 39 Iteration 115Q (786.318524 sec): 7 clusters Score: Raw -2935627.704020 + Penalty 17588.178590 = -2918039.525430 nChanged 47 Iteration 116Q (786.977805 sec): 7 clusters Score: Raw -2935635.277599 + Penalty 17588.178590 = -2918047.099010 nChanged 48 Iteration 117Q (787.670443 sec): 7 clusters Score: Raw -2935642.444740 + Penalty 17588.178590 = -2918054.266150 nChanged 52 Iteration 118Q (788.352655 sec): 7 clusters Score: Raw -2935649.839881 + Penalty 17588.178590 = -2918061.661292 nChanged 59 Iteration 119Q (789.066801 sec): 7 clusters Score: Raw -2935659.600823 + Penalty 17588.178590 = -2918071.422234 nChanged 55 Iteration 120F (789.876682 sec): 7 clusters Score: Raw -2935668.249605 + Penalty 17588.178590 = -2918080.071015 nChanged 53 Iteration 121Q (790.600512 sec): 7 clusters Score: Raw -2935677.476330 + Penalty 17588.178590 = -2918089.297740 nChanged 40 Iteration 122Q (791.280341 sec): 7 clusters Score: Raw -2935686.161799 + Penalty 17588.178590 = -2918097.983210 nChanged 55 Iteration 123Q (791.913734 sec): 7 clusters Score: Raw -2935695.286827 + Penalty 17588.178590 = -2918107.108238 nChanged 62 Iteration 124Q (792.579401 sec): 7 clusters Score: Raw -2935702.676054 + Penalty 17588.178590 = -2918114.497465 nChanged 51 Iteration 125Q (793.314148 sec): 7 clusters Score: Raw -2935709.221420 + Penalty 17588.178590 = -2918121.042830 nChanged 43 Iteration 126Q (794.051351 sec): 7 clusters Score: Raw -2935718.236156 + Penalty 17588.178590 = -2918130.057566 nChanged 54 Iteration 127Q (794.722106 sec): 7 clusters Score: Raw -2935725.780514 + Penalty 17588.178590 = -2918137.601924 nChanged 44 Iteration 128Q (795.398064 sec): 7 clusters Score: Raw -2935732.363481 + Penalty 17588.178590 = -2918144.184891 nChanged 36 Iteration 129Q (796.056610 sec): 7 clusters Score: Raw -2935738.500135 + Penalty 17588.178590 = -2918150.321545 nChanged 37 Iteration 130Q (796.767458 sec): 7 clusters Score: Raw -2935745.177363 + Penalty 17588.178590 = -2918156.998773 nChanged 46 Iteration 131Q (797.439442 sec): 7 clusters Score: Raw -2935751.210257 + Penalty 17588.178590 = -2918163.031668 nChanged 40 Iteration 132Q (798.156203 sec): 7 clusters Score: Raw -2935757.269057 + Penalty 17588.178590 = -2918169.090467 nChanged 36 Iteration 133Q (798.864761 sec): 7 clusters Score: Raw -2935763.127851 + Penalty 17588.178590 = -2918174.949262 nChanged 44 Iteration 134Q (799.635972 sec): 7 clusters Score: Raw -2935769.732987 + Penalty 17588.178590 = -2918181.554397 nChanged 47 Iteration 135Q (800.143085 sec): 7 clusters Score: Raw -2935777.107549 + Penalty 17588.178590 = -2918188.928959 nChanged 34 Iteration 136Q (800.874006 sec): 7 clusters Score: Raw -2935784.572273 + Penalty 17588.178590 = -2918196.393683 nChanged 37 Iteration 137Q (801.588489 sec): 7 clusters Score: Raw -2935790.097921 + Penalty 17588.178590 = -2918201.919332 nChanged 29 Iteration 138Q (802.372723 sec): 7 clusters Score: Raw -2935795.033249 + Penalty 17588.178590 = -2918206.854659 nChanged 24 Writing temp clu file Because OldScore, -2918201.919332, is greater than current (better) Score,-2918206.854659 Compute initial score before splitting: Score: Raw -2935795.033249 + Penalty 17588.178590 = -2918206.854659 Trying to split cluster 1 (10386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (802.520587 sec): 2 clusters Score: Raw -430934.445921 + Penalty 2441.528502 = -428492.917419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (802.683485 sec): 3 clusters Score: Raw -425418.151115 + Penalty 4883.057005 = -420535.094110 nChanged 4304 SP:Iteration 1F (802.817191 sec): 3 clusters Score: Raw -427777.579575 + Penalty 4883.057005 = -422894.522570 nChanged 723 SP:Iteration 2F (802.961309 sec): 3 clusters Score: Raw -428172.116551 + Penalty 4883.057005 = -423289.059546 nChanged 615 SP:Iteration 3F (803.107174 sec): 3 clusters Score: Raw -428519.380569 + Penalty 4883.057005 = -423636.323564 nChanged 518 SP:Iteration 4Q (803.238317 sec): 3 clusters Score: Raw -428806.663281 + Penalty 4883.057005 = -423923.606276 nChanged 498 SP:Iteration 5Q (803.386590 sec): 3 clusters Score: Raw -429087.931365 + Penalty 4883.057005 = -424204.874360 nChanged 440 SP:Iteration 6Q (803.527700 sec): 3 clusters Score: Raw -429357.926419 + Penalty 4883.057005 = -424474.869414 nChanged 435 SP:Iteration 7Q (803.669408 sec): 3 clusters Score: Raw -429631.192216 + Penalty 4883.057005 = -424748.135212 nChanged 413 SP:Iteration 8Q (803.804054 sec): 3 clusters Score: Raw -429873.709425 + Penalty 4883.057005 = -424990.652420 nChanged 353 SP:Iteration 9Q (803.923291 sec): 3 clusters Score: Raw -430071.433119 + Penalty 4883.057005 = -425188.376115 nChanged 292 SP:Iteration 10Q (804.050976 sec): 3 clusters Score: Raw -430227.003453 + Penalty 4883.057005 = -425343.946448 nChanged 263 SP:Iteration 11Q (804.231583 sec): 3 clusters Score: Raw -430353.229689 + Penalty 4883.057005 = -425470.172684 nChanged 229 SP:Iteration 12Q (804.364731 sec): 3 clusters Score: Raw -430466.437423 + Penalty 4883.057005 = -425583.380418 nChanged 188 SP:Iteration 13Q (804.499217 sec): 3 clusters Score: Raw -430557.900368 + Penalty 4883.057005 = -425674.843363 nChanged 176 SP:Iteration 14Q (804.639275 sec): 3 clusters Score: Raw -430660.425828 + Penalty 4883.057005 = -425777.368823 nChanged 167 SP:Iteration 15Q (804.767737 sec): 3 clusters Score: Raw -430750.238056 + Penalty 4883.057005 = -425867.181051 nChanged 152 SP:Iteration 16Q (804.901637 sec): 3 clusters Score: Raw -430832.528428 + Penalty 4883.057005 = -425949.471423 nChanged 133 SP:Iteration 17Q (805.042323 sec): 3 clusters Score: Raw -430893.329445 + Penalty 4883.057005 = -426010.272440 nChanged 114 SP:Iteration 18Q (805.179583 sec): 3 clusters Score: Raw -430945.188951 + Penalty 4883.057005 = -426062.131946 nChanged 93 SP:Iteration 19Q (805.320154 sec): 3 clusters Score: Raw -430995.016776 + Penalty 4883.057005 = -426111.959771 nChanged 102 SP:Iteration 20F (805.460519 sec): 3 clusters Score: Raw -431046.718970 + Penalty 4883.057005 = -426163.661965 nChanged 84 SP:Iteration 21Q (805.617294 sec): 3 clusters Score: Raw -431091.559098 + Penalty 4883.057005 = -426208.502093 nChanged 78 SP:Iteration 22Q (805.733759 sec): 3 clusters Score: Raw -431129.347314 + Penalty 4883.057005 = -426246.290309 nChanged 67 SP:Iteration 23Q (805.882174 sec): 3 clusters Score: Raw -431162.978067 + Penalty 4883.057005 = -426279.921062 nChanged 60 SP:Iteration 24Q (806.028013 sec): 3 clusters Score: Raw -431192.667416 + Penalty 4883.057005 = -426309.610411 nChanged 61 SP:Iteration 25Q (806.206223 sec): 3 clusters Score: Raw -431224.529988 + Penalty 4883.057005 = -426341.472983 nChanged 69 SP:Iteration 26Q (806.307854 sec): 3 clusters Score: Raw -431254.550676 + Penalty 4883.057005 = -426371.493671 nChanged 57 SP:Iteration 27Q (806.445687 sec): 3 clusters Score: Raw -431279.815656 + Penalty 4883.057005 = -426396.758651 nChanged 38 SP:Iteration 28Q (806.593990 sec): 3 clusters Score: Raw -431297.076619 + Penalty 4883.057005 = -426414.019614 nChanged 39 SP:Iteration 29Q (806.710026 sec): 3 clusters Score: Raw -431313.858091 + Penalty 4883.057005 = -426430.801086 nChanged 39 SP:Iteration 30Q (806.826522 sec): 3 clusters Score: Raw -431328.156294 + Penalty 4883.057005 = -426445.099289 nChanged 37 SP:Iteration 31Q (806.987721 sec): 3 clusters Score: Raw -431342.761079 + Penalty 4883.057005 = -426459.704074 nChanged 31 SP:Iteration 32Q (807.127722 sec): 3 clusters Score: Raw -431354.563190 + Penalty 4883.057005 = -426471.506186 nChanged 22 SP:Iteration 33Q (807.240776 sec): 3 clusters Score: Raw -431365.169271 + Penalty 4883.057005 = -426482.112266 nChanged 20 SP:Iteration 34Q (807.386065 sec): 3 clusters Score: Raw -431375.154685 + Penalty 4883.057005 = -426492.097680 nChanged 22 SP:Iteration 35Q (807.567419 sec): 3 clusters Score: Raw -431387.547267 + Penalty 4883.057005 = -426504.490262 nChanged 20 SP:Iteration 36Q (807.665321 sec): 3 clusters Score: Raw -431395.365328 + Penalty 4883.057005 = -426512.308323 nChanged 17 SP:Iteration 37Q (807.801725 sec): 3 clusters Score: Raw -431401.939713 + Penalty 4883.057005 = -426518.882708 nChanged 12 SP:Iteration 38Q (807.931974 sec): 3 clusters Score: Raw -431406.092214 + Penalty 4883.057005 = -426523.035209 nChanged 9 SP:Iteration 39Q (808.069011 sec): 3 clusters Score: Raw -431408.823250 + Penalty 4883.057005 = -426525.766245 nChanged 6 SP:Iteration 40F (808.194705 sec): 3 clusters Score: Raw -431410.616697 + Penalty 4883.057005 = -426527.559692 nChanged 8 SP:Iteration 41Q (808.323918 sec): 3 clusters Score: Raw -431413.621950 + Penalty 4883.057005 = -426530.564946 nChanged 19 SP:Iteration 42Q (808.460458 sec): 3 clusters Score: Raw -431418.759546 + Penalty 4883.057005 = -426535.702542 nChanged 12 SP:Iteration 43Q (808.570931 sec): 3 clusters Score: Raw -431421.980738 + Penalty 4883.057005 = -426538.923733 nChanged 10 SP:Iteration 44Q (808.716436 sec): 3 clusters Score: Raw -431425.336747 + Penalty 4883.057005 = -426542.279742 nChanged 12 SP:Iteration 45Q (808.873973 sec): 3 clusters Score: Raw -431429.940655 + Penalty 4883.057005 = -426546.883650 nChanged 11 SP:Iteration 46Q (808.993118 sec): 3 clusters Score: Raw -431435.562150 + Penalty 4883.057005 = -426552.505145 nChanged 7 SP:Iteration 47Q (809.120022 sec): 3 clusters Score: Raw -431438.627264 + Penalty 4883.057005 = -426555.570259 nChanged 6 SP:Iteration 48Q (809.260153 sec): 3 clusters Score: Raw -431440.640483 + Penalty 4883.057005 = -426557.583478 nChanged 9 SP:Iteration 49Q (809.415566 sec): 3 clusters Score: Raw -431443.776382 + Penalty 4883.057005 = -426560.719377 nChanged 9 SP:Iteration 50Q (809.543335 sec): 3 clusters Score: Raw -431447.144169 + Penalty 4883.057005 = -426564.087164 nChanged 5 SP:Iteration 51Q (809.681825 sec): 3 clusters Score: Raw -431448.928197 + Penalty 4883.057005 = -426565.871192 nChanged 6 SP:Iteration 52Q (809.803582 sec): 3 clusters Score: Raw -431451.641058 + Penalty 4883.057005 = -426568.584053 nChanged 11 SP:Iteration 53Q (809.924902 sec): 3 clusters Score: Raw -431455.723384 + Penalty 4883.057005 = -426572.666379 nChanged 7 SP:Iteration 54Q (810.099632 sec): 3 clusters Score: Raw -431457.999373 + Penalty 4883.057005 = -426574.942368 nChanged 5 SP:Iteration 55Q (810.213933 sec): 3 clusters Score: Raw -431459.719909 + Penalty 4883.057005 = -426576.662904 nChanged 5 SP:Iteration 56Q (810.338288 sec): 3 clusters Score: Raw -431460.714754 + Penalty 4883.057005 = -426577.657749 nChanged 3 SP:Iteration 57Q (810.495564 sec): 3 clusters Score: Raw -431461.529811 + Penalty 4883.057005 = -426578.472806 nChanged 1 SP:Iteration 58Q (810.627305 sec): 3 clusters Score: Raw -431461.836747 + Penalty 4883.057005 = -426578.779742 nChanged 2 SP:Iteration 59Q (810.758307 sec): 3 clusters Score: Raw -431462.377414 + Penalty 4883.057005 = -426579.320409 nChanged 4 SP:Iteration 60F (810.905769 sec): 3 clusters Score: Raw -431463.712876 + Penalty 4883.057005 = -426580.655871 nChanged 2 SP:Iteration 61Q (811.042713 sec): 3 clusters Score: Raw -431464.361405 + Penalty 4883.057005 = -426581.304400 nChanged 0 SP:Iteration 62F (811.200231 sec): 3 clusters Score: Raw -431464.361405 + Penalty 4883.057005 = -426581.304400 nChanged 0 Trying to split cluster 2 (7218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (811.272565 sec): 2 clusters Score: Raw -317701.724227 + Penalty 2345.463961 = -315356.260266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (811.401263 sec): 3 clusters Score: Raw -314027.878280 + Penalty 4690.927922 = -309336.950359 nChanged 2883 SP:Iteration 1F (811.520970 sec): 3 clusters Score: Raw -315715.449853 + Penalty 4690.927922 = -311024.521931 nChanged 599 SP:Iteration 2F (811.678710 sec): 3 clusters Score: Raw -316135.125151 + Penalty 4690.927922 = -311444.197229 nChanged 451 SP:Iteration 3F (811.789440 sec): 3 clusters Score: Raw -316477.363721 + Penalty 4690.927922 = -311786.435799 nChanged 407 SP:Iteration 4F (811.900598 sec): 3 clusters Score: Raw -316790.431450 + Penalty 4690.927922 = -312099.503528 nChanged 394 SP:Iteration 5F (812.017183 sec): 3 clusters Score: Raw -317090.951073 + Penalty 4690.927922 = -312400.023151 nChanged 361 SP:Iteration 6F (812.169376 sec): 3 clusters Score: Raw -317357.534845 + Penalty 4690.927922 = -312666.606924 nChanged 305 SP:Iteration 7Q (812.305108 sec): 3 clusters Score: Raw -317547.979086 + Penalty 4690.927922 = -312857.051164 nChanged 228 SP:Iteration 8Q (812.402152 sec): 3 clusters Score: Raw -317684.996452 + Penalty 4690.927922 = -312994.068530 nChanged 213 SP:Iteration 9Q (812.532008 sec): 3 clusters Score: Raw -317799.841528 + Penalty 4690.927922 = -313108.913606 nChanged 166 SP:Iteration 10Q (812.654046 sec): 3 clusters Score: Raw -317894.284172 + Penalty 4690.927922 = -313203.356251 nChanged 148 SP:Iteration 11Q (812.783146 sec): 3 clusters Score: Raw -317973.598597 + Penalty 4690.927922 = -313282.670675 nChanged 133 SP:Iteration 12Q (812.905472 sec): 3 clusters Score: Raw -318034.359662 + Penalty 4690.927922 = -313343.431740 nChanged 121 SP:Iteration 13Q (813.055857 sec): 3 clusters Score: Raw -318090.191764 + Penalty 4690.927922 = -313399.263842 nChanged 114 SP:Iteration 14Q (813.189424 sec): 3 clusters Score: Raw -318142.064423 + Penalty 4690.927922 = -313451.136501 nChanged 105 SP:Iteration 15Q (813.326440 sec): 3 clusters Score: Raw -318185.025518 + Penalty 4690.927922 = -313494.097596 nChanged 88 SP:Iteration 16Q (813.489358 sec): 3 clusters Score: Raw -318216.259303 + Penalty 4690.927922 = -313525.331381 nChanged 69 SP:Iteration 17Q (813.608908 sec): 3 clusters Score: Raw -318243.892522 + Penalty 4690.927922 = -313552.964600 nChanged 60 SP:Iteration 18Q (813.778527 sec): 3 clusters Score: Raw -318267.068217 + Penalty 4690.927922 = -313576.140295 nChanged 57 SP:Iteration 19Q (813.902993 sec): 3 clusters Score: Raw -318288.466951 + Penalty 4690.927922 = -313597.539029 nChanged 65 SP:Iteration 20F (814.056809 sec): 3 clusters Score: Raw -318311.343723 + Penalty 4690.927922 = -313620.415802 nChanged 49 SP:Iteration 21Q (814.191213 sec): 3 clusters Score: Raw -318328.906196 + Penalty 4690.927922 = -313637.978274 nChanged 44 SP:Iteration 22Q (814.320847 sec): 3 clusters Score: Raw -318345.670880 + Penalty 4690.927922 = -313654.742959 nChanged 48 SP:Iteration 23Q (814.455659 sec): 3 clusters Score: Raw -318362.501107 + Penalty 4690.927922 = -313671.573185 nChanged 35 SP:Iteration 24Q (814.585564 sec): 3 clusters Score: Raw -318373.207000 + Penalty 4690.927922 = -313682.279078 nChanged 35 SP:Iteration 25Q (814.728564 sec): 3 clusters Score: Raw -318384.944250 + Penalty 4690.927922 = -313694.016328 nChanged 37 SP:Iteration 26Q (814.829427 sec): 3 clusters Score: Raw -318395.919948 + Penalty 4690.927922 = -313704.992026 nChanged 38 SP:Iteration 27Q (814.961921 sec): 3 clusters Score: Raw -318410.762847 + Penalty 4690.927922 = -313719.834925 nChanged 37 SP:Iteration 28Q (815.112648 sec): 3 clusters Score: Raw -318421.741859 + Penalty 4690.927922 = -313730.813938 nChanged 35 SP:Iteration 29Q (815.214927 sec): 3 clusters Score: Raw -318433.211318 + Penalty 4690.927922 = -313742.283396 nChanged 33 SP:Iteration 30Q (815.344733 sec): 3 clusters Score: Raw -318443.664075 + Penalty 4690.927922 = -313752.736153 nChanged 26 SP:Iteration 31Q (815.469417 sec): 3 clusters Score: Raw -318452.288434 + Penalty 4690.927922 = -313761.360512 nChanged 32 SP:Iteration 32Q (815.594307 sec): 3 clusters Score: Raw -318463.066741 + Penalty 4690.927922 = -313772.138819 nChanged 29 SP:Iteration 33Q (815.712130 sec): 3 clusters Score: Raw -318472.639468 + Penalty 4690.927922 = -313781.711546 nChanged 28 SP:Iteration 34Q (815.836767 sec): 3 clusters Score: Raw -318482.774417 + Penalty 4690.927922 = -313791.846496 nChanged 39 SP:Iteration 35Q (815.950971 sec): 3 clusters Score: Raw -318493.197584 + Penalty 4690.927922 = -313802.269662 nChanged 29 SP:Iteration 36Q (816.053590 sec): 3 clusters Score: Raw -318500.724146 + Penalty 4690.927922 = -313809.796225 nChanged 27 SP:Iteration 37Q (816.207883 sec): 3 clusters Score: Raw -318508.308408 + Penalty 4690.927922 = -313817.380487 nChanged 18 SP:Iteration 38Q (816.347570 sec): 3 clusters Score: Raw -318513.757043 + Penalty 4690.927922 = -313822.829122 nChanged 21 SP:Iteration 39Q (816.464307 sec): 3 clusters Score: Raw -318519.331774 + Penalty 4690.927922 = -313828.403852 nChanged 15 SP:Iteration 40F (816.587189 sec): 3 clusters Score: Raw -318522.826383 + Penalty 4690.927922 = -313831.898461 nChanged 15 SP:Iteration 41Q (816.726113 sec): 3 clusters Score: Raw -318526.907893 + Penalty 4690.927922 = -313835.979971 nChanged 18 SP:Iteration 42Q (816.888840 sec): 3 clusters Score: Raw -318531.654538 + Penalty 4690.927922 = -313840.726616 nChanged 19 SP:Iteration 43Q (817.008279 sec): 3 clusters Score: Raw -318535.724206 + Penalty 4690.927922 = -313844.796284 nChanged 16 SP:Iteration 44Q (817.145674 sec): 3 clusters Score: Raw -318540.443797 + Penalty 4690.927922 = -313849.515875 nChanged 16 SP:Iteration 45Q (817.298208 sec): 3 clusters Score: Raw -318546.220795 + Penalty 4690.927922 = -313855.292873 nChanged 22 SP:Iteration 46Q (817.452449 sec): 3 clusters Score: Raw -318553.945338 + Penalty 4690.927922 = -313863.017416 nChanged 32 SP:Iteration 47Q (817.561050 sec): 3 clusters Score: Raw -318563.666498 + Penalty 4690.927922 = -313872.738576 nChanged 27 SP:Iteration 48Q (817.700937 sec): 3 clusters Score: Raw -318573.165070 + Penalty 4690.927922 = -313882.237148 nChanged 32 SP:Iteration 49Q (817.810768 sec): 3 clusters Score: Raw -318583.956343 + Penalty 4690.927922 = -313893.028421 nChanged 38 SP:Iteration 50Q (817.933322 sec): 3 clusters Score: Raw -318600.771307 + Penalty 4690.927922 = -313909.843385 nChanged 38 SP:Iteration 51Q (818.097325 sec): 3 clusters Score: Raw -318609.022586 + Penalty 4690.927922 = -313918.094664 nChanged 21 SP:Iteration 52Q (818.190896 sec): 3 clusters Score: Raw -318615.026054 + Penalty 4690.927922 = -313924.098132 nChanged 17 SP:Iteration 53Q (818.311421 sec): 3 clusters Score: Raw -318623.480584 + Penalty 4690.927922 = -313932.552662 nChanged 24 SP:Iteration 54Q (818.445229 sec): 3 clusters Score: Raw -318630.378125 + Penalty 4690.927922 = -313939.450203 nChanged 13 SP:Iteration 55Q (818.600064 sec): 3 clusters Score: Raw -318634.167230 + Penalty 4690.927922 = -313943.239308 nChanged 16 SP:Iteration 56Q (818.705758 sec): 3 clusters Score: Raw -318639.802608 + Penalty 4690.927922 = -313948.874686 nChanged 17 SP:Iteration 57Q (818.835510 sec): 3 clusters Score: Raw -318645.795434 + Penalty 4690.927922 = -313954.867512 nChanged 19 SP:Iteration 58Q (818.993243 sec): 3 clusters Score: Raw -318650.694322 + Penalty 4690.927922 = -313959.766400 nChanged 12 SP:Iteration 59Q (819.115144 sec): 3 clusters Score: Raw -318653.131355 + Penalty 4690.927922 = -313962.203433 nChanged 5 SP:Iteration 60F (819.222927 sec): 3 clusters Score: Raw -318653.967000 + Penalty 4690.927922 = -313963.039078 nChanged 3 SP:Iteration 61Q (819.349015 sec): 3 clusters Score: Raw -318654.888735 + Penalty 4690.927922 = -313963.960813 nChanged 6 SP:Iteration 62Q (819.496719 sec): 3 clusters Score: Raw -318656.489782 + Penalty 4690.927922 = -313965.561860 nChanged 5 SP:Iteration 63Q (819.617076 sec): 3 clusters Score: Raw -318657.582021 + Penalty 4690.927922 = -313966.654100 nChanged 3 SP:Iteration 64Q (819.733661 sec): 3 clusters Score: Raw -318658.633622 + Penalty 4690.927922 = -313967.705701 nChanged 2 SP:Iteration 65Q (819.875883 sec): 3 clusters Score: Raw -318659.018514 + Penalty 4690.927922 = -313968.090592 nChanged 0 SP:Iteration 66F (819.993609 sec): 3 clusters Score: Raw -318659.018514 + Penalty 4690.927922 = -313968.090592 nChanged 0 Trying to split cluster 3 (1784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (820.058211 sec): 2 clusters Score: Raw -71935.350194 + Penalty 1976.465915 = -69958.884280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (820.246692 sec): 3 clusters Score: Raw -71362.739384 + Penalty 3952.931829 = -67409.807555 nChanged 533 SP:Iteration 1F (820.330931 sec): 3 clusters Score: Raw -71799.206688 + Penalty 3952.931829 = -67846.274859 nChanged 113 SP:Iteration 2F (820.447743 sec): 3 clusters Score: Raw -71897.377104 + Penalty 3952.931829 = -67944.445275 nChanged 64 SP:Iteration 3Q (820.527824 sec): 3 clusters Score: Raw -71960.547990 + Penalty 3952.931829 = -68007.616161 nChanged 50 SP:Iteration 4Q (820.625138 sec): 3 clusters Score: Raw -72024.965597 + Penalty 3952.931829 = -68072.033768 nChanged 49 SP:Iteration 5Q (820.745023 sec): 3 clusters Score: Raw -72084.457147 + Penalty 3952.931829 = -68131.525318 nChanged 43 SP:Iteration 6Q (820.861702 sec): 3 clusters Score: Raw -72132.032526 + Penalty 3952.931829 = -68179.100697 nChanged 30 SP:Iteration 7Q (820.963292 sec): 3 clusters Score: Raw -72159.242374 + Penalty 3952.931829 = -68206.310545 nChanged 23 SP:Iteration 8Q (821.022394 sec): 3 clusters Score: Raw -72180.504852 + Penalty 3952.931829 = -68227.573022 nChanged 25 SP:Iteration 9Q (821.054334 sec): 3 clusters Score: Raw -72206.335976 + Penalty 3952.931829 = -68253.404146 nChanged 21 SP:Iteration 10Q (821.086857 sec): 3 clusters Score: Raw -72223.759575 + Penalty 3952.931829 = -68270.827745 nChanged 17 SP:Iteration 11Q (821.118616 sec): 3 clusters Score: Raw -72238.883277 + Penalty 3952.931829 = -68285.951448 nChanged 9 SP:Iteration 12Q (821.155532 sec): 3 clusters Score: Raw -72246.982899 + Penalty 3952.931829 = -68294.051070 nChanged 10 SP:Iteration 13Q (821.188373 sec): 3 clusters Score: Raw -72253.211902 + Penalty 3952.931829 = -68300.280072 nChanged 9 SP:Iteration 14Q (821.220201 sec): 3 clusters Score: Raw -72259.750912 + Penalty 3952.931829 = -68306.819083 nChanged 13 SP:Iteration 15Q (821.252031 sec): 3 clusters Score: Raw -72270.721268 + Penalty 3952.931829 = -68317.789438 nChanged 11 SP:Iteration 16Q (821.283963 sec): 3 clusters Score: Raw -72278.631075 + Penalty 3952.931829 = -68325.699245 nChanged 8 SP:Iteration 17Q (821.316109 sec): 3 clusters Score: Raw -72288.045652 + Penalty 3952.931829 = -68335.113823 nChanged 7 SP:Iteration 18Q (821.348130 sec): 3 clusters Score: Raw -72295.381377 + Penalty 3952.931829 = -68342.449547 nChanged 5 SP:Iteration 19Q (821.379941 sec): 3 clusters Score: Raw -72300.342104 + Penalty 3952.931829 = -68347.410275 nChanged 5 SP:Iteration 20F (821.411748 sec): 3 clusters Score: Raw -72303.093451 + Penalty 3952.931829 = -68350.161622 nChanged 2 SP:Iteration 21Q (821.467337 sec): 3 clusters Score: Raw -72304.853315 + Penalty 3952.931829 = -68351.921485 nChanged 1 SP:Iteration 22Q (821.499334 sec): 3 clusters Score: Raw -72305.381895 + Penalty 3952.931829 = -68352.450066 nChanged 1 SP:Iteration 23Q (821.531177 sec): 3 clusters Score: Raw -72305.609755 + Penalty 3952.931829 = -68352.677925 nChanged 0 SP:Iteration 24F (821.563218 sec): 3 clusters Score: Raw -72305.609755 + Penalty 3952.931829 = -68352.677925 nChanged 0 Trying to split cluster 4 (6359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (821.641790 sec): 2 clusters Score: Raw -290369.567513 + Penalty 2312.013373 = -288057.554141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (821.800045 sec): 3 clusters Score: Raw -287198.861574 + Penalty 4624.026745 = -282574.834829 nChanged 2523 SP:Iteration 1F (821.934070 sec): 3 clusters Score: Raw -288853.139144 + Penalty 4624.026745 = -284229.112398 nChanged 598 SP:Iteration 2F (822.049399 sec): 3 clusters Score: Raw -289479.620201 + Penalty 4624.026745 = -284855.593456 nChanged 576 SP:Iteration 3F (822.196294 sec): 3 clusters Score: Raw -290203.636430 + Penalty 4624.026745 = -285579.609685 nChanged 543 SP:Iteration 4F (822.340887 sec): 3 clusters Score: Raw -290827.459657 + Penalty 4624.026745 = -286203.432911 nChanged 412 SP:Iteration 5F (822.463035 sec): 3 clusters Score: Raw -291241.741090 + Penalty 4624.026745 = -286617.714345 nChanged 276 SP:Iteration 6Q (822.618912 sec): 3 clusters Score: Raw -291447.864621 + Penalty 4624.026745 = -286823.837876 nChanged 182 SP:Iteration 7Q (822.757223 sec): 3 clusters Score: Raw -291551.364233 + Penalty 4624.026745 = -286927.337488 nChanged 114 SP:Iteration 8Q (822.898258 sec): 3 clusters Score: Raw -291608.187446 + Penalty 4624.026745 = -286984.160701 nChanged 90 SP:Iteration 9Q (823.004041 sec): 3 clusters Score: Raw -291659.137083 + Penalty 4624.026745 = -287035.110338 nChanged 69 SP:Iteration 10Q (823.131280 sec): 3 clusters Score: Raw -291700.798729 + Penalty 4624.026745 = -287076.771984 nChanged 56 SP:Iteration 11Q (823.267864 sec): 3 clusters Score: Raw -291726.451253 + Penalty 4624.026745 = -287102.424508 nChanged 52 SP:Iteration 12Q (823.371883 sec): 3 clusters Score: Raw -291749.633352 + Penalty 4624.026745 = -287125.606607 nChanged 36 SP:Iteration 13Q (823.480967 sec): 3 clusters Score: Raw -291762.417118 + Penalty 4624.026745 = -287138.390373 nChanged 28 SP:Iteration 14Q (823.608800 sec): 3 clusters Score: Raw -291774.926464 + Penalty 4624.026745 = -287150.899719 nChanged 33 SP:Iteration 15Q (823.738754 sec): 3 clusters Score: Raw -291788.642889 + Penalty 4624.026745 = -287164.616144 nChanged 26 SP:Iteration 16Q (823.866002 sec): 3 clusters Score: Raw -291799.709243 + Penalty 4624.026745 = -287175.682498 nChanged 22 SP:Iteration 17Q (823.966681 sec): 3 clusters Score: Raw -291807.609290 + Penalty 4624.026745 = -287183.582545 nChanged 16 SP:Iteration 18Q (824.098227 sec): 3 clusters Score: Raw -291813.895051 + Penalty 4624.026745 = -287189.868306 nChanged 10 SP:Iteration 19Q (824.218246 sec): 3 clusters Score: Raw -291818.075062 + Penalty 4624.026745 = -287194.048316 nChanged 10 SP:Iteration 20F (824.316419 sec): 3 clusters Score: Raw -291821.474797 + Penalty 4624.026745 = -287197.448052 nChanged 14 SP:Iteration 21Q (824.443341 sec): 3 clusters Score: Raw -291830.463061 + Penalty 4624.026745 = -287206.436316 nChanged 15 SP:Iteration 22Q (824.600185 sec): 3 clusters Score: Raw -291835.994869 + Penalty 4624.026745 = -287211.968124 nChanged 13 SP:Iteration 23Q (824.696641 sec): 3 clusters Score: Raw -291841.015578 + Penalty 4624.026745 = -287216.988833 nChanged 10 SP:Iteration 24Q (824.823708 sec): 3 clusters Score: Raw -291844.286272 + Penalty 4624.026745 = -287220.259527 nChanged 7 SP:Iteration 25Q (824.977186 sec): 3 clusters Score: Raw -291845.545843 + Penalty 4624.026745 = -287221.519098 nChanged 3 SP:Iteration 26Q (825.060608 sec): 3 clusters Score: Raw -291846.928412 + Penalty 4624.026745 = -287222.901667 nChanged 3 SP:Iteration 27Q (825.170968 sec): 3 clusters Score: Raw -291848.171844 + Penalty 4624.026745 = -287224.145098 nChanged 3 SP:Iteration 28Q (825.294806 sec): 3 clusters Score: Raw -291848.975628 + Penalty 4624.026745 = -287224.948883 nChanged 3 SP:Iteration 29Q (825.416659 sec): 3 clusters Score: Raw -291849.856886 + Penalty 4624.026745 = -287225.830141 nChanged 3 SP:Iteration 30Q (825.538079 sec): 3 clusters Score: Raw -291851.074278 + Penalty 4624.026745 = -287227.047533 nChanged 6 SP:Iteration 31Q (825.643619 sec): 3 clusters Score: Raw -291852.999279 + Penalty 4624.026745 = -287228.972534 nChanged 2 SP:Iteration 32Q (825.787726 sec): 3 clusters Score: Raw -291853.815394 + Penalty 4624.026745 = -287229.788649 nChanged 3 SP:Iteration 33Q (825.918373 sec): 3 clusters Score: Raw -291854.492372 + Penalty 4624.026745 = -287230.465627 nChanged 1 SP:Iteration 34Q (826.044828 sec): 3 clusters Score: Raw -291854.648748 + Penalty 4624.026745 = -287230.622002 nChanged 0 SP:Iteration 35F (826.160572 sec): 3 clusters Score: Raw -291854.648748 + Penalty 4624.026745 = -287230.622002 nChanged 0 Trying to split cluster 5 (8278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (826.241345 sec): 2 clusters Score: Raw -424115.098076 + Penalty 2381.638161 = -421733.459914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (826.378912 sec): 3 clusters Score: Raw -419759.628867 + Penalty 4763.276323 = -414996.352544 nChanged 3348 SP:Iteration 1F (826.509277 sec): 3 clusters Score: Raw -421645.824879 + Penalty 4763.276323 = -416882.548556 nChanged 626 SP:Iteration 2F (826.649411 sec): 3 clusters Score: Raw -421972.976637 + Penalty 4763.276323 = -417209.700314 nChanged 448 SP:Iteration 3F (826.752751 sec): 3 clusters Score: Raw -422177.384890 + Penalty 4763.276323 = -417414.108567 nChanged 315 SP:Iteration 4Q (826.891204 sec): 3 clusters Score: Raw -422311.862287 + Penalty 4763.276323 = -417548.585964 nChanged 263 SP:Iteration 5Q (827.020782 sec): 3 clusters Score: Raw -422415.710543 + Penalty 4763.276323 = -417652.434220 nChanged 195 SP:Iteration 6Q (827.141359 sec): 3 clusters Score: Raw -422490.218030 + Penalty 4763.276323 = -417726.941707 nChanged 191 SP:Iteration 7Q (827.289363 sec): 3 clusters Score: Raw -422560.880838 + Penalty 4763.276323 = -417797.604516 nChanged 149 SP:Iteration 8Q (827.398330 sec): 3 clusters Score: Raw -422616.813085 + Penalty 4763.276323 = -417853.536762 nChanged 151 SP:Iteration 9Q (827.552547 sec): 3 clusters Score: Raw -422669.337750 + Penalty 4763.276323 = -417906.061427 nChanged 139 SP:Iteration 10Q (827.693640 sec): 3 clusters Score: Raw -422716.264736 + Penalty 4763.276323 = -417952.988413 nChanged 112 SP:Iteration 11Q (827.817222 sec): 3 clusters Score: Raw -422752.841266 + Penalty 4763.276323 = -417989.564943 nChanged 104 SP:Iteration 12Q (827.972761 sec): 3 clusters Score: Raw -422787.896655 + Penalty 4763.276323 = -418024.620332 nChanged 104 SP:Iteration 13Q (828.116768 sec): 3 clusters Score: Raw -422821.130590 + Penalty 4763.276323 = -418057.854267 nChanged 101 SP:Iteration 14Q (828.242503 sec): 3 clusters Score: Raw -422853.241828 + Penalty 4763.276323 = -418089.965505 nChanged 110 SP:Iteration 15Q (828.384380 sec): 3 clusters Score: Raw -422893.245410 + Penalty 4763.276323 = -418129.969087 nChanged 114 SP:Iteration 16Q (828.547794 sec): 3 clusters Score: Raw -422932.305836 + Penalty 4763.276323 = -418169.029513 nChanged 115 SP:Iteration 17Q (828.679675 sec): 3 clusters Score: Raw -422973.102619 + Penalty 4763.276323 = -418209.826296 nChanged 111 SP:Iteration 18Q (828.830889 sec): 3 clusters Score: Raw -423009.904205 + Penalty 4763.276323 = -418246.627882 nChanged 114 SP:Iteration 19Q (828.956648 sec): 3 clusters Score: Raw -423045.991802 + Penalty 4763.276323 = -418282.715479 nChanged 93 SP:Iteration 20F (829.076823 sec): 3 clusters Score: Raw -423080.810576 + Penalty 4763.276323 = -418317.534253 nChanged 100 SP:Iteration 21Q (829.217358 sec): 3 clusters Score: Raw -423116.182543 + Penalty 4763.276323 = -418352.906220 nChanged 104 SP:Iteration 22Q (829.362775 sec): 3 clusters Score: Raw -423153.061562 + Penalty 4763.276323 = -418389.785239 nChanged 106 SP:Iteration 23Q (829.487665 sec): 3 clusters Score: Raw -423195.598618 + Penalty 4763.276323 = -418432.322295 nChanged 102 SP:Iteration 24Q (829.629284 sec): 3 clusters Score: Raw -423233.233500 + Penalty 4763.276323 = -418469.957177 nChanged 95 SP:Iteration 25Q (829.771791 sec): 3 clusters Score: Raw -423275.157293 + Penalty 4763.276323 = -418511.880970 nChanged 113 SP:Iteration 26Q (829.905795 sec): 3 clusters Score: Raw -423316.476950 + Penalty 4763.276323 = -418553.200627 nChanged 122 SP:Iteration 27Q (830.065334 sec): 3 clusters Score: Raw -423370.847312 + Penalty 4763.276323 = -418607.570989 nChanged 126 SP:Iteration 28Q (830.191198 sec): 3 clusters Score: Raw -423419.893982 + Penalty 4763.276323 = -418656.617659 nChanged 116 SP:Iteration 29Q (830.298353 sec): 3 clusters Score: Raw -423467.636583 + Penalty 4763.276323 = -418704.360260 nChanged 121 SP:Iteration 30Q (830.427376 sec): 3 clusters Score: Raw -423515.800375 + Penalty 4763.276323 = -418752.524052 nChanged 105 SP:Iteration 31Q (830.613460 sec): 3 clusters Score: Raw -423556.788651 + Penalty 4763.276323 = -418793.512328 nChanged 101 SP:Iteration 32Q (830.723738 sec): 3 clusters Score: Raw -423592.765135 + Penalty 4763.276323 = -418829.488812 nChanged 89 SP:Iteration 33Q (830.838135 sec): 3 clusters Score: Raw -423623.257012 + Penalty 4763.276323 = -418859.980689 nChanged 81 SP:Iteration 34Q (830.981303 sec): 3 clusters Score: Raw -423654.993329 + Penalty 4763.276323 = -418891.717006 nChanged 77 SP:Iteration 35Q (831.123445 sec): 3 clusters Score: Raw -423681.823249 + Penalty 4763.276323 = -418918.546926 nChanged 81 SP:Iteration 36Q (831.256663 sec): 3 clusters Score: Raw -423708.246800 + Penalty 4763.276323 = -418944.970477 nChanged 74 SP:Iteration 37Q (831.357024 sec): 3 clusters Score: Raw -423730.001870 + Penalty 4763.276323 = -418966.725547 nChanged 65 SP:Iteration 38Q (831.479507 sec): 3 clusters Score: Raw -423749.110593 + Penalty 4763.276323 = -418985.834270 nChanged 78 SP:Iteration 39Q (831.628684 sec): 3 clusters Score: Raw -423774.608628 + Penalty 4763.276323 = -419011.332305 nChanged 69 SP:Iteration 40F (831.730702 sec): 3 clusters Score: Raw -423799.454812 + Penalty 4763.276323 = -419036.178489 nChanged 63 SP:Iteration 41Q (831.867707 sec): 3 clusters Score: Raw -423820.365623 + Penalty 4763.276323 = -419057.089300 nChanged 58 SP:Iteration 42Q (832.010285 sec): 3 clusters Score: Raw -423838.965195 + Penalty 4763.276323 = -419075.688872 nChanged 56 SP:Iteration 43Q (832.149669 sec): 3 clusters Score: Raw -423858.318251 + Penalty 4763.276323 = -419095.041928 nChanged 58 SP:Iteration 44Q (832.286737 sec): 3 clusters Score: Raw -423878.363932 + Penalty 4763.276323 = -419115.087609 nChanged 68 SP:Iteration 45Q (832.459751 sec): 3 clusters Score: Raw -423906.571851 + Penalty 4763.276323 = -419143.295528 nChanged 63 SP:Iteration 46Q (832.547503 sec): 3 clusters Score: Raw -423931.162140 + Penalty 4763.276323 = -419167.885817 nChanged 53 SP:Iteration 47Q (832.664539 sec): 3 clusters Score: Raw -423950.190553 + Penalty 4763.276323 = -419186.914230 nChanged 42 SP:Iteration 48Q (832.801184 sec): 3 clusters Score: Raw -423963.605226 + Penalty 4763.276323 = -419200.328903 nChanged 41 SP:Iteration 49Q (832.925069 sec): 3 clusters Score: Raw -423979.097336 + Penalty 4763.276323 = -419215.821013 nChanged 41 SP:Iteration 50Q (833.036064 sec): 3 clusters Score: Raw -423993.058550 + Penalty 4763.276323 = -419229.782227 nChanged 36 SP:Iteration 51Q (833.181204 sec): 3 clusters Score: Raw -424006.116185 + Penalty 4763.276323 = -419242.839862 nChanged 41 SP:Iteration 52Q (833.308473 sec): 3 clusters Score: Raw -424022.715042 + Penalty 4763.276323 = -419259.438719 nChanged 44 SP:Iteration 53Q (833.454136 sec): 3 clusters Score: Raw -424039.678811 + Penalty 4763.276323 = -419276.402488 nChanged 36 SP:Iteration 54Q (833.579671 sec): 3 clusters Score: Raw -424052.754466 + Penalty 4763.276323 = -419289.478143 nChanged 44 SP:Iteration 55Q (833.702506 sec): 3 clusters Score: Raw -424067.652264 + Penalty 4763.276323 = -419304.375941 nChanged 46 SP:Iteration 56Q (833.843239 sec): 3 clusters Score: Raw -424082.946417 + Penalty 4763.276323 = -419319.670094 nChanged 39 SP:Iteration 57Q (833.969427 sec): 3 clusters Score: Raw -424097.548124 + Penalty 4763.276323 = -419334.271801 nChanged 39 SP:Iteration 58Q (834.095428 sec): 3 clusters Score: Raw -424113.043494 + Penalty 4763.276323 = -419349.767171 nChanged 39 SP:Iteration 59Q (834.218368 sec): 3 clusters Score: Raw -424129.798877 + Penalty 4763.276323 = -419366.522554 nChanged 37 SP:Iteration 60F (834.382107 sec): 3 clusters Score: Raw -424144.054115 + Penalty 4763.276323 = -419380.777792 nChanged 32 SP:Iteration 61Q (834.497028 sec): 3 clusters Score: Raw -424155.742433 + Penalty 4763.276323 = -419392.466110 nChanged 31 SP:Iteration 62Q (834.647008 sec): 3 clusters Score: Raw -424165.771536 + Penalty 4763.276323 = -419402.495213 nChanged 28 SP:Iteration 63Q (834.747292 sec): 3 clusters Score: Raw -424176.220368 + Penalty 4763.276323 = -419412.944045 nChanged 39 SP:Iteration 64Q (834.858769 sec): 3 clusters Score: Raw -424190.587080 + Penalty 4763.276323 = -419427.310757 nChanged 29 SP:Iteration 65Q (834.971054 sec): 3 clusters Score: Raw -424201.143901 + Penalty 4763.276323 = -419437.867578 nChanged 29 SP:Iteration 66Q (835.095403 sec): 3 clusters Score: Raw -424213.451039 + Penalty 4763.276323 = -419450.174716 nChanged 37 SP:Iteration 67Q (835.204095 sec): 3 clusters Score: Raw -424231.962518 + Penalty 4763.276323 = -419468.686195 nChanged 40 SP:Iteration 68Q (835.305909 sec): 3 clusters Score: Raw -424249.714755 + Penalty 4763.276323 = -419486.438432 nChanged 34 SP:Iteration 69Q (835.412511 sec): 3 clusters Score: Raw -424262.518083 + Penalty 4763.276323 = -419499.241760 nChanged 29 SP:Iteration 70Q (835.530201 sec): 3 clusters Score: Raw -424272.195633 + Penalty 4763.276323 = -419508.919310 nChanged 27 SP:Iteration 71Q (835.630607 sec): 3 clusters Score: Raw -424282.004953 + Penalty 4763.276323 = -419518.728630 nChanged 27 SP:Iteration 72Q (835.762949 sec): 3 clusters Score: Raw -424292.345391 + Penalty 4763.276323 = -419529.069068 nChanged 30 SP:Iteration 73Q (835.907167 sec): 3 clusters Score: Raw -424301.518852 + Penalty 4763.276323 = -419538.242529 nChanged 19 SP:Iteration 74Q (836.032910 sec): 3 clusters Score: Raw -424307.920213 + Penalty 4763.276323 = -419544.643891 nChanged 16 SP:Iteration 75Q (836.145807 sec): 3 clusters Score: Raw -424313.264599 + Penalty 4763.276323 = -419549.988276 nChanged 16 SP:Iteration 76Q (836.266441 sec): 3 clusters Score: Raw -424318.910234 + Penalty 4763.276323 = -419555.633911 nChanged 14 SP:Iteration 77Q (836.407887 sec): 3 clusters Score: Raw -424325.292423 + Penalty 4763.276323 = -419562.016100 nChanged 16 SP:Iteration 78Q (836.535079 sec): 3 clusters Score: Raw -424332.043617 + Penalty 4763.276323 = -419568.767294 nChanged 15 SP:Iteration 79Q (836.670096 sec): 3 clusters Score: Raw -424338.082540 + Penalty 4763.276323 = -419574.806217 nChanged 7 SP:Iteration 80F (836.791481 sec): 3 clusters Score: Raw -424340.475206 + Penalty 4763.276323 = -419577.198883 nChanged 3 SP:Iteration 81Q (836.932561 sec): 3 clusters Score: Raw -424341.841955 + Penalty 4763.276323 = -419578.565632 nChanged 5 SP:Iteration 82Q (837.095023 sec): 3 clusters Score: Raw -424342.903297 + Penalty 4763.276323 = -419579.626974 nChanged 6 SP:Iteration 83Q (837.222865 sec): 3 clusters Score: Raw -424344.825709 + Penalty 4763.276323 = -419581.549386 nChanged 6 SP:Iteration 84Q (837.355778 sec): 3 clusters Score: Raw -424346.618489 + Penalty 4763.276323 = -419583.342166 nChanged 3 SP:Iteration 85Q (837.454887 sec): 3 clusters Score: Raw -424347.917168 + Penalty 4763.276323 = -419584.640845 nChanged 9 SP:Iteration 86Q (837.596830 sec): 3 clusters Score: Raw -424351.197360 + Penalty 4763.276323 = -419587.921037 nChanged 11 SP:Iteration 87Q (837.703385 sec): 3 clusters Score: Raw -424356.299677 + Penalty 4763.276323 = -419593.023354 nChanged 7 SP:Iteration 88Q (837.782014 sec): 3 clusters Score: Raw -424359.245222 + Penalty 4763.276323 = -419595.968900 nChanged 9 SP:Iteration 89Q (837.914163 sec): 3 clusters Score: Raw -424363.605123 + Penalty 4763.276323 = -419600.328800 nChanged 11 SP:Iteration 90Q (838.072581 sec): 3 clusters Score: Raw -424368.116023 + Penalty 4763.276323 = -419604.839700 nChanged 12 SP:Iteration 91Q (838.207511 sec): 3 clusters Score: Raw -424371.540327 + Penalty 4763.276323 = -419608.264004 nChanged 11 SP:Iteration 92Q (838.314276 sec): 3 clusters Score: Raw -424374.980851 + Penalty 4763.276323 = -419611.704528 nChanged 6 SP:Iteration 93Q (838.404484 sec): 3 clusters Score: Raw -424377.576250 + Penalty 4763.276323 = -419614.299927 nChanged 7 SP:Iteration 94Q (838.556472 sec): 3 clusters Score: Raw -424379.920637 + Penalty 4763.276323 = -419616.644314 nChanged 2 SP:Iteration 95Q (838.704994 sec): 3 clusters Score: Raw -424380.271348 + Penalty 4763.276323 = -419616.995025 nChanged 2 SP:Iteration 96Q (838.831731 sec): 3 clusters Score: Raw -424380.699989 + Penalty 4763.276323 = -419617.423666 nChanged 2 SP:Iteration 97Q (838.954746 sec): 3 clusters Score: Raw -424380.990256 + Penalty 4763.276323 = -419617.713933 nChanged 1 SP:Iteration 98Q (839.067572 sec): 3 clusters Score: Raw -424381.094110 + Penalty 4763.276323 = -419617.817787 nChanged 0 SP:Iteration 99F (839.173920 sec): 3 clusters Score: Raw -424381.094110 + Penalty 4763.276323 = -419617.817787 nChanged 0 Trying to split cluster 6 (32388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (839.366808 sec): 2 clusters Score: Raw -1497892.307897 + Penalty 2741.783421 = -1495150.524476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (839.586052 sec): 3 clusters Score: Raw -1478588.599828 + Penalty 5483.566843 = -1473105.032985 nChanged 14451 SP:Iteration 1F (839.804332 sec): 3 clusters Score: Raw -1486624.372149 + Penalty 5483.566843 = -1481140.805306 nChanged 1846 SP:Iteration 2F (840.000874 sec): 3 clusters Score: Raw -1487375.951208 + Penalty 5483.566843 = -1481892.384365 nChanged 1704 SP:Iteration 3F (840.199421 sec): 3 clusters Score: Raw -1488095.000411 + Penalty 5483.566843 = -1482611.433568 nChanged 1623 SP:Iteration 4F (840.424714 sec): 3 clusters Score: Raw -1488838.883828 + Penalty 5483.566843 = -1483355.316986 nChanged 1657 SP:Iteration 5F (840.618517 sec): 3 clusters Score: Raw -1489559.892613 + Penalty 5483.566843 = -1484076.325770 nChanged 1502 SP:Iteration 6Q (840.832758 sec): 3 clusters Score: Raw -1490197.621856 + Penalty 5483.566843 = -1484714.055013 nChanged 1351 SP:Iteration 7Q (841.059421 sec): 3 clusters Score: Raw -1490810.941885 + Penalty 5483.566843 = -1485327.375042 nChanged 1330 SP:Iteration 8Q (841.273830 sec): 3 clusters Score: Raw -1491451.532858 + Penalty 5483.566843 = -1485967.966016 nChanged 1272 SP:Iteration 9Q (841.471988 sec): 3 clusters Score: Raw -1492126.392458 + Penalty 5483.566843 = -1486642.825615 nChanged 1233 SP:Iteration 10Q (841.689254 sec): 3 clusters Score: Raw -1492865.260340 + Penalty 5483.566843 = -1487381.693498 nChanged 1191 SP:Iteration 11Q (841.901845 sec): 3 clusters Score: Raw -1493577.068106 + Penalty 5483.566843 = -1488093.501263 nChanged 1048 SP:Iteration 12Q (842.128383 sec): 3 clusters Score: Raw -1494102.569995 + Penalty 5483.566843 = -1488619.003153 nChanged 858 SP:Iteration 13Q (842.326853 sec): 3 clusters Score: Raw -1494459.468062 + Penalty 5483.566843 = -1488975.901219 nChanged 664 SP:Iteration 14Q (842.545635 sec): 3 clusters Score: Raw -1494690.235464 + Penalty 5483.566843 = -1489206.668621 nChanged 497 SP:Iteration 15Q (842.725440 sec): 3 clusters Score: Raw -1494857.792762 + Penalty 5483.566843 = -1489374.225919 nChanged 409 SP:Iteration 16Q (842.905760 sec): 3 clusters Score: Raw -1494990.877423 + Penalty 5483.566843 = -1489507.310580 nChanged 405 SP:Iteration 17Q (843.114550 sec): 3 clusters Score: Raw -1495111.345820 + Penalty 5483.566843 = -1489627.778978 nChanged 377 SP:Iteration 18Q (843.320145 sec): 3 clusters Score: Raw -1495214.099945 + Penalty 5483.566843 = -1489730.533102 nChanged 355 SP:Iteration 19Q (843.527600 sec): 3 clusters Score: Raw -1495308.971292 + Penalty 5483.566843 = -1489825.404450 nChanged 365 SP:Iteration 20F (843.730662 sec): 3 clusters Score: Raw -1495406.567218 + Penalty 5483.566843 = -1489923.000375 nChanged 359 SP:Iteration 21Q (843.967956 sec): 3 clusters Score: Raw -1495506.425192 + Penalty 5483.566843 = -1490022.858349 nChanged 343 SP:Iteration 22Q (844.181018 sec): 3 clusters Score: Raw -1495603.547026 + Penalty 5483.566843 = -1490119.980184 nChanged 323 SP:Iteration 23Q (844.410119 sec): 3 clusters Score: Raw -1495700.491751 + Penalty 5483.566843 = -1490216.924908 nChanged 339 SP:Iteration 24Q (844.611138 sec): 3 clusters Score: Raw -1495803.044317 + Penalty 5483.566843 = -1490319.477474 nChanged 313 SP:Iteration 25Q (844.844790 sec): 3 clusters Score: Raw -1495893.408576 + Penalty 5483.566843 = -1490409.841733 nChanged 340 SP:Iteration 26Q (845.070355 sec): 3 clusters Score: Raw -1495995.733529 + Penalty 5483.566843 = -1490512.166687 nChanged 315 SP:Iteration 27Q (845.258623 sec): 3 clusters Score: Raw -1496087.866143 + Penalty 5483.566843 = -1490604.299300 nChanged 280 SP:Iteration 28Q (845.488940 sec): 3 clusters Score: Raw -1496168.255012 + Penalty 5483.566843 = -1490684.688169 nChanged 274 SP:Iteration 29Q (845.679785 sec): 3 clusters Score: Raw -1496249.414098 + Penalty 5483.566843 = -1490765.847255 nChanged 289 SP:Iteration 30Q (845.860601 sec): 3 clusters Score: Raw -1496339.835271 + Penalty 5483.566843 = -1490856.268428 nChanged 285 SP:Iteration 31Q (846.074906 sec): 3 clusters Score: Raw -1496430.479243 + Penalty 5483.566843 = -1490946.912400 nChanged 284 SP:Iteration 32Q (846.280987 sec): 3 clusters Score: Raw -1496518.618314 + Penalty 5483.566843 = -1491035.051471 nChanged 272 SP:Iteration 33Q (846.495579 sec): 3 clusters Score: Raw -1496602.956681 + Penalty 5483.566843 = -1491119.389839 nChanged 262 SP:Iteration 34Q (846.670160 sec): 3 clusters Score: Raw -1496695.637859 + Penalty 5483.566843 = -1491212.071016 nChanged 289 SP:Iteration 35Q (846.793230 sec): 3 clusters Score: Raw -1496797.394893 + Penalty 5483.566843 = -1491313.828050 nChanged 253 SP:Iteration 36Q (846.958868 sec): 3 clusters Score: Raw -1496889.543601 + Penalty 5483.566843 = -1491405.976759 nChanged 249 SP:Iteration 37Q (847.140800 sec): 3 clusters Score: Raw -1496984.845402 + Penalty 5483.566843 = -1491501.278559 nChanged 250 SP:Iteration 38Q (847.344140 sec): 3 clusters Score: Raw -1497082.686309 + Penalty 5483.566843 = -1491599.119466 nChanged 246 SP:Iteration 39Q (847.557445 sec): 3 clusters Score: Raw -1497178.264972 + Penalty 5483.566843 = -1491694.698129 nChanged 216 SP:Iteration 40F (847.773268 sec): 3 clusters Score: Raw -1497266.697237 + Penalty 5483.566843 = -1491783.130394 nChanged 213 SP:Iteration 41Q (847.996337 sec): 3 clusters Score: Raw -1497348.675877 + Penalty 5483.566843 = -1491865.109034 nChanged 182 SP:Iteration 42Q (848.223145 sec): 3 clusters Score: Raw -1497411.834815 + Penalty 5483.566843 = -1491928.267973 nChanged 166 SP:Iteration 43Q (848.446112 sec): 3 clusters Score: Raw -1497474.162616 + Penalty 5483.566843 = -1491990.595773 nChanged 147 SP:Iteration 44Q (848.651859 sec): 3 clusters Score: Raw -1497533.864055 + Penalty 5483.566843 = -1492050.297212 nChanged 134 SP:Iteration 45Q (848.806876 sec): 3 clusters Score: Raw -1497597.445400 + Penalty 5483.566843 = -1492113.878557 nChanged 153 SP:Iteration 46Q (848.963980 sec): 3 clusters Score: Raw -1497683.669704 + Penalty 5483.566843 = -1492200.102861 nChanged 151 SP:Iteration 47Q (849.172372 sec): 3 clusters Score: Raw -1497755.703817 + Penalty 5483.566843 = -1492272.136974 nChanged 119 SP:Iteration 48Q (849.389968 sec): 3 clusters Score: Raw -1497818.390807 + Penalty 5483.566843 = -1492334.823964 nChanged 127 SP:Iteration 49Q (849.632485 sec): 3 clusters Score: Raw -1497884.215142 + Penalty 5483.566843 = -1492400.648300 nChanged 117 SP:Iteration 50Q (849.822990 sec): 3 clusters Score: Raw -1497952.297621 + Penalty 5483.566843 = -1492468.730779 nChanged 98 SP:Iteration 51Q (850.004635 sec): 3 clusters Score: Raw -1498007.896296 + Penalty 5483.566843 = -1492524.329453 nChanged 81 SP:Iteration 52Q (850.203734 sec): 3 clusters Score: Raw -1498048.979640 + Penalty 5483.566843 = -1492565.412797 nChanged 76 SP:Iteration 53Q (850.387120 sec): 3 clusters Score: Raw -1498090.887127 + Penalty 5483.566843 = -1492607.320284 nChanged 74 SP:Iteration 54Q (850.584559 sec): 3 clusters Score: Raw -1498129.672515 + Penalty 5483.566843 = -1492646.105673 nChanged 60 SP:Iteration 55Q (850.763114 sec): 3 clusters Score: Raw -1498167.006764 + Penalty 5483.566843 = -1492683.439921 nChanged 56 SP:Iteration 56Q (850.991673 sec): 3 clusters Score: Raw -1498206.953875 + Penalty 5483.566843 = -1492723.387032 nChanged 47 SP:Iteration 57Q (851.181239 sec): 3 clusters Score: Raw -1498232.844537 + Penalty 5483.566843 = -1492749.277694 nChanged 31 SP:Iteration 58Q (851.399190 sec): 3 clusters Score: Raw -1498251.380456 + Penalty 5483.566843 = -1492767.813614 nChanged 24 SP:Iteration 59Q (851.609831 sec): 3 clusters Score: Raw -1498265.247220 + Penalty 5483.566843 = -1492781.680377 nChanged 23 SP:Iteration 60F (851.809431 sec): 3 clusters Score: Raw -1498277.360238 + Penalty 5483.566843 = -1492793.793395 nChanged 17 SP:Iteration 61Q (852.010065 sec): 3 clusters Score: Raw -1498288.209498 + Penalty 5483.566843 = -1492804.642655 nChanged 16 SP:Iteration 62Q (852.186906 sec): 3 clusters Score: Raw -1498296.320412 + Penalty 5483.566843 = -1492812.753569 nChanged 8 SP:Iteration 63Q (852.370077 sec): 3 clusters Score: Raw -1498301.666139 + Penalty 5483.566843 = -1492818.099297 nChanged 10 SP:Iteration 64Q (852.611876 sec): 3 clusters Score: Raw -1498306.731486 + Penalty 5483.566843 = -1492823.164643 nChanged 6 SP:Iteration 65Q (852.809270 sec): 3 clusters Score: Raw -1498310.906909 + Penalty 5483.566843 = -1492827.340066 nChanged 6 SP:Iteration 66Q (853.045700 sec): 3 clusters Score: Raw -1498314.603696 + Penalty 5483.566843 = -1492831.036853 nChanged 4 SP:Iteration 67Q (853.244288 sec): 3 clusters Score: Raw -1498317.745405 + Penalty 5483.566843 = -1492834.178562 nChanged 5 SP:Iteration 68Q (853.415932 sec): 3 clusters Score: Raw -1498320.162044 + Penalty 5483.566843 = -1492836.595201 nChanged 2 SP:Iteration 69Q (853.610239 sec): 3 clusters Score: Raw -1498320.892801 + Penalty 5483.566843 = -1492837.325958 nChanged 2 SP:Iteration 70Q (853.808495 sec): 3 clusters Score: Raw -1498321.910408 + Penalty 5483.566843 = -1492838.343565 nChanged 0 SP:Iteration 71F (853.964840 sec): 3 clusters Score: Raw -1498321.910408 + Penalty 5483.566843 = -1492838.343565 nChanged 0 Iteration 139Q (854.759523 sec): 7 clusters Score: Raw -2935797.961285 + Penalty 17588.178590 = -2918209.782696 nChanged 25 Iteration 140F (855.540250 sec): 7 clusters Score: Raw -2935801.383709 + Penalty 17588.178590 = -2918213.205119 nChanged 16 Iteration 141Q (856.232966 sec): 7 clusters Score: Raw -2935803.156691 + Penalty 17588.178590 = -2918214.978102 nChanged 21 Iteration 142Q (857.019162 sec): 7 clusters Score: Raw -2935804.857821 + Penalty 17588.178590 = -2918216.679232 nChanged 16 Iteration 143Q (857.738937 sec): 7 clusters Score: Raw -2935806.196346 + Penalty 17588.178590 = -2918218.017756 nChanged 16 Iteration 144Q (858.491081 sec): 7 clusters Score: Raw -2935807.292908 + Penalty 17588.178590 = -2918219.114319 nChanged 19 Iteration 145Q (859.153495 sec): 7 clusters Score: Raw -2935808.773167 + Penalty 17588.178590 = -2918220.594577 nChanged 18 Iteration 146Q (859.857479 sec): 7 clusters Score: Raw -2935809.783174 + Penalty 17588.178590 = -2918221.604585 nChanged 14 Iteration 147Q (860.397936 sec): 7 clusters Score: Raw -2935810.660500 + Penalty 17588.178590 = -2918222.481911 nChanged 12 Iteration 148Q (861.024679 sec): 7 clusters Score: Raw -2935811.718785 + Penalty 17588.178590 = -2918223.540196 nChanged 8 Iteration 149Q (861.614569 sec): 7 clusters Score: Raw -2935812.403064 + Penalty 17588.178590 = -2918224.224475 nChanged 9 Iteration 150Q (862.152767 sec): 7 clusters Score: Raw -2935813.649504 + Penalty 17588.178590 = -2918225.470914 nChanged 10 Iteration 151Q (862.798723 sec): 7 clusters Score: Raw -2935815.099911 + Penalty 17588.178590 = -2918226.921322 nChanged 15 Iteration 152Q (863.392836 sec): 7 clusters Score: Raw -2935816.945577 + Penalty 17588.178590 = -2918228.766987 nChanged 20 Iteration 153Q (864.034776 sec): 7 clusters Score: Raw -2935818.395187 + Penalty 17588.178590 = -2918230.216598 nChanged 9 Iteration 154Q (864.569632 sec): 7 clusters Score: Raw -2935819.080506 + Penalty 17588.178590 = -2918230.901916 nChanged 8 Iteration 155Q (865.280058 sec): 7 clusters Score: Raw -2935819.787643 + Penalty 17588.178590 = -2918231.609053 nChanged 8 Iteration 156Q (865.872475 sec): 7 clusters Score: Raw -2935820.419356 + Penalty 17588.178590 = -2918232.240766 nChanged 4 Iteration 157Q (866.401045 sec): 7 clusters Score: Raw -2935821.248996 + Penalty 17588.178590 = -2918233.070407 nChanged 9 Iteration 158Q (866.843474 sec): 7 clusters Score: Raw -2935822.004942 + Penalty 17588.178590 = -2918233.826352 nChanged 4 Iteration 159Q (867.509752 sec): 7 clusters Score: Raw -2935822.185739 + Penalty 17588.178590 = -2918234.007150 nChanged 3 Iteration 160F (868.185512 sec): 7 clusters Score: Raw -2935822.361816 + Penalty 17588.178590 = -2918234.183227 nChanged 3 Iteration 161Q (868.810834 sec): 7 clusters Score: Raw -2935822.500987 + Penalty 17588.178590 = -2918234.322397 nChanged 1 Iteration 162Q (869.335922 sec): 7 clusters Score: Raw -2935822.552936 + Penalty 17588.178590 = -2918234.374346 nChanged 2 Iteration 163Q (869.889671 sec): 7 clusters Score: Raw -2935822.621302 + Penalty 17588.178590 = -2918234.442713 nChanged 2 Iteration 164Q (870.596165 sec): 7 clusters Score: Raw -2935822.757687 + Penalty 17588.178590 = -2918234.579098 nChanged 3 Iteration 165Q (871.146620 sec): 7 clusters Score: Raw -2935822.925240 + Penalty 17588.178590 = -2918234.746651 nChanged 2 Iteration 166Q (871.795359 sec): 7 clusters Score: Raw -2935822.988237 + Penalty 17588.178590 = -2918234.809648 nChanged 1 Iteration 167Q (872.322092 sec): 7 clusters Score: Raw -2935823.028870 + Penalty 17588.178590 = -2918234.850281 nChanged 0 Iteration 168F (872.981773 sec): 7 clusters Score: Raw -2935823.028870 + Penalty 17588.178590 = -2918234.850281 nChanged 0 Compute initial score before splitting: Score: Raw -2935823.028870 + Penalty 17588.178590 = -2918234.850281 Trying to split cluster 1 (10267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (873.115700 sec): 2 clusters Score: Raw -425657.041911 + Penalty 2438.486199 = -423218.555712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (873.220085 sec): 3 clusters Score: Raw -420188.373144 + Penalty 4876.972398 = -415311.400746 nChanged 4211 SP:Iteration 1F (873.343829 sec): 3 clusters Score: Raw -422476.128949 + Penalty 4876.972398 = -417599.156551 nChanged 703 SP:Iteration 2F (873.438527 sec): 3 clusters Score: Raw -422854.539999 + Penalty 4876.972398 = -417977.567601 nChanged 529 SP:Iteration 3F (873.567154 sec): 3 clusters Score: Raw -423115.349504 + Penalty 4876.972398 = -418238.377106 nChanged 457 SP:Iteration 4Q (873.700092 sec): 3 clusters Score: Raw -423335.187549 + Penalty 4876.972398 = -418458.215151 nChanged 379 SP:Iteration 5Q (873.835096 sec): 3 clusters Score: Raw -423505.325682 + Penalty 4876.972398 = -418628.353284 nChanged 348 SP:Iteration 6Q (873.972022 sec): 3 clusters Score: Raw -423657.777742 + Penalty 4876.972398 = -418780.805344 nChanged 343 SP:Iteration 7Q (874.083224 sec): 3 clusters Score: Raw -423802.267982 + Penalty 4876.972398 = -418925.295584 nChanged 301 SP:Iteration 8Q (874.193414 sec): 3 clusters Score: Raw -423940.372090 + Penalty 4876.972398 = -419063.399692 nChanged 310 SP:Iteration 9Q (874.322140 sec): 3 clusters Score: Raw -424080.500300 + Penalty 4876.972398 = -419203.527902 nChanged 287 SP:Iteration 10Q (874.459214 sec): 3 clusters Score: Raw -424211.948859 + Penalty 4876.972398 = -419334.976461 nChanged 273 SP:Iteration 11Q (874.585325 sec): 3 clusters Score: Raw -424333.442030 + Penalty 4876.972398 = -419456.469632 nChanged 240 SP:Iteration 12Q (874.693084 sec): 3 clusters Score: Raw -424433.347222 + Penalty 4876.972398 = -419556.374824 nChanged 248 SP:Iteration 13Q (874.817292 sec): 3 clusters Score: Raw -424532.696620 + Penalty 4876.972398 = -419655.724223 nChanged 241 SP:Iteration 14Q (874.934460 sec): 3 clusters Score: Raw -424645.743183 + Penalty 4876.972398 = -419768.770785 nChanged 289 SP:Iteration 15Q (875.060383 sec): 3 clusters Score: Raw -424762.010161 + Penalty 4876.972398 = -419885.037764 nChanged 251 SP:Iteration 16Q (875.178432 sec): 3 clusters Score: Raw -424862.188965 + Penalty 4876.972398 = -419985.216567 nChanged 233 SP:Iteration 17Q (875.282409 sec): 3 clusters Score: Raw -424950.018591 + Penalty 4876.972398 = -420073.046193 nChanged 199 SP:Iteration 18Q (875.382067 sec): 3 clusters Score: Raw -425020.805542 + Penalty 4876.972398 = -420143.833144 nChanged 167 SP:Iteration 19Q (875.523692 sec): 3 clusters Score: Raw -425077.284954 + Penalty 4876.972398 = -420200.312556 nChanged 157 SP:Iteration 20F (875.644346 sec): 3 clusters Score: Raw -425130.899780 + Penalty 4876.972398 = -420253.927383 nChanged 149 SP:Iteration 21Q (875.788590 sec): 3 clusters Score: Raw -425181.162845 + Penalty 4876.972398 = -420304.190447 nChanged 153 SP:Iteration 22Q (875.915734 sec): 3 clusters Score: Raw -425235.435910 + Penalty 4876.972398 = -420358.463512 nChanged 150 SP:Iteration 23Q (876.069244 sec): 3 clusters Score: Raw -425292.742087 + Penalty 4876.972398 = -420415.769690 nChanged 156 SP:Iteration 24Q (876.194924 sec): 3 clusters Score: Raw -425349.356480 + Penalty 4876.972398 = -420472.384082 nChanged 129 SP:Iteration 25Q (876.345783 sec): 3 clusters Score: Raw -425394.374949 + Penalty 4876.972398 = -420517.402552 nChanged 122 SP:Iteration 26Q (876.460675 sec): 3 clusters Score: Raw -425435.433071 + Penalty 4876.972398 = -420558.460673 nChanged 112 SP:Iteration 27Q (876.588440 sec): 3 clusters Score: Raw -425475.807901 + Penalty 4876.972398 = -420598.835504 nChanged 92 SP:Iteration 28Q (876.710839 sec): 3 clusters Score: Raw -425508.873061 + Penalty 4876.972398 = -420631.900663 nChanged 96 SP:Iteration 29Q (876.830010 sec): 3 clusters Score: Raw -425540.893867 + Penalty 4876.972398 = -420663.921469 nChanged 81 SP:Iteration 30Q (876.937990 sec): 3 clusters Score: Raw -425568.407654 + Penalty 4876.972398 = -420691.435257 nChanged 96 SP:Iteration 31Q (877.049907 sec): 3 clusters Score: Raw -425598.809098 + Penalty 4876.972398 = -420721.836701 nChanged 84 SP:Iteration 32Q (877.237944 sec): 3 clusters Score: Raw -425624.623988 + Penalty 4876.972398 = -420747.651590 nChanged 75 SP:Iteration 33Q (877.330352 sec): 3 clusters Score: Raw -425651.787427 + Penalty 4876.972398 = -420774.815029 nChanged 78 SP:Iteration 34Q (877.453361 sec): 3 clusters Score: Raw -425680.827947 + Penalty 4876.972398 = -420803.855549 nChanged 79 SP:Iteration 35Q (877.577836 sec): 3 clusters Score: Raw -425713.570970 + Penalty 4876.972398 = -420836.598572 nChanged 80 SP:Iteration 36Q (877.700519 sec): 3 clusters Score: Raw -425738.577043 + Penalty 4876.972398 = -420861.604645 nChanged 72 SP:Iteration 37Q (877.816133 sec): 3 clusters Score: Raw -425761.134593 + Penalty 4876.972398 = -420884.162196 nChanged 64 SP:Iteration 38Q (877.972507 sec): 3 clusters Score: Raw -425778.075317 + Penalty 4876.972398 = -420901.102919 nChanged 48 SP:Iteration 39Q (878.098934 sec): 3 clusters Score: Raw -425789.874402 + Penalty 4876.972398 = -420912.902004 nChanged 48 SP:Iteration 40F (878.237685 sec): 3 clusters Score: Raw -425799.005267 + Penalty 4876.972398 = -420922.032869 nChanged 38 SP:Iteration 41Q (878.362467 sec): 3 clusters Score: Raw -425807.023333 + Penalty 4876.972398 = -420930.050935 nChanged 38 SP:Iteration 42Q (878.420643 sec): 3 clusters Score: Raw -425816.993898 + Penalty 4876.972398 = -420940.021500 nChanged 39 SP:Iteration 43Q (878.577720 sec): 3 clusters Score: Raw -425826.291622 + Penalty 4876.972398 = -420949.319224 nChanged 37 SP:Iteration 44Q (878.667542 sec): 3 clusters Score: Raw -425834.958510 + Penalty 4876.972398 = -420957.986112 nChanged 35 SP:Iteration 45Q (878.849991 sec): 3 clusters Score: Raw -425842.558249 + Penalty 4876.972398 = -420965.585852 nChanged 38 SP:Iteration 46Q (879.000025 sec): 3 clusters Score: Raw -425851.661248 + Penalty 4876.972398 = -420974.688850 nChanged 47 SP:Iteration 47Q (879.150051 sec): 3 clusters Score: Raw -425863.943226 + Penalty 4876.972398 = -420986.970828 nChanged 41 SP:Iteration 48Q (879.293051 sec): 3 clusters Score: Raw -425875.036500 + Penalty 4876.972398 = -420998.064102 nChanged 43 SP:Iteration 49Q (879.406559 sec): 3 clusters Score: Raw -425886.385774 + Penalty 4876.972398 = -421009.413376 nChanged 42 SP:Iteration 50Q (879.535921 sec): 3 clusters Score: Raw -425903.283582 + Penalty 4876.972398 = -421026.311185 nChanged 49 SP:Iteration 51Q (879.679772 sec): 3 clusters Score: Raw -425919.611639 + Penalty 4876.972398 = -421042.639241 nChanged 43 SP:Iteration 52Q (879.777512 sec): 3 clusters Score: Raw -425931.114002 + Penalty 4876.972398 = -421054.141604 nChanged 37 SP:Iteration 53Q (879.907423 sec): 3 clusters Score: Raw -425940.746666 + Penalty 4876.972398 = -421063.774269 nChanged 26 SP:Iteration 54Q (880.052007 sec): 3 clusters Score: Raw -425947.072651 + Penalty 4876.972398 = -421070.100253 nChanged 18 SP:Iteration 55Q (880.224460 sec): 3 clusters Score: Raw -425951.162075 + Penalty 4876.972398 = -421074.189678 nChanged 20 SP:Iteration 56Q (880.346318 sec): 3 clusters Score: Raw -425954.902288 + Penalty 4876.972398 = -421077.929890 nChanged 18 SP:Iteration 57Q (880.490518 sec): 3 clusters Score: Raw -425958.703174 + Penalty 4876.972398 = -421081.730776 nChanged 22 SP:Iteration 58Q (880.653014 sec): 3 clusters Score: Raw -425963.098864 + Penalty 4876.972398 = -421086.126467 nChanged 19 SP:Iteration 59Q (880.772077 sec): 3 clusters Score: Raw -425966.921581 + Penalty 4876.972398 = -421089.949184 nChanged 22 SP:Iteration 60F (880.906756 sec): 3 clusters Score: Raw -425971.720616 + Penalty 4876.972398 = -421094.748218 nChanged 15 SP:Iteration 61Q (881.026282 sec): 3 clusters Score: Raw -425973.678305 + Penalty 4876.972398 = -421096.705908 nChanged 9 SP:Iteration 62Q (881.151794 sec): 3 clusters Score: Raw -425975.497223 + Penalty 4876.972398 = -421098.524825 nChanged 13 SP:Iteration 63Q (881.274818 sec): 3 clusters Score: Raw -425977.647045 + Penalty 4876.972398 = -421100.674648 nChanged 14 SP:Iteration 64Q (881.427139 sec): 3 clusters Score: Raw -425979.944168 + Penalty 4876.972398 = -421102.971770 nChanged 6 SP:Iteration 65Q (881.553586 sec): 3 clusters Score: Raw -425981.139757 + Penalty 4876.972398 = -421104.167360 nChanged 6 SP:Iteration 66Q (881.666357 sec): 3 clusters Score: Raw -425982.189885 + Penalty 4876.972398 = -421105.217487 nChanged 9 SP:Iteration 67Q (881.797802 sec): 3 clusters Score: Raw -425984.510367 + Penalty 4876.972398 = -421107.537969 nChanged 8 SP:Iteration 68Q (881.906213 sec): 3 clusters Score: Raw -425986.954154 + Penalty 4876.972398 = -421109.981756 nChanged 11 SP:Iteration 69Q (881.962534 sec): 3 clusters Score: Raw -425988.950449 + Penalty 4876.972398 = -421111.978051 nChanged 5 SP:Iteration 70Q (882.122075 sec): 3 clusters Score: Raw -425990.273569 + Penalty 4876.972398 = -421113.301171 nChanged 12 SP:Iteration 71Q (882.265337 sec): 3 clusters Score: Raw -425992.619395 + Penalty 4876.972398 = -421115.646997 nChanged 10 SP:Iteration 72Q (882.403415 sec): 3 clusters Score: Raw -425994.683585 + Penalty 4876.972398 = -421117.711187 nChanged 9 SP:Iteration 73Q (882.537414 sec): 3 clusters Score: Raw -425996.158998 + Penalty 4876.972398 = -421119.186600 nChanged 9 SP:Iteration 74Q (882.698239 sec): 3 clusters Score: Raw -425998.054039 + Penalty 4876.972398 = -421121.081641 nChanged 11 SP:Iteration 75Q (882.866409 sec): 3 clusters Score: Raw -425999.801476 + Penalty 4876.972398 = -421122.829078 nChanged 6 SP:Iteration 76Q (882.980264 sec): 3 clusters Score: Raw -426000.810370 + Penalty 4876.972398 = -421123.837972 nChanged 11 SP:Iteration 77Q (883.134731 sec): 3 clusters Score: Raw -426002.771186 + Penalty 4876.972398 = -421125.798788 nChanged 6 SP:Iteration 78Q (883.266698 sec): 3 clusters Score: Raw -426003.529952 + Penalty 4876.972398 = -421126.557555 nChanged 4 SP:Iteration 79Q (883.382246 sec): 3 clusters Score: Raw -426004.540764 + Penalty 4876.972398 = -421127.568366 nChanged 8 SP:Iteration 80F (883.510160 sec): 3 clusters Score: Raw -426006.282392 + Penalty 4876.972398 = -421129.309994 nChanged 9 SP:Iteration 81Q (883.622545 sec): 3 clusters Score: Raw -426007.902625 + Penalty 4876.972398 = -421130.930227 nChanged 6 SP:Iteration 82Q (883.752932 sec): 3 clusters Score: Raw -426008.911057 + Penalty 4876.972398 = -421131.938659 nChanged 8 SP:Iteration 83Q (883.893107 sec): 3 clusters Score: Raw -426010.297467 + Penalty 4876.972398 = -421133.325069 nChanged 7 SP:Iteration 84Q (884.045149 sec): 3 clusters Score: Raw -426011.293352 + Penalty 4876.972398 = -421134.320954 nChanged 4 SP:Iteration 85Q (884.221486 sec): 3 clusters Score: Raw -426011.892254 + Penalty 4876.972398 = -421134.919856 nChanged 10 SP:Iteration 86Q (884.388691 sec): 3 clusters Score: Raw -426014.292805 + Penalty 4876.972398 = -421137.320407 nChanged 6 SP:Iteration 87Q (884.526563 sec): 3 clusters Score: Raw -426015.348965 + Penalty 4876.972398 = -421138.376567 nChanged 4 SP:Iteration 88Q (884.659290 sec): 3 clusters Score: Raw -426015.835603 + Penalty 4876.972398 = -421138.863205 nChanged 3 SP:Iteration 89Q (884.797380 sec): 3 clusters Score: Raw -426016.323562 + Penalty 4876.972398 = -421139.351164 nChanged 4 SP:Iteration 90Q (884.928035 sec): 3 clusters Score: Raw -426016.849692 + Penalty 4876.972398 = -421139.877295 nChanged 3 SP:Iteration 91Q (885.073234 sec): 3 clusters Score: Raw -426017.461715 + Penalty 4876.972398 = -421140.489317 nChanged 8 SP:Iteration 92Q (885.184096 sec): 3 clusters Score: Raw -426019.191981 + Penalty 4876.972398 = -421142.219583 nChanged 7 SP:Iteration 93Q (885.336465 sec): 3 clusters Score: Raw -426020.637951 + Penalty 4876.972398 = -421143.665554 nChanged 4 SP:Iteration 94Q (885.470160 sec): 3 clusters Score: Raw -426021.257479 + Penalty 4876.972398 = -421144.285081 nChanged 2 SP:Iteration 95Q (885.602442 sec): 3 clusters Score: Raw -426021.476387 + Penalty 4876.972398 = -421144.503989 nChanged 2 SP:Iteration 96Q (885.736476 sec): 3 clusters Score: Raw -426021.683200 + Penalty 4876.972398 = -421144.710803 nChanged 0 SP:Iteration 97F (885.919358 sec): 3 clusters Score: Raw -426021.683200 + Penalty 4876.972398 = -421144.710803 nChanged 0 Trying to split cluster 2 (7201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (885.969577 sec): 2 clusters Score: Raw -317076.729214 + Penalty 2344.841449 = -314731.887766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (886.136319 sec): 3 clusters Score: Raw -313428.259168 + Penalty 4689.682897 = -308738.576271 nChanged 2905 SP:Iteration 1F (886.274064 sec): 3 clusters Score: Raw -315102.151671 + Penalty 4689.682897 = -310412.468774 nChanged 612 SP:Iteration 2F (886.414201 sec): 3 clusters Score: Raw -315502.333560 + Penalty 4689.682897 = -310812.650663 nChanged 480 SP:Iteration 3F (886.546723 sec): 3 clusters Score: Raw -315833.540012 + Penalty 4689.682897 = -311143.857114 nChanged 392 SP:Iteration 4F (886.689919 sec): 3 clusters Score: Raw -316109.545557 + Penalty 4689.682897 = -311419.862660 nChanged 358 SP:Iteration 5Q (886.818873 sec): 3 clusters Score: Raw -316361.432935 + Penalty 4689.682897 = -311671.750038 nChanged 343 SP:Iteration 6Q (886.943673 sec): 3 clusters Score: Raw -316584.896752 + Penalty 4689.682897 = -311895.213855 nChanged 281 SP:Iteration 7Q (887.044773 sec): 3 clusters Score: Raw -316761.732453 + Penalty 4689.682897 = -312072.049555 nChanged 237 SP:Iteration 8Q (887.172597 sec): 3 clusters Score: Raw -316904.893697 + Penalty 4689.682897 = -312215.210800 nChanged 227 SP:Iteration 9Q (887.315131 sec): 3 clusters Score: Raw -317036.421434 + Penalty 4689.682897 = -312346.738537 nChanged 203 SP:Iteration 10Q (887.454682 sec): 3 clusters Score: Raw -317143.157639 + Penalty 4689.682897 = -312453.474741 nChanged 179 SP:Iteration 11Q (887.590073 sec): 3 clusters Score: Raw -317237.288070 + Penalty 4689.682897 = -312547.605173 nChanged 157 SP:Iteration 12Q (887.726908 sec): 3 clusters Score: Raw -317327.548222 + Penalty 4689.682897 = -312637.865325 nChanged 144 SP:Iteration 13Q (887.870909 sec): 3 clusters Score: Raw -317406.539484 + Penalty 4689.682897 = -312716.856587 nChanged 140 SP:Iteration 14Q (888.012513 sec): 3 clusters Score: Raw -317472.104415 + Penalty 4689.682897 = -312782.421518 nChanged 123 SP:Iteration 15Q (888.130613 sec): 3 clusters Score: Raw -317523.826008 + Penalty 4689.682897 = -312834.143110 nChanged 105 SP:Iteration 16Q (888.250056 sec): 3 clusters Score: Raw -317568.076391 + Penalty 4689.682897 = -312878.393493 nChanged 98 SP:Iteration 17Q (888.388847 sec): 3 clusters Score: Raw -317612.216069 + Penalty 4689.682897 = -312922.533172 nChanged 98 SP:Iteration 18Q (888.526879 sec): 3 clusters Score: Raw -317649.603772 + Penalty 4689.682897 = -312959.920874 nChanged 74 SP:Iteration 19Q (888.655668 sec): 3 clusters Score: Raw -317674.240979 + Penalty 4689.682897 = -312984.558082 nChanged 45 SP:Iteration 20F (888.781184 sec): 3 clusters Score: Raw -317686.983306 + Penalty 4689.682897 = -312997.300408 nChanged 43 SP:Iteration 21Q (888.895960 sec): 3 clusters Score: Raw -317700.707232 + Penalty 4689.682897 = -313011.024335 nChanged 53 SP:Iteration 22Q (889.002631 sec): 3 clusters Score: Raw -317719.023429 + Penalty 4689.682897 = -313029.340532 nChanged 54 SP:Iteration 23Q (889.134780 sec): 3 clusters Score: Raw -317737.923281 + Penalty 4689.682897 = -313048.240383 nChanged 45 SP:Iteration 24Q (889.273093 sec): 3 clusters Score: Raw -317754.164990 + Penalty 4689.682897 = -313064.482092 nChanged 41 SP:Iteration 25Q (889.404830 sec): 3 clusters Score: Raw -317770.206366 + Penalty 4689.682897 = -313080.523469 nChanged 51 SP:Iteration 26Q (889.514907 sec): 3 clusters Score: Raw -317789.290788 + Penalty 4689.682897 = -313099.607891 nChanged 44 SP:Iteration 27Q (889.658287 sec): 3 clusters Score: Raw -317804.295447 + Penalty 4689.682897 = -313114.612549 nChanged 46 SP:Iteration 28Q (889.783964 sec): 3 clusters Score: Raw -317816.647152 + Penalty 4689.682897 = -313126.964255 nChanged 34 SP:Iteration 29Q (889.927012 sec): 3 clusters Score: Raw -317827.086981 + Penalty 4689.682897 = -313137.404084 nChanged 30 SP:Iteration 30Q (890.064429 sec): 3 clusters Score: Raw -317836.457464 + Penalty 4689.682897 = -313146.774567 nChanged 28 SP:Iteration 31Q (890.208157 sec): 3 clusters Score: Raw -317846.372349 + Penalty 4689.682897 = -313156.689452 nChanged 27 SP:Iteration 32Q (890.359281 sec): 3 clusters Score: Raw -317855.430165 + Penalty 4689.682897 = -313165.747267 nChanged 23 SP:Iteration 33Q (890.479373 sec): 3 clusters Score: Raw -317861.812069 + Penalty 4689.682897 = -313172.129172 nChanged 29 SP:Iteration 34Q (890.581635 sec): 3 clusters Score: Raw -317871.915044 + Penalty 4689.682897 = -313182.232147 nChanged 27 SP:Iteration 35Q (890.702551 sec): 3 clusters Score: Raw -317884.077357 + Penalty 4689.682897 = -313194.394460 nChanged 34 SP:Iteration 36Q (890.853669 sec): 3 clusters Score: Raw -317897.902747 + Penalty 4689.682897 = -313208.219849 nChanged 34 SP:Iteration 37Q (890.971924 sec): 3 clusters Score: Raw -317911.643740 + Penalty 4689.682897 = -313221.960843 nChanged 39 SP:Iteration 38Q (891.085031 sec): 3 clusters Score: Raw -317926.330297 + Penalty 4689.682897 = -313236.647400 nChanged 48 SP:Iteration 39Q (891.198340 sec): 3 clusters Score: Raw -317943.586549 + Penalty 4689.682897 = -313253.903652 nChanged 50 SP:Iteration 40F (891.313027 sec): 3 clusters Score: Raw -317961.555864 + Penalty 4689.682897 = -313271.872967 nChanged 42 SP:Iteration 41Q (891.467307 sec): 3 clusters Score: Raw -317975.392630 + Penalty 4689.682897 = -313285.709733 nChanged 38 SP:Iteration 42Q (891.631871 sec): 3 clusters Score: Raw -317990.042059 + Penalty 4689.682897 = -313300.359161 nChanged 38 SP:Iteration 43Q (891.742903 sec): 3 clusters Score: Raw -318003.715599 + Penalty 4689.682897 = -313314.032701 nChanged 33 SP:Iteration 44Q (891.887315 sec): 3 clusters Score: Raw -318012.396164 + Penalty 4689.682897 = -313322.713267 nChanged 19 SP:Iteration 45Q (892.024125 sec): 3 clusters Score: Raw -318017.590332 + Penalty 4689.682897 = -313327.907434 nChanged 20 SP:Iteration 46Q (892.162168 sec): 3 clusters Score: Raw -318023.056355 + Penalty 4689.682897 = -313333.373457 nChanged 20 SP:Iteration 47Q (892.297204 sec): 3 clusters Score: Raw -318029.529927 + Penalty 4689.682897 = -313339.847030 nChanged 15 SP:Iteration 48Q (892.417314 sec): 3 clusters Score: Raw -318033.986927 + Penalty 4689.682897 = -313344.304030 nChanged 10 SP:Iteration 49Q (892.566612 sec): 3 clusters Score: Raw -318037.152287 + Penalty 4689.682897 = -313347.469390 nChanged 13 SP:Iteration 50Q (892.690687 sec): 3 clusters Score: Raw -318043.200171 + Penalty 4689.682897 = -313353.517274 nChanged 13 SP:Iteration 51Q (892.804985 sec): 3 clusters Score: Raw -318048.649734 + Penalty 4689.682897 = -313358.966836 nChanged 15 SP:Iteration 52Q (892.936767 sec): 3 clusters Score: Raw -318054.982282 + Penalty 4689.682897 = -313365.299385 nChanged 19 SP:Iteration 53Q (893.045222 sec): 3 clusters Score: Raw -318062.657658 + Penalty 4689.682897 = -313372.974761 nChanged 16 SP:Iteration 54Q (893.206310 sec): 3 clusters Score: Raw -318066.902186 + Penalty 4689.682897 = -313377.219288 nChanged 16 SP:Iteration 55Q (893.328639 sec): 3 clusters Score: Raw -318071.386897 + Penalty 4689.682897 = -313381.703999 nChanged 22 SP:Iteration 56Q (893.461010 sec): 3 clusters Score: Raw -318079.133663 + Penalty 4689.682897 = -313389.450766 nChanged 24 SP:Iteration 57Q (893.589247 sec): 3 clusters Score: Raw -318088.258506 + Penalty 4689.682897 = -313398.575609 nChanged 27 SP:Iteration 58Q (893.710669 sec): 3 clusters Score: Raw -318097.080856 + Penalty 4689.682897 = -313407.397959 nChanged 25 SP:Iteration 59Q (893.823907 sec): 3 clusters Score: Raw -318105.062005 + Penalty 4689.682897 = -313415.379108 nChanged 24 SP:Iteration 60F (893.961645 sec): 3 clusters Score: Raw -318112.482899 + Penalty 4689.682897 = -313422.800002 nChanged 19 SP:Iteration 61Q (894.050056 sec): 3 clusters Score: Raw -318118.253486 + Penalty 4689.682897 = -313428.570589 nChanged 17 SP:Iteration 62Q (894.183680 sec): 3 clusters Score: Raw -318122.979840 + Penalty 4689.682897 = -313433.296942 nChanged 18 SP:Iteration 63Q (894.312981 sec): 3 clusters Score: Raw -318128.173781 + Penalty 4689.682897 = -313438.490884 nChanged 14 SP:Iteration 64Q (894.449407 sec): 3 clusters Score: Raw -318131.319629 + Penalty 4689.682897 = -313441.636731 nChanged 10 SP:Iteration 65Q (894.575645 sec): 3 clusters Score: Raw -318134.507566 + Penalty 4689.682897 = -313444.824669 nChanged 6 SP:Iteration 66Q (894.735388 sec): 3 clusters Score: Raw -318136.714313 + Penalty 4689.682897 = -313447.031416 nChanged 8 SP:Iteration 67Q (894.847370 sec): 3 clusters Score: Raw -318139.055027 + Penalty 4689.682897 = -313449.372130 nChanged 15 SP:Iteration 68Q (894.974366 sec): 3 clusters Score: Raw -318143.262707 + Penalty 4689.682897 = -313453.579810 nChanged 16 SP:Iteration 69Q (895.118856 sec): 3 clusters Score: Raw -318148.491060 + Penalty 4689.682897 = -313458.808162 nChanged 18 SP:Iteration 70Q (895.235367 sec): 3 clusters Score: Raw -318153.585750 + Penalty 4689.682897 = -313463.902852 nChanged 21 SP:Iteration 71Q (895.361836 sec): 3 clusters Score: Raw -318160.482659 + Penalty 4689.682897 = -313470.799762 nChanged 15 SP:Iteration 72Q (895.467292 sec): 3 clusters Score: Raw -318165.254734 + Penalty 4689.682897 = -313475.571836 nChanged 19 SP:Iteration 73Q (895.609890 sec): 3 clusters Score: Raw -318171.572404 + Penalty 4689.682897 = -313481.889507 nChanged 18 SP:Iteration 74Q (895.706814 sec): 3 clusters Score: Raw -318177.461486 + Penalty 4689.682897 = -313487.778589 nChanged 15 SP:Iteration 75Q (895.851796 sec): 3 clusters Score: Raw -318181.847311 + Penalty 4689.682897 = -313492.164413 nChanged 15 SP:Iteration 76Q (895.990931 sec): 3 clusters Score: Raw -318185.120022 + Penalty 4689.682897 = -313495.437124 nChanged 12 SP:Iteration 77Q (896.131617 sec): 3 clusters Score: Raw -318188.277461 + Penalty 4689.682897 = -313498.594564 nChanged 10 SP:Iteration 78Q (896.258571 sec): 3 clusters Score: Raw -318191.110434 + Penalty 4689.682897 = -313501.427536 nChanged 17 SP:Iteration 79Q (896.389981 sec): 3 clusters Score: Raw -318195.790265 + Penalty 4689.682897 = -313506.107368 nChanged 11 SP:Iteration 80F (896.512535 sec): 3 clusters Score: Raw -318199.116125 + Penalty 4689.682897 = -313509.433228 nChanged 10 SP:Iteration 81Q (896.668328 sec): 3 clusters Score: Raw -318202.201663 + Penalty 4689.682897 = -313512.518765 nChanged 6 SP:Iteration 82Q (896.794814 sec): 3 clusters Score: Raw -318203.816909 + Penalty 4689.682897 = -313514.134012 nChanged 4 SP:Iteration 83Q (896.914304 sec): 3 clusters Score: Raw -318204.456849 + Penalty 4689.682897 = -313514.773952 nChanged 1 SP:Iteration 84Q (897.038179 sec): 3 clusters Score: Raw -318204.730379 + Penalty 4689.682897 = -313515.047482 nChanged 1 SP:Iteration 85Q (897.155105 sec): 3 clusters Score: Raw -318205.090844 + Penalty 4689.682897 = -313515.407947 nChanged 0 SP:Iteration 86F (897.266023 sec): 3 clusters Score: Raw -318205.090844 + Penalty 4689.682897 = -313515.407947 nChanged 0 Trying to split cluster 3 (1817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (897.350411 sec): 2 clusters Score: Raw -73374.191669 + Penalty 1981.304706 = -71392.886963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (897.508328 sec): 3 clusters Score: Raw -72765.923022 + Penalty 3962.609412 = -68803.313610 nChanged 565 SP:Iteration 1F (897.623839 sec): 3 clusters Score: Raw -73212.814568 + Penalty 3962.609412 = -69250.205156 nChanged 132 SP:Iteration 2F (897.737396 sec): 3 clusters Score: Raw -73347.357754 + Penalty 3962.609412 = -69384.748341 nChanged 72 SP:Iteration 3Q (897.843252 sec): 3 clusters Score: Raw -73417.358601 + Penalty 3962.609412 = -69454.749188 nChanged 44 SP:Iteration 4Q (897.958996 sec): 3 clusters Score: Raw -73460.705720 + Penalty 3962.609412 = -69498.096308 nChanged 38 SP:Iteration 5Q (898.073999 sec): 3 clusters Score: Raw -73495.688862 + Penalty 3962.609412 = -69533.079450 nChanged 32 SP:Iteration 6Q (898.189899 sec): 3 clusters Score: Raw -73530.653774 + Penalty 3962.609412 = -69568.044362 nChanged 36 SP:Iteration 7Q (898.301312 sec): 3 clusters Score: Raw -73568.052496 + Penalty 3962.609412 = -69605.443083 nChanged 32 SP:Iteration 8Q (898.406662 sec): 3 clusters Score: Raw -73601.496387 + Penalty 3962.609412 = -69638.886975 nChanged 24 SP:Iteration 9Q (898.511568 sec): 3 clusters Score: Raw -73618.887547 + Penalty 3962.609412 = -69656.278135 nChanged 19 SP:Iteration 10Q (898.623686 sec): 3 clusters Score: Raw -73635.989614 + Penalty 3962.609412 = -69673.380202 nChanged 12 SP:Iteration 11Q (898.742266 sec): 3 clusters Score: Raw -73647.665779 + Penalty 3962.609412 = -69685.056367 nChanged 16 SP:Iteration 12Q (898.814607 sec): 3 clusters Score: Raw -73660.874696 + Penalty 3962.609412 = -69698.265284 nChanged 14 SP:Iteration 13Q (898.927679 sec): 3 clusters Score: Raw -73672.752741 + Penalty 3962.609412 = -69710.143329 nChanged 12 SP:Iteration 14Q (899.030792 sec): 3 clusters Score: Raw -73683.387866 + Penalty 3962.609412 = -69720.778454 nChanged 10 SP:Iteration 15Q (899.131366 sec): 3 clusters Score: Raw -73688.000964 + Penalty 3962.609412 = -69725.391552 nChanged 4 SP:Iteration 16Q (899.239839 sec): 3 clusters Score: Raw -73690.022326 + Penalty 3962.609412 = -69727.412914 nChanged 4 SP:Iteration 17Q (899.368991 sec): 3 clusters Score: Raw -73693.137504 + Penalty 3962.609412 = -69730.528092 nChanged 3 SP:Iteration 18Q (899.454729 sec): 3 clusters Score: Raw -73695.817114 + Penalty 3962.609412 = -69733.207702 nChanged 3 SP:Iteration 19Q (899.564533 sec): 3 clusters Score: Raw -73698.322666 + Penalty 3962.609412 = -69735.713254 nChanged 3 SP:Iteration 20F (899.753900 sec): 3 clusters Score: Raw -73700.051345 + Penalty 3962.609412 = -69737.441933 nChanged 6 SP:Iteration 21Q (899.871570 sec): 3 clusters Score: Raw -73703.782100 + Penalty 3962.609412 = -69741.172687 nChanged 2 SP:Iteration 22Q (899.996822 sec): 3 clusters Score: Raw -73704.902915 + Penalty 3962.609412 = -69742.293503 nChanged 1 SP:Iteration 23Q (900.112083 sec): 3 clusters Score: Raw -73706.014152 + Penalty 3962.609412 = -69743.404740 nChanged 0 SP:Iteration 24F (900.220002 sec): 3 clusters Score: Raw -73706.014152 + Penalty 3962.609412 = -69743.404740 nChanged 0 Trying to split cluster 4 (6372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (900.317763 sec): 2 clusters Score: Raw -290969.666441 + Penalty 2312.552529 = -288657.113912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (900.440641 sec): 3 clusters Score: Raw -287838.770996 + Penalty 4625.105058 = -283213.665938 nChanged 2457 SP:Iteration 1F (900.563964 sec): 3 clusters Score: Raw -289293.861591 + Penalty 4625.105058 = -284668.756533 nChanged 553 SP:Iteration 2F (900.686773 sec): 3 clusters Score: Raw -289661.270024 + Penalty 4625.105058 = -285036.164965 nChanged 417 SP:Iteration 3F (900.799781 sec): 3 clusters Score: Raw -289978.386767 + Penalty 4625.105058 = -285353.281709 nChanged 353 SP:Iteration 4F (900.922147 sec): 3 clusters Score: Raw -290274.281604 + Penalty 4625.105058 = -285649.176546 nChanged 336 SP:Iteration 5F (901.048026 sec): 3 clusters Score: Raw -290566.992132 + Penalty 4625.105058 = -285941.887074 nChanged 336 SP:Iteration 6F (901.145593 sec): 3 clusters Score: Raw -290876.770492 + Penalty 4625.105058 = -286251.665433 nChanged 324 SP:Iteration 7F (901.285723 sec): 3 clusters Score: Raw -291172.126499 + Penalty 4625.105058 = -286547.021440 nChanged 320 SP:Iteration 8F (901.418743 sec): 3 clusters Score: Raw -291442.716792 + Penalty 4625.105058 = -286817.611734 nChanged 246 SP:Iteration 9Q (901.555611 sec): 3 clusters Score: Raw -291644.969815 + Penalty 4625.105058 = -287019.864756 nChanged 220 SP:Iteration 10Q (901.704728 sec): 3 clusters Score: Raw -291798.181206 + Penalty 4625.105058 = -287173.076148 nChanged 194 SP:Iteration 11Q (901.841786 sec): 3 clusters Score: Raw -291915.125639 + Penalty 4625.105058 = -287290.020581 nChanged 148 SP:Iteration 12Q (901.963029 sec): 3 clusters Score: Raw -292002.939937 + Penalty 4625.105058 = -287377.834879 nChanged 123 SP:Iteration 13Q (902.100423 sec): 3 clusters Score: Raw -292078.056742 + Penalty 4625.105058 = -287452.951684 nChanged 101 SP:Iteration 14Q (902.221076 sec): 3 clusters Score: Raw -292142.971296 + Penalty 4625.105058 = -287517.866238 nChanged 88 SP:Iteration 15Q (902.377125 sec): 3 clusters Score: Raw -292192.126954 + Penalty 4625.105058 = -287567.021895 nChanged 77 SP:Iteration 16Q (902.502627 sec): 3 clusters Score: Raw -292229.503766 + Penalty 4625.105058 = -287604.398708 nChanged 58 SP:Iteration 17Q (902.629473 sec): 3 clusters Score: Raw -292254.102400 + Penalty 4625.105058 = -287628.997342 nChanged 45 SP:Iteration 18Q (902.733523 sec): 3 clusters Score: Raw -292278.591890 + Penalty 4625.105058 = -287653.486832 nChanged 44 SP:Iteration 19Q (902.857479 sec): 3 clusters Score: Raw -292301.741797 + Penalty 4625.105058 = -287676.636739 nChanged 40 SP:Iteration 20F (902.947031 sec): 3 clusters Score: Raw -292316.769628 + Penalty 4625.105058 = -287691.664570 nChanged 38 SP:Iteration 21Q (903.069000 sec): 3 clusters Score: Raw -292332.456833 + Penalty 4625.105058 = -287707.351774 nChanged 33 SP:Iteration 22Q (903.185127 sec): 3 clusters Score: Raw -292347.253946 + Penalty 4625.105058 = -287722.148887 nChanged 30 SP:Iteration 23Q (903.340357 sec): 3 clusters Score: Raw -292359.745419 + Penalty 4625.105058 = -287734.640360 nChanged 27 SP:Iteration 24Q (903.456642 sec): 3 clusters Score: Raw -292370.118213 + Penalty 4625.105058 = -287745.013154 nChanged 20 SP:Iteration 25Q (903.575713 sec): 3 clusters Score: Raw -292379.004186 + Penalty 4625.105058 = -287753.899127 nChanged 18 SP:Iteration 26Q (903.726054 sec): 3 clusters Score: Raw -292385.153195 + Penalty 4625.105058 = -287760.048137 nChanged 13 SP:Iteration 27Q (903.864103 sec): 3 clusters Score: Raw -292389.967526 + Penalty 4625.105058 = -287764.862467 nChanged 8 SP:Iteration 28Q (904.029003 sec): 3 clusters Score: Raw -292392.673241 + Penalty 4625.105058 = -287767.568182 nChanged 10 SP:Iteration 29Q (904.153109 sec): 3 clusters Score: Raw -292394.825131 + Penalty 4625.105058 = -287769.720073 nChanged 4 SP:Iteration 30Q (904.258884 sec): 3 clusters Score: Raw -292395.537109 + Penalty 4625.105058 = -287770.432051 nChanged 4 SP:Iteration 31Q (904.378782 sec): 3 clusters Score: Raw -292397.212090 + Penalty 4625.105058 = -287772.107031 nChanged 7 SP:Iteration 32Q (904.502515 sec): 3 clusters Score: Raw -292398.760271 + Penalty 4625.105058 = -287773.655212 nChanged 9 SP:Iteration 33Q (904.633403 sec): 3 clusters Score: Raw -292403.622945 + Penalty 4625.105058 = -287778.517886 nChanged 15 SP:Iteration 34Q (904.727650 sec): 3 clusters Score: Raw -292407.374995 + Penalty 4625.105058 = -287782.269936 nChanged 8 SP:Iteration 35Q (904.849055 sec): 3 clusters Score: Raw -292409.938893 + Penalty 4625.105058 = -287784.833834 nChanged 3 SP:Iteration 36Q (904.980641 sec): 3 clusters Score: Raw -292411.136299 + Penalty 4625.105058 = -287786.031240 nChanged 3 SP:Iteration 37Q (905.079100 sec): 3 clusters Score: Raw -292412.050345 + Penalty 4625.105058 = -287786.945287 nChanged 2 SP:Iteration 38Q (905.203680 sec): 3 clusters Score: Raw -292412.575672 + Penalty 4625.105058 = -287787.470614 nChanged 5 SP:Iteration 39Q (905.335849 sec): 3 clusters Score: Raw -292414.000627 + Penalty 4625.105058 = -287788.895569 nChanged 3 SP:Iteration 40F (905.479840 sec): 3 clusters Score: Raw -292414.490711 + Penalty 4625.105058 = -287789.385653 nChanged 4 SP:Iteration 41Q (905.616828 sec): 3 clusters Score: Raw -292415.571395 + Penalty 4625.105058 = -287790.466337 nChanged 3 SP:Iteration 42Q (905.738947 sec): 3 clusters Score: Raw -292416.132525 + Penalty 4625.105058 = -287791.027467 nChanged 4 SP:Iteration 43Q (905.874477 sec): 3 clusters Score: Raw -292417.384881 + Penalty 4625.105058 = -287792.279823 nChanged 5 SP:Iteration 44Q (905.994599 sec): 3 clusters Score: Raw -292418.692199 + Penalty 4625.105058 = -287793.587140 nChanged 4 SP:Iteration 45Q (906.129305 sec): 3 clusters Score: Raw -292419.421344 + Penalty 4625.105058 = -287794.316285 nChanged 2 SP:Iteration 46Q (906.264486 sec): 3 clusters Score: Raw -292419.732279 + Penalty 4625.105058 = -287794.627221 nChanged 1 SP:Iteration 47Q (906.398113 sec): 3 clusters Score: Raw -292419.839872 + Penalty 4625.105058 = -287794.734814 nChanged 0 SP:Iteration 48F (906.503409 sec): 3 clusters Score: Raw -292419.839872 + Penalty 4625.105058 = -287794.734814 nChanged 0 Trying to split cluster 5 (8314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (906.578610 sec): 2 clusters Score: Raw -425605.473377 + Penalty 2382.783776 = -423222.689601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (906.726038 sec): 3 clusters Score: Raw -421297.971646 + Penalty 4765.567551 = -416532.404095 nChanged 3303 SP:Iteration 1F (906.861990 sec): 3 clusters Score: Raw -423196.034545 + Penalty 4765.567551 = -418430.466994 nChanged 565 SP:Iteration 2F (906.992870 sec): 3 clusters Score: Raw -423474.753902 + Penalty 4765.567551 = -418709.186351 nChanged 408 SP:Iteration 3Q (907.104581 sec): 3 clusters Score: Raw -423645.452680 + Penalty 4765.567551 = -418879.885128 nChanged 280 SP:Iteration 4Q (907.250036 sec): 3 clusters Score: Raw -423771.723379 + Penalty 4765.567551 = -419006.155828 nChanged 256 SP:Iteration 5Q (907.377919 sec): 3 clusters Score: Raw -423877.093623 + Penalty 4765.567551 = -419111.526072 nChanged 215 SP:Iteration 6Q (907.506643 sec): 3 clusters Score: Raw -423951.496715 + Penalty 4765.567551 = -419185.929164 nChanged 175 SP:Iteration 7Q (907.641374 sec): 3 clusters Score: Raw -424012.176578 + Penalty 4765.567551 = -419246.609027 nChanged 145 SP:Iteration 8Q (907.780922 sec): 3 clusters Score: Raw -424057.942809 + Penalty 4765.567551 = -419292.375258 nChanged 131 SP:Iteration 9Q (907.940186 sec): 3 clusters Score: Raw -424107.883418 + Penalty 4765.567551 = -419342.315867 nChanged 147 SP:Iteration 10Q (908.046959 sec): 3 clusters Score: Raw -424156.753920 + Penalty 4765.567551 = -419391.186369 nChanged 135 SP:Iteration 11Q (908.181259 sec): 3 clusters Score: Raw -424212.599263 + Penalty 4765.567551 = -419447.031712 nChanged 142 SP:Iteration 12Q (908.310799 sec): 3 clusters Score: Raw -424267.518051 + Penalty 4765.567551 = -419501.950500 nChanged 137 SP:Iteration 13Q (908.438401 sec): 3 clusters Score: Raw -424325.663563 + Penalty 4765.567551 = -419560.096012 nChanged 144 SP:Iteration 14Q (908.560693 sec): 3 clusters Score: Raw -424381.708957 + Penalty 4765.567551 = -419616.141406 nChanged 136 SP:Iteration 15Q (908.694367 sec): 3 clusters Score: Raw -424434.355220 + Penalty 4765.567551 = -419668.787669 nChanged 139 SP:Iteration 16Q (908.798494 sec): 3 clusters Score: Raw -424492.794562 + Penalty 4765.567551 = -419727.227011 nChanged 134 SP:Iteration 17Q (908.954798 sec): 3 clusters Score: Raw -424551.255170 + Penalty 4765.567551 = -419785.687619 nChanged 157 SP:Iteration 18Q (909.081462 sec): 3 clusters Score: Raw -424619.689553 + Penalty 4765.567551 = -419854.122002 nChanged 154 SP:Iteration 19Q (909.225352 sec): 3 clusters Score: Raw -424688.241607 + Penalty 4765.567551 = -419922.674056 nChanged 139 SP:Iteration 20F (909.382777 sec): 3 clusters Score: Raw -424740.856522 + Penalty 4765.567551 = -419975.288971 nChanged 125 SP:Iteration 21Q (909.484906 sec): 3 clusters Score: Raw -424787.898834 + Penalty 4765.567551 = -420022.331283 nChanged 122 SP:Iteration 22Q (909.608702 sec): 3 clusters Score: Raw -424836.525316 + Penalty 4765.567551 = -420070.957765 nChanged 117 SP:Iteration 23Q (909.747452 sec): 3 clusters Score: Raw -424879.091945 + Penalty 4765.567551 = -420113.524394 nChanged 106 SP:Iteration 24Q (909.895564 sec): 3 clusters Score: Raw -424917.943742 + Penalty 4765.567551 = -420152.376191 nChanged 98 SP:Iteration 25Q (910.033060 sec): 3 clusters Score: Raw -424948.407272 + Penalty 4765.567551 = -420182.839721 nChanged 88 SP:Iteration 26Q (910.139434 sec): 3 clusters Score: Raw -424977.661494 + Penalty 4765.567551 = -420212.093942 nChanged 78 SP:Iteration 27Q (910.267389 sec): 3 clusters Score: Raw -425001.621885 + Penalty 4765.567551 = -420236.054334 nChanged 77 SP:Iteration 28Q (910.410769 sec): 3 clusters Score: Raw -425025.672892 + Penalty 4765.567551 = -420260.105341 nChanged 76 SP:Iteration 29Q (910.535768 sec): 3 clusters Score: Raw -425051.231359 + Penalty 4765.567551 = -420285.663807 nChanged 63 SP:Iteration 30Q (910.666202 sec): 3 clusters Score: Raw -425077.300614 + Penalty 4765.567551 = -420311.733063 nChanged 66 SP:Iteration 31Q (910.766835 sec): 3 clusters Score: Raw -425099.677741 + Penalty 4765.567551 = -420334.110189 nChanged 66 SP:Iteration 32Q (910.912511 sec): 3 clusters Score: Raw -425125.007771 + Penalty 4765.567551 = -420359.440220 nChanged 57 SP:Iteration 33Q (911.027540 sec): 3 clusters Score: Raw -425141.983122 + Penalty 4765.567551 = -420376.415571 nChanged 60 SP:Iteration 34Q (911.213797 sec): 3 clusters Score: Raw -425163.278992 + Penalty 4765.567551 = -420397.711441 nChanged 69 SP:Iteration 35Q (911.319012 sec): 3 clusters Score: Raw -425186.568145 + Penalty 4765.567551 = -420421.000593 nChanged 75 SP:Iteration 36Q (911.442942 sec): 3 clusters Score: Raw -425211.518617 + Penalty 4765.567551 = -420445.951066 nChanged 68 SP:Iteration 37Q (911.590216 sec): 3 clusters Score: Raw -425236.442650 + Penalty 4765.567551 = -420470.875099 nChanged 80 SP:Iteration 38Q (911.742022 sec): 3 clusters Score: Raw -425267.207316 + Penalty 4765.567551 = -420501.639765 nChanged 78 SP:Iteration 39Q (911.876525 sec): 3 clusters Score: Raw -425297.267311 + Penalty 4765.567551 = -420531.699760 nChanged 76 SP:Iteration 40F (911.999302 sec): 3 clusters Score: Raw -425323.633555 + Penalty 4765.567551 = -420558.066003 nChanged 66 SP:Iteration 41Q (912.126811 sec): 3 clusters Score: Raw -425346.992665 + Penalty 4765.567551 = -420581.425114 nChanged 61 SP:Iteration 42Q (912.249529 sec): 3 clusters Score: Raw -425367.912713 + Penalty 4765.567551 = -420602.345162 nChanged 61 SP:Iteration 43Q (912.377668 sec): 3 clusters Score: Raw -425390.913252 + Penalty 4765.567551 = -420625.345701 nChanged 73 SP:Iteration 44Q (912.522278 sec): 3 clusters Score: Raw -425417.652730 + Penalty 4765.567551 = -420652.085179 nChanged 60 SP:Iteration 45Q (912.639964 sec): 3 clusters Score: Raw -425439.441324 + Penalty 4765.567551 = -420673.873773 nChanged 55 SP:Iteration 46Q (912.781724 sec): 3 clusters Score: Raw -425460.212530 + Penalty 4765.567551 = -420694.644979 nChanged 60 SP:Iteration 47Q (912.915578 sec): 3 clusters Score: Raw -425482.103674 + Penalty 4765.567551 = -420716.536122 nChanged 59 SP:Iteration 48Q (913.051745 sec): 3 clusters Score: Raw -425501.019120 + Penalty 4765.567551 = -420735.451569 nChanged 48 SP:Iteration 49Q (913.190686 sec): 3 clusters Score: Raw -425517.261055 + Penalty 4765.567551 = -420751.693504 nChanged 47 SP:Iteration 50Q (913.332294 sec): 3 clusters Score: Raw -425532.141821 + Penalty 4765.567551 = -420766.574270 nChanged 36 SP:Iteration 51Q (913.475057 sec): 3 clusters Score: Raw -425542.867994 + Penalty 4765.567551 = -420777.300443 nChanged 25 SP:Iteration 52Q (913.614063 sec): 3 clusters Score: Raw -425553.863635 + Penalty 4765.567551 = -420788.296083 nChanged 37 SP:Iteration 53Q (913.749397 sec): 3 clusters Score: Raw -425569.116474 + Penalty 4765.567551 = -420803.548922 nChanged 52 SP:Iteration 54Q (913.849383 sec): 3 clusters Score: Raw -425587.285561 + Penalty 4765.567551 = -420821.718010 nChanged 38 SP:Iteration 55Q (913.990310 sec): 3 clusters Score: Raw -425600.094072 + Penalty 4765.567551 = -420834.526521 nChanged 37 SP:Iteration 56Q (914.089327 sec): 3 clusters Score: Raw -425615.992508 + Penalty 4765.567551 = -420850.424957 nChanged 37 SP:Iteration 57Q (914.208875 sec): 3 clusters Score: Raw -425629.794139 + Penalty 4765.567551 = -420864.226587 nChanged 37 SP:Iteration 58Q (914.350566 sec): 3 clusters Score: Raw -425642.642905 + Penalty 4765.567551 = -420877.075354 nChanged 31 SP:Iteration 59Q (914.510959 sec): 3 clusters Score: Raw -425652.892211 + Penalty 4765.567551 = -420887.324659 nChanged 25 SP:Iteration 60F (914.646004 sec): 3 clusters Score: Raw -425661.269028 + Penalty 4765.567551 = -420895.701477 nChanged 34 SP:Iteration 61Q (914.787751 sec): 3 clusters Score: Raw -425671.814225 + Penalty 4765.567551 = -420906.246674 nChanged 33 SP:Iteration 62Q (914.920251 sec): 3 clusters Score: Raw -425682.948553 + Penalty 4765.567551 = -420917.381002 nChanged 26 SP:Iteration 63Q (915.004007 sec): 3 clusters Score: Raw -425692.152103 + Penalty 4765.567551 = -420926.584552 nChanged 26 SP:Iteration 64Q (915.064252 sec): 3 clusters Score: Raw -425704.152431 + Penalty 4765.567551 = -420938.584880 nChanged 28 SP:Iteration 65Q (915.230812 sec): 3 clusters Score: Raw -425716.812790 + Penalty 4765.567551 = -420951.245239 nChanged 38 SP:Iteration 66Q (915.372769 sec): 3 clusters Score: Raw -425734.328244 + Penalty 4765.567551 = -420968.760693 nChanged 33 SP:Iteration 67Q (915.504268 sec): 3 clusters Score: Raw -425748.843952 + Penalty 4765.567551 = -420983.276401 nChanged 37 SP:Iteration 68Q (915.640577 sec): 3 clusters Score: Raw -425763.178594 + Penalty 4765.567551 = -420997.611043 nChanged 28 SP:Iteration 69Q (915.777859 sec): 3 clusters Score: Raw -425773.030831 + Penalty 4765.567551 = -421007.463279 nChanged 24 SP:Iteration 70Q (915.920185 sec): 3 clusters Score: Raw -425781.375412 + Penalty 4765.567551 = -421015.807861 nChanged 26 SP:Iteration 71Q (916.032634 sec): 3 clusters Score: Raw -425791.766634 + Penalty 4765.567551 = -421026.199083 nChanged 37 SP:Iteration 72Q (916.169854 sec): 3 clusters Score: Raw -425805.740104 + Penalty 4765.567551 = -421040.172552 nChanged 26 SP:Iteration 73Q (916.293978 sec): 3 clusters Score: Raw -425815.785416 + Penalty 4765.567551 = -421050.217865 nChanged 18 SP:Iteration 74Q (916.429352 sec): 3 clusters Score: Raw -425821.868471 + Penalty 4765.567551 = -421056.300920 nChanged 15 SP:Iteration 75Q (916.561370 sec): 3 clusters Score: Raw -425826.303420 + Penalty 4765.567551 = -421060.735869 nChanged 14 SP:Iteration 76Q (916.704505 sec): 3 clusters Score: Raw -425832.507666 + Penalty 4765.567551 = -421066.940115 nChanged 15 SP:Iteration 77Q (916.840361 sec): 3 clusters Score: Raw -425837.909961 + Penalty 4765.567551 = -421072.342409 nChanged 17 SP:Iteration 78Q (916.966934 sec): 3 clusters Score: Raw -425843.495068 + Penalty 4765.567551 = -421077.927517 nChanged 13 SP:Iteration 79Q (917.069332 sec): 3 clusters Score: Raw -425847.613768 + Penalty 4765.567551 = -421082.046217 nChanged 12 SP:Iteration 80F (917.193264 sec): 3 clusters Score: Raw -425852.283092 + Penalty 4765.567551 = -421086.715541 nChanged 10 SP:Iteration 81Q (917.294485 sec): 3 clusters Score: Raw -425856.774819 + Penalty 4765.567551 = -421091.207267 nChanged 12 SP:Iteration 82Q (917.370311 sec): 3 clusters Score: Raw -425862.295163 + Penalty 4765.567551 = -421096.727612 nChanged 14 SP:Iteration 83Q (917.496532 sec): 3 clusters Score: Raw -425868.399817 + Penalty 4765.567551 = -421102.832266 nChanged 15 SP:Iteration 84Q (917.569209 sec): 3 clusters Score: Raw -425874.568278 + Penalty 4765.567551 = -421109.000726 nChanged 10 SP:Iteration 85Q (917.691156 sec): 3 clusters Score: Raw -425878.015935 + Penalty 4765.567551 = -421112.448384 nChanged 4 SP:Iteration 86Q (917.824071 sec): 3 clusters Score: Raw -425879.740511 + Penalty 4765.567551 = -421114.172960 nChanged 2 SP:Iteration 87Q (917.961453 sec): 3 clusters Score: Raw -425880.024599 + Penalty 4765.567551 = -421114.457048 nChanged 1 SP:Iteration 88Q (918.103921 sec): 3 clusters Score: Raw -425880.378795 + Penalty 4765.567551 = -421114.811244 nChanged 1 SP:Iteration 89Q (918.225645 sec): 3 clusters Score: Raw -425880.615663 + Penalty 4765.567551 = -421115.048112 nChanged 2 SP:Iteration 90Q (918.322335 sec): 3 clusters Score: Raw -425881.462086 + Penalty 4765.567551 = -421115.894535 nChanged 4 SP:Iteration 91Q (918.446079 sec): 3 clusters Score: Raw -425884.535705 + Penalty 4765.567551 = -421118.968154 nChanged 12 SP:Iteration 92Q (918.572168 sec): 3 clusters Score: Raw -425889.545774 + Penalty 4765.567551 = -421123.978223 nChanged 8 SP:Iteration 93Q (918.724993 sec): 3 clusters Score: Raw -425892.226371 + Penalty 4765.567551 = -421126.658820 nChanged 7 SP:Iteration 94Q (918.815036 sec): 3 clusters Score: Raw -425893.665263 + Penalty 4765.567551 = -421128.097711 nChanged 2 SP:Iteration 95Q (918.957014 sec): 3 clusters Score: Raw -425894.359955 + Penalty 4765.567551 = -421128.792404 nChanged 5 SP:Iteration 96Q (919.048901 sec): 3 clusters Score: Raw -425896.404871 + Penalty 4765.567551 = -421130.837320 nChanged 6 SP:Iteration 97Q (919.188053 sec): 3 clusters Score: Raw -425898.731223 + Penalty 4765.567551 = -421133.163671 nChanged 11 SP:Iteration 98Q (919.311819 sec): 3 clusters Score: Raw -425902.708527 + Penalty 4765.567551 = -421137.140976 nChanged 7 SP:Iteration 99Q (919.397967 sec): 3 clusters Score: Raw -425905.540028 + Penalty 4765.567551 = -421139.972477 nChanged 7 SP:Iteration 100F (919.527891 sec): 3 clusters Score: Raw -425907.708909 + Penalty 4765.567551 = -421142.141357 nChanged 5 SP:Iteration 101Q (919.651351 sec): 3 clusters Score: Raw -425910.538907 + Penalty 4765.567551 = -421144.971355 nChanged 7 SP:Iteration 102Q (919.756612 sec): 3 clusters Score: Raw -425913.502446 + Penalty 4765.567551 = -421147.934895 nChanged 7 SP:Iteration 103Q (919.894903 sec): 3 clusters Score: Raw -425915.659147 + Penalty 4765.567551 = -421150.091596 nChanged 6 SP:Iteration 104Q (920.004276 sec): 3 clusters Score: Raw -425918.050730 + Penalty 4765.567551 = -421152.483178 nChanged 6 SP:Iteration 105Q (920.131949 sec): 3 clusters Score: Raw -425921.238706 + Penalty 4765.567551 = -421155.671155 nChanged 11 SP:Iteration 106Q (920.247578 sec): 3 clusters Score: Raw -425926.053848 + Penalty 4765.567551 = -421160.486296 nChanged 11 SP:Iteration 107Q (920.385105 sec): 3 clusters Score: Raw -425929.651949 + Penalty 4765.567551 = -421164.084398 nChanged 6 SP:Iteration 108Q (920.493273 sec): 3 clusters Score: Raw -425931.547979 + Penalty 4765.567551 = -421165.980428 nChanged 3 SP:Iteration 109Q (920.625771 sec): 3 clusters Score: Raw -425932.634659 + Penalty 4765.567551 = -421167.067108 nChanged 3 SP:Iteration 110Q (920.734186 sec): 3 clusters Score: Raw -425933.238329 + Penalty 4765.567551 = -421167.670778 nChanged 1 SP:Iteration 111Q (920.859720 sec): 3 clusters Score: Raw -425933.765473 + Penalty 4765.567551 = -421168.197921 nChanged 2 SP:Iteration 112Q (920.997441 sec): 3 clusters Score: Raw -425934.382590 + Penalty 4765.567551 = -421168.815039 nChanged 3 SP:Iteration 113Q (921.107855 sec): 3 clusters Score: Raw -425935.575287 + Penalty 4765.567551 = -421170.007736 nChanged 2 SP:Iteration 114Q (921.261703 sec): 3 clusters Score: Raw -425936.087826 + Penalty 4765.567551 = -421170.520275 nChanged 1 SP:Iteration 115Q (921.414271 sec): 3 clusters Score: Raw -425936.310978 + Penalty 4765.567551 = -421170.743427 nChanged 2 SP:Iteration 116Q (921.525449 sec): 3 clusters Score: Raw -425936.984398 + Penalty 4765.567551 = -421171.416846 nChanged 6 SP:Iteration 117Q (921.655468 sec): 3 clusters Score: Raw -425938.845918 + Penalty 4765.567551 = -421173.278367 nChanged 1 SP:Iteration 118Q (921.780405 sec): 3 clusters Score: Raw -425939.004110 + Penalty 4765.567551 = -421173.436559 nChanged 0 SP:Iteration 119F (921.902213 sec): 3 clusters Score: Raw -425939.004110 + Penalty 4765.567551 = -421173.436559 nChanged 0 Trying to split cluster 6 (32442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (922.061159 sec): 2 clusters Score: Raw -1500294.741407 + Penalty 2742.223218 = -1497552.518189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (922.282575 sec): 3 clusters Score: Raw -1480878.359606 + Penalty 5484.446436 = -1475393.913170 nChanged 14700 SP:Iteration 1F (922.517763 sec): 3 clusters Score: Raw -1489159.988310 + Penalty 5484.446436 = -1483675.541874 nChanged 1994 SP:Iteration 2F (922.712498 sec): 3 clusters Score: Raw -1490117.464781 + Penalty 5484.446436 = -1484633.018345 nChanged 1984 SP:Iteration 3F (922.910961 sec): 3 clusters Score: Raw -1491117.467945 + Penalty 5484.446436 = -1485633.021510 nChanged 1965 SP:Iteration 4F (923.124343 sec): 3 clusters Score: Raw -1492157.349869 + Penalty 5484.446436 = -1486672.903434 nChanged 1908 SP:Iteration 5F (923.346875 sec): 3 clusters Score: Raw -1493178.349441 + Penalty 5484.446436 = -1487693.903006 nChanged 1809 SP:Iteration 6F (923.563121 sec): 3 clusters Score: Raw -1494131.987318 + Penalty 5484.446436 = -1488647.540882 nChanged 1504 SP:Iteration 7Q (923.796297 sec): 3 clusters Score: Raw -1494933.987585 + Penalty 5484.446436 = -1489449.541150 nChanged 1396 SP:Iteration 8Q (923.993824 sec): 3 clusters Score: Raw -1495749.349255 + Penalty 5484.446436 = -1490264.902819 nChanged 1320 SP:Iteration 9Q (924.206850 sec): 3 clusters Score: Raw -1496565.404217 + Penalty 5484.446436 = -1491080.957781 nChanged 1290 SP:Iteration 10Q (924.464135 sec): 3 clusters Score: Raw -1497450.237486 + Penalty 5484.446436 = -1491965.791050 nChanged 1161 SP:Iteration 11Q (924.659848 sec): 3 clusters Score: Raw -1498280.041144 + Penalty 5484.446436 = -1492795.594708 nChanged 934 SP:Iteration 12Q (924.903567 sec): 3 clusters Score: Raw -1498953.264000 + Penalty 5484.446436 = -1493468.817565 nChanged 716 SP:Iteration 13Q (925.112503 sec): 3 clusters Score: Raw -1499488.406318 + Penalty 5484.446436 = -1494003.959882 nChanged 528 SP:Iteration 14Q (925.323758 sec): 3 clusters Score: Raw -1499908.367797 + Penalty 5484.446436 = -1494423.921362 nChanged 368 SP:Iteration 15Q (925.524400 sec): 3 clusters Score: Raw -1500177.468840 + Penalty 5484.446436 = -1494693.022404 nChanged 237 SP:Iteration 16Q (925.733315 sec): 3 clusters Score: Raw -1500366.836048 + Penalty 5484.446436 = -1494882.389612 nChanged 164 SP:Iteration 17Q (925.949026 sec): 3 clusters Score: Raw -1500509.440152 + Penalty 5484.446436 = -1495024.993716 nChanged 112 SP:Iteration 18Q (926.183814 sec): 3 clusters Score: Raw -1500614.898481 + Penalty 5484.446436 = -1495130.452045 nChanged 97 SP:Iteration 19Q (926.373697 sec): 3 clusters Score: Raw -1500712.638188 + Penalty 5484.446436 = -1495228.191752 nChanged 72 SP:Iteration 20F (926.614391 sec): 3 clusters Score: Raw -1500769.995466 + Penalty 5484.446436 = -1495285.549030 nChanged 52 SP:Iteration 21Q (926.804414 sec): 3 clusters Score: Raw -1500802.658147 + Penalty 5484.446436 = -1495318.211712 nChanged 38 SP:Iteration 22Q (926.981163 sec): 3 clusters Score: Raw -1500829.462591 + Penalty 5484.446436 = -1495345.016155 nChanged 28 SP:Iteration 23Q (927.186750 sec): 3 clusters Score: Raw -1500848.859921 + Penalty 5484.446436 = -1495364.413485 nChanged 21 SP:Iteration 24Q (927.404502 sec): 3 clusters Score: Raw -1500861.129378 + Penalty 5484.446436 = -1495376.682942 nChanged 13 SP:Iteration 25Q (927.572670 sec): 3 clusters Score: Raw -1500871.101847 + Penalty 5484.446436 = -1495386.655412 nChanged 10 SP:Iteration 26Q (927.792385 sec): 3 clusters Score: Raw -1500877.785720 + Penalty 5484.446436 = -1495393.339285 nChanged 2 SP:Iteration 27Q (927.993795 sec): 3 clusters Score: Raw -1500879.025775 + Penalty 5484.446436 = -1495394.579339 nChanged 2 SP:Iteration 28Q (928.189738 sec): 3 clusters Score: Raw -1500880.365145 + Penalty 5484.446436 = -1495395.918709 nChanged 2 SP:Iteration 29Q (928.372762 sec): 3 clusters Score: Raw -1500881.528942 + Penalty 5484.446436 = -1495397.082507 nChanged 0 SP:Iteration 30F (928.582481 sec): 3 clusters Score: Raw -1500881.528942 + Penalty 5484.446436 = -1495397.082507 nChanged 0 Time taken for this iteration:350.255921 seconds. 5->7 Clusters: Score -2918234.850281, best is -2919496.199812 Starting from 6 clusters... ------ Clustering full data set of 66413 points ------ SP: Assigned 6 initial classes randomly. Deleting Class 3 (12820 points): Lose 1720.233884 but Gain 2931.363098 Iteration 0F (929.255457 sec): 5 clusters Score: Raw -2755683.099594 + Penalty 11725.452393 = -2743957.647201 nChanged 50515 Iteration 1F (929.787403 sec): 5 clusters Score: Raw -2819814.441426 + Penalty 11725.452393 = -2808088.989033 nChanged 12840 Iteration 2F (930.363952 sec): 5 clusters Score: Raw -2842403.091732 + Penalty 11725.452393 = -2830677.639339 nChanged 13617 Iteration 3F (930.897927 sec): 5 clusters Score: Raw -2864533.474846 + Penalty 11725.452393 = -2852808.022453 nChanged 11609 Iteration 4F (931.479468 sec): 5 clusters Score: Raw -2882878.728210 + Penalty 11725.452393 = -2871153.275817 nChanged 9604 Iteration 5F (932.014133 sec): 5 clusters Score: Raw -2895994.533782 + Penalty 11725.452393 = -2884269.081389 nChanged 6746 Iteration 6F (932.533431 sec): 5 clusters Score: Raw -2904552.006241 + Penalty 11725.452393 = -2892826.553848 nChanged 4871 Iteration 7F (933.092852 sec): 5 clusters Score: Raw -2909674.246234 + Penalty 11725.452393 = -2897948.793841 nChanged 3806 Iteration 8F (933.647925 sec): 5 clusters Score: Raw -2912861.793772 + Penalty 11725.452393 = -2901136.341379 nChanged 3196 Iteration 9Q (934.173050 sec): 5 clusters Score: Raw -2915830.004440 + Penalty 11725.452393 = -2904104.552047 nChanged 2975 Iteration 10Q (934.723199 sec): 5 clusters Score: Raw -2918818.564954 + Penalty 11725.452393 = -2907093.112561 nChanged 2834 Iteration 11Q (935.231255 sec): 5 clusters Score: Raw -2921448.463809 + Penalty 11725.452393 = -2909723.011416 nChanged 2635 Iteration 12Q (935.752663 sec): 5 clusters Score: Raw -2923313.463979 + Penalty 11725.452393 = -2911588.011586 nChanged 2257 Iteration 13Q (936.227394 sec): 5 clusters Score: Raw -2924414.697593 + Penalty 11725.452393 = -2912689.245200 nChanged 1840 Iteration 14Q (936.722413 sec): 5 clusters Score: Raw -2925187.620948 + Penalty 11725.452393 = -2913462.168555 nChanged 1556 Iteration 15Q (937.192722 sec): 5 clusters Score: Raw -2925801.570030 + Penalty 11725.452393 = -2914076.117637 nChanged 1304 Iteration 16Q (937.728630 sec): 5 clusters Score: Raw -2926265.897363 + Penalty 11725.452393 = -2914540.444970 nChanged 1130 Iteration 17Q (938.227938 sec): 5 clusters Score: Raw -2926597.203249 + Penalty 11725.452393 = -2914871.750856 nChanged 867 Iteration 18Q (938.699227 sec): 5 clusters Score: Raw -2926785.270920 + Penalty 11725.452393 = -2915059.818527 nChanged 664 Iteration 19Q (939.192796 sec): 5 clusters Score: Raw -2926897.614537 + Penalty 11725.452393 = -2915172.162144 nChanged 510 Writing temp clu file Because OldScore, -2915059.818527, is greater than current (better) Score,-2915172.162144 Compute initial score before splitting: Score: Raw -2926897.614537 + Penalty 11725.452393 = -2915172.162144 Trying to split cluster 1 (35950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (939.406884 sec): 2 clusters Score: Raw -1681954.066779 + Penalty 2769.329472 = -1679184.737307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (939.656563 sec): 3 clusters Score: Raw -1660149.179001 + Penalty 5538.658944 = -1654610.520058 nChanged 16426 SP:Iteration 1F (939.894810 sec): 3 clusters Score: Raw -1669677.481839 + Penalty 5538.658944 = -1664138.822895 nChanged 2004 SP:Iteration 2F (940.114036 sec): 3 clusters Score: Raw -1670669.932092 + Penalty 5538.658944 = -1665131.273148 nChanged 2169 SP:Iteration 3F (940.352353 sec): 3 clusters Score: Raw -1672022.467626 + Penalty 5538.658944 = -1666483.808682 nChanged 2525 SP:Iteration 4F (940.586557 sec): 3 clusters Score: Raw -1673972.108182 + Penalty 5538.658944 = -1668433.449238 nChanged 2818 SP:Iteration 5F (940.777512 sec): 3 clusters Score: Raw -1676127.032162 + Penalty 5538.658944 = -1670588.373218 nChanged 2567 SP:Iteration 6F (940.996788 sec): 3 clusters Score: Raw -1677941.322345 + Penalty 5538.658944 = -1672402.663401 nChanged 2121 SP:Iteration 7F (941.214801 sec): 3 clusters Score: Raw -1679202.993973 + Penalty 5538.658944 = -1673664.335030 nChanged 1636 SP:Iteration 8Q (941.455130 sec): 3 clusters Score: Raw -1680054.577197 + Penalty 5538.658944 = -1674515.918254 nChanged 1291 SP:Iteration 9Q (941.673374 sec): 3 clusters Score: Raw -1680656.798398 + Penalty 5538.658944 = -1675118.139454 nChanged 1094 SP:Iteration 10Q (941.893844 sec): 3 clusters Score: Raw -1681148.877597 + Penalty 5538.658944 = -1675610.218653 nChanged 999 SP:Iteration 11Q (942.124391 sec): 3 clusters Score: Raw -1681579.221944 + Penalty 5538.658944 = -1676040.563001 nChanged 980 SP:Iteration 12Q (942.357514 sec): 3 clusters Score: Raw -1681996.753844 + Penalty 5538.658944 = -1676458.094901 nChanged 983 SP:Iteration 13Q (942.591213 sec): 3 clusters Score: Raw -1682393.641302 + Penalty 5538.658944 = -1676854.982358 nChanged 980 SP:Iteration 14Q (942.795190 sec): 3 clusters Score: Raw -1682787.735701 + Penalty 5538.658944 = -1677249.076757 nChanged 961 SP:Iteration 15Q (942.988633 sec): 3 clusters Score: Raw -1683170.466744 + Penalty 5538.658944 = -1677631.807801 nChanged 914 SP:Iteration 16Q (943.207702 sec): 3 clusters Score: Raw -1683528.670921 + Penalty 5538.658944 = -1677990.011977 nChanged 858 SP:Iteration 17Q (943.402752 sec): 3 clusters Score: Raw -1683847.378850 + Penalty 5538.658944 = -1678308.719906 nChanged 769 SP:Iteration 18Q (943.595462 sec): 3 clusters Score: Raw -1684106.866651 + Penalty 5538.658944 = -1678568.207707 nChanged 663 SP:Iteration 19Q (943.812783 sec): 3 clusters Score: Raw -1684314.785828 + Penalty 5538.658944 = -1678776.126884 nChanged 579 SP:Iteration 20F (944.034562 sec): 3 clusters Score: Raw -1684486.418475 + Penalty 5538.658944 = -1678947.759531 nChanged 524 SP:Iteration 21Q (944.270438 sec): 3 clusters Score: Raw -1684642.048896 + Penalty 5538.658944 = -1679103.389952 nChanged 466 SP:Iteration 22Q (944.458097 sec): 3 clusters Score: Raw -1684779.396298 + Penalty 5538.658944 = -1679240.737354 nChanged 456 SP:Iteration 23Q (944.681808 sec): 3 clusters Score: Raw -1684907.088351 + Penalty 5538.658944 = -1679368.429407 nChanged 366 SP:Iteration 24Q (944.914761 sec): 3 clusters Score: Raw -1684995.846464 + Penalty 5538.658944 = -1679457.187521 nChanged 283 SP:Iteration 25Q (945.111221 sec): 3 clusters Score: Raw -1685058.376710 + Penalty 5538.658944 = -1679519.717767 nChanged 237 SP:Iteration 26Q (945.289986 sec): 3 clusters Score: Raw -1685105.766559 + Penalty 5538.658944 = -1679567.107616 nChanged 203 SP:Iteration 27Q (945.522675 sec): 3 clusters Score: Raw -1685145.928979 + Penalty 5538.658944 = -1679607.270036 nChanged 168 SP:Iteration 28Q (945.711559 sec): 3 clusters Score: Raw -1685176.416854 + Penalty 5538.658944 = -1679637.757910 nChanged 132 SP:Iteration 29Q (945.925327 sec): 3 clusters Score: Raw -1685196.055583 + Penalty 5538.658944 = -1679657.396640 nChanged 98 SP:Iteration 30Q (946.146732 sec): 3 clusters Score: Raw -1685208.187059 + Penalty 5538.658944 = -1679669.528116 nChanged 72 SP:Iteration 31Q (946.337894 sec): 3 clusters Score: Raw -1685217.665279 + Penalty 5538.658944 = -1679679.006335 nChanged 55 SP:Iteration 32Q (946.550231 sec): 3 clusters Score: Raw -1685225.616509 + Penalty 5538.658944 = -1679686.957565 nChanged 56 SP:Iteration 33Q (946.764482 sec): 3 clusters Score: Raw -1685234.122093 + Penalty 5538.658944 = -1679695.463149 nChanged 52 SP:Iteration 34Q (946.949997 sec): 3 clusters Score: Raw -1685241.618474 + Penalty 5538.658944 = -1679702.959531 nChanged 43 SP:Iteration 35Q (947.164967 sec): 3 clusters Score: Raw -1685246.976154 + Penalty 5538.658944 = -1679708.317211 nChanged 33 SP:Iteration 36Q (947.343287 sec): 3 clusters Score: Raw -1685250.421437 + Penalty 5538.658944 = -1679711.762493 nChanged 29 SP:Iteration 37Q (947.539011 sec): 3 clusters Score: Raw -1685253.778633 + Penalty 5538.658944 = -1679715.119689 nChanged 20 SP:Iteration 38Q (947.760832 sec): 3 clusters Score: Raw -1685256.190777 + Penalty 5538.658944 = -1679717.531834 nChanged 17 SP:Iteration 39Q (947.946027 sec): 3 clusters Score: Raw -1685258.009685 + Penalty 5538.658944 = -1679719.350741 nChanged 10 SP:Iteration 40F (948.152534 sec): 3 clusters Score: Raw -1685258.914880 + Penalty 5538.658944 = -1679720.255936 nChanged 12 SP:Iteration 41Q (948.376855 sec): 3 clusters Score: Raw -1685260.166382 + Penalty 5538.658944 = -1679721.507438 nChanged 9 SP:Iteration 42Q (948.593667 sec): 3 clusters Score: Raw -1685261.053292 + Penalty 5538.658944 = -1679722.394348 nChanged 8 SP:Iteration 43Q (948.804773 sec): 3 clusters Score: Raw -1685261.863248 + Penalty 5538.658944 = -1679723.204305 nChanged 11 SP:Iteration 44Q (949.004581 sec): 3 clusters Score: Raw -1685263.147170 + Penalty 5538.658944 = -1679724.488226 nChanged 15 SP:Iteration 45Q (949.186252 sec): 3 clusters Score: Raw -1685264.570154 + Penalty 5538.658944 = -1679725.911210 nChanged 10 SP:Iteration 46Q (949.415417 sec): 3 clusters Score: Raw -1685265.464815 + Penalty 5538.658944 = -1679726.805871 nChanged 7 SP:Iteration 47Q (949.616592 sec): 3 clusters Score: Raw -1685266.029007 + Penalty 5538.658944 = -1679727.370063 nChanged 8 SP:Iteration 48Q (949.822052 sec): 3 clusters Score: Raw -1685266.692031 + Penalty 5538.658944 = -1679728.033087 nChanged 5 SP:Iteration 49Q (950.034094 sec): 3 clusters Score: Raw -1685267.167794 + Penalty 5538.658944 = -1679728.508851 nChanged 6 SP:Iteration 50Q (950.261510 sec): 3 clusters Score: Raw -1685267.738326 + Penalty 5538.658944 = -1679729.079382 nChanged 3 SP:Iteration 51Q (950.455861 sec): 3 clusters Score: Raw -1685268.011626 + Penalty 5538.658944 = -1679729.352682 nChanged 2 SP:Iteration 52Q (950.685595 sec): 3 clusters Score: Raw -1685268.289991 + Penalty 5538.658944 = -1679729.631047 nChanged 3 SP:Iteration 53Q (950.888708 sec): 3 clusters Score: Raw -1685268.553821 + Penalty 5538.658944 = -1679729.894878 nChanged 0 SP:Iteration 54F (951.113738 sec): 3 clusters Score: Raw -1685268.553821 + Penalty 5538.658944 = -1679729.894878 nChanged 0 Score: Raw -2930258.162619 + Penalty 14656.815491 = -2915601.347128 Splitting cluster 1 changes total score from -2915172.162144 to -2915601.347128 So it's getting split into cluster 3. Trying to split cluster 2 (14048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (951.901299 sec): 2 clusters Score: Raw -582508.547894 + Penalty 2521.262123 = -579987.285770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (952.056865 sec): 3 clusters Score: Raw -574782.283504 + Penalty 5042.524247 = -569739.759258 nChanged 5947 SP:Iteration 1F (952.211876 sec): 3 clusters Score: Raw -578086.213461 + Penalty 5042.524247 = -573043.689214 nChanged 1040 SP:Iteration 2F (952.399661 sec): 3 clusters Score: Raw -578737.090546 + Penalty 5042.524247 = -573694.566299 nChanged 929 SP:Iteration 3F (952.546006 sec): 3 clusters Score: Raw -579440.301057 + Penalty 5042.524247 = -574397.776810 nChanged 889 SP:Iteration 4F (952.699196 sec): 3 clusters Score: Raw -580114.881126 + Penalty 5042.524247 = -575072.356879 nChanged 833 SP:Iteration 5F (952.854458 sec): 3 clusters Score: Raw -580718.159342 + Penalty 5042.524247 = -575675.635095 nChanged 744 SP:Iteration 6F (952.998234 sec): 3 clusters Score: Raw -581219.526145 + Penalty 5042.524247 = -576177.001899 nChanged 672 SP:Iteration 7Q (953.136851 sec): 3 clusters Score: Raw -581644.644484 + Penalty 5042.524247 = -576602.120237 nChanged 593 SP:Iteration 8Q (953.255422 sec): 3 clusters Score: Raw -582001.763370 + Penalty 5042.524247 = -576959.239123 nChanged 515 SP:Iteration 9Q (953.410746 sec): 3 clusters Score: Raw -582292.089603 + Penalty 5042.524247 = -577249.565356 nChanged 466 SP:Iteration 10Q (953.545323 sec): 3 clusters Score: Raw -582545.942690 + Penalty 5042.524247 = -577503.418443 nChanged 411 SP:Iteration 11Q (953.719506 sec): 3 clusters Score: Raw -582740.101871 + Penalty 5042.524247 = -577697.577625 nChanged 325 SP:Iteration 12Q (953.848125 sec): 3 clusters Score: Raw -582874.925755 + Penalty 5042.524247 = -577832.401508 nChanged 260 SP:Iteration 13Q (954.000254 sec): 3 clusters Score: Raw -582966.118904 + Penalty 5042.524247 = -577923.594658 nChanged 219 SP:Iteration 14Q (954.138456 sec): 3 clusters Score: Raw -583044.988089 + Penalty 5042.524247 = -578002.463842 nChanged 211 SP:Iteration 15Q (954.290427 sec): 3 clusters Score: Raw -583109.150104 + Penalty 5042.524247 = -578066.625857 nChanged 163 SP:Iteration 16Q (954.429276 sec): 3 clusters Score: Raw -583154.734078 + Penalty 5042.524247 = -578112.209832 nChanged 137 SP:Iteration 17Q (954.573904 sec): 3 clusters Score: Raw -583193.916039 + Penalty 5042.524247 = -578151.391793 nChanged 127 SP:Iteration 18Q (954.701419 sec): 3 clusters Score: Raw -583230.100312 + Penalty 5042.524247 = -578187.576065 nChanged 118 SP:Iteration 19Q (954.861031 sec): 3 clusters Score: Raw -583263.631367 + Penalty 5042.524247 = -578221.107120 nChanged 121 SP:Iteration 20F (955.010903 sec): 3 clusters Score: Raw -583291.789362 + Penalty 5042.524247 = -578249.265115 nChanged 103 SP:Iteration 21Q (955.162297 sec): 3 clusters Score: Raw -583316.104732 + Penalty 5042.524247 = -578273.580485 nChanged 96 SP:Iteration 22Q (955.314044 sec): 3 clusters Score: Raw -583338.914948 + Penalty 5042.524247 = -578296.390702 nChanged 80 SP:Iteration 23Q (955.434855 sec): 3 clusters Score: Raw -583357.816438 + Penalty 5042.524247 = -578315.292191 nChanged 70 SP:Iteration 24Q (955.600873 sec): 3 clusters Score: Raw -583373.029512 + Penalty 5042.524247 = -578330.505265 nChanged 57 SP:Iteration 25Q (955.733901 sec): 3 clusters Score: Raw -583384.257453 + Penalty 5042.524247 = -578341.733206 nChanged 46 SP:Iteration 26Q (955.884587 sec): 3 clusters Score: Raw -583394.371318 + Penalty 5042.524247 = -578351.847072 nChanged 46 SP:Iteration 27Q (956.025350 sec): 3 clusters Score: Raw -583404.181884 + Penalty 5042.524247 = -578361.657637 nChanged 47 SP:Iteration 28Q (956.150266 sec): 3 clusters Score: Raw -583413.141852 + Penalty 5042.524247 = -578370.617605 nChanged 38 SP:Iteration 29Q (956.330370 sec): 3 clusters Score: Raw -583420.276217 + Penalty 5042.524247 = -578377.751970 nChanged 44 SP:Iteration 30Q (956.464050 sec): 3 clusters Score: Raw -583428.659373 + Penalty 5042.524247 = -578386.135126 nChanged 37 SP:Iteration 31Q (956.617743 sec): 3 clusters Score: Raw -583435.551319 + Penalty 5042.524247 = -578393.027072 nChanged 28 SP:Iteration 32Q (956.780924 sec): 3 clusters Score: Raw -583439.821193 + Penalty 5042.524247 = -578397.296947 nChanged 22 SP:Iteration 33Q (956.921600 sec): 3 clusters Score: Raw -583443.927354 + Penalty 5042.524247 = -578401.403108 nChanged 24 SP:Iteration 34Q (957.065793 sec): 3 clusters Score: Raw -583447.421995 + Penalty 5042.524247 = -578404.897748 nChanged 17 SP:Iteration 35Q (957.248589 sec): 3 clusters Score: Raw -583450.654430 + Penalty 5042.524247 = -578408.130184 nChanged 11 SP:Iteration 36Q (957.363424 sec): 3 clusters Score: Raw -583452.101428 + Penalty 5042.524247 = -578409.577181 nChanged 11 SP:Iteration 37Q (957.543986 sec): 3 clusters Score: Raw -583453.527480 + Penalty 5042.524247 = -578411.003234 nChanged 12 SP:Iteration 38Q (957.674377 sec): 3 clusters Score: Raw -583455.090605 + Penalty 5042.524247 = -578412.566358 nChanged 10 SP:Iteration 39Q (957.817938 sec): 3 clusters Score: Raw -583456.663563 + Penalty 5042.524247 = -578414.139316 nChanged 10 SP:Iteration 40F (957.947799 sec): 3 clusters Score: Raw -583458.029438 + Penalty 5042.524247 = -578415.505192 nChanged 10 SP:Iteration 41Q (958.113145 sec): 3 clusters Score: Raw -583459.943831 + Penalty 5042.524247 = -578417.419585 nChanged 13 SP:Iteration 42Q (958.263411 sec): 3 clusters Score: Raw -583461.491104 + Penalty 5042.524247 = -578418.966858 nChanged 9 SP:Iteration 43Q (958.412258 sec): 3 clusters Score: Raw -583462.623925 + Penalty 5042.524247 = -578420.099678 nChanged 5 SP:Iteration 44Q (958.577623 sec): 3 clusters Score: Raw -583463.402320 + Penalty 5042.524247 = -578420.878073 nChanged 5 SP:Iteration 45Q (958.722291 sec): 3 clusters Score: Raw -583463.891591 + Penalty 5042.524247 = -578421.367344 nChanged 4 SP:Iteration 46Q (958.882431 sec): 3 clusters Score: Raw -583464.411675 + Penalty 5042.524247 = -578421.887428 nChanged 4 SP:Iteration 47Q (959.032863 sec): 3 clusters Score: Raw -583464.859063 + Penalty 5042.524247 = -578422.334817 nChanged 2 SP:Iteration 48Q (959.237245 sec): 3 clusters Score: Raw -583465.062763 + Penalty 5042.524247 = -578422.538517 nChanged 4 SP:Iteration 49Q (959.406599 sec): 3 clusters Score: Raw -583465.379836 + Penalty 5042.524247 = -578422.855589 nChanged 2 SP:Iteration 50Q (959.553293 sec): 3 clusters Score: Raw -583465.554704 + Penalty 5042.524247 = -578423.030457 nChanged 1 SP:Iteration 51Q (959.717694 sec): 3 clusters Score: Raw -583465.714133 + Penalty 5042.524247 = -578423.189886 nChanged 1 SP:Iteration 52Q (959.890095 sec): 3 clusters Score: Raw -583466.013109 + Penalty 5042.524247 = -578423.488863 nChanged 1 SP:Iteration 53Q (960.061791 sec): 3 clusters Score: Raw -583466.107525 + Penalty 5042.524247 = -578423.583278 nChanged 2 SP:Iteration 54Q (960.222840 sec): 3 clusters Score: Raw -583466.500596 + Penalty 5042.524247 = -578423.976349 nChanged 3 SP:Iteration 55Q (960.375289 sec): 3 clusters Score: Raw -583466.791449 + Penalty 5042.524247 = -578424.267202 nChanged 2 SP:Iteration 56Q (960.526583 sec): 3 clusters Score: Raw -583466.929801 + Penalty 5042.524247 = -578424.405554 nChanged 1 SP:Iteration 57Q (960.687541 sec): 3 clusters Score: Raw -583467.218816 + Penalty 5042.524247 = -578424.694569 nChanged 3 SP:Iteration 58Q (960.841121 sec): 3 clusters Score: Raw -583467.727908 + Penalty 5042.524247 = -578425.203661 nChanged 5 SP:Iteration 59Q (961.000053 sec): 3 clusters Score: Raw -583468.386233 + Penalty 5042.524247 = -578425.861987 nChanged 6 SP:Iteration 60F (961.119120 sec): 3 clusters Score: Raw -583469.102442 + Penalty 5042.524247 = -578426.578195 nChanged 5 SP:Iteration 61Q (961.280092 sec): 3 clusters Score: Raw -583469.690252 + Penalty 5042.524247 = -578427.166005 nChanged 3 SP:Iteration 62Q (961.431225 sec): 3 clusters Score: Raw -583469.931733 + Penalty 5042.524247 = -578427.407486 nChanged 1 SP:Iteration 63Q (961.589232 sec): 3 clusters Score: Raw -583470.003691 + Penalty 5042.524247 = -578427.479444 nChanged 1 SP:Iteration 64Q (961.732090 sec): 3 clusters Score: Raw -583470.045703 + Penalty 5042.524247 = -578427.521456 nChanged 0 SP:Iteration 65F (961.878435 sec): 3 clusters Score: Raw -583470.045703 + Penalty 5042.524247 = -578427.521456 nChanged 0 Trying to split cluster 4 (7571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (961.976189 sec): 2 clusters Score: Raw -345210.482265 + Penalty 2358.069236 = -342852.413029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (962.087134 sec): 3 clusters Score: Raw -341344.716364 + Penalty 4716.138471 = -336628.577893 nChanged 3088 SP:Iteration 1F (962.248752 sec): 3 clusters Score: Raw -343274.366399 + Penalty 4716.138471 = -338558.227927 nChanged 678 SP:Iteration 2F (962.377333 sec): 3 clusters Score: Raw -343917.219485 + Penalty 4716.138471 = -339201.081014 nChanged 637 SP:Iteration 3F (962.507084 sec): 3 clusters Score: Raw -344556.177994 + Penalty 4716.138471 = -339840.039523 nChanged 570 SP:Iteration 4F (962.616324 sec): 3 clusters Score: Raw -345123.769655 + Penalty 4716.138471 = -340407.631184 nChanged 504 SP:Iteration 5F (962.784508 sec): 3 clusters Score: Raw -345634.844855 + Penalty 4716.138471 = -340918.706384 nChanged 410 SP:Iteration 6F (962.884549 sec): 3 clusters Score: Raw -345990.398977 + Penalty 4716.138471 = -341274.260506 nChanged 292 SP:Iteration 7Q (963.014353 sec): 3 clusters Score: Raw -346240.924927 + Penalty 4716.138471 = -341524.786455 nChanged 225 SP:Iteration 8Q (963.133182 sec): 3 clusters Score: Raw -346407.729316 + Penalty 4716.138471 = -341691.590844 nChanged 160 SP:Iteration 9Q (963.268732 sec): 3 clusters Score: Raw -346506.724538 + Penalty 4716.138471 = -341790.586066 nChanged 126 SP:Iteration 10Q (963.412936 sec): 3 clusters Score: Raw -346576.588222 + Penalty 4716.138471 = -341860.449751 nChanged 103 SP:Iteration 11Q (963.543159 sec): 3 clusters Score: Raw -346634.987923 + Penalty 4716.138471 = -341918.849452 nChanged 76 SP:Iteration 12Q (963.680029 sec): 3 clusters Score: Raw -346679.332041 + Penalty 4716.138471 = -341963.193569 nChanged 56 SP:Iteration 13Q (963.801438 sec): 3 clusters Score: Raw -346708.358505 + Penalty 4716.138471 = -341992.220034 nChanged 51 SP:Iteration 14Q (963.933690 sec): 3 clusters Score: Raw -346738.240025 + Penalty 4716.138471 = -342022.101553 nChanged 40 SP:Iteration 15Q (964.077822 sec): 3 clusters Score: Raw -346756.079275 + Penalty 4716.138471 = -342039.940804 nChanged 38 SP:Iteration 16Q (964.203741 sec): 3 clusters Score: Raw -346769.728046 + Penalty 4716.138471 = -342053.589575 nChanged 30 SP:Iteration 17Q (964.330601 sec): 3 clusters Score: Raw -346776.743812 + Penalty 4716.138471 = -342060.605341 nChanged 17 SP:Iteration 18Q (964.480652 sec): 3 clusters Score: Raw -346782.083212 + Penalty 4716.138471 = -342065.944741 nChanged 13 SP:Iteration 19Q (964.592969 sec): 3 clusters Score: Raw -346788.617385 + Penalty 4716.138471 = -342072.478913 nChanged 17 SP:Iteration 20F (964.733211 sec): 3 clusters Score: Raw -346797.942188 + Penalty 4716.138471 = -342081.803717 nChanged 19 SP:Iteration 21Q (964.884156 sec): 3 clusters Score: Raw -346803.883112 + Penalty 4716.138471 = -342087.744640 nChanged 14 SP:Iteration 22Q (965.012206 sec): 3 clusters Score: Raw -346808.299660 + Penalty 4716.138471 = -342092.161189 nChanged 11 SP:Iteration 23Q (965.139396 sec): 3 clusters Score: Raw -346810.867175 + Penalty 4716.138471 = -342094.728704 nChanged 5 SP:Iteration 24Q (965.269600 sec): 3 clusters Score: Raw -346811.639642 + Penalty 4716.138471 = -342095.501171 nChanged 2 SP:Iteration 25Q (965.383218 sec): 3 clusters Score: Raw -346811.839772 + Penalty 4716.138471 = -342095.701301 nChanged 2 SP:Iteration 26Q (965.517692 sec): 3 clusters Score: Raw -346812.331846 + Penalty 4716.138471 = -342096.193374 nChanged 2 SP:Iteration 27Q (965.655670 sec): 3 clusters Score: Raw -346812.945033 + Penalty 4716.138471 = -342096.806561 nChanged 3 SP:Iteration 28Q (965.786077 sec): 3 clusters Score: Raw -346814.430359 + Penalty 4716.138471 = -342098.291888 nChanged 1 SP:Iteration 29Q (965.910314 sec): 3 clusters Score: Raw -346814.690019 + Penalty 4716.138471 = -342098.551547 nChanged 2 SP:Iteration 30Q (966.028601 sec): 3 clusters Score: Raw -346815.148154 + Penalty 4716.138471 = -342099.009683 nChanged 1 SP:Iteration 31Q (966.149296 sec): 3 clusters Score: Raw -346815.300000 + Penalty 4716.138471 = -342099.161528 nChanged 0 SP:Iteration 32F (966.243308 sec): 3 clusters Score: Raw -346815.300000 + Penalty 4716.138471 = -342099.161528 nChanged 0 Trying to split cluster 5 (8844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (966.358696 sec): 2 clusters Score: Raw -395426.528733 + Penalty 2399.098559 = -393027.430174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (966.499102 sec): 3 clusters Score: Raw -390733.520672 + Penalty 4798.197118 = -385935.323554 nChanged 3684 SP:Iteration 1F (966.601284 sec): 3 clusters Score: Raw -392891.277055 + Penalty 4798.197118 = -388093.079937 nChanged 726 SP:Iteration 2F (966.735910 sec): 3 clusters Score: Raw -393466.491227 + Penalty 4798.197118 = -388668.294109 nChanged 721 SP:Iteration 3F (966.850403 sec): 3 clusters Score: Raw -394209.693398 + Penalty 4798.197118 = -389411.496280 nChanged 762 SP:Iteration 4F (966.979249 sec): 3 clusters Score: Raw -395060.690186 + Penalty 4798.197118 = -390262.493068 nChanged 729 SP:Iteration 5F (967.137169 sec): 3 clusters Score: Raw -395799.525997 + Penalty 4798.197118 = -391001.328879 nChanged 545 SP:Iteration 6F (967.271246 sec): 3 clusters Score: Raw -396245.743825 + Penalty 4798.197118 = -391447.546707 nChanged 375 SP:Iteration 7Q (967.401021 sec): 3 clusters Score: Raw -396503.954944 + Penalty 4798.197118 = -391705.757826 nChanged 265 SP:Iteration 8Q (967.558644 sec): 3 clusters Score: Raw -396673.564303 + Penalty 4798.197118 = -391875.367185 nChanged 205 SP:Iteration 9Q (967.746882 sec): 3 clusters Score: Raw -396794.240191 + Penalty 4798.197118 = -391996.043072 nChanged 166 SP:Iteration 10Q (967.892963 sec): 3 clusters Score: Raw -396896.529322 + Penalty 4798.197118 = -392098.332203 nChanged 146 SP:Iteration 11Q (968.045229 sec): 3 clusters Score: Raw -396971.533036 + Penalty 4798.197118 = -392173.335918 nChanged 119 SP:Iteration 12Q (968.152050 sec): 3 clusters Score: Raw -397019.899931 + Penalty 4798.197118 = -392221.702812 nChanged 84 SP:Iteration 13Q (968.300433 sec): 3 clusters Score: Raw -397048.466685 + Penalty 4798.197118 = -392250.269566 nChanged 77 SP:Iteration 14Q (968.430518 sec): 3 clusters Score: Raw -397073.832378 + Penalty 4798.197118 = -392275.635260 nChanged 65 SP:Iteration 15Q (968.597109 sec): 3 clusters Score: Raw -397094.311148 + Penalty 4798.197118 = -392296.114030 nChanged 56 SP:Iteration 16Q (968.715195 sec): 3 clusters Score: Raw -397111.929317 + Penalty 4798.197118 = -392313.732199 nChanged 58 SP:Iteration 17Q (968.831801 sec): 3 clusters Score: Raw -397129.549895 + Penalty 4798.197118 = -392331.352776 nChanged 52 SP:Iteration 18Q (968.976044 sec): 3 clusters Score: Raw -397149.844566 + Penalty 4798.197118 = -392351.647448 nChanged 62 SP:Iteration 19Q (969.098025 sec): 3 clusters Score: Raw -397168.715320 + Penalty 4798.197118 = -392370.518202 nChanged 47 SP:Iteration 20F (969.215252 sec): 3 clusters Score: Raw -397182.358647 + Penalty 4798.197118 = -392384.161529 nChanged 37 SP:Iteration 21Q (969.356607 sec): 3 clusters Score: Raw -397191.199892 + Penalty 4798.197118 = -392393.002773 nChanged 33 SP:Iteration 22Q (969.494667 sec): 3 clusters Score: Raw -397200.183518 + Penalty 4798.197118 = -392401.986400 nChanged 35 SP:Iteration 23Q (969.607483 sec): 3 clusters Score: Raw -397209.699285 + Penalty 4798.197118 = -392411.502167 nChanged 44 SP:Iteration 24Q (969.738881 sec): 3 clusters Score: Raw -397223.486250 + Penalty 4798.197118 = -392425.289132 nChanged 46 SP:Iteration 25Q (969.886373 sec): 3 clusters Score: Raw -397238.884083 + Penalty 4798.197118 = -392440.686965 nChanged 45 SP:Iteration 26Q (970.026548 sec): 3 clusters Score: Raw -397254.840472 + Penalty 4798.197118 = -392456.643353 nChanged 53 SP:Iteration 27Q (970.171045 sec): 3 clusters Score: Raw -397270.325546 + Penalty 4798.197118 = -392472.128428 nChanged 42 SP:Iteration 28Q (970.337936 sec): 3 clusters Score: Raw -397280.175405 + Penalty 4798.197118 = -392481.978287 nChanged 36 SP:Iteration 29Q (970.437231 sec): 3 clusters Score: Raw -397289.433720 + Penalty 4798.197118 = -392491.236602 nChanged 45 SP:Iteration 30Q (970.611653 sec): 3 clusters Score: Raw -397301.360316 + Penalty 4798.197118 = -392503.163198 nChanged 31 SP:Iteration 31Q (970.761038 sec): 3 clusters Score: Raw -397308.728525 + Penalty 4798.197118 = -392510.531407 nChanged 31 SP:Iteration 32Q (970.866309 sec): 3 clusters Score: Raw -397315.316359 + Penalty 4798.197118 = -392517.119241 nChanged 24 SP:Iteration 33Q (970.997123 sec): 3 clusters Score: Raw -397320.056247 + Penalty 4798.197118 = -392521.859128 nChanged 26 SP:Iteration 34Q (971.114152 sec): 3 clusters Score: Raw -397326.464493 + Penalty 4798.197118 = -392528.267375 nChanged 28 SP:Iteration 35Q (971.267769 sec): 3 clusters Score: Raw -397332.468496 + Penalty 4798.197118 = -392534.271378 nChanged 21 SP:Iteration 36Q (971.429322 sec): 3 clusters Score: Raw -397338.309853 + Penalty 4798.197118 = -392540.112735 nChanged 25 SP:Iteration 37Q (971.609037 sec): 3 clusters Score: Raw -397344.828654 + Penalty 4798.197118 = -392546.631536 nChanged 24 SP:Iteration 38Q (971.748184 sec): 3 clusters Score: Raw -397351.414292 + Penalty 4798.197118 = -392553.217174 nChanged 29 SP:Iteration 39Q (971.906738 sec): 3 clusters Score: Raw -397358.306754 + Penalty 4798.197118 = -392560.109636 nChanged 26 SP:Iteration 40F (972.065086 sec): 3 clusters Score: Raw -397364.271793 + Penalty 4798.197118 = -392566.074675 nChanged 22 SP:Iteration 41Q (972.188359 sec): 3 clusters Score: Raw -397370.577269 + Penalty 4798.197118 = -392572.380151 nChanged 24 SP:Iteration 42Q (972.325050 sec): 3 clusters Score: Raw -397377.687552 + Penalty 4798.197118 = -392579.490434 nChanged 29 SP:Iteration 43Q (972.475677 sec): 3 clusters Score: Raw -397385.752593 + Penalty 4798.197118 = -392587.555475 nChanged 30 SP:Iteration 44Q (972.621007 sec): 3 clusters Score: Raw -397393.001416 + Penalty 4798.197118 = -392594.804298 nChanged 22 SP:Iteration 45Q (972.757148 sec): 3 clusters Score: Raw -397396.920069 + Penalty 4798.197118 = -392598.722951 nChanged 18 SP:Iteration 46Q (972.881951 sec): 3 clusters Score: Raw -397400.206206 + Penalty 4798.197118 = -392602.009088 nChanged 15 SP:Iteration 47Q (973.018027 sec): 3 clusters Score: Raw -397404.585707 + Penalty 4798.197118 = -392606.388589 nChanged 20 SP:Iteration 48Q (973.148899 sec): 3 clusters Score: Raw -397409.210693 + Penalty 4798.197118 = -392611.013575 nChanged 14 SP:Iteration 49Q (973.262624 sec): 3 clusters Score: Raw -397412.599972 + Penalty 4798.197118 = -392614.402854 nChanged 19 SP:Iteration 50Q (973.380146 sec): 3 clusters Score: Raw -397416.765671 + Penalty 4798.197118 = -392618.568553 nChanged 16 SP:Iteration 51Q (973.510839 sec): 3 clusters Score: Raw -397421.849778 + Penalty 4798.197118 = -392623.652660 nChanged 17 SP:Iteration 52Q (973.688127 sec): 3 clusters Score: Raw -397427.153545 + Penalty 4798.197118 = -392628.956426 nChanged 24 SP:Iteration 53Q (973.809164 sec): 3 clusters Score: Raw -397433.734450 + Penalty 4798.197118 = -392635.537331 nChanged 28 SP:Iteration 54Q (973.942172 sec): 3 clusters Score: Raw -397441.240417 + Penalty 4798.197118 = -392643.043299 nChanged 27 SP:Iteration 55Q (974.093418 sec): 3 clusters Score: Raw -397447.635604 + Penalty 4798.197118 = -392649.438486 nChanged 26 SP:Iteration 56Q (974.219666 sec): 3 clusters Score: Raw -397454.297171 + Penalty 4798.197118 = -392656.100053 nChanged 26 SP:Iteration 57Q (974.369516 sec): 3 clusters Score: Raw -397459.049016 + Penalty 4798.197118 = -392660.851898 nChanged 15 SP:Iteration 58Q (974.496917 sec): 3 clusters Score: Raw -397462.320499 + Penalty 4798.197118 = -392664.123381 nChanged 19 SP:Iteration 59Q (974.687909 sec): 3 clusters Score: Raw -397467.064211 + Penalty 4798.197118 = -392668.867092 nChanged 19 SP:Iteration 60F (974.801204 sec): 3 clusters Score: Raw -397471.052531 + Penalty 4798.197118 = -392672.855413 nChanged 14 SP:Iteration 61Q (974.917905 sec): 3 clusters Score: Raw -397473.927743 + Penalty 4798.197118 = -392675.730625 nChanged 9 SP:Iteration 62Q (975.042331 sec): 3 clusters Score: Raw -397475.319782 + Penalty 4798.197118 = -392677.122664 nChanged 8 SP:Iteration 63Q (975.169183 sec): 3 clusters Score: Raw -397476.809575 + Penalty 4798.197118 = -392678.612457 nChanged 6 SP:Iteration 64Q (975.299881 sec): 3 clusters Score: Raw -397477.791055 + Penalty 4798.197118 = -392679.593937 nChanged 4 SP:Iteration 65Q (975.432764 sec): 3 clusters Score: Raw -397478.447598 + Penalty 4798.197118 = -392680.250480 nChanged 5 SP:Iteration 66Q (975.577772 sec): 3 clusters Score: Raw -397479.462389 + Penalty 4798.197118 = -392681.265270 nChanged 5 SP:Iteration 67Q (975.701819 sec): 3 clusters Score: Raw -397480.211278 + Penalty 4798.197118 = -392682.014160 nChanged 4 SP:Iteration 68Q (975.839091 sec): 3 clusters Score: Raw -397481.195909 + Penalty 4798.197118 = -392682.998791 nChanged 7 SP:Iteration 69Q (975.981071 sec): 3 clusters Score: Raw -397482.694729 + Penalty 4798.197118 = -392684.497611 nChanged 8 SP:Iteration 70Q (976.101837 sec): 3 clusters Score: Raw -397484.400730 + Penalty 4798.197118 = -392686.203612 nChanged 7 SP:Iteration 71Q (976.270976 sec): 3 clusters Score: Raw -397486.156833 + Penalty 4798.197118 = -392687.959715 nChanged 10 SP:Iteration 72Q (976.412607 sec): 3 clusters Score: Raw -397488.195938 + Penalty 4798.197118 = -392689.998820 nChanged 13 SP:Iteration 73Q (976.538073 sec): 3 clusters Score: Raw -397491.037861 + Penalty 4798.197118 = -392692.840743 nChanged 12 SP:Iteration 74Q (976.707765 sec): 3 clusters Score: Raw -397494.139635 + Penalty 4798.197118 = -392695.942517 nChanged 11 SP:Iteration 75Q (976.810899 sec): 3 clusters Score: Raw -397496.509777 + Penalty 4798.197118 = -392698.312659 nChanged 8 SP:Iteration 76Q (976.945599 sec): 3 clusters Score: Raw -397497.910018 + Penalty 4798.197118 = -392699.712900 nChanged 3 SP:Iteration 77Q (977.084518 sec): 3 clusters Score: Raw -397498.451355 + Penalty 4798.197118 = -392700.254237 nChanged 1 SP:Iteration 78Q (977.227800 sec): 3 clusters Score: Raw -397498.672025 + Penalty 4798.197118 = -392700.474907 nChanged 0 SP:Iteration 79F (977.364012 sec): 3 clusters Score: Raw -397498.672025 + Penalty 4798.197118 = -392700.474907 nChanged 0 Iteration 20F (978.057597 sec): 6 clusters Score: Raw -2931592.171907 + Penalty 14656.815491 = -2916935.356416 nChanged 1890 Iteration 21Q (978.700873 sec): 6 clusters Score: Raw -2932533.382895 + Penalty 14656.815491 = -2917876.567404 nChanged 1169 Iteration 22Q (979.365436 sec): 6 clusters Score: Raw -2933073.434433 + Penalty 14656.815491 = -2918416.618941 nChanged 878 Iteration 23Q (980.007681 sec): 6 clusters Score: Raw -2933411.607989 + Penalty 14656.815491 = -2918754.792498 nChanged 721 Iteration 24Q (980.621862 sec): 6 clusters Score: Raw -2933652.728379 + Penalty 14656.815491 = -2918995.912888 nChanged 570 Iteration 25Q (981.192836 sec): 6 clusters Score: Raw -2933785.211073 + Penalty 14656.815491 = -2919128.395582 nChanged 420 Iteration 26Q (981.812023 sec): 6 clusters Score: Raw -2933869.610536 + Penalty 14656.815491 = -2919212.795045 nChanged 322 Iteration 27Q (982.449201 sec): 6 clusters Score: Raw -2933916.580301 + Penalty 14656.815491 = -2919259.764810 nChanged 225 Iteration 28Q (983.055350 sec): 6 clusters Score: Raw -2933945.714639 + Penalty 14656.815491 = -2919288.899148 nChanged 183 Iteration 29Q (983.701746 sec): 6 clusters Score: Raw -2933968.726511 + Penalty 14656.815491 = -2919311.911019 nChanged 132 Iteration 30Q (984.322600 sec): 6 clusters Score: Raw -2933982.102101 + Penalty 14656.815491 = -2919325.286610 nChanged 107 Iteration 31Q (984.895430 sec): 6 clusters Score: Raw -2933993.302590 + Penalty 14656.815491 = -2919336.487099 nChanged 87 Iteration 32Q (985.475764 sec): 6 clusters Score: Raw -2934001.054143 + Penalty 14656.815491 = -2919344.238652 nChanged 66 Iteration 33Q (986.100685 sec): 6 clusters Score: Raw -2934006.320640 + Penalty 14656.815491 = -2919349.505148 nChanged 48 Iteration 34Q (986.737683 sec): 6 clusters Score: Raw -2934011.925123 + Penalty 14656.815491 = -2919355.109632 nChanged 51 Iteration 35Q (987.355848 sec): 6 clusters Score: Raw -2934017.357872 + Penalty 14656.815491 = -2919360.542381 nChanged 53 Iteration 36Q (987.984601 sec): 6 clusters Score: Raw -2934023.401545 + Penalty 14656.815491 = -2919366.586053 nChanged 46 Iteration 37Q (988.524202 sec): 6 clusters Score: Raw -2934027.335587 + Penalty 14656.815491 = -2919370.520096 nChanged 38 Iteration 38Q (989.133301 sec): 6 clusters Score: Raw -2934030.103563 + Penalty 14656.815491 = -2919373.288072 nChanged 29 Iteration 39Q (989.758686 sec): 6 clusters Score: Raw -2934032.475945 + Penalty 14656.815491 = -2919375.660453 nChanged 25 Iteration 40F (990.464630 sec): 6 clusters Score: Raw -2934075.705053 + Penalty 14656.815491 = -2919418.889562 nChanged 97 Iteration 41Q (991.098073 sec): 6 clusters Score: Raw -2934100.210663 + Penalty 14656.815491 = -2919443.395172 nChanged 86 Iteration 42Q (991.797924 sec): 6 clusters Score: Raw -2934110.770138 + Penalty 14656.815491 = -2919453.954646 nChanged 66 Iteration 43Q (992.402343 sec): 6 clusters Score: Raw -2934116.695581 + Penalty 14656.815491 = -2919459.880090 nChanged 44 Iteration 44Q (992.959547 sec): 6 clusters Score: Raw -2934120.748047 + Penalty 14656.815491 = -2919463.932556 nChanged 38 Iteration 45Q (993.511595 sec): 6 clusters Score: Raw -2934123.407343 + Penalty 14656.815491 = -2919466.591851 nChanged 28 Iteration 46Q (994.018644 sec): 6 clusters Score: Raw -2934125.155632 + Penalty 14656.815491 = -2919468.340141 nChanged 20 Iteration 47Q (994.595820 sec): 6 clusters Score: Raw -2934126.176823 + Penalty 14656.815491 = -2919469.361332 nChanged 12 Iteration 48Q (995.145328 sec): 6 clusters Score: Raw -2934126.803014 + Penalty 14656.815491 = -2919469.987523 nChanged 16 Iteration 49Q (995.678948 sec): 6 clusters Score: Raw -2934127.711889 + Penalty 14656.815491 = -2919470.896397 nChanged 11 Iteration 50Q (996.234240 sec): 6 clusters Score: Raw -2934128.419205 + Penalty 14656.815491 = -2919471.603714 nChanged 10 Iteration 51Q (996.790966 sec): 6 clusters Score: Raw -2934128.908518 + Penalty 14656.815491 = -2919472.093027 nChanged 13 Iteration 52Q (997.329754 sec): 6 clusters Score: Raw -2934129.475510 + Penalty 14656.815491 = -2919472.660019 nChanged 5 Iteration 53Q (997.898733 sec): 6 clusters Score: Raw -2934129.703717 + Penalty 14656.815491 = -2919472.888225 nChanged 4 Iteration 54Q (998.471490 sec): 6 clusters Score: Raw -2934130.115070 + Penalty 14656.815491 = -2919473.299578 nChanged 5 Iteration 55Q (998.993314 sec): 6 clusters Score: Raw -2934130.503555 + Penalty 14656.815491 = -2919473.688063 nChanged 8 Iteration 56Q (999.559665 sec): 6 clusters Score: Raw -2934131.124192 + Penalty 14656.815491 = -2919474.308701 nChanged 9 Iteration 57Q (1000.185537 sec): 6 clusters Score: Raw -2934131.895974 + Penalty 14656.815491 = -2919475.080482 nChanged 11 Iteration 58Q (1000.803962 sec): 6 clusters Score: Raw -2934132.849460 + Penalty 14656.815491 = -2919476.033969 nChanged 9 Writing temp clu file Because OldScore, -2919475.080482, is greater than current (better) Score,-2919476.033969 Compute initial score before splitting: Score: Raw -2934132.849460 + Penalty 14656.815491 = -2919476.033969 Trying to split cluster 1 (32371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1001.024610 sec): 2 clusters Score: Raw -1496803.087278 + Penalty 2741.644815 = -1494061.442463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1001.256743 sec): 3 clusters Score: Raw -1477319.804580 + Penalty 5483.289630 = -1471836.514949 nChanged 14619 SP:Iteration 1F (1001.484934 sec): 3 clusters Score: Raw -1485369.746729 + Penalty 5483.289630 = -1479886.457098 nChanged 1712 SP:Iteration 2F (1001.696272 sec): 3 clusters Score: Raw -1486031.073498 + Penalty 5483.289630 = -1480547.783868 nChanged 1633 SP:Iteration 3F (1001.893713 sec): 3 clusters Score: Raw -1486704.642187 + Penalty 5483.289630 = -1481221.352557 nChanged 1615 SP:Iteration 4Q (1002.120377 sec): 3 clusters Score: Raw -1487392.402759 + Penalty 5483.289630 = -1481909.113129 nChanged 1552 SP:Iteration 5Q (1002.338818 sec): 3 clusters Score: Raw -1488046.496753 + Penalty 5483.289630 = -1482563.207123 nChanged 1520 SP:Iteration 6Q (1002.544094 sec): 3 clusters Score: Raw -1488718.753032 + Penalty 5483.289630 = -1483235.463402 nChanged 1472 SP:Iteration 7Q (1002.763631 sec): 3 clusters Score: Raw -1489335.207699 + Penalty 5483.289630 = -1483851.918068 nChanged 1358 SP:Iteration 8Q (1002.981177 sec): 3 clusters Score: Raw -1489913.839197 + Penalty 5483.289630 = -1484430.549566 nChanged 1291 SP:Iteration 9Q (1003.215500 sec): 3 clusters Score: Raw -1490466.303761 + Penalty 5483.289630 = -1484983.014130 nChanged 1163 SP:Iteration 10Q (1003.427510 sec): 3 clusters Score: Raw -1490963.043914 + Penalty 5483.289630 = -1485479.754283 nChanged 1092 SP:Iteration 11Q (1003.664184 sec): 3 clusters Score: Raw -1491426.727755 + Penalty 5483.289630 = -1485943.438125 nChanged 1006 SP:Iteration 12Q (1003.882888 sec): 3 clusters Score: Raw -1491873.588700 + Penalty 5483.289630 = -1486390.299070 nChanged 886 SP:Iteration 13Q (1004.088161 sec): 3 clusters Score: Raw -1492356.070410 + Penalty 5483.289630 = -1486872.780779 nChanged 917 SP:Iteration 14Q (1004.290297 sec): 3 clusters Score: Raw -1492885.180770 + Penalty 5483.289630 = -1487401.891140 nChanged 866 SP:Iteration 15Q (1004.498523 sec): 3 clusters Score: Raw -1493342.751950 + Penalty 5483.289630 = -1487859.462319 nChanged 771 SP:Iteration 16Q (1004.693458 sec): 3 clusters Score: Raw -1493649.201805 + Penalty 5483.289630 = -1488165.912175 nChanged 592 SP:Iteration 17Q (1004.907256 sec): 3 clusters Score: Raw -1493824.774536 + Penalty 5483.289630 = -1488341.484906 nChanged 428 SP:Iteration 18Q (1005.107794 sec): 3 clusters Score: Raw -1493934.157721 + Penalty 5483.289630 = -1488450.868090 nChanged 340 SP:Iteration 19Q (1005.327495 sec): 3 clusters Score: Raw -1494020.016782 + Penalty 5483.289630 = -1488536.727152 nChanged 303 SP:Iteration 20F (1005.542667 sec): 3 clusters Score: Raw -1494078.374191 + Penalty 5483.289630 = -1488595.084560 nChanged 254 SP:Iteration 21Q (1005.766718 sec): 3 clusters Score: Raw -1494128.173514 + Penalty 5483.289630 = -1488644.883883 nChanged 227 SP:Iteration 22Q (1005.968252 sec): 3 clusters Score: Raw -1494168.854634 + Penalty 5483.289630 = -1488685.565004 nChanged 207 SP:Iteration 23Q (1006.171609 sec): 3 clusters Score: Raw -1494201.731202 + Penalty 5483.289630 = -1488718.441572 nChanged 180 SP:Iteration 24Q (1006.406331 sec): 3 clusters Score: Raw -1494229.717832 + Penalty 5483.289630 = -1488746.428202 nChanged 165 SP:Iteration 25Q (1006.617672 sec): 3 clusters Score: Raw -1494249.855278 + Penalty 5483.289630 = -1488766.565647 nChanged 142 SP:Iteration 26Q (1006.822912 sec): 3 clusters Score: Raw -1494267.210671 + Penalty 5483.289630 = -1488783.921041 nChanged 158 SP:Iteration 27Q (1007.022706 sec): 3 clusters Score: Raw -1494287.922845 + Penalty 5483.289630 = -1488804.633214 nChanged 160 SP:Iteration 28Q (1007.234336 sec): 3 clusters Score: Raw -1494312.977123 + Penalty 5483.289630 = -1488829.687492 nChanged 167 SP:Iteration 29Q (1007.452805 sec): 3 clusters Score: Raw -1494339.834526 + Penalty 5483.289630 = -1488856.544896 nChanged 179 SP:Iteration 30Q (1007.638373 sec): 3 clusters Score: Raw -1494369.935328 + Penalty 5483.289630 = -1488886.645698 nChanged 183 SP:Iteration 31Q (1007.828155 sec): 3 clusters Score: Raw -1494397.575411 + Penalty 5483.289630 = -1488914.285781 nChanged 159 SP:Iteration 32Q (1008.036090 sec): 3 clusters Score: Raw -1494421.576223 + Penalty 5483.289630 = -1488938.286593 nChanged 180 SP:Iteration 33Q (1008.214094 sec): 3 clusters Score: Raw -1494450.231451 + Penalty 5483.289630 = -1488966.941820 nChanged 200 SP:Iteration 34Q (1008.431900 sec): 3 clusters Score: Raw -1494483.352662 + Penalty 5483.289630 = -1489000.063032 nChanged 209 SP:Iteration 35Q (1008.634374 sec): 3 clusters Score: Raw -1494520.395569 + Penalty 5483.289630 = -1489037.105939 nChanged 225 SP:Iteration 36Q (1008.831223 sec): 3 clusters Score: Raw -1494558.442656 + Penalty 5483.289630 = -1489075.153026 nChanged 198 SP:Iteration 37Q (1009.041254 sec): 3 clusters Score: Raw -1494587.467342 + Penalty 5483.289630 = -1489104.177711 nChanged 201 SP:Iteration 38Q (1009.254088 sec): 3 clusters Score: Raw -1494618.045398 + Penalty 5483.289630 = -1489134.755768 nChanged 202 SP:Iteration 39Q (1009.448956 sec): 3 clusters Score: Raw -1494654.701274 + Penalty 5483.289630 = -1489171.411644 nChanged 226 SP:Iteration 40F (1009.666505 sec): 3 clusters Score: Raw -1494699.198861 + Penalty 5483.289630 = -1489215.909231 nChanged 250 SP:Iteration 41Q (1009.829588 sec): 3 clusters Score: Raw -1494748.885700 + Penalty 5483.289630 = -1489265.596069 nChanged 256 SP:Iteration 42Q (1009.982388 sec): 3 clusters Score: Raw -1494803.448196 + Penalty 5483.289630 = -1489320.158566 nChanged 265 SP:Iteration 43Q (1010.200058 sec): 3 clusters Score: Raw -1494857.994490 + Penalty 5483.289630 = -1489374.704859 nChanged 248 SP:Iteration 44Q (1010.413865 sec): 3 clusters Score: Raw -1494908.622617 + Penalty 5483.289630 = -1489425.332987 nChanged 268 SP:Iteration 45Q (1010.621588 sec): 3 clusters Score: Raw -1494965.115473 + Penalty 5483.289630 = -1489481.825842 nChanged 285 SP:Iteration 46Q (1010.838760 sec): 3 clusters Score: Raw -1495031.518922 + Penalty 5483.289630 = -1489548.229292 nChanged 286 SP:Iteration 47Q (1011.047105 sec): 3 clusters Score: Raw -1495102.437728 + Penalty 5483.289630 = -1489619.148098 nChanged 278 SP:Iteration 48Q (1011.269058 sec): 3 clusters Score: Raw -1495169.349143 + Penalty 5483.289630 = -1489686.059512 nChanged 295 SP:Iteration 49Q (1011.456398 sec): 3 clusters Score: Raw -1495242.325697 + Penalty 5483.289630 = -1489759.036067 nChanged 289 SP:Iteration 50Q (1011.658603 sec): 3 clusters Score: Raw -1495318.237609 + Penalty 5483.289630 = -1489834.947978 nChanged 281 SP:Iteration 51Q (1011.869717 sec): 3 clusters Score: Raw -1495394.564070 + Penalty 5483.289630 = -1489911.274439 nChanged 285 SP:Iteration 52Q (1012.058514 sec): 3 clusters Score: Raw -1495476.958120 + Penalty 5483.289630 = -1489993.668490 nChanged 278 SP:Iteration 53Q (1012.244587 sec): 3 clusters Score: Raw -1495553.542174 + Penalty 5483.289630 = -1490070.252544 nChanged 263 SP:Iteration 54Q (1012.440200 sec): 3 clusters Score: Raw -1495629.200239 + Penalty 5483.289630 = -1490145.910608 nChanged 234 SP:Iteration 55Q (1012.650577 sec): 3 clusters Score: Raw -1495701.231705 + Penalty 5483.289630 = -1490217.942075 nChanged 219 SP:Iteration 56Q (1012.873744 sec): 3 clusters Score: Raw -1495763.686398 + Penalty 5483.289630 = -1490280.396768 nChanged 222 SP:Iteration 57Q (1013.047241 sec): 3 clusters Score: Raw -1495827.702771 + Penalty 5483.289630 = -1490344.413141 nChanged 218 SP:Iteration 58Q (1013.264076 sec): 3 clusters Score: Raw -1495894.375731 + Penalty 5483.289630 = -1490411.086100 nChanged 216 SP:Iteration 59Q (1013.459469 sec): 3 clusters Score: Raw -1495964.409253 + Penalty 5483.289630 = -1490481.119622 nChanged 230 SP:Iteration 60F (1013.664291 sec): 3 clusters Score: Raw -1496044.749930 + Penalty 5483.289630 = -1490561.460300 nChanged 230 SP:Iteration 61Q (1013.879886 sec): 3 clusters Score: Raw -1496122.450320 + Penalty 5483.289630 = -1490639.160690 nChanged 212 SP:Iteration 62Q (1014.090132 sec): 3 clusters Score: Raw -1496191.193875 + Penalty 5483.289630 = -1490707.904245 nChanged 205 SP:Iteration 63Q (1014.294664 sec): 3 clusters Score: Raw -1496267.103002 + Penalty 5483.289630 = -1490783.813371 nChanged 189 SP:Iteration 64Q (1014.489849 sec): 3 clusters Score: Raw -1496339.344296 + Penalty 5483.289630 = -1490856.054666 nChanged 189 SP:Iteration 65Q (1014.696539 sec): 3 clusters Score: Raw -1496418.211275 + Penalty 5483.289630 = -1490934.921645 nChanged 193 SP:Iteration 66Q (1014.889056 sec): 3 clusters Score: Raw -1496497.999737 + Penalty 5483.289630 = -1491014.710106 nChanged 189 SP:Iteration 67Q (1015.104666 sec): 3 clusters Score: Raw -1496575.717740 + Penalty 5483.289630 = -1491092.428110 nChanged 178 SP:Iteration 68Q (1015.302732 sec): 3 clusters Score: Raw -1496656.765355 + Penalty 5483.289630 = -1491173.475724 nChanged 172 SP:Iteration 69Q (1015.509043 sec): 3 clusters Score: Raw -1496728.525367 + Penalty 5483.289630 = -1491245.235737 nChanged 139 SP:Iteration 70Q (1015.699484 sec): 3 clusters Score: Raw -1496788.681864 + Penalty 5483.289630 = -1491305.392234 nChanged 128 SP:Iteration 71Q (1015.842404 sec): 3 clusters Score: Raw -1496844.841328 + Penalty 5483.289630 = -1491361.551697 nChanged 112 SP:Iteration 72Q (1016.066553 sec): 3 clusters Score: Raw -1496892.579288 + Penalty 5483.289630 = -1491409.289657 nChanged 100 SP:Iteration 73Q (1016.234805 sec): 3 clusters Score: Raw -1496932.165671 + Penalty 5483.289630 = -1491448.876041 nChanged 74 SP:Iteration 74Q (1016.435502 sec): 3 clusters Score: Raw -1496962.055895 + Penalty 5483.289630 = -1491478.766265 nChanged 66 SP:Iteration 75Q (1016.621984 sec): 3 clusters Score: Raw -1496991.585233 + Penalty 5483.289630 = -1491508.295602 nChanged 75 SP:Iteration 76Q (1016.785798 sec): 3 clusters Score: Raw -1497025.870681 + Penalty 5483.289630 = -1491542.581050 nChanged 62 SP:Iteration 77Q (1016.999832 sec): 3 clusters Score: Raw -1497050.629720 + Penalty 5483.289630 = -1491567.340089 nChanged 56 SP:Iteration 78Q (1017.168971 sec): 3 clusters Score: Raw -1497075.989522 + Penalty 5483.289630 = -1491592.699892 nChanged 55 SP:Iteration 79Q (1017.340657 sec): 3 clusters Score: Raw -1497101.247299 + Penalty 5483.289630 = -1491617.957668 nChanged 51 SP:Iteration 80F (1017.568013 sec): 3 clusters Score: Raw -1497123.568152 + Penalty 5483.289630 = -1491640.278521 nChanged 40 SP:Iteration 81Q (1017.765941 sec): 3 clusters Score: Raw -1497143.579909 + Penalty 5483.289630 = -1491660.290279 nChanged 42 SP:Iteration 82Q (1017.964539 sec): 3 clusters Score: Raw -1497162.677663 + Penalty 5483.289630 = -1491679.388033 nChanged 31 SP:Iteration 83Q (1018.147154 sec): 3 clusters Score: Raw -1497177.394342 + Penalty 5483.289630 = -1491694.104711 nChanged 17 SP:Iteration 84Q (1018.335682 sec): 3 clusters Score: Raw -1497184.492255 + Penalty 5483.289630 = -1491701.202625 nChanged 17 SP:Iteration 85Q (1018.564327 sec): 3 clusters Score: Raw -1497192.937399 + Penalty 5483.289630 = -1491709.647768 nChanged 20 SP:Iteration 86Q (1018.750312 sec): 3 clusters Score: Raw -1497200.684427 + Penalty 5483.289630 = -1491717.394797 nChanged 13 SP:Iteration 87Q (1018.970571 sec): 3 clusters Score: Raw -1497207.163828 + Penalty 5483.289630 = -1491723.874198 nChanged 18 SP:Iteration 88Q (1019.163713 sec): 3 clusters Score: Raw -1497215.507412 + Penalty 5483.289630 = -1491732.217782 nChanged 21 SP:Iteration 89Q (1019.337615 sec): 3 clusters Score: Raw -1497225.130657 + Penalty 5483.289630 = -1491741.841027 nChanged 15 SP:Iteration 90Q (1019.532875 sec): 3 clusters Score: Raw -1497230.827274 + Penalty 5483.289630 = -1491747.537643 nChanged 11 SP:Iteration 91Q (1019.734837 sec): 3 clusters Score: Raw -1497236.346811 + Penalty 5483.289630 = -1491753.057180 nChanged 10 SP:Iteration 92Q (1019.931770 sec): 3 clusters Score: Raw -1497240.246651 + Penalty 5483.289630 = -1491756.957021 nChanged 9 SP:Iteration 93Q (1020.138356 sec): 3 clusters Score: Raw -1497243.082747 + Penalty 5483.289630 = -1491759.793117 nChanged 7 SP:Iteration 94Q (1020.327869 sec): 3 clusters Score: Raw -1497247.045472 + Penalty 5483.289630 = -1491763.755842 nChanged 8 SP:Iteration 95Q (1020.493683 sec): 3 clusters Score: Raw -1497251.013085 + Penalty 5483.289630 = -1491767.723454 nChanged 9 SP:Iteration 96Q (1020.677458 sec): 3 clusters Score: Raw -1497254.319608 + Penalty 5483.289630 = -1491771.029978 nChanged 1 SP:Iteration 97Q (1020.870592 sec): 3 clusters Score: Raw -1497254.826810 + Penalty 5483.289630 = -1491771.537180 nChanged 1 SP:Iteration 98Q (1021.060683 sec): 3 clusters Score: Raw -1497255.321945 + Penalty 5483.289630 = -1491772.032315 nChanged 3 SP:Iteration 99Q (1021.203600 sec): 3 clusters Score: Raw -1497256.454378 + Penalty 5483.289630 = -1491773.164748 nChanged 4 SP:Iteration 100F (1021.431200 sec): 3 clusters Score: Raw -1497257.398385 + Penalty 5483.289630 = -1491774.108755 nChanged 1 SP:Iteration 101Q (1021.622902 sec): 3 clusters Score: Raw -1497257.737575 + Penalty 5483.289630 = -1491774.447944 nChanged 3 SP:Iteration 102Q (1021.821012 sec): 3 clusters Score: Raw -1497258.562907 + Penalty 5483.289630 = -1491775.273276 nChanged 2 SP:Iteration 103Q (1022.022473 sec): 3 clusters Score: Raw -1497259.408217 + Penalty 5483.289630 = -1491776.118587 nChanged 2 SP:Iteration 104Q (1022.264925 sec): 3 clusters Score: Raw -1497260.368346 + Penalty 5483.289630 = -1491777.078716 nChanged 1 SP:Iteration 105Q (1022.450203 sec): 3 clusters Score: Raw -1497260.945782 + Penalty 5483.289630 = -1491777.656152 nChanged 2 SP:Iteration 106Q (1022.664588 sec): 3 clusters Score: Raw -1497261.636768 + Penalty 5483.289630 = -1491778.347138 nChanged 2 SP:Iteration 107Q (1022.882383 sec): 3 clusters Score: Raw -1497262.336770 + Penalty 5483.289630 = -1491779.047139 nChanged 2 SP:Iteration 108Q (1023.082837 sec): 3 clusters Score: Raw -1497263.265085 + Penalty 5483.289630 = -1491779.975454 nChanged 2 SP:Iteration 109Q (1023.291750 sec): 3 clusters Score: Raw -1497264.558469 + Penalty 5483.289630 = -1491781.268839 nChanged 3 SP:Iteration 110Q (1023.491988 sec): 3 clusters Score: Raw -1497265.915007 + Penalty 5483.289630 = -1491782.625377 nChanged 7 SP:Iteration 111Q (1023.664737 sec): 3 clusters Score: Raw -1497269.614822 + Penalty 5483.289630 = -1491786.325192 nChanged 7 SP:Iteration 112Q (1023.876392 sec): 3 clusters Score: Raw -1497272.339700 + Penalty 5483.289630 = -1491789.050069 nChanged 6 SP:Iteration 113Q (1024.110420 sec): 3 clusters Score: Raw -1497274.363903 + Penalty 5483.289630 = -1491791.074272 nChanged 2 SP:Iteration 114Q (1024.353480 sec): 3 clusters Score: Raw -1497275.185616 + Penalty 5483.289630 = -1491791.895985 nChanged 4 SP:Iteration 115Q (1024.497220 sec): 3 clusters Score: Raw -1497276.594087 + Penalty 5483.289630 = -1491793.304457 nChanged 4 SP:Iteration 116Q (1024.683730 sec): 3 clusters Score: Raw -1497278.261370 + Penalty 5483.289630 = -1491794.971740 nChanged 5 SP:Iteration 117Q (1024.888726 sec): 3 clusters Score: Raw -1497280.875073 + Penalty 5483.289630 = -1491797.585442 nChanged 7 SP:Iteration 118Q (1025.077525 sec): 3 clusters Score: Raw -1497284.340909 + Penalty 5483.289630 = -1491801.051278 nChanged 8 SP:Iteration 119Q (1025.266503 sec): 3 clusters Score: Raw -1497289.980882 + Penalty 5483.289630 = -1491806.691252 nChanged 8 SP:Iteration 120F (1025.448538 sec): 3 clusters Score: Raw -1497294.901383 + Penalty 5483.289630 = -1491811.611752 nChanged 6 SP:Iteration 121Q (1025.715054 sec): 3 clusters Score: Raw -1497296.841746 + Penalty 5483.289630 = -1491813.552115 nChanged 3 SP:Iteration 122Q (1025.919397 sec): 3 clusters Score: Raw -1497298.050774 + Penalty 5483.289630 = -1491814.761144 nChanged 0 SP:Iteration 123F (1026.156691 sec): 3 clusters Score: Raw -1497298.050774 + Penalty 5483.289630 = -1491814.761144 nChanged 0 Trying to split cluster 2 (11696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1026.298285 sec): 2 clusters Score: Raw -475128.088380 + Penalty 2472.888576 = -472655.199803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1026.449319 sec): 3 clusters Score: Raw -468751.712081 + Penalty 4945.777152 = -463805.934929 nChanged 4969 SP:Iteration 1F (1026.571164 sec): 3 clusters Score: Raw -471802.580502 + Penalty 4945.777152 = -466856.803350 nChanged 1001 SP:Iteration 2F (1026.714733 sec): 3 clusters Score: Raw -472657.256876 + Penalty 4945.777152 = -467711.479724 nChanged 937 SP:Iteration 3F (1026.856550 sec): 3 clusters Score: Raw -473407.435422 + Penalty 4945.777152 = -468461.658270 nChanged 823 SP:Iteration 4F (1026.946083 sec): 3 clusters Score: Raw -474049.177565 + Penalty 4945.777152 = -469103.400412 nChanged 735 SP:Iteration 5F (1027.027348 sec): 3 clusters Score: Raw -474554.315466 + Penalty 4945.777152 = -469608.538314 nChanged 603 SP:Iteration 6F (1027.119681 sec): 3 clusters Score: Raw -474920.327235 + Penalty 4945.777152 = -469974.550083 nChanged 475 SP:Iteration 7Q (1027.200264 sec): 3 clusters Score: Raw -475173.643078 + Penalty 4945.777152 = -470227.865926 nChanged 384 SP:Iteration 8Q (1027.276724 sec): 3 clusters Score: Raw -475364.551844 + Penalty 4945.777152 = -470418.774692 nChanged 320 SP:Iteration 9Q (1027.464999 sec): 3 clusters Score: Raw -475514.264550 + Penalty 4945.777152 = -470568.487398 nChanged 257 SP:Iteration 10Q (1027.629534 sec): 3 clusters Score: Raw -475626.325397 + Penalty 4945.777152 = -470680.548245 nChanged 194 SP:Iteration 11Q (1027.795201 sec): 3 clusters Score: Raw -475701.248555 + Penalty 4945.777152 = -470755.471403 nChanged 179 SP:Iteration 12Q (1027.959732 sec): 3 clusters Score: Raw -475778.822906 + Penalty 4945.777152 = -470833.045754 nChanged 157 SP:Iteration 13Q (1028.136284 sec): 3 clusters Score: Raw -475829.779392 + Penalty 4945.777152 = -470884.002240 nChanged 126 SP:Iteration 14Q (1028.298629 sec): 3 clusters Score: Raw -475873.904826 + Penalty 4945.777152 = -470928.127674 nChanged 130 SP:Iteration 15Q (1028.420234 sec): 3 clusters Score: Raw -475917.211892 + Penalty 4945.777152 = -470971.434739 nChanged 116 SP:Iteration 16Q (1028.590934 sec): 3 clusters Score: Raw -475956.718651 + Penalty 4945.777152 = -471010.941499 nChanged 115 SP:Iteration 17Q (1028.702312 sec): 3 clusters Score: Raw -475990.915029 + Penalty 4945.777152 = -471045.137876 nChanged 86 SP:Iteration 18Q (1028.824822 sec): 3 clusters Score: Raw -476018.349199 + Penalty 4945.777152 = -471072.572047 nChanged 67 SP:Iteration 19Q (1028.988540 sec): 3 clusters Score: Raw -476037.768531 + Penalty 4945.777152 = -471091.991379 nChanged 48 SP:Iteration 20F (1029.095990 sec): 3 clusters Score: Raw -476049.112212 + Penalty 4945.777152 = -471103.335060 nChanged 51 SP:Iteration 21Q (1029.271956 sec): 3 clusters Score: Raw -476061.890422 + Penalty 4945.777152 = -471116.113270 nChanged 46 SP:Iteration 22Q (1029.434835 sec): 3 clusters Score: Raw -476073.176163 + Penalty 4945.777152 = -471127.399011 nChanged 59 SP:Iteration 23Q (1029.570511 sec): 3 clusters Score: Raw -476088.868486 + Penalty 4945.777152 = -471143.091334 nChanged 55 SP:Iteration 24Q (1029.723832 sec): 3 clusters Score: Raw -476101.226876 + Penalty 4945.777152 = -471155.449724 nChanged 45 SP:Iteration 25Q (1029.881876 sec): 3 clusters Score: Raw -476113.461465 + Penalty 4945.777152 = -471167.684313 nChanged 50 SP:Iteration 26Q (1030.013420 sec): 3 clusters Score: Raw -476126.449234 + Penalty 4945.777152 = -471180.672082 nChanged 56 SP:Iteration 27Q (1030.172197 sec): 3 clusters Score: Raw -476139.249064 + Penalty 4945.777152 = -471193.471912 nChanged 44 SP:Iteration 28Q (1030.316993 sec): 3 clusters Score: Raw -476148.865620 + Penalty 4945.777152 = -471203.088468 nChanged 31 SP:Iteration 29Q (1030.461088 sec): 3 clusters Score: Raw -476155.453750 + Penalty 4945.777152 = -471209.676598 nChanged 23 SP:Iteration 30Q (1030.586610 sec): 3 clusters Score: Raw -476159.353504 + Penalty 4945.777152 = -471213.576352 nChanged 15 SP:Iteration 31Q (1030.718196 sec): 3 clusters Score: Raw -476161.885262 + Penalty 4945.777152 = -471216.108110 nChanged 12 SP:Iteration 32Q (1030.830161 sec): 3 clusters Score: Raw -476163.315547 + Penalty 4945.777152 = -471217.538395 nChanged 6 SP:Iteration 33Q (1030.956783 sec): 3 clusters Score: Raw -476163.870983 + Penalty 4945.777152 = -471218.093831 nChanged 8 SP:Iteration 34Q (1031.100853 sec): 3 clusters Score: Raw -476165.136705 + Penalty 4945.777152 = -471219.359553 nChanged 7 SP:Iteration 35Q (1031.251795 sec): 3 clusters Score: Raw -476166.707956 + Penalty 4945.777152 = -471220.930804 nChanged 12 SP:Iteration 36Q (1031.450374 sec): 3 clusters Score: Raw -476168.656363 + Penalty 4945.777152 = -471222.879211 nChanged 8 SP:Iteration 37Q (1031.571635 sec): 3 clusters Score: Raw -476170.729674 + Penalty 4945.777152 = -471224.952522 nChanged 13 SP:Iteration 38Q (1031.722256 sec): 3 clusters Score: Raw -476173.157999 + Penalty 4945.777152 = -471227.380847 nChanged 9 SP:Iteration 39Q (1031.858646 sec): 3 clusters Score: Raw -476174.441581 + Penalty 4945.777152 = -471228.664429 nChanged 5 SP:Iteration 40F (1031.994128 sec): 3 clusters Score: Raw -476175.127694 + Penalty 4945.777152 = -471229.350542 nChanged 6 SP:Iteration 41Q (1032.153932 sec): 3 clusters Score: Raw -476175.908349 + Penalty 4945.777152 = -471230.131197 nChanged 5 SP:Iteration 42Q (1032.287001 sec): 3 clusters Score: Raw -476176.858733 + Penalty 4945.777152 = -471231.081581 nChanged 3 SP:Iteration 43Q (1032.403762 sec): 3 clusters Score: Raw -476177.508425 + Penalty 4945.777152 = -471231.731272 nChanged 3 SP:Iteration 44Q (1032.550136 sec): 3 clusters Score: Raw -476177.758508 + Penalty 4945.777152 = -471231.981356 nChanged 1 SP:Iteration 45Q (1032.740051 sec): 3 clusters Score: Raw -476177.881659 + Penalty 4945.777152 = -471232.104507 nChanged 1 SP:Iteration 46Q (1032.854788 sec): 3 clusters Score: Raw -476178.029205 + Penalty 4945.777152 = -471232.252053 nChanged 1 SP:Iteration 47Q (1033.050091 sec): 3 clusters Score: Raw -476178.335000 + Penalty 4945.777152 = -471232.557848 nChanged 1 SP:Iteration 48Q (1033.193044 sec): 3 clusters Score: Raw -476178.433656 + Penalty 4945.777152 = -471232.656504 nChanged 0 SP:Iteration 49F (1033.356489 sec): 3 clusters Score: Raw -476178.433656 + Penalty 4945.777152 = -471232.656504 nChanged 0 Trying to split cluster 3 (8100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1033.442100 sec): 2 clusters Score: Raw -416543.671620 + Penalty 2375.899506 = -414167.772114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1033.544226 sec): 3 clusters Score: Raw -412338.178415 + Penalty 4751.799012 = -407586.379403 nChanged 3258 SP:Iteration 1F (1033.692976 sec): 3 clusters Score: Raw -414171.154514 + Penalty 4751.799012 = -409419.355502 nChanged 605 SP:Iteration 2F (1033.803298 sec): 3 clusters Score: Raw -414534.564365 + Penalty 4751.799012 = -409782.765353 nChanged 437 SP:Iteration 3F (1033.945805 sec): 3 clusters Score: Raw -414763.986732 + Penalty 4751.799012 = -410012.187720 nChanged 363 SP:Iteration 4Q (1034.108840 sec): 3 clusters Score: Raw -414948.765112 + Penalty 4751.799012 = -410196.966100 nChanged 278 SP:Iteration 5Q (1034.219210 sec): 3 clusters Score: Raw -415091.058185 + Penalty 4751.799012 = -410339.259173 nChanged 254 SP:Iteration 6Q (1034.390375 sec): 3 clusters Score: Raw -415209.772546 + Penalty 4751.799012 = -410457.973534 nChanged 239 SP:Iteration 7Q (1034.529754 sec): 3 clusters Score: Raw -415309.482050 + Penalty 4751.799012 = -410557.683038 nChanged 223 SP:Iteration 8Q (1034.685172 sec): 3 clusters Score: Raw -415417.556707 + Penalty 4751.799012 = -410665.757695 nChanged 245 SP:Iteration 9Q (1034.810025 sec): 3 clusters Score: Raw -415548.775001 + Penalty 4751.799012 = -410796.975990 nChanged 236 SP:Iteration 10Q (1034.941258 sec): 3 clusters Score: Raw -415675.956841 + Penalty 4751.799012 = -410924.157829 nChanged 214 SP:Iteration 11Q (1035.069788 sec): 3 clusters Score: Raw -415791.239207 + Penalty 4751.799012 = -411039.440195 nChanged 206 SP:Iteration 12Q (1035.206763 sec): 3 clusters Score: Raw -415902.219977 + Penalty 4751.799012 = -411150.420965 nChanged 180 SP:Iteration 13Q (1035.367263 sec): 3 clusters Score: Raw -415986.094611 + Penalty 4751.799012 = -411234.295600 nChanged 166 SP:Iteration 14Q (1035.491855 sec): 3 clusters Score: Raw -416064.592967 + Penalty 4751.799012 = -411312.793956 nChanged 151 SP:Iteration 15Q (1035.607036 sec): 3 clusters Score: Raw -416141.064548 + Penalty 4751.799012 = -411389.265537 nChanged 135 SP:Iteration 16Q (1035.745036 sec): 3 clusters Score: Raw -416214.547164 + Penalty 4751.799012 = -411462.748152 nChanged 126 SP:Iteration 17Q (1035.882533 sec): 3 clusters Score: Raw -416288.395865 + Penalty 4751.799012 = -411536.596853 nChanged 123 SP:Iteration 18Q (1036.037365 sec): 3 clusters Score: Raw -416366.628634 + Penalty 4751.799012 = -411614.829622 nChanged 125 SP:Iteration 19Q (1036.183493 sec): 3 clusters Score: Raw -416444.823508 + Penalty 4751.799012 = -411693.024496 nChanged 119 SP:Iteration 20F (1036.346115 sec): 3 clusters Score: Raw -416519.536911 + Penalty 4751.799012 = -411767.737899 nChanged 95 SP:Iteration 21Q (1036.520237 sec): 3 clusters Score: Raw -416582.375538 + Penalty 4751.799012 = -411830.576526 nChanged 92 SP:Iteration 22Q (1036.657428 sec): 3 clusters Score: Raw -416633.228763 + Penalty 4751.799012 = -411881.429752 nChanged 56 SP:Iteration 23Q (1036.787144 sec): 3 clusters Score: Raw -416661.469386 + Penalty 4751.799012 = -411909.670374 nChanged 52 SP:Iteration 24Q (1036.940323 sec): 3 clusters Score: Raw -416690.074119 + Penalty 4751.799012 = -411938.275107 nChanged 49 SP:Iteration 25Q (1037.044307 sec): 3 clusters Score: Raw -416715.768850 + Penalty 4751.799012 = -411963.969839 nChanged 45 SP:Iteration 26Q (1037.166897 sec): 3 clusters Score: Raw -416740.558514 + Penalty 4751.799012 = -411988.759502 nChanged 39 SP:Iteration 27Q (1037.315232 sec): 3 clusters Score: Raw -416762.084493 + Penalty 4751.799012 = -412010.285482 nChanged 42 SP:Iteration 28Q (1037.422771 sec): 3 clusters Score: Raw -416784.462094 + Penalty 4751.799012 = -412032.663082 nChanged 28 SP:Iteration 29Q (1037.578170 sec): 3 clusters Score: Raw -416797.163681 + Penalty 4751.799012 = -412045.364669 nChanged 29 SP:Iteration 30Q (1037.712491 sec): 3 clusters Score: Raw -416811.871338 + Penalty 4751.799012 = -412060.072326 nChanged 21 SP:Iteration 31Q (1037.831531 sec): 3 clusters Score: Raw -416822.026827 + Penalty 4751.799012 = -412070.227815 nChanged 20 SP:Iteration 32Q (1037.947811 sec): 3 clusters Score: Raw -416832.898477 + Penalty 4751.799012 = -412081.099465 nChanged 19 SP:Iteration 33Q (1038.074319 sec): 3 clusters Score: Raw -416842.696086 + Penalty 4751.799012 = -412090.897074 nChanged 17 SP:Iteration 34Q (1038.211789 sec): 3 clusters Score: Raw -416849.214265 + Penalty 4751.799012 = -412097.415254 nChanged 15 SP:Iteration 35Q (1038.362453 sec): 3 clusters Score: Raw -416856.051576 + Penalty 4751.799012 = -412104.252565 nChanged 11 SP:Iteration 36Q (1038.468110 sec): 3 clusters Score: Raw -416860.857425 + Penalty 4751.799012 = -412109.058413 nChanged 4 SP:Iteration 37Q (1038.603127 sec): 3 clusters Score: Raw -416862.426753 + Penalty 4751.799012 = -412110.627741 nChanged 6 SP:Iteration 38Q (1038.710313 sec): 3 clusters Score: Raw -416865.899332 + Penalty 4751.799012 = -412114.100320 nChanged 8 SP:Iteration 39Q (1038.864659 sec): 3 clusters Score: Raw -416869.822369 + Penalty 4751.799012 = -412118.023357 nChanged 3 SP:Iteration 40F (1038.985619 sec): 3 clusters Score: Raw -416871.759938 + Penalty 4751.799012 = -412119.960926 nChanged 4 SP:Iteration 41Q (1039.100028 sec): 3 clusters Score: Raw -416873.792983 + Penalty 4751.799012 = -412121.993971 nChanged 7 SP:Iteration 42Q (1039.228884 sec): 3 clusters Score: Raw -416876.958082 + Penalty 4751.799012 = -412125.159070 nChanged 2 SP:Iteration 43Q (1039.400885 sec): 3 clusters Score: Raw -416877.721740 + Penalty 4751.799012 = -412125.922728 nChanged 0 SP:Iteration 44F (1039.531512 sec): 3 clusters Score: Raw -416877.721740 + Penalty 4751.799012 = -412125.922728 nChanged 0 Trying to split cluster 4 (6598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1039.588706 sec): 2 clusters Score: Raw -301228.877532 + Penalty 2321.753769 = -298907.123763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1039.722439 sec): 3 clusters Score: Raw -297889.754445 + Penalty 4643.507538 = -293246.246907 nChanged 2616 SP:Iteration 1F (1039.878372 sec): 3 clusters Score: Raw -299536.878316 + Penalty 4643.507538 = -294893.370778 nChanged 589 SP:Iteration 2F (1040.009201 sec): 3 clusters Score: Raw -299991.153193 + Penalty 4643.507538 = -295347.645655 nChanged 446 SP:Iteration 3F (1040.117456 sec): 3 clusters Score: Raw -300319.606103 + Penalty 4643.507538 = -295676.098565 nChanged 359 SP:Iteration 4F (1040.251658 sec): 3 clusters Score: Raw -300583.051876 + Penalty 4643.507538 = -295939.544338 nChanged 275 SP:Iteration 5Q (1040.384680 sec): 3 clusters Score: Raw -300767.992269 + Penalty 4643.507538 = -296124.484732 nChanged 261 SP:Iteration 6Q (1040.510442 sec): 3 clusters Score: Raw -300927.844551 + Penalty 4643.507538 = -296284.337013 nChanged 203 SP:Iteration 7Q (1040.650462 sec): 3 clusters Score: Raw -301040.441532 + Penalty 4643.507538 = -296396.933994 nChanged 168 SP:Iteration 8Q (1040.792166 sec): 3 clusters Score: Raw -301140.912979 + Penalty 4643.507538 = -296497.405442 nChanged 165 SP:Iteration 9Q (1040.908394 sec): 3 clusters Score: Raw -301224.892746 + Penalty 4643.507538 = -296581.385208 nChanged 147 SP:Iteration 10Q (1041.072592 sec): 3 clusters Score: Raw -301299.351068 + Penalty 4643.507538 = -296655.843530 nChanged 112 SP:Iteration 11Q (1041.216996 sec): 3 clusters Score: Raw -301348.003632 + Penalty 4643.507538 = -296704.496094 nChanged 96 SP:Iteration 12Q (1041.329354 sec): 3 clusters Score: Raw -301386.185220 + Penalty 4643.507538 = -296742.677682 nChanged 82 SP:Iteration 13Q (1041.470823 sec): 3 clusters Score: Raw -301417.891548 + Penalty 4643.507538 = -296774.384011 nChanged 61 SP:Iteration 14Q (1041.614948 sec): 3 clusters Score: Raw -301439.028483 + Penalty 4643.507538 = -296795.520946 nChanged 46 SP:Iteration 15Q (1041.753385 sec): 3 clusters Score: Raw -301451.224400 + Penalty 4643.507538 = -296807.716863 nChanged 50 SP:Iteration 16Q (1041.872935 sec): 3 clusters Score: Raw -301466.719901 + Penalty 4643.507538 = -296823.212363 nChanged 40 SP:Iteration 17Q (1042.016737 sec): 3 clusters Score: Raw -301479.981208 + Penalty 4643.507538 = -296836.473670 nChanged 41 SP:Iteration 18Q (1042.137756 sec): 3 clusters Score: Raw -301491.153527 + Penalty 4643.507538 = -296847.645990 nChanged 34 SP:Iteration 19Q (1042.274475 sec): 3 clusters Score: Raw -301503.099858 + Penalty 4643.507538 = -296859.592321 nChanged 40 SP:Iteration 20F (1042.383494 sec): 3 clusters Score: Raw -301515.638485 + Penalty 4643.507538 = -296872.130948 nChanged 39 SP:Iteration 21Q (1042.517494 sec): 3 clusters Score: Raw -301529.243611 + Penalty 4643.507538 = -296885.736073 nChanged 29 SP:Iteration 22Q (1042.674482 sec): 3 clusters Score: Raw -301538.738521 + Penalty 4643.507538 = -296895.230983 nChanged 33 SP:Iteration 23Q (1042.779252 sec): 3 clusters Score: Raw -301548.002977 + Penalty 4643.507538 = -296904.495439 nChanged 24 SP:Iteration 24Q (1042.905678 sec): 3 clusters Score: Raw -301555.310813 + Penalty 4643.507538 = -296911.803275 nChanged 21 SP:Iteration 25Q (1043.068316 sec): 3 clusters Score: Raw -301561.693745 + Penalty 4643.507538 = -296918.186207 nChanged 23 SP:Iteration 26Q (1043.189293 sec): 3 clusters Score: Raw -301568.202482 + Penalty 4643.507538 = -296924.694945 nChanged 17 SP:Iteration 27Q (1043.334728 sec): 3 clusters Score: Raw -301572.496856 + Penalty 4643.507538 = -296928.989318 nChanged 16 SP:Iteration 28Q (1043.473163 sec): 3 clusters Score: Raw -301575.848366 + Penalty 4643.507538 = -296932.340828 nChanged 9 SP:Iteration 29Q (1043.606255 sec): 3 clusters Score: Raw -301577.373754 + Penalty 4643.507538 = -296933.866217 nChanged 4 SP:Iteration 30Q (1043.739619 sec): 3 clusters Score: Raw -301578.408135 + Penalty 4643.507538 = -296934.900598 nChanged 5 SP:Iteration 31Q (1043.859135 sec): 3 clusters Score: Raw -301579.204983 + Penalty 4643.507538 = -296935.697446 nChanged 2 SP:Iteration 32Q (1043.994374 sec): 3 clusters Score: Raw -301579.610894 + Penalty 4643.507538 = -296936.103356 nChanged 2 SP:Iteration 33Q (1044.090554 sec): 3 clusters Score: Raw -301579.925717 + Penalty 4643.507538 = -296936.418180 nChanged 3 SP:Iteration 34Q (1044.234788 sec): 3 clusters Score: Raw -301580.539737 + Penalty 4643.507538 = -296937.032200 nChanged 2 SP:Iteration 35Q (1044.340172 sec): 3 clusters Score: Raw -301580.882951 + Penalty 4643.507538 = -296937.375413 nChanged 0 SP:Iteration 36F (1044.434521 sec): 3 clusters Score: Raw -301580.882951 + Penalty 4643.507538 = -296937.375413 nChanged 0 Trying to split cluster 5 (7648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1044.537499 sec): 2 clusters Score: Raw -336809.290514 + Penalty 2360.740656 = -334448.549858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1044.660990 sec): 3 clusters Score: Raw -332905.910419 + Penalty 4721.481312 = -328184.429107 nChanged 3057 SP:Iteration 1F (1044.764227 sec): 3 clusters Score: Raw -334698.045927 + Penalty 4721.481312 = -329976.564615 nChanged 580 SP:Iteration 2F (1044.886363 sec): 3 clusters Score: Raw -335026.802993 + Penalty 4721.481312 = -330305.321681 nChanged 419 SP:Iteration 3F (1045.018259 sec): 3 clusters Score: Raw -335283.844616 + Penalty 4721.481312 = -330562.363304 nChanged 372 SP:Iteration 4Q (1045.181758 sec): 3 clusters Score: Raw -335539.452633 + Penalty 4721.481312 = -330817.971321 nChanged 340 SP:Iteration 5Q (1045.356407 sec): 3 clusters Score: Raw -335770.629403 + Penalty 4721.481312 = -331049.148091 nChanged 310 SP:Iteration 6Q (1045.494650 sec): 3 clusters Score: Raw -335991.532084 + Penalty 4721.481312 = -331270.050771 nChanged 279 SP:Iteration 7Q (1045.627923 sec): 3 clusters Score: Raw -336199.219320 + Penalty 4721.481312 = -331477.738008 nChanged 249 SP:Iteration 8Q (1045.733576 sec): 3 clusters Score: Raw -336381.012566 + Penalty 4721.481312 = -331659.531254 nChanged 217 SP:Iteration 9Q (1045.869132 sec): 3 clusters Score: Raw -336549.646521 + Penalty 4721.481312 = -331828.165209 nChanged 232 SP:Iteration 10Q (1046.003694 sec): 3 clusters Score: Raw -336733.867632 + Penalty 4721.481312 = -332012.386320 nChanged 213 SP:Iteration 11Q (1046.149414 sec): 3 clusters Score: Raw -336900.349417 + Penalty 4721.481312 = -332178.868105 nChanged 195 SP:Iteration 12Q (1046.284772 sec): 3 clusters Score: Raw -337018.980485 + Penalty 4721.481312 = -332297.499173 nChanged 161 SP:Iteration 13Q (1046.391232 sec): 3 clusters Score: Raw -337110.770667 + Penalty 4721.481312 = -332389.289355 nChanged 126 SP:Iteration 14Q (1046.519516 sec): 3 clusters Score: Raw -337186.272020 + Penalty 4721.481312 = -332464.790708 nChanged 116 SP:Iteration 15Q (1046.679276 sec): 3 clusters Score: Raw -337253.157865 + Penalty 4721.481312 = -332531.676552 nChanged 104 SP:Iteration 16Q (1046.815790 sec): 3 clusters Score: Raw -337312.946255 + Penalty 4721.481312 = -332591.464943 nChanged 92 SP:Iteration 17Q (1046.944237 sec): 3 clusters Score: Raw -337368.108026 + Penalty 4721.481312 = -332646.626714 nChanged 76 SP:Iteration 18Q (1047.084133 sec): 3 clusters Score: Raw -337405.553294 + Penalty 4721.481312 = -332684.071981 nChanged 75 SP:Iteration 19Q (1047.229445 sec): 3 clusters Score: Raw -337443.035181 + Penalty 4721.481312 = -332721.553869 nChanged 78 SP:Iteration 20F (1047.394451 sec): 3 clusters Score: Raw -337482.045621 + Penalty 4721.481312 = -332760.564308 nChanged 73 SP:Iteration 21Q (1047.523553 sec): 3 clusters Score: Raw -337519.618204 + Penalty 4721.481312 = -332798.136892 nChanged 74 SP:Iteration 22Q (1047.620020 sec): 3 clusters Score: Raw -337557.426710 + Penalty 4721.481312 = -332835.945398 nChanged 65 SP:Iteration 23Q (1047.758744 sec): 3 clusters Score: Raw -337582.723380 + Penalty 4721.481312 = -332861.242068 nChanged 46 SP:Iteration 24Q (1047.890141 sec): 3 clusters Score: Raw -337599.725188 + Penalty 4721.481312 = -332878.243876 nChanged 42 SP:Iteration 25Q (1048.022530 sec): 3 clusters Score: Raw -337618.507576 + Penalty 4721.481312 = -332897.026264 nChanged 38 SP:Iteration 26Q (1048.154641 sec): 3 clusters Score: Raw -337631.977693 + Penalty 4721.481312 = -332910.496381 nChanged 29 SP:Iteration 27Q (1048.246049 sec): 3 clusters Score: Raw -337642.936082 + Penalty 4721.481312 = -332921.454770 nChanged 27 SP:Iteration 28Q (1048.398101 sec): 3 clusters Score: Raw -337652.605396 + Penalty 4721.481312 = -332931.124084 nChanged 14 SP:Iteration 29Q (1048.540835 sec): 3 clusters Score: Raw -337657.530261 + Penalty 4721.481312 = -332936.048949 nChanged 15 SP:Iteration 30Q (1048.689051 sec): 3 clusters Score: Raw -337662.147837 + Penalty 4721.481312 = -332940.666525 nChanged 13 SP:Iteration 31Q (1048.844082 sec): 3 clusters Score: Raw -337665.685181 + Penalty 4721.481312 = -332944.203869 nChanged 12 SP:Iteration 32Q (1048.969264 sec): 3 clusters Score: Raw -337669.028003 + Penalty 4721.481312 = -332947.546691 nChanged 16 SP:Iteration 33Q (1049.114509 sec): 3 clusters Score: Raw -337672.374325 + Penalty 4721.481312 = -332950.893013 nChanged 12 SP:Iteration 34Q (1049.252521 sec): 3 clusters Score: Raw -337675.935241 + Penalty 4721.481312 = -332954.453929 nChanged 12 SP:Iteration 35Q (1049.390214 sec): 3 clusters Score: Raw -337679.726154 + Penalty 4721.481312 = -332958.244842 nChanged 14 SP:Iteration 36Q (1049.525846 sec): 3 clusters Score: Raw -337684.451455 + Penalty 4721.481312 = -332962.970142 nChanged 15 SP:Iteration 37Q (1049.646474 sec): 3 clusters Score: Raw -337689.787973 + Penalty 4721.481312 = -332968.306661 nChanged 20 SP:Iteration 38Q (1049.754814 sec): 3 clusters Score: Raw -337695.160090 + Penalty 4721.481312 = -332973.678778 nChanged 14 SP:Iteration 39Q (1049.883137 sec): 3 clusters Score: Raw -337699.410059 + Penalty 4721.481312 = -332977.928746 nChanged 19 SP:Iteration 40F (1049.998086 sec): 3 clusters Score: Raw -337705.290498 + Penalty 4721.481312 = -332983.809186 nChanged 17 SP:Iteration 41Q (1050.140402 sec): 3 clusters Score: Raw -337710.491728 + Penalty 4721.481312 = -332989.010416 nChanged 17 SP:Iteration 42Q (1050.249231 sec): 3 clusters Score: Raw -337717.207589 + Penalty 4721.481312 = -332995.726276 nChanged 23 SP:Iteration 43Q (1050.372181 sec): 3 clusters Score: Raw -337724.943848 + Penalty 4721.481312 = -333003.462536 nChanged 19 SP:Iteration 44Q (1050.533655 sec): 3 clusters Score: Raw -337730.603372 + Penalty 4721.481312 = -333009.122060 nChanged 14 SP:Iteration 45Q (1050.661424 sec): 3 clusters Score: Raw -337734.803216 + Penalty 4721.481312 = -333013.321904 nChanged 17 SP:Iteration 46Q (1050.810659 sec): 3 clusters Score: Raw -337739.592250 + Penalty 4721.481312 = -333018.110938 nChanged 14 SP:Iteration 47Q (1050.949635 sec): 3 clusters Score: Raw -337743.373581 + Penalty 4721.481312 = -333021.892269 nChanged 20 SP:Iteration 48Q (1051.092389 sec): 3 clusters Score: Raw -337750.146849 + Penalty 4721.481312 = -333028.665537 nChanged 27 SP:Iteration 49Q (1051.242188 sec): 3 clusters Score: Raw -337758.908201 + Penalty 4721.481312 = -333037.426889 nChanged 27 SP:Iteration 50Q (1051.372741 sec): 3 clusters Score: Raw -337767.065352 + Penalty 4721.481312 = -333045.584040 nChanged 22 SP:Iteration 51Q (1051.483710 sec): 3 clusters Score: Raw -337774.215447 + Penalty 4721.481312 = -333052.734135 nChanged 26 SP:Iteration 52Q (1051.631334 sec): 3 clusters Score: Raw -337781.610097 + Penalty 4721.481312 = -333060.128785 nChanged 17 SP:Iteration 53Q (1051.745682 sec): 3 clusters Score: Raw -337786.122897 + Penalty 4721.481312 = -333064.641584 nChanged 12 SP:Iteration 54Q (1051.866657 sec): 3 clusters Score: Raw -337788.715604 + Penalty 4721.481312 = -333067.234292 nChanged 4 SP:Iteration 55Q (1051.996283 sec): 3 clusters Score: Raw -337789.693542 + Penalty 4721.481312 = -333068.212230 nChanged 1 SP:Iteration 56Q (1052.124654 sec): 3 clusters Score: Raw -337790.036537 + Penalty 4721.481312 = -333068.555225 nChanged 1 SP:Iteration 57Q (1052.234151 sec): 3 clusters Score: Raw -337790.384119 + Penalty 4721.481312 = -333068.902807 nChanged 1 SP:Iteration 58Q (1052.361825 sec): 3 clusters Score: Raw -337790.654542 + Penalty 4721.481312 = -333069.173230 nChanged 2 SP:Iteration 59Q (1052.491931 sec): 3 clusters Score: Raw -337790.957009 + Penalty 4721.481312 = -333069.475697 nChanged 2 SP:Iteration 60F (1052.631735 sec): 3 clusters Score: Raw -337791.248470 + Penalty 4721.481312 = -333069.767158 nChanged 1 SP:Iteration 61Q (1052.777846 sec): 3 clusters Score: Raw -337791.539762 + Penalty 4721.481312 = -333070.058449 nChanged 2 SP:Iteration 62Q (1052.946352 sec): 3 clusters Score: Raw -337791.952535 + Penalty 4721.481312 = -333070.471223 nChanged 2 SP:Iteration 63Q (1053.057541 sec): 3 clusters Score: Raw -337793.117789 + Penalty 4721.481312 = -333071.636477 nChanged 5 SP:Iteration 64Q (1053.194236 sec): 3 clusters Score: Raw -337794.669690 + Penalty 4721.481312 = -333073.188378 nChanged 6 SP:Iteration 65Q (1053.328098 sec): 3 clusters Score: Raw -337796.435620 + Penalty 4721.481312 = -333074.954308 nChanged 9 SP:Iteration 66Q (1053.456423 sec): 3 clusters Score: Raw -337798.677957 + Penalty 4721.481312 = -333077.196644 nChanged 9 SP:Iteration 67Q (1053.614128 sec): 3 clusters Score: Raw -337800.072560 + Penalty 4721.481312 = -333078.591248 nChanged 5 SP:Iteration 68Q (1053.748720 sec): 3 clusters Score: Raw -337801.146313 + Penalty 4721.481312 = -333079.665001 nChanged 4 SP:Iteration 69Q (1053.858816 sec): 3 clusters Score: Raw -337801.782831 + Penalty 4721.481312 = -333080.301519 nChanged 1 SP:Iteration 70Q (1053.992112 sec): 3 clusters Score: Raw -337801.904622 + Penalty 4721.481312 = -333080.423310 nChanged 1 SP:Iteration 71Q (1054.120050 sec): 3 clusters Score: Raw -337802.065116 + Penalty 4721.481312 = -333080.583804 nChanged 0 SP:Iteration 72F (1054.256986 sec): 3 clusters Score: Raw -337802.065116 + Penalty 4721.481312 = -333080.583804 nChanged 0 Iteration 59Q (1054.991322 sec): 6 clusters Score: Raw -2934133.573640 + Penalty 14656.815491 = -2919476.758149 nChanged 5 Iteration 60F (1055.689094 sec): 6 clusters Score: Raw -2934134.002850 + Penalty 14656.815491 = -2919477.187359 nChanged 14 Iteration 61Q (1056.312550 sec): 6 clusters Score: Raw -2934134.948052 + Penalty 14656.815491 = -2919478.132560 nChanged 14 Iteration 62Q (1056.947641 sec): 6 clusters Score: Raw -2934135.694138 + Penalty 14656.815491 = -2919478.878647 nChanged 11 Iteration 63Q (1057.494057 sec): 6 clusters Score: Raw -2934136.453441 + Penalty 14656.815491 = -2919479.637949 nChanged 12 Iteration 64Q (1058.147745 sec): 6 clusters Score: Raw -2934137.177862 + Penalty 14656.815491 = -2919480.362371 nChanged 11 Iteration 65Q (1058.735095 sec): 6 clusters Score: Raw -2934138.048362 + Penalty 14656.815491 = -2919481.232871 nChanged 8 Iteration 66Q (1059.295117 sec): 6 clusters Score: Raw -2934138.635185 + Penalty 14656.815491 = -2919481.819694 nChanged 8 Iteration 67Q (1059.856942 sec): 6 clusters Score: Raw -2934139.243852 + Penalty 14656.815491 = -2919482.428361 nChanged 10 Iteration 68Q (1060.376915 sec): 6 clusters Score: Raw -2934139.825775 + Penalty 14656.815491 = -2919483.010283 nChanged 11 Iteration 69Q (1060.918434 sec): 6 clusters Score: Raw -2934140.737432 + Penalty 14656.815491 = -2919483.921941 nChanged 5 Iteration 70Q (1061.500741 sec): 6 clusters Score: Raw -2934140.965651 + Penalty 14656.815491 = -2919484.150159 nChanged 4 Iteration 71Q (1061.999172 sec): 6 clusters Score: Raw -2934141.239295 + Penalty 14656.815491 = -2919484.423804 nChanged 2 Iteration 72Q (1062.531432 sec): 6 clusters Score: Raw -2934141.404666 + Penalty 14656.815491 = -2919484.589175 nChanged 2 Iteration 73Q (1063.095153 sec): 6 clusters Score: Raw -2934141.556606 + Penalty 14656.815491 = -2919484.741115 nChanged 3 Iteration 74Q (1063.611101 sec): 6 clusters Score: Raw -2934141.834958 + Penalty 14656.815491 = -2919485.019467 nChanged 4 Iteration 75Q (1064.153070 sec): 6 clusters Score: Raw -2934142.023061 + Penalty 14656.815491 = -2919485.207569 nChanged 1 Iteration 76Q (1064.691453 sec): 6 clusters Score: Raw -2934142.099710 + Penalty 14656.815491 = -2919485.284219 nChanged 2 Iteration 77Q (1065.207315 sec): 6 clusters Score: Raw -2934142.229562 + Penalty 14656.815491 = -2919485.414071 nChanged 1 Iteration 78Q (1065.740257 sec): 6 clusters Score: Raw -2934142.251005 + Penalty 14656.815491 = -2919485.435513 nChanged 2 Iteration 79Q (1066.308860 sec): 6 clusters Score: Raw -2934142.342594 + Penalty 14656.815491 = -2919485.527103 nChanged 2 Iteration 80F (1066.865074 sec): 6 clusters Score: Raw -2934142.459024 + Penalty 14656.815491 = -2919485.643532 nChanged 3 Iteration 81Q (1067.413048 sec): 6 clusters Score: Raw -2934142.634122 + Penalty 14656.815491 = -2919485.818631 nChanged 2 Iteration 82Q (1067.918788 sec): 6 clusters Score: Raw -2934142.727395 + Penalty 14656.815491 = -2919485.911904 nChanged 0 Iteration 83F (1068.506210 sec): 6 clusters Score: Raw -2934142.727395 + Penalty 14656.815491 = -2919485.911904 nChanged 0 Compute initial score before splitting: Score: Raw -2934142.727395 + Penalty 14656.815491 = -2919485.911904 Trying to split cluster 1 (32402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1068.707250 sec): 2 clusters Score: Raw -1498369.504862 + Penalty 2741.897513 = -1495627.607348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1068.853399 sec): 3 clusters Score: Raw -1478902.665475 + Penalty 5483.795026 = -1473418.870449 nChanged 14720 SP:Iteration 1F (1069.048782 sec): 3 clusters Score: Raw -1487095.725188 + Penalty 5483.795026 = -1481611.930161 nChanged 1838 SP:Iteration 2F (1069.230815 sec): 3 clusters Score: Raw -1487816.059572 + Penalty 5483.795026 = -1482332.264546 nChanged 1665 SP:Iteration 3F (1069.401275 sec): 3 clusters Score: Raw -1488499.414261 + Penalty 5483.795026 = -1483015.619235 nChanged 1605 SP:Iteration 4Q (1069.621776 sec): 3 clusters Score: Raw -1489158.673383 + Penalty 5483.795026 = -1483674.878357 nChanged 1561 SP:Iteration 5Q (1069.777205 sec): 3 clusters Score: Raw -1489840.508819 + Penalty 5483.795026 = -1484356.713793 nChanged 1565 SP:Iteration 6Q (1069.962705 sec): 3 clusters Score: Raw -1490564.667068 + Penalty 5483.795026 = -1485080.872042 nChanged 1548 SP:Iteration 7Q (1070.152324 sec): 3 clusters Score: Raw -1491323.540923 + Penalty 5483.795026 = -1485839.745897 nChanged 1508 SP:Iteration 8Q (1070.317498 sec): 3 clusters Score: Raw -1492102.936532 + Penalty 5483.795026 = -1486619.141506 nChanged 1438 SP:Iteration 9Q (1070.558573 sec): 3 clusters Score: Raw -1492850.011260 + Penalty 5483.795026 = -1487366.216234 nChanged 1390 SP:Iteration 10Q (1070.775188 sec): 3 clusters Score: Raw -1493585.989423 + Penalty 5483.795026 = -1488102.194397 nChanged 1348 SP:Iteration 11Q (1070.937689 sec): 3 clusters Score: Raw -1494363.036794 + Penalty 5483.795026 = -1488879.241768 nChanged 1311 SP:Iteration 12Q (1071.089305 sec): 3 clusters Score: Raw -1495158.510380 + Penalty 5483.795026 = -1489674.715354 nChanged 1201 SP:Iteration 13Q (1071.273821 sec): 3 clusters Score: Raw -1495974.621093 + Penalty 5483.795026 = -1490490.826067 nChanged 1043 SP:Iteration 14Q (1071.443996 sec): 3 clusters Score: Raw -1496688.985046 + Penalty 5483.795026 = -1491205.190020 nChanged 868 SP:Iteration 15Q (1071.595286 sec): 3 clusters Score: Raw -1497304.851709 + Penalty 5483.795026 = -1491821.056683 nChanged 688 SP:Iteration 16Q (1071.785779 sec): 3 clusters Score: Raw -1497781.526657 + Penalty 5483.795026 = -1492297.731631 nChanged 484 SP:Iteration 17Q (1071.971459 sec): 3 clusters Score: Raw -1498120.702603 + Penalty 5483.795026 = -1492636.907577 nChanged 368 SP:Iteration 18Q (1072.126158 sec): 3 clusters Score: Raw -1498389.591119 + Penalty 5483.795026 = -1492905.796093 nChanged 249 SP:Iteration 19Q (1072.310405 sec): 3 clusters Score: Raw -1498557.969805 + Penalty 5483.795026 = -1493074.174779 nChanged 159 SP:Iteration 20F (1072.463104 sec): 3 clusters Score: Raw -1498666.582985 + Penalty 5483.795026 = -1493182.787959 nChanged 110 SP:Iteration 21Q (1072.646482 sec): 3 clusters Score: Raw -1498734.207186 + Penalty 5483.795026 = -1493250.412160 nChanged 75 SP:Iteration 22Q (1072.787443 sec): 3 clusters Score: Raw -1498784.589194 + Penalty 5483.795026 = -1493300.794168 nChanged 69 SP:Iteration 23Q (1072.982978 sec): 3 clusters Score: Raw -1498833.348762 + Penalty 5483.795026 = -1493349.553736 nChanged 51 SP:Iteration 24Q (1073.163423 sec): 3 clusters Score: Raw -1498859.735216 + Penalty 5483.795026 = -1493375.940190 nChanged 33 SP:Iteration 25Q (1073.373445 sec): 3 clusters Score: Raw -1498878.336672 + Penalty 5483.795026 = -1493394.541646 nChanged 30 SP:Iteration 26Q (1073.513837 sec): 3 clusters Score: Raw -1498895.417887 + Penalty 5483.795026 = -1493411.622861 nChanged 20 SP:Iteration 27Q (1073.671226 sec): 3 clusters Score: Raw -1498905.108269 + Penalty 5483.795026 = -1493421.313243 nChanged 18 SP:Iteration 28Q (1073.848030 sec): 3 clusters Score: Raw -1498915.424685 + Penalty 5483.795026 = -1493431.629659 nChanged 14 SP:Iteration 29Q (1074.024634 sec): 3 clusters Score: Raw -1498925.557636 + Penalty 5483.795026 = -1493441.762610 nChanged 13 SP:Iteration 30Q (1074.221633 sec): 3 clusters Score: Raw -1498935.386804 + Penalty 5483.795026 = -1493451.591778 nChanged 16 SP:Iteration 31Q (1074.391574 sec): 3 clusters Score: Raw -1498943.760549 + Penalty 5483.795026 = -1493459.965523 nChanged 10 SP:Iteration 32Q (1074.556627 sec): 3 clusters Score: Raw -1498949.643615 + Penalty 5483.795026 = -1493465.848589 nChanged 9 SP:Iteration 33Q (1074.701442 sec): 3 clusters Score: Raw -1498957.036003 + Penalty 5483.795026 = -1493473.240977 nChanged 9 SP:Iteration 34Q (1074.863330 sec): 3 clusters Score: Raw -1498962.127272 + Penalty 5483.795026 = -1493478.332246 nChanged 2 SP:Iteration 35Q (1074.981180 sec): 3 clusters Score: Raw -1498963.016721 + Penalty 5483.795026 = -1493479.221694 nChanged 3 SP:Iteration 36Q (1075.140630 sec): 3 clusters Score: Raw -1498964.912043 + Penalty 5483.795026 = -1493481.117017 nChanged 2 SP:Iteration 37Q (1075.334454 sec): 3 clusters Score: Raw -1498966.025516 + Penalty 5483.795026 = -1493482.230490 nChanged 2 SP:Iteration 38Q (1075.498235 sec): 3 clusters Score: Raw -1498966.995831 + Penalty 5483.795026 = -1493483.200805 nChanged 2 SP:Iteration 39Q (1075.652699 sec): 3 clusters Score: Raw -1498967.715557 + Penalty 5483.795026 = -1493483.920531 nChanged 0 SP:Iteration 40F (1075.803724 sec): 3 clusters Score: Raw -1498967.715557 + Penalty 5483.795026 = -1493483.920531 nChanged 0 Trying to split cluster 2 (11628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1075.913016 sec): 2 clusters Score: Raw -472081.125449 + Penalty 2471.349213 = -469609.776236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1076.036502 sec): 3 clusters Score: Raw -465806.868690 + Penalty 4942.698426 = -460864.170264 nChanged 4847 SP:Iteration 1F (1076.164186 sec): 3 clusters Score: Raw -468668.094283 + Penalty 4942.698426 = -463725.395857 nChanged 900 SP:Iteration 2F (1076.288635 sec): 3 clusters Score: Raw -469277.955191 + Penalty 4942.698426 = -464335.256765 nChanged 761 SP:Iteration 3F (1076.379052 sec): 3 clusters Score: Raw -469751.543542 + Penalty 4942.698426 = -464808.845115 nChanged 670 SP:Iteration 4F (1076.506103 sec): 3 clusters Score: Raw -470115.902083 + Penalty 4942.698426 = -465173.203656 nChanged 544 SP:Iteration 5Q (1076.593010 sec): 3 clusters Score: Raw -470399.943323 + Penalty 4942.698426 = -465457.244897 nChanged 476 SP:Iteration 6Q (1076.766830 sec): 3 clusters Score: Raw -470651.269263 + Penalty 4942.698426 = -465708.570837 nChanged 437 SP:Iteration 7Q (1076.925370 sec): 3 clusters Score: Raw -470890.616148 + Penalty 4942.698426 = -465947.917722 nChanged 431 SP:Iteration 8Q (1077.080858 sec): 3 clusters Score: Raw -471143.749286 + Penalty 4942.698426 = -466201.050860 nChanged 408 SP:Iteration 9Q (1077.213855 sec): 3 clusters Score: Raw -471410.568379 + Penalty 4942.698426 = -466467.869953 nChanged 391 SP:Iteration 10Q (1077.366144 sec): 3 clusters Score: Raw -471641.333616 + Penalty 4942.698426 = -466698.635190 nChanged 356 SP:Iteration 11Q (1077.475454 sec): 3 clusters Score: Raw -471830.588887 + Penalty 4942.698426 = -466887.890461 nChanged 302 SP:Iteration 12Q (1077.607417 sec): 3 clusters Score: Raw -471981.677725 + Penalty 4942.698426 = -467038.979299 nChanged 276 SP:Iteration 13Q (1077.741743 sec): 3 clusters Score: Raw -472109.909706 + Penalty 4942.698426 = -467167.211280 nChanged 222 SP:Iteration 14Q (1077.897876 sec): 3 clusters Score: Raw -472215.087254 + Penalty 4942.698426 = -467272.388828 nChanged 207 SP:Iteration 15Q (1078.026848 sec): 3 clusters Score: Raw -472304.988872 + Penalty 4942.698426 = -467362.290445 nChanged 205 SP:Iteration 16Q (1078.160154 sec): 3 clusters Score: Raw -472385.469977 + Penalty 4942.698426 = -467442.771551 nChanged 168 SP:Iteration 17Q (1078.289651 sec): 3 clusters Score: Raw -472446.924692 + Penalty 4942.698426 = -467504.226266 nChanged 146 SP:Iteration 18Q (1078.400937 sec): 3 clusters Score: Raw -472498.355727 + Penalty 4942.698426 = -467555.657301 nChanged 144 SP:Iteration 19Q (1078.510462 sec): 3 clusters Score: Raw -472547.687603 + Penalty 4942.698426 = -467604.989177 nChanged 133 SP:Iteration 20F (1078.632959 sec): 3 clusters Score: Raw -472592.980987 + Penalty 4942.698426 = -467650.282561 nChanged 113 SP:Iteration 21Q (1078.736743 sec): 3 clusters Score: Raw -472630.419416 + Penalty 4942.698426 = -467687.720990 nChanged 100 SP:Iteration 22Q (1078.864337 sec): 3 clusters Score: Raw -472658.019888 + Penalty 4942.698426 = -467715.321462 nChanged 83 SP:Iteration 23Q (1078.988943 sec): 3 clusters Score: Raw -472681.547997 + Penalty 4942.698426 = -467738.849571 nChanged 72 SP:Iteration 24Q (1079.155373 sec): 3 clusters Score: Raw -472701.233928 + Penalty 4942.698426 = -467758.535502 nChanged 85 SP:Iteration 25Q (1079.277195 sec): 3 clusters Score: Raw -472727.715721 + Penalty 4942.698426 = -467785.017294 nChanged 82 SP:Iteration 26Q (1079.396149 sec): 3 clusters Score: Raw -472750.782207 + Penalty 4942.698426 = -467808.083781 nChanged 67 SP:Iteration 27Q (1079.587375 sec): 3 clusters Score: Raw -472766.047603 + Penalty 4942.698426 = -467823.349177 nChanged 58 SP:Iteration 28Q (1079.684803 sec): 3 clusters Score: Raw -472783.759617 + Penalty 4942.698426 = -467841.061191 nChanged 57 SP:Iteration 29Q (1079.805134 sec): 3 clusters Score: Raw -472797.660706 + Penalty 4942.698426 = -467854.962280 nChanged 57 SP:Iteration 30Q (1079.976298 sec): 3 clusters Score: Raw -472810.583912 + Penalty 4942.698426 = -467867.885486 nChanged 55 SP:Iteration 31Q (1080.093139 sec): 3 clusters Score: Raw -472822.221595 + Penalty 4942.698426 = -467879.523169 nChanged 53 SP:Iteration 32Q (1080.219734 sec): 3 clusters Score: Raw -472833.947350 + Penalty 4942.698426 = -467891.248924 nChanged 51 SP:Iteration 33Q (1080.335624 sec): 3 clusters Score: Raw -472846.887005 + Penalty 4942.698426 = -467904.188579 nChanged 59 SP:Iteration 34Q (1080.424514 sec): 3 clusters Score: Raw -472861.875027 + Penalty 4942.698426 = -467919.176601 nChanged 42 SP:Iteration 35Q (1080.526487 sec): 3 clusters Score: Raw -472872.594806 + Penalty 4942.698426 = -467929.896379 nChanged 42 SP:Iteration 36Q (1080.662380 sec): 3 clusters Score: Raw -472884.386289 + Penalty 4942.698426 = -467941.687863 nChanged 42 SP:Iteration 37Q (1080.813133 sec): 3 clusters Score: Raw -472895.572323 + Penalty 4942.698426 = -467952.873896 nChanged 41 SP:Iteration 38Q (1080.995861 sec): 3 clusters Score: Raw -472905.295160 + Penalty 4942.698426 = -467962.596734 nChanged 35 SP:Iteration 39Q (1081.160490 sec): 3 clusters Score: Raw -472914.069113 + Penalty 4942.698426 = -467971.370687 nChanged 41 SP:Iteration 40F (1081.298657 sec): 3 clusters Score: Raw -472926.827800 + Penalty 4942.698426 = -467984.129374 nChanged 43 SP:Iteration 41Q (1081.550880 sec): 3 clusters Score: Raw -472938.322492 + Penalty 4942.698426 = -467995.624066 nChanged 35 SP:Iteration 42Q (1081.693592 sec): 3 clusters Score: Raw -472944.970209 + Penalty 4942.698426 = -468002.271783 nChanged 27 SP:Iteration 43Q (1081.881820 sec): 3 clusters Score: Raw -472949.529793 + Penalty 4942.698426 = -468006.831367 nChanged 15 SP:Iteration 44Q (1082.019729 sec): 3 clusters Score: Raw -472952.145764 + Penalty 4942.698426 = -468009.447337 nChanged 21 SP:Iteration 45Q (1082.166963 sec): 3 clusters Score: Raw -472956.223212 + Penalty 4942.698426 = -468013.524786 nChanged 24 SP:Iteration 46Q (1082.306040 sec): 3 clusters Score: Raw -472960.441509 + Penalty 4942.698426 = -468017.743083 nChanged 22 SP:Iteration 47Q (1082.443084 sec): 3 clusters Score: Raw -472965.560551 + Penalty 4942.698426 = -468022.862124 nChanged 25 SP:Iteration 48Q (1082.577822 sec): 3 clusters Score: Raw -472971.288008 + Penalty 4942.698426 = -468028.589582 nChanged 21 SP:Iteration 49Q (1082.685185 sec): 3 clusters Score: Raw -472976.465555 + Penalty 4942.698426 = -468033.767129 nChanged 26 SP:Iteration 50Q (1082.826943 sec): 3 clusters Score: Raw -472980.597441 + Penalty 4942.698426 = -468037.899015 nChanged 15 SP:Iteration 51Q (1082.965122 sec): 3 clusters Score: Raw -472983.147186 + Penalty 4942.698426 = -468040.448759 nChanged 11 SP:Iteration 52Q (1083.098639 sec): 3 clusters Score: Raw -472985.213171 + Penalty 4942.698426 = -468042.514744 nChanged 11 SP:Iteration 53Q (1083.273351 sec): 3 clusters Score: Raw -472986.979339 + Penalty 4942.698426 = -468044.280913 nChanged 9 SP:Iteration 54Q (1083.387944 sec): 3 clusters Score: Raw -472988.597914 + Penalty 4942.698426 = -468045.899488 nChanged 13 SP:Iteration 55Q (1083.531084 sec): 3 clusters Score: Raw -472991.165779 + Penalty 4942.698426 = -468048.467353 nChanged 6 SP:Iteration 56Q (1083.657151 sec): 3 clusters Score: Raw -472992.626572 + Penalty 4942.698426 = -468049.928145 nChanged 8 SP:Iteration 57Q (1083.800880 sec): 3 clusters Score: Raw -472994.797614 + Penalty 4942.698426 = -468052.099187 nChanged 10 SP:Iteration 58Q (1083.930889 sec): 3 clusters Score: Raw -472996.634711 + Penalty 4942.698426 = -468053.936285 nChanged 10 SP:Iteration 59Q (1084.041279 sec): 3 clusters Score: Raw -472998.577539 + Penalty 4942.698426 = -468055.879113 nChanged 8 SP:Iteration 60F (1084.152483 sec): 3 clusters Score: Raw -473000.157018 + Penalty 4942.698426 = -468057.458592 nChanged 7 SP:Iteration 61Q (1084.293685 sec): 3 clusters Score: Raw -473001.693442 + Penalty 4942.698426 = -468058.995016 nChanged 11 SP:Iteration 62Q (1084.441876 sec): 3 clusters Score: Raw -473003.852035 + Penalty 4942.698426 = -468061.153609 nChanged 16 SP:Iteration 63Q (1084.608897 sec): 3 clusters Score: Raw -473008.146306 + Penalty 4942.698426 = -468065.447880 nChanged 16 SP:Iteration 64Q (1084.709761 sec): 3 clusters Score: Raw -473011.752105 + Penalty 4942.698426 = -468069.053678 nChanged 19 SP:Iteration 65Q (1084.840210 sec): 3 clusters Score: Raw -473016.762980 + Penalty 4942.698426 = -468074.064554 nChanged 18 SP:Iteration 66Q (1084.990416 sec): 3 clusters Score: Raw -473023.163002 + Penalty 4942.698426 = -468080.464575 nChanged 24 SP:Iteration 67Q (1085.117344 sec): 3 clusters Score: Raw -473028.547485 + Penalty 4942.698426 = -468085.849059 nChanged 21 SP:Iteration 68Q (1085.245904 sec): 3 clusters Score: Raw -473032.816162 + Penalty 4942.698426 = -468090.117735 nChanged 18 SP:Iteration 69Q (1085.378987 sec): 3 clusters Score: Raw -473036.855691 + Penalty 4942.698426 = -468094.157265 nChanged 18 SP:Iteration 70Q (1085.498631 sec): 3 clusters Score: Raw -473040.815697 + Penalty 4942.698426 = -468098.117270 nChanged 20 SP:Iteration 71Q (1085.607948 sec): 3 clusters Score: Raw -473045.293821 + Penalty 4942.698426 = -468102.595395 nChanged 18 SP:Iteration 72Q (1085.809032 sec): 3 clusters Score: Raw -473050.089953 + Penalty 4942.698426 = -468107.391526 nChanged 21 SP:Iteration 73Q (1085.965509 sec): 3 clusters Score: Raw -473055.850512 + Penalty 4942.698426 = -468113.152086 nChanged 20 SP:Iteration 74Q (1086.059536 sec): 3 clusters Score: Raw -473061.015110 + Penalty 4942.698426 = -468118.316683 nChanged 22 SP:Iteration 75Q (1086.125771 sec): 3 clusters Score: Raw -473066.097634 + Penalty 4942.698426 = -468123.399208 nChanged 25 SP:Iteration 76Q (1086.281377 sec): 3 clusters Score: Raw -473073.090693 + Penalty 4942.698426 = -468130.392267 nChanged 23 SP:Iteration 77Q (1086.406817 sec): 3 clusters Score: Raw -473078.882158 + Penalty 4942.698426 = -468136.183732 nChanged 23 SP:Iteration 78Q (1086.550674 sec): 3 clusters Score: Raw -473083.945269 + Penalty 4942.698426 = -468141.246843 nChanged 20 SP:Iteration 79Q (1086.700702 sec): 3 clusters Score: Raw -473088.642318 + Penalty 4942.698426 = -468145.943892 nChanged 17 SP:Iteration 80F (1086.854062 sec): 3 clusters Score: Raw -473092.065812 + Penalty 4942.698426 = -468149.367385 nChanged 18 SP:Iteration 81Q (1086.992750 sec): 3 clusters Score: Raw -473096.060055 + Penalty 4942.698426 = -468153.361629 nChanged 15 SP:Iteration 82Q (1087.123633 sec): 3 clusters Score: Raw -473099.630094 + Penalty 4942.698426 = -468156.931667 nChanged 11 SP:Iteration 83Q (1087.253619 sec): 3 clusters Score: Raw -473102.070544 + Penalty 4942.698426 = -468159.372118 nChanged 9 SP:Iteration 84Q (1087.383767 sec): 3 clusters Score: Raw -473103.465494 + Penalty 4942.698426 = -468160.767068 nChanged 5 SP:Iteration 85Q (1087.513938 sec): 3 clusters Score: Raw -473104.644144 + Penalty 4942.698426 = -468161.945718 nChanged 4 SP:Iteration 86Q (1087.669879 sec): 3 clusters Score: Raw -473105.377371 + Penalty 4942.698426 = -468162.678945 nChanged 2 SP:Iteration 87Q (1087.827456 sec): 3 clusters Score: Raw -473105.826011 + Penalty 4942.698426 = -468163.127585 nChanged 4 SP:Iteration 88Q (1087.945475 sec): 3 clusters Score: Raw -473107.138097 + Penalty 4942.698426 = -468164.439671 nChanged 5 SP:Iteration 89Q (1088.092105 sec): 3 clusters Score: Raw -473107.807334 + Penalty 4942.698426 = -468165.108908 nChanged 4 SP:Iteration 90Q (1088.214439 sec): 3 clusters Score: Raw -473108.122267 + Penalty 4942.698426 = -468165.423840 nChanged 1 SP:Iteration 91Q (1088.363387 sec): 3 clusters Score: Raw -473108.183674 + Penalty 4942.698426 = -468165.485247 nChanged 1 SP:Iteration 92Q (1088.477679 sec): 3 clusters Score: Raw -473108.304662 + Penalty 4942.698426 = -468165.606236 nChanged 0 SP:Iteration 93F (1088.600059 sec): 3 clusters Score: Raw -473108.304662 + Penalty 4942.698426 = -468165.606236 nChanged 0 Trying to split cluster 3 (8153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1088.704834 sec): 2 clusters Score: Raw -418774.665472 + Penalty 2377.621286 = -416397.044185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1088.808926 sec): 3 clusters Score: Raw -414532.029620 + Penalty 4755.242573 = -409776.787047 nChanged 3304 SP:Iteration 1F (1088.949133 sec): 3 clusters Score: Raw -416329.145128 + Penalty 4755.242573 = -411573.902555 nChanged 586 SP:Iteration 2F (1089.051679 sec): 3 clusters Score: Raw -416637.797015 + Penalty 4755.242573 = -411882.554442 nChanged 443 SP:Iteration 3F (1089.177073 sec): 3 clusters Score: Raw -416888.494490 + Penalty 4755.242573 = -412133.251917 nChanged 348 SP:Iteration 4Q (1089.303000 sec): 3 clusters Score: Raw -417088.814569 + Penalty 4755.242573 = -412333.571996 nChanged 330 SP:Iteration 5Q (1089.431752 sec): 3 clusters Score: Raw -417258.971384 + Penalty 4755.242573 = -412503.728811 nChanged 275 SP:Iteration 6Q (1089.553160 sec): 3 clusters Score: Raw -417400.857156 + Penalty 4755.242573 = -412645.614583 nChanged 260 SP:Iteration 7Q (1089.703706 sec): 3 clusters Score: Raw -417532.550803 + Penalty 4755.242573 = -412777.308230 nChanged 265 SP:Iteration 8Q (1089.834717 sec): 3 clusters Score: Raw -417674.967042 + Penalty 4755.242573 = -412919.724469 nChanged 250 SP:Iteration 9Q (1089.927263 sec): 3 clusters Score: Raw -417826.339545 + Penalty 4755.242573 = -413071.096972 nChanged 253 SP:Iteration 10Q (1090.054847 sec): 3 clusters Score: Raw -417981.948992 + Penalty 4755.242573 = -413226.706419 nChanged 217 SP:Iteration 11Q (1090.172286 sec): 3 clusters Score: Raw -418119.501848 + Penalty 4755.242573 = -413364.259275 nChanged 188 SP:Iteration 12Q (1090.300753 sec): 3 clusters Score: Raw -418229.309074 + Penalty 4755.242573 = -413474.066501 nChanged 182 SP:Iteration 13Q (1090.429044 sec): 3 clusters Score: Raw -418343.159612 + Penalty 4755.242573 = -413587.917039 nChanged 151 SP:Iteration 14Q (1090.547183 sec): 3 clusters Score: Raw -418439.967073 + Penalty 4755.242573 = -413684.724500 nChanged 142 SP:Iteration 15Q (1090.690091 sec): 3 clusters Score: Raw -418528.194840 + Penalty 4755.242573 = -413772.952267 nChanged 129 SP:Iteration 16Q (1090.788873 sec): 3 clusters Score: Raw -418601.906537 + Penalty 4755.242573 = -413846.663964 nChanged 106 SP:Iteration 17Q (1090.900754 sec): 3 clusters Score: Raw -418663.983478 + Penalty 4755.242573 = -413908.740905 nChanged 106 SP:Iteration 18Q (1091.026672 sec): 3 clusters Score: Raw -418737.439503 + Penalty 4755.242573 = -413982.196930 nChanged 90 SP:Iteration 19Q (1091.151615 sec): 3 clusters Score: Raw -418791.976613 + Penalty 4755.242573 = -414036.734040 nChanged 89 SP:Iteration 20F (1091.273571 sec): 3 clusters Score: Raw -418842.676173 + Penalty 4755.242573 = -414087.433600 nChanged 64 SP:Iteration 21Q (1091.413337 sec): 3 clusters Score: Raw -418886.363791 + Penalty 4755.242573 = -414131.121218 nChanged 57 SP:Iteration 22Q (1091.524917 sec): 3 clusters Score: Raw -418918.554698 + Penalty 4755.242573 = -414163.312125 nChanged 38 SP:Iteration 23Q (1091.656634 sec): 3 clusters Score: Raw -418939.703305 + Penalty 4755.242573 = -414184.460732 nChanged 39 SP:Iteration 24Q (1091.767408 sec): 3 clusters Score: Raw -418962.220423 + Penalty 4755.242573 = -414206.977850 nChanged 36 SP:Iteration 25Q (1091.841635 sec): 3 clusters Score: Raw -418986.604724 + Penalty 4755.242573 = -414231.362151 nChanged 35 SP:Iteration 26Q (1091.923976 sec): 3 clusters Score: Raw -419010.132447 + Penalty 4755.242573 = -414254.889874 nChanged 30 SP:Iteration 27Q (1091.986081 sec): 3 clusters Score: Raw -419024.833249 + Penalty 4755.242573 = -414269.590676 nChanged 25 SP:Iteration 28Q (1092.049268 sec): 3 clusters Score: Raw -419039.001107 + Penalty 4755.242573 = -414283.758534 nChanged 22 SP:Iteration 29Q (1092.159860 sec): 3 clusters Score: Raw -419052.757055 + Penalty 4755.242573 = -414297.514482 nChanged 16 SP:Iteration 30Q (1092.268988 sec): 3 clusters Score: Raw -419061.692607 + Penalty 4755.242573 = -414306.450034 nChanged 8 SP:Iteration 31Q (1092.391570 sec): 3 clusters Score: Raw -419065.644556 + Penalty 4755.242573 = -414310.401983 nChanged 7 SP:Iteration 32Q (1092.446225 sec): 3 clusters Score: Raw -419070.061005 + Penalty 4755.242573 = -414314.818432 nChanged 8 SP:Iteration 33Q (1092.608111 sec): 3 clusters Score: Raw -419074.023044 + Penalty 4755.242573 = -414318.780471 nChanged 7 SP:Iteration 34Q (1092.704236 sec): 3 clusters Score: Raw -419078.018035 + Penalty 4755.242573 = -414322.775462 nChanged 9 SP:Iteration 35Q (1092.823398 sec): 3 clusters Score: Raw -419082.996258 + Penalty 4755.242573 = -414327.753686 nChanged 5 SP:Iteration 36Q (1092.962712 sec): 3 clusters Score: Raw -419085.462739 + Penalty 4755.242573 = -414330.220166 nChanged 6 SP:Iteration 37Q (1093.088064 sec): 3 clusters Score: Raw -419088.925107 + Penalty 4755.242573 = -414333.682534 nChanged 4 SP:Iteration 38Q (1093.187600 sec): 3 clusters Score: Raw -419091.179224 + Penalty 4755.242573 = -414335.936651 nChanged 4 SP:Iteration 39Q (1093.325842 sec): 3 clusters Score: Raw -419092.773064 + Penalty 4755.242573 = -414337.530491 nChanged 2 SP:Iteration 40F (1093.439191 sec): 3 clusters Score: Raw -419093.436193 + Penalty 4755.242573 = -414338.193620 nChanged 1 SP:Iteration 41Q (1093.586879 sec): 3 clusters Score: Raw -419093.620340 + Penalty 4755.242573 = -414338.377767 nChanged 2 SP:Iteration 42Q (1093.694368 sec): 3 clusters Score: Raw -419094.461464 + Penalty 4755.242573 = -414339.218891 nChanged 0 SP:Iteration 43F (1093.835607 sec): 3 clusters Score: Raw -419094.461464 + Penalty 4755.242573 = -414339.218891 nChanged 0 Trying to split cluster 4 (6598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1093.888865 sec): 2 clusters Score: Raw -301228.877532 + Penalty 2321.753769 = -298907.123763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1094.033963 sec): 3 clusters Score: Raw -297932.020570 + Penalty 4643.507538 = -293288.513033 nChanged 2625 SP:Iteration 1F (1094.144336 sec): 3 clusters Score: Raw -299504.091677 + Penalty 4643.507538 = -294860.584139 nChanged 531 SP:Iteration 2F (1094.258627 sec): 3 clusters Score: Raw -299866.791025 + Penalty 4643.507538 = -295223.283487 nChanged 414 SP:Iteration 3F (1094.392252 sec): 3 clusters Score: Raw -300145.171842 + Penalty 4643.507538 = -295501.664305 nChanged 338 SP:Iteration 4F (1094.532272 sec): 3 clusters Score: Raw -300367.583920 + Penalty 4643.507538 = -295724.076382 nChanged 298 SP:Iteration 5Q (1094.620193 sec): 3 clusters Score: Raw -300567.078299 + Penalty 4643.507538 = -295923.570761 nChanged 261 SP:Iteration 6Q (1094.771377 sec): 3 clusters Score: Raw -300763.373573 + Penalty 4643.507538 = -296119.866036 nChanged 275 SP:Iteration 7Q (1094.855752 sec): 3 clusters Score: Raw -300960.728728 + Penalty 4643.507538 = -296317.221190 nChanged 263 SP:Iteration 8Q (1094.973636 sec): 3 clusters Score: Raw -301139.672151 + Penalty 4643.507538 = -296496.164613 nChanged 240 SP:Iteration 9Q (1095.091822 sec): 3 clusters Score: Raw -301311.165453 + Penalty 4643.507538 = -296667.657915 nChanged 215 SP:Iteration 10Q (1095.202399 sec): 3 clusters Score: Raw -301482.164149 + Penalty 4643.507538 = -296838.656612 nChanged 215 SP:Iteration 11Q (1095.353540 sec): 3 clusters Score: Raw -301658.108133 + Penalty 4643.507538 = -297014.600595 nChanged 185 SP:Iteration 12Q (1095.442446 sec): 3 clusters Score: Raw -301822.532304 + Penalty 4643.507538 = -297179.024766 nChanged 175 SP:Iteration 13Q (1095.551314 sec): 3 clusters Score: Raw -301972.941714 + Penalty 4643.507538 = -297329.434176 nChanged 172 SP:Iteration 14Q (1095.666073 sec): 3 clusters Score: Raw -302107.461506 + Penalty 4643.507538 = -297463.953968 nChanged 139 SP:Iteration 15Q (1095.790443 sec): 3 clusters Score: Raw -302207.565852 + Penalty 4643.507538 = -297564.058314 nChanged 114 SP:Iteration 16Q (1095.891540 sec): 3 clusters Score: Raw -302280.687148 + Penalty 4643.507538 = -297637.179610 nChanged 115 SP:Iteration 17Q (1096.017401 sec): 3 clusters Score: Raw -302337.021688 + Penalty 4643.507538 = -297693.514150 nChanged 88 SP:Iteration 18Q (1096.151109 sec): 3 clusters Score: Raw -302378.451530 + Penalty 4643.507538 = -297734.943992 nChanged 69 SP:Iteration 19Q (1096.274291 sec): 3 clusters Score: Raw -302409.405777 + Penalty 4643.507538 = -297765.898239 nChanged 62 SP:Iteration 20F (1096.367386 sec): 3 clusters Score: Raw -302428.618235 + Penalty 4643.507538 = -297785.110697 nChanged 44 SP:Iteration 21Q (1096.507693 sec): 3 clusters Score: Raw -302441.156839 + Penalty 4643.507538 = -297797.649301 nChanged 34 SP:Iteration 22Q (1096.613507 sec): 3 clusters Score: Raw -302451.128044 + Penalty 4643.507538 = -297807.620507 nChanged 28 SP:Iteration 23Q (1096.742521 sec): 3 clusters Score: Raw -302459.562789 + Penalty 4643.507538 = -297816.055251 nChanged 23 SP:Iteration 24Q (1096.858191 sec): 3 clusters Score: Raw -302465.771278 + Penalty 4643.507538 = -297822.263740 nChanged 28 SP:Iteration 25Q (1096.974270 sec): 3 clusters Score: Raw -302473.007675 + Penalty 4643.507538 = -297829.500137 nChanged 26 SP:Iteration 26Q (1097.106995 sec): 3 clusters Score: Raw -302478.051721 + Penalty 4643.507538 = -297834.544183 nChanged 19 SP:Iteration 27Q (1097.230581 sec): 3 clusters Score: Raw -302483.453826 + Penalty 4643.507538 = -297839.946288 nChanged 16 SP:Iteration 28Q (1097.372164 sec): 3 clusters Score: Raw -302486.894886 + Penalty 4643.507538 = -297843.387349 nChanged 7 SP:Iteration 29Q (1097.507888 sec): 3 clusters Score: Raw -302488.731092 + Penalty 4643.507538 = -297845.223555 nChanged 7 SP:Iteration 30Q (1097.613192 sec): 3 clusters Score: Raw -302490.126283 + Penalty 4643.507538 = -297846.618745 nChanged 11 SP:Iteration 31Q (1097.728190 sec): 3 clusters Score: Raw -302492.197370 + Penalty 4643.507538 = -297848.689832 nChanged 6 SP:Iteration 32Q (1097.859832 sec): 3 clusters Score: Raw -302493.339682 + Penalty 4643.507538 = -297849.832144 nChanged 7 SP:Iteration 33Q (1097.971327 sec): 3 clusters Score: Raw -302494.572120 + Penalty 4643.507538 = -297851.064583 nChanged 1 SP:Iteration 34Q (1098.087251 sec): 3 clusters Score: Raw -302495.094405 + Penalty 4643.507538 = -297851.586868 nChanged 2 SP:Iteration 35Q (1098.229839 sec): 3 clusters Score: Raw -302495.512799 + Penalty 4643.507538 = -297852.005261 nChanged 1 SP:Iteration 36Q (1098.325462 sec): 3 clusters Score: Raw -302495.706639 + Penalty 4643.507538 = -297852.199101 nChanged 0 SP:Iteration 37F (1098.458740 sec): 3 clusters Score: Raw -302495.706639 + Penalty 4643.507538 = -297852.199101 nChanged 0 Trying to split cluster 5 (7632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1098.555648 sec): 2 clusters Score: Raw -336048.852638 + Penalty 2360.187776 = -333688.664861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1098.679188 sec): 3 clusters Score: Raw -332215.535286 + Penalty 4720.375553 = -327495.159734 nChanged 2994 SP:Iteration 1F (1098.799272 sec): 3 clusters Score: Raw -334010.045046 + Penalty 4720.375553 = -329289.669494 nChanged 642 SP:Iteration 2F (1098.931965 sec): 3 clusters Score: Raw -334500.161145 + Penalty 4720.375553 = -329779.785592 nChanged 529 SP:Iteration 3F (1098.986032 sec): 3 clusters Score: Raw -334928.784004 + Penalty 4720.375553 = -330208.408452 nChanged 466 SP:Iteration 4F (1099.039636 sec): 3 clusters Score: Raw -335308.968027 + Penalty 4720.375553 = -330588.592474 nChanged 435 SP:Iteration 5F (1099.099598 sec): 3 clusters Score: Raw -335693.159091 + Penalty 4720.375553 = -330972.783538 nChanged 412 SP:Iteration 6F (1099.163392 sec): 3 clusters Score: Raw -336057.895501 + Penalty 4720.375553 = -331337.519949 nChanged 372 SP:Iteration 7Q (1099.226733 sec): 3 clusters Score: Raw -336330.232858 + Penalty 4720.375553 = -331609.857305 nChanged 291 SP:Iteration 8Q (1099.344973 sec): 3 clusters Score: Raw -336527.735538 + Penalty 4720.375553 = -331807.359985 nChanged 237 SP:Iteration 9Q (1099.470706 sec): 3 clusters Score: Raw -336659.942971 + Penalty 4720.375553 = -331939.567418 nChanged 168 SP:Iteration 10Q (1099.600981 sec): 3 clusters Score: Raw -336747.609278 + Penalty 4720.375553 = -332027.233725 nChanged 139 SP:Iteration 11Q (1099.735157 sec): 3 clusters Score: Raw -336818.138386 + Penalty 4720.375553 = -332097.762834 nChanged 104 SP:Iteration 12Q (1099.829514 sec): 3 clusters Score: Raw -336861.403803 + Penalty 4720.375553 = -332141.028251 nChanged 79 SP:Iteration 13Q (1099.946351 sec): 3 clusters Score: Raw -336885.449181 + Penalty 4720.375553 = -332165.073629 nChanged 59 SP:Iteration 14Q (1100.040689 sec): 3 clusters Score: Raw -336903.174030 + Penalty 4720.375553 = -332182.798477 nChanged 43 SP:Iteration 15Q (1100.171895 sec): 3 clusters Score: Raw -336914.600737 + Penalty 4720.375553 = -332194.225184 nChanged 34 SP:Iteration 16Q (1100.277822 sec): 3 clusters Score: Raw -336922.851538 + Penalty 4720.375553 = -332202.475986 nChanged 25 SP:Iteration 17Q (1100.409234 sec): 3 clusters Score: Raw -336928.341035 + Penalty 4720.375553 = -332207.965483 nChanged 17 SP:Iteration 18Q (1100.509062 sec): 3 clusters Score: Raw -336932.146141 + Penalty 4720.375553 = -332211.770588 nChanged 15 SP:Iteration 19Q (1100.626339 sec): 3 clusters Score: Raw -336935.531414 + Penalty 4720.375553 = -332215.155862 nChanged 18 SP:Iteration 20F (1100.748184 sec): 3 clusters Score: Raw -336940.037138 + Penalty 4720.375553 = -332219.661585 nChanged 16 SP:Iteration 21Q (1100.874796 sec): 3 clusters Score: Raw -336942.554188 + Penalty 4720.375553 = -332222.178636 nChanged 8 SP:Iteration 22Q (1100.996491 sec): 3 clusters Score: Raw -336944.838910 + Penalty 4720.375553 = -332224.463357 nChanged 13 SP:Iteration 23Q (1101.108113 sec): 3 clusters Score: Raw -336947.876411 + Penalty 4720.375553 = -332227.500859 nChanged 13 SP:Iteration 24Q (1101.228183 sec): 3 clusters Score: Raw -336951.203169 + Penalty 4720.375553 = -332230.827617 nChanged 12 SP:Iteration 25Q (1101.385921 sec): 3 clusters Score: Raw -336953.931964 + Penalty 4720.375553 = -332233.556411 nChanged 11 SP:Iteration 26Q (1101.481123 sec): 3 clusters Score: Raw -336956.509704 + Penalty 4720.375553 = -332236.134151 nChanged 8 SP:Iteration 27Q (1101.608056 sec): 3 clusters Score: Raw -336958.465315 + Penalty 4720.375553 = -332238.089763 nChanged 8 SP:Iteration 28Q (1101.738032 sec): 3 clusters Score: Raw -336960.096722 + Penalty 4720.375553 = -332239.721170 nChanged 8 SP:Iteration 29Q (1101.868772 sec): 3 clusters Score: Raw -336961.444063 + Penalty 4720.375553 = -332241.068511 nChanged 3 SP:Iteration 30Q (1101.989828 sec): 3 clusters Score: Raw -336962.308551 + Penalty 4720.375553 = -332241.932998 nChanged 4 SP:Iteration 31Q (1102.116880 sec): 3 clusters Score: Raw -336962.993948 + Penalty 4720.375553 = -332242.618396 nChanged 1 SP:Iteration 32Q (1102.225569 sec): 3 clusters Score: Raw -336963.093206 + Penalty 4720.375553 = -332242.717653 nChanged 0 SP:Iteration 33F (1102.359207 sec): 3 clusters Score: Raw -336963.093206 + Penalty 4720.375553 = -332242.717653 nChanged 0 Time taken for this iteration:173.776302 seconds. 6->6 Clusters: Score -2919485.911904, best is -2919496.199812 Starting from 7 clusters... ------ Clustering full data set of 66413 points ------ SP: Assigned 7 initial classes randomly. Deleting Class 4 (10630 points): Lose 1386.159610 but Gain 2931.363098 Iteration 0F (1103.154729 sec): 6 clusters Score: Raw -2746161.505874 + Penalty 14656.815491 = -2731504.690382 nChanged 52629 Iteration 1F (1103.802797 sec): 6 clusters Score: Raw -2814389.139453 + Penalty 14656.815491 = -2799732.323962 nChanged 13223 Iteration 2F (1104.507614 sec): 6 clusters Score: Raw -2838229.434309 + Penalty 14656.815491 = -2823572.618818 nChanged 15097 Iteration 3F (1105.148261 sec): 6 clusters Score: Raw -2865099.006625 + Penalty 14656.815491 = -2850442.191134 nChanged 13005 Iteration 4F (1105.781361 sec): 6 clusters Score: Raw -2888807.300538 + Penalty 14656.815491 = -2874150.485046 nChanged 10062 Iteration 5F (1106.463930 sec): 6 clusters Score: Raw -2903385.162035 + Penalty 14656.815491 = -2888728.346544 nChanged 7367 Iteration 6F (1107.213053 sec): 6 clusters Score: Raw -2910891.532802 + Penalty 14656.815491 = -2896234.717311 nChanged 5347 Iteration 7F (1107.883443 sec): 6 clusters Score: Raw -2915224.260062 + Penalty 14656.815491 = -2900567.444570 nChanged 4044 Iteration 8F (1108.551833 sec): 6 clusters Score: Raw -2918271.862692 + Penalty 14656.815491 = -2903615.047201 nChanged 3310 Iteration 9Q (1109.203073 sec): 6 clusters Score: Raw -2920738.998141 + Penalty 14656.815491 = -2906082.182650 nChanged 3078 Iteration 10Q (1109.818420 sec): 6 clusters Score: Raw -2923081.776687 + Penalty 14656.815491 = -2908424.961195 nChanged 2947 Iteration 11Q (1110.459588 sec): 6 clusters Score: Raw -2925263.505960 + Penalty 14656.815491 = -2910606.690469 nChanged 2849 Iteration 12Q (1111.082660 sec): 6 clusters Score: Raw -2927185.072121 + Penalty 14656.815491 = -2912528.256630 nChanged 2663 Iteration 13Q (1111.659714 sec): 6 clusters Score: Raw -2928808.684171 + Penalty 14656.815491 = -2914151.868680 nChanged 2327 Iteration 14Q (1112.273709 sec): 6 clusters Score: Raw -2930051.452165 + Penalty 14656.815491 = -2915394.636674 nChanged 1932 Iteration 15Q (1112.916404 sec): 6 clusters Score: Raw -2930900.372630 + Penalty 14656.815491 = -2916243.557139 nChanged 1568 Iteration 16Q (1113.536671 sec): 6 clusters Score: Raw -2931459.974621 + Penalty 14656.815491 = -2916803.159130 nChanged 1255 Iteration 17Q (1114.101497 sec): 6 clusters Score: Raw -2931835.875016 + Penalty 14656.815491 = -2917179.059525 nChanged 979 Iteration 18Q (1114.603892 sec): 6 clusters Score: Raw -2932099.102266 + Penalty 14656.815491 = -2917442.286775 nChanged 737 Iteration 19Q (1115.177563 sec): 6 clusters Score: Raw -2932275.918702 + Penalty 14656.815491 = -2917619.103211 nChanged 604 Writing temp clu file Because OldScore, -2917442.286775, is greater than current (better) Score,-2917619.103211 Compute initial score before splitting: Score: Raw -2932275.918702 + Penalty 14656.815491 = -2917619.103211 Trying to split cluster 1 (9852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1115.331080 sec): 2 clusters Score: Raw -399897.814917 + Penalty 2427.593456 = -397470.221461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1115.452411 sec): 3 clusters Score: Raw -394843.613444 + Penalty 4855.186913 = -389988.426531 nChanged 4028 SP:Iteration 1F (1115.615491 sec): 3 clusters Score: Raw -397536.424524 + Penalty 4855.186913 = -392681.237611 nChanged 870 SP:Iteration 2F (1115.763721 sec): 3 clusters Score: Raw -398124.448513 + Penalty 4855.186913 = -393269.261600 nChanged 670 SP:Iteration 3F (1115.868575 sec): 3 clusters Score: Raw -398531.168274 + Penalty 4855.186913 = -393675.981361 nChanged 517 SP:Iteration 4F (1116.021083 sec): 3 clusters Score: Raw -398836.399209 + Penalty 4855.186913 = -393981.212297 nChanged 463 SP:Iteration 5Q (1116.151998 sec): 3 clusters Score: Raw -399112.602967 + Penalty 4855.186913 = -394257.416054 nChanged 395 SP:Iteration 6Q (1116.245710 sec): 3 clusters Score: Raw -399336.987693 + Penalty 4855.186913 = -394481.800780 nChanged 352 SP:Iteration 7Q (1116.386726 sec): 3 clusters Score: Raw -399545.630982 + Penalty 4855.186913 = -394690.444069 nChanged 325 SP:Iteration 8Q (1116.500929 sec): 3 clusters Score: Raw -399744.301696 + Penalty 4855.186913 = -394889.114783 nChanged 317 SP:Iteration 9Q (1116.612351 sec): 3 clusters Score: Raw -399928.605267 + Penalty 4855.186913 = -395073.418354 nChanged 303 SP:Iteration 10Q (1116.770381 sec): 3 clusters Score: Raw -400117.966714 + Penalty 4855.186913 = -395262.779801 nChanged 260 SP:Iteration 11Q (1116.888693 sec): 3 clusters Score: Raw -400287.864625 + Penalty 4855.186913 = -395432.677712 nChanged 230 SP:Iteration 12Q (1117.023154 sec): 3 clusters Score: Raw -400443.242851 + Penalty 4855.186913 = -395588.055938 nChanged 198 SP:Iteration 13Q (1117.140344 sec): 3 clusters Score: Raw -400583.557174 + Penalty 4855.186913 = -395728.370261 nChanged 144 SP:Iteration 14Q (1117.287204 sec): 3 clusters Score: Raw -400690.062273 + Penalty 4855.186913 = -395834.875361 nChanged 123 SP:Iteration 15Q (1117.415960 sec): 3 clusters Score: Raw -400781.276885 + Penalty 4855.186913 = -395926.089972 nChanged 87 SP:Iteration 16Q (1117.545450 sec): 3 clusters Score: Raw -400846.718478 + Penalty 4855.186913 = -395991.531565 nChanged 74 SP:Iteration 17Q (1117.668130 sec): 3 clusters Score: Raw -400899.544043 + Penalty 4855.186913 = -396044.357131 nChanged 64 SP:Iteration 18Q (1117.807816 sec): 3 clusters Score: Raw -400938.296789 + Penalty 4855.186913 = -396083.109876 nChanged 39 SP:Iteration 19Q (1117.960384 sec): 3 clusters Score: Raw -400959.196509 + Penalty 4855.186913 = -396104.009596 nChanged 31 SP:Iteration 20F (1118.102170 sec): 3 clusters Score: Raw -400975.607985 + Penalty 4855.186913 = -396120.421072 nChanged 26 SP:Iteration 21Q (1118.214111 sec): 3 clusters Score: Raw -400987.774758 + Penalty 4855.186913 = -396132.587845 nChanged 21 SP:Iteration 22Q (1118.366500 sec): 3 clusters Score: Raw -400998.157745 + Penalty 4855.186913 = -396142.970832 nChanged 14 SP:Iteration 23Q (1118.510130 sec): 3 clusters Score: Raw -401003.627279 + Penalty 4855.186913 = -396148.440366 nChanged 5 SP:Iteration 24Q (1118.671256 sec): 3 clusters Score: Raw -401005.267078 + Penalty 4855.186913 = -396150.080165 nChanged 1 SP:Iteration 25Q (1118.779702 sec): 3 clusters Score: Raw -401006.202058 + Penalty 4855.186913 = -396151.015146 nChanged 3 SP:Iteration 26Q (1118.906386 sec): 3 clusters Score: Raw -401007.260031 + Penalty 4855.186913 = -396152.073118 nChanged 3 SP:Iteration 27Q (1118.986938 sec): 3 clusters Score: Raw -401008.100802 + Penalty 4855.186913 = -396152.913889 nChanged 3 SP:Iteration 28Q (1119.118546 sec): 3 clusters Score: Raw -401008.966979 + Penalty 4855.186913 = -396153.780066 nChanged 1 SP:Iteration 29Q (1119.254764 sec): 3 clusters Score: Raw -401009.121225 + Penalty 4855.186913 = -396153.934312 nChanged 0 SP:Iteration 30F (1119.371008 sec): 3 clusters Score: Raw -401009.121225 + Penalty 4855.186913 = -396153.934312 nChanged 0 Trying to split cluster 2 (11455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1119.483123 sec): 2 clusters Score: Raw -572363.568547 + Penalty 2467.391941 = -569896.176606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1119.599874 sec): 3 clusters Score: Raw -566166.625254 + Penalty 4934.783882 = -561231.841372 nChanged 4775 SP:Iteration 1F (1119.743652 sec): 3 clusters Score: Raw -568733.595645 + Penalty 4934.783882 = -563798.811763 nChanged 751 SP:Iteration 2F (1119.881415 sec): 3 clusters Score: Raw -569108.759372 + Penalty 4934.783882 = -564173.975490 nChanged 657 SP:Iteration 3F (1120.024663 sec): 3 clusters Score: Raw -569434.611885 + Penalty 4934.783882 = -564499.828003 nChanged 572 SP:Iteration 4Q (1120.153056 sec): 3 clusters Score: Raw -569699.985638 + Penalty 4934.783882 = -564765.201756 nChanged 478 SP:Iteration 5Q (1120.266424 sec): 3 clusters Score: Raw -569936.201408 + Penalty 4934.783882 = -565001.417526 nChanged 482 SP:Iteration 6Q (1120.409028 sec): 3 clusters Score: Raw -570174.930565 + Penalty 4934.783882 = -565240.146682 nChanged 431 SP:Iteration 7Q (1120.542775 sec): 3 clusters Score: Raw -570386.915596 + Penalty 4934.783882 = -565452.131714 nChanged 376 SP:Iteration 8Q (1120.672594 sec): 3 clusters Score: Raw -570575.274203 + Penalty 4934.783882 = -565640.490321 nChanged 354 SP:Iteration 9Q (1120.831742 sec): 3 clusters Score: Raw -570739.377033 + Penalty 4934.783882 = -565804.593151 nChanged 336 SP:Iteration 10Q (1120.985621 sec): 3 clusters Score: Raw -570887.176362 + Penalty 4934.783882 = -565952.392480 nChanged 275 SP:Iteration 11Q (1121.090980 sec): 3 clusters Score: Raw -571029.961310 + Penalty 4934.783882 = -566095.177428 nChanged 257 SP:Iteration 12Q (1121.237007 sec): 3 clusters Score: Raw -571159.657932 + Penalty 4934.783882 = -566224.874050 nChanged 254 SP:Iteration 13Q (1121.376733 sec): 3 clusters Score: Raw -571292.307547 + Penalty 4934.783882 = -566357.523665 nChanged 230 SP:Iteration 14Q (1121.510321 sec): 3 clusters Score: Raw -571406.154714 + Penalty 4934.783882 = -566471.370832 nChanged 186 SP:Iteration 15Q (1121.649610 sec): 3 clusters Score: Raw -571504.137386 + Penalty 4934.783882 = -566569.353504 nChanged 208 SP:Iteration 16Q (1121.802223 sec): 3 clusters Score: Raw -571611.106201 + Penalty 4934.783882 = -566676.322319 nChanged 200 SP:Iteration 17Q (1121.998262 sec): 3 clusters Score: Raw -571716.870118 + Penalty 4934.783882 = -566782.086236 nChanged 184 SP:Iteration 18Q (1122.136159 sec): 3 clusters Score: Raw -571813.046755 + Penalty 4934.783882 = -566878.262873 nChanged 174 SP:Iteration 19Q (1122.299287 sec): 3 clusters Score: Raw -571896.333854 + Penalty 4934.783882 = -566961.549972 nChanged 139 SP:Iteration 20F (1122.454056 sec): 3 clusters Score: Raw -571957.150477 + Penalty 4934.783882 = -567022.366595 nChanged 118 SP:Iteration 21Q (1122.611058 sec): 3 clusters Score: Raw -572011.782929 + Penalty 4934.783882 = -567076.999047 nChanged 121 SP:Iteration 22Q (1122.805057 sec): 3 clusters Score: Raw -572080.965346 + Penalty 4934.783882 = -567146.181464 nChanged 127 SP:Iteration 23Q (1122.979594 sec): 3 clusters Score: Raw -572143.231155 + Penalty 4934.783882 = -567208.447273 nChanged 93 SP:Iteration 24Q (1123.134192 sec): 3 clusters Score: Raw -572185.465467 + Penalty 4934.783882 = -567250.681585 nChanged 76 SP:Iteration 25Q (1123.283749 sec): 3 clusters Score: Raw -572218.463848 + Penalty 4934.783882 = -567283.679966 nChanged 67 SP:Iteration 26Q (1123.470000 sec): 3 clusters Score: Raw -572243.410894 + Penalty 4934.783882 = -567308.627012 nChanged 67 SP:Iteration 27Q (1123.569336 sec): 3 clusters Score: Raw -572270.759909 + Penalty 4934.783882 = -567335.976027 nChanged 60 SP:Iteration 28Q (1123.717903 sec): 3 clusters Score: Raw -572298.494860 + Penalty 4934.783882 = -567363.710978 nChanged 63 SP:Iteration 29Q (1123.880134 sec): 3 clusters Score: Raw -572331.933980 + Penalty 4934.783882 = -567397.150098 nChanged 58 SP:Iteration 30Q (1123.995975 sec): 3 clusters Score: Raw -572359.827659 + Penalty 4934.783882 = -567425.043777 nChanged 55 SP:Iteration 31Q (1124.135230 sec): 3 clusters Score: Raw -572382.212072 + Penalty 4934.783882 = -567447.428190 nChanged 51 SP:Iteration 32Q (1124.289977 sec): 3 clusters Score: Raw -572401.650217 + Penalty 4934.783882 = -567466.866334 nChanged 41 SP:Iteration 33Q (1124.462695 sec): 3 clusters Score: Raw -572419.196370 + Penalty 4934.783882 = -567484.412488 nChanged 35 SP:Iteration 34Q (1124.586152 sec): 3 clusters Score: Raw -572429.800674 + Penalty 4934.783882 = -567495.016792 nChanged 19 SP:Iteration 35Q (1124.725540 sec): 3 clusters Score: Raw -572436.938761 + Penalty 4934.783882 = -567502.154879 nChanged 30 SP:Iteration 36Q (1124.886395 sec): 3 clusters Score: Raw -572449.421377 + Penalty 4934.783882 = -567514.637495 nChanged 36 SP:Iteration 37Q (1125.039920 sec): 3 clusters Score: Raw -572462.446585 + Penalty 4934.783882 = -567527.662703 nChanged 40 SP:Iteration 38Q (1125.172945 sec): 3 clusters Score: Raw -572477.018977 + Penalty 4934.783882 = -567542.235095 nChanged 31 SP:Iteration 39Q (1125.329660 sec): 3 clusters Score: Raw -572487.376366 + Penalty 4934.783882 = -567552.592484 nChanged 27 SP:Iteration 40F (1125.509488 sec): 3 clusters Score: Raw -572498.726849 + Penalty 4934.783882 = -567563.942967 nChanged 26 SP:Iteration 41Q (1125.659749 sec): 3 clusters Score: Raw -572510.456473 + Penalty 4934.783882 = -567575.672591 nChanged 22 SP:Iteration 42Q (1125.862292 sec): 3 clusters Score: Raw -572520.272269 + Penalty 4934.783882 = -567585.488387 nChanged 16 SP:Iteration 43Q (1125.956092 sec): 3 clusters Score: Raw -572528.896149 + Penalty 4934.783882 = -567594.112267 nChanged 19 SP:Iteration 44Q (1126.100702 sec): 3 clusters Score: Raw -572537.765811 + Penalty 4934.783882 = -567602.981929 nChanged 14 SP:Iteration 45Q (1126.251817 sec): 3 clusters Score: Raw -572545.147126 + Penalty 4934.783882 = -567610.363244 nChanged 16 SP:Iteration 46Q (1126.379599 sec): 3 clusters Score: Raw -572552.843365 + Penalty 4934.783882 = -567618.059483 nChanged 17 SP:Iteration 47Q (1126.520590 sec): 3 clusters Score: Raw -572562.181664 + Penalty 4934.783882 = -567627.397782 nChanged 20 SP:Iteration 48Q (1126.659012 sec): 3 clusters Score: Raw -572571.512325 + Penalty 4934.783882 = -567636.728443 nChanged 21 SP:Iteration 49Q (1126.785529 sec): 3 clusters Score: Raw -572579.534746 + Penalty 4934.783882 = -567644.750864 nChanged 11 SP:Iteration 50Q (1126.918632 sec): 3 clusters Score: Raw -572583.692443 + Penalty 4934.783882 = -567648.908561 nChanged 7 SP:Iteration 51Q (1127.074179 sec): 3 clusters Score: Raw -572586.287236 + Penalty 4934.783882 = -567651.503353 nChanged 7 SP:Iteration 52Q (1127.213094 sec): 3 clusters Score: Raw -572591.035512 + Penalty 4934.783882 = -567656.251630 nChanged 12 SP:Iteration 53Q (1127.356173 sec): 3 clusters Score: Raw -572595.128100 + Penalty 4934.783882 = -567660.344218 nChanged 9 SP:Iteration 54Q (1127.529654 sec): 3 clusters Score: Raw -572599.010417 + Penalty 4934.783882 = -567664.226535 nChanged 8 SP:Iteration 55Q (1127.645234 sec): 3 clusters Score: Raw -572602.616523 + Penalty 4934.783882 = -567667.832641 nChanged 8 SP:Iteration 56Q (1127.783665 sec): 3 clusters Score: Raw -572604.793409 + Penalty 4934.783882 = -567670.009527 nChanged 7 SP:Iteration 57Q (1127.995766 sec): 3 clusters Score: Raw -572607.648928 + Penalty 4934.783882 = -567672.865046 nChanged 4 SP:Iteration 58Q (1128.110147 sec): 3 clusters Score: Raw -572609.069847 + Penalty 4934.783882 = -567674.285965 nChanged 3 SP:Iteration 59Q (1128.230474 sec): 3 clusters Score: Raw -572610.396714 + Penalty 4934.783882 = -567675.612832 nChanged 2 SP:Iteration 60F (1128.398721 sec): 3 clusters Score: Raw -572612.259971 + Penalty 4934.783882 = -567677.476089 nChanged 5 SP:Iteration 61Q (1128.536355 sec): 3 clusters Score: Raw -572614.709132 + Penalty 4934.783882 = -567679.925250 nChanged 7 SP:Iteration 62Q (1128.695629 sec): 3 clusters Score: Raw -572618.106270 + Penalty 4934.783882 = -567683.322388 nChanged 9 SP:Iteration 63Q (1128.841739 sec): 3 clusters Score: Raw -572621.747319 + Penalty 4934.783882 = -567686.963436 nChanged 6 SP:Iteration 64Q (1128.958496 sec): 3 clusters Score: Raw -572625.478282 + Penalty 4934.783882 = -567690.694400 nChanged 9 SP:Iteration 65Q (1129.104075 sec): 3 clusters Score: Raw -572629.861927 + Penalty 4934.783882 = -567695.078045 nChanged 10 SP:Iteration 66Q (1129.228331 sec): 3 clusters Score: Raw -572634.157246 + Penalty 4934.783882 = -567699.373364 nChanged 8 SP:Iteration 67Q (1129.393232 sec): 3 clusters Score: Raw -572637.283158 + Penalty 4934.783882 = -567702.499276 nChanged 8 SP:Iteration 68Q (1129.521463 sec): 3 clusters Score: Raw -572640.075625 + Penalty 4934.783882 = -567705.291743 nChanged 6 SP:Iteration 69Q (1129.639359 sec): 3 clusters Score: Raw -572642.191892 + Penalty 4934.783882 = -567707.408010 nChanged 5 SP:Iteration 70Q (1129.799349 sec): 3 clusters Score: Raw -572644.356990 + Penalty 4934.783882 = -567709.573108 nChanged 4 SP:Iteration 71Q (1129.915394 sec): 3 clusters Score: Raw -572646.010023 + Penalty 4934.783882 = -567711.226141 nChanged 2 SP:Iteration 72Q (1130.046592 sec): 3 clusters Score: Raw -572646.679760 + Penalty 4934.783882 = -567711.895878 nChanged 3 SP:Iteration 73Q (1130.172869 sec): 3 clusters Score: Raw -572648.107417 + Penalty 4934.783882 = -567713.323535 nChanged 4 SP:Iteration 74Q (1130.316124 sec): 3 clusters Score: Raw -572649.901694 + Penalty 4934.783882 = -567715.117812 nChanged 3 SP:Iteration 75Q (1130.471913 sec): 3 clusters Score: Raw -572650.903856 + Penalty 4934.783882 = -567716.119974 nChanged 1 SP:Iteration 76Q (1130.575129 sec): 3 clusters Score: Raw -572651.362134 + Penalty 4934.783882 = -567716.578252 nChanged 1 SP:Iteration 77Q (1130.701351 sec): 3 clusters Score: Raw -572651.750141 + Penalty 4934.783882 = -567716.966259 nChanged 2 SP:Iteration 78Q (1130.852064 sec): 3 clusters Score: Raw -572652.149860 + Penalty 4934.783882 = -567717.365978 nChanged 2 SP:Iteration 79Q (1131.015479 sec): 3 clusters Score: Raw -572652.665352 + Penalty 4934.783882 = -567717.881470 nChanged 1 SP:Iteration 80F (1131.176450 sec): 3 clusters Score: Raw -572652.768828 + Penalty 4934.783882 = -567717.984946 nChanged 0 Trying to split cluster 3 (6216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1131.250993 sec): 2 clusters Score: Raw -283449.560428 + Penalty 2306.008820 = -281143.551609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1131.397184 sec): 3 clusters Score: Raw -280443.965774 + Penalty 4612.017639 = -275831.948135 nChanged 2454 SP:Iteration 1F (1131.499064 sec): 3 clusters Score: Raw -282000.047287 + Penalty 4612.017639 = -277388.029648 nChanged 555 SP:Iteration 2F (1131.642188 sec): 3 clusters Score: Raw -282575.301629 + Penalty 4612.017639 = -277963.283990 nChanged 520 SP:Iteration 3F (1131.751258 sec): 3 clusters Score: Raw -283169.560571 + Penalty 4612.017639 = -278557.542932 nChanged 468 SP:Iteration 4F (1131.876180 sec): 3 clusters Score: Raw -283672.118180 + Penalty 4612.017639 = -279060.100541 nChanged 403 SP:Iteration 5F (1132.010769 sec): 3 clusters Score: Raw -284030.952144 + Penalty 4612.017639 = -279418.934505 nChanged 289 SP:Iteration 6Q (1132.175361 sec): 3 clusters Score: Raw -284268.096288 + Penalty 4612.017639 = -279656.078649 nChanged 201 SP:Iteration 7Q (1132.267170 sec): 3 clusters Score: Raw -284414.880997 + Penalty 4612.017639 = -279802.863358 nChanged 158 SP:Iteration 8Q (1132.397239 sec): 3 clusters Score: Raw -284506.427680 + Penalty 4612.017639 = -279894.410041 nChanged 95 SP:Iteration 9Q (1132.526918 sec): 3 clusters Score: Raw -284557.749466 + Penalty 4612.017639 = -279945.731827 nChanged 82 SP:Iteration 10Q (1132.629454 sec): 3 clusters Score: Raw -284609.638905 + Penalty 4612.017639 = -279997.621266 nChanged 84 SP:Iteration 11Q (1132.762646 sec): 3 clusters Score: Raw -284672.809954 + Penalty 4612.017639 = -280060.792315 nChanged 74 SP:Iteration 12Q (1132.874412 sec): 3 clusters Score: Raw -284721.083449 + Penalty 4612.017639 = -280109.065810 nChanged 58 SP:Iteration 13Q (1133.019203 sec): 3 clusters Score: Raw -284751.847687 + Penalty 4612.017639 = -280139.830048 nChanged 40 SP:Iteration 14Q (1133.107327 sec): 3 clusters Score: Raw -284770.042038 + Penalty 4612.017639 = -280158.024399 nChanged 31 SP:Iteration 15Q (1133.219179 sec): 3 clusters Score: Raw -284785.574683 + Penalty 4612.017639 = -280173.557044 nChanged 18 SP:Iteration 16Q (1133.345227 sec): 3 clusters Score: Raw -284794.815989 + Penalty 4612.017639 = -280182.798350 nChanged 30 SP:Iteration 17Q (1133.471679 sec): 3 clusters Score: Raw -284804.906065 + Penalty 4612.017639 = -280192.888426 nChanged 24 SP:Iteration 18Q (1133.580791 sec): 3 clusters Score: Raw -284812.792885 + Penalty 4612.017639 = -280200.775246 nChanged 23 SP:Iteration 19Q (1133.699683 sec): 3 clusters Score: Raw -284820.439304 + Penalty 4612.017639 = -280208.421665 nChanged 16 SP:Iteration 20F (1133.833900 sec): 3 clusters Score: Raw -284826.243628 + Penalty 4612.017639 = -280214.225989 nChanged 7 SP:Iteration 21Q (1133.950415 sec): 3 clusters Score: Raw -284828.860831 + Penalty 4612.017639 = -280216.843192 nChanged 7 SP:Iteration 22Q (1134.051515 sec): 3 clusters Score: Raw -284830.824723 + Penalty 4612.017639 = -280218.807084 nChanged 6 SP:Iteration 23Q (1134.176897 sec): 3 clusters Score: Raw -284833.176799 + Penalty 4612.017639 = -280221.159160 nChanged 8 SP:Iteration 24Q (1134.280333 sec): 3 clusters Score: Raw -284834.854769 + Penalty 4612.017639 = -280222.837130 nChanged 3 SP:Iteration 25Q (1134.408006 sec): 3 clusters Score: Raw -284835.727731 + Penalty 4612.017639 = -280223.710092 nChanged 4 SP:Iteration 26Q (1134.523283 sec): 3 clusters Score: Raw -284837.219859 + Penalty 4612.017639 = -280225.202220 nChanged 2 SP:Iteration 27Q (1134.651114 sec): 3 clusters Score: Raw -284837.814698 + Penalty 4612.017639 = -280225.797059 nChanged 4 SP:Iteration 28Q (1134.731062 sec): 3 clusters Score: Raw -284838.989561 + Penalty 4612.017639 = -280226.971922 nChanged 6 SP:Iteration 29Q (1134.877170 sec): 3 clusters Score: Raw -284840.487139 + Penalty 4612.017639 = -280228.469500 nChanged 2 SP:Iteration 30Q (1135.021901 sec): 3 clusters Score: Raw -284841.091331 + Penalty 4612.017639 = -280229.073692 nChanged 4 SP:Iteration 31Q (1135.128716 sec): 3 clusters Score: Raw -284841.874030 + Penalty 4612.017639 = -280229.856391 nChanged 2 SP:Iteration 32Q (1135.263327 sec): 3 clusters Score: Raw -284842.602230 + Penalty 4612.017639 = -280230.584591 nChanged 4 SP:Iteration 33Q (1135.386969 sec): 3 clusters Score: Raw -284843.475808 + Penalty 4612.017639 = -280231.458169 nChanged 3 SP:Iteration 34Q (1135.498762 sec): 3 clusters Score: Raw -284844.377131 + Penalty 4612.017639 = -280232.359492 nChanged 1 SP:Iteration 35Q (1135.656271 sec): 3 clusters Score: Raw -284845.069396 + Penalty 4612.017639 = -280233.051757 nChanged 2 SP:Iteration 36Q (1135.775748 sec): 3 clusters Score: Raw -284846.022745 + Penalty 4612.017639 = -280234.005106 nChanged 1 SP:Iteration 37Q (1135.894254 sec): 3 clusters Score: Raw -284846.166059 + Penalty 4612.017639 = -280234.148420 nChanged 0 SP:Iteration 38F (1136.019347 sec): 3 clusters Score: Raw -284846.166059 + Penalty 4612.017639 = -280234.148420 nChanged 0 Trying to split cluster 5 (8635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1136.104245 sec): 2 clusters Score: Raw -370614.881030 + Penalty 2392.784854 = -368222.096177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1136.232773 sec): 3 clusters Score: Raw -366159.778316 + Penalty 4785.569707 = -361374.208609 nChanged 3474 SP:Iteration 1F (1136.381393 sec): 3 clusters Score: Raw -368156.442143 + Penalty 4785.569707 = -363370.872436 nChanged 704 SP:Iteration 2F (1136.505568 sec): 3 clusters Score: Raw -368750.668601 + Penalty 4785.569707 = -363965.098894 nChanged 648 SP:Iteration 3F (1136.614963 sec): 3 clusters Score: Raw -369354.783370 + Penalty 4785.569707 = -364569.213663 nChanged 625 SP:Iteration 4F (1136.751691 sec): 3 clusters Score: Raw -369990.256597 + Penalty 4785.569707 = -365204.686890 nChanged 610 SP:Iteration 5F (1136.890873 sec): 3 clusters Score: Raw -370613.171262 + Penalty 4785.569707 = -365827.601555 nChanged 540 SP:Iteration 6F (1137.026918 sec): 3 clusters Score: Raw -371086.603053 + Penalty 4785.569707 = -366301.033346 nChanged 452 SP:Iteration 7F (1137.163955 sec): 3 clusters Score: Raw -371434.780542 + Penalty 4785.569707 = -366649.210835 nChanged 344 SP:Iteration 8Q (1137.288318 sec): 3 clusters Score: Raw -371676.174047 + Penalty 4785.569707 = -366890.604340 nChanged 266 SP:Iteration 9Q (1137.444511 sec): 3 clusters Score: Raw -371868.550687 + Penalty 4785.569707 = -367082.980980 nChanged 221 SP:Iteration 10Q (1137.553758 sec): 3 clusters Score: Raw -372007.909591 + Penalty 4785.569707 = -367222.339884 nChanged 165 SP:Iteration 11Q (1137.715630 sec): 3 clusters Score: Raw -372094.755081 + Penalty 4785.569707 = -367309.185374 nChanged 142 SP:Iteration 12Q (1137.847804 sec): 3 clusters Score: Raw -372160.602370 + Penalty 4785.569707 = -367375.032663 nChanged 118 SP:Iteration 13Q (1137.949685 sec): 3 clusters Score: Raw -372204.246520 + Penalty 4785.569707 = -367418.676813 nChanged 83 SP:Iteration 14Q (1138.107787 sec): 3 clusters Score: Raw -372230.655480 + Penalty 4785.569707 = -367445.085773 nChanged 75 SP:Iteration 15Q (1138.227361 sec): 3 clusters Score: Raw -372256.553580 + Penalty 4785.569707 = -367470.983873 nChanged 58 SP:Iteration 16Q (1138.341080 sec): 3 clusters Score: Raw -372273.195000 + Penalty 4785.569707 = -367487.625293 nChanged 36 SP:Iteration 17Q (1138.470300 sec): 3 clusters Score: Raw -372284.484848 + Penalty 4785.569707 = -367498.915141 nChanged 35 SP:Iteration 18Q (1138.606986 sec): 3 clusters Score: Raw -372293.982597 + Penalty 4785.569707 = -367508.412890 nChanged 27 SP:Iteration 19Q (1138.748075 sec): 3 clusters Score: Raw -372300.455881 + Penalty 4785.569707 = -367514.886174 nChanged 21 SP:Iteration 20F (1138.848385 sec): 3 clusters Score: Raw -372306.456500 + Penalty 4785.569707 = -367520.886793 nChanged 17 SP:Iteration 21Q (1139.005486 sec): 3 clusters Score: Raw -372311.287105 + Penalty 4785.569707 = -367525.717398 nChanged 16 SP:Iteration 22Q (1139.160091 sec): 3 clusters Score: Raw -372314.015455 + Penalty 4785.569707 = -367528.445748 nChanged 12 SP:Iteration 23Q (1139.246448 sec): 3 clusters Score: Raw -372316.490358 + Penalty 4785.569707 = -367530.920651 nChanged 14 SP:Iteration 24Q (1139.389013 sec): 3 clusters Score: Raw -372321.132475 + Penalty 4785.569707 = -367535.562768 nChanged 23 SP:Iteration 25Q (1139.569743 sec): 3 clusters Score: Raw -372327.140048 + Penalty 4785.569707 = -367541.570341 nChanged 22 SP:Iteration 26Q (1139.693864 sec): 3 clusters Score: Raw -372331.829152 + Penalty 4785.569707 = -367546.259445 nChanged 18 SP:Iteration 27Q (1139.833047 sec): 3 clusters Score: Raw -372335.713202 + Penalty 4785.569707 = -367550.143495 nChanged 16 SP:Iteration 28Q (1139.968363 sec): 3 clusters Score: Raw -372337.914291 + Penalty 4785.569707 = -367552.344584 nChanged 8 SP:Iteration 29Q (1140.085770 sec): 3 clusters Score: Raw -372339.977827 + Penalty 4785.569707 = -367554.408120 nChanged 7 SP:Iteration 30Q (1140.214853 sec): 3 clusters Score: Raw -372341.928034 + Penalty 4785.569707 = -367556.358327 nChanged 5 SP:Iteration 31Q (1140.355732 sec): 3 clusters Score: Raw -372342.528077 + Penalty 4785.569707 = -367556.958370 nChanged 2 SP:Iteration 32Q (1140.503281 sec): 3 clusters Score: Raw -372342.953788 + Penalty 4785.569707 = -367557.384081 nChanged 2 SP:Iteration 33Q (1140.643368 sec): 3 clusters Score: Raw -372343.117748 + Penalty 4785.569707 = -367557.548041 nChanged 1 SP:Iteration 34Q (1140.798111 sec): 3 clusters Score: Raw -372343.425078 + Penalty 4785.569707 = -367557.855371 nChanged 1 SP:Iteration 35Q (1140.940071 sec): 3 clusters Score: Raw -372343.546151 + Penalty 4785.569707 = -367557.976444 nChanged 1 SP:Iteration 36Q (1141.094806 sec): 3 clusters Score: Raw -372343.713131 + Penalty 4785.569707 = -367558.143424 nChanged 0 SP:Iteration 37F (1141.219666 sec): 3 clusters Score: Raw -372343.713131 + Penalty 4785.569707 = -367558.143424 nChanged 0 Trying to split cluster 6 (30255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1141.425277 sec): 2 clusters Score: Raw -1401076.311057 + Penalty 2723.798019 = -1398352.513038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1141.641018 sec): 3 clusters Score: Raw -1383133.066163 + Penalty 5447.596038 = -1377685.470125 nChanged 13527 SP:Iteration 1F (1141.864382 sec): 3 clusters Score: Raw -1390533.891813 + Penalty 5447.596038 = -1385086.295775 nChanged 1635 SP:Iteration 2F (1142.055226 sec): 3 clusters Score: Raw -1391172.572041 + Penalty 5447.596038 = -1385724.976003 nChanged 1473 SP:Iteration 3Q (1142.280560 sec): 3 clusters Score: Raw -1391786.737700 + Penalty 5447.596038 = -1386339.141662 nChanged 1475 SP:Iteration 4Q (1142.444115 sec): 3 clusters Score: Raw -1392429.237014 + Penalty 5447.596038 = -1386981.640975 nChanged 1435 SP:Iteration 5Q (1142.628048 sec): 3 clusters Score: Raw -1393046.077309 + Penalty 5447.596038 = -1387598.481270 nChanged 1373 SP:Iteration 6Q (1142.854461 sec): 3 clusters Score: Raw -1393669.994087 + Penalty 5447.596038 = -1388222.398048 nChanged 1377 SP:Iteration 7Q (1143.069620 sec): 3 clusters Score: Raw -1394313.219160 + Penalty 5447.596038 = -1388865.623122 nChanged 1351 SP:Iteration 8Q (1143.312201 sec): 3 clusters Score: Raw -1394943.761250 + Penalty 5447.596038 = -1389496.165212 nChanged 1297 SP:Iteration 9Q (1143.509244 sec): 3 clusters Score: Raw -1395504.384075 + Penalty 5447.596038 = -1390056.788036 nChanged 1175 SP:Iteration 10Q (1143.710141 sec): 3 clusters Score: Raw -1395975.143147 + Penalty 5447.596038 = -1390527.547109 nChanged 1042 SP:Iteration 11Q (1143.957387 sec): 3 clusters Score: Raw -1396383.747289 + Penalty 5447.596038 = -1390936.151251 nChanged 935 SP:Iteration 12Q (1144.148217 sec): 3 clusters Score: Raw -1396725.551745 + Penalty 5447.596038 = -1391277.955707 nChanged 800 SP:Iteration 13Q (1144.332139 sec): 3 clusters Score: Raw -1397007.799104 + Penalty 5447.596038 = -1391560.203065 nChanged 726 SP:Iteration 14Q (1144.547170 sec): 3 clusters Score: Raw -1397263.721598 + Penalty 5447.596038 = -1391816.125560 nChanged 702 SP:Iteration 15Q (1144.758325 sec): 3 clusters Score: Raw -1397496.585639 + Penalty 5447.596038 = -1392048.989601 nChanged 648 SP:Iteration 16Q (1144.980688 sec): 3 clusters Score: Raw -1397702.311741 + Penalty 5447.596038 = -1392254.715703 nChanged 598 SP:Iteration 17Q (1145.198939 sec): 3 clusters Score: Raw -1397908.025882 + Penalty 5447.596038 = -1392460.429844 nChanged 585 SP:Iteration 18Q (1145.387897 sec): 3 clusters Score: Raw -1398098.805138 + Penalty 5447.596038 = -1392651.209100 nChanged 555 SP:Iteration 19Q (1145.622624 sec): 3 clusters Score: Raw -1398273.074274 + Penalty 5447.596038 = -1392825.478235 nChanged 510 SP:Iteration 20F (1145.797584 sec): 3 clusters Score: Raw -1398411.589381 + Penalty 5447.596038 = -1392963.993342 nChanged 440 SP:Iteration 21Q (1146.022421 sec): 3 clusters Score: Raw -1398528.011323 + Penalty 5447.596038 = -1393080.415285 nChanged 395 SP:Iteration 22Q (1146.248385 sec): 3 clusters Score: Raw -1398624.578660 + Penalty 5447.596038 = -1393176.982622 nChanged 377 SP:Iteration 23Q (1146.443225 sec): 3 clusters Score: Raw -1398716.431579 + Penalty 5447.596038 = -1393268.835541 nChanged 380 SP:Iteration 24Q (1146.638440 sec): 3 clusters Score: Raw -1398804.306665 + Penalty 5447.596038 = -1393356.710626 nChanged 322 SP:Iteration 25Q (1146.863704 sec): 3 clusters Score: Raw -1398878.181981 + Penalty 5447.596038 = -1393430.585942 nChanged 320 SP:Iteration 26Q (1147.029678 sec): 3 clusters Score: Raw -1398961.995428 + Penalty 5447.596038 = -1393514.399390 nChanged 357 SP:Iteration 27Q (1147.282891 sec): 3 clusters Score: Raw -1399064.523827 + Penalty 5447.596038 = -1393616.927788 nChanged 363 SP:Iteration 28Q (1147.486681 sec): 3 clusters Score: Raw -1399171.327373 + Penalty 5447.596038 = -1393723.731335 nChanged 352 SP:Iteration 29Q (1147.657290 sec): 3 clusters Score: Raw -1399278.492940 + Penalty 5447.596038 = -1393830.896901 nChanged 372 SP:Iteration 30Q (1147.856941 sec): 3 clusters Score: Raw -1399399.637469 + Penalty 5447.596038 = -1393952.041431 nChanged 390 SP:Iteration 31Q (1148.026269 sec): 3 clusters Score: Raw -1399532.390120 + Penalty 5447.596038 = -1394084.794081 nChanged 411 SP:Iteration 32Q (1148.244727 sec): 3 clusters Score: Raw -1399672.450722 + Penalty 5447.596038 = -1394224.854684 nChanged 420 SP:Iteration 33Q (1148.467406 sec): 3 clusters Score: Raw -1399824.139038 + Penalty 5447.596038 = -1394376.543000 nChanged 429 SP:Iteration 34Q (1148.672492 sec): 3 clusters Score: Raw -1399986.912480 + Penalty 5447.596038 = -1394539.316442 nChanged 413 SP:Iteration 35Q (1148.883091 sec): 3 clusters Score: Raw -1400149.343309 + Penalty 5447.596038 = -1394701.747271 nChanged 380 SP:Iteration 36Q (1149.042662 sec): 3 clusters Score: Raw -1400301.949067 + Penalty 5447.596038 = -1394854.353029 nChanged 349 SP:Iteration 37Q (1149.248160 sec): 3 clusters Score: Raw -1400435.334895 + Penalty 5447.596038 = -1394987.738857 nChanged 313 SP:Iteration 38Q (1149.425586 sec): 3 clusters Score: Raw -1400559.814314 + Penalty 5447.596038 = -1395112.218276 nChanged 322 SP:Iteration 39Q (1149.592346 sec): 3 clusters Score: Raw -1400689.636233 + Penalty 5447.596038 = -1395242.040195 nChanged 295 SP:Iteration 40F (1149.807430 sec): 3 clusters Score: Raw -1400808.732993 + Penalty 5447.596038 = -1395361.136955 nChanged 263 SP:Iteration 41Q (1149.990380 sec): 3 clusters Score: Raw -1400917.338285 + Penalty 5447.596038 = -1395469.742247 nChanged 233 SP:Iteration 42Q (1150.174555 sec): 3 clusters Score: Raw -1401007.088385 + Penalty 5447.596038 = -1395559.492347 nChanged 207 SP:Iteration 43Q (1150.396742 sec): 3 clusters Score: Raw -1401079.985633 + Penalty 5447.596038 = -1395632.389594 nChanged 164 SP:Iteration 44Q (1150.564994 sec): 3 clusters Score: Raw -1401141.762139 + Penalty 5447.596038 = -1395694.166101 nChanged 147 SP:Iteration 45Q (1150.763430 sec): 3 clusters Score: Raw -1401189.398459 + Penalty 5447.596038 = -1395741.802420 nChanged 116 SP:Iteration 46Q (1150.983869 sec): 3 clusters Score: Raw -1401229.646663 + Penalty 5447.596038 = -1395782.050625 nChanged 116 SP:Iteration 47Q (1151.147161 sec): 3 clusters Score: Raw -1401270.532318 + Penalty 5447.596038 = -1395822.936280 nChanged 100 SP:Iteration 48Q (1151.388210 sec): 3 clusters Score: Raw -1401306.700031 + Penalty 5447.596038 = -1395859.103993 nChanged 75 SP:Iteration 49Q (1151.585692 sec): 3 clusters Score: Raw -1401336.027619 + Penalty 5447.596038 = -1395888.431581 nChanged 63 SP:Iteration 50Q (1151.782000 sec): 3 clusters Score: Raw -1401359.166308 + Penalty 5447.596038 = -1395911.570270 nChanged 69 SP:Iteration 51Q (1151.971597 sec): 3 clusters Score: Raw -1401385.180504 + Penalty 5447.596038 = -1395937.584465 nChanged 49 SP:Iteration 52Q (1152.189486 sec): 3 clusters Score: Raw -1401401.401040 + Penalty 5447.596038 = -1395953.805002 nChanged 45 SP:Iteration 53Q (1152.436093 sec): 3 clusters Score: Raw -1401415.287883 + Penalty 5447.596038 = -1395967.691845 nChanged 46 SP:Iteration 54Q (1152.620119 sec): 3 clusters Score: Raw -1401432.670446 + Penalty 5447.596038 = -1395985.074408 nChanged 40 SP:Iteration 55Q (1152.803928 sec): 3 clusters Score: Raw -1401445.493186 + Penalty 5447.596038 = -1395997.897148 nChanged 37 SP:Iteration 56Q (1153.028593 sec): 3 clusters Score: Raw -1401458.363833 + Penalty 5447.596038 = -1396010.767795 nChanged 34 SP:Iteration 57Q (1153.243778 sec): 3 clusters Score: Raw -1401468.689966 + Penalty 5447.596038 = -1396021.093928 nChanged 33 SP:Iteration 58Q (1153.439463 sec): 3 clusters Score: Raw -1401477.940645 + Penalty 5447.596038 = -1396030.344607 nChanged 31 SP:Iteration 59Q (1153.639053 sec): 3 clusters Score: Raw -1401489.119158 + Penalty 5447.596038 = -1396041.523119 nChanged 33 SP:Iteration 60F (1153.835369 sec): 3 clusters Score: Raw -1401499.877954 + Penalty 5447.596038 = -1396052.281915 nChanged 25 SP:Iteration 61Q (1154.009915 sec): 3 clusters Score: Raw -1401509.518452 + Penalty 5447.596038 = -1396061.922414 nChanged 23 SP:Iteration 62Q (1154.145708 sec): 3 clusters Score: Raw -1401519.070499 + Penalty 5447.596038 = -1396071.474461 nChanged 27 SP:Iteration 63Q (1154.333849 sec): 3 clusters Score: Raw -1401531.996977 + Penalty 5447.596038 = -1396084.400939 nChanged 25 SP:Iteration 64Q (1154.508552 sec): 3 clusters Score: Raw -1401541.536365 + Penalty 5447.596038 = -1396093.940326 nChanged 14 SP:Iteration 65Q (1154.688167 sec): 3 clusters Score: Raw -1401547.361819 + Penalty 5447.596038 = -1396099.765781 nChanged 18 SP:Iteration 66Q (1154.915502 sec): 3 clusters Score: Raw -1401555.739710 + Penalty 5447.596038 = -1396108.143671 nChanged 18 SP:Iteration 67Q (1155.093322 sec): 3 clusters Score: Raw -1401562.839020 + Penalty 5447.596038 = -1396115.242981 nChanged 18 SP:Iteration 68Q (1155.281814 sec): 3 clusters Score: Raw -1401569.200863 + Penalty 5447.596038 = -1396121.604825 nChanged 20 SP:Iteration 69Q (1155.469669 sec): 3 clusters Score: Raw -1401577.106033 + Penalty 5447.596038 = -1396129.509994 nChanged 14 SP:Iteration 70Q (1155.670408 sec): 3 clusters Score: Raw -1401584.023317 + Penalty 5447.596038 = -1396136.427279 nChanged 17 SP:Iteration 71Q (1155.864428 sec): 3 clusters Score: Raw -1401590.451349 + Penalty 5447.596038 = -1396142.855310 nChanged 11 SP:Iteration 72Q (1156.041932 sec): 3 clusters Score: Raw -1401596.336278 + Penalty 5447.596038 = -1396148.740240 nChanged 12 SP:Iteration 73Q (1156.266190 sec): 3 clusters Score: Raw -1401600.541316 + Penalty 5447.596038 = -1396152.945278 nChanged 6 SP:Iteration 74Q (1156.437577 sec): 3 clusters Score: Raw -1401602.731501 + Penalty 5447.596038 = -1396155.135463 nChanged 5 SP:Iteration 75Q (1156.659925 sec): 3 clusters Score: Raw -1401604.683306 + Penalty 5447.596038 = -1396157.087268 nChanged 7 SP:Iteration 76Q (1156.845501 sec): 3 clusters Score: Raw -1401608.176057 + Penalty 5447.596038 = -1396160.580019 nChanged 6 SP:Iteration 77Q (1157.026828 sec): 3 clusters Score: Raw -1401609.809393 + Penalty 5447.596038 = -1396162.213355 nChanged 6 SP:Iteration 78Q (1157.216354 sec): 3 clusters Score: Raw -1401612.574538 + Penalty 5447.596038 = -1396164.978500 nChanged 7 SP:Iteration 79Q (1157.426590 sec): 3 clusters Score: Raw -1401614.074619 + Penalty 5447.596038 = -1396166.478580 nChanged 2 SP:Iteration 80F (1157.638187 sec): 3 clusters Score: Raw -1401614.745790 + Penalty 5447.596038 = -1396167.149751 nChanged 1 SP:Iteration 81Q (1157.845723 sec): 3 clusters Score: Raw -1401615.257857 + Penalty 5447.596038 = -1396167.661819 nChanged 1 SP:Iteration 82Q (1157.991309 sec): 3 clusters Score: Raw -1401615.761256 + Penalty 5447.596038 = -1396168.165218 nChanged 3 SP:Iteration 83Q (1158.179341 sec): 3 clusters Score: Raw -1401616.997990 + Penalty 5447.596038 = -1396169.401952 nChanged 4 SP:Iteration 84Q (1158.365742 sec): 3 clusters Score: Raw -1401618.837251 + Penalty 5447.596038 = -1396171.241212 nChanged 3 SP:Iteration 85Q (1158.572846 sec): 3 clusters Score: Raw -1401619.926152 + Penalty 5447.596038 = -1396172.330114 nChanged 3 SP:Iteration 86Q (1158.752081 sec): 3 clusters Score: Raw -1401621.444785 + Penalty 5447.596038 = -1396173.848747 nChanged 5 SP:Iteration 87Q (1158.983613 sec): 3 clusters Score: Raw -1401623.461354 + Penalty 5447.596038 = -1396175.865316 nChanged 5 SP:Iteration 88Q (1159.181888 sec): 3 clusters Score: Raw -1401625.755124 + Penalty 5447.596038 = -1396178.159086 nChanged 7 SP:Iteration 89Q (1159.353676 sec): 3 clusters Score: Raw -1401628.475350 + Penalty 5447.596038 = -1396180.879312 nChanged 7 SP:Iteration 90Q (1159.524396 sec): 3 clusters Score: Raw -1401631.501779 + Penalty 5447.596038 = -1396183.905741 nChanged 7 SP:Iteration 91Q (1159.740355 sec): 3 clusters Score: Raw -1401634.009878 + Penalty 5447.596038 = -1396186.413840 nChanged 3 SP:Iteration 92Q (1159.885385 sec): 3 clusters Score: Raw -1401634.696863 + Penalty 5447.596038 = -1396187.100825 nChanged 0 SP:Iteration 93F (1160.115103 sec): 3 clusters Score: Raw -1401634.696863 + Penalty 5447.596038 = -1396187.100825 nChanged 0 Iteration 20F (1160.865830 sec): 6 clusters Score: Raw -2932955.695685 + Penalty 14656.815491 = -2918298.880194 nChanged 717 Iteration 21Q (1161.512738 sec): 6 clusters Score: Raw -2933464.507930 + Penalty 14656.815491 = -2918807.692439 nChanged 744 Iteration 22Q (1162.196780 sec): 6 clusters Score: Raw -2933713.521029 + Penalty 14656.815491 = -2919056.705538 nChanged 609 Iteration 23Q (1162.859071 sec): 6 clusters Score: Raw -2933857.005088 + Penalty 14656.815491 = -2919200.189597 nChanged 475 Iteration 24Q (1163.468863 sec): 6 clusters Score: Raw -2933950.508637 + Penalty 14656.815491 = -2919293.693146 nChanged 387 Iteration 25Q (1164.135073 sec): 6 clusters Score: Raw -2934002.041325 + Penalty 14656.815491 = -2919345.225833 nChanged 286 Iteration 26Q (1164.771223 sec): 6 clusters Score: Raw -2934037.926573 + Penalty 14656.815491 = -2919381.111082 nChanged 224 Iteration 27Q (1165.265331 sec): 6 clusters Score: Raw -2934062.026028 + Penalty 14656.815491 = -2919405.210536 nChanged 179 Iteration 28Q (1165.889214 sec): 6 clusters Score: Raw -2934079.786597 + Penalty 14656.815491 = -2919422.971106 nChanged 140 Iteration 29Q (1166.568031 sec): 6 clusters Score: Raw -2934093.587077 + Penalty 14656.815491 = -2919436.771586 nChanged 100 Iteration 30Q (1167.195128 sec): 6 clusters Score: Raw -2934102.012585 + Penalty 14656.815491 = -2919445.197093 nChanged 83 Iteration 31Q (1167.856731 sec): 6 clusters Score: Raw -2934108.986433 + Penalty 14656.815491 = -2919452.170942 nChanged 70 Iteration 32Q (1168.513616 sec): 6 clusters Score: Raw -2934114.796284 + Penalty 14656.815491 = -2919457.980793 nChanged 49 Iteration 33Q (1169.172635 sec): 6 clusters Score: Raw -2934118.729548 + Penalty 14656.815491 = -2919461.914057 nChanged 49 Iteration 34Q (1169.805852 sec): 6 clusters Score: Raw -2934122.257943 + Penalty 14656.815491 = -2919465.442452 nChanged 40 Iteration 35Q (1170.426520 sec): 6 clusters Score: Raw -2934125.421817 + Penalty 14656.815491 = -2919468.606326 nChanged 37 Iteration 36Q (1171.054674 sec): 6 clusters Score: Raw -2934127.864241 + Penalty 14656.815491 = -2919471.048750 nChanged 33 Iteration 37Q (1171.661911 sec): 6 clusters Score: Raw -2934129.703264 + Penalty 14656.815491 = -2919472.887773 nChanged 25 Iteration 38Q (1172.329076 sec): 6 clusters Score: Raw -2934131.030801 + Penalty 14656.815491 = -2919474.215310 nChanged 12 Iteration 39Q (1172.935780 sec): 6 clusters Score: Raw -2934131.691186 + Penalty 14656.815491 = -2919474.875695 nChanged 11 Iteration 40F (1173.649748 sec): 6 clusters Score: Raw -2934132.251819 + Penalty 14656.815491 = -2919475.436327 nChanged 9 Iteration 41Q (1174.224747 sec): 6 clusters Score: Raw -2934132.759389 + Penalty 14656.815491 = -2919475.943898 nChanged 9 Iteration 42Q (1174.790985 sec): 6 clusters Score: Raw -2934133.371797 + Penalty 14656.815491 = -2919476.556305 nChanged 8 Iteration 43Q (1175.416819 sec): 6 clusters Score: Raw -2934133.824295 + Penalty 14656.815491 = -2919477.008804 nChanged 8 Iteration 44Q (1176.101081 sec): 6 clusters Score: Raw -2934134.202366 + Penalty 14656.815491 = -2919477.386874 nChanged 6 Iteration 45Q (1176.725762 sec): 6 clusters Score: Raw -2934134.419239 + Penalty 14656.815491 = -2919477.603748 nChanged 3 Iteration 46Q (1177.367349 sec): 6 clusters Score: Raw -2934134.497860 + Penalty 14656.815491 = -2919477.682368 nChanged 1 Iteration 47Q (1177.992866 sec): 6 clusters Score: Raw -2934134.524296 + Penalty 14656.815491 = -2919477.708804 nChanged 0 Iteration 48F (1178.718941 sec): 6 clusters Score: Raw -2934134.524296 + Penalty 14656.815491 = -2919477.708804 nChanged 0 Compute initial score before splitting: Score: Raw -2934134.524296 + Penalty 14656.815491 = -2919477.708804 Trying to split cluster 1 (10870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1178.842055 sec): 2 clusters Score: Raw -439054.184203 + Penalty 2453.553163 = -436600.631040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1179.005712 sec): 3 clusters Score: Raw -433201.085965 + Penalty 4907.106326 = -428293.979639 nChanged 4549 SP:Iteration 1F (1179.138201 sec): 3 clusters Score: Raw -435823.842805 + Penalty 4907.106326 = -430916.736480 nChanged 849 SP:Iteration 2F (1179.288201 sec): 3 clusters Score: Raw -436403.704802 + Penalty 4907.106326 = -431496.598477 nChanged 726 SP:Iteration 3F (1179.468404 sec): 3 clusters Score: Raw -436941.527340 + Penalty 4907.106326 = -432034.421015 nChanged 673 SP:Iteration 4F (1179.574655 sec): 3 clusters Score: Raw -437480.179955 + Penalty 4907.106326 = -432573.073630 nChanged 665 SP:Iteration 5F (1179.723527 sec): 3 clusters Score: Raw -437995.032661 + Penalty 4907.106326 = -433087.926336 nChanged 638 SP:Iteration 6F (1179.882912 sec): 3 clusters Score: Raw -438476.935817 + Penalty 4907.106326 = -433569.829492 nChanged 562 SP:Iteration 7F (1180.023223 sec): 3 clusters Score: Raw -438842.176724 + Penalty 4907.106326 = -433935.070399 nChanged 461 SP:Iteration 8Q (1180.173251 sec): 3 clusters Score: Raw -439112.834754 + Penalty 4907.106326 = -434205.728428 nChanged 372 SP:Iteration 9Q (1180.317967 sec): 3 clusters Score: Raw -439307.157012 + Penalty 4907.106326 = -434400.050686 nChanged 327 SP:Iteration 10Q (1180.450294 sec): 3 clusters Score: Raw -439448.716411 + Penalty 4907.106326 = -434541.610086 nChanged 247 SP:Iteration 11Q (1180.623871 sec): 3 clusters Score: Raw -439540.234122 + Penalty 4907.106326 = -434633.127796 nChanged 178 SP:Iteration 12Q (1180.749607 sec): 3 clusters Score: Raw -439609.450213 + Penalty 4907.106326 = -434702.343888 nChanged 170 SP:Iteration 13Q (1180.891838 sec): 3 clusters Score: Raw -439670.693763 + Penalty 4907.106326 = -434763.587438 nChanged 119 SP:Iteration 14Q (1181.028371 sec): 3 clusters Score: Raw -439703.653065 + Penalty 4907.106326 = -434796.546739 nChanged 97 SP:Iteration 15Q (1181.173282 sec): 3 clusters Score: Raw -439730.474280 + Penalty 4907.106326 = -434823.367954 nChanged 82 SP:Iteration 16Q (1181.313778 sec): 3 clusters Score: Raw -439750.591449 + Penalty 4907.106326 = -434843.485123 nChanged 61 SP:Iteration 17Q (1181.478693 sec): 3 clusters Score: Raw -439765.336057 + Penalty 4907.106326 = -434858.229731 nChanged 42 SP:Iteration 18Q (1181.664831 sec): 3 clusters Score: Raw -439775.863794 + Penalty 4907.106326 = -434868.757469 nChanged 35 SP:Iteration 19Q (1181.797997 sec): 3 clusters Score: Raw -439783.626339 + Penalty 4907.106326 = -434876.520013 nChanged 30 SP:Iteration 20F (1181.947757 sec): 3 clusters Score: Raw -439789.713467 + Penalty 4907.106326 = -434882.607142 nChanged 28 SP:Iteration 21Q (1182.111278 sec): 3 clusters Score: Raw -439797.216713 + Penalty 4907.106326 = -434890.110388 nChanged 26 SP:Iteration 22Q (1182.228167 sec): 3 clusters Score: Raw -439802.643195 + Penalty 4907.106326 = -434895.536870 nChanged 27 SP:Iteration 23Q (1182.394421 sec): 3 clusters Score: Raw -439807.690377 + Penalty 4907.106326 = -434900.584052 nChanged 19 SP:Iteration 24Q (1182.526659 sec): 3 clusters Score: Raw -439812.008284 + Penalty 4907.106326 = -434904.901959 nChanged 19 SP:Iteration 25Q (1182.652672 sec): 3 clusters Score: Raw -439815.660119 + Penalty 4907.106326 = -434908.553793 nChanged 13 SP:Iteration 26Q (1182.790676 sec): 3 clusters Score: Raw -439817.360664 + Penalty 4907.106326 = -434910.254339 nChanged 13 SP:Iteration 27Q (1182.913087 sec): 3 clusters Score: Raw -439819.249443 + Penalty 4907.106326 = -434912.143117 nChanged 12 SP:Iteration 28Q (1183.051276 sec): 3 clusters Score: Raw -439821.299223 + Penalty 4907.106326 = -434914.192897 nChanged 17 SP:Iteration 29Q (1183.206704 sec): 3 clusters Score: Raw -439824.329629 + Penalty 4907.106326 = -434917.223303 nChanged 21 SP:Iteration 30Q (1183.355459 sec): 3 clusters Score: Raw -439828.125254 + Penalty 4907.106326 = -434921.018928 nChanged 19 SP:Iteration 31Q (1183.502045 sec): 3 clusters Score: Raw -439831.846205 + Penalty 4907.106326 = -434924.739880 nChanged 17 SP:Iteration 32Q (1183.618756 sec): 3 clusters Score: Raw -439835.231868 + Penalty 4907.106326 = -434928.125543 nChanged 16 SP:Iteration 33Q (1183.746509 sec): 3 clusters Score: Raw -439838.494033 + Penalty 4907.106326 = -434931.387707 nChanged 22 SP:Iteration 34Q (1183.889015 sec): 3 clusters Score: Raw -439841.933510 + Penalty 4907.106326 = -434934.827185 nChanged 19 SP:Iteration 35Q (1184.078856 sec): 3 clusters Score: Raw -439845.756805 + Penalty 4907.106326 = -434938.650480 nChanged 24 SP:Iteration 36Q (1184.162743 sec): 3 clusters Score: Raw -439851.187201 + Penalty 4907.106326 = -434944.080875 nChanged 26 SP:Iteration 37Q (1184.308055 sec): 3 clusters Score: Raw -439856.020143 + Penalty 4907.106326 = -434948.913818 nChanged 28 SP:Iteration 38Q (1184.461210 sec): 3 clusters Score: Raw -439861.516862 + Penalty 4907.106326 = -434954.410536 nChanged 30 SP:Iteration 39Q (1184.566547 sec): 3 clusters Score: Raw -439867.432498 + Penalty 4907.106326 = -434960.326172 nChanged 25 SP:Iteration 40F (1184.629048 sec): 3 clusters Score: Raw -439873.395570 + Penalty 4907.106326 = -434966.289245 nChanged 32 SP:Iteration 41Q (1184.746723 sec): 3 clusters Score: Raw -439881.485309 + Penalty 4907.106326 = -434974.378983 nChanged 35 SP:Iteration 42Q (1184.930579 sec): 3 clusters Score: Raw -439889.356032 + Penalty 4907.106326 = -434982.249706 nChanged 33 SP:Iteration 43Q (1185.060018 sec): 3 clusters Score: Raw -439895.662823 + Penalty 4907.106326 = -434988.556498 nChanged 35 SP:Iteration 44Q (1185.197048 sec): 3 clusters Score: Raw -439904.451067 + Penalty 4907.106326 = -434997.344741 nChanged 43 SP:Iteration 45Q (1185.347976 sec): 3 clusters Score: Raw -439915.480826 + Penalty 4907.106326 = -435008.374500 nChanged 40 SP:Iteration 46Q (1185.549451 sec): 3 clusters Score: Raw -439924.976797 + Penalty 4907.106326 = -435017.870471 nChanged 37 SP:Iteration 47Q (1185.709696 sec): 3 clusters Score: Raw -439932.412449 + Penalty 4907.106326 = -435025.306123 nChanged 25 SP:Iteration 48Q (1185.819572 sec): 3 clusters Score: Raw -439938.061215 + Penalty 4907.106326 = -435030.954889 nChanged 27 SP:Iteration 49Q (1185.963174 sec): 3 clusters Score: Raw -439944.633857 + Penalty 4907.106326 = -435037.527532 nChanged 32 SP:Iteration 50Q (1186.094454 sec): 3 clusters Score: Raw -439950.458554 + Penalty 4907.106326 = -435043.352228 nChanged 20 SP:Iteration 51Q (1186.253665 sec): 3 clusters Score: Raw -439953.558353 + Penalty 4907.106326 = -435046.452027 nChanged 13 SP:Iteration 52Q (1186.413724 sec): 3 clusters Score: Raw -439955.769579 + Penalty 4907.106326 = -435048.663254 nChanged 12 SP:Iteration 53Q (1186.528068 sec): 3 clusters Score: Raw -439957.916899 + Penalty 4907.106326 = -435050.810574 nChanged 12 SP:Iteration 54Q (1186.602891 sec): 3 clusters Score: Raw -439959.869598 + Penalty 4907.106326 = -435052.763273 nChanged 11 SP:Iteration 55Q (1186.673677 sec): 3 clusters Score: Raw -439961.096828 + Penalty 4907.106326 = -435053.990503 nChanged 7 SP:Iteration 56Q (1186.809831 sec): 3 clusters Score: Raw -439962.084156 + Penalty 4907.106326 = -435054.977830 nChanged 8 SP:Iteration 57Q (1186.921805 sec): 3 clusters Score: Raw -439963.310160 + Penalty 4907.106326 = -435056.203834 nChanged 7 SP:Iteration 58Q (1187.066467 sec): 3 clusters Score: Raw -439964.343862 + Penalty 4907.106326 = -435057.237536 nChanged 5 SP:Iteration 59Q (1187.188105 sec): 3 clusters Score: Raw -439964.990098 + Penalty 4907.106326 = -435057.883772 nChanged 2 SP:Iteration 60F (1187.331792 sec): 3 clusters Score: Raw -439965.296880 + Penalty 4907.106326 = -435058.190555 nChanged 3 SP:Iteration 61Q (1187.457600 sec): 3 clusters Score: Raw -439965.642367 + Penalty 4907.106326 = -435058.536042 nChanged 3 SP:Iteration 62Q (1187.605835 sec): 3 clusters Score: Raw -439966.113463 + Penalty 4907.106326 = -435059.007137 nChanged 4 SP:Iteration 63Q (1187.703871 sec): 3 clusters Score: Raw -439966.589615 + Penalty 4907.106326 = -435059.483290 nChanged 2 SP:Iteration 64Q (1187.852742 sec): 3 clusters Score: Raw -439966.781571 + Penalty 4907.106326 = -435059.675245 nChanged 3 SP:Iteration 65Q (1188.001934 sec): 3 clusters Score: Raw -439967.320796 + Penalty 4907.106326 = -435060.214470 nChanged 3 SP:Iteration 66Q (1188.111579 sec): 3 clusters Score: Raw -439967.910600 + Penalty 4907.106326 = -435060.804275 nChanged 5 SP:Iteration 67Q (1188.242132 sec): 3 clusters Score: Raw -439968.465648 + Penalty 4907.106326 = -435061.359323 nChanged 1 SP:Iteration 68Q (1188.383754 sec): 3 clusters Score: Raw -439968.581496 + Penalty 4907.106326 = -435061.475170 nChanged 0 SP:Iteration 69F (1188.543528 sec): 3 clusters Score: Raw -439968.581496 + Penalty 4907.106326 = -435061.475170 nChanged 0 Trying to split cluster 2 (9543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1188.625338 sec): 2 clusters Score: Raw -483608.789267 + Penalty 2419.180680 = -481189.608588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1188.770775 sec): 3 clusters Score: Raw -478618.622638 + Penalty 4838.361359 = -473780.261279 nChanged 3815 SP:Iteration 1F (1188.875258 sec): 3 clusters Score: Raw -480786.595015 + Penalty 4838.361359 = -475948.233656 nChanged 703 SP:Iteration 2F (1189.031041 sec): 3 clusters Score: Raw -481157.187312 + Penalty 4838.361359 = -476318.825953 nChanged 521 SP:Iteration 3F (1189.137233 sec): 3 clusters Score: Raw -481406.668758 + Penalty 4838.361359 = -476568.307399 nChanged 425 SP:Iteration 4Q (1189.273522 sec): 3 clusters Score: Raw -481625.063211 + Penalty 4838.361359 = -476786.701852 nChanged 377 SP:Iteration 5Q (1189.409093 sec): 3 clusters Score: Raw -481810.150397 + Penalty 4838.361359 = -476971.789038 nChanged 343 SP:Iteration 6Q (1189.524758 sec): 3 clusters Score: Raw -481992.742835 + Penalty 4838.361359 = -477154.381476 nChanged 346 SP:Iteration 7Q (1189.664135 sec): 3 clusters Score: Raw -482187.743210 + Penalty 4838.361359 = -477349.381851 nChanged 347 SP:Iteration 8Q (1189.790993 sec): 3 clusters Score: Raw -482404.256301 + Penalty 4838.361359 = -477565.894941 nChanged 315 SP:Iteration 9Q (1189.913523 sec): 3 clusters Score: Raw -482597.351553 + Penalty 4838.361359 = -477758.990193 nChanged 274 SP:Iteration 10Q (1190.044561 sec): 3 clusters Score: Raw -482778.654281 + Penalty 4838.361359 = -477940.292922 nChanged 263 SP:Iteration 11Q (1190.149075 sec): 3 clusters Score: Raw -482953.357643 + Penalty 4838.361359 = -478114.996284 nChanged 238 SP:Iteration 12Q (1190.286098 sec): 3 clusters Score: Raw -483114.579073 + Penalty 4838.361359 = -478276.217714 nChanged 202 SP:Iteration 13Q (1190.419766 sec): 3 clusters Score: Raw -483242.855747 + Penalty 4838.361359 = -478404.494387 nChanged 171 SP:Iteration 14Q (1190.567272 sec): 3 clusters Score: Raw -483353.595215 + Penalty 4838.361359 = -478515.233856 nChanged 150 SP:Iteration 15Q (1190.717432 sec): 3 clusters Score: Raw -483459.140660 + Penalty 4838.361359 = -478620.779301 nChanged 139 SP:Iteration 16Q (1190.840069 sec): 3 clusters Score: Raw -483547.544369 + Penalty 4838.361359 = -478709.183009 nChanged 96 SP:Iteration 17Q (1190.981221 sec): 3 clusters Score: Raw -483608.990302 + Penalty 4838.361359 = -478770.628943 nChanged 99 SP:Iteration 18Q (1191.122391 sec): 3 clusters Score: Raw -483675.088504 + Penalty 4838.361359 = -478836.727144 nChanged 74 SP:Iteration 19Q (1191.258261 sec): 3 clusters Score: Raw -483719.170815 + Penalty 4838.361359 = -478880.809456 nChanged 56 SP:Iteration 20F (1191.390287 sec): 3 clusters Score: Raw -483746.782591 + Penalty 4838.361359 = -478908.421232 nChanged 39 SP:Iteration 21Q (1191.514903 sec): 3 clusters Score: Raw -483769.922597 + Penalty 4838.361359 = -478931.561238 nChanged 34 SP:Iteration 22Q (1191.636855 sec): 3 clusters Score: Raw -483789.803921 + Penalty 4838.361359 = -478951.442562 nChanged 27 SP:Iteration 23Q (1191.762887 sec): 3 clusters Score: Raw -483806.126484 + Penalty 4838.361359 = -478967.765125 nChanged 26 SP:Iteration 24Q (1191.901074 sec): 3 clusters Score: Raw -483822.188392 + Penalty 4838.361359 = -478983.827033 nChanged 32 SP:Iteration 25Q (1192.050762 sec): 3 clusters Score: Raw -483845.997638 + Penalty 4838.361359 = -479007.636279 nChanged 31 SP:Iteration 26Q (1192.157232 sec): 3 clusters Score: Raw -483868.536677 + Penalty 4838.361359 = -479030.175318 nChanged 24 SP:Iteration 27Q (1192.294290 sec): 3 clusters Score: Raw -483883.870565 + Penalty 4838.361359 = -479045.509206 nChanged 22 SP:Iteration 28Q (1192.407935 sec): 3 clusters Score: Raw -483895.980660 + Penalty 4838.361359 = -479057.619301 nChanged 18 SP:Iteration 29Q (1192.569815 sec): 3 clusters Score: Raw -483907.406703 + Penalty 4838.361359 = -479069.045343 nChanged 13 SP:Iteration 30Q (1192.684808 sec): 3 clusters Score: Raw -483915.601188 + Penalty 4838.361359 = -479077.239829 nChanged 13 SP:Iteration 31Q (1192.826264 sec): 3 clusters Score: Raw -483923.005071 + Penalty 4838.361359 = -479084.643711 nChanged 16 SP:Iteration 32Q (1192.962750 sec): 3 clusters Score: Raw -483931.684260 + Penalty 4838.361359 = -479093.322901 nChanged 14 SP:Iteration 33Q (1193.077300 sec): 3 clusters Score: Raw -483941.250583 + Penalty 4838.361359 = -479102.889223 nChanged 19 SP:Iteration 34Q (1193.215028 sec): 3 clusters Score: Raw -483954.890116 + Penalty 4838.361359 = -479116.528756 nChanged 17 SP:Iteration 35Q (1193.344250 sec): 3 clusters Score: Raw -483965.446996 + Penalty 4838.361359 = -479127.085637 nChanged 20 SP:Iteration 36Q (1193.485505 sec): 3 clusters Score: Raw -483974.088639 + Penalty 4838.361359 = -479135.727280 nChanged 9 SP:Iteration 37Q (1193.601571 sec): 3 clusters Score: Raw -483979.174099 + Penalty 4838.361359 = -479140.812740 nChanged 7 SP:Iteration 38Q (1193.729956 sec): 3 clusters Score: Raw -483983.095788 + Penalty 4838.361359 = -479144.734429 nChanged 9 SP:Iteration 39Q (1193.853418 sec): 3 clusters Score: Raw -483987.703562 + Penalty 4838.361359 = -479149.342203 nChanged 8 SP:Iteration 40F (1193.966393 sec): 3 clusters Score: Raw -483992.286575 + Penalty 4838.361359 = -479153.925216 nChanged 6 SP:Iteration 41Q (1194.107059 sec): 3 clusters Score: Raw -483994.804660 + Penalty 4838.361359 = -479156.443301 nChanged 2 SP:Iteration 42Q (1194.224036 sec): 3 clusters Score: Raw -483996.655227 + Penalty 4838.361359 = -479158.293867 nChanged 2 SP:Iteration 43Q (1194.323852 sec): 3 clusters Score: Raw -483998.684235 + Penalty 4838.361359 = -479160.322875 nChanged 4 SP:Iteration 44Q (1194.443249 sec): 3 clusters Score: Raw -484000.573159 + Penalty 4838.361359 = -479162.211800 nChanged 2 SP:Iteration 45Q (1194.553287 sec): 3 clusters Score: Raw -484001.478767 + Penalty 4838.361359 = -479163.117407 nChanged 1 SP:Iteration 46Q (1194.680600 sec): 3 clusters Score: Raw -484002.156204 + Penalty 4838.361359 = -479163.794844 nChanged 1 SP:Iteration 47Q (1194.814436 sec): 3 clusters Score: Raw -484002.546377 + Penalty 4838.361359 = -479164.185018 nChanged 1 SP:Iteration 48Q (1194.938644 sec): 3 clusters Score: Raw -484002.823603 + Penalty 4838.361359 = -479164.462243 nChanged 1 SP:Iteration 49Q (1195.070247 sec): 3 clusters Score: Raw -484003.747557 + Penalty 4838.361359 = -479165.386198 nChanged 3 SP:Iteration 50Q (1195.199028 sec): 3 clusters Score: Raw -484004.711615 + Penalty 4838.361359 = -479166.350256 nChanged 2 SP:Iteration 51Q (1195.331433 sec): 3 clusters Score: Raw -484006.021453 + Penalty 4838.361359 = -479167.660093 nChanged 1 SP:Iteration 52Q (1195.447102 sec): 3 clusters Score: Raw -484006.150272 + Penalty 4838.361359 = -479167.788913 nChanged 0 SP:Iteration 53F (1195.578282 sec): 3 clusters Score: Raw -484006.150272 + Penalty 4838.361359 = -479167.788913 nChanged 0 Trying to split cluster 3 (6332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1195.657057 sec): 2 clusters Score: Raw -289164.291105 + Penalty 2310.890055 = -286853.401050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1195.788150 sec): 3 clusters Score: Raw -286063.595966 + Penalty 4621.780110 = -281441.815856 nChanged 2491 SP:Iteration 1F (1195.908900 sec): 3 clusters Score: Raw -287679.320762 + Penalty 4621.780110 = -283057.540652 nChanged 563 SP:Iteration 2F (1196.037703 sec): 3 clusters Score: Raw -288144.338856 + Penalty 4621.780110 = -283522.558746 nChanged 490 SP:Iteration 3F (1196.147074 sec): 3 clusters Score: Raw -288589.441455 + Penalty 4621.780110 = -283967.661344 nChanged 387 SP:Iteration 4F (1196.259693 sec): 3 clusters Score: Raw -288928.164368 + Penalty 4621.780110 = -284306.384258 nChanged 331 SP:Iteration 5F (1196.389678 sec): 3 clusters Score: Raw -289198.755607 + Penalty 4621.780110 = -284576.975497 nChanged 263 SP:Iteration 6Q (1196.491151 sec): 3 clusters Score: Raw -289412.647758 + Penalty 4621.780110 = -284790.867647 nChanged 225 SP:Iteration 7Q (1196.613974 sec): 3 clusters Score: Raw -289598.175732 + Penalty 4621.780110 = -284976.395622 nChanged 199 SP:Iteration 8Q (1196.739220 sec): 3 clusters Score: Raw -289745.425506 + Penalty 4621.780110 = -285123.645396 nChanged 177 SP:Iteration 9Q (1196.868184 sec): 3 clusters Score: Raw -289864.732032 + Penalty 4621.780110 = -285242.951922 nChanged 159 SP:Iteration 10Q (1196.984195 sec): 3 clusters Score: Raw -289977.993807 + Penalty 4621.780110 = -285356.213697 nChanged 140 SP:Iteration 11Q (1197.039759 sec): 3 clusters Score: Raw -290070.751237 + Penalty 4621.780110 = -285448.971127 nChanged 122 SP:Iteration 12Q (1197.171701 sec): 3 clusters Score: Raw -290160.269087 + Penalty 4621.780110 = -285538.488977 nChanged 129 SP:Iteration 13Q (1197.297007 sec): 3 clusters Score: Raw -290240.743006 + Penalty 4621.780110 = -285618.962896 nChanged 111 SP:Iteration 14Q (1197.433030 sec): 3 clusters Score: Raw -290298.804977 + Penalty 4621.780110 = -285677.024867 nChanged 93 SP:Iteration 15Q (1197.536511 sec): 3 clusters Score: Raw -290342.281370 + Penalty 4621.780110 = -285720.501259 nChanged 86 SP:Iteration 16Q (1197.655004 sec): 3 clusters Score: Raw -290378.824815 + Penalty 4621.780110 = -285757.044705 nChanged 83 SP:Iteration 17Q (1197.796931 sec): 3 clusters Score: Raw -290410.057450 + Penalty 4621.780110 = -285788.277340 nChanged 70 SP:Iteration 18Q (1197.903994 sec): 3 clusters Score: Raw -290433.203537 + Penalty 4621.780110 = -285811.423427 nChanged 57 SP:Iteration 19Q (1198.027859 sec): 3 clusters Score: Raw -290452.147076 + Penalty 4621.780110 = -285830.366966 nChanged 38 SP:Iteration 20F (1198.174739 sec): 3 clusters Score: Raw -290462.291194 + Penalty 4621.780110 = -285840.511083 nChanged 31 SP:Iteration 21Q (1198.269187 sec): 3 clusters Score: Raw -290473.221729 + Penalty 4621.780110 = -285851.441618 nChanged 29 SP:Iteration 22Q (1198.376533 sec): 3 clusters Score: Raw -290483.014661 + Penalty 4621.780110 = -285861.234551 nChanged 32 SP:Iteration 23Q (1198.491489 sec): 3 clusters Score: Raw -290492.165955 + Penalty 4621.780110 = -285870.385845 nChanged 31 SP:Iteration 24Q (1198.622479 sec): 3 clusters Score: Raw -290500.300539 + Penalty 4621.780110 = -285878.520429 nChanged 31 SP:Iteration 25Q (1198.751159 sec): 3 clusters Score: Raw -290507.110059 + Penalty 4621.780110 = -285885.329948 nChanged 15 SP:Iteration 26Q (1198.848695 sec): 3 clusters Score: Raw -290511.030414 + Penalty 4621.780110 = -285889.250303 nChanged 22 SP:Iteration 27Q (1198.973093 sec): 3 clusters Score: Raw -290515.572626 + Penalty 4621.780110 = -285893.792516 nChanged 10 SP:Iteration 28Q (1199.081522 sec): 3 clusters Score: Raw -290516.829549 + Penalty 4621.780110 = -285895.049438 nChanged 6 SP:Iteration 29Q (1199.228360 sec): 3 clusters Score: Raw -290517.969796 + Penalty 4621.780110 = -285896.189685 nChanged 7 SP:Iteration 30Q (1199.372174 sec): 3 clusters Score: Raw -290520.164174 + Penalty 4621.780110 = -285898.384064 nChanged 9 SP:Iteration 31Q (1199.483046 sec): 3 clusters Score: Raw -290523.049820 + Penalty 4621.780110 = -285901.269710 nChanged 11 SP:Iteration 32Q (1199.609896 sec): 3 clusters Score: Raw -290526.031517 + Penalty 4621.780110 = -285904.251407 nChanged 13 SP:Iteration 33Q (1199.740039 sec): 3 clusters Score: Raw -290528.969139 + Penalty 4621.780110 = -285907.189029 nChanged 8 SP:Iteration 34Q (1199.822429 sec): 3 clusters Score: Raw -290531.102363 + Penalty 4621.780110 = -285909.322252 nChanged 6 SP:Iteration 35Q (1199.933967 sec): 3 clusters Score: Raw -290532.464459 + Penalty 4621.780110 = -285910.684349 nChanged 4 SP:Iteration 36Q (1200.062194 sec): 3 clusters Score: Raw -290533.622764 + Penalty 4621.780110 = -285911.842654 nChanged 5 SP:Iteration 37Q (1200.200868 sec): 3 clusters Score: Raw -290534.996333 + Penalty 4621.780110 = -285913.216223 nChanged 6 SP:Iteration 38Q (1200.308391 sec): 3 clusters Score: Raw -290536.804336 + Penalty 4621.780110 = -285915.024226 nChanged 7 SP:Iteration 39Q (1200.432791 sec): 3 clusters Score: Raw -290538.266201 + Penalty 4621.780110 = -285916.486090 nChanged 6 SP:Iteration 40F (1200.550428 sec): 3 clusters Score: Raw -290539.530236 + Penalty 4621.780110 = -285917.750126 nChanged 5 SP:Iteration 41Q (1200.661982 sec): 3 clusters Score: Raw -290540.642468 + Penalty 4621.780110 = -285918.862358 nChanged 3 SP:Iteration 42Q (1200.754669 sec): 3 clusters Score: Raw -290541.052796 + Penalty 4621.780110 = -285919.272686 nChanged 2 SP:Iteration 43Q (1200.874066 sec): 3 clusters Score: Raw -290541.367735 + Penalty 4621.780110 = -285919.587625 nChanged 1 SP:Iteration 44Q (1201.000588 sec): 3 clusters Score: Raw -290541.422926 + Penalty 4621.780110 = -285919.642815 nChanged 2 SP:Iteration 45Q (1201.120591 sec): 3 clusters Score: Raw -290541.606590 + Penalty 4621.780110 = -285919.826480 nChanged 0 SP:Iteration 46F (1201.251093 sec): 3 clusters Score: Raw -290541.606590 + Penalty 4621.780110 = -285919.826480 nChanged 0 Trying to split cluster 5 (7663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1201.321744 sec): 2 clusters Score: Raw -336264.932800 + Penalty 2361.257931 = -333903.674869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1201.487547 sec): 3 clusters Score: Raw -332394.112290 + Penalty 4722.515863 = -327671.596428 nChanged 3038 SP:Iteration 1F (1201.584662 sec): 3 clusters Score: Raw -334123.261404 + Penalty 4722.515863 = -329400.745541 nChanged 628 SP:Iteration 2F (1201.715488 sec): 3 clusters Score: Raw -334542.390739 + Penalty 4722.515863 = -329819.874876 nChanged 489 SP:Iteration 3F (1201.827634 sec): 3 clusters Score: Raw -334862.581899 + Penalty 4722.515863 = -330140.066036 nChanged 402 SP:Iteration 4F (1201.976458 sec): 3 clusters Score: Raw -335139.523914 + Penalty 4722.515863 = -330417.008051 nChanged 375 SP:Iteration 5Q (1202.078173 sec): 3 clusters Score: Raw -335405.788752 + Penalty 4722.515863 = -330683.272889 nChanged 357 SP:Iteration 6Q (1202.186276 sec): 3 clusters Score: Raw -335682.565541 + Penalty 4722.515863 = -330960.049679 nChanged 349 SP:Iteration 7Q (1202.299413 sec): 3 clusters Score: Raw -335935.662730 + Penalty 4722.515863 = -331213.146867 nChanged 287 SP:Iteration 8Q (1202.405255 sec): 3 clusters Score: Raw -336150.953080 + Penalty 4722.515863 = -331428.437217 nChanged 286 SP:Iteration 9Q (1202.552813 sec): 3 clusters Score: Raw -336364.554133 + Penalty 4722.515863 = -331642.038270 nChanged 278 SP:Iteration 10Q (1202.681649 sec): 3 clusters Score: Raw -336545.533633 + Penalty 4722.515863 = -331823.017770 nChanged 232 SP:Iteration 11Q (1202.790855 sec): 3 clusters Score: Raw -336682.281544 + Penalty 4722.515863 = -331959.765681 nChanged 177 SP:Iteration 12Q (1202.908450 sec): 3 clusters Score: Raw -336776.207560 + Penalty 4722.515863 = -332053.691697 nChanged 151 SP:Iteration 13Q (1203.036950 sec): 3 clusters Score: Raw -336849.937880 + Penalty 4722.515863 = -332127.422017 nChanged 120 SP:Iteration 14Q (1203.166008 sec): 3 clusters Score: Raw -336899.447023 + Penalty 4722.515863 = -332176.931161 nChanged 115 SP:Iteration 15Q (1203.313725 sec): 3 clusters Score: Raw -336950.903972 + Penalty 4722.515863 = -332228.388110 nChanged 99 SP:Iteration 16Q (1203.426060 sec): 3 clusters Score: Raw -336995.392457 + Penalty 4722.515863 = -332272.876594 nChanged 80 SP:Iteration 17Q (1203.552940 sec): 3 clusters Score: Raw -337026.836085 + Penalty 4722.515863 = -332304.320223 nChanged 75 SP:Iteration 18Q (1203.665854 sec): 3 clusters Score: Raw -337051.475720 + Penalty 4722.515863 = -332328.959857 nChanged 61 SP:Iteration 19Q (1203.782408 sec): 3 clusters Score: Raw -337070.445128 + Penalty 4722.515863 = -332347.929266 nChanged 54 SP:Iteration 20F (1203.928498 sec): 3 clusters Score: Raw -337087.036140 + Penalty 4722.515863 = -332364.520278 nChanged 53 SP:Iteration 21Q (1204.052937 sec): 3 clusters Score: Raw -337101.510446 + Penalty 4722.515863 = -332378.994583 nChanged 32 SP:Iteration 22Q (1204.181242 sec): 3 clusters Score: Raw -337114.181570 + Penalty 4722.515863 = -332391.665708 nChanged 36 SP:Iteration 23Q (1204.311260 sec): 3 clusters Score: Raw -337124.618610 + Penalty 4722.515863 = -332402.102747 nChanged 21 SP:Iteration 24Q (1204.436586 sec): 3 clusters Score: Raw -337130.711283 + Penalty 4722.515863 = -332408.195421 nChanged 24 SP:Iteration 25Q (1204.527301 sec): 3 clusters Score: Raw -337138.005692 + Penalty 4722.515863 = -332415.489829 nChanged 30 SP:Iteration 26Q (1204.649849 sec): 3 clusters Score: Raw -337146.067067 + Penalty 4722.515863 = -332423.551204 nChanged 22 SP:Iteration 27Q (1204.753142 sec): 3 clusters Score: Raw -337154.157905 + Penalty 4722.515863 = -332431.642043 nChanged 26 SP:Iteration 28Q (1204.889861 sec): 3 clusters Score: Raw -337161.464454 + Penalty 4722.515863 = -332438.948591 nChanged 18 SP:Iteration 29Q (1205.009846 sec): 3 clusters Score: Raw -337166.230724 + Penalty 4722.515863 = -332443.714861 nChanged 15 SP:Iteration 30Q (1205.148355 sec): 3 clusters Score: Raw -337170.810624 + Penalty 4722.515863 = -332448.294762 nChanged 13 SP:Iteration 31Q (1205.270533 sec): 3 clusters Score: Raw -337173.786194 + Penalty 4722.515863 = -332451.270332 nChanged 14 SP:Iteration 32Q (1205.384075 sec): 3 clusters Score: Raw -337177.933768 + Penalty 4722.515863 = -332455.417906 nChanged 14 SP:Iteration 33Q (1205.516549 sec): 3 clusters Score: Raw -337181.095842 + Penalty 4722.515863 = -332458.579979 nChanged 12 SP:Iteration 34Q (1205.616328 sec): 3 clusters Score: Raw -337183.807723 + Penalty 4722.515863 = -332461.291861 nChanged 13 SP:Iteration 35Q (1205.758419 sec): 3 clusters Score: Raw -337186.696814 + Penalty 4722.515863 = -332464.180952 nChanged 12 SP:Iteration 36Q (1205.861016 sec): 3 clusters Score: Raw -337190.367747 + Penalty 4722.515863 = -332467.851884 nChanged 17 SP:Iteration 37Q (1205.994362 sec): 3 clusters Score: Raw -337195.153175 + Penalty 4722.515863 = -332472.637312 nChanged 13 SP:Iteration 38Q (1206.117404 sec): 3 clusters Score: Raw -337197.870329 + Penalty 4722.515863 = -332475.354466 nChanged 9 SP:Iteration 39Q (1206.224567 sec): 3 clusters Score: Raw -337200.348895 + Penalty 4722.515863 = -332477.833032 nChanged 9 SP:Iteration 40F (1206.356934 sec): 3 clusters Score: Raw -337202.517331 + Penalty 4722.515863 = -332480.001469 nChanged 11 SP:Iteration 41Q (1206.442813 sec): 3 clusters Score: Raw -337205.819931 + Penalty 4722.515863 = -332483.304068 nChanged 15 SP:Iteration 42Q (1206.568150 sec): 3 clusters Score: Raw -337209.689665 + Penalty 4722.515863 = -332487.173803 nChanged 15 SP:Iteration 43Q (1206.691230 sec): 3 clusters Score: Raw -337213.474601 + Penalty 4722.515863 = -332490.958738 nChanged 15 SP:Iteration 44Q (1206.816865 sec): 3 clusters Score: Raw -337217.822948 + Penalty 4722.515863 = -332495.307085 nChanged 14 SP:Iteration 45Q (1206.947452 sec): 3 clusters Score: Raw -337221.312430 + Penalty 4722.515863 = -332498.796567 nChanged 7 SP:Iteration 46Q (1207.072352 sec): 3 clusters Score: Raw -337223.202741 + Penalty 4722.515863 = -332500.686879 nChanged 5 SP:Iteration 47Q (1207.184009 sec): 3 clusters Score: Raw -337223.956266 + Penalty 4722.515863 = -332501.440404 nChanged 2 SP:Iteration 48Q (1207.316262 sec): 3 clusters Score: Raw -337224.466291 + Penalty 4722.515863 = -332501.950429 nChanged 1 SP:Iteration 49Q (1207.451040 sec): 3 clusters Score: Raw -337225.093773 + Penalty 4722.515863 = -332502.577910 nChanged 2 SP:Iteration 50Q (1207.586485 sec): 3 clusters Score: Raw -337225.752255 + Penalty 4722.515863 = -332503.236392 nChanged 2 SP:Iteration 51Q (1207.703197 sec): 3 clusters Score: Raw -337226.511125 + Penalty 4722.515863 = -332503.995262 nChanged 2 SP:Iteration 52Q (1207.811051 sec): 3 clusters Score: Raw -337227.075371 + Penalty 4722.515863 = -332504.559508 nChanged 1 SP:Iteration 53Q (1207.947190 sec): 3 clusters Score: Raw -337227.166258 + Penalty 4722.515863 = -332504.650395 nChanged 1 SP:Iteration 54Q (1208.050494 sec): 3 clusters Score: Raw -337227.477904 + Penalty 4722.515863 = -332504.962042 nChanged 2 SP:Iteration 55Q (1208.160991 sec): 3 clusters Score: Raw -337228.193631 + Penalty 4722.515863 = -332505.677768 nChanged 4 SP:Iteration 56Q (1208.275436 sec): 3 clusters Score: Raw -337229.054080 + Penalty 4722.515863 = -332506.538217 nChanged 4 SP:Iteration 57Q (1208.408079 sec): 3 clusters Score: Raw -337229.822894 + Penalty 4722.515863 = -332507.307032 nChanged 3 SP:Iteration 58Q (1208.522691 sec): 3 clusters Score: Raw -337230.175392 + Penalty 4722.515863 = -332507.659530 nChanged 1 SP:Iteration 59Q (1208.651562 sec): 3 clusters Score: Raw -337230.383384 + Penalty 4722.515863 = -332507.867522 nChanged 0 SP:Iteration 60F (1208.777436 sec): 3 clusters Score: Raw -337230.383384 + Penalty 4722.515863 = -332507.867522 nChanged 0 Trying to split cluster 6 (32005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1208.982218 sec): 2 clusters Score: Raw -1479019.809621 + Penalty 2738.642919 = -1476281.166703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.191915 sec): 3 clusters Score: Raw -1459836.873229 + Penalty 5477.285838 = -1454359.587391 nChanged 14396 SP:Iteration 1F (1209.365903 sec): 3 clusters Score: Raw -1468070.596118 + Penalty 5477.285838 = -1462593.310280 nChanged 1840 SP:Iteration 2F (1209.567242 sec): 3 clusters Score: Raw -1468878.944041 + Penalty 5477.285838 = -1463401.658204 nChanged 1708 SP:Iteration 3F (1209.752695 sec): 3 clusters Score: Raw -1469586.407599 + Penalty 5477.285838 = -1464109.121761 nChanged 1513 SP:Iteration 4Q (1209.982385 sec): 3 clusters Score: Raw -1470208.622245 + Penalty 5477.285838 = -1464731.336407 nChanged 1451 SP:Iteration 5Q (1210.175596 sec): 3 clusters Score: Raw -1470771.003053 + Penalty 5477.285838 = -1465293.717215 nChanged 1319 SP:Iteration 6Q (1210.409455 sec): 3 clusters Score: Raw -1471231.913622 + Penalty 5477.285838 = -1465754.627784 nChanged 1188 SP:Iteration 7Q (1210.596478 sec): 3 clusters Score: Raw -1471676.560138 + Penalty 5477.285838 = -1466199.274301 nChanged 1136 SP:Iteration 8Q (1210.812502 sec): 3 clusters Score: Raw -1472100.646305 + Penalty 5477.285838 = -1466623.360467 nChanged 1068 SP:Iteration 9Q (1211.016349 sec): 3 clusters Score: Raw -1472517.606955 + Penalty 5477.285838 = -1467040.321117 nChanged 1094 SP:Iteration 10Q (1211.230341 sec): 3 clusters Score: Raw -1472994.218463 + Penalty 5477.285838 = -1467516.932625 nChanged 1136 SP:Iteration 11Q (1211.453081 sec): 3 clusters Score: Raw -1473558.141503 + Penalty 5477.285838 = -1468080.855665 nChanged 1213 SP:Iteration 12Q (1211.644506 sec): 3 clusters Score: Raw -1474209.136835 + Penalty 5477.285838 = -1468731.850997 nChanged 1256 SP:Iteration 13Q (1211.852462 sec): 3 clusters Score: Raw -1474912.620204 + Penalty 5477.285838 = -1469435.334367 nChanged 1230 SP:Iteration 14Q (1212.072819 sec): 3 clusters Score: Raw -1475640.765641 + Penalty 5477.285838 = -1470163.479804 nChanged 1186 SP:Iteration 15Q (1212.292512 sec): 3 clusters Score: Raw -1476363.935949 + Penalty 5477.285838 = -1470886.650112 nChanged 1035 SP:Iteration 16Q (1212.512267 sec): 3 clusters Score: Raw -1476998.992031 + Penalty 5477.285838 = -1471521.706193 nChanged 903 SP:Iteration 17Q (1212.701633 sec): 3 clusters Score: Raw -1477562.131577 + Penalty 5477.285838 = -1472084.845739 nChanged 785 SP:Iteration 18Q (1212.922662 sec): 3 clusters Score: Raw -1478048.546768 + Penalty 5477.285838 = -1472571.260931 nChanged 621 SP:Iteration 19Q (1213.088489 sec): 3 clusters Score: Raw -1478447.878928 + Penalty 5477.285838 = -1472970.593091 nChanged 489 SP:Iteration 20F (1213.279709 sec): 3 clusters Score: Raw -1478748.091238 + Penalty 5477.285838 = -1473270.805400 nChanged 346 SP:Iteration 21Q (1213.478684 sec): 3 clusters Score: Raw -1478958.228285 + Penalty 5477.285838 = -1473480.942447 nChanged 246 SP:Iteration 22Q (1213.666231 sec): 3 clusters Score: Raw -1479114.621213 + Penalty 5477.285838 = -1473637.335376 nChanged 185 SP:Iteration 23Q (1213.867972 sec): 3 clusters Score: Raw -1479230.995628 + Penalty 5477.285838 = -1473753.709790 nChanged 117 SP:Iteration 24Q (1214.062477 sec): 3 clusters Score: Raw -1479297.134974 + Penalty 5477.285838 = -1473819.849136 nChanged 89 SP:Iteration 25Q (1214.254129 sec): 3 clusters Score: Raw -1479348.656280 + Penalty 5477.285838 = -1473871.370442 nChanged 53 SP:Iteration 26Q (1214.433127 sec): 3 clusters Score: Raw -1479378.118139 + Penalty 5477.285838 = -1473900.832301 nChanged 39 SP:Iteration 27Q (1214.640377 sec): 3 clusters Score: Raw -1479399.189094 + Penalty 5477.285838 = -1473921.903257 nChanged 23 SP:Iteration 28Q (1214.803876 sec): 3 clusters Score: Raw -1479412.632636 + Penalty 5477.285838 = -1473935.346798 nChanged 28 SP:Iteration 29Q (1214.998674 sec): 3 clusters Score: Raw -1479429.225903 + Penalty 5477.285838 = -1473951.940066 nChanged 27 SP:Iteration 30Q (1215.160975 sec): 3 clusters Score: Raw -1479447.426296 + Penalty 5477.285838 = -1473970.140458 nChanged 26 SP:Iteration 31Q (1215.353234 sec): 3 clusters Score: Raw -1479464.422329 + Penalty 5477.285838 = -1473987.136491 nChanged 17 SP:Iteration 32Q (1215.570332 sec): 3 clusters Score: Raw -1479474.433916 + Penalty 5477.285838 = -1473997.148078 nChanged 12 SP:Iteration 33Q (1215.743471 sec): 3 clusters Score: Raw -1479482.700331 + Penalty 5477.285838 = -1474005.414493 nChanged 13 SP:Iteration 34Q (1215.944232 sec): 3 clusters Score: Raw -1479490.698430 + Penalty 5477.285838 = -1474013.412592 nChanged 12 SP:Iteration 35Q (1216.147001 sec): 3 clusters Score: Raw -1479499.031912 + Penalty 5477.285838 = -1474021.746075 nChanged 11 SP:Iteration 36Q (1216.325558 sec): 3 clusters Score: Raw -1479504.336990 + Penalty 5477.285838 = -1474027.051153 nChanged 6 SP:Iteration 37Q (1216.515253 sec): 3 clusters Score: Raw -1479508.464617 + Penalty 5477.285838 = -1474031.178779 nChanged 3 SP:Iteration 38Q (1216.705760 sec): 3 clusters Score: Raw -1479510.671635 + Penalty 5477.285838 = -1474033.385798 nChanged 3 SP:Iteration 39Q (1216.891765 sec): 3 clusters Score: Raw -1479511.777059 + Penalty 5477.285838 = -1474034.491221 nChanged 1 SP:Iteration 40F (1217.078777 sec): 3 clusters Score: Raw -1479512.055853 + Penalty 5477.285838 = -1474034.770015 nChanged 0 Time taken for this iteration:114.719515 seconds. 7->6 Clusters: Score -2919477.708804, best is -2919496.199812 Starting from 8 clusters... ------ Clustering full data set of 66413 points ------ SP: Assigned 8 initial classes randomly. Deleting Class 7 (9874 points): Lose 1223.590742 but Gain 2931.363098 Iteration 0F (1218.048029 sec): 7 clusters Score: Raw -2739597.966276 + Penalty 17588.178590 = -2722009.787686 nChanged 54160 Iteration 1F (1218.862794 sec): 7 clusters Score: Raw -2827624.038928 + Penalty 17588.178590 = -2810035.860339 nChanged 16719 Iteration 2F (1219.734250 sec): 7 clusters Score: Raw -2866255.310814 + Penalty 17588.178590 = -2848667.132224 nChanged 15470 Iteration 3F (1220.532769 sec): 7 clusters Score: Raw -2890678.721514 + Penalty 17588.178590 = -2873090.542924 nChanged 11031 Iteration 4F (1221.228530 sec): 7 clusters Score: Raw -2901199.677592 + Penalty 17588.178590 = -2883611.499003 nChanged 6861 Iteration 5F (1222.126179 sec): 7 clusters Score: Raw -2905783.197845 + Penalty 17588.178590 = -2888195.019255 nChanged 4712 Iteration 6F (1222.977528 sec): 7 clusters Score: Raw -2908783.040520 + Penalty 17588.178590 = -2891194.861931 nChanged 3661 Iteration 7F (1223.813514 sec): 7 clusters Score: Raw -2911419.880306 + Penalty 17588.178590 = -2893831.701716 nChanged 3348 Iteration 8F (1224.654460 sec): 7 clusters Score: Raw -2914127.951602 + Penalty 17588.178590 = -2896539.773013 nChanged 3051 Iteration 9Q (1225.346730 sec): 7 clusters Score: Raw -2916716.187360 + Penalty 17588.178590 = -2899128.008771 nChanged 2946 Iteration 10Q (1226.132562 sec): 7 clusters Score: Raw -2919050.123062 + Penalty 17588.178590 = -2901461.944472 nChanged 2673 Iteration 11Q (1226.743497 sec): 7 clusters Score: Raw -2920901.512276 + Penalty 17588.178590 = -2903313.333687 nChanged 2537 Iteration 12Q (1227.438215 sec): 7 clusters Score: Raw -2922459.422278 + Penalty 17588.178590 = -2904871.243688 nChanged 2391 Iteration 13Q (1228.104973 sec): 7 clusters Score: Raw -2923662.245753 + Penalty 17588.178590 = -2906074.067164 nChanged 2171 Iteration 14Q (1228.792847 sec): 7 clusters Score: Raw -2924605.596790 + Penalty 17588.178590 = -2907017.418201 nChanged 1987 Iteration 15Q (1229.329844 sec): 7 clusters Score: Raw -2925461.793291 + Penalty 17588.178590 = -2907873.614701 nChanged 1869 Iteration 16Q (1229.930629 sec): 7 clusters Score: Raw -2926283.325994 + Penalty 17588.178590 = -2908695.147404 nChanged 1786 Iteration 17Q (1230.493066 sec): 7 clusters Score: Raw -2927102.328464 + Penalty 17588.178590 = -2909514.149874 nChanged 1771 Iteration 18Q (1231.078843 sec): 7 clusters Score: Raw -2927938.348891 + Penalty 17588.178590 = -2910350.170302 nChanged 1781 Iteration 19Q (1231.650333 sec): 7 clusters Score: Raw -2928748.382397 + Penalty 17588.178590 = -2911160.203808 nChanged 1731 Writing temp clu file Because OldScore, -2910350.170302, is greater than current (better) Score,-2911160.203808 Compute initial score before splitting: Score: Raw -2928748.382397 + Penalty 17588.178590 = -2911160.203808 Trying to split cluster 1 (9475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1231.808729 sec): 2 clusters Score: Raw -375899.676203 + Penalty 2417.292776 = -373482.383427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1231.951535 sec): 3 clusters Score: Raw -370876.985751 + Penalty 4834.585552 = -366042.400199 nChanged 3869 SP:Iteration 1F (1232.093105 sec): 3 clusters Score: Raw -373137.435645 + Penalty 4834.585552 = -368302.850093 nChanged 734 SP:Iteration 2F (1232.227167 sec): 3 clusters Score: Raw -373582.694497 + Penalty 4834.585552 = -368748.108945 nChanged 582 SP:Iteration 3F (1232.353965 sec): 3 clusters Score: Raw -373962.139435 + Penalty 4834.585552 = -369127.553883 nChanged 529 SP:Iteration 4F (1232.478670 sec): 3 clusters Score: Raw -374327.876264 + Penalty 4834.585552 = -369493.290712 nChanged 514 SP:Iteration 5F (1232.615762 sec): 3 clusters Score: Raw -374661.920451 + Penalty 4834.585552 = -369827.334899 nChanged 451 SP:Iteration 6Q (1232.731660 sec): 3 clusters Score: Raw -374975.914202 + Penalty 4834.585552 = -370141.328650 nChanged 456 SP:Iteration 7Q (1232.849312 sec): 3 clusters Score: Raw -375276.929528 + Penalty 4834.585552 = -370442.343976 nChanged 400 SP:Iteration 8Q (1232.964126 sec): 3 clusters Score: Raw -375531.302506 + Penalty 4834.585552 = -370696.716954 nChanged 337 SP:Iteration 9Q (1233.083739 sec): 3 clusters Score: Raw -375728.915360 + Penalty 4834.585552 = -370894.329808 nChanged 269 SP:Iteration 10Q (1233.220753 sec): 3 clusters Score: Raw -375861.522752 + Penalty 4834.585552 = -371026.937200 nChanged 227 SP:Iteration 11Q (1233.316181 sec): 3 clusters Score: Raw -375957.819466 + Penalty 4834.585552 = -371123.233914 nChanged 198 SP:Iteration 12Q (1233.459282 sec): 3 clusters Score: Raw -376032.248547 + Penalty 4834.585552 = -371197.662995 nChanged 153 SP:Iteration 13Q (1233.616916 sec): 3 clusters Score: Raw -376091.604814 + Penalty 4834.585552 = -371257.019262 nChanged 143 SP:Iteration 14Q (1233.738669 sec): 3 clusters Score: Raw -376148.685480 + Penalty 4834.585552 = -371314.099928 nChanged 136 SP:Iteration 15Q (1233.886731 sec): 3 clusters Score: Raw -376197.552280 + Penalty 4834.585552 = -371362.966728 nChanged 105 SP:Iteration 16Q (1233.976685 sec): 3 clusters Score: Raw -376227.719301 + Penalty 4834.585552 = -371393.133749 nChanged 73 SP:Iteration 17Q (1234.093942 sec): 3 clusters Score: Raw -376250.958752 + Penalty 4834.585552 = -371416.373200 nChanged 73 SP:Iteration 18Q (1234.219652 sec): 3 clusters Score: Raw -376273.296348 + Penalty 4834.585552 = -371438.710796 nChanged 67 SP:Iteration 19Q (1234.326969 sec): 3 clusters Score: Raw -376290.874978 + Penalty 4834.585552 = -371456.289426 nChanged 53 SP:Iteration 20F (1234.437623 sec): 3 clusters Score: Raw -376305.499399 + Penalty 4834.585552 = -371470.913847 nChanged 48 SP:Iteration 21Q (1234.571066 sec): 3 clusters Score: Raw -376321.232925 + Penalty 4834.585552 = -371486.647373 nChanged 66 SP:Iteration 22Q (1234.684114 sec): 3 clusters Score: Raw -376345.825995 + Penalty 4834.585552 = -371511.240443 nChanged 68 SP:Iteration 23Q (1234.797408 sec): 3 clusters Score: Raw -376370.482731 + Penalty 4834.585552 = -371535.897179 nChanged 69 SP:Iteration 24Q (1234.917540 sec): 3 clusters Score: Raw -376391.109330 + Penalty 4834.585552 = -371556.523778 nChanged 62 SP:Iteration 25Q (1235.004622 sec): 3 clusters Score: Raw -376410.890696 + Penalty 4834.585552 = -371576.305144 nChanged 74 SP:Iteration 26Q (1235.143474 sec): 3 clusters Score: Raw -376440.615350 + Penalty 4834.585552 = -371606.029798 nChanged 81 SP:Iteration 27Q (1235.266612 sec): 3 clusters Score: Raw -376470.483258 + Penalty 4834.585552 = -371635.897706 nChanged 68 SP:Iteration 28Q (1235.417340 sec): 3 clusters Score: Raw -376493.535403 + Penalty 4834.585552 = -371658.949852 nChanged 67 SP:Iteration 29Q (1235.552568 sec): 3 clusters Score: Raw -376516.815345 + Penalty 4834.585552 = -371682.229793 nChanged 65 SP:Iteration 30Q (1235.695567 sec): 3 clusters Score: Raw -376541.706168 + Penalty 4834.585552 = -371707.120616 nChanged 63 SP:Iteration 31Q (1235.843027 sec): 3 clusters Score: Raw -376564.731097 + Penalty 4834.585552 = -371730.145545 nChanged 51 SP:Iteration 32Q (1235.985527 sec): 3 clusters Score: Raw -376581.250601 + Penalty 4834.585552 = -371746.665050 nChanged 45 SP:Iteration 33Q (1236.083739 sec): 3 clusters Score: Raw -376593.906958 + Penalty 4834.585552 = -371759.321406 nChanged 35 SP:Iteration 34Q (1236.210347 sec): 3 clusters Score: Raw -376605.455219 + Penalty 4834.585552 = -371770.869667 nChanged 39 SP:Iteration 35Q (1236.345237 sec): 3 clusters Score: Raw -376616.735126 + Penalty 4834.585552 = -371782.149574 nChanged 32 SP:Iteration 36Q (1236.475009 sec): 3 clusters Score: Raw -376625.053410 + Penalty 4834.585552 = -371790.467859 nChanged 23 SP:Iteration 37Q (1236.598733 sec): 3 clusters Score: Raw -376630.215541 + Penalty 4834.585552 = -371795.629989 nChanged 25 SP:Iteration 38Q (1236.734155 sec): 3 clusters Score: Raw -376636.109172 + Penalty 4834.585552 = -371801.523620 nChanged 22 SP:Iteration 39Q (1236.831791 sec): 3 clusters Score: Raw -376641.294244 + Penalty 4834.585552 = -371806.708692 nChanged 14 SP:Iteration 40F (1236.964295 sec): 3 clusters Score: Raw -376644.611955 + Penalty 4834.585552 = -371810.026403 nChanged 13 SP:Iteration 41Q (1237.111241 sec): 3 clusters Score: Raw -376647.658604 + Penalty 4834.585552 = -371813.073053 nChanged 12 SP:Iteration 42Q (1237.253334 sec): 3 clusters Score: Raw -376651.464596 + Penalty 4834.585552 = -371816.879044 nChanged 12 SP:Iteration 43Q (1237.396160 sec): 3 clusters Score: Raw -376654.108558 + Penalty 4834.585552 = -371819.523006 nChanged 12 SP:Iteration 44Q (1237.518576 sec): 3 clusters Score: Raw -376657.159163 + Penalty 4834.585552 = -371822.573612 nChanged 16 SP:Iteration 45Q (1237.656605 sec): 3 clusters Score: Raw -376661.442606 + Penalty 4834.585552 = -371826.857054 nChanged 13 SP:Iteration 46Q (1237.788277 sec): 3 clusters Score: Raw -376664.513022 + Penalty 4834.585552 = -371829.927470 nChanged 9 SP:Iteration 47Q (1237.951379 sec): 3 clusters Score: Raw -376667.477538 + Penalty 4834.585552 = -371832.891986 nChanged 14 SP:Iteration 48Q (1238.064983 sec): 3 clusters Score: Raw -376671.488204 + Penalty 4834.585552 = -371836.902653 nChanged 14 SP:Iteration 49Q (1238.209711 sec): 3 clusters Score: Raw -376675.232902 + Penalty 4834.585552 = -371840.647350 nChanged 10 SP:Iteration 50Q (1238.335950 sec): 3 clusters Score: Raw -376677.105151 + Penalty 4834.585552 = -371842.519599 nChanged 9 SP:Iteration 51Q (1238.432593 sec): 3 clusters Score: Raw -376679.042499 + Penalty 4834.585552 = -371844.456947 nChanged 5 SP:Iteration 52Q (1238.563000 sec): 3 clusters Score: Raw -376680.408556 + Penalty 4834.585552 = -371845.823005 nChanged 8 SP:Iteration 53Q (1238.660639 sec): 3 clusters Score: Raw -376682.737273 + Penalty 4834.585552 = -371848.151721 nChanged 12 SP:Iteration 54Q (1238.800423 sec): 3 clusters Score: Raw -376685.241992 + Penalty 4834.585552 = -371850.656440 nChanged 8 SP:Iteration 55Q (1238.890910 sec): 3 clusters Score: Raw -376686.849602 + Penalty 4834.585552 = -371852.264050 nChanged 6 SP:Iteration 56Q (1239.015961 sec): 3 clusters Score: Raw -376688.099792 + Penalty 4834.585552 = -371853.514240 nChanged 6 SP:Iteration 57Q (1239.140943 sec): 3 clusters Score: Raw -376689.802211 + Penalty 4834.585552 = -371855.216659 nChanged 6 SP:Iteration 58Q (1239.266399 sec): 3 clusters Score: Raw -376691.886505 + Penalty 4834.585552 = -371857.300953 nChanged 10 SP:Iteration 59Q (1239.395847 sec): 3 clusters Score: Raw -376695.680668 + Penalty 4834.585552 = -371861.095116 nChanged 11 SP:Iteration 60F (1239.515630 sec): 3 clusters Score: Raw -376699.175475 + Penalty 4834.585552 = -371864.589923 nChanged 12 SP:Iteration 61Q (1239.634483 sec): 3 clusters Score: Raw -376702.834121 + Penalty 4834.585552 = -371868.248569 nChanged 14 SP:Iteration 62Q (1239.744960 sec): 3 clusters Score: Raw -376706.459276 + Penalty 4834.585552 = -371871.873725 nChanged 9 SP:Iteration 63Q (1239.869172 sec): 3 clusters Score: Raw -376708.921638 + Penalty 4834.585552 = -371874.336087 nChanged 14 SP:Iteration 64Q (1240.020858 sec): 3 clusters Score: Raw -376711.957227 + Penalty 4834.585552 = -371877.371676 nChanged 10 SP:Iteration 65Q (1240.148911 sec): 3 clusters Score: Raw -376713.723145 + Penalty 4834.585552 = -371879.137593 nChanged 7 SP:Iteration 66Q (1240.259091 sec): 3 clusters Score: Raw -376715.034327 + Penalty 4834.585552 = -371880.448775 nChanged 6 SP:Iteration 67Q (1240.374182 sec): 3 clusters Score: Raw -376716.224540 + Penalty 4834.585552 = -371881.638988 nChanged 2 SP:Iteration 68Q (1240.518465 sec): 3 clusters Score: Raw -376716.536565 + Penalty 4834.585552 = -371881.951013 nChanged 3 SP:Iteration 69Q (1240.678253 sec): 3 clusters Score: Raw -376717.282769 + Penalty 4834.585552 = -371882.697217 nChanged 4 SP:Iteration 70Q (1240.793551 sec): 3 clusters Score: Raw -376717.788977 + Penalty 4834.585552 = -371883.203425 nChanged 0 SP:Iteration 71F (1240.900581 sec): 3 clusters Score: Raw -376717.788977 + Penalty 4834.585552 = -371883.203425 nChanged 0 Trying to split cluster 2 (8014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1240.974258 sec): 2 clusters Score: Raw -353773.082884 + Penalty 2373.081557 = -351400.001327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1241.120398 sec): 3 clusters Score: Raw -349626.442084 + Penalty 4746.163114 = -344880.278970 nChanged 3216 SP:Iteration 1F (1241.252534 sec): 3 clusters Score: Raw -351540.593117 + Penalty 4746.163114 = -346794.430003 nChanged 635 SP:Iteration 2F (1241.371464 sec): 3 clusters Score: Raw -351946.863075 + Penalty 4746.163114 = -347200.699961 nChanged 496 SP:Iteration 3F (1241.503918 sec): 3 clusters Score: Raw -352262.811670 + Penalty 4746.163114 = -347516.648556 nChanged 421 SP:Iteration 4F (1241.605904 sec): 3 clusters Score: Raw -352532.522364 + Penalty 4746.163114 = -347786.359250 nChanged 389 SP:Iteration 5Q (1241.752517 sec): 3 clusters Score: Raw -352796.626395 + Penalty 4746.163114 = -348050.463281 nChanged 347 SP:Iteration 6Q (1241.867464 sec): 3 clusters Score: Raw -353026.179483 + Penalty 4746.163114 = -348280.016369 nChanged 315 SP:Iteration 7Q (1241.984838 sec): 3 clusters Score: Raw -353236.804963 + Penalty 4746.163114 = -348490.641850 nChanged 290 SP:Iteration 8Q (1242.145752 sec): 3 clusters Score: Raw -353423.485350 + Penalty 4746.163114 = -348677.322237 nChanged 274 SP:Iteration 9Q (1242.290058 sec): 3 clusters Score: Raw -353606.280832 + Penalty 4746.163114 = -348860.117719 nChanged 267 SP:Iteration 10Q (1242.468060 sec): 3 clusters Score: Raw -353784.979263 + Penalty 4746.163114 = -349038.816149 nChanged 240 SP:Iteration 11Q (1242.580592 sec): 3 clusters Score: Raw -353954.321142 + Penalty 4746.163114 = -349208.158028 nChanged 218 SP:Iteration 12Q (1242.707179 sec): 3 clusters Score: Raw -354098.027583 + Penalty 4746.163114 = -349351.864469 nChanged 188 SP:Iteration 13Q (1242.854376 sec): 3 clusters Score: Raw -354227.779242 + Penalty 4746.163114 = -349481.616129 nChanged 175 SP:Iteration 14Q (1242.970598 sec): 3 clusters Score: Raw -354344.678406 + Penalty 4746.163114 = -349598.515292 nChanged 169 SP:Iteration 15Q (1243.089077 sec): 3 clusters Score: Raw -354434.755666 + Penalty 4746.163114 = -349688.592553 nChanged 138 SP:Iteration 16Q (1243.214824 sec): 3 clusters Score: Raw -354505.138681 + Penalty 4746.163114 = -349758.975568 nChanged 126 SP:Iteration 17Q (1243.348888 sec): 3 clusters Score: Raw -354560.786652 + Penalty 4746.163114 = -349814.623538 nChanged 88 SP:Iteration 18Q (1243.454626 sec): 3 clusters Score: Raw -354592.075572 + Penalty 4746.163114 = -349845.912458 nChanged 67 SP:Iteration 19Q (1243.579490 sec): 3 clusters Score: Raw -354615.422321 + Penalty 4746.163114 = -349869.259207 nChanged 69 SP:Iteration 20F (1243.708056 sec): 3 clusters Score: Raw -354641.589593 + Penalty 4746.163114 = -349895.426480 nChanged 68 SP:Iteration 21Q (1243.831711 sec): 3 clusters Score: Raw -354666.293354 + Penalty 4746.163114 = -349920.130240 nChanged 63 SP:Iteration 22Q (1243.955125 sec): 3 clusters Score: Raw -354686.857910 + Penalty 4746.163114 = -349940.694797 nChanged 66 SP:Iteration 23Q (1244.100147 sec): 3 clusters Score: Raw -354705.007445 + Penalty 4746.163114 = -349958.844332 nChanged 41 SP:Iteration 24Q (1244.251834 sec): 3 clusters Score: Raw -354715.839415 + Penalty 4746.163114 = -349969.676301 nChanged 41 SP:Iteration 25Q (1244.401993 sec): 3 clusters Score: Raw -354730.176845 + Penalty 4746.163114 = -349984.013731 nChanged 47 SP:Iteration 26Q (1244.552185 sec): 3 clusters Score: Raw -354744.378527 + Penalty 4746.163114 = -349998.215413 nChanged 51 SP:Iteration 27Q (1244.730521 sec): 3 clusters Score: Raw -354757.489659 + Penalty 4746.163114 = -350011.326546 nChanged 39 SP:Iteration 28Q (1244.871615 sec): 3 clusters Score: Raw -354766.123178 + Penalty 4746.163114 = -350019.960064 nChanged 30 SP:Iteration 29Q (1244.996882 sec): 3 clusters Score: Raw -354773.485658 + Penalty 4746.163114 = -350027.322545 nChanged 40 SP:Iteration 30Q (1245.131260 sec): 3 clusters Score: Raw -354784.348070 + Penalty 4746.163114 = -350038.184957 nChanged 37 SP:Iteration 31Q (1245.264366 sec): 3 clusters Score: Raw -354794.288400 + Penalty 4746.163114 = -350048.125286 nChanged 27 SP:Iteration 32Q (1245.390450 sec): 3 clusters Score: Raw -354801.385472 + Penalty 4746.163114 = -350055.222358 nChanged 32 SP:Iteration 33Q (1245.495322 sec): 3 clusters Score: Raw -354808.296397 + Penalty 4746.163114 = -350062.133283 nChanged 30 SP:Iteration 34Q (1245.602334 sec): 3 clusters Score: Raw -354814.789710 + Penalty 4746.163114 = -350068.626596 nChanged 21 SP:Iteration 35Q (1245.730953 sec): 3 clusters Score: Raw -354818.937294 + Penalty 4746.163114 = -350072.774180 nChanged 17 SP:Iteration 36Q (1245.865879 sec): 3 clusters Score: Raw -354821.612924 + Penalty 4746.163114 = -350075.449810 nChanged 11 SP:Iteration 37Q (1246.003048 sec): 3 clusters Score: Raw -354824.177402 + Penalty 4746.163114 = -350078.014288 nChanged 12 SP:Iteration 38Q (1246.142680 sec): 3 clusters Score: Raw -354826.130770 + Penalty 4746.163114 = -350079.967656 nChanged 12 SP:Iteration 39Q (1246.281652 sec): 3 clusters Score: Raw -354829.293381 + Penalty 4746.163114 = -350083.130268 nChanged 17 SP:Iteration 40F (1246.419393 sec): 3 clusters Score: Raw -354832.201835 + Penalty 4746.163114 = -350086.038722 nChanged 9 SP:Iteration 41Q (1246.566986 sec): 3 clusters Score: Raw -354833.903053 + Penalty 4746.163114 = -350087.739939 nChanged 11 SP:Iteration 42Q (1246.710146 sec): 3 clusters Score: Raw -354836.130205 + Penalty 4746.163114 = -350089.967091 nChanged 12 SP:Iteration 43Q (1246.838689 sec): 3 clusters Score: Raw -354838.397415 + Penalty 4746.163114 = -350092.234302 nChanged 10 SP:Iteration 44Q (1246.966421 sec): 3 clusters Score: Raw -354839.982231 + Penalty 4746.163114 = -350093.819117 nChanged 11 SP:Iteration 45Q (1247.096235 sec): 3 clusters Score: Raw -354841.486703 + Penalty 4746.163114 = -350095.323589 nChanged 8 SP:Iteration 46Q (1247.220384 sec): 3 clusters Score: Raw -354842.670694 + Penalty 4746.163114 = -350096.507580 nChanged 8 SP:Iteration 47Q (1247.347290 sec): 3 clusters Score: Raw -354843.745730 + Penalty 4746.163114 = -350097.582616 nChanged 6 SP:Iteration 48Q (1247.456456 sec): 3 clusters Score: Raw -354844.710673 + Penalty 4746.163114 = -350098.547559 nChanged 7 SP:Iteration 49Q (1247.615518 sec): 3 clusters Score: Raw -354846.343718 + Penalty 4746.163114 = -350100.180604 nChanged 6 SP:Iteration 50Q (1247.752438 sec): 3 clusters Score: Raw -354847.651704 + Penalty 4746.163114 = -350101.488591 nChanged 9 SP:Iteration 51Q (1247.867760 sec): 3 clusters Score: Raw -354848.940145 + Penalty 4746.163114 = -350102.777031 nChanged 5 SP:Iteration 52Q (1248.013951 sec): 3 clusters Score: Raw -354849.450922 + Penalty 4746.163114 = -350103.287808 nChanged 3 SP:Iteration 53Q (1248.149542 sec): 3 clusters Score: Raw -354849.686242 + Penalty 4746.163114 = -350103.523128 nChanged 2 SP:Iteration 54Q (1248.313480 sec): 3 clusters Score: Raw -354850.045565 + Penalty 4746.163114 = -350103.882451 nChanged 1 SP:Iteration 55Q (1248.421568 sec): 3 clusters Score: Raw -354850.328512 + Penalty 4746.163114 = -350104.165398 nChanged 1 SP:Iteration 56Q (1248.561986 sec): 3 clusters Score: Raw -354850.383148 + Penalty 4746.163114 = -350104.220035 nChanged 1 SP:Iteration 57Q (1248.710596 sec): 3 clusters Score: Raw -354850.740772 + Penalty 4746.163114 = -350104.577659 nChanged 3 SP:Iteration 58Q (1248.843100 sec): 3 clusters Score: Raw -354850.954701 + Penalty 4746.163114 = -350104.791588 nChanged 4 SP:Iteration 59Q (1248.971352 sec): 3 clusters Score: Raw -354851.412662 + Penalty 4746.163114 = -350105.249548 nChanged 3 SP:Iteration 60F (1249.110010 sec): 3 clusters Score: Raw -354851.908407 + Penalty 4746.163114 = -350105.745293 nChanged 4 SP:Iteration 61Q (1249.242331 sec): 3 clusters Score: Raw -354852.454241 + Penalty 4746.163114 = -350106.291128 nChanged 2 SP:Iteration 62Q (1249.372319 sec): 3 clusters Score: Raw -354852.797789 + Penalty 4746.163114 = -350106.634676 nChanged 3 SP:Iteration 63Q (1249.464414 sec): 3 clusters Score: Raw -354853.292780 + Penalty 4746.163114 = -350107.129667 nChanged 6 SP:Iteration 64Q (1249.601593 sec): 3 clusters Score: Raw -354854.051347 + Penalty 4746.163114 = -350107.888233 nChanged 4 SP:Iteration 65Q (1249.721988 sec): 3 clusters Score: Raw -354854.911838 + Penalty 4746.163114 = -350108.748724 nChanged 6 SP:Iteration 66Q (1249.845235 sec): 3 clusters Score: Raw -354855.983878 + Penalty 4746.163114 = -350109.820765 nChanged 3 SP:Iteration 67Q (1249.983298 sec): 3 clusters Score: Raw -354856.315513 + Penalty 4746.163114 = -350110.152399 nChanged 5 SP:Iteration 68Q (1250.121927 sec): 3 clusters Score: Raw -354856.832455 + Penalty 4746.163114 = -350110.669342 nChanged 3 SP:Iteration 69Q (1250.262013 sec): 3 clusters Score: Raw -354857.205678 + Penalty 4746.163114 = -350111.042565 nChanged 4 SP:Iteration 70Q (1250.402896 sec): 3 clusters Score: Raw -354857.553690 + Penalty 4746.163114 = -350111.390576 nChanged 4 SP:Iteration 71Q (1250.540144 sec): 3 clusters Score: Raw -354858.215495 + Penalty 4746.163114 = -350112.052381 nChanged 2 SP:Iteration 72Q (1250.683023 sec): 3 clusters Score: Raw -354858.543600 + Penalty 4746.163114 = -350112.380487 nChanged 0 SP:Iteration 73F (1250.811306 sec): 3 clusters Score: Raw -354858.543600 + Penalty 4746.163114 = -350112.380487 nChanged 0 Trying to split cluster 3 (16594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1250.941019 sec): 2 clusters Score: Raw -784951.181672 + Penalty 2565.234266 = -782385.947406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1251.095012 sec): 3 clusters Score: Raw -775604.864690 + Penalty 5130.468533 = -770474.396157 nChanged 7134 SP:Iteration 1F (1251.222460 sec): 3 clusters Score: Raw -779478.436689 + Penalty 5130.468533 = -774347.968156 nChanged 1046 SP:Iteration 2F (1251.370334 sec): 3 clusters Score: Raw -779939.050124 + Penalty 5130.468533 = -774808.581592 nChanged 859 SP:Iteration 3F (1251.502225 sec): 3 clusters Score: Raw -780274.746397 + Penalty 5130.468533 = -775144.277864 nChanged 713 SP:Iteration 4Q (1251.681078 sec): 3 clusters Score: Raw -780540.796212 + Penalty 5130.468533 = -775410.327679 nChanged 628 SP:Iteration 5Q (1251.879404 sec): 3 clusters Score: Raw -780762.923488 + Penalty 5130.468533 = -775632.454956 nChanged 558 SP:Iteration 6Q (1252.034916 sec): 3 clusters Score: Raw -780959.290898 + Penalty 5130.468533 = -775828.822365 nChanged 573 SP:Iteration 7Q (1252.216470 sec): 3 clusters Score: Raw -781181.809081 + Penalty 5130.468533 = -776051.340549 nChanged 561 SP:Iteration 8Q (1252.373160 sec): 3 clusters Score: Raw -781414.882647 + Penalty 5130.468533 = -776284.414115 nChanged 610 SP:Iteration 9Q (1252.506428 sec): 3 clusters Score: Raw -781707.838097 + Penalty 5130.468533 = -776577.369564 nChanged 689 SP:Iteration 10Q (1252.654314 sec): 3 clusters Score: Raw -782062.713225 + Penalty 5130.468533 = -776932.244693 nChanged 743 SP:Iteration 11Q (1252.834228 sec): 3 clusters Score: Raw -782470.691841 + Penalty 5130.468533 = -777340.223308 nChanged 721 SP:Iteration 12Q (1253.029522 sec): 3 clusters Score: Raw -782914.310333 + Penalty 5130.468533 = -777783.841800 nChanged 710 SP:Iteration 13Q (1253.168253 sec): 3 clusters Score: Raw -783367.293951 + Penalty 5130.468533 = -778236.825418 nChanged 673 SP:Iteration 14Q (1253.314110 sec): 3 clusters Score: Raw -783811.458367 + Penalty 5130.468533 = -778680.989835 nChanged 539 SP:Iteration 15Q (1253.449724 sec): 3 clusters Score: Raw -784163.103709 + Penalty 5130.468533 = -779032.635176 nChanged 402 SP:Iteration 16Q (1253.582171 sec): 3 clusters Score: Raw -784421.787666 + Penalty 5130.468533 = -779291.319134 nChanged 315 SP:Iteration 17Q (1253.757679 sec): 3 clusters Score: Raw -784641.063414 + Penalty 5130.468533 = -779510.594881 nChanged 253 SP:Iteration 18Q (1253.869729 sec): 3 clusters Score: Raw -784816.539451 + Penalty 5130.468533 = -779686.070918 nChanged 200 SP:Iteration 19Q (1254.039757 sec): 3 clusters Score: Raw -784961.821548 + Penalty 5130.468533 = -779831.353016 nChanged 146 SP:Iteration 20F (1254.191611 sec): 3 clusters Score: Raw -785068.618311 + Penalty 5130.468533 = -779938.149779 nChanged 102 SP:Iteration 21Q (1254.373845 sec): 3 clusters Score: Raw -785146.812394 + Penalty 5130.468533 = -780016.343861 nChanged 77 SP:Iteration 22Q (1254.575091 sec): 3 clusters Score: Raw -785205.620477 + Penalty 5130.468533 = -780075.151944 nChanged 51 SP:Iteration 23Q (1254.750492 sec): 3 clusters Score: Raw -785246.164814 + Penalty 5130.468533 = -780115.696282 nChanged 38 SP:Iteration 24Q (1254.874704 sec): 3 clusters Score: Raw -785269.525120 + Penalty 5130.468533 = -780139.056588 nChanged 24 SP:Iteration 25Q (1255.022184 sec): 3 clusters Score: Raw -785289.261651 + Penalty 5130.468533 = -780158.793118 nChanged 25 SP:Iteration 26Q (1255.172312 sec): 3 clusters Score: Raw -785307.212870 + Penalty 5130.468533 = -780176.744338 nChanged 19 SP:Iteration 27Q (1255.320821 sec): 3 clusters Score: Raw -785324.311355 + Penalty 5130.468533 = -780193.842822 nChanged 21 SP:Iteration 28Q (1255.489212 sec): 3 clusters Score: Raw -785342.948927 + Penalty 5130.468533 = -780212.480394 nChanged 16 SP:Iteration 29Q (1255.631230 sec): 3 clusters Score: Raw -785355.235431 + Penalty 5130.468533 = -780224.766899 nChanged 12 SP:Iteration 30Q (1255.847867 sec): 3 clusters Score: Raw -785361.838483 + Penalty 5130.468533 = -780231.369951 nChanged 6 SP:Iteration 31Q (1255.993261 sec): 3 clusters Score: Raw -785365.292082 + Penalty 5130.468533 = -780234.823550 nChanged 5 SP:Iteration 32Q (1256.228099 sec): 3 clusters Score: Raw -785368.588147 + Penalty 5130.468533 = -780238.119615 nChanged 3 SP:Iteration 33Q (1256.343074 sec): 3 clusters Score: Raw -785370.316117 + Penalty 5130.468533 = -780239.847585 nChanged 2 SP:Iteration 34Q (1256.574686 sec): 3 clusters Score: Raw -785370.739282 + Penalty 5130.468533 = -780240.270749 nChanged 1 SP:Iteration 35Q (1256.698841 sec): 3 clusters Score: Raw -785371.060977 + Penalty 5130.468533 = -780240.592445 nChanged 2 SP:Iteration 36Q (1256.773583 sec): 3 clusters Score: Raw -785372.215176 + Penalty 5130.468533 = -780241.746644 nChanged 3 SP:Iteration 37Q (1256.848059 sec): 3 clusters Score: Raw -785374.277553 + Penalty 5130.468533 = -780243.809020 nChanged 4 SP:Iteration 38Q (1257.026525 sec): 3 clusters Score: Raw -785378.599697 + Penalty 5130.468533 = -780248.131164 nChanged 5 SP:Iteration 39Q (1257.144159 sec): 3 clusters Score: Raw -785382.396250 + Penalty 5130.468533 = -780251.927717 nChanged 5 SP:Iteration 40F (1257.306421 sec): 3 clusters Score: Raw -785386.444452 + Penalty 5130.468533 = -780255.975919 nChanged 5 SP:Iteration 41Q (1257.443709 sec): 3 clusters Score: Raw -785389.292381 + Penalty 5130.468533 = -780258.823848 nChanged 4 SP:Iteration 42Q (1257.584423 sec): 3 clusters Score: Raw -785392.912650 + Penalty 5130.468533 = -780262.444117 nChanged 4 SP:Iteration 43Q (1257.727639 sec): 3 clusters Score: Raw -785395.794062 + Penalty 5130.468533 = -780265.325529 nChanged 3 SP:Iteration 44Q (1257.856891 sec): 3 clusters Score: Raw -785398.991287 + Penalty 5130.468533 = -780268.522754 nChanged 3 SP:Iteration 45Q (1257.992552 sec): 3 clusters Score: Raw -785401.737191 + Penalty 5130.468533 = -780271.268659 nChanged 5 SP:Iteration 46Q (1258.155213 sec): 3 clusters Score: Raw -785406.858420 + Penalty 5130.468533 = -780276.389887 nChanged 7 SP:Iteration 47Q (1258.285608 sec): 3 clusters Score: Raw -785412.972650 + Penalty 5130.468533 = -780282.504117 nChanged 4 SP:Iteration 48Q (1258.430668 sec): 3 clusters Score: Raw -785417.160279 + Penalty 5130.468533 = -780286.691746 nChanged 10 SP:Iteration 49Q (1258.565027 sec): 3 clusters Score: Raw -785426.303823 + Penalty 5130.468533 = -780295.835290 nChanged 11 SP:Iteration 50Q (1258.726951 sec): 3 clusters Score: Raw -785436.434945 + Penalty 5130.468533 = -780305.966412 nChanged 7 SP:Iteration 51Q (1258.930226 sec): 3 clusters Score: Raw -785442.092810 + Penalty 5130.468533 = -780311.624277 nChanged 11 SP:Iteration 52Q (1259.051500 sec): 3 clusters Score: Raw -785453.756979 + Penalty 5130.468533 = -780323.288447 nChanged 9 SP:Iteration 53Q (1259.214426 sec): 3 clusters Score: Raw -785463.435865 + Penalty 5130.468533 = -780332.967332 nChanged 5 SP:Iteration 54Q (1259.351094 sec): 3 clusters Score: Raw -785466.648295 + Penalty 5130.468533 = -780336.179762 nChanged 5 SP:Iteration 55Q (1259.517686 sec): 3 clusters Score: Raw -785470.531308 + Penalty 5130.468533 = -780340.062776 nChanged 3 SP:Iteration 56Q (1259.667576 sec): 3 clusters Score: Raw -785472.899388 + Penalty 5130.468533 = -780342.430856 nChanged 3 SP:Iteration 57Q (1259.787037 sec): 3 clusters Score: Raw -785475.257757 + Penalty 5130.468533 = -780344.789224 nChanged 1 SP:Iteration 58Q (1259.947604 sec): 3 clusters Score: Raw -785475.629428 + Penalty 5130.468533 = -780345.160895 nChanged 0 SP:Iteration 59F (1260.091413 sec): 3 clusters Score: Raw -785475.629428 + Penalty 5130.468533 = -780345.160895 nChanged 0 Trying to split cluster 4 (17617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1260.220166 sec): 2 clusters Score: Raw -855145.852911 + Penalty 2581.027581 = -852564.825330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1260.383607 sec): 3 clusters Score: Raw -845071.299793 + Penalty 5162.055161 = -839909.244631 nChanged 7675 SP:Iteration 1F (1260.563668 sec): 3 clusters Score: Raw -849315.367895 + Penalty 5162.055161 = -844153.312734 nChanged 1018 SP:Iteration 2F (1260.719228 sec): 3 clusters Score: Raw -849743.332467 + Penalty 5162.055161 = -844581.277306 nChanged 857 SP:Iteration 3Q (1260.858189 sec): 3 clusters Score: Raw -850099.228163 + Penalty 5162.055161 = -844937.173001 nChanged 770 SP:Iteration 4Q (1261.010697 sec): 3 clusters Score: Raw -850431.620962 + Penalty 5162.055161 = -845269.565801 nChanged 709 SP:Iteration 5Q (1261.156145 sec): 3 clusters Score: Raw -850769.964556 + Penalty 5162.055161 = -845607.909395 nChanged 689 SP:Iteration 6Q (1261.301836 sec): 3 clusters Score: Raw -851134.114871 + Penalty 5162.055161 = -845972.059709 nChanged 713 SP:Iteration 7Q (1261.444458 sec): 3 clusters Score: Raw -851522.791848 + Penalty 5162.055161 = -846360.736687 nChanged 711 SP:Iteration 8Q (1261.644280 sec): 3 clusters Score: Raw -851942.246545 + Penalty 5162.055161 = -846780.191383 nChanged 703 SP:Iteration 9Q (1261.907531 sec): 3 clusters Score: Raw -852399.258623 + Penalty 5162.055161 = -847237.203462 nChanged 693 SP:Iteration 10Q (1262.088236 sec): 3 clusters Score: Raw -852865.484675 + Penalty 5162.055161 = -847703.429513 nChanged 638 SP:Iteration 11Q (1262.255865 sec): 3 clusters Score: Raw -853279.721185 + Penalty 5162.055161 = -848117.666024 nChanged 561 SP:Iteration 12Q (1262.411992 sec): 3 clusters Score: Raw -853636.885156 + Penalty 5162.055161 = -848474.829995 nChanged 492 SP:Iteration 13Q (1262.564846 sec): 3 clusters Score: Raw -853953.309627 + Penalty 5162.055161 = -848791.254466 nChanged 449 SP:Iteration 14Q (1262.709682 sec): 3 clusters Score: Raw -854245.126281 + Penalty 5162.055161 = -849083.071120 nChanged 410 SP:Iteration 15Q (1262.830700 sec): 3 clusters Score: Raw -854509.817504 + Penalty 5162.055161 = -849347.762343 nChanged 329 SP:Iteration 16Q (1262.999462 sec): 3 clusters Score: Raw -854719.429028 + Penalty 5162.055161 = -849557.373867 nChanged 298 SP:Iteration 17Q (1263.071566 sec): 3 clusters Score: Raw -854910.798378 + Penalty 5162.055161 = -849748.743216 nChanged 249 SP:Iteration 18Q (1263.222007 sec): 3 clusters Score: Raw -855062.911000 + Penalty 5162.055161 = -849900.855839 nChanged 204 SP:Iteration 19Q (1263.384861 sec): 3 clusters Score: Raw -855184.237701 + Penalty 5162.055161 = -850022.182539 nChanged 167 SP:Iteration 20F (1263.591702 sec): 3 clusters Score: Raw -855281.863692 + Penalty 5162.055161 = -850119.808530 nChanged 142 SP:Iteration 21Q (1263.756586 sec): 3 clusters Score: Raw -855362.836029 + Penalty 5162.055161 = -850200.780868 nChanged 109 SP:Iteration 22Q (1263.982803 sec): 3 clusters Score: Raw -855420.059961 + Penalty 5162.055161 = -850258.004800 nChanged 102 SP:Iteration 23Q (1264.118997 sec): 3 clusters Score: Raw -855470.702803 + Penalty 5162.055161 = -850308.647641 nChanged 74 SP:Iteration 24Q (1264.274908 sec): 3 clusters Score: Raw -855508.963760 + Penalty 5162.055161 = -850346.908598 nChanged 67 SP:Iteration 25Q (1264.440863 sec): 3 clusters Score: Raw -855547.252657 + Penalty 5162.055161 = -850385.197496 nChanged 62 SP:Iteration 26Q (1264.540256 sec): 3 clusters Score: Raw -855582.946278 + Penalty 5162.055161 = -850420.891116 nChanged 56 SP:Iteration 27Q (1264.634038 sec): 3 clusters Score: Raw -855613.875988 + Penalty 5162.055161 = -850451.820827 nChanged 47 SP:Iteration 28Q (1264.833005 sec): 3 clusters Score: Raw -855638.703919 + Penalty 5162.055161 = -850476.648758 nChanged 52 SP:Iteration 29Q (1264.962219 sec): 3 clusters Score: Raw -855665.444525 + Penalty 5162.055161 = -850503.389364 nChanged 56 SP:Iteration 30Q (1265.090875 sec): 3 clusters Score: Raw -855694.386833 + Penalty 5162.055161 = -850532.331672 nChanged 37 SP:Iteration 31Q (1265.241012 sec): 3 clusters Score: Raw -855710.730969 + Penalty 5162.055161 = -850548.675807 nChanged 29 SP:Iteration 32Q (1265.392427 sec): 3 clusters Score: Raw -855724.882720 + Penalty 5162.055161 = -850562.827559 nChanged 20 SP:Iteration 33Q (1265.549116 sec): 3 clusters Score: Raw -855735.085817 + Penalty 5162.055161 = -850573.030655 nChanged 18 SP:Iteration 34Q (1265.683962 sec): 3 clusters Score: Raw -855745.460954 + Penalty 5162.055161 = -850583.405793 nChanged 21 SP:Iteration 35Q (1265.824284 sec): 3 clusters Score: Raw -855755.701527 + Penalty 5162.055161 = -850593.646366 nChanged 19 SP:Iteration 36Q (1265.987640 sec): 3 clusters Score: Raw -855763.983456 + Penalty 5162.055161 = -850601.928295 nChanged 19 SP:Iteration 37Q (1266.131123 sec): 3 clusters Score: Raw -855774.230657 + Penalty 5162.055161 = -850612.175496 nChanged 22 SP:Iteration 38Q (1266.314639 sec): 3 clusters Score: Raw -855784.181998 + Penalty 5162.055161 = -850622.126836 nChanged 17 SP:Iteration 39Q (1266.449746 sec): 3 clusters Score: Raw -855791.354792 + Penalty 5162.055161 = -850629.299631 nChanged 20 SP:Iteration 40F (1266.598784 sec): 3 clusters Score: Raw -855798.613585 + Penalty 5162.055161 = -850636.558423 nChanged 15 SP:Iteration 41Q (1266.754522 sec): 3 clusters Score: Raw -855806.171109 + Penalty 5162.055161 = -850644.115948 nChanged 14 SP:Iteration 42Q (1266.951958 sec): 3 clusters Score: Raw -855812.589465 + Penalty 5162.055161 = -850650.534303 nChanged 17 SP:Iteration 43Q (1267.077033 sec): 3 clusters Score: Raw -855819.025109 + Penalty 5162.055161 = -850656.969947 nChanged 9 SP:Iteration 44Q (1267.226449 sec): 3 clusters Score: Raw -855823.489107 + Penalty 5162.055161 = -850661.433946 nChanged 10 SP:Iteration 45Q (1267.372488 sec): 3 clusters Score: Raw -855826.845624 + Penalty 5162.055161 = -850664.790463 nChanged 8 SP:Iteration 46Q (1267.509622 sec): 3 clusters Score: Raw -855829.339486 + Penalty 5162.055161 = -850667.284324 nChanged 5 SP:Iteration 47Q (1267.659147 sec): 3 clusters Score: Raw -855832.538009 + Penalty 5162.055161 = -850670.482848 nChanged 5 SP:Iteration 48Q (1267.811668 sec): 3 clusters Score: Raw -855835.029433 + Penalty 5162.055161 = -850672.974272 nChanged 5 SP:Iteration 49Q (1267.963817 sec): 3 clusters Score: Raw -855837.352464 + Penalty 5162.055161 = -850675.297302 nChanged 6 SP:Iteration 50Q (1268.111622 sec): 3 clusters Score: Raw -855840.076265 + Penalty 5162.055161 = -850678.021104 nChanged 4 SP:Iteration 51Q (1268.266212 sec): 3 clusters Score: Raw -855841.219193 + Penalty 5162.055161 = -850679.164032 nChanged 3 SP:Iteration 52Q (1268.439877 sec): 3 clusters Score: Raw -855842.621807 + Penalty 5162.055161 = -850680.566645 nChanged 4 SP:Iteration 53Q (1268.553864 sec): 3 clusters Score: Raw -855844.387496 + Penalty 5162.055161 = -850682.332334 nChanged 4 SP:Iteration 54Q (1268.703854 sec): 3 clusters Score: Raw -855846.048615 + Penalty 5162.055161 = -850683.993454 nChanged 7 SP:Iteration 55Q (1268.860959 sec): 3 clusters Score: Raw -855849.670130 + Penalty 5162.055161 = -850687.614968 nChanged 6 SP:Iteration 56Q (1269.004251 sec): 3 clusters Score: Raw -855853.481066 + Penalty 5162.055161 = -850691.425905 nChanged 9 SP:Iteration 57Q (1269.151865 sec): 3 clusters Score: Raw -855857.141617 + Penalty 5162.055161 = -850695.086456 nChanged 3 SP:Iteration 58Q (1269.332436 sec): 3 clusters Score: Raw -855858.617694 + Penalty 5162.055161 = -850696.562533 nChanged 2 SP:Iteration 59Q (1269.495728 sec): 3 clusters Score: Raw -855859.690431 + Penalty 5162.055161 = -850697.635269 nChanged 6 SP:Iteration 60F (1269.651159 sec): 3 clusters Score: Raw -855862.844104 + Penalty 5162.055161 = -850700.788943 nChanged 4 SP:Iteration 61Q (1269.800920 sec): 3 clusters Score: Raw -855864.013006 + Penalty 5162.055161 = -850701.957845 nChanged 0 SP:Iteration 62F (1269.962117 sec): 3 clusters Score: Raw -855864.013006 + Penalty 5162.055161 = -850701.957845 nChanged 0 Trying to split cluster 5 (7512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1270.018461 sec): 2 clusters Score: Raw -341595.882050 + Penalty 2356.003854 = -339239.878197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1270.150030 sec): 3 clusters Score: Raw -337785.922046 + Penalty 4712.007707 = -333073.914338 nChanged 2929 SP:Iteration 1F (1270.295767 sec): 3 clusters Score: Raw -339608.467087 + Penalty 4712.007707 = -334896.459380 nChanged 598 SP:Iteration 2F (1270.433189 sec): 3 clusters Score: Raw -340009.234714 + Penalty 4712.007707 = -335297.227007 nChanged 486 SP:Iteration 3F (1270.565676 sec): 3 clusters Score: Raw -340339.949931 + Penalty 4712.007707 = -335627.942224 nChanged 411 SP:Iteration 4F (1270.673777 sec): 3 clusters Score: Raw -340602.561713 + Penalty 4712.007707 = -335890.554006 nChanged 347 SP:Iteration 5Q (1270.806142 sec): 3 clusters Score: Raw -340829.449053 + Penalty 4712.007707 = -336117.441346 nChanged 307 SP:Iteration 6Q (1270.934213 sec): 3 clusters Score: Raw -341025.556789 + Penalty 4712.007707 = -336313.549082 nChanged 255 SP:Iteration 7Q (1271.063264 sec): 3 clusters Score: Raw -341174.584671 + Penalty 4712.007707 = -336462.576964 nChanged 207 SP:Iteration 8Q (1271.201035 sec): 3 clusters Score: Raw -341296.767014 + Penalty 4712.007707 = -336584.759307 nChanged 191 SP:Iteration 9Q (1271.331898 sec): 3 clusters Score: Raw -341409.205707 + Penalty 4712.007707 = -336697.198000 nChanged 159 SP:Iteration 10Q (1271.438053 sec): 3 clusters Score: Raw -341497.507734 + Penalty 4712.007707 = -336785.500027 nChanged 148 SP:Iteration 11Q (1271.579721 sec): 3 clusters Score: Raw -341571.804245 + Penalty 4712.007707 = -336859.796538 nChanged 112 SP:Iteration 12Q (1271.719978 sec): 3 clusters Score: Raw -341622.481461 + Penalty 4712.007707 = -336910.473754 nChanged 100 SP:Iteration 13Q (1271.840475 sec): 3 clusters Score: Raw -341668.352101 + Penalty 4712.007707 = -336956.344394 nChanged 85 SP:Iteration 14Q (1271.962240 sec): 3 clusters Score: Raw -341698.961634 + Penalty 4712.007707 = -336986.953927 nChanged 59 SP:Iteration 15Q (1272.100469 sec): 3 clusters Score: Raw -341719.038955 + Penalty 4712.007707 = -337007.031248 nChanged 62 SP:Iteration 16Q (1272.188872 sec): 3 clusters Score: Raw -341739.710087 + Penalty 4712.007707 = -337027.702380 nChanged 49 SP:Iteration 17Q (1272.332759 sec): 3 clusters Score: Raw -341757.851930 + Penalty 4712.007707 = -337045.844223 nChanged 51 SP:Iteration 18Q (1272.459354 sec): 3 clusters Score: Raw -341776.432040 + Penalty 4712.007707 = -337064.424333 nChanged 48 SP:Iteration 19Q (1272.575762 sec): 3 clusters Score: Raw -341791.913520 + Penalty 4712.007707 = -337079.905813 nChanged 38 SP:Iteration 20F (1272.714900 sec): 3 clusters Score: Raw -341802.882504 + Penalty 4712.007707 = -337090.874797 nChanged 36 SP:Iteration 21Q (1272.836811 sec): 3 clusters Score: Raw -341817.587935 + Penalty 4712.007707 = -337105.580228 nChanged 46 SP:Iteration 22Q (1272.951814 sec): 3 clusters Score: Raw -341833.022010 + Penalty 4712.007707 = -337121.014303 nChanged 41 SP:Iteration 23Q (1273.086255 sec): 3 clusters Score: Raw -341845.410843 + Penalty 4712.007707 = -337133.403136 nChanged 35 SP:Iteration 24Q (1273.195596 sec): 3 clusters Score: Raw -341856.391889 + Penalty 4712.007707 = -337144.384182 nChanged 35 SP:Iteration 25Q (1273.333828 sec): 3 clusters Score: Raw -341866.629591 + Penalty 4712.007707 = -337154.621884 nChanged 38 SP:Iteration 26Q (1273.446184 sec): 3 clusters Score: Raw -341880.805688 + Penalty 4712.007707 = -337168.797981 nChanged 47 SP:Iteration 27Q (1273.565136 sec): 3 clusters Score: Raw -341899.686391 + Penalty 4712.007707 = -337187.678684 nChanged 49 SP:Iteration 28Q (1273.707345 sec): 3 clusters Score: Raw -341915.454224 + Penalty 4712.007707 = -337203.446517 nChanged 43 SP:Iteration 29Q (1273.807064 sec): 3 clusters Score: Raw -341932.038198 + Penalty 4712.007707 = -337220.030491 nChanged 49 SP:Iteration 30Q (1273.934826 sec): 3 clusters Score: Raw -341946.941021 + Penalty 4712.007707 = -337234.933314 nChanged 30 SP:Iteration 31Q (1274.039602 sec): 3 clusters Score: Raw -341957.895753 + Penalty 4712.007707 = -337245.888046 nChanged 39 SP:Iteration 32Q (1274.157616 sec): 3 clusters Score: Raw -341973.026993 + Penalty 4712.007707 = -337261.019286 nChanged 41 SP:Iteration 33Q (1274.270350 sec): 3 clusters Score: Raw -341990.915340 + Penalty 4712.007707 = -337278.907633 nChanged 50 SP:Iteration 34Q (1274.395604 sec): 3 clusters Score: Raw -342012.548406 + Penalty 4712.007707 = -337300.540699 nChanged 63 SP:Iteration 35Q (1274.525928 sec): 3 clusters Score: Raw -342039.877114 + Penalty 4712.007707 = -337327.869407 nChanged 51 SP:Iteration 36Q (1274.647483 sec): 3 clusters Score: Raw -342060.640530 + Penalty 4712.007707 = -337348.632823 nChanged 54 SP:Iteration 37Q (1274.747599 sec): 3 clusters Score: Raw -342085.980803 + Penalty 4712.007707 = -337373.973096 nChanged 58 SP:Iteration 38Q (1274.881038 sec): 3 clusters Score: Raw -342110.193313 + Penalty 4712.007707 = -337398.185606 nChanged 57 SP:Iteration 39Q (1275.007180 sec): 3 clusters Score: Raw -342129.147749 + Penalty 4712.007707 = -337417.140042 nChanged 39 SP:Iteration 40F (1275.130183 sec): 3 clusters Score: Raw -342141.472028 + Penalty 4712.007707 = -337429.464321 nChanged 36 SP:Iteration 41Q (1275.253125 sec): 3 clusters Score: Raw -342151.959869 + Penalty 4712.007707 = -337439.952162 nChanged 39 SP:Iteration 42Q (1275.357498 sec): 3 clusters Score: Raw -342163.070630 + Penalty 4712.007707 = -337451.062923 nChanged 41 SP:Iteration 43Q (1275.492854 sec): 3 clusters Score: Raw -342176.039463 + Penalty 4712.007707 = -337464.031756 nChanged 30 SP:Iteration 44Q (1275.621043 sec): 3 clusters Score: Raw -342185.565327 + Penalty 4712.007707 = -337473.557620 nChanged 37 SP:Iteration 45Q (1275.750270 sec): 3 clusters Score: Raw -342198.387330 + Penalty 4712.007707 = -337486.379623 nChanged 38 SP:Iteration 46Q (1275.876792 sec): 3 clusters Score: Raw -342209.536129 + Penalty 4712.007707 = -337497.528422 nChanged 37 SP:Iteration 47Q (1276.000685 sec): 3 clusters Score: Raw -342220.600607 + Penalty 4712.007707 = -337508.592900 nChanged 48 SP:Iteration 48Q (1276.107701 sec): 3 clusters Score: Raw -342234.861927 + Penalty 4712.007707 = -337522.854220 nChanged 52 SP:Iteration 49Q (1276.231964 sec): 3 clusters Score: Raw -342249.887755 + Penalty 4712.007707 = -337537.880048 nChanged 58 SP:Iteration 50Q (1276.367885 sec): 3 clusters Score: Raw -342268.937797 + Penalty 4712.007707 = -337556.930090 nChanged 73 SP:Iteration 51Q (1276.490367 sec): 3 clusters Score: Raw -342301.861424 + Penalty 4712.007707 = -337589.853717 nChanged 83 SP:Iteration 52Q (1276.611262 sec): 3 clusters Score: Raw -342337.910185 + Penalty 4712.007707 = -337625.902478 nChanged 90 SP:Iteration 53Q (1276.716739 sec): 3 clusters Score: Raw -342376.112146 + Penalty 4712.007707 = -337664.104439 nChanged 85 SP:Iteration 54Q (1276.857569 sec): 3 clusters Score: Raw -342410.256803 + Penalty 4712.007707 = -337698.249096 nChanged 82 SP:Iteration 55Q (1276.974193 sec): 3 clusters Score: Raw -342444.443923 + Penalty 4712.007707 = -337732.436216 nChanged 89 SP:Iteration 56Q (1277.090165 sec): 3 clusters Score: Raw -342486.004439 + Penalty 4712.007707 = -337773.996732 nChanged 98 SP:Iteration 57Q (1277.234773 sec): 3 clusters Score: Raw -342529.135759 + Penalty 4712.007707 = -337817.128052 nChanged 80 SP:Iteration 58Q (1277.333188 sec): 3 clusters Score: Raw -342561.157384 + Penalty 4712.007707 = -337849.149677 nChanged 81 SP:Iteration 59Q (1277.453118 sec): 3 clusters Score: Raw -342592.854406 + Penalty 4712.007707 = -337880.846699 nChanged 82 SP:Iteration 60F (1277.591795 sec): 3 clusters Score: Raw -342619.560795 + Penalty 4712.007707 = -337907.553088 nChanged 55 SP:Iteration 61Q (1277.712714 sec): 3 clusters Score: Raw -342636.787049 + Penalty 4712.007707 = -337924.779342 nChanged 54 SP:Iteration 62Q (1277.832181 sec): 3 clusters Score: Raw -342650.639780 + Penalty 4712.007707 = -337938.632073 nChanged 38 SP:Iteration 63Q (1277.970985 sec): 3 clusters Score: Raw -342660.521148 + Penalty 4712.007707 = -337948.513441 nChanged 34 SP:Iteration 64Q (1278.078971 sec): 3 clusters Score: Raw -342669.836124 + Penalty 4712.007707 = -337957.828417 nChanged 43 SP:Iteration 65Q (1278.207686 sec): 3 clusters Score: Raw -342681.419299 + Penalty 4712.007707 = -337969.411592 nChanged 30 SP:Iteration 66Q (1278.322355 sec): 3 clusters Score: Raw -342687.049014 + Penalty 4712.007707 = -337975.041307 nChanged 23 SP:Iteration 67Q (1278.474701 sec): 3 clusters Score: Raw -342692.604366 + Penalty 4712.007707 = -337980.596659 nChanged 23 SP:Iteration 68Q (1278.583056 sec): 3 clusters Score: Raw -342698.092404 + Penalty 4712.007707 = -337986.084697 nChanged 28 SP:Iteration 69Q (1278.699650 sec): 3 clusters Score: Raw -342705.073886 + Penalty 4712.007707 = -337993.066179 nChanged 36 SP:Iteration 70Q (1278.825114 sec): 3 clusters Score: Raw -342715.422731 + Penalty 4712.007707 = -338003.415024 nChanged 29 SP:Iteration 71Q (1278.948256 sec): 3 clusters Score: Raw -342722.302795 + Penalty 4712.007707 = -338010.295088 nChanged 23 SP:Iteration 72Q (1279.105497 sec): 3 clusters Score: Raw -342726.782910 + Penalty 4712.007707 = -338014.775203 nChanged 20 SP:Iteration 73Q (1279.217261 sec): 3 clusters Score: Raw -342730.764186 + Penalty 4712.007707 = -338018.756479 nChanged 19 SP:Iteration 74Q (1279.338912 sec): 3 clusters Score: Raw -342736.860162 + Penalty 4712.007707 = -338024.852455 nChanged 30 SP:Iteration 75Q (1279.467855 sec): 3 clusters Score: Raw -342746.229852 + Penalty 4712.007707 = -338034.222145 nChanged 30 SP:Iteration 76Q (1279.604668 sec): 3 clusters Score: Raw -342753.459347 + Penalty 4712.007707 = -338041.451640 nChanged 22 SP:Iteration 77Q (1279.725080 sec): 3 clusters Score: Raw -342757.296863 + Penalty 4712.007707 = -338045.289156 nChanged 19 SP:Iteration 78Q (1279.850452 sec): 3 clusters Score: Raw -342762.789336 + Penalty 4712.007707 = -338050.781629 nChanged 28 SP:Iteration 79Q (1279.954380 sec): 3 clusters Score: Raw -342769.452524 + Penalty 4712.007707 = -338057.444817 nChanged 26 SP:Iteration 80F (1280.065189 sec): 3 clusters Score: Raw -342775.544543 + Penalty 4712.007707 = -338063.536836 nChanged 41 SP:Iteration 81Q (1280.192044 sec): 3 clusters Score: Raw -342787.554606 + Penalty 4712.007707 = -338075.546899 nChanged 43 SP:Iteration 82Q (1280.320186 sec): 3 clusters Score: Raw -342801.075298 + Penalty 4712.007707 = -338089.067591 nChanged 43 SP:Iteration 83Q (1280.426832 sec): 3 clusters Score: Raw -342815.826770 + Penalty 4712.007707 = -338103.819063 nChanged 41 SP:Iteration 84Q (1280.544408 sec): 3 clusters Score: Raw -342829.931207 + Penalty 4712.007707 = -338117.923500 nChanged 40 SP:Iteration 85Q (1280.658511 sec): 3 clusters Score: Raw -342842.770996 + Penalty 4712.007707 = -338130.763289 nChanged 37 SP:Iteration 86Q (1280.767681 sec): 3 clusters Score: Raw -342852.304909 + Penalty 4712.007707 = -338140.297202 nChanged 28 SP:Iteration 87Q (1280.881071 sec): 3 clusters Score: Raw -342860.293609 + Penalty 4712.007707 = -338148.285902 nChanged 32 SP:Iteration 88Q (1281.015304 sec): 3 clusters Score: Raw -342870.999722 + Penalty 4712.007707 = -338158.992015 nChanged 30 SP:Iteration 89Q (1281.114246 sec): 3 clusters Score: Raw -342879.432106 + Penalty 4712.007707 = -338167.424399 nChanged 27 SP:Iteration 90Q (1281.226939 sec): 3 clusters Score: Raw -342886.454621 + Penalty 4712.007707 = -338174.446914 nChanged 21 SP:Iteration 91Q (1281.347818 sec): 3 clusters Score: Raw -342892.433323 + Penalty 4712.007707 = -338180.425616 nChanged 15 SP:Iteration 92Q (1281.440813 sec): 3 clusters Score: Raw -342896.738343 + Penalty 4712.007707 = -338184.730636 nChanged 18 SP:Iteration 93Q (1281.569932 sec): 3 clusters Score: Raw -342903.772678 + Penalty 4712.007707 = -338191.764971 nChanged 24 SP:Iteration 94Q (1281.658280 sec): 3 clusters Score: Raw -342910.829370 + Penalty 4712.007707 = -338198.821663 nChanged 19 SP:Iteration 95Q (1281.726507 sec): 3 clusters Score: Raw -342915.894171 + Penalty 4712.007707 = -338203.886464 nChanged 17 SP:Iteration 96Q (1281.859461 sec): 3 clusters Score: Raw -342919.120248 + Penalty 4712.007707 = -338207.112541 nChanged 15 SP:Iteration 97Q (1281.975262 sec): 3 clusters Score: Raw -342923.248986 + Penalty 4712.007707 = -338211.241279 nChanged 18 SP:Iteration 98Q (1282.087516 sec): 3 clusters Score: Raw -342927.939509 + Penalty 4712.007707 = -338215.931802 nChanged 19 SP:Iteration 99Q (1282.199301 sec): 3 clusters Score: Raw -342932.328633 + Penalty 4712.007707 = -338220.320926 nChanged 19 SP:Iteration 100F (1282.331534 sec): 3 clusters Score: Raw -342935.754638 + Penalty 4712.007707 = -338223.746931 nChanged 21 SP:Iteration 101Q (1282.466284 sec): 3 clusters Score: Raw -342939.907954 + Penalty 4712.007707 = -338227.900247 nChanged 20 SP:Iteration 102Q (1282.564283 sec): 3 clusters Score: Raw -342944.348044 + Penalty 4712.007707 = -338232.340337 nChanged 26 SP:Iteration 103Q (1282.711997 sec): 3 clusters Score: Raw -342949.963587 + Penalty 4712.007707 = -338237.955880 nChanged 26 SP:Iteration 104Q (1282.832869 sec): 3 clusters Score: Raw -342955.067569 + Penalty 4712.007707 = -338243.059862 nChanged 15 SP:Iteration 105Q (1282.961747 sec): 3 clusters Score: Raw -342958.499077 + Penalty 4712.007707 = -338246.491370 nChanged 12 SP:Iteration 106Q (1283.068932 sec): 3 clusters Score: Raw -342961.041445 + Penalty 4712.007707 = -338249.033738 nChanged 8 SP:Iteration 107Q (1283.190166 sec): 3 clusters Score: Raw -342962.214795 + Penalty 4712.007707 = -338250.207088 nChanged 7 SP:Iteration 108Q (1283.312302 sec): 3 clusters Score: Raw -342962.930784 + Penalty 4712.007707 = -338250.923077 nChanged 4 SP:Iteration 109Q (1283.429998 sec): 3 clusters Score: Raw -342964.567039 + Penalty 4712.007707 = -338252.559332 nChanged 6 SP:Iteration 110Q (1283.563613 sec): 3 clusters Score: Raw -342965.846472 + Penalty 4712.007707 = -338253.838765 nChanged 7 SP:Iteration 111Q (1283.687557 sec): 3 clusters Score: Raw -342967.045978 + Penalty 4712.007707 = -338255.038271 nChanged 11 SP:Iteration 112Q (1283.824244 sec): 3 clusters Score: Raw -342969.437809 + Penalty 4712.007707 = -338257.430102 nChanged 10 SP:Iteration 113Q (1283.918307 sec): 3 clusters Score: Raw -342971.844829 + Penalty 4712.007707 = -338259.837122 nChanged 5 SP:Iteration 114Q (1284.040099 sec): 3 clusters Score: Raw -342973.162013 + Penalty 4712.007707 = -338261.154306 nChanged 6 SP:Iteration 115Q (1284.184090 sec): 3 clusters Score: Raw -342975.363498 + Penalty 4712.007707 = -338263.355791 nChanged 9 SP:Iteration 116Q (1284.301085 sec): 3 clusters Score: Raw -342978.264868 + Penalty 4712.007707 = -338266.257161 nChanged 5 SP:Iteration 117Q (1284.416645 sec): 3 clusters Score: Raw -342979.655922 + Penalty 4712.007707 = -338267.648215 nChanged 4 SP:Iteration 118Q (1284.509009 sec): 3 clusters Score: Raw -342980.445057 + Penalty 4712.007707 = -338268.437350 nChanged 2 SP:Iteration 119Q (1284.658141 sec): 3 clusters Score: Raw -342981.002481 + Penalty 4712.007707 = -338268.994774 nChanged 1 SP:Iteration 120F (1284.792312 sec): 3 clusters Score: Raw -342981.315847 + Penalty 4712.007707 = -338269.308140 nChanged 4 SP:Iteration 121Q (1284.930836 sec): 3 clusters Score: Raw -342981.884335 + Penalty 4712.007707 = -338269.876628 nChanged 0 SP:Iteration 122F (1285.048507 sec): 3 clusters Score: Raw -342981.884335 + Penalty 4712.007707 = -338269.876628 nChanged 0 Trying to split cluster 6 (7201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1285.153379 sec): 2 clusters Score: Raw -331951.846589 + Penalty 2344.841449 = -329607.005140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1285.257172 sec): 3 clusters Score: Raw -328324.837496 + Penalty 4689.682897 = -323635.154599 nChanged 2868 SP:Iteration 1F (1285.370591 sec): 3 clusters Score: Raw -329878.825008 + Penalty 4689.682897 = -325189.142111 nChanged 503 SP:Iteration 2F (1285.487661 sec): 3 clusters Score: Raw -330133.333999 + Penalty 4689.682897 = -325443.651101 nChanged 354 SP:Iteration 3Q (1285.602932 sec): 3 clusters Score: Raw -330298.938056 + Penalty 4689.682897 = -325609.255159 nChanged 276 SP:Iteration 4Q (1285.730347 sec): 3 clusters Score: Raw -330427.129026 + Penalty 4689.682897 = -325737.446129 nChanged 223 SP:Iteration 5Q (1285.852169 sec): 3 clusters Score: Raw -330528.875826 + Penalty 4689.682897 = -325839.192928 nChanged 181 SP:Iteration 6Q (1285.974463 sec): 3 clusters Score: Raw -330604.172270 + Penalty 4689.682897 = -325914.489372 nChanged 143 SP:Iteration 7Q (1286.086141 sec): 3 clusters Score: Raw -330663.111121 + Penalty 4689.682897 = -325973.428224 nChanged 138 SP:Iteration 8Q (1286.219535 sec): 3 clusters Score: Raw -330727.305969 + Penalty 4689.682897 = -326037.623072 nChanged 145 SP:Iteration 9Q (1286.344587 sec): 3 clusters Score: Raw -330786.264317 + Penalty 4689.682897 = -326096.581420 nChanged 153 SP:Iteration 10Q (1286.460226 sec): 3 clusters Score: Raw -330858.865930 + Penalty 4689.682897 = -326169.183033 nChanged 163 SP:Iteration 11Q (1286.594985 sec): 3 clusters Score: Raw -330946.946938 + Penalty 4689.682897 = -326257.264041 nChanged 184 SP:Iteration 12Q (1286.708407 sec): 3 clusters Score: Raw -331038.763260 + Penalty 4689.682897 = -326349.080363 nChanged 173 SP:Iteration 13Q (1286.832442 sec): 3 clusters Score: Raw -331119.894205 + Penalty 4689.682897 = -326430.211308 nChanged 161 SP:Iteration 14Q (1286.947394 sec): 3 clusters Score: Raw -331204.984188 + Penalty 4689.682897 = -326515.301290 nChanged 157 SP:Iteration 15Q (1287.064280 sec): 3 clusters Score: Raw -331305.943512 + Penalty 4689.682897 = -326616.260615 nChanged 176 SP:Iteration 16Q (1287.191757 sec): 3 clusters Score: Raw -331433.603613 + Penalty 4689.682897 = -326743.920716 nChanged 171 SP:Iteration 17Q (1287.327420 sec): 3 clusters Score: Raw -331558.035260 + Penalty 4689.682897 = -326868.352363 nChanged 143 SP:Iteration 18Q (1287.449364 sec): 3 clusters Score: Raw -331659.551198 + Penalty 4689.682897 = -326969.868300 nChanged 137 SP:Iteration 19Q (1287.582629 sec): 3 clusters Score: Raw -331762.441577 + Penalty 4689.682897 = -327072.758680 nChanged 111 SP:Iteration 20F (1287.688639 sec): 3 clusters Score: Raw -331841.254309 + Penalty 4689.682897 = -327151.571412 nChanged 87 SP:Iteration 21Q (1287.848384 sec): 3 clusters Score: Raw -331902.238568 + Penalty 4689.682897 = -327212.555671 nChanged 63 SP:Iteration 22Q (1287.948919 sec): 3 clusters Score: Raw -331944.271599 + Penalty 4689.682897 = -327254.588702 nChanged 52 SP:Iteration 23Q (1288.072268 sec): 3 clusters Score: Raw -331977.771086 + Penalty 4689.682897 = -327288.088189 nChanged 47 SP:Iteration 24Q (1288.191036 sec): 3 clusters Score: Raw -332013.441382 + Penalty 4689.682897 = -327323.758484 nChanged 36 SP:Iteration 25Q (1288.312223 sec): 3 clusters Score: Raw -332039.993913 + Penalty 4689.682897 = -327350.311016 nChanged 26 SP:Iteration 26Q (1288.419351 sec): 3 clusters Score: Raw -332057.576427 + Penalty 4689.682897 = -327367.893530 nChanged 22 SP:Iteration 27Q (1288.522986 sec): 3 clusters Score: Raw -332070.657975 + Penalty 4689.682897 = -327380.975078 nChanged 17 SP:Iteration 28Q (1288.640128 sec): 3 clusters Score: Raw -332082.696507 + Penalty 4689.682897 = -327393.013609 nChanged 19 SP:Iteration 29Q (1288.771170 sec): 3 clusters Score: Raw -332101.733103 + Penalty 4689.682897 = -327412.050206 nChanged 18 SP:Iteration 30Q (1288.890224 sec): 3 clusters Score: Raw -332122.077459 + Penalty 4689.682897 = -327432.394562 nChanged 18 SP:Iteration 31Q (1289.055956 sec): 3 clusters Score: Raw -332142.973642 + Penalty 4689.682897 = -327453.290745 nChanged 13 SP:Iteration 32Q (1289.185256 sec): 3 clusters Score: Raw -332153.372708 + Penalty 4689.682897 = -327463.689811 nChanged 6 SP:Iteration 33Q (1289.295566 sec): 3 clusters Score: Raw -332157.943242 + Penalty 4689.682897 = -327468.260344 nChanged 3 SP:Iteration 34Q (1289.409822 sec): 3 clusters Score: Raw -332161.459421 + Penalty 4689.682897 = -327471.776524 nChanged 7 SP:Iteration 35Q (1289.563848 sec): 3 clusters Score: Raw -332168.134844 + Penalty 4689.682897 = -327478.451946 nChanged 12 SP:Iteration 36Q (1289.665041 sec): 3 clusters Score: Raw -332176.569826 + Penalty 4689.682897 = -327486.886929 nChanged 10 SP:Iteration 37Q (1289.756262 sec): 3 clusters Score: Raw -332185.589677 + Penalty 4689.682897 = -327495.906780 nChanged 10 SP:Iteration 38Q (1289.894371 sec): 3 clusters Score: Raw -332195.290908 + Penalty 4689.682897 = -327505.608011 nChanged 11 SP:Iteration 39Q (1290.015847 sec): 3 clusters Score: Raw -332204.958283 + Penalty 4689.682897 = -327515.275385 nChanged 9 SP:Iteration 40F (1290.164440 sec): 3 clusters Score: Raw -332213.450801 + Penalty 4689.682897 = -327523.767904 nChanged 10 SP:Iteration 41Q (1290.249964 sec): 3 clusters Score: Raw -332222.445624 + Penalty 4689.682897 = -327532.762727 nChanged 10 SP:Iteration 42Q (1290.365558 sec): 3 clusters Score: Raw -332229.434017 + Penalty 4689.682897 = -327539.751120 nChanged 8 SP:Iteration 43Q (1290.491705 sec): 3 clusters Score: Raw -332235.293592 + Penalty 4689.682897 = -327545.610695 nChanged 4 SP:Iteration 44Q (1290.602916 sec): 3 clusters Score: Raw -332237.979696 + Penalty 4689.682897 = -327548.296799 nChanged 1 SP:Iteration 45Q (1290.703278 sec): 3 clusters Score: Raw -332238.283629 + Penalty 4689.682897 = -327548.600732 nChanged 0 SP:Iteration 46F (1290.824931 sec): 3 clusters Score: Raw -332238.283629 + Penalty 4689.682897 = -327548.600732 nChanged 0 Iteration 20F (1291.658295 sec): 7 clusters Score: Raw -2929555.391692 + Penalty 17588.178590 = -2911967.213102 nChanged 1685 Iteration 21Q (1292.301187 sec): 7 clusters Score: Raw -2930234.846416 + Penalty 17588.178590 = -2912646.667827 nChanged 1586 Iteration 22Q (1292.980185 sec): 7 clusters Score: Raw -2930788.138014 + Penalty 17588.178590 = -2913199.959425 nChanged 1387 Iteration 23Q (1293.663101 sec): 7 clusters Score: Raw -2931236.986414 + Penalty 17588.178590 = -2913648.807824 nChanged 1212 Iteration 24Q (1294.368702 sec): 7 clusters Score: Raw -2931603.234451 + Penalty 17588.178590 = -2914015.055862 nChanged 1112 Iteration 25Q (1295.100185 sec): 7 clusters Score: Raw -2931925.435727 + Penalty 17588.178590 = -2914337.257138 nChanged 1055 Iteration 26Q (1295.832297 sec): 7 clusters Score: Raw -2932194.619480 + Penalty 17588.178590 = -2914606.440890 nChanged 896 Iteration 27Q (1296.537147 sec): 7 clusters Score: Raw -2932416.382762 + Penalty 17588.178590 = -2914828.204173 nChanged 856 Iteration 28Q (1297.245714 sec): 7 clusters Score: Raw -2932625.285477 + Penalty 17588.178590 = -2915037.106888 nChanged 765 Iteration 29Q (1297.943288 sec): 7 clusters Score: Raw -2932791.091229 + Penalty 17588.178590 = -2915202.912639 nChanged 670 Iteration 30Q (1298.617611 sec): 7 clusters Score: Raw -2932924.955545 + Penalty 17588.178590 = -2915336.776956 nChanged 630 Iteration 31Q (1299.262208 sec): 7 clusters Score: Raw -2933037.725494 + Penalty 17588.178590 = -2915449.546904 nChanged 533 Iteration 32Q (1299.954074 sec): 7 clusters Score: Raw -2933125.192100 + Penalty 17588.178590 = -2915537.013510 nChanged 465 Iteration 33Q (1300.614225 sec): 7 clusters Score: Raw -2933199.606419 + Penalty 17588.178590 = -2915611.427830 nChanged 448 Iteration 34Q (1301.236996 sec): 7 clusters Score: Raw -2933273.674586 + Penalty 17588.178590 = -2915685.495997 nChanged 444 Iteration 35Q (1301.921669 sec): 7 clusters Score: Raw -2933347.891629 + Penalty 17588.178590 = -2915759.713040 nChanged 386 Iteration 36Q (1302.598711 sec): 7 clusters Score: Raw -2933408.806217 + Penalty 17588.178590 = -2915820.627627 nChanged 363 Iteration 37Q (1303.265786 sec): 7 clusters Score: Raw -2933461.538463 + Penalty 17588.178590 = -2915873.359874 nChanged 362 Iteration 38Q (1303.949260 sec): 7 clusters Score: Raw -2933510.727248 + Penalty 17588.178590 = -2915922.548659 nChanged 301 Iteration 39Q (1304.606969 sec): 7 clusters Score: Raw -2933553.643235 + Penalty 17588.178590 = -2915965.464645 nChanged 270 Iteration 40F (1305.394378 sec): 7 clusters Score: Raw -2933595.094661 + Penalty 17588.178590 = -2916006.916072 nChanged 265 Iteration 41Q (1306.053650 sec): 7 clusters Score: Raw -2933634.908180 + Penalty 17588.178590 = -2916046.729590 nChanged 265 Iteration 42Q (1306.720281 sec): 7 clusters Score: Raw -2933676.556354 + Penalty 17588.178590 = -2916088.377765 nChanged 264 Iteration 43Q (1307.372075 sec): 7 clusters Score: Raw -2933718.435163 + Penalty 17588.178590 = -2916130.256573 nChanged 240 Iteration 44Q (1308.063994 sec): 7 clusters Score: Raw -2933756.014855 + Penalty 17588.178590 = -2916167.836265 nChanged 237 Iteration 45Q (1308.782212 sec): 7 clusters Score: Raw -2933786.627175 + Penalty 17588.178590 = -2916198.448585 nChanged 210 Iteration 46Q (1309.444741 sec): 7 clusters Score: Raw -2933815.442744 + Penalty 17588.178590 = -2916227.264155 nChanged 206 Iteration 47Q (1310.095214 sec): 7 clusters Score: Raw -2933842.785345 + Penalty 17588.178590 = -2916254.606755 nChanged 187 Iteration 48Q (1310.807075 sec): 7 clusters Score: Raw -2933864.881177 + Penalty 17588.178590 = -2916276.702587 nChanged 162 Iteration 49Q (1311.494849 sec): 7 clusters Score: Raw -2933883.244443 + Penalty 17588.178590 = -2916295.065853 nChanged 144 Iteration 50Q (1312.157003 sec): 7 clusters Score: Raw -2933899.322703 + Penalty 17588.178590 = -2916311.144113 nChanged 152 Iteration 51Q (1312.834757 sec): 7 clusters Score: Raw -2933919.665323 + Penalty 17588.178590 = -2916331.486733 nChanged 162 Iteration 52Q (1313.508646 sec): 7 clusters Score: Raw -2933940.198342 + Penalty 17588.178590 = -2916352.019752 nChanged 151 Iteration 53Q (1314.204502 sec): 7 clusters Score: Raw -2933959.038201 + Penalty 17588.178590 = -2916370.859612 nChanged 142 Iteration 54Q (1314.890247 sec): 7 clusters Score: Raw -2933978.420937 + Penalty 17588.178590 = -2916390.242348 nChanged 160 Iteration 55Q (1315.566358 sec): 7 clusters Score: Raw -2934000.323558 + Penalty 17588.178590 = -2916412.144968 nChanged 151 Iteration 56Q (1316.259717 sec): 7 clusters Score: Raw -2934018.834334 + Penalty 17588.178590 = -2916430.655744 nChanged 131 Iteration 57Q (1316.890762 sec): 7 clusters Score: Raw -2934035.513231 + Penalty 17588.178590 = -2916447.334641 nChanged 111 Iteration 58Q (1317.569151 sec): 7 clusters Score: Raw -2934049.934378 + Penalty 17588.178590 = -2916461.755788 nChanged 124 Writing temp clu file Because OldScore, -2916447.334641, is greater than current (better) Score,-2916461.755788 Compute initial score before splitting: Score: Raw -2934049.934378 + Penalty 17588.178590 = -2916461.755788 Trying to split cluster 1 (11240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1317.737193 sec): 2 clusters Score: Raw -454002.116574 + Penalty 2462.389809 = -451539.726766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1317.852807 sec): 3 clusters Score: Raw -447936.351141 + Penalty 4924.779617 = -443011.571523 nChanged 4733 SP:Iteration 1F (1318.002363 sec): 3 clusters Score: Raw -450780.230492 + Penalty 4924.779617 = -445855.450875 nChanged 947 SP:Iteration 2F (1318.169115 sec): 3 clusters Score: Raw -451443.956544 + Penalty 4924.779617 = -446519.176927 nChanged 792 SP:Iteration 3F (1318.277677 sec): 3 clusters Score: Raw -451959.683661 + Penalty 4924.779617 = -447034.904044 nChanged 634 SP:Iteration 4F (1318.411843 sec): 3 clusters Score: Raw -452374.831434 + Penalty 4924.779617 = -447450.051816 nChanged 561 SP:Iteration 5Q (1318.547922 sec): 3 clusters Score: Raw -452710.642994 + Penalty 4924.779617 = -447785.863377 nChanged 526 SP:Iteration 6Q (1318.702024 sec): 3 clusters Score: Raw -453042.713125 + Penalty 4924.779617 = -448117.933508 nChanged 460 SP:Iteration 7Q (1318.809527 sec): 3 clusters Score: Raw -453344.407823 + Penalty 4924.779617 = -448419.628206 nChanged 407 SP:Iteration 8Q (1318.951975 sec): 3 clusters Score: Raw -453634.695018 + Penalty 4924.779617 = -448709.915401 nChanged 370 SP:Iteration 9Q (1319.084905 sec): 3 clusters Score: Raw -453892.062502 + Penalty 4924.779617 = -448967.282884 nChanged 311 SP:Iteration 10Q (1319.218555 sec): 3 clusters Score: Raw -454092.034207 + Penalty 4924.779617 = -449167.254589 nChanged 263 SP:Iteration 11Q (1319.358366 sec): 3 clusters Score: Raw -454250.373514 + Penalty 4924.779617 = -449325.593897 nChanged 225 SP:Iteration 12Q (1319.477352 sec): 3 clusters Score: Raw -454372.287398 + Penalty 4924.779617 = -449447.507781 nChanged 182 SP:Iteration 13Q (1319.630685 sec): 3 clusters Score: Raw -454465.201123 + Penalty 4924.779617 = -449540.421505 nChanged 152 SP:Iteration 14Q (1319.742327 sec): 3 clusters Score: Raw -454538.575820 + Penalty 4924.779617 = -449613.796203 nChanged 109 SP:Iteration 15Q (1319.891287 sec): 3 clusters Score: Raw -454586.312136 + Penalty 4924.779617 = -449661.532519 nChanged 99 SP:Iteration 16Q (1320.051836 sec): 3 clusters Score: Raw -454626.837318 + Penalty 4924.779617 = -449702.057701 nChanged 66 SP:Iteration 17Q (1320.164413 sec): 3 clusters Score: Raw -454655.587866 + Penalty 4924.779617 = -449730.808249 nChanged 65 SP:Iteration 18Q (1320.309598 sec): 3 clusters Score: Raw -454680.318201 + Penalty 4924.779617 = -449755.538583 nChanged 48 SP:Iteration 19Q (1320.442847 sec): 3 clusters Score: Raw -454695.870592 + Penalty 4924.779617 = -449771.090974 nChanged 35 SP:Iteration 20F (1320.583241 sec): 3 clusters Score: Raw -454705.714765 + Penalty 4924.779617 = -449780.935147 nChanged 31 SP:Iteration 21Q (1320.705296 sec): 3 clusters Score: Raw -454715.342278 + Penalty 4924.779617 = -449790.562661 nChanged 27 SP:Iteration 22Q (1320.846599 sec): 3 clusters Score: Raw -454723.667631 + Penalty 4924.779617 = -449798.888014 nChanged 22 SP:Iteration 23Q (1320.975171 sec): 3 clusters Score: Raw -454730.544506 + Penalty 4924.779617 = -449805.764889 nChanged 19 SP:Iteration 24Q (1321.075136 sec): 3 clusters Score: Raw -454736.461614 + Penalty 4924.779617 = -449811.681997 nChanged 13 SP:Iteration 25Q (1321.206187 sec): 3 clusters Score: Raw -454739.686612 + Penalty 4924.779617 = -449814.906994 nChanged 20 SP:Iteration 26Q (1321.340990 sec): 3 clusters Score: Raw -454743.742576 + Penalty 4924.779617 = -449818.962959 nChanged 7 SP:Iteration 27Q (1321.468817 sec): 3 clusters Score: Raw -454746.291590 + Penalty 4924.779617 = -449821.511972 nChanged 9 SP:Iteration 28Q (1321.609629 sec): 3 clusters Score: Raw -454748.714242 + Penalty 4924.779617 = -449823.934625 nChanged 8 SP:Iteration 29Q (1321.755107 sec): 3 clusters Score: Raw -454751.081929 + Penalty 4924.779617 = -449826.302312 nChanged 9 SP:Iteration 30Q (1321.879858 sec): 3 clusters Score: Raw -454753.773816 + Penalty 4924.779617 = -449828.994199 nChanged 11 SP:Iteration 31Q (1322.021731 sec): 3 clusters Score: Raw -454756.264037 + Penalty 4924.779617 = -449831.484420 nChanged 10 SP:Iteration 32Q (1322.154007 sec): 3 clusters Score: Raw -454758.801613 + Penalty 4924.779617 = -449834.021996 nChanged 9 SP:Iteration 33Q (1322.274183 sec): 3 clusters Score: Raw -454761.492832 + Penalty 4924.779617 = -449836.713215 nChanged 13 SP:Iteration 34Q (1322.409521 sec): 3 clusters Score: Raw -454764.835979 + Penalty 4924.779617 = -449840.056362 nChanged 14 SP:Iteration 35Q (1322.561793 sec): 3 clusters Score: Raw -454767.834341 + Penalty 4924.779617 = -449843.054724 nChanged 12 SP:Iteration 36Q (1322.690034 sec): 3 clusters Score: Raw -454770.561049 + Penalty 4924.779617 = -449845.781432 nChanged 11 SP:Iteration 37Q (1322.808225 sec): 3 clusters Score: Raw -454773.955762 + Penalty 4924.779617 = -449849.176145 nChanged 16 SP:Iteration 38Q (1322.932759 sec): 3 clusters Score: Raw -454778.604152 + Penalty 4924.779617 = -449853.824534 nChanged 16 SP:Iteration 39Q (1323.062180 sec): 3 clusters Score: Raw -454783.396076 + Penalty 4924.779617 = -449858.616459 nChanged 14 SP:Iteration 40F (1323.185309 sec): 3 clusters Score: Raw -454787.409246 + Penalty 4924.779617 = -449862.629629 nChanged 15 SP:Iteration 41Q (1323.316110 sec): 3 clusters Score: Raw -454790.441147 + Penalty 4924.779617 = -449865.661529 nChanged 7 SP:Iteration 42Q (1323.469713 sec): 3 clusters Score: Raw -454793.141102 + Penalty 4924.779617 = -449868.361485 nChanged 6 SP:Iteration 43Q (1323.590571 sec): 3 clusters Score: Raw -454794.192378 + Penalty 4924.779617 = -449869.412761 nChanged 3 SP:Iteration 44Q (1323.754594 sec): 3 clusters Score: Raw -454794.714107 + Penalty 4924.779617 = -449869.934490 nChanged 1 SP:Iteration 45Q (1323.893987 sec): 3 clusters Score: Raw -454794.849123 + Penalty 4924.779617 = -449870.069506 nChanged 2 SP:Iteration 46Q (1324.018729 sec): 3 clusters Score: Raw -454795.378813 + Penalty 4924.779617 = -449870.599196 nChanged 3 SP:Iteration 47Q (1324.161787 sec): 3 clusters Score: Raw -454795.872881 + Penalty 4924.779617 = -449871.093264 nChanged 1 SP:Iteration 48Q (1324.280401 sec): 3 clusters Score: Raw -454795.997034 + Penalty 4924.779617 = -449871.217417 nChanged 0 SP:Iteration 49F (1324.439820 sec): 3 clusters Score: Raw -454795.997034 + Penalty 4924.779617 = -449871.217417 nChanged 0 Trying to split cluster 2 (7577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1324.493449 sec): 2 clusters Score: Raw -333439.433918 + Penalty 2358.278372 = -331081.155546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1324.649141 sec): 3 clusters Score: Raw -329641.875751 + Penalty 4716.556744 = -324925.319007 nChanged 3002 SP:Iteration 1F (1324.742835 sec): 3 clusters Score: Raw -331378.680126 + Penalty 4716.556744 = -326662.123382 nChanged 594 SP:Iteration 2F (1324.879317 sec): 3 clusters Score: Raw -331740.788101 + Penalty 4716.556744 = -327024.231357 nChanged 413 SP:Iteration 3F (1325.000636 sec): 3 clusters Score: Raw -331989.844972 + Penalty 4716.556744 = -327273.288228 nChanged 373 SP:Iteration 4Q (1325.144102 sec): 3 clusters Score: Raw -332254.646027 + Penalty 4716.556744 = -327538.089283 nChanged 358 SP:Iteration 5Q (1325.253891 sec): 3 clusters Score: Raw -332507.219706 + Penalty 4716.556744 = -327790.662962 nChanged 335 SP:Iteration 6Q (1325.400966 sec): 3 clusters Score: Raw -332761.558365 + Penalty 4716.556744 = -328045.001621 nChanged 349 SP:Iteration 7Q (1325.530293 sec): 3 clusters Score: Raw -333013.860910 + Penalty 4716.556744 = -328297.304165 nChanged 336 SP:Iteration 8Q (1325.645105 sec): 3 clusters Score: Raw -333303.194521 + Penalty 4716.556744 = -328586.637777 nChanged 335 SP:Iteration 9Q (1325.774227 sec): 3 clusters Score: Raw -333624.918245 + Penalty 4716.556744 = -328908.361500 nChanged 322 SP:Iteration 10Q (1325.880851 sec): 3 clusters Score: Raw -333895.853581 + Penalty 4716.556744 = -329179.296837 nChanged 286 SP:Iteration 11Q (1326.017127 sec): 3 clusters Score: Raw -334098.046604 + Penalty 4716.556744 = -329381.489860 nChanged 221 SP:Iteration 12Q (1326.130377 sec): 3 clusters Score: Raw -334225.891832 + Penalty 4716.556744 = -329509.335087 nChanged 163 SP:Iteration 13Q (1326.279036 sec): 3 clusters Score: Raw -334298.787071 + Penalty 4716.556744 = -329582.230327 nChanged 149 SP:Iteration 14Q (1326.377256 sec): 3 clusters Score: Raw -334369.136678 + Penalty 4716.556744 = -329652.579933 nChanged 124 SP:Iteration 15Q (1326.525508 sec): 3 clusters Score: Raw -334421.158635 + Penalty 4716.556744 = -329704.601890 nChanged 101 SP:Iteration 16Q (1326.641259 sec): 3 clusters Score: Raw -334461.815793 + Penalty 4716.556744 = -329745.259049 nChanged 102 SP:Iteration 17Q (1326.759706 sec): 3 clusters Score: Raw -334496.067295 + Penalty 4716.556744 = -329779.510551 nChanged 69 SP:Iteration 18Q (1326.888549 sec): 3 clusters Score: Raw -334513.976757 + Penalty 4716.556744 = -329797.420012 nChanged 45 SP:Iteration 19Q (1327.032505 sec): 3 clusters Score: Raw -334524.356726 + Penalty 4716.556744 = -329807.799982 nChanged 31 SP:Iteration 20F (1327.132691 sec): 3 clusters Score: Raw -334530.157104 + Penalty 4716.556744 = -329813.600360 nChanged 23 SP:Iteration 21Q (1327.279896 sec): 3 clusters Score: Raw -334534.729701 + Penalty 4716.556744 = -329818.172957 nChanged 21 SP:Iteration 22Q (1327.386032 sec): 3 clusters Score: Raw -334539.540975 + Penalty 4716.556744 = -329822.984231 nChanged 16 SP:Iteration 23Q (1327.538182 sec): 3 clusters Score: Raw -334542.102457 + Penalty 4716.556744 = -329825.545713 nChanged 12 SP:Iteration 24Q (1327.638164 sec): 3 clusters Score: Raw -334544.409675 + Penalty 4716.556744 = -329827.852931 nChanged 10 SP:Iteration 25Q (1327.792743 sec): 3 clusters Score: Raw -334546.893326 + Penalty 4716.556744 = -329830.336582 nChanged 7 SP:Iteration 26Q (1327.884286 sec): 3 clusters Score: Raw -334548.337377 + Penalty 4716.556744 = -329831.780632 nChanged 9 SP:Iteration 27Q (1328.008842 sec): 3 clusters Score: Raw -334549.632368 + Penalty 4716.556744 = -329833.075624 nChanged 9 SP:Iteration 28Q (1328.136381 sec): 3 clusters Score: Raw -334551.047387 + Penalty 4716.556744 = -329834.490642 nChanged 7 SP:Iteration 29Q (1328.264408 sec): 3 clusters Score: Raw -334552.209837 + Penalty 4716.556744 = -329835.653093 nChanged 9 SP:Iteration 30Q (1328.373895 sec): 3 clusters Score: Raw -334553.369695 + Penalty 4716.556744 = -329836.812951 nChanged 5 SP:Iteration 31Q (1328.489774 sec): 3 clusters Score: Raw -334554.640797 + Penalty 4716.556744 = -329838.084053 nChanged 5 SP:Iteration 32Q (1328.615530 sec): 3 clusters Score: Raw -334555.700835 + Penalty 4716.556744 = -329839.144090 nChanged 5 SP:Iteration 33Q (1328.740345 sec): 3 clusters Score: Raw -334556.324185 + Penalty 4716.556744 = -329839.767441 nChanged 5 SP:Iteration 34Q (1328.840992 sec): 3 clusters Score: Raw -334557.379200 + Penalty 4716.556744 = -329840.822456 nChanged 2 SP:Iteration 35Q (1328.971103 sec): 3 clusters Score: Raw -334557.585184 + Penalty 4716.556744 = -329841.028440 nChanged 3 SP:Iteration 36Q (1329.064211 sec): 3 clusters Score: Raw -334558.218588 + Penalty 4716.556744 = -329841.661844 nChanged 2 SP:Iteration 37Q (1329.188755 sec): 3 clusters Score: Raw -334558.627792 + Penalty 4716.556744 = -329842.071048 nChanged 4 SP:Iteration 38Q (1329.304461 sec): 3 clusters Score: Raw -334559.089970 + Penalty 4716.556744 = -329842.533225 nChanged 2 SP:Iteration 39Q (1329.422056 sec): 3 clusters Score: Raw -334559.507018 + Penalty 4716.556744 = -329842.950274 nChanged 2 SP:Iteration 40F (1329.543468 sec): 3 clusters Score: Raw -334559.715975 + Penalty 4716.556744 = -329843.159230 nChanged 1 SP:Iteration 41Q (1329.675727 sec): 3 clusters Score: Raw -334559.758701 + Penalty 4716.556744 = -329843.201957 nChanged 0 SP:Iteration 42F (1329.796140 sec): 3 clusters Score: Raw -334559.758701 + Penalty 4716.556744 = -329843.201957 nChanged 0 Trying to split cluster 3 (26962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1329.954040 sec): 2 clusters Score: Raw -1255449.308234 + Penalty 2693.376509 = -1252755.931725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1330.129490 sec): 3 clusters Score: Raw -1239514.121921 + Penalty 5386.753018 = -1234127.368903 nChanged 12062 SP:Iteration 1F (1330.300522 sec): 3 clusters Score: Raw -1246105.347006 + Penalty 5386.753018 = -1240718.593988 nChanged 1532 SP:Iteration 2F (1330.479596 sec): 3 clusters Score: Raw -1246739.581531 + Penalty 5386.753018 = -1241352.828513 nChanged 1479 SP:Iteration 3F (1330.667273 sec): 3 clusters Score: Raw -1247392.970370 + Penalty 5386.753018 = -1242006.217352 nChanged 1448 SP:Iteration 4F (1330.863831 sec): 3 clusters Score: Raw -1248064.373604 + Penalty 5386.753018 = -1242677.620586 nChanged 1445 SP:Iteration 5F (1331.018850 sec): 3 clusters Score: Raw -1248797.451275 + Penalty 5386.753018 = -1243410.698257 nChanged 1475 SP:Iteration 6F (1331.182427 sec): 3 clusters Score: Raw -1249601.673628 + Penalty 5386.753018 = -1244214.920610 nChanged 1418 SP:Iteration 7F (1331.359352 sec): 3 clusters Score: Raw -1250412.393437 + Penalty 5386.753018 = -1245025.640419 nChanged 1390 SP:Iteration 8F (1331.559826 sec): 3 clusters Score: Raw -1251201.691704 + Penalty 5386.753018 = -1245814.938686 nChanged 1250 SP:Iteration 9Q (1331.717770 sec): 3 clusters Score: Raw -1251937.649884 + Penalty 5386.753018 = -1246550.896866 nChanged 1124 SP:Iteration 10Q (1331.917758 sec): 3 clusters Score: Raw -1252644.711041 + Penalty 5386.753018 = -1247257.958023 nChanged 1030 SP:Iteration 11Q (1332.105400 sec): 3 clusters Score: Raw -1253296.345763 + Penalty 5386.753018 = -1247909.592745 nChanged 849 SP:Iteration 12Q (1332.263847 sec): 3 clusters Score: Raw -1253878.665511 + Penalty 5386.753018 = -1248491.912493 nChanged 769 SP:Iteration 13Q (1332.446474 sec): 3 clusters Score: Raw -1254448.869666 + Penalty 5386.753018 = -1249062.116648 nChanged 615 SP:Iteration 14Q (1332.619945 sec): 3 clusters Score: Raw -1254904.249347 + Penalty 5386.753018 = -1249517.496329 nChanged 435 SP:Iteration 15Q (1332.808566 sec): 3 clusters Score: Raw -1255234.290330 + Penalty 5386.753018 = -1249847.537312 nChanged 279 SP:Iteration 16Q (1332.974206 sec): 3 clusters Score: Raw -1255446.730232 + Penalty 5386.753018 = -1250059.977214 nChanged 203 SP:Iteration 17Q (1333.137079 sec): 3 clusters Score: Raw -1255592.493171 + Penalty 5386.753018 = -1250205.740153 nChanged 130 SP:Iteration 18Q (1333.296444 sec): 3 clusters Score: Raw -1255686.699889 + Penalty 5386.753018 = -1250299.946871 nChanged 101 SP:Iteration 19Q (1333.498206 sec): 3 clusters Score: Raw -1255758.523337 + Penalty 5386.753018 = -1250371.770319 nChanged 70 SP:Iteration 20F (1333.653621 sec): 3 clusters Score: Raw -1255805.077294 + Penalty 5386.753018 = -1250418.324276 nChanged 63 SP:Iteration 21Q (1333.830452 sec): 3 clusters Score: Raw -1255862.670881 + Penalty 5386.753018 = -1250475.917863 nChanged 45 SP:Iteration 22Q (1333.976589 sec): 3 clusters Score: Raw -1255907.515836 + Penalty 5386.753018 = -1250520.762818 nChanged 46 SP:Iteration 23Q (1334.163179 sec): 3 clusters Score: Raw -1255946.134435 + Penalty 5386.753018 = -1250559.381417 nChanged 36 SP:Iteration 24Q (1334.318727 sec): 3 clusters Score: Raw -1255976.658592 + Penalty 5386.753018 = -1250589.905573 nChanged 31 SP:Iteration 25Q (1334.477277 sec): 3 clusters Score: Raw -1256000.610094 + Penalty 5386.753018 = -1250613.857076 nChanged 23 SP:Iteration 26Q (1334.643704 sec): 3 clusters Score: Raw -1256015.302275 + Penalty 5386.753018 = -1250628.549257 nChanged 13 SP:Iteration 27Q (1334.820841 sec): 3 clusters Score: Raw -1256024.188244 + Penalty 5386.753018 = -1250637.435226 nChanged 12 SP:Iteration 28Q (1334.989080 sec): 3 clusters Score: Raw -1256033.459050 + Penalty 5386.753018 = -1250646.706032 nChanged 5 SP:Iteration 29Q (1335.162727 sec): 3 clusters Score: Raw -1256037.401369 + Penalty 5386.753018 = -1250650.648351 nChanged 6 SP:Iteration 30Q (1335.338660 sec): 3 clusters Score: Raw -1256042.941716 + Penalty 5386.753018 = -1250656.188698 nChanged 9 SP:Iteration 31Q (1335.510882 sec): 3 clusters Score: Raw -1256049.649783 + Penalty 5386.753018 = -1250662.896765 nChanged 5 SP:Iteration 32Q (1335.680899 sec): 3 clusters Score: Raw -1256052.966437 + Penalty 5386.753018 = -1250666.213419 nChanged 5 SP:Iteration 33Q (1335.875267 sec): 3 clusters Score: Raw -1256057.696725 + Penalty 5386.753018 = -1250670.943707 nChanged 6 SP:Iteration 34Q (1336.011935 sec): 3 clusters Score: Raw -1256062.496656 + Penalty 5386.753018 = -1250675.743638 nChanged 8 SP:Iteration 35Q (1336.187562 sec): 3 clusters Score: Raw -1256070.215150 + Penalty 5386.753018 = -1250683.462132 nChanged 8 SP:Iteration 36Q (1336.350280 sec): 3 clusters Score: Raw -1256077.479354 + Penalty 5386.753018 = -1250690.726336 nChanged 10 SP:Iteration 37Q (1336.531567 sec): 3 clusters Score: Raw -1256086.614207 + Penalty 5386.753018 = -1250699.861189 nChanged 10 SP:Iteration 38Q (1336.666790 sec): 3 clusters Score: Raw -1256095.931158 + Penalty 5386.753018 = -1250709.178140 nChanged 8 SP:Iteration 39Q (1336.854727 sec): 3 clusters Score: Raw -1256103.056017 + Penalty 5386.753018 = -1250716.302999 nChanged 5 SP:Iteration 40F (1337.025116 sec): 3 clusters Score: Raw -1256106.253287 + Penalty 5386.753018 = -1250719.500269 nChanged 3 SP:Iteration 41Q (1337.173156 sec): 3 clusters Score: Raw -1256108.477690 + Penalty 5386.753018 = -1250721.724672 nChanged 4 SP:Iteration 42Q (1337.363446 sec): 3 clusters Score: Raw -1256110.102270 + Penalty 5386.753018 = -1250723.349252 nChanged 4 SP:Iteration 43Q (1337.534243 sec): 3 clusters Score: Raw -1256112.520981 + Penalty 5386.753018 = -1250725.767963 nChanged 2 SP:Iteration 44Q (1337.686604 sec): 3 clusters Score: Raw -1256114.289445 + Penalty 5386.753018 = -1250727.536427 nChanged 2 SP:Iteration 45Q (1337.833364 sec): 3 clusters Score: Raw -1256115.888095 + Penalty 5386.753018 = -1250729.135077 nChanged 1 SP:Iteration 46Q (1338.033535 sec): 3 clusters Score: Raw -1256116.152195 + Penalty 5386.753018 = -1250729.399177 nChanged 0 SP:Iteration 47F (1338.209011 sec): 3 clusters Score: Raw -1256116.152195 + Penalty 5386.753018 = -1250729.399177 nChanged 0 Trying to split cluster 4 (10021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1338.306679 sec): 2 clusters Score: Raw -507925.438751 + Penalty 2432.083677 = -505493.355074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1338.427143 sec): 3 clusters Score: Raw -502547.914563 + Penalty 4864.167354 = -497683.747210 nChanged 4145 SP:Iteration 1F (1338.557844 sec): 3 clusters Score: Raw -504770.833377 + Penalty 4864.167354 = -499906.666023 nChanged 665 SP:Iteration 2F (1338.717464 sec): 3 clusters Score: Raw -505084.397652 + Penalty 4864.167354 = -500220.230298 nChanged 489 SP:Iteration 3Q (1338.862058 sec): 3 clusters Score: Raw -505315.342124 + Penalty 4864.167354 = -500451.174770 nChanged 402 SP:Iteration 4Q (1338.998001 sec): 3 clusters Score: Raw -505489.778179 + Penalty 4864.167354 = -500625.610825 nChanged 352 SP:Iteration 5Q (1339.106932 sec): 3 clusters Score: Raw -505635.299164 + Penalty 4864.167354 = -500771.131810 nChanged 305 SP:Iteration 6Q (1339.258322 sec): 3 clusters Score: Raw -505755.317146 + Penalty 4864.167354 = -500891.149792 nChanged 255 SP:Iteration 7Q (1339.388476 sec): 3 clusters Score: Raw -505848.447295 + Penalty 4864.167354 = -500984.279941 nChanged 261 SP:Iteration 8Q (1339.514485 sec): 3 clusters Score: Raw -505956.042264 + Penalty 4864.167354 = -501091.874910 nChanged 293 SP:Iteration 9Q (1339.649386 sec): 3 clusters Score: Raw -506087.174768 + Penalty 4864.167354 = -501223.007415 nChanged 318 SP:Iteration 10Q (1339.782257 sec): 3 clusters Score: Raw -506258.294525 + Penalty 4864.167354 = -501394.127171 nChanged 338 SP:Iteration 11Q (1339.908782 sec): 3 clusters Score: Raw -506444.005618 + Penalty 4864.167354 = -501579.838264 nChanged 374 SP:Iteration 12Q (1340.062686 sec): 3 clusters Score: Raw -506659.959316 + Penalty 4864.167354 = -501795.791962 nChanged 369 SP:Iteration 13Q (1340.208085 sec): 3 clusters Score: Raw -506886.546051 + Penalty 4864.167354 = -502022.378697 nChanged 353 SP:Iteration 14Q (1340.316287 sec): 3 clusters Score: Raw -507107.951458 + Penalty 4864.167354 = -502243.784104 nChanged 283 SP:Iteration 15Q (1340.454948 sec): 3 clusters Score: Raw -507290.095453 + Penalty 4864.167354 = -502425.928099 nChanged 242 SP:Iteration 16Q (1340.577224 sec): 3 clusters Score: Raw -507446.562741 + Penalty 4864.167354 = -502582.395388 nChanged 197 SP:Iteration 17Q (1340.699490 sec): 3 clusters Score: Raw -507587.742832 + Penalty 4864.167354 = -502723.575479 nChanged 172 SP:Iteration 18Q (1340.848234 sec): 3 clusters Score: Raw -507711.359069 + Penalty 4864.167354 = -502847.191715 nChanged 126 SP:Iteration 19Q (1340.984128 sec): 3 clusters Score: Raw -507817.790430 + Penalty 4864.167354 = -502953.623076 nChanged 116 SP:Iteration 20F (1341.101105 sec): 3 clusters Score: Raw -507918.048424 + Penalty 4864.167354 = -503053.881070 nChanged 96 SP:Iteration 21Q (1341.245630 sec): 3 clusters Score: Raw -508002.079102 + Penalty 4864.167354 = -503137.911749 nChanged 71 SP:Iteration 22Q (1341.394587 sec): 3 clusters Score: Raw -508061.533595 + Penalty 4864.167354 = -503197.366241 nChanged 54 SP:Iteration 23Q (1341.528680 sec): 3 clusters Score: Raw -508103.736971 + Penalty 4864.167354 = -503239.569618 nChanged 43 SP:Iteration 24Q (1341.654682 sec): 3 clusters Score: Raw -508137.926526 + Penalty 4864.167354 = -503273.759172 nChanged 26 SP:Iteration 25Q (1341.771251 sec): 3 clusters Score: Raw -508158.361889 + Penalty 4864.167354 = -503294.194536 nChanged 22 SP:Iteration 26Q (1341.902173 sec): 3 clusters Score: Raw -508175.473832 + Penalty 4864.167354 = -503311.306478 nChanged 18 SP:Iteration 27Q (1342.045451 sec): 3 clusters Score: Raw -508189.678696 + Penalty 4864.167354 = -503325.511342 nChanged 16 SP:Iteration 28Q (1342.159116 sec): 3 clusters Score: Raw -508201.263945 + Penalty 4864.167354 = -503337.096591 nChanged 11 SP:Iteration 29Q (1342.282087 sec): 3 clusters Score: Raw -508208.902099 + Penalty 4864.167354 = -503344.734745 nChanged 10 SP:Iteration 30Q (1342.397150 sec): 3 clusters Score: Raw -508218.196334 + Penalty 4864.167354 = -503354.028980 nChanged 11 SP:Iteration 31Q (1342.528020 sec): 3 clusters Score: Raw -508226.342301 + Penalty 4864.167354 = -503362.174947 nChanged 8 SP:Iteration 32Q (1342.655518 sec): 3 clusters Score: Raw -508231.501157 + Penalty 4864.167354 = -503367.333804 nChanged 11 SP:Iteration 33Q (1342.784346 sec): 3 clusters Score: Raw -508239.560790 + Penalty 4864.167354 = -503375.393437 nChanged 10 SP:Iteration 34Q (1342.913052 sec): 3 clusters Score: Raw -508248.417652 + Penalty 4864.167354 = -503384.250298 nChanged 7 SP:Iteration 35Q (1343.075187 sec): 3 clusters Score: Raw -508254.386598 + Penalty 4864.167354 = -503390.219244 nChanged 5 SP:Iteration 36Q (1343.199746 sec): 3 clusters Score: Raw -508260.151755 + Penalty 4864.167354 = -503395.984402 nChanged 8 SP:Iteration 37Q (1343.318200 sec): 3 clusters Score: Raw -508267.238231 + Penalty 4864.167354 = -503403.070877 nChanged 6 SP:Iteration 38Q (1343.429062 sec): 3 clusters Score: Raw -508272.100439 + Penalty 4864.167354 = -503407.933086 nChanged 3 SP:Iteration 39Q (1343.563640 sec): 3 clusters Score: Raw -508274.048526 + Penalty 4864.167354 = -503409.881172 nChanged 2 SP:Iteration 40F (1343.711163 sec): 3 clusters Score: Raw -508275.451538 + Penalty 4864.167354 = -503411.284184 nChanged 4 SP:Iteration 41Q (1343.821474 sec): 3 clusters Score: Raw -508279.503717 + Penalty 4864.167354 = -503415.336364 nChanged 1 SP:Iteration 42Q (1343.956510 sec): 3 clusters Score: Raw -508279.964242 + Penalty 4864.167354 = -503415.796888 nChanged 0 SP:Iteration 43F (1344.087185 sec): 3 clusters Score: Raw -508279.964242 + Penalty 4864.167354 = -503415.796888 nChanged 0 Trying to split cluster 5 (6195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1344.170455 sec): 2 clusters Score: Raw -282559.052934 + Penalty 2305.115418 = -280253.937516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1344.278497 sec): 3 clusters Score: Raw -279529.952217 + Penalty 4610.230835 = -274919.721382 nChanged 2389 SP:Iteration 1F (1344.412504 sec): 3 clusters Score: Raw -280957.623607 + Penalty 4610.230835 = -276347.392771 nChanged 476 SP:Iteration 2F (1344.535915 sec): 3 clusters Score: Raw -281290.305052 + Penalty 4610.230835 = -276680.074217 nChanged 366 SP:Iteration 3F (1344.642695 sec): 3 clusters Score: Raw -281538.107239 + Penalty 4610.230835 = -276927.876403 nChanged 321 SP:Iteration 4F (1344.790859 sec): 3 clusters Score: Raw -281803.842967 + Penalty 4610.230835 = -277193.612132 nChanged 322 SP:Iteration 5F (1344.884596 sec): 3 clusters Score: Raw -282106.629904 + Penalty 4610.230835 = -277496.399068 nChanged 326 SP:Iteration 6F (1345.032980 sec): 3 clusters Score: Raw -282429.771522 + Penalty 4610.230835 = -277819.540687 nChanged 368 SP:Iteration 7F (1345.142021 sec): 3 clusters Score: Raw -282825.458056 + Penalty 4610.230835 = -278215.227221 nChanged 343 SP:Iteration 8F (1345.253099 sec): 3 clusters Score: Raw -283170.097763 + Penalty 4610.230835 = -278559.866927 nChanged 297 SP:Iteration 9Q (1345.367742 sec): 3 clusters Score: Raw -283421.474847 + Penalty 4610.230835 = -278811.244011 nChanged 216 SP:Iteration 10Q (1345.485049 sec): 3 clusters Score: Raw -283586.917378 + Penalty 4610.230835 = -278976.686543 nChanged 153 SP:Iteration 11Q (1345.613436 sec): 3 clusters Score: Raw -283672.289719 + Penalty 4610.230835 = -279062.058883 nChanged 105 SP:Iteration 12Q (1345.729503 sec): 3 clusters Score: Raw -283733.919807 + Penalty 4610.230835 = -279123.688972 nChanged 84 SP:Iteration 13Q (1345.843124 sec): 3 clusters Score: Raw -283784.385635 + Penalty 4610.230835 = -279174.154800 nChanged 79 SP:Iteration 14Q (1345.951687 sec): 3 clusters Score: Raw -283825.103771 + Penalty 4610.230835 = -279214.872936 nChanged 59 SP:Iteration 15Q (1346.082703 sec): 3 clusters Score: Raw -283854.729882 + Penalty 4610.230835 = -279244.499047 nChanged 41 SP:Iteration 16Q (1346.212404 sec): 3 clusters Score: Raw -283873.382839 + Penalty 4610.230835 = -279263.152004 nChanged 39 SP:Iteration 17Q (1346.304674 sec): 3 clusters Score: Raw -283889.015654 + Penalty 4610.230835 = -279278.784819 nChanged 23 SP:Iteration 18Q (1346.415408 sec): 3 clusters Score: Raw -283898.045362 + Penalty 4610.230835 = -279287.814527 nChanged 21 SP:Iteration 19Q (1346.542429 sec): 3 clusters Score: Raw -283907.554645 + Penalty 4610.230835 = -279297.323810 nChanged 21 SP:Iteration 20F (1346.638233 sec): 3 clusters Score: Raw -283914.126740 + Penalty 4610.230835 = -279303.895905 nChanged 13 SP:Iteration 21Q (1346.743201 sec): 3 clusters Score: Raw -283918.514138 + Penalty 4610.230835 = -279308.283303 nChanged 14 SP:Iteration 22Q (1346.860421 sec): 3 clusters Score: Raw -283924.353275 + Penalty 4610.230835 = -279314.122439 nChanged 18 SP:Iteration 23Q (1346.976653 sec): 3 clusters Score: Raw -283930.307708 + Penalty 4610.230835 = -279320.076872 nChanged 10 SP:Iteration 24Q (1347.102470 sec): 3 clusters Score: Raw -283933.888360 + Penalty 4610.230835 = -279323.657524 nChanged 7 SP:Iteration 25Q (1347.204417 sec): 3 clusters Score: Raw -283935.708022 + Penalty 4610.230835 = -279325.477187 nChanged 6 SP:Iteration 26Q (1347.323845 sec): 3 clusters Score: Raw -283937.484514 + Penalty 4610.230835 = -279327.253679 nChanged 4 SP:Iteration 27Q (1347.440699 sec): 3 clusters Score: Raw -283938.371285 + Penalty 4610.230835 = -279328.140450 nChanged 4 SP:Iteration 28Q (1347.583015 sec): 3 clusters Score: Raw -283939.426646 + Penalty 4610.230835 = -279329.195811 nChanged 5 SP:Iteration 29Q (1347.695741 sec): 3 clusters Score: Raw -283940.306104 + Penalty 4610.230835 = -279330.075268 nChanged 3 SP:Iteration 30Q (1347.803437 sec): 3 clusters Score: Raw -283941.104968 + Penalty 4610.230835 = -279330.874132 nChanged 4 SP:Iteration 31Q (1347.900830 sec): 3 clusters Score: Raw -283942.253849 + Penalty 4610.230835 = -279332.023014 nChanged 5 SP:Iteration 32Q (1348.024830 sec): 3 clusters Score: Raw -283943.509984 + Penalty 4610.230835 = -279333.279149 nChanged 3 SP:Iteration 33Q (1348.162032 sec): 3 clusters Score: Raw -283944.325680 + Penalty 4610.230835 = -279334.094844 nChanged 4 SP:Iteration 34Q (1348.274063 sec): 3 clusters Score: Raw -283944.897096 + Penalty 4610.230835 = -279334.666260 nChanged 3 SP:Iteration 35Q (1348.384887 sec): 3 clusters Score: Raw -283945.316214 + Penalty 4610.230835 = -279335.085379 nChanged 1 SP:Iteration 36Q (1348.507520 sec): 3 clusters Score: Raw -283945.556494 + Penalty 4610.230835 = -279335.325659 nChanged 1 SP:Iteration 37Q (1348.635680 sec): 3 clusters Score: Raw -283945.719877 + Penalty 4610.230835 = -279335.489042 nChanged 0 SP:Iteration 38F (1348.762821 sec): 3 clusters Score: Raw -283945.719877 + Penalty 4610.230835 = -279335.489042 nChanged 0 Trying to split cluster 6 (4418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1348.814838 sec): 2 clusters Score: Raw -207021.041032 + Penalty 2215.868789 = -204805.172242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1348.946126 sec): 3 clusters Score: Raw -204987.357710 + Penalty 4431.737579 = -200555.620131 nChanged 1584 SP:Iteration 1F (1349.061449 sec): 3 clusters Score: Raw -205896.805283 + Penalty 4431.737579 = -201465.067705 nChanged 348 SP:Iteration 2F (1349.147273 sec): 3 clusters Score: Raw -206110.623173 + Penalty 4431.737579 = -201678.885594 nChanged 210 SP:Iteration 3Q (1349.264656 sec): 3 clusters Score: Raw -206232.641630 + Penalty 4431.737579 = -201800.904051 nChanged 139 SP:Iteration 4Q (1349.399734 sec): 3 clusters Score: Raw -206304.236074 + Penalty 4431.737579 = -201872.498496 nChanged 118 SP:Iteration 5Q (1349.481492 sec): 3 clusters Score: Raw -206358.877791 + Penalty 4431.737579 = -201927.140213 nChanged 84 SP:Iteration 6Q (1349.603529 sec): 3 clusters Score: Raw -206399.588547 + Penalty 4431.737579 = -201967.850969 nChanged 78 SP:Iteration 7Q (1349.726486 sec): 3 clusters Score: Raw -206435.085529 + Penalty 4431.737579 = -202003.347950 nChanged 69 SP:Iteration 8Q (1349.848398 sec): 3 clusters Score: Raw -206468.974243 + Penalty 4431.737579 = -202037.236664 nChanged 54 SP:Iteration 9Q (1349.940360 sec): 3 clusters Score: Raw -206493.360745 + Penalty 4431.737579 = -202061.623167 nChanged 45 SP:Iteration 10Q (1350.071791 sec): 3 clusters Score: Raw -206513.473384 + Penalty 4431.737579 = -202081.735805 nChanged 38 SP:Iteration 11Q (1350.188169 sec): 3 clusters Score: Raw -206528.305050 + Penalty 4431.737579 = -202096.567472 nChanged 38 SP:Iteration 12Q (1350.288747 sec): 3 clusters Score: Raw -206543.723644 + Penalty 4431.737579 = -202111.986065 nChanged 43 SP:Iteration 13Q (1350.408651 sec): 3 clusters Score: Raw -206560.377839 + Penalty 4431.737579 = -202128.640260 nChanged 36 SP:Iteration 14Q (1350.536097 sec): 3 clusters Score: Raw -206576.567881 + Penalty 4431.737579 = -202144.830302 nChanged 38 SP:Iteration 15Q (1350.628703 sec): 3 clusters Score: Raw -206595.374914 + Penalty 4431.737579 = -202163.637335 nChanged 43 SP:Iteration 16Q (1350.764483 sec): 3 clusters Score: Raw -206611.909415 + Penalty 4431.737579 = -202180.171837 nChanged 40 SP:Iteration 17Q (1350.883328 sec): 3 clusters Score: Raw -206632.989890 + Penalty 4431.737579 = -202201.252311 nChanged 37 SP:Iteration 18Q (1350.981808 sec): 3 clusters Score: Raw -206649.284627 + Penalty 4431.737579 = -202217.547048 nChanged 34 SP:Iteration 19Q (1351.131366 sec): 3 clusters Score: Raw -206665.705162 + Penalty 4431.737579 = -202233.967583 nChanged 28 SP:Iteration 20F (1351.243262 sec): 3 clusters Score: Raw -206680.352017 + Penalty 4431.737579 = -202248.614438 nChanged 38 SP:Iteration 21Q (1351.370149 sec): 3 clusters Score: Raw -206698.280277 + Penalty 4431.737579 = -202266.542698 nChanged 37 SP:Iteration 22Q (1351.493664 sec): 3 clusters Score: Raw -206714.984030 + Penalty 4431.737579 = -202283.246451 nChanged 35 SP:Iteration 23Q (1351.601761 sec): 3 clusters Score: Raw -206730.778071 + Penalty 4431.737579 = -202299.040492 nChanged 25 SP:Iteration 24Q (1351.712680 sec): 3 clusters Score: Raw -206741.563815 + Penalty 4431.737579 = -202309.826237 nChanged 31 SP:Iteration 25Q (1351.848657 sec): 3 clusters Score: Raw -206754.538181 + Penalty 4431.737579 = -202322.800603 nChanged 26 SP:Iteration 26Q (1351.921933 sec): 3 clusters Score: Raw -206766.827435 + Penalty 4431.737579 = -202335.089856 nChanged 25 SP:Iteration 27Q (1352.072460 sec): 3 clusters Score: Raw -206783.550537 + Penalty 4431.737579 = -202351.812958 nChanged 33 SP:Iteration 28Q (1352.184294 sec): 3 clusters Score: Raw -206799.618415 + Penalty 4431.737579 = -202367.880836 nChanged 38 SP:Iteration 29Q (1352.288149 sec): 3 clusters Score: Raw -206819.443908 + Penalty 4431.737579 = -202387.706330 nChanged 32 SP:Iteration 30Q (1352.398130 sec): 3 clusters Score: Raw -206835.176730 + Penalty 4431.737579 = -202403.439151 nChanged 28 SP:Iteration 31Q (1352.495631 sec): 3 clusters Score: Raw -206848.797692 + Penalty 4431.737579 = -202417.060113 nChanged 33 SP:Iteration 32Q (1352.624956 sec): 3 clusters Score: Raw -206867.111260 + Penalty 4431.737579 = -202435.373681 nChanged 37 SP:Iteration 33Q (1352.739381 sec): 3 clusters Score: Raw -206891.578331 + Penalty 4431.737579 = -202459.840752 nChanged 39 SP:Iteration 34Q (1352.830398 sec): 3 clusters Score: Raw -206914.517391 + Penalty 4431.737579 = -202482.779812 nChanged 30 SP:Iteration 35Q (1352.956950 sec): 3 clusters Score: Raw -206930.928731 + Penalty 4431.737579 = -202499.191152 nChanged 26 SP:Iteration 36Q (1353.064339 sec): 3 clusters Score: Raw -206944.969668 + Penalty 4431.737579 = -202513.232089 nChanged 34 SP:Iteration 37Q (1353.171056 sec): 3 clusters Score: Raw -206964.038972 + Penalty 4431.737579 = -202532.301393 nChanged 25 SP:Iteration 38Q (1353.285776 sec): 3 clusters Score: Raw -206980.225103 + Penalty 4431.737579 = -202548.487524 nChanged 22 SP:Iteration 39Q (1353.399602 sec): 3 clusters Score: Raw -206992.988947 + Penalty 4431.737579 = -202561.251368 nChanged 12 SP:Iteration 40F (1353.535241 sec): 3 clusters Score: Raw -206998.351841 + Penalty 4431.737579 = -202566.614262 nChanged 10 SP:Iteration 41Q (1353.642691 sec): 3 clusters Score: Raw -207002.341668 + Penalty 4431.737579 = -202570.604090 nChanged 12 SP:Iteration 42Q (1353.773036 sec): 3 clusters Score: Raw -207009.080332 + Penalty 4431.737579 = -202577.342753 nChanged 11 SP:Iteration 43Q (1353.870895 sec): 3 clusters Score: Raw -207014.117137 + Penalty 4431.737579 = -202582.379558 nChanged 15 SP:Iteration 44Q (1353.989303 sec): 3 clusters Score: Raw -207023.716851 + Penalty 4431.737579 = -202591.979272 nChanged 14 SP:Iteration 45Q (1354.096336 sec): 3 clusters Score: Raw -207031.362620 + Penalty 4431.737579 = -202599.625041 nChanged 19 SP:Iteration 46Q (1354.210636 sec): 3 clusters Score: Raw -207044.105108 + Penalty 4431.737579 = -202612.367530 nChanged 20 SP:Iteration 47Q (1354.334152 sec): 3 clusters Score: Raw -207053.752428 + Penalty 4431.737579 = -202622.014849 nChanged 17 SP:Iteration 48Q (1354.442236 sec): 3 clusters Score: Raw -207061.327991 + Penalty 4431.737579 = -202629.590412 nChanged 13 SP:Iteration 49Q (1354.572065 sec): 3 clusters Score: Raw -207067.557577 + Penalty 4431.737579 = -202635.819998 nChanged 11 SP:Iteration 50Q (1354.684960 sec): 3 clusters Score: Raw -207073.501667 + Penalty 4431.737579 = -202641.764088 nChanged 8 SP:Iteration 51Q (1354.793235 sec): 3 clusters Score: Raw -207079.550018 + Penalty 4431.737579 = -202647.812439 nChanged 9 SP:Iteration 52Q (1354.912249 sec): 3 clusters Score: Raw -207085.630377 + Penalty 4431.737579 = -202653.892798 nChanged 10 SP:Iteration 53Q (1355.018838 sec): 3 clusters Score: Raw -207089.570548 + Penalty 4431.737579 = -202657.832969 nChanged 4 SP:Iteration 54Q (1355.148551 sec): 3 clusters Score: Raw -207090.899882 + Penalty 4431.737579 = -202659.162303 nChanged 4 SP:Iteration 55Q (1355.271932 sec): 3 clusters Score: Raw -207092.876721 + Penalty 4431.737579 = -202661.139142 nChanged 3 SP:Iteration 56Q (1355.379543 sec): 3 clusters Score: Raw -207094.717045 + Penalty 4431.737579 = -202662.979466 nChanged 2 SP:Iteration 57Q (1355.491668 sec): 3 clusters Score: Raw -207095.605633 + Penalty 4431.737579 = -202663.868054 nChanged 3 SP:Iteration 58Q (1355.610070 sec): 3 clusters Score: Raw -207096.859068 + Penalty 4431.737579 = -202665.121489 nChanged 5 SP:Iteration 59Q (1355.720503 sec): 3 clusters Score: Raw -207099.924517 + Penalty 4431.737579 = -202668.186938 nChanged 8 SP:Iteration 60F (1355.837677 sec): 3 clusters Score: Raw -207108.398965 + Penalty 4431.737579 = -202676.661387 nChanged 13 SP:Iteration 61Q (1355.972845 sec): 3 clusters Score: Raw -207119.045115 + Penalty 4431.737579 = -202687.307536 nChanged 12 SP:Iteration 62Q (1356.073139 sec): 3 clusters Score: Raw -207128.447815 + Penalty 4431.737579 = -202696.710237 nChanged 15 SP:Iteration 63Q (1356.204485 sec): 3 clusters Score: Raw -207138.368152 + Penalty 4431.737579 = -202706.630573 nChanged 13 SP:Iteration 64Q (1356.313793 sec): 3 clusters Score: Raw -207148.400484 + Penalty 4431.737579 = -202716.662906 nChanged 18 SP:Iteration 65Q (1356.456810 sec): 3 clusters Score: Raw -207160.437345 + Penalty 4431.737579 = -202728.699766 nChanged 11 SP:Iteration 66Q (1356.557872 sec): 3 clusters Score: Raw -207169.428386 + Penalty 4431.737579 = -202737.690807 nChanged 13 SP:Iteration 67Q (1356.659633 sec): 3 clusters Score: Raw -207176.414791 + Penalty 4431.737579 = -202744.677213 nChanged 7 SP:Iteration 68Q (1356.791468 sec): 3 clusters Score: Raw -207180.643865 + Penalty 4431.737579 = -202748.906287 nChanged 9 SP:Iteration 69Q (1356.917036 sec): 3 clusters Score: Raw -207186.658410 + Penalty 4431.737579 = -202754.920832 nChanged 11 SP:Iteration 70Q (1357.013202 sec): 3 clusters Score: Raw -207192.325967 + Penalty 4431.737579 = -202760.588389 nChanged 11 SP:Iteration 71Q (1357.105582 sec): 3 clusters Score: Raw -207197.033552 + Penalty 4431.737579 = -202765.295974 nChanged 4 SP:Iteration 72Q (1357.249841 sec): 3 clusters Score: Raw -207198.368498 + Penalty 4431.737579 = -202766.630919 nChanged 6 SP:Iteration 73Q (1357.353502 sec): 3 clusters Score: Raw -207201.201472 + Penalty 4431.737579 = -202769.463894 nChanged 4 SP:Iteration 74Q (1357.459968 sec): 3 clusters Score: Raw -207203.752403 + Penalty 4431.737579 = -202772.014824 nChanged 5 SP:Iteration 75Q (1357.582223 sec): 3 clusters Score: Raw -207207.576342 + Penalty 4431.737579 = -202775.838763 nChanged 6 SP:Iteration 76Q (1357.701605 sec): 3 clusters Score: Raw -207210.160074 + Penalty 4431.737579 = -202778.422495 nChanged 2 SP:Iteration 77Q (1357.796973 sec): 3 clusters Score: Raw -207210.732140 + Penalty 4431.737579 = -202778.994562 nChanged 0 SP:Iteration 78F (1357.914170 sec): 3 clusters Score: Raw -207210.732140 + Penalty 4431.737579 = -202778.994562 nChanged 0 Iteration 59Q (1358.550840 sec): 7 clusters Score: Raw -2934064.419085 + Penalty 17588.178590 = -2916476.240495 nChanged 111 Iteration 60F (1359.352694 sec): 7 clusters Score: Raw -2934077.966329 + Penalty 17588.178590 = -2916489.787740 nChanged 124 Iteration 61Q (1360.005544 sec): 7 clusters Score: Raw -2934093.668992 + Penalty 17588.178590 = -2916505.490402 nChanged 127 Iteration 62Q (1360.659584 sec): 7 clusters Score: Raw -2934111.506883 + Penalty 17588.178590 = -2916523.328293 nChanged 113 Iteration 63Q (1361.340491 sec): 7 clusters Score: Raw -2934125.557023 + Penalty 17588.178590 = -2916537.378433 nChanged 106 Iteration 64Q (1362.033561 sec): 7 clusters Score: Raw -2934139.246563 + Penalty 17588.178590 = -2916551.067973 nChanged 121 Iteration 65Q (1362.706942 sec): 7 clusters Score: Raw -2934153.908672 + Penalty 17588.178590 = -2916565.730083 nChanged 109 Iteration 66Q (1363.361093 sec): 7 clusters Score: Raw -2934166.853575 + Penalty 17588.178590 = -2916578.674985 nChanged 93 Iteration 67Q (1364.070830 sec): 7 clusters Score: Raw -2934180.208535 + Penalty 17588.178590 = -2916592.029945 nChanged 105 Iteration 68Q (1364.742512 sec): 7 clusters Score: Raw -2934193.849917 + Penalty 17588.178590 = -2916605.671328 nChanged 101 Iteration 69Q (1365.385536 sec): 7 clusters Score: Raw -2934205.285715 + Penalty 17588.178590 = -2916617.107126 nChanged 95 Iteration 70Q (1366.064584 sec): 7 clusters Score: Raw -2934216.170326 + Penalty 17588.178590 = -2916627.991737 nChanged 88 Iteration 71Q (1366.726296 sec): 7 clusters Score: Raw -2934227.279630 + Penalty 17588.178590 = -2916639.101040 nChanged 94 Iteration 72Q (1367.352749 sec): 7 clusters Score: Raw -2934241.916570 + Penalty 17588.178590 = -2916653.737981 nChanged 104 Iteration 73Q (1367.969737 sec): 7 clusters Score: Raw -2934260.092665 + Penalty 17588.178590 = -2916671.914075 nChanged 109 Iteration 74Q (1368.634684 sec): 7 clusters Score: Raw -2934275.905198 + Penalty 17588.178590 = -2916687.726609 nChanged 100 Iteration 75Q (1369.277512 sec): 7 clusters Score: Raw -2934289.074764 + Penalty 17588.178590 = -2916700.896175 nChanged 97 Iteration 76Q (1369.963795 sec): 7 clusters Score: Raw -2934303.434988 + Penalty 17588.178590 = -2916715.256398 nChanged 85 Iteration 77Q (1370.645471 sec): 7 clusters Score: Raw -2934314.735904 + Penalty 17588.178590 = -2916726.557314 nChanged 71 Iteration 78Q (1371.333237 sec): 7 clusters Score: Raw -2934324.255084 + Penalty 17588.178590 = -2916736.076495 nChanged 76 Iteration 79Q (1371.988321 sec): 7 clusters Score: Raw -2934336.087709 + Penalty 17588.178590 = -2916747.909120 nChanged 87 Iteration 80F (1372.789601 sec): 7 clusters Score: Raw -2934349.761573 + Penalty 17588.178590 = -2916761.582984 nChanged 65 Iteration 81Q (1373.470238 sec): 7 clusters Score: Raw -2934359.872547 + Penalty 17588.178590 = -2916771.693957 nChanged 83 Iteration 82Q (1374.099105 sec): 7 clusters Score: Raw -2934369.888315 + Penalty 17588.178590 = -2916781.709726 nChanged 70 Iteration 83Q (1374.764097 sec): 7 clusters Score: Raw -2934381.106650 + Penalty 17588.178590 = -2916792.928060 nChanged 67 Iteration 84Q (1375.464093 sec): 7 clusters Score: Raw -2934391.196305 + Penalty 17588.178590 = -2916803.017716 nChanged 80 Iteration 85Q (1376.110138 sec): 7 clusters Score: Raw -2934401.413963 + Penalty 17588.178590 = -2916813.235373 nChanged 77 Iteration 86Q (1376.777102 sec): 7 clusters Score: Raw -2934411.848887 + Penalty 17588.178590 = -2916823.670298 nChanged 81 Iteration 87Q (1377.457479 sec): 7 clusters Score: Raw -2934422.165240 + Penalty 17588.178590 = -2916833.986651 nChanged 75 Iteration 88Q (1378.170766 sec): 7 clusters Score: Raw -2934432.296376 + Penalty 17588.178590 = -2916844.117787 nChanged 73 Iteration 89Q (1378.822713 sec): 7 clusters Score: Raw -2934444.197347 + Penalty 17588.178590 = -2916856.018757 nChanged 79 Iteration 90Q (1379.458940 sec): 7 clusters Score: Raw -2934453.585757 + Penalty 17588.178590 = -2916865.407167 nChanged 65 Iteration 91Q (1380.105958 sec): 7 clusters Score: Raw -2934461.903189 + Penalty 17588.178590 = -2916873.724599 nChanged 66 Iteration 92Q (1380.786633 sec): 7 clusters Score: Raw -2934470.281941 + Penalty 17588.178590 = -2916882.103351 nChanged 65 Iteration 93Q (1381.470245 sec): 7 clusters Score: Raw -2934477.944032 + Penalty 17588.178590 = -2916889.765442 nChanged 65 Iteration 94Q (1382.130146 sec): 7 clusters Score: Raw -2934484.711647 + Penalty 17588.178590 = -2916896.533058 nChanged 59 Iteration 95Q (1382.761293 sec): 7 clusters Score: Raw -2934490.652354 + Penalty 17588.178590 = -2916902.473764 nChanged 56 Iteration 96Q (1383.346912 sec): 7 clusters Score: Raw -2934495.635316 + Penalty 17588.178590 = -2916907.456726 nChanged 50 Iteration 97Q (1384.012049 sec): 7 clusters Score: Raw -2934501.033892 + Penalty 17588.178590 = -2916912.855302 nChanged 52 Iteration 98Q (1384.661080 sec): 7 clusters Score: Raw -2934507.056259 + Penalty 17588.178590 = -2916918.877670 nChanged 41 Writing temp clu file Because OldScore, -2916912.855302, is greater than current (better) Score,-2916918.877670 Compute initial score before splitting: Score: Raw -2934507.056259 + Penalty 17588.178590 = -2916918.877670 Trying to split cluster 1 (11129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1384.828341 sec): 2 clusters Score: Raw -449659.942349 + Penalty 2459.769733 = -447200.172616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1384.957005 sec): 3 clusters Score: Raw -443628.610516 + Penalty 4919.539465 = -438709.071051 nChanged 4622 SP:Iteration 1F (1385.080903 sec): 3 clusters Score: Raw -446241.592520 + Penalty 4919.539465 = -441322.053055 nChanged 797 SP:Iteration 2F (1385.222786 sec): 3 clusters Score: Raw -446702.631527 + Penalty 4919.539465 = -441783.092061 nChanged 691 SP:Iteration 3F (1385.372119 sec): 3 clusters Score: Raw -447158.887684 + Penalty 4919.539465 = -442239.348219 nChanged 634 SP:Iteration 4F (1385.480746 sec): 3 clusters Score: Raw -447556.080881 + Penalty 4919.539465 = -442636.541416 nChanged 514 SP:Iteration 5Q (1385.635494 sec): 3 clusters Score: Raw -447885.775993 + Penalty 4919.539465 = -442966.236528 nChanged 485 SP:Iteration 6Q (1385.744388 sec): 3 clusters Score: Raw -448169.721690 + Penalty 4919.539465 = -443250.182225 nChanged 445 SP:Iteration 7Q (1385.887639 sec): 3 clusters Score: Raw -448439.305377 + Penalty 4919.539465 = -443519.765912 nChanged 392 SP:Iteration 8Q (1386.018114 sec): 3 clusters Score: Raw -448662.659524 + Penalty 4919.539465 = -443743.120058 nChanged 367 SP:Iteration 9Q (1386.150047 sec): 3 clusters Score: Raw -448858.126946 + Penalty 4919.539465 = -443938.587481 nChanged 341 SP:Iteration 10Q (1386.287092 sec): 3 clusters Score: Raw -449035.480573 + Penalty 4919.539465 = -444115.941107 nChanged 290 SP:Iteration 11Q (1386.427233 sec): 3 clusters Score: Raw -449189.938453 + Penalty 4919.539465 = -444270.398988 nChanged 273 SP:Iteration 12Q (1386.565822 sec): 3 clusters Score: Raw -449320.638679 + Penalty 4919.539465 = -444401.099213 nChanged 249 SP:Iteration 13Q (1386.705816 sec): 3 clusters Score: Raw -449433.463184 + Penalty 4919.539465 = -444513.923719 nChanged 216 SP:Iteration 14Q (1386.830633 sec): 3 clusters Score: Raw -449524.732719 + Penalty 4919.539465 = -444605.193254 nChanged 200 SP:Iteration 15Q (1386.968602 sec): 3 clusters Score: Raw -449596.019896 + Penalty 4919.539465 = -444676.480431 nChanged 164 SP:Iteration 16Q (1387.124952 sec): 3 clusters Score: Raw -449649.765508 + Penalty 4919.539465 = -444730.226043 nChanged 124 SP:Iteration 17Q (1387.229357 sec): 3 clusters Score: Raw -449683.962313 + Penalty 4919.539465 = -444764.422848 nChanged 106 SP:Iteration 18Q (1387.378433 sec): 3 clusters Score: Raw -449713.343704 + Penalty 4919.539465 = -444793.804238 nChanged 84 SP:Iteration 19Q (1387.510598 sec): 3 clusters Score: Raw -449734.289106 + Penalty 4919.539465 = -444814.749641 nChanged 73 SP:Iteration 20F (1387.644485 sec): 3 clusters Score: Raw -449751.166648 + Penalty 4919.539465 = -444831.627183 nChanged 73 SP:Iteration 21Q (1387.788599 sec): 3 clusters Score: Raw -449769.564585 + Penalty 4919.539465 = -444850.025119 nChanged 75 SP:Iteration 22Q (1387.943348 sec): 3 clusters Score: Raw -449790.416327 + Penalty 4919.539465 = -444870.876862 nChanged 75 SP:Iteration 23Q (1388.053269 sec): 3 clusters Score: Raw -449811.390682 + Penalty 4919.539465 = -444891.851217 nChanged 69 SP:Iteration 24Q (1388.184874 sec): 3 clusters Score: Raw -449828.132923 + Penalty 4919.539465 = -444908.593458 nChanged 46 SP:Iteration 25Q (1388.316639 sec): 3 clusters Score: Raw -449840.739153 + Penalty 4919.539465 = -444921.199688 nChanged 54 SP:Iteration 26Q (1388.466480 sec): 3 clusters Score: Raw -449854.478955 + Penalty 4919.539465 = -444934.939490 nChanged 50 SP:Iteration 27Q (1388.589933 sec): 3 clusters Score: Raw -449868.724798 + Penalty 4919.539465 = -444949.185333 nChanged 54 SP:Iteration 28Q (1388.721298 sec): 3 clusters Score: Raw -449878.813743 + Penalty 4919.539465 = -444959.274278 nChanged 37 SP:Iteration 29Q (1388.849290 sec): 3 clusters Score: Raw -449885.441307 + Penalty 4919.539465 = -444965.901842 nChanged 27 SP:Iteration 30Q (1388.967782 sec): 3 clusters Score: Raw -449889.947584 + Penalty 4919.539465 = -444970.408119 nChanged 26 SP:Iteration 31Q (1389.099592 sec): 3 clusters Score: Raw -449894.329368 + Penalty 4919.539465 = -444974.789903 nChanged 21 SP:Iteration 32Q (1389.226763 sec): 3 clusters Score: Raw -449897.390013 + Penalty 4919.539465 = -444977.850548 nChanged 19 SP:Iteration 33Q (1389.378537 sec): 3 clusters Score: Raw -449901.102441 + Penalty 4919.539465 = -444981.562976 nChanged 17 SP:Iteration 34Q (1389.508781 sec): 3 clusters Score: Raw -449905.443772 + Penalty 4919.539465 = -444985.904307 nChanged 20 SP:Iteration 35Q (1389.658247 sec): 3 clusters Score: Raw -449910.217479 + Penalty 4919.539465 = -444990.678013 nChanged 21 SP:Iteration 36Q (1389.806781 sec): 3 clusters Score: Raw -449914.845263 + Penalty 4919.539465 = -444995.305797 nChanged 29 SP:Iteration 37Q (1389.916755 sec): 3 clusters Score: Raw -449921.718182 + Penalty 4919.539465 = -445002.178717 nChanged 27 SP:Iteration 38Q (1390.056741 sec): 3 clusters Score: Raw -449928.242673 + Penalty 4919.539465 = -445008.703208 nChanged 36 SP:Iteration 39Q (1390.184882 sec): 3 clusters Score: Raw -449935.860649 + Penalty 4919.539465 = -445016.321184 nChanged 31 SP:Iteration 40F (1390.333446 sec): 3 clusters Score: Raw -449941.355335 + Penalty 4919.539465 = -445021.815870 nChanged 30 SP:Iteration 41Q (1390.444441 sec): 3 clusters Score: Raw -449946.602925 + Penalty 4919.539465 = -445027.063460 nChanged 20 SP:Iteration 42Q (1390.584443 sec): 3 clusters Score: Raw -449950.938005 + Penalty 4919.539465 = -445031.398540 nChanged 19 SP:Iteration 43Q (1390.733639 sec): 3 clusters Score: Raw -449954.799205 + Penalty 4919.539465 = -445035.259739 nChanged 17 SP:Iteration 44Q (1390.887345 sec): 3 clusters Score: Raw -449958.377532 + Penalty 4919.539465 = -445038.838067 nChanged 15 SP:Iteration 45Q (1391.016928 sec): 3 clusters Score: Raw -449960.966782 + Penalty 4919.539465 = -445041.427317 nChanged 16 SP:Iteration 46Q (1391.147218 sec): 3 clusters Score: Raw -449963.823123 + Penalty 4919.539465 = -445044.283658 nChanged 20 SP:Iteration 47Q (1391.306007 sec): 3 clusters Score: Raw -449967.311124 + Penalty 4919.539465 = -445047.771659 nChanged 17 SP:Iteration 48Q (1391.434174 sec): 3 clusters Score: Raw -449970.859501 + Penalty 4919.539465 = -445051.320036 nChanged 21 SP:Iteration 49Q (1391.541099 sec): 3 clusters Score: Raw -449974.184912 + Penalty 4919.539465 = -445054.645447 nChanged 14 SP:Iteration 50Q (1391.701311 sec): 3 clusters Score: Raw -449976.517927 + Penalty 4919.539465 = -445056.978462 nChanged 21 SP:Iteration 51Q (1391.859810 sec): 3 clusters Score: Raw -449980.546474 + Penalty 4919.539465 = -445061.007009 nChanged 14 SP:Iteration 52Q (1391.977907 sec): 3 clusters Score: Raw -449982.478241 + Penalty 4919.539465 = -445062.938776 nChanged 13 SP:Iteration 53Q (1392.133796 sec): 3 clusters Score: Raw -449984.654978 + Penalty 4919.539465 = -445065.115513 nChanged 9 SP:Iteration 54Q (1392.262707 sec): 3 clusters Score: Raw -449985.922155 + Penalty 4919.539465 = -445066.382690 nChanged 10 SP:Iteration 55Q (1392.414305 sec): 3 clusters Score: Raw -449987.097618 + Penalty 4919.539465 = -445067.558153 nChanged 8 SP:Iteration 56Q (1392.538185 sec): 3 clusters Score: Raw -449988.532522 + Penalty 4919.539465 = -445068.993057 nChanged 15 SP:Iteration 57Q (1392.650888 sec): 3 clusters Score: Raw -449991.637157 + Penalty 4919.539465 = -445072.097692 nChanged 15 SP:Iteration 58Q (1392.790838 sec): 3 clusters Score: Raw -449994.591766 + Penalty 4919.539465 = -445075.052301 nChanged 13 SP:Iteration 59Q (1392.928887 sec): 3 clusters Score: Raw -449997.019843 + Penalty 4919.539465 = -445077.480378 nChanged 15 SP:Iteration 60F (1393.091452 sec): 3 clusters Score: Raw -450000.952022 + Penalty 4919.539465 = -445081.412557 nChanged 20 SP:Iteration 61Q (1393.214888 sec): 3 clusters Score: Raw -450005.383547 + Penalty 4919.539465 = -445085.844082 nChanged 17 SP:Iteration 62Q (1393.340482 sec): 3 clusters Score: Raw -450007.564165 + Penalty 4919.539465 = -445088.024700 nChanged 11 SP:Iteration 63Q (1393.451226 sec): 3 clusters Score: Raw -450009.369475 + Penalty 4919.539465 = -445089.830010 nChanged 13 SP:Iteration 64Q (1393.604287 sec): 3 clusters Score: Raw -450012.064656 + Penalty 4919.539465 = -445092.525191 nChanged 16 SP:Iteration 65Q (1393.714524 sec): 3 clusters Score: Raw -450014.564727 + Penalty 4919.539465 = -445095.025261 nChanged 12 SP:Iteration 66Q (1393.842121 sec): 3 clusters Score: Raw -450017.228570 + Penalty 4919.539465 = -445097.689105 nChanged 18 SP:Iteration 67Q (1393.979461 sec): 3 clusters Score: Raw -450020.672036 + Penalty 4919.539465 = -445101.132571 nChanged 20 SP:Iteration 68Q (1394.089364 sec): 3 clusters Score: Raw -450025.189251 + Penalty 4919.539465 = -445105.649786 nChanged 26 SP:Iteration 69Q (1394.258928 sec): 3 clusters Score: Raw -450030.386898 + Penalty 4919.539465 = -445110.847433 nChanged 25 SP:Iteration 70Q (1394.380425 sec): 3 clusters Score: Raw -450035.499718 + Penalty 4919.539465 = -445115.960253 nChanged 33 SP:Iteration 71Q (1394.517780 sec): 3 clusters Score: Raw -450043.014663 + Penalty 4919.539465 = -445123.475198 nChanged 32 SP:Iteration 72Q (1394.641256 sec): 3 clusters Score: Raw -450050.775012 + Penalty 4919.539465 = -445131.235547 nChanged 33 SP:Iteration 73Q (1394.774377 sec): 3 clusters Score: Raw -450057.856434 + Penalty 4919.539465 = -445138.316969 nChanged 22 SP:Iteration 74Q (1394.906893 sec): 3 clusters Score: Raw -450062.044171 + Penalty 4919.539465 = -445142.504706 nChanged 20 SP:Iteration 75Q (1395.038721 sec): 3 clusters Score: Raw -450065.952303 + Penalty 4919.539465 = -445146.412838 nChanged 16 SP:Iteration 76Q (1395.205653 sec): 3 clusters Score: Raw -450069.622692 + Penalty 4919.539465 = -445150.083227 nChanged 20 SP:Iteration 77Q (1395.347352 sec): 3 clusters Score: Raw -450073.689139 + Penalty 4919.539465 = -445154.149674 nChanged 17 SP:Iteration 78Q (1395.458627 sec): 3 clusters Score: Raw -450076.325480 + Penalty 4919.539465 = -445156.786015 nChanged 13 SP:Iteration 79Q (1395.603160 sec): 3 clusters Score: Raw -450079.265080 + Penalty 4919.539465 = -445159.725615 nChanged 17 SP:Iteration 80F (1395.720977 sec): 3 clusters Score: Raw -450082.173604 + Penalty 4919.539465 = -445162.634138 nChanged 18 SP:Iteration 81Q (1395.867241 sec): 3 clusters Score: Raw -450085.874214 + Penalty 4919.539465 = -445166.334748 nChanged 21 SP:Iteration 82Q (1395.987909 sec): 3 clusters Score: Raw -450091.766463 + Penalty 4919.539465 = -445172.226998 nChanged 30 SP:Iteration 83Q (1396.121455 sec): 3 clusters Score: Raw -450098.220783 + Penalty 4919.539465 = -445178.681318 nChanged 25 SP:Iteration 84Q (1396.249865 sec): 3 clusters Score: Raw -450104.067490 + Penalty 4919.539465 = -445184.528025 nChanged 17 SP:Iteration 85Q (1396.399072 sec): 3 clusters Score: Raw -450107.433071 + Penalty 4919.539465 = -445187.893606 nChanged 16 SP:Iteration 86Q (1396.514186 sec): 3 clusters Score: Raw -450110.704524 + Penalty 4919.539465 = -445191.165059 nChanged 14 SP:Iteration 87Q (1396.672459 sec): 3 clusters Score: Raw -450113.506537 + Penalty 4919.539465 = -445193.967072 nChanged 10 SP:Iteration 88Q (1396.823222 sec): 3 clusters Score: Raw -450115.580685 + Penalty 4919.539465 = -445196.041220 nChanged 10 SP:Iteration 89Q (1396.932598 sec): 3 clusters Score: Raw -450117.105858 + Penalty 4919.539465 = -445197.566393 nChanged 9 SP:Iteration 90Q (1397.079892 sec): 3 clusters Score: Raw -450118.436867 + Penalty 4919.539465 = -445198.897402 nChanged 6 SP:Iteration 91Q (1397.216429 sec): 3 clusters Score: Raw -450119.155919 + Penalty 4919.539465 = -445199.616454 nChanged 8 SP:Iteration 92Q (1397.390230 sec): 3 clusters Score: Raw -450120.944436 + Penalty 4919.539465 = -445201.404971 nChanged 18 SP:Iteration 93Q (1397.498512 sec): 3 clusters Score: Raw -450124.069453 + Penalty 4919.539465 = -445204.529988 nChanged 15 SP:Iteration 94Q (1397.630867 sec): 3 clusters Score: Raw -450126.603816 + Penalty 4919.539465 = -445207.064351 nChanged 11 SP:Iteration 95Q (1397.775286 sec): 3 clusters Score: Raw -450129.137401 + Penalty 4919.539465 = -445209.597936 nChanged 14 SP:Iteration 96Q (1397.908348 sec): 3 clusters Score: Raw -450132.656694 + Penalty 4919.539465 = -445213.117229 nChanged 16 SP:Iteration 97Q (1398.043456 sec): 3 clusters Score: Raw -450136.856580 + Penalty 4919.539465 = -445217.317114 nChanged 18 SP:Iteration 98Q (1398.177034 sec): 3 clusters Score: Raw -450141.696267 + Penalty 4919.539465 = -445222.156801 nChanged 18 SP:Iteration 99Q (1398.292208 sec): 3 clusters Score: Raw -450145.384584 + Penalty 4919.539465 = -445225.845118 nChanged 16 SP:Iteration 100F (1398.419775 sec): 3 clusters Score: Raw -450148.992085 + Penalty 4919.539465 = -445229.452620 nChanged 14 SP:Iteration 101Q (1398.569123 sec): 3 clusters Score: Raw -450151.725203 + Penalty 4919.539465 = -445232.185738 nChanged 12 SP:Iteration 102Q (1398.684189 sec): 3 clusters Score: Raw -450154.264336 + Penalty 4919.539465 = -445234.724871 nChanged 10 SP:Iteration 103Q (1398.821350 sec): 3 clusters Score: Raw -450156.791083 + Penalty 4919.539465 = -445237.251618 nChanged 9 SP:Iteration 104Q (1398.961249 sec): 3 clusters Score: Raw -450159.871973 + Penalty 4919.539465 = -445240.332508 nChanged 15 SP:Iteration 105Q (1399.103362 sec): 3 clusters Score: Raw -450164.999540 + Penalty 4919.539465 = -445245.460075 nChanged 14 SP:Iteration 106Q (1399.214457 sec): 3 clusters Score: Raw -450168.730324 + Penalty 4919.539465 = -445249.190859 nChanged 12 SP:Iteration 107Q (1399.371373 sec): 3 clusters Score: Raw -450170.933116 + Penalty 4919.539465 = -445251.393651 nChanged 7 SP:Iteration 108Q (1399.510817 sec): 3 clusters Score: Raw -450172.519808 + Penalty 4919.539465 = -445252.980343 nChanged 7 SP:Iteration 109Q (1399.625467 sec): 3 clusters Score: Raw -450174.221554 + Penalty 4919.539465 = -445254.682089 nChanged 9 SP:Iteration 110Q (1399.752735 sec): 3 clusters Score: Raw -450176.470118 + Penalty 4919.539465 = -445256.930653 nChanged 12 SP:Iteration 111Q (1399.895926 sec): 3 clusters Score: Raw -450178.755734 + Penalty 4919.539465 = -445259.216268 nChanged 11 SP:Iteration 112Q (1400.052172 sec): 3 clusters Score: Raw -450180.811894 + Penalty 4919.539465 = -445261.272429 nChanged 9 SP:Iteration 113Q (1400.198700 sec): 3 clusters Score: Raw -450183.079051 + Penalty 4919.539465 = -445263.539586 nChanged 11 SP:Iteration 114Q (1400.353096 sec): 3 clusters Score: Raw -450185.057335 + Penalty 4919.539465 = -445265.517870 nChanged 10 SP:Iteration 115Q (1400.468952 sec): 3 clusters Score: Raw -450187.258782 + Penalty 4919.539465 = -445267.719317 nChanged 8 SP:Iteration 116Q (1400.586984 sec): 3 clusters Score: Raw -450188.977606 + Penalty 4919.539465 = -445269.438141 nChanged 16 SP:Iteration 117Q (1400.730490 sec): 3 clusters Score: Raw -450191.953716 + Penalty 4919.539465 = -445272.414251 nChanged 13 SP:Iteration 118Q (1400.830125 sec): 3 clusters Score: Raw -450194.511105 + Penalty 4919.539465 = -445274.971639 nChanged 12 SP:Iteration 119Q (1400.983005 sec): 3 clusters Score: Raw -450197.311273 + Penalty 4919.539465 = -445277.771808 nChanged 11 SP:Iteration 120F (1401.105677 sec): 3 clusters Score: Raw -450199.834801 + Penalty 4919.539465 = -445280.295336 nChanged 12 SP:Iteration 121Q (1401.254280 sec): 3 clusters Score: Raw -450203.022040 + Penalty 4919.539465 = -445283.482575 nChanged 14 SP:Iteration 122Q (1401.389709 sec): 3 clusters Score: Raw -450206.708297 + Penalty 4919.539465 = -445287.168832 nChanged 11 SP:Iteration 123Q (1401.537087 sec): 3 clusters Score: Raw -450208.934012 + Penalty 4919.539465 = -445289.394547 nChanged 9 SP:Iteration 124Q (1401.656169 sec): 3 clusters Score: Raw -450211.518089 + Penalty 4919.539465 = -445291.978624 nChanged 7 SP:Iteration 125Q (1401.785899 sec): 3 clusters Score: Raw -450213.185482 + Penalty 4919.539465 = -445293.646017 nChanged 12 SP:Iteration 126Q (1401.935517 sec): 3 clusters Score: Raw -450215.987734 + Penalty 4919.539465 = -445296.448269 nChanged 4 SP:Iteration 127Q (1402.054362 sec): 3 clusters Score: Raw -450216.592774 + Penalty 4919.539465 = -445297.053309 nChanged 3 SP:Iteration 128Q (1402.186778 sec): 3 clusters Score: Raw -450217.001853 + Penalty 4919.539465 = -445297.462388 nChanged 2 SP:Iteration 129Q (1402.325074 sec): 3 clusters Score: Raw -450217.989070 + Penalty 4919.539465 = -445298.449605 nChanged 3 SP:Iteration 130Q (1402.459871 sec): 3 clusters Score: Raw -450218.547253 + Penalty 4919.539465 = -445299.007788 nChanged 2 SP:Iteration 131Q (1402.618567 sec): 3 clusters Score: Raw -450219.131136 + Penalty 4919.539465 = -445299.591671 nChanged 6 SP:Iteration 132Q (1402.737566 sec): 3 clusters Score: Raw -450221.059325 + Penalty 4919.539465 = -445301.519860 nChanged 8 SP:Iteration 133Q (1402.877647 sec): 3 clusters Score: Raw -450223.120466 + Penalty 4919.539465 = -445303.581001 nChanged 7 SP:Iteration 134Q (1402.991011 sec): 3 clusters Score: Raw -450224.722866 + Penalty 4919.539465 = -445305.183401 nChanged 8 SP:Iteration 135Q (1403.133724 sec): 3 clusters Score: Raw -450225.732273 + Penalty 4919.539465 = -445306.192808 nChanged 4 SP:Iteration 136Q (1403.257739 sec): 3 clusters Score: Raw -450226.377906 + Penalty 4919.539465 = -445306.838441 nChanged 4 SP:Iteration 137Q (1403.422416 sec): 3 clusters Score: Raw -450226.958355 + Penalty 4919.539465 = -445307.418890 nChanged 3 SP:Iteration 138Q (1403.514017 sec): 3 clusters Score: Raw -450227.527080 + Penalty 4919.539465 = -445307.987615 nChanged 0 SP:Iteration 139F (1403.648393 sec): 3 clusters Score: Raw -450227.527080 + Penalty 4919.539465 = -445307.987615 nChanged 0 Trying to split cluster 2 (7585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1403.757424 sec): 2 clusters Score: Raw -333885.436704 + Penalty 2358.556963 = -331526.879741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1403.881016 sec): 3 clusters Score: Raw -329987.841065 + Penalty 4717.113927 = -325270.727138 nChanged 3064 SP:Iteration 1F (1404.006242 sec): 3 clusters Score: Raw -331767.622640 + Penalty 4717.113927 = -327050.508713 nChanged 626 SP:Iteration 2F (1404.106719 sec): 3 clusters Score: Raw -332176.648896 + Penalty 4717.113927 = -327459.534969 nChanged 460 SP:Iteration 3F (1404.231980 sec): 3 clusters Score: Raw -332493.431276 + Penalty 4717.113927 = -327776.317349 nChanged 381 SP:Iteration 4F (1404.360253 sec): 3 clusters Score: Raw -332768.825327 + Penalty 4717.113927 = -328051.711400 nChanged 403 SP:Iteration 5F (1404.502907 sec): 3 clusters Score: Raw -333105.638419 + Penalty 4717.113927 = -328388.524492 nChanged 383 SP:Iteration 6F (1404.615450 sec): 3 clusters Score: Raw -333408.025768 + Penalty 4717.113927 = -328690.911841 nChanged 358 SP:Iteration 7Q (1404.759435 sec): 3 clusters Score: Raw -333650.080297 + Penalty 4717.113927 = -328932.966370 nChanged 285 SP:Iteration 8Q (1404.873587 sec): 3 clusters Score: Raw -333845.778102 + Penalty 4717.113927 = -329128.664175 nChanged 244 SP:Iteration 9Q (1404.997043 sec): 3 clusters Score: Raw -334012.574298 + Penalty 4717.113927 = -329295.460371 nChanged 252 SP:Iteration 10Q (1405.121391 sec): 3 clusters Score: Raw -334164.831576 + Penalty 4717.113927 = -329447.717650 nChanged 209 SP:Iteration 11Q (1405.239834 sec): 3 clusters Score: Raw -334276.107403 + Penalty 4717.113927 = -329558.993476 nChanged 158 SP:Iteration 12Q (1405.375956 sec): 3 clusters Score: Raw -334351.357158 + Penalty 4717.113927 = -329634.243231 nChanged 129 SP:Iteration 13Q (1405.485508 sec): 3 clusters Score: Raw -334407.981444 + Penalty 4717.113927 = -329690.867517 nChanged 110 SP:Iteration 14Q (1405.629658 sec): 3 clusters Score: Raw -334449.311135 + Penalty 4717.113927 = -329732.197208 nChanged 84 SP:Iteration 15Q (1405.742832 sec): 3 clusters Score: Raw -334480.506174 + Penalty 4717.113927 = -329763.392247 nChanged 71 SP:Iteration 16Q (1405.882496 sec): 3 clusters Score: Raw -334508.293544 + Penalty 4717.113927 = -329791.179617 nChanged 75 SP:Iteration 17Q (1405.987720 sec): 3 clusters Score: Raw -334538.566187 + Penalty 4717.113927 = -329821.452260 nChanged 75 SP:Iteration 18Q (1406.134196 sec): 3 clusters Score: Raw -334562.310447 + Penalty 4717.113927 = -329845.196520 nChanged 51 SP:Iteration 19Q (1406.247361 sec): 3 clusters Score: Raw -334577.734763 + Penalty 4717.113927 = -329860.620836 nChanged 49 SP:Iteration 20F (1406.375479 sec): 3 clusters Score: Raw -334592.719703 + Penalty 4717.113927 = -329875.605776 nChanged 49 SP:Iteration 21Q (1406.502775 sec): 3 clusters Score: Raw -334607.463067 + Penalty 4717.113927 = -329890.349141 nChanged 34 SP:Iteration 22Q (1406.632734 sec): 3 clusters Score: Raw -334617.622988 + Penalty 4717.113927 = -329900.509061 nChanged 30 SP:Iteration 23Q (1406.773632 sec): 3 clusters Score: Raw -334624.955059 + Penalty 4717.113927 = -329907.841132 nChanged 33 SP:Iteration 24Q (1406.889983 sec): 3 clusters Score: Raw -334631.857473 + Penalty 4717.113927 = -329914.743546 nChanged 19 SP:Iteration 25Q (1407.017058 sec): 3 clusters Score: Raw -334635.589396 + Penalty 4717.113927 = -329918.475469 nChanged 17 SP:Iteration 26Q (1407.151593 sec): 3 clusters Score: Raw -334639.080368 + Penalty 4717.113927 = -329921.966441 nChanged 19 SP:Iteration 27Q (1407.286322 sec): 3 clusters Score: Raw -334643.271773 + Penalty 4717.113927 = -329926.157846 nChanged 21 SP:Iteration 28Q (1407.402310 sec): 3 clusters Score: Raw -334648.520209 + Penalty 4717.113927 = -329931.406282 nChanged 26 SP:Iteration 29Q (1407.532199 sec): 3 clusters Score: Raw -334654.217101 + Penalty 4717.113927 = -329937.103174 nChanged 18 SP:Iteration 30Q (1407.650313 sec): 3 clusters Score: Raw -334659.914176 + Penalty 4717.113927 = -329942.800249 nChanged 18 SP:Iteration 31Q (1407.774552 sec): 3 clusters Score: Raw -334663.815415 + Penalty 4717.113927 = -329946.701488 nChanged 14 SP:Iteration 32Q (1407.894100 sec): 3 clusters Score: Raw -334666.971366 + Penalty 4717.113927 = -329949.857439 nChanged 16 SP:Iteration 33Q (1408.009978 sec): 3 clusters Score: Raw -334669.826012 + Penalty 4717.113927 = -329952.712085 nChanged 11 SP:Iteration 34Q (1408.122285 sec): 3 clusters Score: Raw -334672.461060 + Penalty 4717.113927 = -329955.347133 nChanged 8 SP:Iteration 35Q (1408.263766 sec): 3 clusters Score: Raw -334674.102800 + Penalty 4717.113927 = -329956.988873 nChanged 3 SP:Iteration 36Q (1408.385130 sec): 3 clusters Score: Raw -334674.426136 + Penalty 4717.113927 = -329957.312209 nChanged 1 SP:Iteration 37Q (1408.503895 sec): 3 clusters Score: Raw -334674.589920 + Penalty 4717.113927 = -329957.475993 nChanged 0 SP:Iteration 38F (1408.611847 sec): 3 clusters Score: Raw -334674.589920 + Penalty 4717.113927 = -329957.475993 nChanged 0 Trying to split cluster 3 (29294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1408.778867 sec): 2 clusters Score: Raw -1360730.696828 + Penalty 2715.276431 = -1358015.420397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1408.968898 sec): 3 clusters Score: Raw -1343332.460335 + Penalty 5430.552862 = -1337901.907473 nChanged 13049 SP:Iteration 1F (1409.160027 sec): 3 clusters Score: Raw -1350639.112842 + Penalty 5430.552862 = -1345208.559981 nChanged 1645 SP:Iteration 2F (1409.344176 sec): 3 clusters Score: Raw -1351282.222086 + Penalty 5430.552862 = -1345851.669224 nChanged 1544 SP:Iteration 3F (1409.538319 sec): 3 clusters Score: Raw -1351984.961471 + Penalty 5430.552862 = -1346554.408609 nChanged 1649 SP:Iteration 4F (1409.699995 sec): 3 clusters Score: Raw -1352851.120360 + Penalty 5430.552862 = -1347420.567499 nChanged 1740 SP:Iteration 5F (1409.891254 sec): 3 clusters Score: Raw -1353885.036145 + Penalty 5430.552862 = -1348454.483284 nChanged 1848 SP:Iteration 6F (1410.069486 sec): 3 clusters Score: Raw -1355084.474161 + Penalty 5430.552862 = -1349653.921299 nChanged 1775 SP:Iteration 7F (1410.287835 sec): 3 clusters Score: Raw -1356297.954652 + Penalty 5430.552862 = -1350867.401790 nChanged 1635 SP:Iteration 8F (1410.459117 sec): 3 clusters Score: Raw -1357501.783741 + Penalty 5430.552862 = -1352071.230879 nChanged 1390 SP:Iteration 9Q (1410.651694 sec): 3 clusters Score: Raw -1358570.556079 + Penalty 5430.552862 = -1353140.003217 nChanged 1087 SP:Iteration 10Q (1410.858803 sec): 3 clusters Score: Raw -1359434.061442 + Penalty 5430.552862 = -1354003.508580 nChanged 799 SP:Iteration 11Q (1411.066478 sec): 3 clusters Score: Raw -1360101.291758 + Penalty 5430.552862 = -1354670.738896 nChanged 554 SP:Iteration 12Q (1411.240086 sec): 3 clusters Score: Raw -1360552.559278 + Penalty 5430.552862 = -1355122.006416 nChanged 317 SP:Iteration 13Q (1411.454798 sec): 3 clusters Score: Raw -1360812.639469 + Penalty 5430.552862 = -1355382.086607 nChanged 212 SP:Iteration 14Q (1411.631003 sec): 3 clusters Score: Raw -1361009.066342 + Penalty 5430.552862 = -1355578.513480 nChanged 134 SP:Iteration 15Q (1411.809964 sec): 3 clusters Score: Raw -1361119.109069 + Penalty 5430.552862 = -1355688.556207 nChanged 98 SP:Iteration 16Q (1411.982547 sec): 3 clusters Score: Raw -1361190.255360 + Penalty 5430.552862 = -1355759.702498 nChanged 54 SP:Iteration 17Q (1412.181629 sec): 3 clusters Score: Raw -1361229.440321 + Penalty 5430.552862 = -1355798.887459 nChanged 39 SP:Iteration 18Q (1412.370502 sec): 3 clusters Score: Raw -1361258.490752 + Penalty 5430.552862 = -1355827.937890 nChanged 30 SP:Iteration 19Q (1412.548779 sec): 3 clusters Score: Raw -1361278.699469 + Penalty 5430.552862 = -1355848.146607 nChanged 22 SP:Iteration 20F (1412.755389 sec): 3 clusters Score: Raw -1361291.675756 + Penalty 5430.552862 = -1355861.122894 nChanged 12 SP:Iteration 21Q (1412.919026 sec): 3 clusters Score: Raw -1361301.167324 + Penalty 5430.552862 = -1355870.614462 nChanged 14 SP:Iteration 22Q (1413.115392 sec): 3 clusters Score: Raw -1361311.566679 + Penalty 5430.552862 = -1355881.013817 nChanged 15 SP:Iteration 23Q (1413.303348 sec): 3 clusters Score: Raw -1361323.018440 + Penalty 5430.552862 = -1355892.465578 nChanged 7 SP:Iteration 24Q (1413.480183 sec): 3 clusters Score: Raw -1361327.000111 + Penalty 5430.552862 = -1355896.447249 nChanged 7 SP:Iteration 25Q (1413.655559 sec): 3 clusters Score: Raw -1361331.262193 + Penalty 5430.552862 = -1355900.709331 nChanged 4 SP:Iteration 26Q (1413.827345 sec): 3 clusters Score: Raw -1361334.368206 + Penalty 5430.552862 = -1355903.815344 nChanged 2 SP:Iteration 27Q (1414.013953 sec): 3 clusters Score: Raw -1361335.189844 + Penalty 5430.552862 = -1355904.636982 nChanged 4 SP:Iteration 28Q (1414.216760 sec): 3 clusters Score: Raw -1361337.816615 + Penalty 5430.552862 = -1355907.263753 nChanged 4 SP:Iteration 29Q (1414.381728 sec): 3 clusters Score: Raw -1361339.982299 + Penalty 5430.552862 = -1355909.429437 nChanged 3 SP:Iteration 30Q (1414.567704 sec): 3 clusters Score: Raw -1361341.519309 + Penalty 5430.552862 = -1355910.966448 nChanged 5 SP:Iteration 31Q (1414.768379 sec): 3 clusters Score: Raw -1361344.177205 + Penalty 5430.552862 = -1355913.624344 nChanged 7 SP:Iteration 32Q (1414.907219 sec): 3 clusters Score: Raw -1361349.965152 + Penalty 5430.552862 = -1355919.412291 nChanged 8 SP:Iteration 33Q (1415.103428 sec): 3 clusters Score: Raw -1361356.527365 + Penalty 5430.552862 = -1355925.974503 nChanged 5 SP:Iteration 34Q (1415.289345 sec): 3 clusters Score: Raw -1361359.173191 + Penalty 5430.552862 = -1355928.620329 nChanged 3 SP:Iteration 35Q (1415.459751 sec): 3 clusters Score: Raw -1361361.832762 + Penalty 5430.552862 = -1355931.279900 nChanged 3 SP:Iteration 36Q (1415.623643 sec): 3 clusters Score: Raw -1361364.536055 + Penalty 5430.552862 = -1355933.983193 nChanged 3 SP:Iteration 37Q (1415.793896 sec): 3 clusters Score: Raw -1361366.146016 + Penalty 5430.552862 = -1355935.593154 nChanged 1 SP:Iteration 38Q (1415.998464 sec): 3 clusters Score: Raw -1361366.573392 + Penalty 5430.552862 = -1355936.020531 nChanged 2 SP:Iteration 39Q (1416.171206 sec): 3 clusters Score: Raw -1361367.807533 + Penalty 5430.552862 = -1355937.254671 nChanged 1 SP:Iteration 40F (1416.343095 sec): 3 clusters Score: Raw -1361368.790978 + Penalty 5430.552862 = -1355938.238116 nChanged 0 Trying to split cluster 4 (9367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1416.481234 sec): 2 clusters Score: Raw -475756.162780 + Penalty 2414.266312 = -473341.896468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1416.625431 sec): 3 clusters Score: Raw -470830.875802 + Penalty 4828.532625 = -466002.343177 nChanged 3776 SP:Iteration 1F (1416.740781 sec): 3 clusters Score: Raw -472914.723897 + Penalty 4828.532625 = -468086.191272 nChanged 629 SP:Iteration 2F (1416.877666 sec): 3 clusters Score: Raw -473224.393274 + Penalty 4828.532625 = -468395.860649 nChanged 462 SP:Iteration 3Q (1417.035898 sec): 3 clusters Score: Raw -473431.830314 + Penalty 4828.532625 = -468603.297689 nChanged 352 SP:Iteration 4Q (1417.160482 sec): 3 clusters Score: Raw -473590.625562 + Penalty 4828.532625 = -468762.092937 nChanged 291 SP:Iteration 5Q (1417.296926 sec): 3 clusters Score: Raw -473699.712429 + Penalty 4828.532625 = -468871.179804 nChanged 233 SP:Iteration 6Q (1417.404802 sec): 3 clusters Score: Raw -473791.516154 + Penalty 4828.532625 = -468962.983529 nChanged 205 SP:Iteration 7Q (1417.551758 sec): 3 clusters Score: Raw -473866.599219 + Penalty 4828.532625 = -469038.066595 nChanged 201 SP:Iteration 8Q (1417.688035 sec): 3 clusters Score: Raw -473936.464841 + Penalty 4828.532625 = -469107.932216 nChanged 189 SP:Iteration 9Q (1417.805987 sec): 3 clusters Score: Raw -474001.713646 + Penalty 4828.532625 = -469173.181021 nChanged 166 SP:Iteration 10Q (1417.936465 sec): 3 clusters Score: Raw -474066.154715 + Penalty 4828.532625 = -469237.622090 nChanged 188 SP:Iteration 11Q (1418.084919 sec): 3 clusters Score: Raw -474132.858280 + Penalty 4828.532625 = -469304.325655 nChanged 166 SP:Iteration 12Q (1418.221698 sec): 3 clusters Score: Raw -474193.589193 + Penalty 4828.532625 = -469365.056568 nChanged 170 SP:Iteration 13Q (1418.355080 sec): 3 clusters Score: Raw -474252.596258 + Penalty 4828.532625 = -469424.063633 nChanged 142 SP:Iteration 14Q (1418.479522 sec): 3 clusters Score: Raw -474307.429673 + Penalty 4828.532625 = -469478.897049 nChanged 156 SP:Iteration 15Q (1418.591957 sec): 3 clusters Score: Raw -474372.030058 + Penalty 4828.532625 = -469543.497434 nChanged 174 SP:Iteration 16Q (1418.726301 sec): 3 clusters Score: Raw -474444.263862 + Penalty 4828.532625 = -469615.731237 nChanged 162 SP:Iteration 17Q (1418.874931 sec): 3 clusters Score: Raw -474507.798895 + Penalty 4828.532625 = -469679.266270 nChanged 157 SP:Iteration 18Q (1418.992302 sec): 3 clusters Score: Raw -474573.912539 + Penalty 4828.532625 = -469745.379915 nChanged 151 SP:Iteration 19Q (1419.125445 sec): 3 clusters Score: Raw -474631.307700 + Penalty 4828.532625 = -469802.775075 nChanged 139 SP:Iteration 20F (1419.258163 sec): 3 clusters Score: Raw -474681.088985 + Penalty 4828.532625 = -469852.556360 nChanged 142 SP:Iteration 21Q (1419.408047 sec): 3 clusters Score: Raw -474736.589054 + Penalty 4828.532625 = -469908.056429 nChanged 133 SP:Iteration 22Q (1419.506428 sec): 3 clusters Score: Raw -474794.322538 + Penalty 4828.532625 = -469965.789913 nChanged 154 SP:Iteration 23Q (1419.641077 sec): 3 clusters Score: Raw -474858.363066 + Penalty 4828.532625 = -470029.830441 nChanged 154 SP:Iteration 24Q (1419.759096 sec): 3 clusters Score: Raw -474918.882012 + Penalty 4828.532625 = -470090.349387 nChanged 144 SP:Iteration 25Q (1419.877268 sec): 3 clusters Score: Raw -474975.077737 + Penalty 4828.532625 = -470146.545112 nChanged 118 SP:Iteration 26Q (1420.004992 sec): 3 clusters Score: Raw -475022.814148 + Penalty 4828.532625 = -470194.281523 nChanged 124 SP:Iteration 27Q (1420.143573 sec): 3 clusters Score: Raw -475074.542233 + Penalty 4828.532625 = -470246.009608 nChanged 112 SP:Iteration 28Q (1420.279452 sec): 3 clusters Score: Raw -475123.752095 + Penalty 4828.532625 = -470295.219470 nChanged 125 SP:Iteration 29Q (1420.426845 sec): 3 clusters Score: Raw -475176.245794 + Penalty 4828.532625 = -470347.713169 nChanged 108 SP:Iteration 30Q (1420.537983 sec): 3 clusters Score: Raw -475221.637663 + Penalty 4828.532625 = -470393.105038 nChanged 100 SP:Iteration 31Q (1420.660054 sec): 3 clusters Score: Raw -475263.998431 + Penalty 4828.532625 = -470435.465806 nChanged 105 SP:Iteration 32Q (1420.791902 sec): 3 clusters Score: Raw -475305.399976 + Penalty 4828.532625 = -470476.867351 nChanged 89 SP:Iteration 33Q (1420.937395 sec): 3 clusters Score: Raw -475336.921623 + Penalty 4828.532625 = -470508.388998 nChanged 87 SP:Iteration 34Q (1421.088711 sec): 3 clusters Score: Raw -475372.025190 + Penalty 4828.532625 = -470543.492566 nChanged 84 SP:Iteration 35Q (1421.212245 sec): 3 clusters Score: Raw -475408.000414 + Penalty 4828.532625 = -470579.467789 nChanged 68 SP:Iteration 36Q (1421.323698 sec): 3 clusters Score: Raw -475431.909534 + Penalty 4828.532625 = -470603.376909 nChanged 68 SP:Iteration 37Q (1421.466854 sec): 3 clusters Score: Raw -475459.809641 + Penalty 4828.532625 = -470631.277016 nChanged 59 SP:Iteration 38Q (1421.586112 sec): 3 clusters Score: Raw -475483.151752 + Penalty 4828.532625 = -470654.619127 nChanged 66 SP:Iteration 39Q (1421.717983 sec): 3 clusters Score: Raw -475506.268470 + Penalty 4828.532625 = -470677.735846 nChanged 57 SP:Iteration 40F (1421.859147 sec): 3 clusters Score: Raw -475528.228164 + Penalty 4828.532625 = -470699.695539 nChanged 58 SP:Iteration 41Q (1421.984424 sec): 3 clusters Score: Raw -475547.724362 + Penalty 4828.532625 = -470719.191737 nChanged 49 SP:Iteration 42Q (1422.088638 sec): 3 clusters Score: Raw -475568.095970 + Penalty 4828.532625 = -470739.563345 nChanged 62 SP:Iteration 43Q (1422.215117 sec): 3 clusters Score: Raw -475590.767045 + Penalty 4828.532625 = -470762.234420 nChanged 56 SP:Iteration 44Q (1422.344945 sec): 3 clusters Score: Raw -475613.162706 + Penalty 4828.532625 = -470784.630081 nChanged 53 SP:Iteration 45Q (1422.484100 sec): 3 clusters Score: Raw -475633.925204 + Penalty 4828.532625 = -470805.392579 nChanged 50 SP:Iteration 46Q (1422.615091 sec): 3 clusters Score: Raw -475654.879605 + Penalty 4828.532625 = -470826.346981 nChanged 48 SP:Iteration 47Q (1422.727501 sec): 3 clusters Score: Raw -475674.534766 + Penalty 4828.532625 = -470846.002142 nChanged 45 SP:Iteration 48Q (1422.880700 sec): 3 clusters Score: Raw -475695.184776 + Penalty 4828.532625 = -470866.652151 nChanged 38 SP:Iteration 49Q (1423.005972 sec): 3 clusters Score: Raw -475710.632549 + Penalty 4828.532625 = -470882.099924 nChanged 27 SP:Iteration 50Q (1423.140070 sec): 3 clusters Score: Raw -475721.812556 + Penalty 4828.532625 = -470893.279931 nChanged 29 SP:Iteration 51Q (1423.286800 sec): 3 clusters Score: Raw -475732.168886 + Penalty 4828.532625 = -470903.636261 nChanged 20 SP:Iteration 52Q (1423.409989 sec): 3 clusters Score: Raw -475739.997328 + Penalty 4828.532625 = -470911.464703 nChanged 24 SP:Iteration 53Q (1423.543975 sec): 3 clusters Score: Raw -475750.782901 + Penalty 4828.532625 = -470922.250276 nChanged 26 SP:Iteration 54Q (1423.656622 sec): 3 clusters Score: Raw -475763.443099 + Penalty 4828.532625 = -470934.910474 nChanged 26 SP:Iteration 55Q (1423.803161 sec): 3 clusters Score: Raw -475773.400575 + Penalty 4828.532625 = -470944.867950 nChanged 26 SP:Iteration 56Q (1423.900479 sec): 3 clusters Score: Raw -475783.120258 + Penalty 4828.532625 = -470954.587633 nChanged 20 SP:Iteration 57Q (1424.022136 sec): 3 clusters Score: Raw -475790.773328 + Penalty 4828.532625 = -470962.240703 nChanged 22 SP:Iteration 58Q (1424.138823 sec): 3 clusters Score: Raw -475799.809915 + Penalty 4828.532625 = -470971.277291 nChanged 19 SP:Iteration 59Q (1424.298515 sec): 3 clusters Score: Raw -475807.206548 + Penalty 4828.532625 = -470978.673923 nChanged 21 SP:Iteration 60F (1424.402100 sec): 3 clusters Score: Raw -475814.147098 + Penalty 4828.532625 = -470985.614473 nChanged 15 SP:Iteration 61Q (1424.541755 sec): 3 clusters Score: Raw -475819.940218 + Penalty 4828.532625 = -470991.407593 nChanged 12 SP:Iteration 62Q (1424.639346 sec): 3 clusters Score: Raw -475825.871145 + Penalty 4828.532625 = -470997.338520 nChanged 15 SP:Iteration 63Q (1424.770939 sec): 3 clusters Score: Raw -475832.236478 + Penalty 4828.532625 = -471003.703853 nChanged 10 SP:Iteration 64Q (1424.888734 sec): 3 clusters Score: Raw -475836.286068 + Penalty 4828.532625 = -471007.753443 nChanged 13 SP:Iteration 65Q (1425.014297 sec): 3 clusters Score: Raw -475841.425824 + Penalty 4828.532625 = -471012.893199 nChanged 16 SP:Iteration 66Q (1425.134699 sec): 3 clusters Score: Raw -475847.009298 + Penalty 4828.532625 = -471018.476674 nChanged 11 SP:Iteration 67Q (1425.246327 sec): 3 clusters Score: Raw -475851.498603 + Penalty 4828.532625 = -471022.965978 nChanged 5 SP:Iteration 68Q (1425.376780 sec): 3 clusters Score: Raw -475853.662929 + Penalty 4828.532625 = -471025.130305 nChanged 6 SP:Iteration 69Q (1425.528376 sec): 3 clusters Score: Raw -475855.747662 + Penalty 4828.532625 = -471027.215037 nChanged 9 SP:Iteration 70Q (1425.638151 sec): 3 clusters Score: Raw -475858.611284 + Penalty 4828.532625 = -471030.078659 nChanged 9 SP:Iteration 71Q (1425.777624 sec): 3 clusters Score: Raw -475862.432601 + Penalty 4828.532625 = -471033.899976 nChanged 10 SP:Iteration 72Q (1425.905583 sec): 3 clusters Score: Raw -475865.860697 + Penalty 4828.532625 = -471037.328072 nChanged 9 SP:Iteration 73Q (1426.043001 sec): 3 clusters Score: Raw -475868.300069 + Penalty 4828.532625 = -471039.767444 nChanged 3 SP:Iteration 74Q (1426.166642 sec): 3 clusters Score: Raw -475869.470263 + Penalty 4828.532625 = -471040.937638 nChanged 2 SP:Iteration 75Q (1426.292798 sec): 3 clusters Score: Raw -475870.140950 + Penalty 4828.532625 = -471041.608326 nChanged 3 SP:Iteration 76Q (1426.425026 sec): 3 clusters Score: Raw -475872.189944 + Penalty 4828.532625 = -471043.657319 nChanged 9 SP:Iteration 77Q (1426.579644 sec): 3 clusters Score: Raw -475876.565390 + Penalty 4828.532625 = -471048.032765 nChanged 11 SP:Iteration 78Q (1426.688780 sec): 3 clusters Score: Raw -475882.462158 + Penalty 4828.532625 = -471053.929533 nChanged 13 SP:Iteration 79Q (1426.817765 sec): 3 clusters Score: Raw -475888.307960 + Penalty 4828.532625 = -471059.775335 nChanged 10 SP:Iteration 80F (1426.942808 sec): 3 clusters Score: Raw -475892.209666 + Penalty 4828.532625 = -471063.677041 nChanged 9 SP:Iteration 81Q (1427.057454 sec): 3 clusters Score: Raw -475895.346839 + Penalty 4828.532625 = -471066.814214 nChanged 8 SP:Iteration 82Q (1427.182846 sec): 3 clusters Score: Raw -475898.667453 + Penalty 4828.532625 = -471070.134828 nChanged 7 SP:Iteration 83Q (1427.325939 sec): 3 clusters Score: Raw -475901.168529 + Penalty 4828.532625 = -471072.635904 nChanged 7 SP:Iteration 84Q (1427.444357 sec): 3 clusters Score: Raw -475905.121778 + Penalty 4828.532625 = -471076.589153 nChanged 5 SP:Iteration 85Q (1427.566291 sec): 3 clusters Score: Raw -475907.008858 + Penalty 4828.532625 = -471078.476233 nChanged 6 SP:Iteration 86Q (1427.712231 sec): 3 clusters Score: Raw -475909.069623 + Penalty 4828.532625 = -471080.536998 nChanged 1 SP:Iteration 87Q (1427.823619 sec): 3 clusters Score: Raw -475909.530818 + Penalty 4828.532625 = -471080.998193 nChanged 1 SP:Iteration 88Q (1427.948041 sec): 3 clusters Score: Raw -475910.071642 + Penalty 4828.532625 = -471081.539017 nChanged 2 SP:Iteration 89Q (1428.062122 sec): 3 clusters Score: Raw -475911.474466 + Penalty 4828.532625 = -471082.941841 nChanged 4 SP:Iteration 90Q (1428.175974 sec): 3 clusters Score: Raw -475914.456687 + Penalty 4828.532625 = -471085.924062 nChanged 13 SP:Iteration 91Q (1428.315635 sec): 3 clusters Score: Raw -475920.389261 + Penalty 4828.532625 = -471091.856636 nChanged 11 SP:Iteration 92Q (1428.425523 sec): 3 clusters Score: Raw -475925.577470 + Penalty 4828.532625 = -471097.044845 nChanged 11 SP:Iteration 93Q (1428.551178 sec): 3 clusters Score: Raw -475930.955901 + Penalty 4828.532625 = -471102.423276 nChanged 6 SP:Iteration 94Q (1428.706231 sec): 3 clusters Score: Raw -475934.182215 + Penalty 4828.532625 = -471105.649590 nChanged 11 SP:Iteration 95Q (1428.818009 sec): 3 clusters Score: Raw -475939.901948 + Penalty 4828.532625 = -471111.369323 nChanged 14 SP:Iteration 96Q (1428.943472 sec): 3 clusters Score: Raw -475946.848937 + Penalty 4828.532625 = -471118.316312 nChanged 11 SP:Iteration 97Q (1429.065603 sec): 3 clusters Score: Raw -475954.242691 + Penalty 4828.532625 = -471125.710066 nChanged 11 SP:Iteration 98Q (1429.183484 sec): 3 clusters Score: Raw -475961.207302 + Penalty 4828.532625 = -471132.674677 nChanged 8 SP:Iteration 99Q (1429.297393 sec): 3 clusters Score: Raw -475964.840983 + Penalty 4828.532625 = -471136.308358 nChanged 5 SP:Iteration 100F (1429.414544 sec): 3 clusters Score: Raw -475968.085788 + Penalty 4828.532625 = -471139.553163 nChanged 6 SP:Iteration 101Q (1429.543295 sec): 3 clusters Score: Raw -475971.038123 + Penalty 4828.532625 = -471142.505498 nChanged 5 SP:Iteration 102Q (1429.693742 sec): 3 clusters Score: Raw -475973.726958 + Penalty 4828.532625 = -471145.194333 nChanged 6 SP:Iteration 103Q (1429.787196 sec): 3 clusters Score: Raw -475976.829482 + Penalty 4828.532625 = -471148.296858 nChanged 0 SP:Iteration 104F (1429.918699 sec): 3 clusters Score: Raw -475976.829482 + Penalty 4828.532625 = -471148.296858 nChanged 0 Trying to split cluster 5 (6314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1429.988674 sec): 2 clusters Score: Raw -288057.450867 + Penalty 2310.138513 = -285747.312355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1430.099596 sec): 3 clusters Score: Raw -284963.732427 + Penalty 4620.277025 = -280343.455401 nChanged 2514 SP:Iteration 1F (1430.234372 sec): 3 clusters Score: Raw -286474.936619 + Penalty 4620.277025 = -281854.659593 nChanged 515 SP:Iteration 2F (1430.347475 sec): 3 clusters Score: Raw -286862.194532 + Penalty 4620.277025 = -282241.917507 nChanged 419 SP:Iteration 3F (1430.473613 sec): 3 clusters Score: Raw -287170.890816 + Penalty 4620.277025 = -282550.613790 nChanged 345 SP:Iteration 4F (1430.609625 sec): 3 clusters Score: Raw -287438.999567 + Penalty 4620.277025 = -282818.722542 nChanged 315 SP:Iteration 5Q (1430.709412 sec): 3 clusters Score: Raw -287656.577428 + Penalty 4620.277025 = -283036.300403 nChanged 270 SP:Iteration 6Q (1430.833072 sec): 3 clusters Score: Raw -287840.102285 + Penalty 4620.277025 = -283219.825259 nChanged 235 SP:Iteration 7Q (1430.964856 sec): 3 clusters Score: Raw -288012.603247 + Penalty 4620.277025 = -283392.326222 nChanged 196 SP:Iteration 8Q (1431.079712 sec): 3 clusters Score: Raw -288157.619771 + Penalty 4620.277025 = -283537.342746 nChanged 175 SP:Iteration 9Q (1431.166262 sec): 3 clusters Score: Raw -288287.621050 + Penalty 4620.277025 = -283667.344024 nChanged 148 SP:Iteration 10Q (1431.284340 sec): 3 clusters Score: Raw -288394.248319 + Penalty 4620.277025 = -283773.971294 nChanged 129 SP:Iteration 11Q (1431.417868 sec): 3 clusters Score: Raw -288482.558977 + Penalty 4620.277025 = -283862.281952 nChanged 114 SP:Iteration 12Q (1431.528264 sec): 3 clusters Score: Raw -288559.675365 + Penalty 4620.277025 = -283939.398340 nChanged 88 SP:Iteration 13Q (1431.659291 sec): 3 clusters Score: Raw -288610.538788 + Penalty 4620.277025 = -283990.261763 nChanged 83 SP:Iteration 14Q (1431.775268 sec): 3 clusters Score: Raw -288660.423840 + Penalty 4620.277025 = -284040.146815 nChanged 89 SP:Iteration 15Q (1431.916782 sec): 3 clusters Score: Raw -288721.675737 + Penalty 4620.277025 = -284101.398711 nChanged 84 SP:Iteration 16Q (1432.030983 sec): 3 clusters Score: Raw -288770.976266 + Penalty 4620.277025 = -284150.699240 nChanged 72 SP:Iteration 17Q (1432.156826 sec): 3 clusters Score: Raw -288813.778684 + Penalty 4620.277025 = -284193.501659 nChanged 70 SP:Iteration 18Q (1432.260750 sec): 3 clusters Score: Raw -288852.007948 + Penalty 4620.277025 = -284231.730923 nChanged 64 SP:Iteration 19Q (1432.395920 sec): 3 clusters Score: Raw -288888.519564 + Penalty 4620.277025 = -284268.242539 nChanged 64 SP:Iteration 20F (1432.529948 sec): 3 clusters Score: Raw -288928.842560 + Penalty 4620.277025 = -284308.565535 nChanged 65 SP:Iteration 21Q (1432.654990 sec): 3 clusters Score: Raw -288968.531046 + Penalty 4620.277025 = -284348.254021 nChanged 67 SP:Iteration 22Q (1432.772616 sec): 3 clusters Score: Raw -289018.439530 + Penalty 4620.277025 = -284398.162505 nChanged 66 SP:Iteration 23Q (1432.882761 sec): 3 clusters Score: Raw -289060.702861 + Penalty 4620.277025 = -284440.425836 nChanged 61 SP:Iteration 24Q (1433.003410 sec): 3 clusters Score: Raw -289094.021920 + Penalty 4620.277025 = -284473.744895 nChanged 54 SP:Iteration 25Q (1433.126924 sec): 3 clusters Score: Raw -289119.623557 + Penalty 4620.277025 = -284499.346531 nChanged 39 SP:Iteration 26Q (1433.258968 sec): 3 clusters Score: Raw -289137.134781 + Penalty 4620.277025 = -284516.857755 nChanged 39 SP:Iteration 27Q (1433.365807 sec): 3 clusters Score: Raw -289152.302534 + Penalty 4620.277025 = -284532.025509 nChanged 26 SP:Iteration 28Q (1433.493350 sec): 3 clusters Score: Raw -289163.752546 + Penalty 4620.277025 = -284543.475521 nChanged 25 SP:Iteration 29Q (1433.609521 sec): 3 clusters Score: Raw -289174.503040 + Penalty 4620.277025 = -284554.226015 nChanged 29 SP:Iteration 30Q (1433.747837 sec): 3 clusters Score: Raw -289187.144191 + Penalty 4620.277025 = -284566.867165 nChanged 22 SP:Iteration 31Q (1433.827786 sec): 3 clusters Score: Raw -289195.315570 + Penalty 4620.277025 = -284575.038544 nChanged 15 SP:Iteration 32Q (1433.953510 sec): 3 clusters Score: Raw -289201.584763 + Penalty 4620.277025 = -284581.307738 nChanged 19 SP:Iteration 33Q (1434.076745 sec): 3 clusters Score: Raw -289210.843974 + Penalty 4620.277025 = -284590.566948 nChanged 22 SP:Iteration 34Q (1434.201642 sec): 3 clusters Score: Raw -289219.964197 + Penalty 4620.277025 = -284599.687172 nChanged 26 SP:Iteration 35Q (1434.304459 sec): 3 clusters Score: Raw -289232.456073 + Penalty 4620.277025 = -284612.179047 nChanged 25 SP:Iteration 36Q (1434.408500 sec): 3 clusters Score: Raw -289244.349822 + Penalty 4620.277025 = -284624.072797 nChanged 21 SP:Iteration 37Q (1434.516586 sec): 3 clusters Score: Raw -289255.503381 + Penalty 4620.277025 = -284635.226355 nChanged 26 SP:Iteration 38Q (1434.632682 sec): 3 clusters Score: Raw -289267.581506 + Penalty 4620.277025 = -284647.304481 nChanged 24 SP:Iteration 39Q (1434.731939 sec): 3 clusters Score: Raw -289277.727619 + Penalty 4620.277025 = -284657.450594 nChanged 18 SP:Iteration 40F (1434.849980 sec): 3 clusters Score: Raw -289286.129642 + Penalty 4620.277025 = -284665.852616 nChanged 21 SP:Iteration 41Q (1434.968976 sec): 3 clusters Score: Raw -289294.640987 + Penalty 4620.277025 = -284674.363962 nChanged 15 SP:Iteration 42Q (1435.100653 sec): 3 clusters Score: Raw -289300.438873 + Penalty 4620.277025 = -284680.161848 nChanged 19 SP:Iteration 43Q (1435.199262 sec): 3 clusters Score: Raw -289307.395658 + Penalty 4620.277025 = -284687.118633 nChanged 16 SP:Iteration 44Q (1435.346031 sec): 3 clusters Score: Raw -289315.826892 + Penalty 4620.277025 = -284695.549867 nChanged 16 SP:Iteration 45Q (1435.442831 sec): 3 clusters Score: Raw -289322.671803 + Penalty 4620.277025 = -284702.394778 nChanged 16 SP:Iteration 46Q (1435.564203 sec): 3 clusters Score: Raw -289330.421994 + Penalty 4620.277025 = -284710.144969 nChanged 16 SP:Iteration 47Q (1435.675406 sec): 3 clusters Score: Raw -289340.052567 + Penalty 4620.277025 = -284719.775542 nChanged 20 SP:Iteration 48Q (1435.805230 sec): 3 clusters Score: Raw -289350.396651 + Penalty 4620.277025 = -284730.119626 nChanged 22 SP:Iteration 49Q (1435.921041 sec): 3 clusters Score: Raw -289358.240892 + Penalty 4620.277025 = -284737.963866 nChanged 14 SP:Iteration 50Q (1436.045477 sec): 3 clusters Score: Raw -289362.112767 + Penalty 4620.277025 = -284741.835741 nChanged 9 SP:Iteration 51Q (1436.174299 sec): 3 clusters Score: Raw -289366.089294 + Penalty 4620.277025 = -284745.812269 nChanged 9 SP:Iteration 52Q (1436.283692 sec): 3 clusters Score: Raw -289370.315231 + Penalty 4620.277025 = -284750.038206 nChanged 5 SP:Iteration 53Q (1436.419514 sec): 3 clusters Score: Raw -289371.529473 + Penalty 4620.277025 = -284751.252448 nChanged 5 SP:Iteration 54Q (1436.520700 sec): 3 clusters Score: Raw -289372.663320 + Penalty 4620.277025 = -284752.386294 nChanged 1 SP:Iteration 55Q (1436.644772 sec): 3 clusters Score: Raw -289373.117880 + Penalty 4620.277025 = -284752.840855 nChanged 1 SP:Iteration 56Q (1436.754990 sec): 3 clusters Score: Raw -289373.821303 + Penalty 4620.277025 = -284753.544277 nChanged 4 SP:Iteration 57Q (1436.851747 sec): 3 clusters Score: Raw -289374.667094 + Penalty 4620.277025 = -284754.390069 nChanged 1 SP:Iteration 58Q (1436.987683 sec): 3 clusters Score: Raw -289375.053254 + Penalty 4620.277025 = -284754.776229 nChanged 0 SP:Iteration 59F (1437.110967 sec): 3 clusters Score: Raw -289375.053254 + Penalty 4620.277025 = -284754.776229 nChanged 0 Trying to split cluster 6 (2724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1437.193344 sec): 2 clusters Score: Raw -128636.453057 + Penalty 2088.202160 = -126548.250896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1437.302429 sec): 3 clusters Score: Raw -127559.848959 + Penalty 4176.404320 = -123383.444638 nChanged 889 SP:Iteration 1F (1437.401690 sec): 3 clusters Score: Raw -128189.978509 + Penalty 4176.404320 = -124013.574189 nChanged 196 SP:Iteration 2F (1437.513950 sec): 3 clusters Score: Raw -128344.412376 + Penalty 4176.404320 = -124168.008056 nChanged 107 SP:Iteration 3Q (1437.631802 sec): 3 clusters Score: Raw -128431.609815 + Penalty 4176.404320 = -124255.205494 nChanged 81 SP:Iteration 4Q (1437.747303 sec): 3 clusters Score: Raw -128485.295906 + Penalty 4176.404320 = -124308.891585 nChanged 56 SP:Iteration 5Q (1437.832645 sec): 3 clusters Score: Raw -128523.093270 + Penalty 4176.404320 = -124346.688949 nChanged 45 SP:Iteration 6Q (1437.938421 sec): 3 clusters Score: Raw -128547.865628 + Penalty 4176.404320 = -124371.461308 nChanged 37 SP:Iteration 7Q (1438.059737 sec): 3 clusters Score: Raw -128566.705398 + Penalty 4176.404320 = -124390.301077 nChanged 15 SP:Iteration 8Q (1438.151407 sec): 3 clusters Score: Raw -128572.604237 + Penalty 4176.404320 = -124396.199917 nChanged 11 SP:Iteration 9Q (1438.259182 sec): 3 clusters Score: Raw -128578.627489 + Penalty 4176.404320 = -124402.223169 nChanged 10 SP:Iteration 10Q (1438.383912 sec): 3 clusters Score: Raw -128584.078478 + Penalty 4176.404320 = -124407.674157 nChanged 8 SP:Iteration 11Q (1438.497633 sec): 3 clusters Score: Raw -128588.069845 + Penalty 4176.404320 = -124411.665524 nChanged 8 SP:Iteration 12Q (1438.596896 sec): 3 clusters Score: Raw -128591.713480 + Penalty 4176.404320 = -124415.309160 nChanged 8 SP:Iteration 13Q (1438.705819 sec): 3 clusters Score: Raw -128596.139515 + Penalty 4176.404320 = -124419.735195 nChanged 9 SP:Iteration 14Q (1438.823245 sec): 3 clusters Score: Raw -128600.535818 + Penalty 4176.404320 = -124424.131497 nChanged 10 SP:Iteration 15Q (1438.931371 sec): 3 clusters Score: Raw -128605.045716 + Penalty 4176.404320 = -124428.641395 nChanged 7 SP:Iteration 16Q (1439.045290 sec): 3 clusters Score: Raw -128608.206941 + Penalty 4176.404320 = -124431.802621 nChanged 5 SP:Iteration 17Q (1439.185982 sec): 3 clusters Score: Raw -128610.464772 + Penalty 4176.404320 = -124434.060452 nChanged 5 SP:Iteration 18Q (1439.278195 sec): 3 clusters Score: Raw -128613.548995 + Penalty 4176.404320 = -124437.144674 nChanged 7 SP:Iteration 19Q (1439.411446 sec): 3 clusters Score: Raw -128617.534104 + Penalty 4176.404320 = -124441.129784 nChanged 8 SP:Iteration 20F (1439.512826 sec): 3 clusters Score: Raw -128621.451584 + Penalty 4176.404320 = -124445.047264 nChanged 5 SP:Iteration 21Q (1439.612633 sec): 3 clusters Score: Raw -128623.926779 + Penalty 4176.404320 = -124447.522459 nChanged 3 SP:Iteration 22Q (1439.725053 sec): 3 clusters Score: Raw -128626.146917 + Penalty 4176.404320 = -124449.742597 nChanged 9 SP:Iteration 23Q (1439.840449 sec): 3 clusters Score: Raw -128631.657947 + Penalty 4176.404320 = -124455.253627 nChanged 10 SP:Iteration 24Q (1439.946628 sec): 3 clusters Score: Raw -128636.243086 + Penalty 4176.404320 = -124459.838766 nChanged 8 SP:Iteration 25Q (1440.059071 sec): 3 clusters Score: Raw -128640.222564 + Penalty 4176.404320 = -124463.818244 nChanged 3 SP:Iteration 26Q (1440.194406 sec): 3 clusters Score: Raw -128641.910618 + Penalty 4176.404320 = -124465.506298 nChanged 6 SP:Iteration 27Q (1440.287937 sec): 3 clusters Score: Raw -128645.473595 + Penalty 4176.404320 = -124469.069275 nChanged 8 SP:Iteration 28Q (1440.394960 sec): 3 clusters Score: Raw -128649.522939 + Penalty 4176.404320 = -124473.118619 nChanged 8 SP:Iteration 29Q (1440.525440 sec): 3 clusters Score: Raw -128655.342768 + Penalty 4176.404320 = -124478.938448 nChanged 6 SP:Iteration 30Q (1440.609782 sec): 3 clusters Score: Raw -128658.371706 + Penalty 4176.404320 = -124481.967386 nChanged 4 SP:Iteration 31Q (1440.726377 sec): 3 clusters Score: Raw -128660.452480 + Penalty 4176.404320 = -124484.048159 nChanged 4 SP:Iteration 32Q (1440.836742 sec): 3 clusters Score: Raw -128662.375445 + Penalty 4176.404320 = -124485.971125 nChanged 4 SP:Iteration 33Q (1440.957276 sec): 3 clusters Score: Raw -128664.645538 + Penalty 4176.404320 = -124488.241218 nChanged 1 SP:Iteration 34Q (1441.052775 sec): 3 clusters Score: Raw -128664.978816 + Penalty 4176.404320 = -124488.574496 nChanged 1 SP:Iteration 35Q (1441.154553 sec): 3 clusters Score: Raw -128665.277904 + Penalty 4176.404320 = -124488.873583 nChanged 1 SP:Iteration 36Q (1441.278110 sec): 3 clusters Score: Raw -128665.658904 + Penalty 4176.404320 = -124489.254584 nChanged 1 SP:Iteration 37Q (1441.394752 sec): 3 clusters Score: Raw -128666.508844 + Penalty 4176.404320 = -124490.104524 nChanged 0 SP:Iteration 38F (1441.493884 sec): 3 clusters Score: Raw -128666.508844 + Penalty 4176.404320 = -124490.104524 nChanged 0 Iteration 99Q (1442.203765 sec): 7 clusters Score: Raw -2934512.482911 + Penalty 17588.178590 = -2916924.304322 nChanged 35 Iteration 100F (1442.997440 sec): 7 clusters Score: Raw -2934516.566968 + Penalty 17588.178590 = -2916928.388378 nChanged 30 Iteration 101Q (1443.665532 sec): 7 clusters Score: Raw -2934520.042377 + Penalty 17588.178590 = -2916931.863787 nChanged 26 Iteration 102Q (1444.299336 sec): 7 clusters Score: Raw -2934523.218058 + Penalty 17588.178590 = -2916935.039469 nChanged 36 Iteration 103Q (1444.929434 sec): 7 clusters Score: Raw -2934527.512510 + Penalty 17588.178590 = -2916939.333921 nChanged 34 Iteration 104Q (1445.595175 sec): 7 clusters Score: Raw -2934531.393222 + Penalty 17588.178590 = -2916943.214632 nChanged 29 Iteration 105Q (1446.240033 sec): 7 clusters Score: Raw -2934534.902822 + Penalty 17588.178590 = -2916946.724232 nChanged 30 Iteration 106Q (1446.888958 sec): 7 clusters Score: Raw -2934538.045474 + Penalty 17588.178590 = -2916949.866884 nChanged 30 Iteration 107Q (1447.581364 sec): 7 clusters Score: Raw -2934540.925705 + Penalty 17588.178590 = -2916952.747115 nChanged 26 Iteration 108Q (1448.231975 sec): 7 clusters Score: Raw -2934543.395045 + Penalty 17588.178590 = -2916955.216456 nChanged 29 Iteration 109Q (1448.900772 sec): 7 clusters Score: Raw -2934546.059920 + Penalty 17588.178590 = -2916957.881331 nChanged 35 Iteration 110Q (1449.541207 sec): 7 clusters Score: Raw -2934550.146179 + Penalty 17588.178590 = -2916961.967589 nChanged 37 Iteration 111Q (1450.191617 sec): 7 clusters Score: Raw -2934554.269677 + Penalty 17588.178590 = -2916966.091087 nChanged 30 Iteration 112Q (1450.816882 sec): 7 clusters Score: Raw -2934557.895980 + Penalty 17588.178590 = -2916969.717391 nChanged 32 Iteration 113Q (1451.471362 sec): 7 clusters Score: Raw -2934561.422229 + Penalty 17588.178590 = -2916973.243639 nChanged 24 Iteration 114Q (1452.020619 sec): 7 clusters Score: Raw -2934564.497401 + Penalty 17588.178590 = -2916976.318811 nChanged 24 Iteration 115Q (1452.470405 sec): 7 clusters Score: Raw -2934567.493011 + Penalty 17588.178590 = -2916979.314421 nChanged 18 Iteration 116Q (1452.941154 sec): 7 clusters Score: Raw -2934569.356158 + Penalty 17588.178590 = -2916981.177568 nChanged 21 Iteration 117Q (1453.434333 sec): 7 clusters Score: Raw -2934571.276196 + Penalty 17588.178590 = -2916983.097606 nChanged 25 Iteration 118Q (1454.036378 sec): 7 clusters Score: Raw -2934573.675987 + Penalty 17588.178590 = -2916985.497397 nChanged 16 Iteration 119Q (1454.623677 sec): 7 clusters Score: Raw -2934575.198815 + Penalty 17588.178590 = -2916987.020225 nChanged 10 Iteration 120F (1455.320324 sec): 7 clusters Score: Raw -2934576.525638 + Penalty 17588.178590 = -2916988.347048 nChanged 10 Iteration 121Q (1455.908076 sec): 7 clusters Score: Raw -2934578.224307 + Penalty 17588.178590 = -2916990.045717 nChanged 11 Iteration 122Q (1456.537484 sec): 7 clusters Score: Raw -2934580.182850 + Penalty 17588.178590 = -2916992.004260 nChanged 15 Iteration 123Q (1457.117633 sec): 7 clusters Score: Raw -2934582.297973 + Penalty 17588.178590 = -2916994.119384 nChanged 12 Iteration 124Q (1457.718716 sec): 7 clusters Score: Raw -2934583.586897 + Penalty 17588.178590 = -2916995.408307 nChanged 11 Iteration 125Q (1458.417708 sec): 7 clusters Score: Raw -2934584.910068 + Penalty 17588.178590 = -2916996.731478 nChanged 5 Iteration 126Q (1459.081050 sec): 7 clusters Score: Raw -2934585.402380 + Penalty 17588.178590 = -2916997.223790 nChanged 5 Iteration 127Q (1459.756921 sec): 7 clusters Score: Raw -2934586.287859 + Penalty 17588.178590 = -2916998.109270 nChanged 11 Iteration 128Q (1460.393559 sec): 7 clusters Score: Raw -2934588.159494 + Penalty 17588.178590 = -2916999.980905 nChanged 10 Iteration 129Q (1461.063558 sec): 7 clusters Score: Raw -2934589.477170 + Penalty 17588.178590 = -2917001.298580 nChanged 5 Iteration 130Q (1461.701286 sec): 7 clusters Score: Raw -2934590.609882 + Penalty 17588.178590 = -2917002.431292 nChanged 6 Iteration 131Q (1462.319007 sec): 7 clusters Score: Raw -2934592.120062 + Penalty 17588.178590 = -2917003.941473 nChanged 11 Iteration 132Q (1462.942171 sec): 7 clusters Score: Raw -2934594.179222 + Penalty 17588.178590 = -2917006.000633 nChanged 11 Iteration 133Q (1463.583178 sec): 7 clusters Score: Raw -2934595.703353 + Penalty 17588.178590 = -2917007.524764 nChanged 11 Iteration 134Q (1464.198526 sec): 7 clusters Score: Raw -2934596.744295 + Penalty 17588.178590 = -2917008.565705 nChanged 11 Iteration 135Q (1464.872836 sec): 7 clusters Score: Raw -2934598.110891 + Penalty 17588.178590 = -2917009.932301 nChanged 10 Iteration 136Q (1465.505965 sec): 7 clusters Score: Raw -2934598.941518 + Penalty 17588.178590 = -2917010.762928 nChanged 8 Iteration 137Q (1466.164634 sec): 7 clusters Score: Raw -2934599.680946 + Penalty 17588.178590 = -2917011.502356 nChanged 5 Iteration 138Q (1466.789585 sec): 7 clusters Score: Raw -2934599.968888 + Penalty 17588.178590 = -2917011.790298 nChanged 6 Writing temp clu file Because OldScore, -2917011.502356, is greater than current (better) Score,-2917011.790298 Compute initial score before splitting: Score: Raw -2934599.968888 + Penalty 17588.178590 = -2917011.790298 Trying to split cluster 1 (11112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1466.949161 sec): 2 clusters Score: Raw -449056.741375 + Penalty 2459.366153 = -446597.375222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1467.048078 sec): 3 clusters Score: Raw -443099.173951 + Penalty 4918.732307 = -438180.441644 nChanged 4603 SP:Iteration 1F (1467.176572 sec): 3 clusters Score: Raw -445666.515719 + Penalty 4918.732307 = -440747.783412 nChanged 799 SP:Iteration 2F (1467.322042 sec): 3 clusters Score: Raw -446079.659814 + Penalty 4918.732307 = -441160.927507 nChanged 606 SP:Iteration 3F (1467.459853 sec): 3 clusters Score: Raw -446397.369562 + Penalty 4918.732307 = -441478.637255 nChanged 528 SP:Iteration 4Q (1467.572837 sec): 3 clusters Score: Raw -446682.244476 + Penalty 4918.732307 = -441763.512169 nChanged 504 SP:Iteration 5Q (1467.720451 sec): 3 clusters Score: Raw -446949.092329 + Penalty 4918.732307 = -442030.360022 nChanged 479 SP:Iteration 6Q (1467.863806 sec): 3 clusters Score: Raw -447225.025832 + Penalty 4918.732307 = -442306.293525 nChanged 485 SP:Iteration 7Q (1468.001364 sec): 3 clusters Score: Raw -447484.737167 + Penalty 4918.732307 = -442566.004860 nChanged 417 SP:Iteration 8Q (1468.137642 sec): 3 clusters Score: Raw -447716.802399 + Penalty 4918.732307 = -442798.070092 nChanged 406 SP:Iteration 9Q (1468.274291 sec): 3 clusters Score: Raw -447945.802948 + Penalty 4918.732307 = -443027.070641 nChanged 415 SP:Iteration 10Q (1468.433960 sec): 3 clusters Score: Raw -448150.028702 + Penalty 4918.732307 = -443231.296395 nChanged 336 SP:Iteration 11Q (1468.546132 sec): 3 clusters Score: Raw -448295.155026 + Penalty 4918.732307 = -443376.422719 nChanged 279 SP:Iteration 12Q (1468.695074 sec): 3 clusters Score: Raw -448405.569293 + Penalty 4918.732307 = -443486.836986 nChanged 250 SP:Iteration 13Q (1468.817549 sec): 3 clusters Score: Raw -448509.222589 + Penalty 4918.732307 = -443590.490282 nChanged 223 SP:Iteration 14Q (1468.946352 sec): 3 clusters Score: Raw -448599.935548 + Penalty 4918.732307 = -443681.203241 nChanged 197 SP:Iteration 15Q (1469.096548 sec): 3 clusters Score: Raw -448667.368685 + Penalty 4918.732307 = -443748.636378 nChanged 163 SP:Iteration 16Q (1469.235141 sec): 3 clusters Score: Raw -448714.794443 + Penalty 4918.732307 = -443796.062136 nChanged 138 SP:Iteration 17Q (1469.359969 sec): 3 clusters Score: Raw -448767.068247 + Penalty 4918.732307 = -443848.335940 nChanged 150 SP:Iteration 18Q (1469.507783 sec): 3 clusters Score: Raw -448810.484275 + Penalty 4918.732307 = -443891.751968 nChanged 121 SP:Iteration 19Q (1469.633746 sec): 3 clusters Score: Raw -448841.745352 + Penalty 4918.732307 = -443923.013045 nChanged 106 SP:Iteration 20F (1469.764761 sec): 3 clusters Score: Raw -448866.476543 + Penalty 4918.732307 = -443947.744236 nChanged 91 SP:Iteration 21Q (1469.935890 sec): 3 clusters Score: Raw -448889.983951 + Penalty 4918.732307 = -443971.251644 nChanged 94 SP:Iteration 22Q (1470.074556 sec): 3 clusters Score: Raw -448909.141262 + Penalty 4918.732307 = -443990.408955 nChanged 68 SP:Iteration 23Q (1470.203285 sec): 3 clusters Score: Raw -448922.757969 + Penalty 4918.732307 = -444004.025662 nChanged 64 SP:Iteration 24Q (1470.316340 sec): 3 clusters Score: Raw -448941.808126 + Penalty 4918.732307 = -444023.075819 nChanged 76 SP:Iteration 25Q (1470.479939 sec): 3 clusters Score: Raw -448964.448514 + Penalty 4918.732307 = -444045.716207 nChanged 88 SP:Iteration 26Q (1470.611576 sec): 3 clusters Score: Raw -448984.720843 + Penalty 4918.732307 = -444065.988536 nChanged 75 SP:Iteration 27Q (1470.745158 sec): 3 clusters Score: Raw -449005.191101 + Penalty 4918.732307 = -444086.458794 nChanged 87 SP:Iteration 28Q (1470.909814 sec): 3 clusters Score: Raw -449025.841532 + Penalty 4918.732307 = -444107.109225 nChanged 63 SP:Iteration 29Q (1471.028896 sec): 3 clusters Score: Raw -449037.648847 + Penalty 4918.732307 = -444118.916540 nChanged 49 SP:Iteration 30Q (1471.169486 sec): 3 clusters Score: Raw -449045.147372 + Penalty 4918.732307 = -444126.415065 nChanged 27 SP:Iteration 31Q (1471.310023 sec): 3 clusters Score: Raw -449049.317476 + Penalty 4918.732307 = -444130.585169 nChanged 22 SP:Iteration 32Q (1471.445937 sec): 3 clusters Score: Raw -449052.350620 + Penalty 4918.732307 = -444133.618313 nChanged 25 SP:Iteration 33Q (1471.596231 sec): 3 clusters Score: Raw -449056.156271 + Penalty 4918.732307 = -444137.423964 nChanged 23 SP:Iteration 34Q (1471.734178 sec): 3 clusters Score: Raw -449060.243620 + Penalty 4918.732307 = -444141.511313 nChanged 27 SP:Iteration 35Q (1471.894192 sec): 3 clusters Score: Raw -449066.346565 + Penalty 4918.732307 = -444147.614258 nChanged 32 SP:Iteration 36Q (1472.019236 sec): 3 clusters Score: Raw -449072.288528 + Penalty 4918.732307 = -444153.556221 nChanged 41 SP:Iteration 37Q (1472.154414 sec): 3 clusters Score: Raw -449077.515550 + Penalty 4918.732307 = -444158.783243 nChanged 27 SP:Iteration 38Q (1472.310943 sec): 3 clusters Score: Raw -449081.130228 + Penalty 4918.732307 = -444162.397921 nChanged 22 SP:Iteration 39Q (1472.451769 sec): 3 clusters Score: Raw -449083.860729 + Penalty 4918.732307 = -444165.128422 nChanged 23 SP:Iteration 40F (1472.576064 sec): 3 clusters Score: Raw -449087.072706 + Penalty 4918.732307 = -444168.340399 nChanged 23 SP:Iteration 41Q (1472.698514 sec): 3 clusters Score: Raw -449090.509257 + Penalty 4918.732307 = -444171.776950 nChanged 24 SP:Iteration 42Q (1472.823311 sec): 3 clusters Score: Raw -449094.738935 + Penalty 4918.732307 = -444176.006628 nChanged 21 SP:Iteration 43Q (1472.960789 sec): 3 clusters Score: Raw -449097.965427 + Penalty 4918.732307 = -444179.233120 nChanged 18 SP:Iteration 44Q (1473.091102 sec): 3 clusters Score: Raw -449100.162338 + Penalty 4918.732307 = -444181.430031 nChanged 15 SP:Iteration 45Q (1473.246889 sec): 3 clusters Score: Raw -449102.066963 + Penalty 4918.732307 = -444183.334656 nChanged 14 SP:Iteration 46Q (1473.399677 sec): 3 clusters Score: Raw -449103.474493 + Penalty 4918.732307 = -444184.742186 nChanged 9 SP:Iteration 47Q (1473.540673 sec): 3 clusters Score: Raw -449104.759027 + Penalty 4918.732307 = -444186.026720 nChanged 8 SP:Iteration 48Q (1473.664715 sec): 3 clusters Score: Raw -449105.514513 + Penalty 4918.732307 = -444186.782206 nChanged 6 SP:Iteration 49Q (1473.791382 sec): 3 clusters Score: Raw -449106.052510 + Penalty 4918.732307 = -444187.320203 nChanged 4 SP:Iteration 50Q (1473.953609 sec): 3 clusters Score: Raw -449106.384539 + Penalty 4918.732307 = -444187.652232 nChanged 4 SP:Iteration 51Q (1474.085518 sec): 3 clusters Score: Raw -449106.699380 + Penalty 4918.732307 = -444187.967073 nChanged 1 SP:Iteration 52Q (1474.213021 sec): 3 clusters Score: Raw -449106.783342 + Penalty 4918.732307 = -444188.051035 nChanged 1 SP:Iteration 53Q (1474.377894 sec): 3 clusters Score: Raw -449106.858890 + Penalty 4918.732307 = -444188.126583 nChanged 0 SP:Iteration 54F (1474.516583 sec): 3 clusters Score: Raw -449106.858890 + Penalty 4918.732307 = -444188.126583 nChanged 0 Trying to split cluster 2 (7575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1474.594338 sec): 2 clusters Score: Raw -333456.790972 + Penalty 2358.208678 = -331098.582293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1474.744745 sec): 3 clusters Score: Raw -329625.403221 + Penalty 4716.417357 = -324908.985864 nChanged 2987 SP:Iteration 1F (1474.856213 sec): 3 clusters Score: Raw -331328.995636 + Penalty 4716.417357 = -326612.578280 nChanged 566 SP:Iteration 2F (1474.998873 sec): 3 clusters Score: Raw -331656.002174 + Penalty 4716.417357 = -326939.584818 nChanged 443 SP:Iteration 3F (1475.114020 sec): 3 clusters Score: Raw -331918.138925 + Penalty 4716.417357 = -327201.721568 nChanged 376 SP:Iteration 4Q (1475.218869 sec): 3 clusters Score: Raw -332151.553289 + Penalty 4716.417357 = -327435.135932 nChanged 351 SP:Iteration 5Q (1475.334833 sec): 3 clusters Score: Raw -332396.820547 + Penalty 4716.417357 = -327680.403190 nChanged 347 SP:Iteration 6Q (1475.463270 sec): 3 clusters Score: Raw -332640.189795 + Penalty 4716.417357 = -327923.772438 nChanged 347 SP:Iteration 7Q (1475.582442 sec): 3 clusters Score: Raw -332855.879043 + Penalty 4716.417357 = -328139.461686 nChanged 287 SP:Iteration 8Q (1475.697404 sec): 3 clusters Score: Raw -333040.258327 + Penalty 4716.417357 = -328323.840970 nChanged 253 SP:Iteration 9Q (1475.817070 sec): 3 clusters Score: Raw -333191.649728 + Penalty 4716.417357 = -328475.232371 nChanged 221 SP:Iteration 10Q (1475.928735 sec): 3 clusters Score: Raw -333316.374258 + Penalty 4716.417357 = -328599.956901 nChanged 177 SP:Iteration 11Q (1476.045829 sec): 3 clusters Score: Raw -333413.446647 + Penalty 4716.417357 = -328697.029290 nChanged 142 SP:Iteration 12Q (1476.181515 sec): 3 clusters Score: Raw -333488.782979 + Penalty 4716.417357 = -328772.365622 nChanged 124 SP:Iteration 13Q (1476.291777 sec): 3 clusters Score: Raw -333553.374937 + Penalty 4716.417357 = -328836.957580 nChanged 95 SP:Iteration 14Q (1476.443974 sec): 3 clusters Score: Raw -333610.501447 + Penalty 4716.417357 = -328894.084091 nChanged 106 SP:Iteration 15Q (1476.537539 sec): 3 clusters Score: Raw -333687.432170 + Penalty 4716.417357 = -328971.014813 nChanged 133 SP:Iteration 16Q (1476.671453 sec): 3 clusters Score: Raw -333777.730411 + Penalty 4716.417357 = -329061.313054 nChanged 122 SP:Iteration 17Q (1476.823261 sec): 3 clusters Score: Raw -333851.472335 + Penalty 4716.417357 = -329135.054978 nChanged 106 SP:Iteration 18Q (1476.941565 sec): 3 clusters Score: Raw -333908.071531 + Penalty 4716.417357 = -329191.654174 nChanged 79 SP:Iteration 19Q (1477.060530 sec): 3 clusters Score: Raw -333951.510513 + Penalty 4716.417357 = -329235.093156 nChanged 73 SP:Iteration 20F (1477.164177 sec): 3 clusters Score: Raw -333982.930703 + Penalty 4716.417357 = -329266.513347 nChanged 47 SP:Iteration 21Q (1477.274690 sec): 3 clusters Score: Raw -333999.801247 + Penalty 4716.417357 = -329283.383890 nChanged 39 SP:Iteration 22Q (1477.387673 sec): 3 clusters Score: Raw -334015.418977 + Penalty 4716.417357 = -329299.001620 nChanged 33 SP:Iteration 23Q (1477.505484 sec): 3 clusters Score: Raw -334025.577595 + Penalty 4716.417357 = -329309.160238 nChanged 19 SP:Iteration 24Q (1477.637300 sec): 3 clusters Score: Raw -334033.092366 + Penalty 4716.417357 = -329316.675009 nChanged 28 SP:Iteration 25Q (1477.745550 sec): 3 clusters Score: Raw -334042.177309 + Penalty 4716.417357 = -329325.759952 nChanged 29 SP:Iteration 26Q (1477.890325 sec): 3 clusters Score: Raw -334051.146924 + Penalty 4716.417357 = -329334.729568 nChanged 27 SP:Iteration 27Q (1478.014918 sec): 3 clusters Score: Raw -334059.960989 + Penalty 4716.417357 = -329343.543632 nChanged 22 SP:Iteration 28Q (1478.120736 sec): 3 clusters Score: Raw -334068.713100 + Penalty 4716.417357 = -329352.295743 nChanged 20 SP:Iteration 29Q (1478.211668 sec): 3 clusters Score: Raw -334074.954271 + Penalty 4716.417357 = -329358.536914 nChanged 19 SP:Iteration 30Q (1478.341669 sec): 3 clusters Score: Raw -334079.814218 + Penalty 4716.417357 = -329363.396861 nChanged 13 SP:Iteration 31Q (1478.437661 sec): 3 clusters Score: Raw -334082.920963 + Penalty 4716.417357 = -329366.503606 nChanged 8 SP:Iteration 32Q (1478.564832 sec): 3 clusters Score: Raw -334084.776840 + Penalty 4716.417357 = -329368.359483 nChanged 6 SP:Iteration 33Q (1478.701856 sec): 3 clusters Score: Raw -334086.726525 + Penalty 4716.417357 = -329370.309169 nChanged 12 SP:Iteration 34Q (1478.811049 sec): 3 clusters Score: Raw -334089.729940 + Penalty 4716.417357 = -329373.312583 nChanged 9 SP:Iteration 35Q (1478.938395 sec): 3 clusters Score: Raw -334091.653056 + Penalty 4716.417357 = -329375.235699 nChanged 4 SP:Iteration 36Q (1479.036830 sec): 3 clusters Score: Raw -334092.457980 + Penalty 4716.417357 = -329376.040623 nChanged 3 SP:Iteration 37Q (1479.155574 sec): 3 clusters Score: Raw -334093.085304 + Penalty 4716.417357 = -329376.667947 nChanged 3 SP:Iteration 38Q (1479.278026 sec): 3 clusters Score: Raw -334093.621085 + Penalty 4716.417357 = -329377.203728 nChanged 5 SP:Iteration 39Q (1479.421739 sec): 3 clusters Score: Raw -334094.314977 + Penalty 4716.417357 = -329377.897620 nChanged 1 SP:Iteration 40F (1479.531448 sec): 3 clusters Score: Raw -334094.513463 + Penalty 4716.417357 = -329378.096106 nChanged 0 Trying to split cluster 3 (29772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1479.685998 sec): 2 clusters Score: Raw -1382173.326865 + Penalty 2719.549439 = -1379453.777425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1479.851403 sec): 3 clusters Score: Raw -1364508.975653 + Penalty 5439.098878 = -1359069.876774 nChanged 13217 SP:Iteration 1F (1480.046375 sec): 3 clusters Score: Raw -1371765.935709 + Penalty 5439.098878 = -1366326.836831 nChanged 1708 SP:Iteration 2F (1480.195874 sec): 3 clusters Score: Raw -1372501.795351 + Penalty 5439.098878 = -1367062.696473 nChanged 1621 SP:Iteration 3F (1480.400417 sec): 3 clusters Score: Raw -1373250.162844 + Penalty 5439.098878 = -1367811.063965 nChanged 1600 SP:Iteration 4F (1480.554282 sec): 3 clusters Score: Raw -1374074.565297 + Penalty 5439.098878 = -1368635.466418 nChanged 1632 SP:Iteration 5F (1480.764438 sec): 3 clusters Score: Raw -1374971.620336 + Penalty 5439.098878 = -1369532.521458 nChanged 1717 SP:Iteration 6F (1480.942752 sec): 3 clusters Score: Raw -1376036.175429 + Penalty 5439.098878 = -1370597.076550 nChanged 1772 SP:Iteration 7F (1481.135558 sec): 3 clusters Score: Raw -1377210.330403 + Penalty 5439.098878 = -1371771.231525 nChanged 1721 SP:Iteration 8F (1481.305778 sec): 3 clusters Score: Raw -1378443.406274 + Penalty 5439.098878 = -1373004.307396 nChanged 1552 SP:Iteration 9F (1481.503972 sec): 3 clusters Score: Raw -1379606.000864 + Penalty 5439.098878 = -1374166.901986 nChanged 1332 SP:Iteration 10Q (1481.714422 sec): 3 clusters Score: Raw -1380607.985814 + Penalty 5439.098878 = -1375168.886936 nChanged 990 SP:Iteration 11Q (1481.882494 sec): 3 clusters Score: Raw -1381361.038953 + Penalty 5439.098878 = -1375921.940075 nChanged 654 SP:Iteration 12Q (1482.090058 sec): 3 clusters Score: Raw -1381864.869630 + Penalty 5439.098878 = -1376425.770752 nChanged 422 SP:Iteration 13Q (1482.275771 sec): 3 clusters Score: Raw -1382208.234108 + Penalty 5439.098878 = -1376769.135229 nChanged 261 SP:Iteration 14Q (1482.491345 sec): 3 clusters Score: Raw -1382403.946017 + Penalty 5439.098878 = -1376964.847138 nChanged 150 SP:Iteration 15Q (1482.682476 sec): 3 clusters Score: Raw -1382523.237802 + Penalty 5439.098878 = -1377084.138923 nChanged 91 SP:Iteration 16Q (1482.791984 sec): 3 clusters Score: Raw -1382589.527728 + Penalty 5439.098878 = -1377150.428850 nChanged 53 SP:Iteration 17Q (1482.932718 sec): 3 clusters Score: Raw -1382624.581142 + Penalty 5439.098878 = -1377185.482263 nChanged 33 SP:Iteration 18Q (1483.109270 sec): 3 clusters Score: Raw -1382650.654302 + Penalty 5439.098878 = -1377211.555424 nChanged 23 SP:Iteration 19Q (1483.294482 sec): 3 clusters Score: Raw -1382667.780309 + Penalty 5439.098878 = -1377228.681431 nChanged 7 SP:Iteration 20F (1483.455507 sec): 3 clusters Score: Raw -1382673.731698 + Penalty 5439.098878 = -1377234.632820 nChanged 8 SP:Iteration 21Q (1483.656500 sec): 3 clusters Score: Raw -1382679.784305 + Penalty 5439.098878 = -1377240.685426 nChanged 7 SP:Iteration 22Q (1483.826385 sec): 3 clusters Score: Raw -1382685.387639 + Penalty 5439.098878 = -1377246.288761 nChanged 5 SP:Iteration 23Q (1484.008293 sec): 3 clusters Score: Raw -1382689.532752 + Penalty 5439.098878 = -1377250.433874 nChanged 4 SP:Iteration 24Q (1484.191996 sec): 3 clusters Score: Raw -1382692.254036 + Penalty 5439.098878 = -1377253.155157 nChanged 4 SP:Iteration 25Q (1484.350782 sec): 3 clusters Score: Raw -1382693.655058 + Penalty 5439.098878 = -1377254.556180 nChanged 3 SP:Iteration 26Q (1484.547742 sec): 3 clusters Score: Raw -1382695.390059 + Penalty 5439.098878 = -1377256.291180 nChanged 1 SP:Iteration 27Q (1484.681211 sec): 3 clusters Score: Raw -1382696.365619 + Penalty 5439.098878 = -1377257.266741 nChanged 1 SP:Iteration 28Q (1484.850111 sec): 3 clusters Score: Raw -1382696.630786 + Penalty 5439.098878 = -1377257.531908 nChanged 0 SP:Iteration 29F (1485.067345 sec): 3 clusters Score: Raw -1382696.630786 + Penalty 5439.098878 = -1377257.531908 nChanged 0 Trying to split cluster 4 (9230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1485.174372 sec): 2 clusters Score: Raw -469008.745182 + Penalty 2410.376582 = -466598.368600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1485.294182 sec): 3 clusters Score: Raw -464125.328867 + Penalty 4820.753165 = -459304.575702 nChanged 3735 SP:Iteration 1F (1485.421849 sec): 3 clusters Score: Raw -466133.535473 + Penalty 4820.753165 = -461312.782308 nChanged 681 SP:Iteration 2F (1485.540335 sec): 3 clusters Score: Raw -466504.203742 + Penalty 4820.753165 = -461683.450577 nChanged 547 SP:Iteration 3F (1485.668543 sec): 3 clusters Score: Raw -466777.862353 + Penalty 4820.753165 = -461957.109188 nChanged 403 SP:Iteration 4Q (1485.819417 sec): 3 clusters Score: Raw -466972.068171 + Penalty 4820.753165 = -462151.315006 nChanged 328 SP:Iteration 5Q (1485.968920 sec): 3 clusters Score: Raw -467104.310645 + Penalty 4820.753165 = -462283.557480 nChanged 258 SP:Iteration 6Q (1486.074840 sec): 3 clusters Score: Raw -467212.924215 + Penalty 4820.753165 = -462392.171050 nChanged 247 SP:Iteration 7Q (1486.231524 sec): 3 clusters Score: Raw -467321.695648 + Penalty 4820.753165 = -462500.942483 nChanged 236 SP:Iteration 8Q (1486.350996 sec): 3 clusters Score: Raw -467420.844273 + Penalty 4820.753165 = -462600.091109 nChanged 222 SP:Iteration 9Q (1486.471428 sec): 3 clusters Score: Raw -467514.685979 + Penalty 4820.753165 = -462693.932814 nChanged 225 SP:Iteration 10Q (1486.576103 sec): 3 clusters Score: Raw -467611.658382 + Penalty 4820.753165 = -462790.905217 nChanged 233 SP:Iteration 11Q (1486.713028 sec): 3 clusters Score: Raw -467716.627960 + Penalty 4820.753165 = -462895.874795 nChanged 213 SP:Iteration 12Q (1486.841983 sec): 3 clusters Score: Raw -467806.269191 + Penalty 4820.753165 = -462985.516026 nChanged 192 SP:Iteration 13Q (1486.989742 sec): 3 clusters Score: Raw -467894.182223 + Penalty 4820.753165 = -463073.429058 nChanged 189 SP:Iteration 14Q (1487.110396 sec): 3 clusters Score: Raw -467976.138307 + Penalty 4820.753165 = -463155.385142 nChanged 187 SP:Iteration 15Q (1487.230532 sec): 3 clusters Score: Raw -468061.366838 + Penalty 4820.753165 = -463240.613673 nChanged 203 SP:Iteration 16Q (1487.350230 sec): 3 clusters Score: Raw -468160.009121 + Penalty 4820.753165 = -463339.255956 nChanged 193 SP:Iteration 17Q (1487.472993 sec): 3 clusters Score: Raw -468258.378584 + Penalty 4820.753165 = -463437.625419 nChanged 188 SP:Iteration 18Q (1487.590775 sec): 3 clusters Score: Raw -468353.193970 + Penalty 4820.753165 = -463532.440806 nChanged 167 SP:Iteration 19Q (1487.716806 sec): 3 clusters Score: Raw -468425.032111 + Penalty 4820.753165 = -463604.278947 nChanged 133 SP:Iteration 20F (1487.837741 sec): 3 clusters Score: Raw -468480.781609 + Penalty 4820.753165 = -463660.028444 nChanged 102 SP:Iteration 21Q (1487.958352 sec): 3 clusters Score: Raw -468518.427887 + Penalty 4820.753165 = -463697.674722 nChanged 110 SP:Iteration 22Q (1488.084476 sec): 3 clusters Score: Raw -468566.581011 + Penalty 4820.753165 = -463745.827846 nChanged 99 SP:Iteration 23Q (1488.222043 sec): 3 clusters Score: Raw -468603.383005 + Penalty 4820.753165 = -463782.629840 nChanged 75 SP:Iteration 24Q (1488.338742 sec): 3 clusters Score: Raw -468631.313413 + Penalty 4820.753165 = -463810.560248 nChanged 91 SP:Iteration 25Q (1488.469066 sec): 3 clusters Score: Raw -468670.898527 + Penalty 4820.753165 = -463850.145362 nChanged 81 SP:Iteration 26Q (1488.593705 sec): 3 clusters Score: Raw -468705.833037 + Penalty 4820.753165 = -463885.079872 nChanged 76 SP:Iteration 27Q (1488.719664 sec): 3 clusters Score: Raw -468732.380945 + Penalty 4820.753165 = -463911.627780 nChanged 72 SP:Iteration 28Q (1488.844175 sec): 3 clusters Score: Raw -468759.124879 + Penalty 4820.753165 = -463938.371714 nChanged 58 SP:Iteration 29Q (1488.970563 sec): 3 clusters Score: Raw -468782.339678 + Penalty 4820.753165 = -463961.586513 nChanged 62 SP:Iteration 30Q (1489.083961 sec): 3 clusters Score: Raw -468802.533951 + Penalty 4820.753165 = -463981.780786 nChanged 38 SP:Iteration 31Q (1489.223357 sec): 3 clusters Score: Raw -468815.379296 + Penalty 4820.753165 = -463994.626131 nChanged 37 SP:Iteration 32Q (1489.332595 sec): 3 clusters Score: Raw -468826.705729 + Penalty 4820.753165 = -464005.952564 nChanged 34 SP:Iteration 33Q (1489.454149 sec): 3 clusters Score: Raw -468838.612462 + Penalty 4820.753165 = -464017.859297 nChanged 31 SP:Iteration 34Q (1489.571734 sec): 3 clusters Score: Raw -468848.814713 + Penalty 4820.753165 = -464028.061548 nChanged 40 SP:Iteration 35Q (1489.707562 sec): 3 clusters Score: Raw -468863.410207 + Penalty 4820.753165 = -464042.657042 nChanged 41 SP:Iteration 36Q (1489.824261 sec): 3 clusters Score: Raw -468878.614780 + Penalty 4820.753165 = -464057.861615 nChanged 38 SP:Iteration 37Q (1489.939219 sec): 3 clusters Score: Raw -468891.162178 + Penalty 4820.753165 = -464070.409013 nChanged 36 SP:Iteration 38Q (1490.064918 sec): 3 clusters Score: Raw -468901.955807 + Penalty 4820.753165 = -464081.202642 nChanged 38 SP:Iteration 39Q (1490.218949 sec): 3 clusters Score: Raw -468915.312225 + Penalty 4820.753165 = -464094.559060 nChanged 36 SP:Iteration 40F (1490.337154 sec): 3 clusters Score: Raw -468926.438701 + Penalty 4820.753165 = -464105.685536 nChanged 38 SP:Iteration 41Q (1490.437554 sec): 3 clusters Score: Raw -468937.729458 + Penalty 4820.753165 = -464116.976293 nChanged 31 SP:Iteration 42Q (1490.568065 sec): 3 clusters Score: Raw -468948.422828 + Penalty 4820.753165 = -464127.669663 nChanged 35 SP:Iteration 43Q (1490.682250 sec): 3 clusters Score: Raw -468960.885148 + Penalty 4820.753165 = -464140.131983 nChanged 40 SP:Iteration 44Q (1490.792760 sec): 3 clusters Score: Raw -468975.304823 + Penalty 4820.753165 = -464154.551658 nChanged 50 SP:Iteration 45Q (1490.933519 sec): 3 clusters Score: Raw -468993.132834 + Penalty 4820.753165 = -464172.379669 nChanged 48 SP:Iteration 46Q (1491.058651 sec): 3 clusters Score: Raw -469013.575229 + Penalty 4820.753165 = -464192.822064 nChanged 45 SP:Iteration 47Q (1491.164777 sec): 3 clusters Score: Raw -469029.976182 + Penalty 4820.753165 = -464209.223017 nChanged 33 SP:Iteration 48Q (1491.313565 sec): 3 clusters Score: Raw -469042.882072 + Penalty 4820.753165 = -464222.128908 nChanged 38 SP:Iteration 49Q (1491.431525 sec): 3 clusters Score: Raw -469056.023363 + Penalty 4820.753165 = -464235.270198 nChanged 25 SP:Iteration 50Q (1491.575299 sec): 3 clusters Score: Raw -469066.063615 + Penalty 4820.753165 = -464245.310450 nChanged 30 SP:Iteration 51Q (1491.681703 sec): 3 clusters Score: Raw -469077.963428 + Penalty 4820.753165 = -464257.210263 nChanged 40 SP:Iteration 52Q (1491.828357 sec): 3 clusters Score: Raw -469094.211227 + Penalty 4820.753165 = -464273.458062 nChanged 30 SP:Iteration 53Q (1491.958793 sec): 3 clusters Score: Raw -469105.250748 + Penalty 4820.753165 = -464284.497583 nChanged 22 SP:Iteration 54Q (1492.075578 sec): 3 clusters Score: Raw -469114.151184 + Penalty 4820.753165 = -464293.398019 nChanged 20 SP:Iteration 55Q (1492.201920 sec): 3 clusters Score: Raw -469121.019188 + Penalty 4820.753165 = -464300.266023 nChanged 14 SP:Iteration 56Q (1492.355075 sec): 3 clusters Score: Raw -469125.324602 + Penalty 4820.753165 = -464304.571437 nChanged 14 SP:Iteration 57Q (1492.484849 sec): 3 clusters Score: Raw -469129.227801 + Penalty 4820.753165 = -464308.474636 nChanged 12 SP:Iteration 58Q (1492.609192 sec): 3 clusters Score: Raw -469133.919368 + Penalty 4820.753165 = -464313.166203 nChanged 15 SP:Iteration 59Q (1492.714852 sec): 3 clusters Score: Raw -469138.960730 + Penalty 4820.753165 = -464318.207565 nChanged 10 SP:Iteration 60F (1492.841824 sec): 3 clusters Score: Raw -469142.395266 + Penalty 4820.753165 = -464321.642101 nChanged 11 SP:Iteration 61Q (1492.970958 sec): 3 clusters Score: Raw -469146.201798 + Penalty 4820.753165 = -464325.448633 nChanged 11 SP:Iteration 62Q (1493.080923 sec): 3 clusters Score: Raw -469150.711027 + Penalty 4820.753165 = -464329.957862 nChanged 11 SP:Iteration 63Q (1493.207299 sec): 3 clusters Score: Raw -469154.845329 + Penalty 4820.753165 = -464334.092164 nChanged 16 SP:Iteration 64Q (1493.332958 sec): 3 clusters Score: Raw -469160.208174 + Penalty 4820.753165 = -464339.455009 nChanged 8 SP:Iteration 65Q (1493.446701 sec): 3 clusters Score: Raw -469162.173622 + Penalty 4820.753165 = -464341.420457 nChanged 11 SP:Iteration 66Q (1493.598976 sec): 3 clusters Score: Raw -469166.197316 + Penalty 4820.753165 = -464345.444152 nChanged 10 SP:Iteration 67Q (1493.721224 sec): 3 clusters Score: Raw -469169.653277 + Penalty 4820.753165 = -464348.900112 nChanged 14 SP:Iteration 68Q (1493.843611 sec): 3 clusters Score: Raw -469176.630741 + Penalty 4820.753165 = -464355.877576 nChanged 12 SP:Iteration 69Q (1493.957183 sec): 3 clusters Score: Raw -469181.080075 + Penalty 4820.753165 = -464360.326910 nChanged 11 SP:Iteration 70Q (1494.108136 sec): 3 clusters Score: Raw -469185.160605 + Penalty 4820.753165 = -464364.407440 nChanged 11 SP:Iteration 71Q (1494.210280 sec): 3 clusters Score: Raw -469188.520926 + Penalty 4820.753165 = -464367.767762 nChanged 13 SP:Iteration 72Q (1494.337239 sec): 3 clusters Score: Raw -469191.994187 + Penalty 4820.753165 = -464371.241022 nChanged 10 SP:Iteration 73Q (1494.470835 sec): 3 clusters Score: Raw -469194.597602 + Penalty 4820.753165 = -464373.844438 nChanged 5 SP:Iteration 74Q (1494.574015 sec): 3 clusters Score: Raw -469196.033864 + Penalty 4820.753165 = -464375.280699 nChanged 2 SP:Iteration 75Q (1494.721882 sec): 3 clusters Score: Raw -469196.636328 + Penalty 4820.753165 = -464375.883163 nChanged 4 SP:Iteration 76Q (1494.855607 sec): 3 clusters Score: Raw -469197.907740 + Penalty 4820.753165 = -464377.154576 nChanged 1 SP:Iteration 77Q (1494.988161 sec): 3 clusters Score: Raw -469198.158791 + Penalty 4820.753165 = -464377.405626 nChanged 1 SP:Iteration 78Q (1495.111624 sec): 3 clusters Score: Raw -469198.807739 + Penalty 4820.753165 = -464378.054575 nChanged 3 SP:Iteration 79Q (1495.203372 sec): 3 clusters Score: Raw -469199.708854 + Penalty 4820.753165 = -464378.955689 nChanged 2 SP:Iteration 80F (1495.328583 sec): 3 clusters Score: Raw -469200.252066 + Penalty 4820.753165 = -464379.498901 nChanged 1 SP:Iteration 81Q (1495.469632 sec): 3 clusters Score: Raw -469200.516612 + Penalty 4820.753165 = -464379.763447 nChanged 3 SP:Iteration 82Q (1495.582124 sec): 3 clusters Score: Raw -469201.365133 + Penalty 4820.753165 = -464380.611968 nChanged 0 SP:Iteration 83F (1495.718684 sec): 3 clusters Score: Raw -469201.365133 + Penalty 4820.753165 = -464380.611968 nChanged 0 Trying to split cluster 5 (6354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1495.774213 sec): 2 clusters Score: Raw -289948.543087 + Penalty 2311.805711 = -287636.737376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1495.901164 sec): 3 clusters Score: Raw -286771.533267 + Penalty 4623.611422 = -282147.921845 nChanged 2530 SP:Iteration 1F (1496.040775 sec): 3 clusters Score: Raw -288300.174671 + Penalty 4623.611422 = -283676.563249 nChanged 531 SP:Iteration 2F (1496.132861 sec): 3 clusters Score: Raw -288746.954507 + Penalty 4623.611422 = -284123.343085 nChanged 488 SP:Iteration 3F (1496.271644 sec): 3 clusters Score: Raw -289126.049627 + Penalty 4623.611422 = -284502.438205 nChanged 369 SP:Iteration 4F (1496.376176 sec): 3 clusters Score: Raw -289430.915089 + Penalty 4623.611422 = -284807.303666 nChanged 341 SP:Iteration 5F (1496.520264 sec): 3 clusters Score: Raw -289703.683272 + Penalty 4623.611422 = -285080.071850 nChanged 277 SP:Iteration 6Q (1496.649042 sec): 3 clusters Score: Raw -289889.227872 + Penalty 4623.611422 = -285265.616450 nChanged 187 SP:Iteration 7Q (1496.769939 sec): 3 clusters Score: Raw -290016.914108 + Penalty 4623.611422 = -285393.302686 nChanged 172 SP:Iteration 8Q (1496.899557 sec): 3 clusters Score: Raw -290144.053825 + Penalty 4623.611422 = -285520.442403 nChanged 149 SP:Iteration 9Q (1497.043345 sec): 3 clusters Score: Raw -290247.717018 + Penalty 4623.611422 = -285624.105596 nChanged 135 SP:Iteration 10Q (1497.174850 sec): 3 clusters Score: Raw -290332.541157 + Penalty 4623.611422 = -285708.929735 nChanged 112 SP:Iteration 11Q (1497.292387 sec): 3 clusters Score: Raw -290402.779307 + Penalty 4623.611422 = -285779.167885 nChanged 112 SP:Iteration 12Q (1497.419899 sec): 3 clusters Score: Raw -290475.037459 + Penalty 4623.611422 = -285851.426037 nChanged 120 SP:Iteration 13Q (1497.540511 sec): 3 clusters Score: Raw -290550.961523 + Penalty 4623.611422 = -285927.350101 nChanged 119 SP:Iteration 14Q (1497.673233 sec): 3 clusters Score: Raw -290631.603924 + Penalty 4623.611422 = -286007.992502 nChanged 110 SP:Iteration 15Q (1497.810469 sec): 3 clusters Score: Raw -290723.128133 + Penalty 4623.611422 = -286099.516711 nChanged 123 SP:Iteration 16Q (1497.920203 sec): 3 clusters Score: Raw -290818.351300 + Penalty 4623.611422 = -286194.739878 nChanged 128 SP:Iteration 17Q (1498.048250 sec): 3 clusters Score: Raw -290907.516684 + Penalty 4623.611422 = -286283.905262 nChanged 102 SP:Iteration 18Q (1498.188951 sec): 3 clusters Score: Raw -290973.834526 + Penalty 4623.611422 = -286350.223104 nChanged 97 SP:Iteration 19Q (1498.296177 sec): 3 clusters Score: Raw -291038.845740 + Penalty 4623.611422 = -286415.234318 nChanged 80 SP:Iteration 20F (1498.416714 sec): 3 clusters Score: Raw -291089.609360 + Penalty 4623.611422 = -286465.997938 nChanged 68 SP:Iteration 21Q (1498.546109 sec): 3 clusters Score: Raw -291127.225019 + Penalty 4623.611422 = -286503.613597 nChanged 58 SP:Iteration 22Q (1498.666842 sec): 3 clusters Score: Raw -291164.015188 + Penalty 4623.611422 = -286540.403766 nChanged 68 SP:Iteration 23Q (1498.771366 sec): 3 clusters Score: Raw -291202.013114 + Penalty 4623.611422 = -286578.401692 nChanged 59 SP:Iteration 24Q (1498.892288 sec): 3 clusters Score: Raw -291234.894031 + Penalty 4623.611422 = -286611.282608 nChanged 50 SP:Iteration 25Q (1499.031422 sec): 3 clusters Score: Raw -291262.590357 + Penalty 4623.611422 = -286638.978935 nChanged 49 SP:Iteration 26Q (1499.133973 sec): 3 clusters Score: Raw -291286.001178 + Penalty 4623.611422 = -286662.389756 nChanged 36 SP:Iteration 27Q (1499.237726 sec): 3 clusters Score: Raw -291299.182921 + Penalty 4623.611422 = -286675.571499 nChanged 21 SP:Iteration 28Q (1499.359285 sec): 3 clusters Score: Raw -291307.838405 + Penalty 4623.611422 = -286684.226983 nChanged 19 SP:Iteration 29Q (1499.493852 sec): 3 clusters Score: Raw -291314.221544 + Penalty 4623.611422 = -286690.610121 nChanged 16 SP:Iteration 30Q (1499.597730 sec): 3 clusters Score: Raw -291321.889442 + Penalty 4623.611422 = -286698.278019 nChanged 18 SP:Iteration 31Q (1499.724539 sec): 3 clusters Score: Raw -291329.487197 + Penalty 4623.611422 = -286705.875775 nChanged 16 SP:Iteration 32Q (1499.872537 sec): 3 clusters Score: Raw -291335.401826 + Penalty 4623.611422 = -286711.790403 nChanged 10 SP:Iteration 33Q (1499.968454 sec): 3 clusters Score: Raw -291338.957789 + Penalty 4623.611422 = -286715.346367 nChanged 14 SP:Iteration 34Q (1500.092390 sec): 3 clusters Score: Raw -291344.767540 + Penalty 4623.611422 = -286721.156118 nChanged 17 SP:Iteration 35Q (1500.224858 sec): 3 clusters Score: Raw -291351.185903 + Penalty 4623.611422 = -286727.574481 nChanged 10 SP:Iteration 36Q (1500.342307 sec): 3 clusters Score: Raw -291354.850755 + Penalty 4623.611422 = -286731.239332 nChanged 10 SP:Iteration 37Q (1500.448347 sec): 3 clusters Score: Raw -291358.007244 + Penalty 4623.611422 = -286734.395822 nChanged 11 SP:Iteration 38Q (1500.568112 sec): 3 clusters Score: Raw -291363.409867 + Penalty 4623.611422 = -286739.798444 nChanged 13 SP:Iteration 39Q (1500.683529 sec): 3 clusters Score: Raw -291369.191121 + Penalty 4623.611422 = -286745.579699 nChanged 10 SP:Iteration 40F (1500.817604 sec): 3 clusters Score: Raw -291374.104142 + Penalty 4623.611422 = -286750.492720 nChanged 12 SP:Iteration 41Q (1500.918584 sec): 3 clusters Score: Raw -291378.210005 + Penalty 4623.611422 = -286754.598583 nChanged 7 SP:Iteration 42Q (1501.030245 sec): 3 clusters Score: Raw -291381.193986 + Penalty 4623.611422 = -286757.582564 nChanged 6 SP:Iteration 43Q (1501.166030 sec): 3 clusters Score: Raw -291382.920311 + Penalty 4623.611422 = -286759.308889 nChanged 3 SP:Iteration 44Q (1501.269240 sec): 3 clusters Score: Raw -291383.444389 + Penalty 4623.611422 = -286759.832967 nChanged 2 SP:Iteration 45Q (1501.399347 sec): 3 clusters Score: Raw -291383.679739 + Penalty 4623.611422 = -286760.068317 nChanged 1 SP:Iteration 46Q (1501.507612 sec): 3 clusters Score: Raw -291383.903159 + Penalty 4623.611422 = -286760.291737 nChanged 0 SP:Iteration 47F (1501.639736 sec): 3 clusters Score: Raw -291383.903159 + Penalty 4623.611422 = -286760.291737 nChanged 0 Trying to split cluster 6 (2370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1501.678530 sec): 2 clusters Score: Raw -112175.877352 + Penalty 2051.450342 = -110124.427011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1501.785643 sec): 3 clusters Score: Raw -111254.463702 + Penalty 4102.900684 = -107151.563018 nChanged 752 SP:Iteration 1F (1501.883895 sec): 3 clusters Score: Raw -111805.715178 + Penalty 4102.900684 = -107702.814495 nChanged 176 SP:Iteration 2F (1502.007635 sec): 3 clusters Score: Raw -111936.566915 + Penalty 4102.900684 = -107833.666232 nChanged 93 SP:Iteration 3Q (1502.092654 sec): 3 clusters Score: Raw -112012.533956 + Penalty 4102.900684 = -107909.633273 nChanged 63 SP:Iteration 4Q (1502.171677 sec): 3 clusters Score: Raw -112061.745092 + Penalty 4102.900684 = -107958.844409 nChanged 51 SP:Iteration 5Q (1502.282457 sec): 3 clusters Score: Raw -112100.289680 + Penalty 4102.900684 = -107997.388996 nChanged 31 SP:Iteration 6Q (1502.420023 sec): 3 clusters Score: Raw -112125.707106 + Penalty 4102.900684 = -108022.806422 nChanged 32 SP:Iteration 7Q (1502.499812 sec): 3 clusters Score: Raw -112150.538573 + Penalty 4102.900684 = -108047.637889 nChanged 21 SP:Iteration 8Q (1502.593500 sec): 3 clusters Score: Raw -112168.765940 + Penalty 4102.900684 = -108065.865256 nChanged 20 SP:Iteration 9Q (1502.689994 sec): 3 clusters Score: Raw -112181.029429 + Penalty 4102.900684 = -108078.128746 nChanged 24 SP:Iteration 10Q (1502.787614 sec): 3 clusters Score: Raw -112197.446692 + Penalty 4102.900684 = -108094.546008 nChanged 24 SP:Iteration 11Q (1502.904776 sec): 3 clusters Score: Raw -112213.219271 + Penalty 4102.900684 = -108110.318587 nChanged 13 SP:Iteration 12Q (1503.008594 sec): 3 clusters Score: Raw -112221.286449 + Penalty 4102.900684 = -108118.385766 nChanged 8 SP:Iteration 13Q (1503.125398 sec): 3 clusters Score: Raw -112225.652985 + Penalty 4102.900684 = -108122.752301 nChanged 11 SP:Iteration 14Q (1503.237435 sec): 3 clusters Score: Raw -112229.987450 + Penalty 4102.900684 = -108127.086767 nChanged 4 SP:Iteration 15Q (1503.370001 sec): 3 clusters Score: Raw -112231.819419 + Penalty 4102.900684 = -108128.918735 nChanged 0 SP:Iteration 16F (1503.462776 sec): 3 clusters Score: Raw -112231.819419 + Penalty 4102.900684 = -108128.918735 nChanged 0 Iteration 139Q (1504.154411 sec): 7 clusters Score: Raw -2934600.193250 + Penalty 17588.178590 = -2917012.014660 nChanged 4 Iteration 140F (1504.906781 sec): 7 clusters Score: Raw -2934600.335198 + Penalty 17588.178590 = -2917012.156609 nChanged 3 Iteration 141Q (1505.575766 sec): 7 clusters Score: Raw -2934600.519366 + Penalty 17588.178590 = -2917012.340776 nChanged 5 Iteration 142Q (1506.195959 sec): 7 clusters Score: Raw -2934600.808292 + Penalty 17588.178590 = -2917012.629702 nChanged 5 Iteration 143Q (1506.845998 sec): 7 clusters Score: Raw -2934601.059805 + Penalty 17588.178590 = -2917012.881216 nChanged 2 Iteration 144Q (1507.488319 sec): 7 clusters Score: Raw -2934601.110303 + Penalty 17588.178590 = -2917012.931714 nChanged 2 Iteration 145Q (1508.126185 sec): 7 clusters Score: Raw -2934601.242643 + Penalty 17588.178590 = -2917013.064054 nChanged 1 Iteration 146Q (1508.762864 sec): 7 clusters Score: Raw -2934601.279650 + Penalty 17588.178590 = -2917013.101060 nChanged 1 Iteration 147Q (1509.410780 sec): 7 clusters Score: Raw -2934601.299141 + Penalty 17588.178590 = -2917013.120552 nChanged 0 Iteration 148F (1510.187671 sec): 7 clusters Score: Raw -2934601.299141 + Penalty 17588.178590 = -2917013.120552 nChanged 0 Compute initial score before splitting: Score: Raw -2934601.299141 + Penalty 17588.178590 = -2917013.120552 Trying to split cluster 1 (11110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1510.336612 sec): 2 clusters Score: Raw -448969.404959 + Penalty 2459.318633 = -446510.086326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1510.488916 sec): 3 clusters Score: Raw -443023.226496 + Penalty 4918.637266 = -438104.589230 nChanged 4641 SP:Iteration 1F (1510.619118 sec): 3 clusters Score: Raw -445833.162811 + Penalty 4918.637266 = -440914.525545 nChanged 840 SP:Iteration 2F (1510.740394 sec): 3 clusters Score: Raw -446344.434299 + Penalty 4918.637266 = -441425.797033 nChanged 694 SP:Iteration 3F (1510.868773 sec): 3 clusters Score: Raw -446737.662814 + Penalty 4918.637266 = -441819.025548 nChanged 626 SP:Iteration 4F (1511.014408 sec): 3 clusters Score: Raw -447107.322035 + Penalty 4918.637266 = -442188.684769 nChanged 566 SP:Iteration 5F (1511.162360 sec): 3 clusters Score: Raw -447451.971380 + Penalty 4918.637266 = -442533.334114 nChanged 545 SP:Iteration 6Q (1511.321639 sec): 3 clusters Score: Raw -447824.190266 + Penalty 4918.637266 = -442905.553000 nChanged 501 SP:Iteration 7Q (1511.433772 sec): 3 clusters Score: Raw -448153.282378 + Penalty 4918.637266 = -443234.645112 nChanged 442 SP:Iteration 8Q (1511.557916 sec): 3 clusters Score: Raw -448416.872005 + Penalty 4918.637266 = -443498.234739 nChanged 354 SP:Iteration 9Q (1511.699357 sec): 3 clusters Score: Raw -448630.534367 + Penalty 4918.637266 = -443711.897101 nChanged 319 SP:Iteration 10Q (1511.832727 sec): 3 clusters Score: Raw -448823.235421 + Penalty 4918.637266 = -443904.598155 nChanged 312 SP:Iteration 11Q (1511.976736 sec): 3 clusters Score: Raw -448999.419200 + Penalty 4918.637266 = -444080.781934 nChanged 290 SP:Iteration 12Q (1512.089089 sec): 3 clusters Score: Raw -449156.788725 + Penalty 4918.637266 = -444238.151459 nChanged 242 SP:Iteration 13Q (1512.216167 sec): 3 clusters Score: Raw -449290.146635 + Penalty 4918.637266 = -444371.509369 nChanged 220 SP:Iteration 14Q (1512.381720 sec): 3 clusters Score: Raw -449419.587963 + Penalty 4918.637266 = -444500.950697 nChanged 186 SP:Iteration 15Q (1512.506618 sec): 3 clusters Score: Raw -449533.784325 + Penalty 4918.637266 = -444615.147059 nChanged 168 SP:Iteration 16Q (1512.637211 sec): 3 clusters Score: Raw -449627.642199 + Penalty 4918.637266 = -444709.004933 nChanged 137 SP:Iteration 17Q (1512.756866 sec): 3 clusters Score: Raw -449682.975387 + Penalty 4918.637266 = -444764.338121 nChanged 105 SP:Iteration 18Q (1512.895580 sec): 3 clusters Score: Raw -449738.699932 + Penalty 4918.637266 = -444820.062666 nChanged 105 SP:Iteration 19Q (1513.024930 sec): 3 clusters Score: Raw -449794.423814 + Penalty 4918.637266 = -444875.786548 nChanged 81 SP:Iteration 20F (1513.142492 sec): 3 clusters Score: Raw -449835.470859 + Penalty 4918.637266 = -444916.833593 nChanged 71 SP:Iteration 21Q (1513.275703 sec): 3 clusters Score: Raw -449872.372585 + Penalty 4918.637266 = -444953.735319 nChanged 55 SP:Iteration 22Q (1513.407611 sec): 3 clusters Score: Raw -449901.854878 + Penalty 4918.637266 = -444983.217612 nChanged 43 SP:Iteration 23Q (1513.540924 sec): 3 clusters Score: Raw -449924.659039 + Penalty 4918.637266 = -445006.021773 nChanged 35 SP:Iteration 24Q (1513.678054 sec): 3 clusters Score: Raw -449939.855092 + Penalty 4918.637266 = -445021.217826 nChanged 29 SP:Iteration 25Q (1513.809787 sec): 3 clusters Score: Raw -449951.907610 + Penalty 4918.637266 = -445033.270344 nChanged 30 SP:Iteration 26Q (1513.923636 sec): 3 clusters Score: Raw -449963.449650 + Penalty 4918.637266 = -445044.812384 nChanged 24 SP:Iteration 27Q (1514.080925 sec): 3 clusters Score: Raw -449974.119246 + Penalty 4918.637266 = -445055.481980 nChanged 18 SP:Iteration 28Q (1514.224544 sec): 3 clusters Score: Raw -449982.703942 + Penalty 4918.637266 = -445064.066676 nChanged 23 SP:Iteration 29Q (1514.354865 sec): 3 clusters Score: Raw -449993.473961 + Penalty 4918.637266 = -445074.836695 nChanged 19 SP:Iteration 30Q (1514.483731 sec): 3 clusters Score: Raw -450003.816053 + Penalty 4918.637266 = -445085.178787 nChanged 24 SP:Iteration 31Q (1514.612856 sec): 3 clusters Score: Raw -450014.757658 + Penalty 4918.637266 = -445096.120392 nChanged 11 SP:Iteration 32Q (1514.744285 sec): 3 clusters Score: Raw -450021.616199 + Penalty 4918.637266 = -445102.978933 nChanged 22 SP:Iteration 33Q (1514.876022 sec): 3 clusters Score: Raw -450035.524634 + Penalty 4918.637266 = -445116.887368 nChanged 25 SP:Iteration 34Q (1515.002213 sec): 3 clusters Score: Raw -450059.218042 + Penalty 4918.637266 = -445140.580776 nChanged 41 SP:Iteration 35Q (1515.142280 sec): 3 clusters Score: Raw -450094.113951 + Penalty 4918.637266 = -445175.476685 nChanged 36 SP:Iteration 36Q (1515.253735 sec): 3 clusters Score: Raw -450130.596345 + Penalty 4918.637266 = -445211.959079 nChanged 32 SP:Iteration 37Q (1515.378068 sec): 3 clusters Score: Raw -450162.843114 + Penalty 4918.637266 = -445244.205848 nChanged 31 SP:Iteration 38Q (1515.511063 sec): 3 clusters Score: Raw -450183.976900 + Penalty 4918.637266 = -445265.339634 nChanged 23 SP:Iteration 39Q (1515.649873 sec): 3 clusters Score: Raw -450200.477948 + Penalty 4918.637266 = -445281.840682 nChanged 20 SP:Iteration 40F (1515.797984 sec): 3 clusters Score: Raw -450212.200553 + Penalty 4918.637266 = -445293.563287 nChanged 11 SP:Iteration 41Q (1515.894445 sec): 3 clusters Score: Raw -450217.018910 + Penalty 4918.637266 = -445298.381644 nChanged 9 SP:Iteration 42Q (1516.039583 sec): 3 clusters Score: Raw -450220.793038 + Penalty 4918.637266 = -445302.155772 nChanged 3 SP:Iteration 43Q (1516.170885 sec): 3 clusters Score: Raw -450221.538030 + Penalty 4918.637266 = -445302.900764 nChanged 2 SP:Iteration 44Q (1516.301964 sec): 3 clusters Score: Raw -450222.398761 + Penalty 4918.637266 = -445303.761495 nChanged 1 SP:Iteration 45Q (1516.434624 sec): 3 clusters Score: Raw -450222.976923 + Penalty 4918.637266 = -445304.339657 nChanged 0 SP:Iteration 46F (1516.571855 sec): 3 clusters Score: Raw -450222.976923 + Penalty 4918.637266 = -445304.339657 nChanged 0 Trying to split cluster 2 (7572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1516.651909 sec): 2 clusters Score: Raw -333323.216952 + Penalty 2358.104103 = -330965.112849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1516.769143 sec): 3 clusters Score: Raw -329465.855837 + Penalty 4716.208207 = -324749.647631 nChanged 3017 SP:Iteration 1F (1516.871563 sec): 3 clusters Score: Raw -331269.859138 + Penalty 4716.208207 = -326553.650931 nChanged 622 SP:Iteration 2F (1517.031134 sec): 3 clusters Score: Raw -331746.344501 + Penalty 4716.208207 = -327030.136295 nChanged 503 SP:Iteration 3F (1517.154773 sec): 3 clusters Score: Raw -332107.845205 + Penalty 4716.208207 = -327391.636999 nChanged 427 SP:Iteration 4F (1517.255622 sec): 3 clusters Score: Raw -332463.402262 + Penalty 4716.208207 = -327747.194055 nChanged 428 SP:Iteration 5F (1517.377687 sec): 3 clusters Score: Raw -332829.917422 + Penalty 4716.208207 = -328113.709216 nChanged 420 SP:Iteration 6F (1517.529209 sec): 3 clusters Score: Raw -333206.702403 + Penalty 4716.208207 = -328490.494196 nChanged 392 SP:Iteration 7F (1517.648051 sec): 3 clusters Score: Raw -333539.863361 + Penalty 4716.208207 = -328823.655155 nChanged 357 SP:Iteration 8Q (1517.749319 sec): 3 clusters Score: Raw -333806.531824 + Penalty 4716.208207 = -329090.323618 nChanged 269 SP:Iteration 9Q (1517.892463 sec): 3 clusters Score: Raw -333979.989427 + Penalty 4716.208207 = -329263.781221 nChanged 206 SP:Iteration 10Q (1518.022905 sec): 3 clusters Score: Raw -334077.027399 + Penalty 4716.208207 = -329360.819192 nChanged 141 SP:Iteration 11Q (1518.135875 sec): 3 clusters Score: Raw -334140.438496 + Penalty 4716.208207 = -329424.230290 nChanged 104 SP:Iteration 12Q (1518.263998 sec): 3 clusters Score: Raw -334181.551260 + Penalty 4716.208207 = -329465.343053 nChanged 88 SP:Iteration 13Q (1518.389095 sec): 3 clusters Score: Raw -334210.767896 + Penalty 4716.208207 = -329494.559690 nChanged 68 SP:Iteration 14Q (1518.498565 sec): 3 clusters Score: Raw -334232.938301 + Penalty 4716.208207 = -329516.730095 nChanged 54 SP:Iteration 15Q (1518.641574 sec): 3 clusters Score: Raw -334249.508027 + Penalty 4716.208207 = -329533.299821 nChanged 59 SP:Iteration 16Q (1518.779339 sec): 3 clusters Score: Raw -334268.426243 + Penalty 4716.208207 = -329552.218036 nChanged 56 SP:Iteration 17Q (1518.880535 sec): 3 clusters Score: Raw -334285.278198 + Penalty 4716.208207 = -329569.069992 nChanged 35 SP:Iteration 18Q (1519.008708 sec): 3 clusters Score: Raw -334295.483050 + Penalty 4716.208207 = -329579.274843 nChanged 39 SP:Iteration 19Q (1519.134482 sec): 3 clusters Score: Raw -334307.078980 + Penalty 4716.208207 = -329590.870773 nChanged 33 SP:Iteration 20F (1519.272950 sec): 3 clusters Score: Raw -334318.502649 + Penalty 4716.208207 = -329602.294442 nChanged 39 SP:Iteration 21Q (1519.378827 sec): 3 clusters Score: Raw -334328.803247 + Penalty 4716.208207 = -329612.595041 nChanged 33 SP:Iteration 22Q (1519.513815 sec): 3 clusters Score: Raw -334337.740910 + Penalty 4716.208207 = -329621.532704 nChanged 36 SP:Iteration 23Q (1519.633230 sec): 3 clusters Score: Raw -334347.645612 + Penalty 4716.208207 = -329631.437405 nChanged 29 SP:Iteration 24Q (1519.751166 sec): 3 clusters Score: Raw -334354.855223 + Penalty 4716.208207 = -329638.647016 nChanged 19 SP:Iteration 25Q (1519.877735 sec): 3 clusters Score: Raw -334359.118293 + Penalty 4716.208207 = -329642.910086 nChanged 8 SP:Iteration 26Q (1520.016107 sec): 3 clusters Score: Raw -334360.882515 + Penalty 4716.208207 = -329644.674308 nChanged 8 SP:Iteration 27Q (1520.129421 sec): 3 clusters Score: Raw -334362.418383 + Penalty 4716.208207 = -329646.210177 nChanged 9 SP:Iteration 28Q (1520.254376 sec): 3 clusters Score: Raw -334363.878166 + Penalty 4716.208207 = -329647.669959 nChanged 6 SP:Iteration 29Q (1520.392284 sec): 3 clusters Score: Raw -334365.002952 + Penalty 4716.208207 = -329648.794745 nChanged 8 SP:Iteration 30Q (1520.530081 sec): 3 clusters Score: Raw -334366.532256 + Penalty 4716.208207 = -329650.324050 nChanged 11 SP:Iteration 31Q (1520.629106 sec): 3 clusters Score: Raw -334369.326423 + Penalty 4716.208207 = -329653.118217 nChanged 11 SP:Iteration 32Q (1520.786691 sec): 3 clusters Score: Raw -334371.638547 + Penalty 4716.208207 = -329655.430341 nChanged 9 SP:Iteration 33Q (1520.891085 sec): 3 clusters Score: Raw -334373.300104 + Penalty 4716.208207 = -329657.091897 nChanged 8 SP:Iteration 34Q (1521.046949 sec): 3 clusters Score: Raw -334374.148238 + Penalty 4716.208207 = -329657.940032 nChanged 4 SP:Iteration 35Q (1521.170827 sec): 3 clusters Score: Raw -334374.727116 + Penalty 4716.208207 = -329658.518910 nChanged 3 SP:Iteration 36Q (1521.299165 sec): 3 clusters Score: Raw -334375.308035 + Penalty 4716.208207 = -329659.099828 nChanged 3 SP:Iteration 37Q (1521.417534 sec): 3 clusters Score: Raw -334376.013790 + Penalty 4716.208207 = -329659.805584 nChanged 4 SP:Iteration 38Q (1521.531526 sec): 3 clusters Score: Raw -334376.580851 + Penalty 4716.208207 = -329660.372645 nChanged 4 SP:Iteration 39Q (1521.681908 sec): 3 clusters Score: Raw -334377.127619 + Penalty 4716.208207 = -329660.919412 nChanged 5 SP:Iteration 40F (1521.789256 sec): 3 clusters Score: Raw -334378.084586 + Penalty 4716.208207 = -329661.876379 nChanged 6 SP:Iteration 41Q (1521.930636 sec): 3 clusters Score: Raw -334378.962790 + Penalty 4716.208207 = -329662.754584 nChanged 4 SP:Iteration 42Q (1522.078326 sec): 3 clusters Score: Raw -334379.383863 + Penalty 4716.208207 = -329663.175657 nChanged 3 SP:Iteration 43Q (1522.176889 sec): 3 clusters Score: Raw -334379.757846 + Penalty 4716.208207 = -329663.549639 nChanged 2 SP:Iteration 44Q (1522.327175 sec): 3 clusters Score: Raw -334380.082386 + Penalty 4716.208207 = -329663.874180 nChanged 2 SP:Iteration 45Q (1522.453267 sec): 3 clusters Score: Raw -334380.499334 + Penalty 4716.208207 = -329664.291128 nChanged 0 SP:Iteration 46F (1522.562666 sec): 3 clusters Score: Raw -334380.499334 + Penalty 4716.208207 = -329664.291128 nChanged 0 Trying to split cluster 3 (29783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1522.740062 sec): 2 clusters Score: Raw -1382668.291833 + Penalty 2719.646963 = -1379948.644871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1522.920995 sec): 3 clusters Score: Raw -1364787.137327 + Penalty 5439.293925 = -1359347.843402 nChanged 13370 SP:Iteration 1F (1523.126308 sec): 3 clusters Score: Raw -1372041.120684 + Penalty 5439.293925 = -1366601.826759 nChanged 1516 SP:Iteration 2F (1523.306032 sec): 3 clusters Score: Raw -1372562.243486 + Penalty 5439.293925 = -1367122.949561 nChanged 1324 SP:Iteration 3Q (1523.508116 sec): 3 clusters Score: Raw -1373029.411057 + Penalty 5439.293925 = -1367590.117132 nChanged 1267 SP:Iteration 4Q (1523.707463 sec): 3 clusters Score: Raw -1373512.632080 + Penalty 5439.293925 = -1368073.338155 nChanged 1370 SP:Iteration 5Q (1523.899515 sec): 3 clusters Score: Raw -1374079.826145 + Penalty 5439.293925 = -1368640.532220 nChanged 1450 SP:Iteration 6Q (1524.077979 sec): 3 clusters Score: Raw -1374716.753192 + Penalty 5439.293925 = -1369277.459267 nChanged 1457 SP:Iteration 7Q (1524.283434 sec): 3 clusters Score: Raw -1375405.539315 + Penalty 5439.293925 = -1369966.245390 nChanged 1490 SP:Iteration 8F (1524.463125 sec): 3 clusters Score: Raw -1376136.478155 + Penalty 5439.293925 = -1370697.184230 nChanged 1486 SP:Iteration 9Q (1524.658271 sec): 3 clusters Score: Raw -1376868.233078 + Penalty 5439.293925 = -1371428.939153 nChanged 1359 SP:Iteration 10Q (1524.877014 sec): 3 clusters Score: Raw -1377577.922987 + Penalty 5439.293925 = -1372138.629062 nChanged 1285 SP:Iteration 11Q (1525.079157 sec): 3 clusters Score: Raw -1378254.620232 + Penalty 5439.293925 = -1372815.326307 nChanged 1180 SP:Iteration 12Q (1525.263561 sec): 3 clusters Score: Raw -1378914.502036 + Penalty 5439.293925 = -1373475.208111 nChanged 1147 SP:Iteration 13Q (1525.464831 sec): 3 clusters Score: Raw -1379614.427468 + Penalty 5439.293925 = -1374175.133543 nChanged 1079 SP:Iteration 14Q (1525.633387 sec): 3 clusters Score: Raw -1380336.536187 + Penalty 5439.293925 = -1374897.242262 nChanged 935 SP:Iteration 15Q (1525.838866 sec): 3 clusters Score: Raw -1381010.619078 + Penalty 5439.293925 = -1375571.325153 nChanged 829 SP:Iteration 16Q (1526.037086 sec): 3 clusters Score: Raw -1381637.808193 + Penalty 5439.293925 = -1376198.514268 nChanged 619 SP:Iteration 17Q (1526.242287 sec): 3 clusters Score: Raw -1382137.201498 + Penalty 5439.293925 = -1376697.907573 nChanged 439 SP:Iteration 18Q (1526.470561 sec): 3 clusters Score: Raw -1382489.797276 + Penalty 5439.293925 = -1377050.503351 nChanged 261 SP:Iteration 19Q (1526.680327 sec): 3 clusters Score: Raw -1382704.415578 + Penalty 5439.293925 = -1377265.121653 nChanged 176 SP:Iteration 20F (1526.887288 sec): 3 clusters Score: Raw -1382841.405848 + Penalty 5439.293925 = -1377402.111923 nChanged 107 SP:Iteration 21Q (1527.074939 sec): 3 clusters Score: Raw -1382926.410165 + Penalty 5439.293925 = -1377487.116240 nChanged 65 SP:Iteration 22Q (1527.222411 sec): 3 clusters Score: Raw -1382979.806563 + Penalty 5439.293925 = -1377540.512638 nChanged 44 SP:Iteration 23Q (1527.381809 sec): 3 clusters Score: Raw -1383013.168694 + Penalty 5439.293925 = -1377573.874768 nChanged 29 SP:Iteration 24Q (1527.536062 sec): 3 clusters Score: Raw -1383036.787416 + Penalty 5439.293925 = -1377597.493491 nChanged 14 SP:Iteration 25Q (1527.728799 sec): 3 clusters Score: Raw -1383047.050253 + Penalty 5439.293925 = -1377607.756328 nChanged 12 SP:Iteration 26Q (1527.892001 sec): 3 clusters Score: Raw -1383058.784320 + Penalty 5439.293925 = -1377619.490395 nChanged 13 SP:Iteration 27Q (1528.081690 sec): 3 clusters Score: Raw -1383070.739115 + Penalty 5439.293925 = -1377631.445190 nChanged 13 SP:Iteration 28Q (1528.272656 sec): 3 clusters Score: Raw -1383083.283244 + Penalty 5439.293925 = -1377643.989319 nChanged 14 SP:Iteration 29Q (1528.448650 sec): 3 clusters Score: Raw -1383097.298619 + Penalty 5439.293925 = -1377658.004694 nChanged 9 SP:Iteration 30Q (1528.623217 sec): 3 clusters Score: Raw -1383104.700259 + Penalty 5439.293925 = -1377665.406334 nChanged 7 SP:Iteration 31Q (1528.807247 sec): 3 clusters Score: Raw -1383110.528788 + Penalty 5439.293925 = -1377671.234863 nChanged 8 SP:Iteration 32Q (1529.001223 sec): 3 clusters Score: Raw -1383117.634184 + Penalty 5439.293925 = -1377678.340259 nChanged 6 SP:Iteration 33Q (1529.157131 sec): 3 clusters Score: Raw -1383121.842755 + Penalty 5439.293925 = -1377682.548830 nChanged 5 SP:Iteration 34Q (1529.336898 sec): 3 clusters Score: Raw -1383126.937950 + Penalty 5439.293925 = -1377687.644025 nChanged 4 SP:Iteration 35Q (1529.510492 sec): 3 clusters Score: Raw -1383131.360162 + Penalty 5439.293925 = -1377692.066237 nChanged 9 SP:Iteration 36Q (1529.652176 sec): 3 clusters Score: Raw -1383140.138870 + Penalty 5439.293925 = -1377700.844945 nChanged 3 SP:Iteration 37Q (1529.826895 sec): 3 clusters Score: Raw -1383143.745182 + Penalty 5439.293925 = -1377704.451257 nChanged 3 SP:Iteration 38Q (1530.011681 sec): 3 clusters Score: Raw -1383145.794720 + Penalty 5439.293925 = -1377706.500794 nChanged 0 SP:Iteration 39F (1530.191408 sec): 3 clusters Score: Raw -1383145.794720 + Penalty 5439.293925 = -1377706.500794 nChanged 0 Trying to split cluster 4 (9221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1530.276645 sec): 2 clusters Score: Raw -468566.079569 + Penalty 2410.119035 = -466155.960534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1530.420925 sec): 3 clusters Score: Raw -463650.984919 + Penalty 4820.238071 = -458830.746848 nChanged 3794 SP:Iteration 1F (1530.567837 sec): 3 clusters Score: Raw -465682.464416 + Penalty 4820.238071 = -460862.226346 nChanged 661 SP:Iteration 2F (1530.703965 sec): 3 clusters Score: Raw -465996.302939 + Penalty 4820.238071 = -461176.064868 nChanged 478 SP:Iteration 3F (1530.806339 sec): 3 clusters Score: Raw -466225.113528 + Penalty 4820.238071 = -461404.875457 nChanged 389 SP:Iteration 4Q (1530.959808 sec): 3 clusters Score: Raw -466395.130757 + Penalty 4820.238071 = -461574.892686 nChanged 287 SP:Iteration 5Q (1531.069715 sec): 3 clusters Score: Raw -466498.778718 + Penalty 4820.238071 = -461678.540647 nChanged 237 SP:Iteration 6Q (1531.200449 sec): 3 clusters Score: Raw -466586.234209 + Penalty 4820.238071 = -461765.996139 nChanged 216 SP:Iteration 7Q (1531.333446 sec): 3 clusters Score: Raw -466660.755910 + Penalty 4820.238071 = -461840.517839 nChanged 196 SP:Iteration 8Q (1531.462699 sec): 3 clusters Score: Raw -466732.199565 + Penalty 4820.238071 = -461911.961494 nChanged 183 SP:Iteration 9Q (1531.596452 sec): 3 clusters Score: Raw -466799.906528 + Penalty 4820.238071 = -461979.668457 nChanged 176 SP:Iteration 10Q (1531.702442 sec): 3 clusters Score: Raw -466870.636609 + Penalty 4820.238071 = -462050.398539 nChanged 178 SP:Iteration 11Q (1531.833738 sec): 3 clusters Score: Raw -466946.064667 + Penalty 4820.238071 = -462125.826596 nChanged 185 SP:Iteration 12Q (1531.979610 sec): 3 clusters Score: Raw -467024.138249 + Penalty 4820.238071 = -462203.900178 nChanged 194 SP:Iteration 13Q (1532.104283 sec): 3 clusters Score: Raw -467097.487283 + Penalty 4820.238071 = -462277.249212 nChanged 208 SP:Iteration 14Q (1532.225312 sec): 3 clusters Score: Raw -467185.064973 + Penalty 4820.238071 = -462364.826902 nChanged 209 SP:Iteration 15Q (1532.350234 sec): 3 clusters Score: Raw -467276.199758 + Penalty 4820.238071 = -462455.961687 nChanged 198 SP:Iteration 16Q (1532.494319 sec): 3 clusters Score: Raw -467359.194339 + Penalty 4820.238071 = -462538.956268 nChanged 195 SP:Iteration 17Q (1532.602171 sec): 3 clusters Score: Raw -467444.424523 + Penalty 4820.238071 = -462624.186452 nChanged 193 SP:Iteration 18Q (1532.724718 sec): 3 clusters Score: Raw -467531.764283 + Penalty 4820.238071 = -462711.526212 nChanged 196 SP:Iteration 19Q (1532.865935 sec): 3 clusters Score: Raw -467620.466513 + Penalty 4820.238071 = -462800.228443 nChanged 184 SP:Iteration 20F (1532.979093 sec): 3 clusters Score: Raw -467704.446172 + Penalty 4820.238071 = -462884.208101 nChanged 199 SP:Iteration 21Q (1533.127901 sec): 3 clusters Score: Raw -467810.569055 + Penalty 4820.238071 = -462990.330984 nChanged 215 SP:Iteration 22Q (1533.234241 sec): 3 clusters Score: Raw -467932.823214 + Penalty 4820.238071 = -463112.585143 nChanged 197 SP:Iteration 23Q (1533.364505 sec): 3 clusters Score: Raw -468057.503099 + Penalty 4820.238071 = -463237.265028 nChanged 195 SP:Iteration 24Q (1533.505793 sec): 3 clusters Score: Raw -468167.755399 + Penalty 4820.238071 = -463347.517328 nChanged 167 SP:Iteration 25Q (1533.631590 sec): 3 clusters Score: Raw -468267.030643 + Penalty 4820.238071 = -463446.792572 nChanged 154 SP:Iteration 26Q (1533.752967 sec): 3 clusters Score: Raw -468362.183477 + Penalty 4820.238071 = -463541.945406 nChanged 144 SP:Iteration 27Q (1533.884159 sec): 3 clusters Score: Raw -468446.540754 + Penalty 4820.238071 = -463626.302683 nChanged 132 SP:Iteration 28Q (1534.006428 sec): 3 clusters Score: Raw -468523.077888 + Penalty 4820.238071 = -463702.839817 nChanged 118 SP:Iteration 29Q (1534.136449 sec): 3 clusters Score: Raw -468586.981840 + Penalty 4820.238071 = -463766.743769 nChanged 88 SP:Iteration 30Q (1534.268724 sec): 3 clusters Score: Raw -468635.053135 + Penalty 4820.238071 = -463814.815064 nChanged 77 SP:Iteration 31Q (1534.407201 sec): 3 clusters Score: Raw -468679.662894 + Penalty 4820.238071 = -463859.424823 nChanged 59 SP:Iteration 32Q (1534.530015 sec): 3 clusters Score: Raw -468719.028326 + Penalty 4820.238071 = -463898.790255 nChanged 60 SP:Iteration 33Q (1534.651203 sec): 3 clusters Score: Raw -468751.099769 + Penalty 4820.238071 = -463930.861698 nChanged 50 SP:Iteration 34Q (1534.784097 sec): 3 clusters Score: Raw -468777.854082 + Penalty 4820.238071 = -463957.616011 nChanged 36 SP:Iteration 35Q (1534.901387 sec): 3 clusters Score: Raw -468796.084367 + Penalty 4820.238071 = -463975.846296 nChanged 29 SP:Iteration 36Q (1535.028916 sec): 3 clusters Score: Raw -468810.006019 + Penalty 4820.238071 = -463989.767948 nChanged 24 SP:Iteration 37Q (1535.160907 sec): 3 clusters Score: Raw -468820.596945 + Penalty 4820.238071 = -464000.358874 nChanged 22 SP:Iteration 38Q (1535.291954 sec): 3 clusters Score: Raw -468829.748893 + Penalty 4820.238071 = -464009.510822 nChanged 15 SP:Iteration 39Q (1535.415825 sec): 3 clusters Score: Raw -468836.914937 + Penalty 4820.238071 = -464016.676866 nChanged 19 SP:Iteration 40F (1535.564360 sec): 3 clusters Score: Raw -468846.125439 + Penalty 4820.238071 = -464025.887368 nChanged 18 SP:Iteration 41Q (1535.672541 sec): 3 clusters Score: Raw -468855.609134 + Penalty 4820.238071 = -464035.371063 nChanged 18 SP:Iteration 42Q (1535.803297 sec): 3 clusters Score: Raw -468863.215674 + Penalty 4820.238071 = -464042.977603 nChanged 14 SP:Iteration 43Q (1535.926064 sec): 3 clusters Score: Raw -468870.178869 + Penalty 4820.238071 = -464049.940798 nChanged 14 SP:Iteration 44Q (1536.052663 sec): 3 clusters Score: Raw -468878.490926 + Penalty 4820.238071 = -464058.252855 nChanged 16 SP:Iteration 45Q (1536.184712 sec): 3 clusters Score: Raw -468887.082296 + Penalty 4820.238071 = -464066.844225 nChanged 9 SP:Iteration 46Q (1536.299655 sec): 3 clusters Score: Raw -468891.345463 + Penalty 4820.238071 = -464071.107392 nChanged 10 SP:Iteration 47Q (1536.432495 sec): 3 clusters Score: Raw -468897.905743 + Penalty 4820.238071 = -464077.667673 nChanged 9 SP:Iteration 48Q (1536.580391 sec): 3 clusters Score: Raw -468903.444436 + Penalty 4820.238071 = -464083.206365 nChanged 11 SP:Iteration 49Q (1536.684736 sec): 3 clusters Score: Raw -468908.747995 + Penalty 4820.238071 = -464088.509924 nChanged 7 SP:Iteration 50Q (1536.822974 sec): 3 clusters Score: Raw -468912.371645 + Penalty 4820.238071 = -464092.133575 nChanged 5 SP:Iteration 51Q (1536.927100 sec): 3 clusters Score: Raw -468914.863701 + Penalty 4820.238071 = -464094.625630 nChanged 5 SP:Iteration 52Q (1537.051296 sec): 3 clusters Score: Raw -468916.650875 + Penalty 4820.238071 = -464096.412804 nChanged 3 SP:Iteration 53Q (1537.197587 sec): 3 clusters Score: Raw -468917.875336 + Penalty 4820.238071 = -464097.637265 nChanged 5 SP:Iteration 54Q (1537.316015 sec): 3 clusters Score: Raw -468919.902388 + Penalty 4820.238071 = -464099.664317 nChanged 6 SP:Iteration 55Q (1537.465886 sec): 3 clusters Score: Raw -468923.225599 + Penalty 4820.238071 = -464102.987528 nChanged 3 SP:Iteration 56Q (1537.578943 sec): 3 clusters Score: Raw -468923.972356 + Penalty 4820.238071 = -464103.734285 nChanged 4 SP:Iteration 57Q (1537.705967 sec): 3 clusters Score: Raw -468926.116813 + Penalty 4820.238071 = -464105.878742 nChanged 2 SP:Iteration 58Q (1537.827510 sec): 3 clusters Score: Raw -468927.540132 + Penalty 4820.238071 = -464107.302061 nChanged 3 SP:Iteration 59Q (1537.950933 sec): 3 clusters Score: Raw -468929.031109 + Penalty 4820.238071 = -464108.793038 nChanged 2 SP:Iteration 60F (1538.099917 sec): 3 clusters Score: Raw -468929.535439 + Penalty 4820.238071 = -464109.297368 nChanged 0 Trying to split cluster 5 (6357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1538.187777 sec): 2 clusters Score: Raw -290106.276091 + Penalty 2311.930328 = -287794.345763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1538.290407 sec): 3 clusters Score: Raw -286993.340288 + Penalty 4623.860655 = -282369.479633 nChanged 2434 SP:Iteration 1F (1538.430001 sec): 3 clusters Score: Raw -288441.279137 + Penalty 4623.860655 = -283817.418482 nChanged 522 SP:Iteration 2F (1538.550668 sec): 3 clusters Score: Raw -288806.571031 + Penalty 4623.860655 = -284182.710376 nChanged 423 SP:Iteration 3F (1538.648818 sec): 3 clusters Score: Raw -289129.861590 + Penalty 4623.860655 = -284506.000935 nChanged 368 SP:Iteration 4F (1538.776705 sec): 3 clusters Score: Raw -289454.841579 + Penalty 4623.860655 = -284830.980924 nChanged 368 SP:Iteration 5F (1538.911077 sec): 3 clusters Score: Raw -289787.779186 + Penalty 4623.860655 = -285163.918530 nChanged 332 SP:Iteration 6F (1539.007336 sec): 3 clusters Score: Raw -290093.492363 + Penalty 4623.860655 = -285469.631708 nChanged 332 SP:Iteration 7F (1539.126039 sec): 3 clusters Score: Raw -290384.701545 + Penalty 4623.860655 = -285760.840890 nChanged 306 SP:Iteration 8Q (1539.245607 sec): 3 clusters Score: Raw -290657.151202 + Penalty 4623.860655 = -286033.290547 nChanged 258 SP:Iteration 9Q (1539.367178 sec): 3 clusters Score: Raw -290887.320247 + Penalty 4623.860655 = -286263.459592 nChanged 225 SP:Iteration 10Q (1539.471836 sec): 3 clusters Score: Raw -291058.388855 + Penalty 4623.860655 = -286434.528200 nChanged 151 SP:Iteration 11Q (1539.614521 sec): 3 clusters Score: Raw -291154.447504 + Penalty 4623.860655 = -286530.586849 nChanged 118 SP:Iteration 12Q (1539.750425 sec): 3 clusters Score: Raw -291228.569823 + Penalty 4623.860655 = -286604.709168 nChanged 94 SP:Iteration 13Q (1539.866524 sec): 3 clusters Score: Raw -291284.847086 + Penalty 4623.860655 = -286660.986431 nChanged 80 SP:Iteration 14Q (1539.973672 sec): 3 clusters Score: Raw -291329.852942 + Penalty 4623.860655 = -286705.992287 nChanged 75 SP:Iteration 15Q (1540.111465 sec): 3 clusters Score: Raw -291368.175731 + Penalty 4623.860655 = -286744.315076 nChanged 52 SP:Iteration 16Q (1540.214575 sec): 3 clusters Score: Raw -291395.888120 + Penalty 4623.860655 = -286772.027465 nChanged 51 SP:Iteration 17Q (1540.323202 sec): 3 clusters Score: Raw -291423.742965 + Penalty 4623.860655 = -286799.882310 nChanged 55 SP:Iteration 18Q (1540.467217 sec): 3 clusters Score: Raw -291452.523522 + Penalty 4623.860655 = -286828.662866 nChanged 52 SP:Iteration 19Q (1540.566423 sec): 3 clusters Score: Raw -291473.289945 + Penalty 4623.860655 = -286849.429290 nChanged 34 SP:Iteration 20F (1540.671318 sec): 3 clusters Score: Raw -291484.856450 + Penalty 4623.860655 = -286860.995795 nChanged 34 SP:Iteration 21Q (1540.787517 sec): 3 clusters Score: Raw -291498.327824 + Penalty 4623.860655 = -286874.467168 nChanged 28 SP:Iteration 22Q (1540.893108 sec): 3 clusters Score: Raw -291507.945427 + Penalty 4623.860655 = -286884.084772 nChanged 25 SP:Iteration 23Q (1541.017682 sec): 3 clusters Score: Raw -291516.838379 + Penalty 4623.860655 = -286892.977724 nChanged 19 SP:Iteration 24Q (1541.121673 sec): 3 clusters Score: Raw -291522.282121 + Penalty 4623.860655 = -286898.421466 nChanged 15 SP:Iteration 25Q (1541.244368 sec): 3 clusters Score: Raw -291527.374130 + Penalty 4623.860655 = -286903.513475 nChanged 17 SP:Iteration 26Q (1541.368230 sec): 3 clusters Score: Raw -291532.553288 + Penalty 4623.860655 = -286908.692633 nChanged 13 SP:Iteration 27Q (1541.495828 sec): 3 clusters Score: Raw -291535.139015 + Penalty 4623.860655 = -286911.278360 nChanged 6 SP:Iteration 28Q (1541.603111 sec): 3 clusters Score: Raw -291536.735603 + Penalty 4623.860655 = -286912.874948 nChanged 5 SP:Iteration 29Q (1541.730807 sec): 3 clusters Score: Raw -291538.252859 + Penalty 4623.860655 = -286914.392204 nChanged 7 SP:Iteration 30Q (1541.844294 sec): 3 clusters Score: Raw -291540.149020 + Penalty 4623.860655 = -286916.288365 nChanged 4 SP:Iteration 31Q (1541.963746 sec): 3 clusters Score: Raw -291540.791162 + Penalty 4623.860655 = -286916.930506 nChanged 0 SP:Iteration 32F (1542.090325 sec): 3 clusters Score: Raw -291540.791162 + Penalty 4623.860655 = -286916.930506 nChanged 0 Trying to split cluster 6 (2370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1542.152394 sec): 2 clusters Score: Raw -112175.877352 + Penalty 2051.450342 = -110124.427011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1542.249384 sec): 3 clusters Score: Raw -111220.962148 + Penalty 4102.900684 = -107118.061465 nChanged 782 SP:Iteration 1F (1542.346075 sec): 3 clusters Score: Raw -111737.998717 + Penalty 4102.900684 = -107635.098034 nChanged 172 SP:Iteration 2F (1542.444257 sec): 3 clusters Score: Raw -111886.038816 + Penalty 4102.900684 = -107783.138132 nChanged 111 SP:Iteration 3Q (1542.538788 sec): 3 clusters Score: Raw -111971.306306 + Penalty 4102.900684 = -107868.405622 nChanged 61 SP:Iteration 4Q (1542.652635 sec): 3 clusters Score: Raw -112004.320848 + Penalty 4102.900684 = -107901.420165 nChanged 26 SP:Iteration 5Q (1542.761730 sec): 3 clusters Score: Raw -112024.024577 + Penalty 4102.900684 = -107921.123893 nChanged 36 SP:Iteration 6Q (1542.862807 sec): 3 clusters Score: Raw -112046.350401 + Penalty 4102.900684 = -107943.449718 nChanged 26 SP:Iteration 7Q (1542.993260 sec): 3 clusters Score: Raw -112062.476429 + Penalty 4102.900684 = -107959.575746 nChanged 20 SP:Iteration 8Q (1543.097888 sec): 3 clusters Score: Raw -112075.277524 + Penalty 4102.900684 = -107972.376840 nChanged 23 SP:Iteration 9Q (1543.188051 sec): 3 clusters Score: Raw -112090.614913 + Penalty 4102.900684 = -107987.714229 nChanged 22 SP:Iteration 10Q (1543.305308 sec): 3 clusters Score: Raw -112102.951895 + Penalty 4102.900684 = -108000.051211 nChanged 20 SP:Iteration 11Q (1543.432208 sec): 3 clusters Score: Raw -112113.601787 + Penalty 4102.900684 = -108010.701104 nChanged 16 SP:Iteration 12Q (1543.521985 sec): 3 clusters Score: Raw -112123.872465 + Penalty 4102.900684 = -108020.971781 nChanged 19 SP:Iteration 13Q (1543.633142 sec): 3 clusters Score: Raw -112137.205336 + Penalty 4102.900684 = -108034.304653 nChanged 23 SP:Iteration 14Q (1543.746061 sec): 3 clusters Score: Raw -112152.691598 + Penalty 4102.900684 = -108049.790915 nChanged 17 SP:Iteration 15Q (1543.858132 sec): 3 clusters Score: Raw -112160.545705 + Penalty 4102.900684 = -108057.645021 nChanged 6 SP:Iteration 16Q (1543.962081 sec): 3 clusters Score: Raw -112163.799365 + Penalty 4102.900684 = -108060.898682 nChanged 5 SP:Iteration 17Q (1544.065490 sec): 3 clusters Score: Raw -112167.485941 + Penalty 4102.900684 = -108064.585257 nChanged 5 SP:Iteration 18Q (1544.167898 sec): 3 clusters Score: Raw -112169.567876 + Penalty 4102.900684 = -108066.667193 nChanged 4 SP:Iteration 19Q (1544.274425 sec): 3 clusters Score: Raw -112172.422590 + Penalty 4102.900684 = -108069.521906 nChanged 3 SP:Iteration 20F (1544.387451 sec): 3 clusters Score: Raw -112174.518281 + Penalty 4102.900684 = -108071.617598 nChanged 8 SP:Iteration 21Q (1544.467711 sec): 3 clusters Score: Raw -112177.592398 + Penalty 4102.900684 = -108074.691715 nChanged 7 SP:Iteration 22Q (1544.563159 sec): 3 clusters Score: Raw -112181.697955 + Penalty 4102.900684 = -108078.797271 nChanged 8 SP:Iteration 23Q (1544.669298 sec): 3 clusters Score: Raw -112185.141937 + Penalty 4102.900684 = -108082.241253 nChanged 7 SP:Iteration 24Q (1544.799834 sec): 3 clusters Score: Raw -112190.236280 + Penalty 4102.900684 = -108087.335596 nChanged 5 SP:Iteration 25Q (1544.909582 sec): 3 clusters Score: Raw -112192.819829 + Penalty 4102.900684 = -108089.919146 nChanged 2 SP:Iteration 26Q (1545.004002 sec): 3 clusters Score: Raw -112193.327002 + Penalty 4102.900684 = -108090.426318 nChanged 0 SP:Iteration 27F (1545.115349 sec): 3 clusters Score: Raw -112193.327002 + Penalty 4102.900684 = -108090.426318 nChanged 0 Time taken for this iteration:328.036270 seconds. 8->7 Clusters: Score -2917013.120552, best is -2919496.199812 Starting from 9 clusters... ------ Clustering full data set of 66413 points ------ SP: Assigned 9 initial classes randomly. Deleting Class 1 (6993 points): Lose 980.411131 but Gain 2931.363098 Iteration 0F (1546.142152 sec): 8 clusters Score: Raw -2733260.927260 + Penalty 20519.541688 = -2712741.385572 nChanged 55280 Iteration 1F (1547.085647 sec): 8 clusters Score: Raw -2822703.638827 + Penalty 20519.541688 = -2802184.097140 nChanged 18079 Iteration 2F (1547.962836 sec): 8 clusters Score: Raw -2861688.076952 + Penalty 20519.541688 = -2841168.535264 nChanged 17076 Iteration 3F (1548.914465 sec): 8 clusters Score: Raw -2888964.843210 + Penalty 20519.541688 = -2868445.301522 nChanged 12478 Iteration 4F (1549.835322 sec): 8 clusters Score: Raw -2905924.411966 + Penalty 20519.541688 = -2885404.870278 nChanged 8766 Iteration 5F (1550.718149 sec): 8 clusters Score: Raw -2917121.644023 + Penalty 20519.541688 = -2896602.102335 nChanged 6311 Iteration 6F (1551.644629 sec): 8 clusters Score: Raw -2924215.375644 + Penalty 20519.541688 = -2903695.833956 nChanged 4566 Iteration 7F (1552.608712 sec): 8 clusters Score: Raw -2928095.987954 + Penalty 20519.541688 = -2907576.446267 nChanged 3292 Iteration 8Q (1553.399601 sec): 8 clusters Score: Raw -2929968.208168 + Penalty 20519.541688 = -2909448.666480 nChanged 2386 Iteration 9Q (1554.188913 sec): 8 clusters Score: Raw -2931129.022650 + Penalty 20519.541688 = -2910609.480963 nChanged 1876 Iteration 10Q (1554.976607 sec): 8 clusters Score: Raw -2931947.303642 + Penalty 20519.541688 = -2911427.761954 nChanged 1644 Iteration 11Q (1555.740613 sec): 8 clusters Score: Raw -2932606.359898 + Penalty 20519.541688 = -2912086.818210 nChanged 1452 Iteration 12Q (1556.495794 sec): 8 clusters Score: Raw -2933151.642048 + Penalty 20519.541688 = -2912632.100360 nChanged 1312 Iteration 13Q (1557.276173 sec): 8 clusters Score: Raw -2933644.044023 + Penalty 20519.541688 = -2913124.502335 nChanged 1250 Iteration 14Q (1558.006564 sec): 8 clusters Score: Raw -2934077.429836 + Penalty 20519.541688 = -2913557.888148 nChanged 1155 Deleting Class 8 (1775 points): Lose 2864.779020 but Gain 2931.363098 Iteration 15Q (1558.782946 sec): 7 clusters Score: Raw -2931595.540134 + Penalty 17588.178590 = -2914007.361544 nChanged 2754 Iteration 16Q (1559.458490 sec): 7 clusters Score: Raw -2934332.775132 + Penalty 17588.178590 = -2916744.596542 nChanged 1101 Iteration 17Q (1560.097401 sec): 7 clusters Score: Raw -2934632.946367 + Penalty 17588.178590 = -2917044.767778 nChanged 940 Iteration 18Q (1560.757032 sec): 7 clusters Score: Raw -2934864.803659 + Penalty 17588.178590 = -2917276.625070 nChanged 904 Iteration 19Q (1561.428444 sec): 7 clusters Score: Raw -2935068.655198 + Penalty 17588.178590 = -2917480.476609 nChanged 804 Writing temp clu file Because OldScore, -2917276.625070, is greater than current (better) Score,-2917480.476609 Compute initial score before splitting: Score: Raw -2935068.655198 + Penalty 17588.178590 = -2917480.476609 Trying to split cluster 2 (2745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1561.513106 sec): 2 clusters Score: Raw -123282.855501 + Penalty 2090.229597 = -121192.625904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1561.627724 sec): 3 clusters Score: Raw -122175.547903 + Penalty 4180.459195 = -117995.088708 nChanged 936 SP:Iteration 1F (1561.688511 sec): 3 clusters Score: Raw -122870.034277 + Penalty 4180.459195 = -118689.575082 nChanged 213 SP:Iteration 2F (1561.727310 sec): 3 clusters Score: Raw -123053.298974 + Penalty 4180.459195 = -118872.839779 nChanged 127 SP:Iteration 3Q (1561.766283 sec): 3 clusters Score: Raw -123152.126508 + Penalty 4180.459195 = -118971.667313 nChanged 71 SP:Iteration 4Q (1561.805341 sec): 3 clusters Score: Raw -123203.834151 + Penalty 4180.459195 = -119023.374957 nChanged 57 SP:Iteration 5Q (1561.844862 sec): 3 clusters Score: Raw -123241.752341 + Penalty 4180.459195 = -119061.293146 nChanged 48 SP:Iteration 6Q (1561.884336 sec): 3 clusters Score: Raw -123274.121043 + Penalty 4180.459195 = -119093.661848 nChanged 35 SP:Iteration 7Q (1561.923542 sec): 3 clusters Score: Raw -123299.795833 + Penalty 4180.459195 = -119119.336638 nChanged 34 SP:Iteration 8Q (1561.962944 sec): 3 clusters Score: Raw -123321.767733 + Penalty 4180.459195 = -119141.308539 nChanged 26 SP:Iteration 9Q (1562.002384 sec): 3 clusters Score: Raw -123337.685365 + Penalty 4180.459195 = -119157.226171 nChanged 28 SP:Iteration 10Q (1562.041567 sec): 3 clusters Score: Raw -123354.862435 + Penalty 4180.459195 = -119174.403240 nChanged 17 SP:Iteration 11Q (1562.081079 sec): 3 clusters Score: Raw -123361.792402 + Penalty 4180.459195 = -119181.333207 nChanged 15 SP:Iteration 12Q (1562.120531 sec): 3 clusters Score: Raw -123370.935569 + Penalty 4180.459195 = -119190.476375 nChanged 11 SP:Iteration 13Q (1562.159664 sec): 3 clusters Score: Raw -123377.727575 + Penalty 4180.459195 = -119197.268380 nChanged 12 SP:Iteration 14Q (1562.256702 sec): 3 clusters Score: Raw -123386.519820 + Penalty 4180.459195 = -119206.060625 nChanged 15 SP:Iteration 15Q (1562.405547 sec): 3 clusters Score: Raw -123392.756457 + Penalty 4180.459195 = -119212.297262 nChanged 5 SP:Iteration 16Q (1562.463156 sec): 3 clusters Score: Raw -123395.233430 + Penalty 4180.459195 = -119214.774235 nChanged 7 SP:Iteration 17Q (1562.575740 sec): 3 clusters Score: Raw -123398.202244 + Penalty 4180.459195 = -119217.743049 nChanged 8 SP:Iteration 18Q (1562.693969 sec): 3 clusters Score: Raw -123402.561294 + Penalty 4180.459195 = -119222.102099 nChanged 6 SP:Iteration 19Q (1562.813842 sec): 3 clusters Score: Raw -123405.335676 + Penalty 4180.459195 = -119224.876482 nChanged 7 SP:Iteration 20F (1562.930795 sec): 3 clusters Score: Raw -123409.028063 + Penalty 4180.459195 = -119228.568868 nChanged 5 SP:Iteration 21Q (1563.033272 sec): 3 clusters Score: Raw -123411.368313 + Penalty 4180.459195 = -119230.909118 nChanged 7 SP:Iteration 22Q (1563.155559 sec): 3 clusters Score: Raw -123415.757455 + Penalty 4180.459195 = -119235.298260 nChanged 12 SP:Iteration 23Q (1563.267364 sec): 3 clusters Score: Raw -123422.236223 + Penalty 4180.459195 = -119241.777028 nChanged 6 SP:Iteration 24Q (1563.366490 sec): 3 clusters Score: Raw -123426.509607 + Penalty 4180.459195 = -119246.050412 nChanged 9 SP:Iteration 25Q (1563.489577 sec): 3 clusters Score: Raw -123430.601289 + Penalty 4180.459195 = -119250.142094 nChanged 7 SP:Iteration 26Q (1563.577233 sec): 3 clusters Score: Raw -123433.576171 + Penalty 4180.459195 = -119253.116976 nChanged 6 SP:Iteration 27Q (1563.689612 sec): 3 clusters Score: Raw -123435.506772 + Penalty 4180.459195 = -119255.047577 nChanged 1 SP:Iteration 28Q (1563.786273 sec): 3 clusters Score: Raw -123435.670177 + Penalty 4180.459195 = -119255.210982 nChanged 1 SP:Iteration 29Q (1563.890980 sec): 3 clusters Score: Raw -123435.879203 + Penalty 4180.459195 = -119255.420008 nChanged 0 SP:Iteration 30F (1564.028087 sec): 3 clusters Score: Raw -123435.879203 + Penalty 4180.459195 = -119255.420008 nChanged 0 Trying to split cluster 3 (5307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1564.090287 sec): 2 clusters Score: Raw -237635.176368 + Penalty 2264.270443 = -235370.905925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1564.226397 sec): 3 clusters Score: Raw -235029.634878 + Penalty 4528.540887 = -230501.093991 nChanged 2066 SP:Iteration 1F (1564.314514 sec): 3 clusters Score: Raw -236257.511611 + Penalty 4528.540887 = -231728.970724 nChanged 427 SP:Iteration 2F (1564.429650 sec): 3 clusters Score: Raw -236543.475133 + Penalty 4528.540887 = -232014.934246 nChanged 292 SP:Iteration 3F (1564.573719 sec): 3 clusters Score: Raw -236715.937917 + Penalty 4528.540887 = -232187.397030 nChanged 193 SP:Iteration 4Q (1564.678526 sec): 3 clusters Score: Raw -236819.428567 + Penalty 4528.540887 = -232290.887680 nChanged 166 SP:Iteration 5Q (1564.804312 sec): 3 clusters Score: Raw -236906.637162 + Penalty 4528.540887 = -232378.096275 nChanged 132 SP:Iteration 6Q (1564.929516 sec): 3 clusters Score: Raw -236976.948844 + Penalty 4528.540887 = -232448.407957 nChanged 123 SP:Iteration 7Q (1565.048791 sec): 3 clusters Score: Raw -237048.666227 + Penalty 4528.540887 = -232520.125340 nChanged 124 SP:Iteration 8Q (1565.133883 sec): 3 clusters Score: Raw -237115.207234 + Penalty 4528.540887 = -232586.666347 nChanged 113 SP:Iteration 9Q (1565.267938 sec): 3 clusters Score: Raw -237178.417723 + Penalty 4528.540887 = -232649.876836 nChanged 108 SP:Iteration 10Q (1565.371089 sec): 3 clusters Score: Raw -237238.868343 + Penalty 4528.540887 = -232710.327456 nChanged 111 SP:Iteration 11Q (1565.517941 sec): 3 clusters Score: Raw -237304.614977 + Penalty 4528.540887 = -232776.074090 nChanged 118 SP:Iteration 12Q (1565.621607 sec): 3 clusters Score: Raw -237377.048261 + Penalty 4528.540887 = -232848.507374 nChanged 107 SP:Iteration 13Q (1565.742172 sec): 3 clusters Score: Raw -237444.408843 + Penalty 4528.540887 = -232915.867956 nChanged 112 SP:Iteration 14Q (1565.859111 sec): 3 clusters Score: Raw -237515.189294 + Penalty 4528.540887 = -232986.648407 nChanged 105 SP:Iteration 15Q (1565.957024 sec): 3 clusters Score: Raw -237582.519884 + Penalty 4528.540887 = -233053.978997 nChanged 108 SP:Iteration 16Q (1566.101806 sec): 3 clusters Score: Raw -237643.040340 + Penalty 4528.540887 = -233114.499454 nChanged 92 SP:Iteration 17Q (1566.227062 sec): 3 clusters Score: Raw -237698.818477 + Penalty 4528.540887 = -233170.277590 nChanged 93 SP:Iteration 18Q (1566.339362 sec): 3 clusters Score: Raw -237754.857952 + Penalty 4528.540887 = -233226.317065 nChanged 83 SP:Iteration 19Q (1566.462696 sec): 3 clusters Score: Raw -237806.096014 + Penalty 4528.540887 = -233277.555127 nChanged 84 SP:Iteration 20F (1566.579909 sec): 3 clusters Score: Raw -237856.335051 + Penalty 4528.540887 = -233327.794164 nChanged 78 SP:Iteration 21Q (1566.676161 sec): 3 clusters Score: Raw -237901.064160 + Penalty 4528.540887 = -233372.523273 nChanged 62 SP:Iteration 22Q (1566.790825 sec): 3 clusters Score: Raw -237941.857463 + Penalty 4528.540887 = -233413.316576 nChanged 53 SP:Iteration 23Q (1566.904619 sec): 3 clusters Score: Raw -237975.444089 + Penalty 4528.540887 = -233446.903202 nChanged 43 SP:Iteration 24Q (1566.983263 sec): 3 clusters Score: Raw -237997.616107 + Penalty 4528.540887 = -233469.075220 nChanged 32 SP:Iteration 25Q (1567.104444 sec): 3 clusters Score: Raw -238018.484224 + Penalty 4528.540887 = -233489.943337 nChanged 33 SP:Iteration 26Q (1567.209176 sec): 3 clusters Score: Raw -238035.229809 + Penalty 4528.540887 = -233506.688923 nChanged 21 SP:Iteration 27Q (1567.317718 sec): 3 clusters Score: Raw -238045.843778 + Penalty 4528.540887 = -233517.302891 nChanged 20 SP:Iteration 28Q (1567.453804 sec): 3 clusters Score: Raw -238059.214943 + Penalty 4528.540887 = -233530.674056 nChanged 14 SP:Iteration 29Q (1567.559764 sec): 3 clusters Score: Raw -238066.965325 + Penalty 4528.540887 = -233538.424438 nChanged 11 SP:Iteration 30Q (1567.694307 sec): 3 clusters Score: Raw -238072.424802 + Penalty 4528.540887 = -233543.883915 nChanged 4 SP:Iteration 31Q (1567.804599 sec): 3 clusters Score: Raw -238074.643893 + Penalty 4528.540887 = -233546.103006 nChanged 9 SP:Iteration 32Q (1567.922635 sec): 3 clusters Score: Raw -238079.366751 + Penalty 4528.540887 = -233550.825864 nChanged 9 SP:Iteration 33Q (1568.019010 sec): 3 clusters Score: Raw -238086.237489 + Penalty 4528.540887 = -233557.696602 nChanged 9 SP:Iteration 34Q (1568.150043 sec): 3 clusters Score: Raw -238090.358419 + Penalty 4528.540887 = -233561.817532 nChanged 8 SP:Iteration 35Q (1568.240720 sec): 3 clusters Score: Raw -238094.754660 + Penalty 4528.540887 = -233566.213773 nChanged 7 SP:Iteration 36Q (1568.356201 sec): 3 clusters Score: Raw -238097.642974 + Penalty 4528.540887 = -233569.102087 nChanged 8 SP:Iteration 37Q (1568.487302 sec): 3 clusters Score: Raw -238100.640809 + Penalty 4528.540887 = -233572.099922 nChanged 6 SP:Iteration 38Q (1568.594031 sec): 3 clusters Score: Raw -238103.210386 + Penalty 4528.540887 = -233574.669499 nChanged 3 SP:Iteration 39Q (1568.720275 sec): 3 clusters Score: Raw -238104.485838 + Penalty 4528.540887 = -233575.944951 nChanged 3 SP:Iteration 40F (1568.835657 sec): 3 clusters Score: Raw -238105.568079 + Penalty 4528.540887 = -233577.027192 nChanged 1 SP:Iteration 41Q (1568.921299 sec): 3 clusters Score: Raw -238106.325389 + Penalty 4528.540887 = -233577.784502 nChanged 2 SP:Iteration 42Q (1569.053351 sec): 3 clusters Score: Raw -238107.203370 + Penalty 4528.540887 = -233578.662483 nChanged 0 SP:Iteration 43F (1569.164103 sec): 3 clusters Score: Raw -238107.203370 + Penalty 4528.540887 = -233578.662483 nChanged 0 Trying to split cluster 4 (27935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1569.332099 sec): 2 clusters Score: Raw -1287729.438432 + Penalty 2702.735815 = -1285026.702617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1569.497663 sec): 3 clusters Score: Raw -1271216.894918 + Penalty 5405.471629 = -1265811.423289 nChanged 12521 SP:Iteration 1F (1569.704326 sec): 3 clusters Score: Raw -1278182.089771 + Penalty 5405.471629 = -1272776.618142 nChanged 1568 SP:Iteration 2F (1569.887951 sec): 3 clusters Score: Raw -1278792.153420 + Penalty 5405.471629 = -1273386.681790 nChanged 1382 SP:Iteration 3Q (1570.067404 sec): 3 clusters Score: Raw -1279338.278541 + Penalty 5405.471629 = -1273932.806911 nChanged 1249 SP:Iteration 4Q (1570.283401 sec): 3 clusters Score: Raw -1279866.173697 + Penalty 5405.471629 = -1274460.702067 nChanged 1254 SP:Iteration 5Q (1570.459730 sec): 3 clusters Score: Raw -1280429.927706 + Penalty 5405.471629 = -1275024.456076 nChanged 1347 SP:Iteration 6Q (1570.648637 sec): 3 clusters Score: Raw -1281107.163777 + Penalty 5405.471629 = -1275701.692147 nChanged 1343 SP:Iteration 7Q (1570.832644 sec): 3 clusters Score: Raw -1281852.484224 + Penalty 5405.471629 = -1276447.012595 nChanged 1373 SP:Iteration 8Q (1571.048496 sec): 3 clusters Score: Raw -1282738.833449 + Penalty 5405.471629 = -1277333.361820 nChanged 1334 SP:Iteration 9Q (1571.209829 sec): 3 clusters Score: Raw -1283643.362378 + Penalty 5405.471629 = -1278237.890748 nChanged 1195 SP:Iteration 10Q (1571.405489 sec): 3 clusters Score: Raw -1284416.528841 + Penalty 5405.471629 = -1279011.057212 nChanged 1015 SP:Iteration 11Q (1571.604967 sec): 3 clusters Score: Raw -1285052.851485 + Penalty 5405.471629 = -1279647.379855 nChanged 851 SP:Iteration 12Q (1571.771009 sec): 3 clusters Score: Raw -1285565.521226 + Penalty 5405.471629 = -1280160.049597 nChanged 721 SP:Iteration 13Q (1571.971150 sec): 3 clusters Score: Raw -1285965.796432 + Penalty 5405.471629 = -1280560.324803 nChanged 620 SP:Iteration 14Q (1572.152145 sec): 3 clusters Score: Raw -1286308.873664 + Penalty 5405.471629 = -1280903.402034 nChanged 518 SP:Iteration 15Q (1572.314129 sec): 3 clusters Score: Raw -1286579.196417 + Penalty 5405.471629 = -1281173.724787 nChanged 413 SP:Iteration 16Q (1572.492991 sec): 3 clusters Score: Raw -1286764.631649 + Penalty 5405.471629 = -1281359.160020 nChanged 338 SP:Iteration 17Q (1572.653421 sec): 3 clusters Score: Raw -1286917.069533 + Penalty 5405.471629 = -1281511.597903 nChanged 317 SP:Iteration 18Q (1572.823150 sec): 3 clusters Score: Raw -1287052.911922 + Penalty 5405.471629 = -1281647.440292 nChanged 268 SP:Iteration 19Q (1572.992673 sec): 3 clusters Score: Raw -1287169.356038 + Penalty 5405.471629 = -1281763.884409 nChanged 249 SP:Iteration 20F (1573.187981 sec): 3 clusters Score: Raw -1287277.726820 + Penalty 5405.471629 = -1281872.255190 nChanged 199 SP:Iteration 21Q (1573.374836 sec): 3 clusters Score: Raw -1287359.294075 + Penalty 5405.471629 = -1281953.822446 nChanged 192 SP:Iteration 22Q (1573.526837 sec): 3 clusters Score: Raw -1287433.671678 + Penalty 5405.471629 = -1282028.200048 nChanged 154 SP:Iteration 23Q (1573.706944 sec): 3 clusters Score: Raw -1287490.644558 + Penalty 5405.471629 = -1282085.172929 nChanged 147 SP:Iteration 24Q (1573.877536 sec): 3 clusters Score: Raw -1287548.812923 + Penalty 5405.471629 = -1282143.341293 nChanged 143 SP:Iteration 25Q (1574.042175 sec): 3 clusters Score: Raw -1287612.787485 + Penalty 5405.471629 = -1282207.315855 nChanged 137 SP:Iteration 26Q (1574.208864 sec): 3 clusters Score: Raw -1287672.482193 + Penalty 5405.471629 = -1282267.010563 nChanged 123 SP:Iteration 27Q (1574.394902 sec): 3 clusters Score: Raw -1287728.574517 + Penalty 5405.471629 = -1282323.102887 nChanged 118 SP:Iteration 28Q (1574.573791 sec): 3 clusters Score: Raw -1287785.031889 + Penalty 5405.471629 = -1282379.560259 nChanged 101 SP:Iteration 29Q (1574.730855 sec): 3 clusters Score: Raw -1287833.097160 + Penalty 5405.471629 = -1282427.625531 nChanged 75 SP:Iteration 30Q (1574.919100 sec): 3 clusters Score: Raw -1287866.128928 + Penalty 5405.471629 = -1282460.657299 nChanged 67 SP:Iteration 31Q (1575.078736 sec): 3 clusters Score: Raw -1287895.956720 + Penalty 5405.471629 = -1282490.485091 nChanged 53 SP:Iteration 32Q (1575.259445 sec): 3 clusters Score: Raw -1287917.487199 + Penalty 5405.471629 = -1282512.015569 nChanged 48 SP:Iteration 33Q (1575.452116 sec): 3 clusters Score: Raw -1287940.183557 + Penalty 5405.471629 = -1282534.711928 nChanged 60 SP:Iteration 34Q (1575.622689 sec): 3 clusters Score: Raw -1287970.798761 + Penalty 5405.471629 = -1282565.327132 nChanged 48 SP:Iteration 35Q (1575.807169 sec): 3 clusters Score: Raw -1287994.884233 + Penalty 5405.471629 = -1282589.412603 nChanged 38 SP:Iteration 36Q (1575.974925 sec): 3 clusters Score: Raw -1288012.992999 + Penalty 5405.471629 = -1282607.521370 nChanged 40 SP:Iteration 37Q (1576.148665 sec): 3 clusters Score: Raw -1288032.250569 + Penalty 5405.471629 = -1282626.778939 nChanged 42 SP:Iteration 38Q (1576.301791 sec): 3 clusters Score: Raw -1288049.517471 + Penalty 5405.471629 = -1282644.045842 nChanged 25 SP:Iteration 39Q (1576.469509 sec): 3 clusters Score: Raw -1288058.972513 + Penalty 5405.471629 = -1282653.500884 nChanged 17 SP:Iteration 40F (1576.658340 sec): 3 clusters Score: Raw -1288065.506773 + Penalty 5405.471629 = -1282660.035144 nChanged 19 SP:Iteration 41Q (1576.836251 sec): 3 clusters Score: Raw -1288073.282129 + Penalty 5405.471629 = -1282667.810500 nChanged 14 SP:Iteration 42Q (1577.024065 sec): 3 clusters Score: Raw -1288078.491566 + Penalty 5405.471629 = -1282673.019937 nChanged 6 SP:Iteration 43Q (1577.193590 sec): 3 clusters Score: Raw -1288081.484852 + Penalty 5405.471629 = -1282676.013223 nChanged 5 SP:Iteration 44Q (1577.356104 sec): 3 clusters Score: Raw -1288083.592948 + Penalty 5405.471629 = -1282678.121318 nChanged 4 SP:Iteration 45Q (1577.492618 sec): 3 clusters Score: Raw -1288085.125643 + Penalty 5405.471629 = -1282679.654014 nChanged 8 SP:Iteration 46Q (1577.666864 sec): 3 clusters Score: Raw -1288088.023983 + Penalty 5405.471629 = -1282682.552353 nChanged 8 SP:Iteration 47Q (1577.831014 sec): 3 clusters Score: Raw -1288090.530464 + Penalty 5405.471629 = -1282685.058835 nChanged 11 SP:Iteration 48Q (1578.002658 sec): 3 clusters Score: Raw -1288095.350262 + Penalty 5405.471629 = -1282689.878633 nChanged 8 SP:Iteration 49Q (1578.201251 sec): 3 clusters Score: Raw -1288097.867585 + Penalty 5405.471629 = -1282692.395956 nChanged 4 SP:Iteration 50Q (1578.367799 sec): 3 clusters Score: Raw -1288098.850197 + Penalty 5405.471629 = -1282693.378568 nChanged 1 SP:Iteration 51Q (1578.542074 sec): 3 clusters Score: Raw -1288099.104046 + Penalty 5405.471629 = -1282693.632416 nChanged 0 SP:Iteration 52F (1578.717821 sec): 3 clusters Score: Raw -1288099.104046 + Penalty 5405.471629 = -1282693.632416 nChanged 0 Trying to split cluster 5 (11655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1578.841469 sec): 2 clusters Score: Raw -471914.173257 + Penalty 2471.961506 = -469442.211752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1578.957029 sec): 3 clusters Score: Raw -465619.105758 + Penalty 4943.923011 = -460675.182747 nChanged 4850 SP:Iteration 1F (1579.107451 sec): 3 clusters Score: Raw -468345.621444 + Penalty 4943.923011 = -463401.698433 nChanged 917 SP:Iteration 2F (1579.242472 sec): 3 clusters Score: Raw -469009.163918 + Penalty 4943.923011 = -464065.240907 nChanged 858 SP:Iteration 3F (1579.411193 sec): 3 clusters Score: Raw -469672.424538 + Penalty 4943.923011 = -464728.501527 nChanged 852 SP:Iteration 4F (1579.546700 sec): 3 clusters Score: Raw -470327.660974 + Penalty 4943.923011 = -465383.737963 nChanged 757 SP:Iteration 5F (1579.678158 sec): 3 clusters Score: Raw -470899.649203 + Penalty 4943.923011 = -465955.726192 nChanged 641 SP:Iteration 6F (1579.798348 sec): 3 clusters Score: Raw -471373.731841 + Penalty 4943.923011 = -466429.808830 nChanged 554 SP:Iteration 7Q (1579.930762 sec): 3 clusters Score: Raw -471753.866816 + Penalty 4943.923011 = -466809.943804 nChanged 455 SP:Iteration 8Q (1580.079251 sec): 3 clusters Score: Raw -472063.585175 + Penalty 4943.923011 = -467119.662163 nChanged 328 SP:Iteration 9Q (1580.183086 sec): 3 clusters Score: Raw -472261.159931 + Penalty 4943.923011 = -467317.236920 nChanged 256 SP:Iteration 10Q (1580.320089 sec): 3 clusters Score: Raw -472403.227305 + Penalty 4943.923011 = -467459.304294 nChanged 229 SP:Iteration 11Q (1580.447825 sec): 3 clusters Score: Raw -472521.908643 + Penalty 4943.923011 = -467577.985632 nChanged 186 SP:Iteration 12Q (1580.586526 sec): 3 clusters Score: Raw -472613.890861 + Penalty 4943.923011 = -467669.967849 nChanged 152 SP:Iteration 13Q (1580.730152 sec): 3 clusters Score: Raw -472689.440289 + Penalty 4943.923011 = -467745.517278 nChanged 135 SP:Iteration 14Q (1580.893236 sec): 3 clusters Score: Raw -472751.196275 + Penalty 4943.923011 = -467807.273264 nChanged 103 SP:Iteration 15Q (1581.016990 sec): 3 clusters Score: Raw -472795.106626 + Penalty 4943.923011 = -467851.183614 nChanged 80 SP:Iteration 16Q (1581.164473 sec): 3 clusters Score: Raw -472825.504677 + Penalty 4943.923011 = -467881.581666 nChanged 68 SP:Iteration 17Q (1581.321714 sec): 3 clusters Score: Raw -472850.565632 + Penalty 4943.923011 = -467906.642621 nChanged 57 SP:Iteration 18Q (1581.429299 sec): 3 clusters Score: Raw -472871.776865 + Penalty 4943.923011 = -467927.853854 nChanged 60 SP:Iteration 19Q (1581.560109 sec): 3 clusters Score: Raw -472894.266970 + Penalty 4943.923011 = -467950.343959 nChanged 49 SP:Iteration 20F (1581.727972 sec): 3 clusters Score: Raw -472912.130232 + Penalty 4943.923011 = -467968.207221 nChanged 38 SP:Iteration 21Q (1581.858352 sec): 3 clusters Score: Raw -472927.010121 + Penalty 4943.923011 = -467983.087110 nChanged 31 SP:Iteration 22Q (1581.982570 sec): 3 clusters Score: Raw -472936.664975 + Penalty 4943.923011 = -467992.741963 nChanged 23 SP:Iteration 23Q (1582.127289 sec): 3 clusters Score: Raw -472942.277383 + Penalty 4943.923011 = -467998.354372 nChanged 9 SP:Iteration 24Q (1582.247558 sec): 3 clusters Score: Raw -472944.421745 + Penalty 4943.923011 = -468000.498734 nChanged 8 SP:Iteration 25Q (1582.377390 sec): 3 clusters Score: Raw -472946.182399 + Penalty 4943.923011 = -468002.259388 nChanged 10 SP:Iteration 26Q (1582.501037 sec): 3 clusters Score: Raw -472948.715348 + Penalty 4943.923011 = -468004.792337 nChanged 9 SP:Iteration 27Q (1582.653559 sec): 3 clusters Score: Raw -472951.907880 + Penalty 4943.923011 = -468007.984868 nChanged 15 SP:Iteration 28Q (1582.777299 sec): 3 clusters Score: Raw -472956.769134 + Penalty 4943.923011 = -468012.846122 nChanged 16 SP:Iteration 29Q (1582.929496 sec): 3 clusters Score: Raw -472962.442482 + Penalty 4943.923011 = -468018.519471 nChanged 18 SP:Iteration 30Q (1583.057429 sec): 3 clusters Score: Raw -472968.360165 + Penalty 4943.923011 = -468024.437154 nChanged 17 SP:Iteration 31Q (1583.163083 sec): 3 clusters Score: Raw -472974.002740 + Penalty 4943.923011 = -468030.079729 nChanged 15 SP:Iteration 32Q (1583.280114 sec): 3 clusters Score: Raw -472978.987275 + Penalty 4943.923011 = -468035.064264 nChanged 15 SP:Iteration 33Q (1583.424712 sec): 3 clusters Score: Raw -472983.779830 + Penalty 4943.923011 = -468039.856818 nChanged 15 SP:Iteration 34Q (1583.573576 sec): 3 clusters Score: Raw -472988.872821 + Penalty 4943.923011 = -468044.949809 nChanged 14 SP:Iteration 35Q (1583.695879 sec): 3 clusters Score: Raw -472994.519287 + Penalty 4943.923011 = -468050.596276 nChanged 15 SP:Iteration 36Q (1583.842972 sec): 3 clusters Score: Raw -472998.779202 + Penalty 4943.923011 = -468054.856191 nChanged 9 SP:Iteration 37Q (1584.008106 sec): 3 clusters Score: Raw -473001.586139 + Penalty 4943.923011 = -468057.663128 nChanged 8 SP:Iteration 38Q (1584.120770 sec): 3 clusters Score: Raw -473003.512792 + Penalty 4943.923011 = -468059.589781 nChanged 4 SP:Iteration 39Q (1584.242053 sec): 3 clusters Score: Raw -473004.384022 + Penalty 4943.923011 = -468060.461011 nChanged 1 SP:Iteration 40F (1584.382043 sec): 3 clusters Score: Raw -473005.001764 + Penalty 4943.923011 = -468061.078753 nChanged 3 SP:Iteration 41Q (1584.510356 sec): 3 clusters Score: Raw -473006.798922 + Penalty 4943.923011 = -468062.875911 nChanged 3 SP:Iteration 42Q (1584.650799 sec): 3 clusters Score: Raw -473007.537289 + Penalty 4943.923011 = -468063.614278 nChanged 3 SP:Iteration 43Q (1584.791223 sec): 3 clusters Score: Raw -473008.419654 + Penalty 4943.923011 = -468064.496643 nChanged 1 SP:Iteration 44Q (1584.962932 sec): 3 clusters Score: Raw -473008.807423 + Penalty 4943.923011 = -468064.884412 nChanged 0 SP:Iteration 45F (1585.080218 sec): 3 clusters Score: Raw -473008.807423 + Penalty 4943.923011 = -468064.884412 nChanged 0 Trying to split cluster 6 (5578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1585.187237 sec): 2 clusters Score: Raw -254485.253453 + Penalty 2277.418590 = -252207.834863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1585.276060 sec): 3 clusters Score: Raw -251779.427432 + Penalty 4554.837180 = -247224.590252 nChanged 2150 SP:Iteration 1F (1585.413694 sec): 3 clusters Score: Raw -253078.042218 + Penalty 4554.837180 = -248523.205038 nChanged 476 SP:Iteration 2F (1585.522655 sec): 3 clusters Score: Raw -253433.246429 + Penalty 4554.837180 = -248878.409249 nChanged 364 SP:Iteration 3F (1585.651449 sec): 3 clusters Score: Raw -253670.152979 + Penalty 4554.837180 = -249115.315799 nChanged 251 SP:Iteration 4Q (1585.776962 sec): 3 clusters Score: Raw -253825.085243 + Penalty 4554.837180 = -249270.248063 nChanged 202 SP:Iteration 5Q (1585.891459 sec): 3 clusters Score: Raw -253949.991874 + Penalty 4554.837180 = -249395.154694 nChanged 184 SP:Iteration 6Q (1585.996260 sec): 3 clusters Score: Raw -254061.504019 + Penalty 4554.837180 = -249506.666839 nChanged 158 SP:Iteration 7Q (1586.130478 sec): 3 clusters Score: Raw -254154.541380 + Penalty 4554.837180 = -249599.704200 nChanged 155 SP:Iteration 8Q (1586.251184 sec): 3 clusters Score: Raw -254237.982005 + Penalty 4554.837180 = -249683.144825 nChanged 148 SP:Iteration 9Q (1586.372377 sec): 3 clusters Score: Raw -254311.115071 + Penalty 4554.837180 = -249756.277891 nChanged 131 SP:Iteration 10Q (1586.488698 sec): 3 clusters Score: Raw -254379.935586 + Penalty 4554.837180 = -249825.098406 nChanged 117 SP:Iteration 11Q (1586.606706 sec): 3 clusters Score: Raw -254442.588117 + Penalty 4554.837180 = -249887.750937 nChanged 119 SP:Iteration 12Q (1586.748649 sec): 3 clusters Score: Raw -254505.231174 + Penalty 4554.837180 = -249950.393994 nChanged 103 SP:Iteration 13Q (1586.882640 sec): 3 clusters Score: Raw -254556.481980 + Penalty 4554.837180 = -250001.644800 nChanged 92 SP:Iteration 14Q (1586.976331 sec): 3 clusters Score: Raw -254598.252746 + Penalty 4554.837180 = -250043.415566 nChanged 90 SP:Iteration 15Q (1587.105068 sec): 3 clusters Score: Raw -254646.374373 + Penalty 4554.837180 = -250091.537193 nChanged 91 SP:Iteration 16Q (1587.174301 sec): 3 clusters Score: Raw -254694.238143 + Penalty 4554.837180 = -250139.400963 nChanged 86 SP:Iteration 17Q (1587.293128 sec): 3 clusters Score: Raw -254746.228030 + Penalty 4554.837180 = -250191.390850 nChanged 103 SP:Iteration 18Q (1587.421833 sec): 3 clusters Score: Raw -254810.665306 + Penalty 4554.837180 = -250255.828126 nChanged 111 SP:Iteration 19Q (1587.527678 sec): 3 clusters Score: Raw -254877.375567 + Penalty 4554.837180 = -250322.538387 nChanged 94 SP:Iteration 20F (1587.646005 sec): 3 clusters Score: Raw -254934.930479 + Penalty 4554.837180 = -250380.093299 nChanged 98 SP:Iteration 21Q (1587.758162 sec): 3 clusters Score: Raw -254991.548918 + Penalty 4554.837180 = -250436.711738 nChanged 86 SP:Iteration 22Q (1587.888878 sec): 3 clusters Score: Raw -255045.821445 + Penalty 4554.837180 = -250490.984265 nChanged 80 SP:Iteration 23Q (1587.987891 sec): 3 clusters Score: Raw -255091.738206 + Penalty 4554.837180 = -250536.901026 nChanged 72 SP:Iteration 24Q (1588.114373 sec): 3 clusters Score: Raw -255128.939961 + Penalty 4554.837180 = -250574.102781 nChanged 61 SP:Iteration 25Q (1588.255096 sec): 3 clusters Score: Raw -255160.584198 + Penalty 4554.837180 = -250605.747018 nChanged 55 SP:Iteration 26Q (1588.367252 sec): 3 clusters Score: Raw -255190.415871 + Penalty 4554.837180 = -250635.578691 nChanged 49 SP:Iteration 27Q (1588.501112 sec): 3 clusters Score: Raw -255217.812768 + Penalty 4554.837180 = -250662.975588 nChanged 36 SP:Iteration 28Q (1588.597231 sec): 3 clusters Score: Raw -255234.630666 + Penalty 4554.837180 = -250679.793486 nChanged 35 SP:Iteration 29Q (1588.733985 sec): 3 clusters Score: Raw -255253.075902 + Penalty 4554.837180 = -250698.238722 nChanged 38 SP:Iteration 30Q (1588.862426 sec): 3 clusters Score: Raw -255274.769155 + Penalty 4554.837180 = -250719.931975 nChanged 40 SP:Iteration 31Q (1588.985262 sec): 3 clusters Score: Raw -255290.309119 + Penalty 4554.837180 = -250735.471939 nChanged 24 SP:Iteration 32Q (1589.110890 sec): 3 clusters Score: Raw -255299.715388 + Penalty 4554.837180 = -250744.878208 nChanged 21 SP:Iteration 33Q (1589.202819 sec): 3 clusters Score: Raw -255308.356577 + Penalty 4554.837180 = -250753.519397 nChanged 17 SP:Iteration 34Q (1589.311534 sec): 3 clusters Score: Raw -255317.074537 + Penalty 4554.837180 = -250762.237357 nChanged 21 SP:Iteration 35Q (1589.429901 sec): 3 clusters Score: Raw -255325.618239 + Penalty 4554.837180 = -250770.781059 nChanged 18 SP:Iteration 36Q (1589.566201 sec): 3 clusters Score: Raw -255334.433746 + Penalty 4554.837180 = -250779.596566 nChanged 21 SP:Iteration 37Q (1589.669173 sec): 3 clusters Score: Raw -255343.878341 + Penalty 4554.837180 = -250789.041161 nChanged 15 SP:Iteration 38Q (1589.780140 sec): 3 clusters Score: Raw -255348.789157 + Penalty 4554.837180 = -250793.951977 nChanged 17 SP:Iteration 39Q (1589.912380 sec): 3 clusters Score: Raw -255357.490640 + Penalty 4554.837180 = -250802.653460 nChanged 26 SP:Iteration 40F (1590.009133 sec): 3 clusters Score: Raw -255370.925171 + Penalty 4554.837180 = -250816.087991 nChanged 28 SP:Iteration 41Q (1590.132522 sec): 3 clusters Score: Raw -255388.620631 + Penalty 4554.837180 = -250833.783451 nChanged 24 SP:Iteration 42Q (1590.239211 sec): 3 clusters Score: Raw -255400.077263 + Penalty 4554.837180 = -250845.240083 nChanged 20 SP:Iteration 43Q (1590.347941 sec): 3 clusters Score: Raw -255410.670019 + Penalty 4554.837180 = -250855.832839 nChanged 18 SP:Iteration 44Q (1590.487698 sec): 3 clusters Score: Raw -255421.853166 + Penalty 4554.837180 = -250867.015986 nChanged 18 SP:Iteration 45Q (1590.599462 sec): 3 clusters Score: Raw -255431.766387 + Penalty 4554.837180 = -250876.929207 nChanged 21 SP:Iteration 46Q (1590.717888 sec): 3 clusters Score: Raw -255441.752705 + Penalty 4554.837180 = -250886.915525 nChanged 16 SP:Iteration 47Q (1590.842129 sec): 3 clusters Score: Raw -255451.689724 + Penalty 4554.837180 = -250896.852544 nChanged 19 SP:Iteration 48Q (1590.935905 sec): 3 clusters Score: Raw -255462.572155 + Penalty 4554.837180 = -250907.734975 nChanged 21 SP:Iteration 49Q (1591.060369 sec): 3 clusters Score: Raw -255474.173681 + Penalty 4554.837180 = -250919.336501 nChanged 28 SP:Iteration 50Q (1591.179910 sec): 3 clusters Score: Raw -255487.758476 + Penalty 4554.837180 = -250932.921296 nChanged 21 SP:Iteration 51Q (1591.284318 sec): 3 clusters Score: Raw -255501.861775 + Penalty 4554.837180 = -250947.024595 nChanged 18 SP:Iteration 52Q (1591.405476 sec): 3 clusters Score: Raw -255513.871270 + Penalty 4554.837180 = -250959.034090 nChanged 20 SP:Iteration 53Q (1591.546199 sec): 3 clusters Score: Raw -255526.546789 + Penalty 4554.837180 = -250971.709609 nChanged 28 SP:Iteration 54Q (1591.658018 sec): 3 clusters Score: Raw -255543.937902 + Penalty 4554.837180 = -250989.100722 nChanged 32 SP:Iteration 55Q (1591.751334 sec): 3 clusters Score: Raw -255559.897812 + Penalty 4554.837180 = -251005.060632 nChanged 24 SP:Iteration 56Q (1591.880901 sec): 3 clusters Score: Raw -255569.975067 + Penalty 4554.837180 = -251015.137887 nChanged 30 SP:Iteration 57Q (1592.005765 sec): 3 clusters Score: Raw -255586.300137 + Penalty 4554.837180 = -251031.462957 nChanged 22 SP:Iteration 58Q (1592.087760 sec): 3 clusters Score: Raw -255595.914863 + Penalty 4554.837180 = -251041.077683 nChanged 19 SP:Iteration 59Q (1592.207752 sec): 3 clusters Score: Raw -255609.555143 + Penalty 4554.837180 = -251054.717963 nChanged 25 SP:Iteration 60F (1592.308042 sec): 3 clusters Score: Raw -255627.710631 + Penalty 4554.837180 = -251072.873451 nChanged 22 SP:Iteration 61Q (1592.410897 sec): 3 clusters Score: Raw -255641.679080 + Penalty 4554.837180 = -251086.841900 nChanged 20 SP:Iteration 62Q (1592.555406 sec): 3 clusters Score: Raw -255649.475205 + Penalty 4554.837180 = -251094.638025 nChanged 13 SP:Iteration 63Q (1592.637001 sec): 3 clusters Score: Raw -255653.905323 + Penalty 4554.837180 = -251099.068143 nChanged 8 SP:Iteration 64Q (1592.768185 sec): 3 clusters Score: Raw -255658.985365 + Penalty 4554.837180 = -251104.148185 nChanged 12 SP:Iteration 65Q (1592.877275 sec): 3 clusters Score: Raw -255665.010038 + Penalty 4554.837180 = -251110.172858 nChanged 13 SP:Iteration 66Q (1592.986377 sec): 3 clusters Score: Raw -255670.901200 + Penalty 4554.837180 = -251116.064020 nChanged 10 SP:Iteration 67Q (1593.095363 sec): 3 clusters Score: Raw -255675.041615 + Penalty 4554.837180 = -251120.204435 nChanged 15 SP:Iteration 68Q (1593.211484 sec): 3 clusters Score: Raw -255680.000204 + Penalty 4554.837180 = -251125.163024 nChanged 13 SP:Iteration 69Q (1593.303484 sec): 3 clusters Score: Raw -255684.957046 + Penalty 4554.837180 = -251130.119866 nChanged 11 SP:Iteration 70Q (1593.412616 sec): 3 clusters Score: Raw -255689.513654 + Penalty 4554.837180 = -251134.676474 nChanged 11 SP:Iteration 71Q (1593.524495 sec): 3 clusters Score: Raw -255694.097749 + Penalty 4554.837180 = -251139.260569 nChanged 10 SP:Iteration 72Q (1593.633652 sec): 3 clusters Score: Raw -255697.881024 + Penalty 4554.837180 = -251143.043844 nChanged 12 SP:Iteration 73Q (1593.751066 sec): 3 clusters Score: Raw -255703.042878 + Penalty 4554.837180 = -251148.205697 nChanged 12 SP:Iteration 74Q (1593.866177 sec): 3 clusters Score: Raw -255709.320384 + Penalty 4554.837180 = -251154.483204 nChanged 14 SP:Iteration 75Q (1594.014903 sec): 3 clusters Score: Raw -255716.091607 + Penalty 4554.837180 = -251161.254427 nChanged 14 SP:Iteration 76Q (1594.101210 sec): 3 clusters Score: Raw -255722.760321 + Penalty 4554.837180 = -251167.923141 nChanged 12 SP:Iteration 77Q (1594.217971 sec): 3 clusters Score: Raw -255727.130889 + Penalty 4554.837180 = -251172.293709 nChanged 5 SP:Iteration 78Q (1594.328474 sec): 3 clusters Score: Raw -255729.994232 + Penalty 4554.837180 = -251175.157052 nChanged 8 SP:Iteration 79Q (1594.449854 sec): 3 clusters Score: Raw -255733.323479 + Penalty 4554.837180 = -251178.486299 nChanged 5 SP:Iteration 80F (1594.555271 sec): 3 clusters Score: Raw -255734.952354 + Penalty 4554.837180 = -251180.115174 nChanged 7 SP:Iteration 81Q (1594.690592 sec): 3 clusters Score: Raw -255737.694147 + Penalty 4554.837180 = -251182.856967 nChanged 4 SP:Iteration 82Q (1594.798042 sec): 3 clusters Score: Raw -255739.639983 + Penalty 4554.837180 = -251184.802803 nChanged 5 SP:Iteration 83Q (1594.916693 sec): 3 clusters Score: Raw -255741.313604 + Penalty 4554.837180 = -251186.476424 nChanged 1 SP:Iteration 84Q (1595.028707 sec): 3 clusters Score: Raw -255741.612558 + Penalty 4554.837180 = -251186.775378 nChanged 0 SP:Iteration 85F (1595.126516 sec): 3 clusters Score: Raw -255741.612558 + Penalty 4554.837180 = -251186.775378 nChanged 0 Trying to split cluster 7 (13193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1595.250723 sec): 2 clusters Score: Raw -661896.461580 + Penalty 2504.684600 = -659391.776981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1595.375801 sec): 3 clusters Score: Raw -654654.791655 + Penalty 5009.369199 = -649645.422456 nChanged 5434 SP:Iteration 1F (1595.518623 sec): 3 clusters Score: Raw -657569.144409 + Penalty 5009.369199 = -652559.775210 nChanged 866 SP:Iteration 2F (1595.646721 sec): 3 clusters Score: Raw -657980.915999 + Penalty 5009.369199 = -652971.546800 nChanged 746 SP:Iteration 3F (1595.781561 sec): 3 clusters Score: Raw -658325.276046 + Penalty 5009.369199 = -653315.906847 nChanged 640 SP:Iteration 4Q (1595.922599 sec): 3 clusters Score: Raw -658627.101506 + Penalty 5009.369199 = -653617.732307 nChanged 595 SP:Iteration 5Q (1596.062979 sec): 3 clusters Score: Raw -658927.346774 + Penalty 5009.369199 = -653917.977575 nChanged 582 SP:Iteration 6Q (1596.203625 sec): 3 clusters Score: Raw -659233.877361 + Penalty 5009.369199 = -654224.508162 nChanged 590 SP:Iteration 7Q (1596.344362 sec): 3 clusters Score: Raw -659548.867884 + Penalty 5009.369199 = -654539.498685 nChanged 522 SP:Iteration 8Q (1596.476134 sec): 3 clusters Score: Raw -659824.494927 + Penalty 5009.369199 = -654815.125728 nChanged 449 SP:Iteration 9Q (1596.626736 sec): 3 clusters Score: Raw -660042.942104 + Penalty 5009.369199 = -655033.572905 nChanged 385 SP:Iteration 10Q (1596.769479 sec): 3 clusters Score: Raw -660226.509749 + Penalty 5009.369199 = -655217.140550 nChanged 366 SP:Iteration 11Q (1596.884777 sec): 3 clusters Score: Raw -660445.748062 + Penalty 5009.369199 = -655436.378863 nChanged 345 SP:Iteration 12Q (1597.025485 sec): 3 clusters Score: Raw -660667.115767 + Penalty 5009.369199 = -655657.746568 nChanged 338 SP:Iteration 13Q (1597.171937 sec): 3 clusters Score: Raw -660863.298950 + Penalty 5009.369199 = -655853.929751 nChanged 272 SP:Iteration 14Q (1597.277512 sec): 3 clusters Score: Raw -661011.108112 + Penalty 5009.369199 = -656001.738913 nChanged 241 SP:Iteration 15Q (1597.432866 sec): 3 clusters Score: Raw -661144.498332 + Penalty 5009.369199 = -656135.129133 nChanged 228 SP:Iteration 16Q (1597.583380 sec): 3 clusters Score: Raw -661261.603757 + Penalty 5009.369199 = -656252.234558 nChanged 176 SP:Iteration 17Q (1597.700338 sec): 3 clusters Score: Raw -661352.038802 + Penalty 5009.369199 = -656342.669603 nChanged 172 SP:Iteration 18Q (1597.856989 sec): 3 clusters Score: Raw -661435.672254 + Penalty 5009.369199 = -656426.303055 nChanged 142 SP:Iteration 19Q (1597.967773 sec): 3 clusters Score: Raw -661507.016261 + Penalty 5009.369199 = -656497.647062 nChanged 158 SP:Iteration 20F (1598.096506 sec): 3 clusters Score: Raw -661592.178858 + Penalty 5009.369199 = -656582.809659 nChanged 149 SP:Iteration 21Q (1598.223780 sec): 3 clusters Score: Raw -661675.844183 + Penalty 5009.369199 = -656666.474984 nChanged 147 SP:Iteration 22Q (1598.348916 sec): 3 clusters Score: Raw -661751.170056 + Penalty 5009.369199 = -656741.800857 nChanged 111 SP:Iteration 23Q (1598.475250 sec): 3 clusters Score: Raw -661806.772165 + Penalty 5009.369199 = -656797.402966 nChanged 93 SP:Iteration 24Q (1598.607142 sec): 3 clusters Score: Raw -661852.141356 + Penalty 5009.369199 = -656842.772157 nChanged 81 SP:Iteration 25Q (1598.734504 sec): 3 clusters Score: Raw -661891.118029 + Penalty 5009.369199 = -656881.748830 nChanged 78 SP:Iteration 26Q (1598.857644 sec): 3 clusters Score: Raw -661927.313837 + Penalty 5009.369199 = -656917.944638 nChanged 59 SP:Iteration 27Q (1598.987957 sec): 3 clusters Score: Raw -661959.140227 + Penalty 5009.369199 = -656949.771028 nChanged 63 SP:Iteration 28Q (1599.137675 sec): 3 clusters Score: Raw -661987.242209 + Penalty 5009.369199 = -656977.873010 nChanged 47 SP:Iteration 29Q (1599.260314 sec): 3 clusters Score: Raw -662009.752219 + Penalty 5009.369199 = -657000.383020 nChanged 56 SP:Iteration 30Q (1599.393487 sec): 3 clusters Score: Raw -662040.522869 + Penalty 5009.369199 = -657031.153670 nChanged 63 SP:Iteration 31Q (1599.498481 sec): 3 clusters Score: Raw -662071.547433 + Penalty 5009.369199 = -657062.178234 nChanged 51 SP:Iteration 32Q (1599.651080 sec): 3 clusters Score: Raw -662098.123450 + Penalty 5009.369199 = -657088.754251 nChanged 39 SP:Iteration 33Q (1599.790223 sec): 3 clusters Score: Raw -662113.700887 + Penalty 5009.369199 = -657104.331688 nChanged 27 SP:Iteration 34Q (1599.899471 sec): 3 clusters Score: Raw -662126.137860 + Penalty 5009.369199 = -657116.768661 nChanged 36 SP:Iteration 35Q (1600.035011 sec): 3 clusters Score: Raw -662142.581623 + Penalty 5009.369199 = -657133.212424 nChanged 35 SP:Iteration 36Q (1600.192287 sec): 3 clusters Score: Raw -662157.723667 + Penalty 5009.369199 = -657148.354468 nChanged 27 SP:Iteration 37Q (1600.319551 sec): 3 clusters Score: Raw -662169.921434 + Penalty 5009.369199 = -657160.552234 nChanged 28 SP:Iteration 38Q (1600.433482 sec): 3 clusters Score: Raw -662182.519328 + Penalty 5009.369199 = -657173.150129 nChanged 25 SP:Iteration 39Q (1600.565322 sec): 3 clusters Score: Raw -662194.524219 + Penalty 5009.369199 = -657185.155020 nChanged 17 SP:Iteration 40F (1600.717013 sec): 3 clusters Score: Raw -662203.484249 + Penalty 5009.369199 = -657194.115050 nChanged 20 SP:Iteration 41Q (1600.851121 sec): 3 clusters Score: Raw -662214.484311 + Penalty 5009.369199 = -657205.115112 nChanged 14 SP:Iteration 42Q (1600.964586 sec): 3 clusters Score: Raw -662222.644594 + Penalty 5009.369199 = -657213.275395 nChanged 12 SP:Iteration 43Q (1601.108908 sec): 3 clusters Score: Raw -662227.709058 + Penalty 5009.369199 = -657218.339859 nChanged 10 SP:Iteration 44Q (1601.235195 sec): 3 clusters Score: Raw -662231.286352 + Penalty 5009.369199 = -657221.917153 nChanged 6 SP:Iteration 45Q (1601.347651 sec): 3 clusters Score: Raw -662233.369564 + Penalty 5009.369199 = -657224.000365 nChanged 3 SP:Iteration 46Q (1601.477749 sec): 3 clusters Score: Raw -662234.390374 + Penalty 5009.369199 = -657225.021175 nChanged 3 SP:Iteration 47Q (1601.637594 sec): 3 clusters Score: Raw -662235.347902 + Penalty 5009.369199 = -657225.978703 nChanged 4 SP:Iteration 48Q (1601.791066 sec): 3 clusters Score: Raw -662237.073353 + Penalty 5009.369199 = -657227.704154 nChanged 3 SP:Iteration 49Q (1601.917781 sec): 3 clusters Score: Raw -662238.241281 + Penalty 5009.369199 = -657228.872082 nChanged 2 SP:Iteration 50Q (1602.042064 sec): 3 clusters Score: Raw -662239.199339 + Penalty 5009.369199 = -657229.830140 nChanged 3 SP:Iteration 51Q (1602.139541 sec): 3 clusters Score: Raw -662240.328133 + Penalty 5009.369199 = -657230.958934 nChanged 3 SP:Iteration 52Q (1602.267689 sec): 3 clusters Score: Raw -662241.283195 + Penalty 5009.369199 = -657231.913996 nChanged 5 SP:Iteration 53Q (1602.394762 sec): 3 clusters Score: Raw -662243.680009 + Penalty 5009.369199 = -657234.310810 nChanged 1 SP:Iteration 54Q (1602.503469 sec): 3 clusters Score: Raw -662244.584003 + Penalty 5009.369199 = -657235.214804 nChanged 4 SP:Iteration 55Q (1602.639533 sec): 3 clusters Score: Raw -662246.556598 + Penalty 5009.369199 = -657237.187398 nChanged 7 SP:Iteration 56Q (1602.731732 sec): 3 clusters Score: Raw -662248.763722 + Penalty 5009.369199 = -657239.394523 nChanged 3 SP:Iteration 57Q (1602.811975 sec): 3 clusters Score: Raw -662250.251183 + Penalty 5009.369199 = -657240.881984 nChanged 3 SP:Iteration 58Q (1602.888889 sec): 3 clusters Score: Raw -662251.641970 + Penalty 5009.369199 = -657242.272771 nChanged 2 SP:Iteration 59Q (1603.025647 sec): 3 clusters Score: Raw -662253.317367 + Penalty 5009.369199 = -657243.948168 nChanged 4 SP:Iteration 60F (1603.110240 sec): 3 clusters Score: Raw -662255.267653 + Penalty 5009.369199 = -657245.898454 nChanged 7 SP:Iteration 61Q (1603.177891 sec): 3 clusters Score: Raw -662258.754825 + Penalty 5009.369199 = -657249.385626 nChanged 8 SP:Iteration 62Q (1603.245252 sec): 3 clusters Score: Raw -662262.282006 + Penalty 5009.369199 = -657252.912807 nChanged 5 SP:Iteration 63Q (1603.313743 sec): 3 clusters Score: Raw -662264.099982 + Penalty 5009.369199 = -657254.730783 nChanged 4 SP:Iteration 64Q (1603.386905 sec): 3 clusters Score: Raw -662265.236133 + Penalty 5009.369199 = -657255.866934 nChanged 3 SP:Iteration 65Q (1603.460234 sec): 3 clusters Score: Raw -662266.421302 + Penalty 5009.369199 = -657257.052103 nChanged 6 SP:Iteration 66Q (1603.535046 sec): 3 clusters Score: Raw -662269.147693 + Penalty 5009.369199 = -657259.778494 nChanged 6 SP:Iteration 67Q (1603.606465 sec): 3 clusters Score: Raw -662272.519342 + Penalty 5009.369199 = -657263.150143 nChanged 7 SP:Iteration 68Q (1603.680447 sec): 3 clusters Score: Raw -662275.197006 + Penalty 5009.369199 = -657265.827807 nChanged 6 SP:Iteration 69Q (1603.755135 sec): 3 clusters Score: Raw -662277.764107 + Penalty 5009.369199 = -657268.394908 nChanged 5 SP:Iteration 70Q (1603.825427 sec): 3 clusters Score: Raw -662280.361315 + Penalty 5009.369199 = -657270.992116 nChanged 6 SP:Iteration 71Q (1603.901920 sec): 3 clusters Score: Raw -662282.471794 + Penalty 5009.369199 = -657273.102595 nChanged 4 SP:Iteration 72Q (1603.972815 sec): 3 clusters Score: Raw -662283.815817 + Penalty 5009.369199 = -657274.446618 nChanged 2 SP:Iteration 73Q (1604.124526 sec): 3 clusters Score: Raw -662284.555303 + Penalty 5009.369199 = -657275.186104 nChanged 4 SP:Iteration 74Q (1604.246290 sec): 3 clusters Score: Raw -662286.119300 + Penalty 5009.369199 = -657276.750101 nChanged 2 SP:Iteration 75Q (1604.392864 sec): 3 clusters Score: Raw -662287.092403 + Penalty 5009.369199 = -657277.723204 nChanged 4 SP:Iteration 76Q (1604.517770 sec): 3 clusters Score: Raw -662288.716751 + Penalty 5009.369199 = -657279.347552 nChanged 4 SP:Iteration 77Q (1604.660360 sec): 3 clusters Score: Raw -662290.125172 + Penalty 5009.369199 = -657280.755973 nChanged 4 SP:Iteration 78Q (1604.777020 sec): 3 clusters Score: Raw -662292.435398 + Penalty 5009.369199 = -657283.066199 nChanged 4 SP:Iteration 79Q (1604.906502 sec): 3 clusters Score: Raw -662293.904712 + Penalty 5009.369199 = -657284.535513 nChanged 4 SP:Iteration 80F (1605.062588 sec): 3 clusters Score: Raw -662295.532305 + Penalty 5009.369199 = -657286.163105 nChanged 3 SP:Iteration 81Q (1605.182092 sec): 3 clusters Score: Raw -662296.154251 + Penalty 5009.369199 = -657286.785052 nChanged 1 SP:Iteration 82Q (1605.312862 sec): 3 clusters Score: Raw -662296.583467 + Penalty 5009.369199 = -657287.214268 nChanged 1 SP:Iteration 83Q (1605.436795 sec): 3 clusters Score: Raw -662297.100854 + Penalty 5009.369199 = -657287.731655 nChanged 3 SP:Iteration 84Q (1605.566516 sec): 3 clusters Score: Raw -662298.588080 + Penalty 5009.369199 = -657289.218881 nChanged 2 SP:Iteration 85Q (1605.700902 sec): 3 clusters Score: Raw -662300.007117 + Penalty 5009.369199 = -657290.637918 nChanged 2 SP:Iteration 86Q (1605.840328 sec): 3 clusters Score: Raw -662300.919740 + Penalty 5009.369199 = -657291.550541 nChanged 2 SP:Iteration 87Q (1605.955270 sec): 3 clusters Score: Raw -662302.199055 + Penalty 5009.369199 = -657292.829856 nChanged 3 SP:Iteration 88Q (1606.114523 sec): 3 clusters Score: Raw -662303.891590 + Penalty 5009.369199 = -657294.522391 nChanged 4 SP:Iteration 89Q (1606.249376 sec): 3 clusters Score: Raw -662305.151124 + Penalty 5009.369199 = -657295.781925 nChanged 3 SP:Iteration 90Q (1606.393738 sec): 3 clusters Score: Raw -662306.125612 + Penalty 5009.369199 = -657296.756413 nChanged 3 SP:Iteration 91Q (1606.536596 sec): 3 clusters Score: Raw -662307.078742 + Penalty 5009.369199 = -657297.709543 nChanged 3 SP:Iteration 92Q (1606.662765 sec): 3 clusters Score: Raw -662307.874298 + Penalty 5009.369199 = -657298.505099 nChanged 2 SP:Iteration 93Q (1606.793955 sec): 3 clusters Score: Raw -662308.384126 + Penalty 5009.369199 = -657299.014927 nChanged 3 SP:Iteration 94Q (1606.941880 sec): 3 clusters Score: Raw -662309.684536 + Penalty 5009.369199 = -657300.315337 nChanged 2 SP:Iteration 95Q (1607.077350 sec): 3 clusters Score: Raw -662310.338138 + Penalty 5009.369199 = -657300.968939 nChanged 1 SP:Iteration 96Q (1607.217743 sec): 3 clusters Score: Raw -662310.738661 + Penalty 5009.369199 = -657301.369461 nChanged 2 SP:Iteration 97Q (1607.357045 sec): 3 clusters Score: Raw -662311.438886 + Penalty 5009.369199 = -657302.069687 nChanged 1 SP:Iteration 98Q (1607.490000 sec): 3 clusters Score: Raw -662311.871811 + Penalty 5009.369199 = -657302.502612 nChanged 1 SP:Iteration 99Q (1607.616750 sec): 3 clusters Score: Raw -662312.141290 + Penalty 5009.369199 = -657302.772091 nChanged 0 SP:Iteration 100F (1607.767562 sec): 3 clusters Score: Raw -662312.141290 + Penalty 5009.369199 = -657302.772091 nChanged 0 Iteration 20F (1608.543415 sec): 7 clusters Score: Raw -2935272.585716 + Penalty 17588.178590 = -2917684.407127 nChanged 805 Iteration 21Q (1609.105283 sec): 7 clusters Score: Raw -2935448.787725 + Penalty 17588.178590 = -2917860.609136 nChanged 705 Iteration 22Q (1609.719624 sec): 7 clusters Score: Raw -2935581.677916 + Penalty 17588.178590 = -2917993.499326 nChanged 633 Iteration 23Q (1610.296901 sec): 7 clusters Score: Raw -2935694.456283 + Penalty 17588.178590 = -2918106.277694 nChanged 570 Iteration 24Q (1610.880708 sec): 7 clusters Score: Raw -2935792.098472 + Penalty 17588.178590 = -2918203.919883 nChanged 542 Iteration 25Q (1611.475804 sec): 7 clusters Score: Raw -2935878.972478 + Penalty 17588.178590 = -2918290.793889 nChanged 440 Iteration 26Q (1612.125018 sec): 7 clusters Score: Raw -2935944.441674 + Penalty 17588.178590 = -2918356.263084 nChanged 384 Iteration 27Q (1612.736856 sec): 7 clusters Score: Raw -2935997.504880 + Penalty 17588.178590 = -2918409.326291 nChanged 344 Iteration 28Q (1613.343123 sec): 7 clusters Score: Raw -2936041.478844 + Penalty 17588.178590 = -2918453.300254 nChanged 293 Iteration 29Q (1613.946845 sec): 7 clusters Score: Raw -2936075.935037 + Penalty 17588.178590 = -2918487.756447 nChanged 259 Iteration 30Q (1614.581919 sec): 7 clusters Score: Raw -2936103.764560 + Penalty 17588.178590 = -2918515.585971 nChanged 243 Iteration 31Q (1615.157005 sec): 7 clusters Score: Raw -2936128.722328 + Penalty 17588.178590 = -2918540.543738 nChanged 185 Iteration 32Q (1615.785045 sec): 7 clusters Score: Raw -2936146.093543 + Penalty 17588.178590 = -2918557.914954 nChanged 154 Iteration 33Q (1616.400534 sec): 7 clusters Score: Raw -2936160.905830 + Penalty 17588.178590 = -2918572.727241 nChanged 125 Iteration 34Q (1617.050330 sec): 7 clusters Score: Raw -2936173.509386 + Penalty 17588.178590 = -2918585.330796 nChanged 116 Iteration 35Q (1617.692238 sec): 7 clusters Score: Raw -2936183.727727 + Penalty 17588.178590 = -2918595.549137 nChanged 92 Iteration 36Q (1618.334080 sec): 7 clusters Score: Raw -2936190.550785 + Penalty 17588.178590 = -2918602.372195 nChanged 75 Iteration 37Q (1618.943276 sec): 7 clusters Score: Raw -2936197.202505 + Penalty 17588.178590 = -2918609.023916 nChanged 62 Iteration 38Q (1619.587987 sec): 7 clusters Score: Raw -2936202.646376 + Penalty 17588.178590 = -2918614.467786 nChanged 51 Iteration 39Q (1620.237319 sec): 7 clusters Score: Raw -2936206.875028 + Penalty 17588.178590 = -2918618.696439 nChanged 49 Iteration 40F (1621.009369 sec): 7 clusters Score: Raw -2936210.504237 + Penalty 17588.178590 = -2918622.325647 nChanged 40 Iteration 41Q (1621.608330 sec): 7 clusters Score: Raw -2936213.302951 + Penalty 17588.178590 = -2918625.124361 nChanged 42 Iteration 42Q (1622.182258 sec): 7 clusters Score: Raw -2936216.568337 + Penalty 17588.178590 = -2918628.389748 nChanged 46 Iteration 43Q (1622.805089 sec): 7 clusters Score: Raw -2936220.013483 + Penalty 17588.178590 = -2918631.834894 nChanged 42 Iteration 44Q (1623.383076 sec): 7 clusters Score: Raw -2936223.058287 + Penalty 17588.178590 = -2918634.879697 nChanged 42 Iteration 45Q (1623.992816 sec): 7 clusters Score: Raw -2936226.309101 + Penalty 17588.178590 = -2918638.130511 nChanged 47 Iteration 46Q (1624.598110 sec): 7 clusters Score: Raw -2936229.283824 + Penalty 17588.178590 = -2918641.105234 nChanged 36 Iteration 47Q (1625.204752 sec): 7 clusters Score: Raw -2936231.981852 + Penalty 17588.178590 = -2918643.803262 nChanged 42 Iteration 48Q (1625.796265 sec): 7 clusters Score: Raw -2936234.882662 + Penalty 17588.178590 = -2918646.704073 nChanged 32 Iteration 49Q (1626.360055 sec): 7 clusters Score: Raw -2936237.231828 + Penalty 17588.178590 = -2918649.053239 nChanged 30 Iteration 50Q (1626.981664 sec): 7 clusters Score: Raw -2936239.397984 + Penalty 17588.178590 = -2918651.219395 nChanged 25 Iteration 51Q (1627.569616 sec): 7 clusters Score: Raw -2936241.369169 + Penalty 17588.178590 = -2918653.190579 nChanged 33 Iteration 52Q (1628.151804 sec): 7 clusters Score: Raw -2936243.682720 + Penalty 17588.178590 = -2918655.504130 nChanged 28 Iteration 53Q (1628.751859 sec): 7 clusters Score: Raw -2936245.757132 + Penalty 17588.178590 = -2918657.578543 nChanged 18 Iteration 54Q (1629.356076 sec): 7 clusters Score: Raw -2936247.366212 + Penalty 17588.178590 = -2918659.187623 nChanged 18 Iteration 55Q (1630.008365 sec): 7 clusters Score: Raw -2936248.508801 + Penalty 17588.178590 = -2918660.330211 nChanged 13 Iteration 56Q (1630.622244 sec): 7 clusters Score: Raw -2936249.183195 + Penalty 17588.178590 = -2918661.004606 nChanged 13 Iteration 57Q (1631.233087 sec): 7 clusters Score: Raw -2936250.298036 + Penalty 17588.178590 = -2918662.119446 nChanged 11 Iteration 58Q (1631.835479 sec): 7 clusters Score: Raw -2936251.744097 + Penalty 17588.178590 = -2918663.565507 nChanged 16 Writing temp clu file Because OldScore, -2918662.119446, is greater than current (better) Score,-2918663.565507 Compute initial score before splitting: Score: Raw -2936251.744097 + Penalty 17588.178590 = -2918663.565507 Trying to split cluster 2 (2935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1631.978891 sec): 2 clusters Score: Raw -131966.085282 + Penalty 2107.898161 = -129858.187120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1632.085295 sec): 3 clusters Score: Raw -130724.691239 + Penalty 4215.796323 = -126508.894916 nChanged 997 SP:Iteration 1F (1632.176731 sec): 3 clusters Score: Raw -131366.327980 + Penalty 4215.796323 = -127150.531658 nChanged 213 SP:Iteration 2F (1632.305954 sec): 3 clusters Score: Raw -131532.228591 + Penalty 4215.796323 = -127316.432269 nChanged 146 SP:Iteration 3Q (1632.417269 sec): 3 clusters Score: Raw -131649.304958 + Penalty 4215.796323 = -127433.508635 nChanged 126 SP:Iteration 4Q (1632.506402 sec): 3 clusters Score: Raw -131740.899223 + Penalty 4215.796323 = -127525.102901 nChanged 86 SP:Iteration 5Q (1632.630855 sec): 3 clusters Score: Raw -131797.881973 + Penalty 4215.796323 = -127582.085650 nChanged 55 SP:Iteration 6Q (1632.735066 sec): 3 clusters Score: Raw -131838.952931 + Penalty 4215.796323 = -127623.156608 nChanged 55 SP:Iteration 7Q (1632.835440 sec): 3 clusters Score: Raw -131880.036618 + Penalty 4215.796323 = -127664.240296 nChanged 47 SP:Iteration 8Q (1632.922172 sec): 3 clusters Score: Raw -131905.337379 + Penalty 4215.796323 = -127689.541057 nChanged 37 SP:Iteration 9Q (1633.033894 sec): 3 clusters Score: Raw -131925.268701 + Penalty 4215.796323 = -127709.472378 nChanged 22 SP:Iteration 10Q (1633.125011 sec): 3 clusters Score: Raw -131937.559232 + Penalty 4215.796323 = -127721.762909 nChanged 16 SP:Iteration 11Q (1633.254263 sec): 3 clusters Score: Raw -131946.736960 + Penalty 4215.796323 = -127730.940637 nChanged 13 SP:Iteration 12Q (1633.350948 sec): 3 clusters Score: Raw -131953.843158 + Penalty 4215.796323 = -127738.046835 nChanged 22 SP:Iteration 13Q (1633.455985 sec): 3 clusters Score: Raw -131964.336395 + Penalty 4215.796323 = -127748.540072 nChanged 21 SP:Iteration 14Q (1633.559677 sec): 3 clusters Score: Raw -131977.833918 + Penalty 4215.796323 = -127762.037595 nChanged 21 SP:Iteration 15Q (1633.682877 sec): 3 clusters Score: Raw -131986.901416 + Penalty 4215.796323 = -127771.105094 nChanged 15 SP:Iteration 16Q (1633.797468 sec): 3 clusters Score: Raw -131999.300361 + Penalty 4215.796323 = -127783.504038 nChanged 21 SP:Iteration 17Q (1633.908530 sec): 3 clusters Score: Raw -132011.776499 + Penalty 4215.796323 = -127795.980177 nChanged 21 SP:Iteration 18Q (1633.992353 sec): 3 clusters Score: Raw -132023.167090 + Penalty 4215.796323 = -127807.370768 nChanged 15 SP:Iteration 19Q (1634.120028 sec): 3 clusters Score: Raw -132031.323622 + Penalty 4215.796323 = -127815.527299 nChanged 8 SP:Iteration 20F (1634.197107 sec): 3 clusters Score: Raw -132035.921128 + Penalty 4215.796323 = -127820.124806 nChanged 7 SP:Iteration 21Q (1634.324305 sec): 3 clusters Score: Raw -132040.054144 + Penalty 4215.796323 = -127824.257822 nChanged 12 SP:Iteration 22Q (1634.429057 sec): 3 clusters Score: Raw -132046.417567 + Penalty 4215.796323 = -127830.621244 nChanged 10 SP:Iteration 23Q (1634.525522 sec): 3 clusters Score: Raw -132050.048150 + Penalty 4215.796323 = -127834.251827 nChanged 7 SP:Iteration 24Q (1634.653707 sec): 3 clusters Score: Raw -132052.524468 + Penalty 4215.796323 = -127836.728145 nChanged 5 SP:Iteration 25Q (1634.770318 sec): 3 clusters Score: Raw -132055.900771 + Penalty 4215.796323 = -127840.104448 nChanged 3 SP:Iteration 26Q (1634.854640 sec): 3 clusters Score: Raw -132057.458335 + Penalty 4215.796323 = -127841.662012 nChanged 2 SP:Iteration 27Q (1634.976809 sec): 3 clusters Score: Raw -132058.562271 + Penalty 4215.796323 = -127842.765949 nChanged 5 SP:Iteration 28Q (1635.067694 sec): 3 clusters Score: Raw -132061.344650 + Penalty 4215.796323 = -127845.548327 nChanged 3 SP:Iteration 29Q (1635.181428 sec): 3 clusters Score: Raw -132062.753018 + Penalty 4215.796323 = -127846.956695 nChanged 7 SP:Iteration 30Q (1635.294515 sec): 3 clusters Score: Raw -132065.855311 + Penalty 4215.796323 = -127850.058989 nChanged 6 SP:Iteration 31Q (1635.412500 sec): 3 clusters Score: Raw -132068.497726 + Penalty 4215.796323 = -127852.701403 nChanged 6 SP:Iteration 32Q (1635.502135 sec): 3 clusters Score: Raw -132071.795043 + Penalty 4215.796323 = -127855.998720 nChanged 7 SP:Iteration 33Q (1635.607368 sec): 3 clusters Score: Raw -132074.676084 + Penalty 4215.796323 = -127858.879762 nChanged 4 SP:Iteration 34Q (1635.694163 sec): 3 clusters Score: Raw -132076.056880 + Penalty 4215.796323 = -127860.260558 nChanged 0 SP:Iteration 35F (1635.783986 sec): 3 clusters Score: Raw -132076.056880 + Penalty 4215.796323 = -127860.260558 nChanged 0 Trying to split cluster 3 (5116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1635.862121 sec): 2 clusters Score: Raw -229589.623342 + Penalty 2254.593835 = -227335.029507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1635.952799 sec): 3 clusters Score: Raw -227138.191694 + Penalty 4509.187670 = -222629.004025 nChanged 1935 SP:Iteration 1F (1636.078691 sec): 3 clusters Score: Raw -228362.779347 + Penalty 4509.187670 = -223853.591677 nChanged 403 SP:Iteration 2F (1636.175628 sec): 3 clusters Score: Raw -228644.911117 + Penalty 4509.187670 = -224135.723447 nChanged 256 SP:Iteration 3F (1636.270712 sec): 3 clusters Score: Raw -228831.070741 + Penalty 4509.187670 = -224321.883072 nChanged 242 SP:Iteration 4Q (1636.386549 sec): 3 clusters Score: Raw -229016.384957 + Penalty 4509.187670 = -224507.197287 nChanged 217 SP:Iteration 5Q (1636.515044 sec): 3 clusters Score: Raw -229191.945791 + Penalty 4509.187670 = -224682.758121 nChanged 199 SP:Iteration 6Q (1636.642994 sec): 3 clusters Score: Raw -229353.356002 + Penalty 4509.187670 = -224844.168332 nChanged 195 SP:Iteration 7Q (1636.728098 sec): 3 clusters Score: Raw -229492.384903 + Penalty 4509.187670 = -224983.197234 nChanged 162 SP:Iteration 8Q (1636.857094 sec): 3 clusters Score: Raw -229607.762292 + Penalty 4509.187670 = -225098.574622 nChanged 143 SP:Iteration 9Q (1636.959899 sec): 3 clusters Score: Raw -229697.832156 + Penalty 4509.187670 = -225188.644486 nChanged 125 SP:Iteration 10Q (1637.079969 sec): 3 clusters Score: Raw -229775.607818 + Penalty 4509.187670 = -225266.420148 nChanged 113 SP:Iteration 11Q (1637.219239 sec): 3 clusters Score: Raw -229852.386212 + Penalty 4509.187670 = -225343.198542 nChanged 107 SP:Iteration 12Q (1637.339827 sec): 3 clusters Score: Raw -229911.514185 + Penalty 4509.187670 = -225402.326515 nChanged 104 SP:Iteration 13Q (1637.432760 sec): 3 clusters Score: Raw -229968.070736 + Penalty 4509.187670 = -225458.883066 nChanged 97 SP:Iteration 14Q (1637.549781 sec): 3 clusters Score: Raw -230020.889582 + Penalty 4509.187670 = -225511.701912 nChanged 84 SP:Iteration 15Q (1637.663236 sec): 3 clusters Score: Raw -230061.860732 + Penalty 4509.187670 = -225552.673062 nChanged 65 SP:Iteration 16Q (1637.774522 sec): 3 clusters Score: Raw -230089.605571 + Penalty 4509.187670 = -225580.417901 nChanged 58 SP:Iteration 17Q (1637.878385 sec): 3 clusters Score: Raw -230114.349188 + Penalty 4509.187670 = -225605.161518 nChanged 53 SP:Iteration 18Q (1637.980257 sec): 3 clusters Score: Raw -230134.981816 + Penalty 4509.187670 = -225625.794146 nChanged 45 SP:Iteration 19Q (1638.077437 sec): 3 clusters Score: Raw -230151.013745 + Penalty 4509.187670 = -225641.826075 nChanged 43 SP:Iteration 20F (1638.187234 sec): 3 clusters Score: Raw -230172.961049 + Penalty 4509.187670 = -225663.773379 nChanged 45 SP:Iteration 21Q (1638.331430 sec): 3 clusters Score: Raw -230194.203218 + Penalty 4509.187670 = -225685.015548 nChanged 47 SP:Iteration 22Q (1638.426119 sec): 3 clusters Score: Raw -230214.012412 + Penalty 4509.187670 = -225704.824742 nChanged 32 SP:Iteration 23Q (1638.553778 sec): 3 clusters Score: Raw -230225.281852 + Penalty 4509.187670 = -225716.094182 nChanged 26 SP:Iteration 24Q (1638.670830 sec): 3 clusters Score: Raw -230235.589320 + Penalty 4509.187670 = -225726.401650 nChanged 26 SP:Iteration 25Q (1638.776171 sec): 3 clusters Score: Raw -230244.673758 + Penalty 4509.187670 = -225735.486088 nChanged 28 SP:Iteration 26Q (1638.865764 sec): 3 clusters Score: Raw -230258.572093 + Penalty 4509.187670 = -225749.384423 nChanged 39 SP:Iteration 27Q (1638.989897 sec): 3 clusters Score: Raw -230276.566730 + Penalty 4509.187670 = -225767.379060 nChanged 34 SP:Iteration 28Q (1639.094793 sec): 3 clusters Score: Raw -230289.920505 + Penalty 4509.187670 = -225780.732835 nChanged 29 SP:Iteration 29Q (1639.212881 sec): 3 clusters Score: Raw -230304.766832 + Penalty 4509.187670 = -225795.579162 nChanged 25 SP:Iteration 30Q (1639.332014 sec): 3 clusters Score: Raw -230314.156691 + Penalty 4509.187670 = -225804.969021 nChanged 16 SP:Iteration 31Q (1639.428158 sec): 3 clusters Score: Raw -230318.634772 + Penalty 4509.187670 = -225809.447102 nChanged 10 SP:Iteration 32Q (1639.540844 sec): 3 clusters Score: Raw -230321.761799 + Penalty 4509.187670 = -225812.574129 nChanged 10 SP:Iteration 33Q (1639.650822 sec): 3 clusters Score: Raw -230324.113865 + Penalty 4509.187670 = -225814.926195 nChanged 11 SP:Iteration 34Q (1639.770151 sec): 3 clusters Score: Raw -230327.399172 + Penalty 4509.187670 = -225818.211502 nChanged 7 SP:Iteration 35Q (1639.859324 sec): 3 clusters Score: Raw -230328.956897 + Penalty 4509.187670 = -225819.769227 nChanged 8 SP:Iteration 36Q (1639.972646 sec): 3 clusters Score: Raw -230331.234797 + Penalty 4509.187670 = -225822.047127 nChanged 7 SP:Iteration 37Q (1640.103654 sec): 3 clusters Score: Raw -230333.550409 + Penalty 4509.187670 = -225824.362739 nChanged 6 SP:Iteration 38Q (1640.224097 sec): 3 clusters Score: Raw -230335.116183 + Penalty 4509.187670 = -225825.928513 nChanged 5 SP:Iteration 39Q (1640.364722 sec): 3 clusters Score: Raw -230336.314332 + Penalty 4509.187670 = -225827.126662 nChanged 5 SP:Iteration 40F (1640.482328 sec): 3 clusters Score: Raw -230337.937849 + Penalty 4509.187670 = -225828.750179 nChanged 6 SP:Iteration 41Q (1640.581428 sec): 3 clusters Score: Raw -230339.849027 + Penalty 4509.187670 = -225830.661357 nChanged 5 SP:Iteration 42Q (1640.711280 sec): 3 clusters Score: Raw -230340.965989 + Penalty 4509.187670 = -225831.778319 nChanged 7 SP:Iteration 43Q (1640.820942 sec): 3 clusters Score: Raw -230342.630811 + Penalty 4509.187670 = -225833.443141 nChanged 6 SP:Iteration 44Q (1640.949789 sec): 3 clusters Score: Raw -230344.283866 + Penalty 4509.187670 = -225835.096196 nChanged 7 SP:Iteration 45Q (1641.037146 sec): 3 clusters Score: Raw -230345.975763 + Penalty 4509.187670 = -225836.788093 nChanged 6 SP:Iteration 46Q (1641.162952 sec): 3 clusters Score: Raw -230347.602001 + Penalty 4509.187670 = -225838.414331 nChanged 4 SP:Iteration 47Q (1641.267521 sec): 3 clusters Score: Raw -230348.226493 + Penalty 4509.187670 = -225839.038823 nChanged 4 SP:Iteration 48Q (1641.413169 sec): 3 clusters Score: Raw -230348.966532 + Penalty 4509.187670 = -225839.778863 nChanged 2 SP:Iteration 49Q (1641.500901 sec): 3 clusters Score: Raw -230349.630484 + Penalty 4509.187670 = -225840.442814 nChanged 2 SP:Iteration 50Q (1641.638626 sec): 3 clusters Score: Raw -230349.992664 + Penalty 4509.187670 = -225840.804995 nChanged 1 SP:Iteration 51Q (1641.758115 sec): 3 clusters Score: Raw -230350.132553 + Penalty 4509.187670 = -225840.944883 nChanged 0 SP:Iteration 52F (1641.852207 sec): 3 clusters Score: Raw -230350.132553 + Penalty 4509.187670 = -225840.944883 nChanged 0 Trying to split cluster 4 (31722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1642.031128 sec): 2 clusters Score: Raw -1466365.621276 + Penalty 2736.298152 = -1463629.323124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1642.207364 sec): 3 clusters Score: Raw -1447163.478656 + Penalty 5472.596303 = -1441690.882353 nChanged 14447 SP:Iteration 1F (1642.384423 sec): 3 clusters Score: Raw -1455305.650321 + Penalty 5472.596303 = -1449833.054018 nChanged 1772 SP:Iteration 2F (1642.589850 sec): 3 clusters Score: Raw -1456062.818742 + Penalty 5472.596303 = -1450590.222439 nChanged 1649 SP:Iteration 3F (1642.782019 sec): 3 clusters Score: Raw -1456766.728871 + Penalty 5472.596303 = -1451294.132568 nChanged 1526 SP:Iteration 4Q (1642.975469 sec): 3 clusters Score: Raw -1457417.270436 + Penalty 5472.596303 = -1451944.674133 nChanged 1523 SP:Iteration 5Q (1643.133080 sec): 3 clusters Score: Raw -1458158.353718 + Penalty 5472.596303 = -1452685.757415 nChanged 1504 SP:Iteration 6Q (1643.307714 sec): 3 clusters Score: Raw -1458921.586444 + Penalty 5472.596303 = -1453448.990141 nChanged 1499 SP:Iteration 7Q (1643.480201 sec): 3 clusters Score: Raw -1459683.710146 + Penalty 5472.596303 = -1454211.113843 nChanged 1447 SP:Iteration 8Q (1643.661267 sec): 3 clusters Score: Raw -1460403.461962 + Penalty 5472.596303 = -1454930.865659 nChanged 1304 SP:Iteration 9Q (1643.859169 sec): 3 clusters Score: Raw -1461014.353593 + Penalty 5472.596303 = -1455541.757290 nChanged 1250 SP:Iteration 10Q (1644.063436 sec): 3 clusters Score: Raw -1461611.789167 + Penalty 5472.596303 = -1456139.192864 nChanged 1173 SP:Iteration 11Q (1644.278862 sec): 3 clusters Score: Raw -1462163.686227 + Penalty 5472.596303 = -1456691.089924 nChanged 1084 SP:Iteration 12Q (1644.455109 sec): 3 clusters Score: Raw -1462706.872448 + Penalty 5472.596303 = -1457234.276145 nChanged 1081 SP:Iteration 13Q (1644.639036 sec): 3 clusters Score: Raw -1463236.140434 + Penalty 5472.596303 = -1457763.544131 nChanged 991 SP:Iteration 14Q (1644.824485 sec): 3 clusters Score: Raw -1463720.328276 + Penalty 5472.596303 = -1458247.731973 nChanged 959 SP:Iteration 15Q (1644.994795 sec): 3 clusters Score: Raw -1464202.094938 + Penalty 5472.596303 = -1458729.498635 nChanged 906 SP:Iteration 16Q (1645.187034 sec): 3 clusters Score: Raw -1464651.633860 + Penalty 5472.596303 = -1459179.037557 nChanged 815 SP:Iteration 17Q (1645.370096 sec): 3 clusters Score: Raw -1465054.248151 + Penalty 5472.596303 = -1459581.651848 nChanged 714 SP:Iteration 18Q (1645.567510 sec): 3 clusters Score: Raw -1465399.423762 + Penalty 5472.596303 = -1459926.827459 nChanged 622 SP:Iteration 19Q (1645.744226 sec): 3 clusters Score: Raw -1465700.785990 + Penalty 5472.596303 = -1460228.189687 nChanged 555 SP:Iteration 20F (1645.924025 sec): 3 clusters Score: Raw -1465978.590341 + Penalty 5472.596303 = -1460505.994038 nChanged 459 SP:Iteration 21Q (1646.093424 sec): 3 clusters Score: Raw -1466207.744098 + Penalty 5472.596303 = -1460735.147795 nChanged 368 SP:Iteration 22Q (1646.264059 sec): 3 clusters Score: Raw -1466388.079120 + Penalty 5472.596303 = -1460915.482817 nChanged 264 SP:Iteration 23Q (1646.441643 sec): 3 clusters Score: Raw -1466519.270819 + Penalty 5472.596303 = -1461046.674516 nChanged 213 SP:Iteration 24Q (1646.615690 sec): 3 clusters Score: Raw -1466624.740657 + Penalty 5472.596303 = -1461152.144354 nChanged 168 SP:Iteration 25Q (1646.788629 sec): 3 clusters Score: Raw -1466714.002480 + Penalty 5472.596303 = -1461241.406177 nChanged 124 SP:Iteration 26Q (1646.952130 sec): 3 clusters Score: Raw -1466782.204131 + Penalty 5472.596303 = -1461309.607828 nChanged 96 SP:Iteration 27Q (1647.111452 sec): 3 clusters Score: Raw -1466821.523416 + Penalty 5472.596303 = -1461348.927113 nChanged 83 SP:Iteration 28Q (1647.269094 sec): 3 clusters Score: Raw -1466858.923652 + Penalty 5472.596303 = -1461386.327349 nChanged 74 SP:Iteration 29Q (1647.448659 sec): 3 clusters Score: Raw -1466891.613563 + Penalty 5472.596303 = -1461419.017260 nChanged 62 SP:Iteration 30Q (1647.609472 sec): 3 clusters Score: Raw -1466924.738035 + Penalty 5472.596303 = -1461452.141732 nChanged 59 SP:Iteration 31Q (1647.788650 sec): 3 clusters Score: Raw -1466953.778645 + Penalty 5472.596303 = -1461481.182342 nChanged 48 SP:Iteration 32Q (1647.948146 sec): 3 clusters Score: Raw -1466974.164422 + Penalty 5472.596303 = -1461501.568119 nChanged 45 SP:Iteration 33Q (1648.109942 sec): 3 clusters Score: Raw -1466991.142752 + Penalty 5472.596303 = -1461518.546449 nChanged 35 SP:Iteration 34Q (1648.289572 sec): 3 clusters Score: Raw -1467010.190747 + Penalty 5472.596303 = -1461537.594444 nChanged 32 SP:Iteration 35Q (1648.461233 sec): 3 clusters Score: Raw -1467027.962985 + Penalty 5472.596303 = -1461555.366682 nChanged 24 SP:Iteration 36Q (1648.636823 sec): 3 clusters Score: Raw -1467037.673123 + Penalty 5472.596303 = -1461565.076820 nChanged 20 SP:Iteration 37Q (1648.797837 sec): 3 clusters Score: Raw -1467046.011428 + Penalty 5472.596303 = -1461573.415125 nChanged 26 SP:Iteration 38Q (1648.949393 sec): 3 clusters Score: Raw -1467056.088469 + Penalty 5472.596303 = -1461583.492166 nChanged 12 SP:Iteration 39Q (1649.118192 sec): 3 clusters Score: Raw -1467062.085063 + Penalty 5472.596303 = -1461589.488760 nChanged 11 SP:Iteration 40F (1649.276714 sec): 3 clusters Score: Raw -1467068.589333 + Penalty 5472.596303 = -1461595.993030 nChanged 17 SP:Iteration 41Q (1649.430248 sec): 3 clusters Score: Raw -1467077.923483 + Penalty 5472.596303 = -1461605.327179 nChanged 9 SP:Iteration 42Q (1649.591087 sec): 3 clusters Score: Raw -1467082.367803 + Penalty 5472.596303 = -1461609.771500 nChanged 4 SP:Iteration 43Q (1649.793279 sec): 3 clusters Score: Raw -1467084.287369 + Penalty 5472.596303 = -1461611.691066 nChanged 3 SP:Iteration 44Q (1649.960998 sec): 3 clusters Score: Raw -1467085.426671 + Penalty 5472.596303 = -1461612.830368 nChanged 5 SP:Iteration 45Q (1650.117004 sec): 3 clusters Score: Raw -1467087.670294 + Penalty 5472.596303 = -1461615.073991 nChanged 4 SP:Iteration 46Q (1650.282061 sec): 3 clusters Score: Raw -1467089.315929 + Penalty 5472.596303 = -1461616.719626 nChanged 2 SP:Iteration 47Q (1650.472386 sec): 3 clusters Score: Raw -1467089.676491 + Penalty 5472.596303 = -1461617.080188 nChanged 0 SP:Iteration 48F (1650.646273 sec): 3 clusters Score: Raw -1467089.676491 + Penalty 5472.596303 = -1461617.080188 nChanged 0 Trying to split cluster 5 (11036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1650.774708 sec): 2 clusters Score: Raw -446076.524700 + Penalty 2457.554335 = -443618.970365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1650.913448 sec): 3 clusters Score: Raw -440107.672751 + Penalty 4915.108670 = -435192.564081 nChanged 4621 SP:Iteration 1F (1651.022345 sec): 3 clusters Score: Raw -442907.733991 + Penalty 4915.108670 = -437992.625321 nChanged 918 SP:Iteration 2F (1651.162814 sec): 3 clusters Score: Raw -443602.296434 + Penalty 4915.108670 = -438687.187764 nChanged 795 SP:Iteration 3F (1651.298051 sec): 3 clusters Score: Raw -444171.166639 + Penalty 4915.108670 = -439256.057969 nChanged 669 SP:Iteration 4F (1651.437411 sec): 3 clusters Score: Raw -444589.621672 + Penalty 4915.108670 = -439674.513002 nChanged 545 SP:Iteration 5Q (1651.567952 sec): 3 clusters Score: Raw -444880.785031 + Penalty 4915.108670 = -439965.676361 nChanged 452 SP:Iteration 6Q (1651.686696 sec): 3 clusters Score: Raw -445125.046722 + Penalty 4915.108670 = -440209.938052 nChanged 419 SP:Iteration 7Q (1651.819693 sec): 3 clusters Score: Raw -445332.101687 + Penalty 4915.108670 = -440416.993017 nChanged 354 SP:Iteration 8Q (1651.954749 sec): 3 clusters Score: Raw -445504.197781 + Penalty 4915.108670 = -440589.089111 nChanged 327 SP:Iteration 9Q (1652.113316 sec): 3 clusters Score: Raw -445691.562382 + Penalty 4915.108670 = -440776.453712 nChanged 319 SP:Iteration 10Q (1652.240293 sec): 3 clusters Score: Raw -445876.959755 + Penalty 4915.108670 = -440961.851086 nChanged 319 SP:Iteration 11Q (1652.393679 sec): 3 clusters Score: Raw -446087.669143 + Penalty 4915.108670 = -441172.560473 nChanged 319 SP:Iteration 12Q (1652.509747 sec): 3 clusters Score: Raw -446268.480039 + Penalty 4915.108670 = -441353.371369 nChanged 275 SP:Iteration 13Q (1652.640744 sec): 3 clusters Score: Raw -446409.076417 + Penalty 4915.108670 = -441493.967747 nChanged 216 SP:Iteration 14Q (1652.779416 sec): 3 clusters Score: Raw -446496.003108 + Penalty 4915.108670 = -441580.894439 nChanged 166 SP:Iteration 15Q (1652.913875 sec): 3 clusters Score: Raw -446550.255446 + Penalty 4915.108670 = -441635.146776 nChanged 132 SP:Iteration 16Q (1653.063300 sec): 3 clusters Score: Raw -446591.131863 + Penalty 4915.108670 = -441676.023193 nChanged 108 SP:Iteration 17Q (1653.203613 sec): 3 clusters Score: Raw -446621.209975 + Penalty 4915.108670 = -441706.101305 nChanged 80 SP:Iteration 18Q (1653.342468 sec): 3 clusters Score: Raw -446640.772330 + Penalty 4915.108670 = -441725.663660 nChanged 73 SP:Iteration 19Q (1653.477142 sec): 3 clusters Score: Raw -446657.282736 + Penalty 4915.108670 = -441742.174066 nChanged 62 SP:Iteration 20F (1653.610988 sec): 3 clusters Score: Raw -446673.234868 + Penalty 4915.108670 = -441758.126198 nChanged 47 SP:Iteration 21Q (1653.765463 sec): 3 clusters Score: Raw -446684.100150 + Penalty 4915.108670 = -441768.991480 nChanged 45 SP:Iteration 22Q (1653.899518 sec): 3 clusters Score: Raw -446695.733196 + Penalty 4915.108670 = -441780.624526 nChanged 53 SP:Iteration 23Q (1654.019749 sec): 3 clusters Score: Raw -446708.236090 + Penalty 4915.108670 = -441793.127420 nChanged 52 SP:Iteration 24Q (1654.149169 sec): 3 clusters Score: Raw -446720.673555 + Penalty 4915.108670 = -441805.564885 nChanged 47 SP:Iteration 25Q (1654.296292 sec): 3 clusters Score: Raw -446732.493289 + Penalty 4915.108670 = -441817.384619 nChanged 57 SP:Iteration 26Q (1654.419618 sec): 3 clusters Score: Raw -446745.579579 + Penalty 4915.108670 = -441830.470909 nChanged 56 SP:Iteration 27Q (1654.571010 sec): 3 clusters Score: Raw -446756.995663 + Penalty 4915.108670 = -441841.886993 nChanged 43 SP:Iteration 28Q (1654.730486 sec): 3 clusters Score: Raw -446764.514116 + Penalty 4915.108670 = -441849.405446 nChanged 23 SP:Iteration 29Q (1654.855704 sec): 3 clusters Score: Raw -446767.775262 + Penalty 4915.108670 = -441852.666592 nChanged 22 SP:Iteration 30Q (1654.994300 sec): 3 clusters Score: Raw -446770.800885 + Penalty 4915.108670 = -441855.692216 nChanged 19 SP:Iteration 31Q (1655.101721 sec): 3 clusters Score: Raw -446773.527798 + Penalty 4915.108670 = -441858.419128 nChanged 14 SP:Iteration 32Q (1655.227316 sec): 3 clusters Score: Raw -446775.940362 + Penalty 4915.108670 = -441860.831692 nChanged 14 SP:Iteration 33Q (1655.384561 sec): 3 clusters Score: Raw -446777.866141 + Penalty 4915.108670 = -441862.757471 nChanged 12 SP:Iteration 34Q (1655.517901 sec): 3 clusters Score: Raw -446779.189346 + Penalty 4915.108670 = -441864.080676 nChanged 12 SP:Iteration 35Q (1655.651911 sec): 3 clusters Score: Raw -446781.112798 + Penalty 4915.108670 = -441866.004128 nChanged 10 SP:Iteration 36Q (1655.770211 sec): 3 clusters Score: Raw -446782.290483 + Penalty 4915.108670 = -441867.181813 nChanged 6 SP:Iteration 37Q (1655.909026 sec): 3 clusters Score: Raw -446782.959814 + Penalty 4915.108670 = -441867.851144 nChanged 5 SP:Iteration 38Q (1656.077915 sec): 3 clusters Score: Raw -446783.417939 + Penalty 4915.108670 = -441868.309269 nChanged 4 SP:Iteration 39Q (1656.205486 sec): 3 clusters Score: Raw -446783.985175 + Penalty 4915.108670 = -441868.876505 nChanged 4 SP:Iteration 40F (1656.341284 sec): 3 clusters Score: Raw -446784.568404 + Penalty 4915.108670 = -441869.459734 nChanged 7 SP:Iteration 41Q (1656.446799 sec): 3 clusters Score: Raw -446785.460411 + Penalty 4915.108670 = -441870.351741 nChanged 5 SP:Iteration 42Q (1656.573744 sec): 3 clusters Score: Raw -446786.037970 + Penalty 4915.108670 = -441870.929300 nChanged 2 SP:Iteration 43Q (1656.709449 sec): 3 clusters Score: Raw -446786.273684 + Penalty 4915.108670 = -441871.165014 nChanged 4 SP:Iteration 44Q (1656.838067 sec): 3 clusters Score: Raw -446786.646679 + Penalty 4915.108670 = -441871.538009 nChanged 4 SP:Iteration 45Q (1656.967118 sec): 3 clusters Score: Raw -446787.126928 + Penalty 4915.108670 = -441872.018258 nChanged 2 SP:Iteration 46Q (1657.112227 sec): 3 clusters Score: Raw -446787.393714 + Penalty 4915.108670 = -441872.285044 nChanged 1 SP:Iteration 47Q (1657.232106 sec): 3 clusters Score: Raw -446787.503787 + Penalty 4915.108670 = -441872.395117 nChanged 4 SP:Iteration 48Q (1657.396148 sec): 3 clusters Score: Raw -446787.986740 + Penalty 4915.108670 = -441872.878071 nChanged 4 SP:Iteration 49Q (1657.540363 sec): 3 clusters Score: Raw -446788.253424 + Penalty 4915.108670 = -441873.144754 nChanged 3 SP:Iteration 50Q (1657.663040 sec): 3 clusters Score: Raw -446788.689041 + Penalty 4915.108670 = -441873.580372 nChanged 4 SP:Iteration 51Q (1657.817618 sec): 3 clusters Score: Raw -446789.354988 + Penalty 4915.108670 = -441874.246319 nChanged 2 SP:Iteration 52Q (1657.943892 sec): 3 clusters Score: Raw -446789.550923 + Penalty 4915.108670 = -441874.442253 nChanged 4 SP:Iteration 53Q (1658.068652 sec): 3 clusters Score: Raw -446790.373211 + Penalty 4915.108670 = -441875.264541 nChanged 7 SP:Iteration 54Q (1658.208333 sec): 3 clusters Score: Raw -446791.302842 + Penalty 4915.108670 = -441876.194172 nChanged 7 SP:Iteration 55Q (1658.360982 sec): 3 clusters Score: Raw -446792.435724 + Penalty 4915.108670 = -441877.327055 nChanged 7 SP:Iteration 56Q (1658.486528 sec): 3 clusters Score: Raw -446793.374690 + Penalty 4915.108670 = -441878.266020 nChanged 6 SP:Iteration 57Q (1658.641086 sec): 3 clusters Score: Raw -446794.290087 + Penalty 4915.108670 = -441879.181418 nChanged 5 SP:Iteration 58Q (1658.766866 sec): 3 clusters Score: Raw -446795.174614 + Penalty 4915.108670 = -441880.065944 nChanged 3 SP:Iteration 59Q (1658.903163 sec): 3 clusters Score: Raw -446795.502254 + Penalty 4915.108670 = -441880.393584 nChanged 2 SP:Iteration 60F (1659.044703 sec): 3 clusters Score: Raw -446795.676505 + Penalty 4915.108670 = -441880.567835 nChanged 4 SP:Iteration 61Q (1659.164154 sec): 3 clusters Score: Raw -446796.191742 + Penalty 4915.108670 = -441881.083072 nChanged 1 SP:Iteration 62Q (1659.303625 sec): 3 clusters Score: Raw -446796.416290 + Penalty 4915.108670 = -441881.307620 nChanged 2 SP:Iteration 63Q (1659.459574 sec): 3 clusters Score: Raw -446796.661361 + Penalty 4915.108670 = -441881.552691 nChanged 0 SP:Iteration 64F (1659.593161 sec): 3 clusters Score: Raw -446796.661361 + Penalty 4915.108670 = -441881.552691 nChanged 0 Trying to split cluster 6 (6298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1659.647214 sec): 2 clusters Score: Raw -287594.899745 + Penalty 2309.468674 = -285285.431071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1659.803221 sec): 3 clusters Score: Raw -284475.661265 + Penalty 4618.937348 = -279856.723917 nChanged 2514 SP:Iteration 1F (1659.917711 sec): 3 clusters Score: Raw -285937.470754 + Penalty 4618.937348 = -281318.533406 nChanged 499 SP:Iteration 2F (1660.036085 sec): 3 clusters Score: Raw -286292.484452 + Penalty 4618.937348 = -281673.547104 nChanged 382 SP:Iteration 3F (1660.158232 sec): 3 clusters Score: Raw -286597.241109 + Penalty 4618.937348 = -281978.303761 nChanged 351 SP:Iteration 4F (1660.295485 sec): 3 clusters Score: Raw -286903.398967 + Penalty 4618.937348 = -282284.461619 nChanged 369 SP:Iteration 5F (1660.427077 sec): 3 clusters Score: Raw -287270.072415 + Penalty 4618.937348 = -282651.135067 nChanged 367 SP:Iteration 6F (1660.525130 sec): 3 clusters Score: Raw -287682.487400 + Penalty 4618.937348 = -283063.550052 nChanged 376 SP:Iteration 7F (1660.644447 sec): 3 clusters Score: Raw -288140.479649 + Penalty 4618.937348 = -283521.542301 nChanged 338 SP:Iteration 8F (1660.763100 sec): 3 clusters Score: Raw -288478.357441 + Penalty 4618.937348 = -283859.420093 nChanged 249 SP:Iteration 9Q (1660.893925 sec): 3 clusters Score: Raw -288651.906104 + Penalty 4618.937348 = -284032.968756 nChanged 171 SP:Iteration 10Q (1661.011627 sec): 3 clusters Score: Raw -288754.933856 + Penalty 4618.937348 = -284135.996507 nChanged 117 SP:Iteration 11Q (1661.145911 sec): 3 clusters Score: Raw -288820.059308 + Penalty 4618.937348 = -284201.121960 nChanged 104 SP:Iteration 12Q (1661.246313 sec): 3 clusters Score: Raw -288870.385092 + Penalty 4618.937348 = -284251.447744 nChanged 73 SP:Iteration 13Q (1661.365421 sec): 3 clusters Score: Raw -288903.400749 + Penalty 4618.937348 = -284284.463401 nChanged 68 SP:Iteration 14Q (1661.479462 sec): 3 clusters Score: Raw -288931.918245 + Penalty 4618.937348 = -284312.980897 nChanged 49 SP:Iteration 15Q (1661.623736 sec): 3 clusters Score: Raw -288948.782769 + Penalty 4618.937348 = -284329.845421 nChanged 36 SP:Iteration 16Q (1661.704444 sec): 3 clusters Score: Raw -288960.553059 + Penalty 4618.937348 = -284341.615711 nChanged 30 SP:Iteration 17Q (1661.824132 sec): 3 clusters Score: Raw -288970.893451 + Penalty 4618.937348 = -284351.956103 nChanged 27 SP:Iteration 18Q (1661.945718 sec): 3 clusters Score: Raw -288978.590042 + Penalty 4618.937348 = -284359.652694 nChanged 22 SP:Iteration 19Q (1662.048546 sec): 3 clusters Score: Raw -288984.493527 + Penalty 4618.937348 = -284365.556179 nChanged 17 SP:Iteration 20F (1662.174081 sec): 3 clusters Score: Raw -288989.516867 + Penalty 4618.937348 = -284370.579519 nChanged 15 SP:Iteration 21Q (1662.296392 sec): 3 clusters Score: Raw -288993.828212 + Penalty 4618.937348 = -284374.890863 nChanged 19 SP:Iteration 22Q (1662.417823 sec): 3 clusters Score: Raw -288999.429022 + Penalty 4618.937348 = -284380.491674 nChanged 13 SP:Iteration 23Q (1662.538079 sec): 3 clusters Score: Raw -289003.127536 + Penalty 4618.937348 = -284384.190188 nChanged 13 SP:Iteration 24Q (1662.649668 sec): 3 clusters Score: Raw -289006.124537 + Penalty 4618.937348 = -284387.187189 nChanged 6 SP:Iteration 25Q (1662.774187 sec): 3 clusters Score: Raw -289007.540905 + Penalty 4618.937348 = -284388.603557 nChanged 5 SP:Iteration 26Q (1662.892495 sec): 3 clusters Score: Raw -289008.702797 + Penalty 4618.937348 = -284389.765449 nChanged 6 SP:Iteration 27Q (1663.007022 sec): 3 clusters Score: Raw -289009.891496 + Penalty 4618.937348 = -284390.954148 nChanged 7 SP:Iteration 28Q (1663.154193 sec): 3 clusters Score: Raw -289011.556394 + Penalty 4618.937348 = -284392.619046 nChanged 8 SP:Iteration 29Q (1663.245736 sec): 3 clusters Score: Raw -289013.386833 + Penalty 4618.937348 = -284394.449485 nChanged 8 SP:Iteration 30Q (1663.399300 sec): 3 clusters Score: Raw -289015.418425 + Penalty 4618.937348 = -284396.481077 nChanged 8 SP:Iteration 31Q (1663.499550 sec): 3 clusters Score: Raw -289016.513451 + Penalty 4618.937348 = -284397.576102 nChanged 5 SP:Iteration 32Q (1663.638211 sec): 3 clusters Score: Raw -289017.290367 + Penalty 4618.937348 = -284398.353019 nChanged 6 SP:Iteration 33Q (1663.738067 sec): 3 clusters Score: Raw -289018.847415 + Penalty 4618.937348 = -284399.910067 nChanged 2 SP:Iteration 34Q (1663.894483 sec): 3 clusters Score: Raw -289019.137410 + Penalty 4618.937348 = -284400.200062 nChanged 2 SP:Iteration 35Q (1664.003344 sec): 3 clusters Score: Raw -289019.873065 + Penalty 4618.937348 = -284400.935717 nChanged 2 SP:Iteration 36Q (1664.141324 sec): 3 clusters Score: Raw -289020.310712 + Penalty 4618.937348 = -284401.373364 nChanged 2 SP:Iteration 37Q (1664.266623 sec): 3 clusters Score: Raw -289020.475644 + Penalty 4618.937348 = -284401.538295 nChanged 2 SP:Iteration 38Q (1664.391667 sec): 3 clusters Score: Raw -289020.798538 + Penalty 4618.937348 = -284401.861190 nChanged 2 SP:Iteration 39Q (1664.499199 sec): 3 clusters Score: Raw -289021.005107 + Penalty 4618.937348 = -284402.067759 nChanged 2 SP:Iteration 40F (1664.621500 sec): 3 clusters Score: Raw -289021.436371 + Penalty 4618.937348 = -284402.499023 nChanged 2 SP:Iteration 41Q (1664.730740 sec): 3 clusters Score: Raw -289021.925982 + Penalty 4618.937348 = -284402.988633 nChanged 1 SP:Iteration 42Q (1664.875985 sec): 3 clusters Score: Raw -289022.116045 + Penalty 4618.937348 = -284403.178697 nChanged 0 SP:Iteration 43F (1664.981336 sec): 3 clusters Score: Raw -289022.116045 + Penalty 4618.937348 = -284403.178697 nChanged 0 Trying to split cluster 7 (9306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1665.043950 sec): 2 clusters Score: Raw -473294.984312 + Penalty 2412.541463 = -470882.442849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1665.205686 sec): 3 clusters Score: Raw -468362.933007 + Penalty 4825.082926 = -463537.850081 nChanged 3844 SP:Iteration 1F (1665.294527 sec): 3 clusters Score: Raw -470551.651788 + Penalty 4825.082926 = -465726.568862 nChanged 641 SP:Iteration 2F (1665.418385 sec): 3 clusters Score: Raw -470888.791493 + Penalty 4825.082926 = -466063.708567 nChanged 499 SP:Iteration 3F (1665.537368 sec): 3 clusters Score: Raw -471157.524838 + Penalty 4825.082926 = -466332.441912 nChanged 425 SP:Iteration 4Q (1665.654121 sec): 3 clusters Score: Raw -471380.827777 + Penalty 4825.082926 = -466555.744851 nChanged 386 SP:Iteration 5Q (1665.798528 sec): 3 clusters Score: Raw -471578.737948 + Penalty 4825.082926 = -466753.655022 nChanged 335 SP:Iteration 6Q (1665.927477 sec): 3 clusters Score: Raw -471754.467544 + Penalty 4825.082926 = -466929.384618 nChanged 339 SP:Iteration 7Q (1666.055509 sec): 3 clusters Score: Raw -471938.024637 + Penalty 4825.082926 = -467112.941711 nChanged 318 SP:Iteration 8Q (1666.191347 sec): 3 clusters Score: Raw -472101.701855 + Penalty 4825.082926 = -467276.618929 nChanged 275 SP:Iteration 9Q (1666.311327 sec): 3 clusters Score: Raw -472252.000483 + Penalty 4825.082926 = -467426.917558 nChanged 260 SP:Iteration 10Q (1666.457604 sec): 3 clusters Score: Raw -472399.298224 + Penalty 4825.082926 = -467574.215298 nChanged 258 SP:Iteration 11Q (1666.578427 sec): 3 clusters Score: Raw -472533.107823 + Penalty 4825.082926 = -467708.024897 nChanged 204 SP:Iteration 12Q (1666.717803 sec): 3 clusters Score: Raw -472639.076613 + Penalty 4825.082926 = -467813.993687 nChanged 178 SP:Iteration 13Q (1666.834389 sec): 3 clusters Score: Raw -472731.780266 + Penalty 4825.082926 = -467906.697340 nChanged 161 SP:Iteration 14Q (1666.949047 sec): 3 clusters Score: Raw -472814.128527 + Penalty 4825.082926 = -467989.045601 nChanged 139 SP:Iteration 15Q (1667.077970 sec): 3 clusters Score: Raw -472879.195009 + Penalty 4825.082926 = -468054.112083 nChanged 112 SP:Iteration 16Q (1667.203645 sec): 3 clusters Score: Raw -472934.692276 + Penalty 4825.082926 = -468109.609351 nChanged 127 SP:Iteration 17Q (1667.319507 sec): 3 clusters Score: Raw -472995.360619 + Penalty 4825.082926 = -468170.277693 nChanged 95 SP:Iteration 18Q (1667.438591 sec): 3 clusters Score: Raw -473042.260887 + Penalty 4825.082926 = -468217.177961 nChanged 91 SP:Iteration 19Q (1667.562288 sec): 3 clusters Score: Raw -473085.201278 + Penalty 4825.082926 = -468260.118352 nChanged 88 SP:Iteration 20F (1667.717893 sec): 3 clusters Score: Raw -473123.266270 + Penalty 4825.082926 = -468298.183344 nChanged 79 SP:Iteration 21Q (1667.851574 sec): 3 clusters Score: Raw -473164.973438 + Penalty 4825.082926 = -468339.890512 nChanged 84 SP:Iteration 22Q (1667.965277 sec): 3 clusters Score: Raw -473205.148242 + Penalty 4825.082926 = -468380.065316 nChanged 74 SP:Iteration 23Q (1668.086790 sec): 3 clusters Score: Raw -473241.596023 + Penalty 4825.082926 = -468416.513098 nChanged 57 SP:Iteration 24Q (1668.226669 sec): 3 clusters Score: Raw -473270.474780 + Penalty 4825.082926 = -468445.391854 nChanged 62 SP:Iteration 25Q (1668.359564 sec): 3 clusters Score: Raw -473295.858029 + Penalty 4825.082926 = -468470.775103 nChanged 47 SP:Iteration 26Q (1668.486808 sec): 3 clusters Score: Raw -473314.707366 + Penalty 4825.082926 = -468489.624440 nChanged 39 SP:Iteration 27Q (1668.606695 sec): 3 clusters Score: Raw -473331.850408 + Penalty 4825.082926 = -468506.767482 nChanged 27 SP:Iteration 28Q (1668.740791 sec): 3 clusters Score: Raw -473342.822427 + Penalty 4825.082926 = -468517.739501 nChanged 40 SP:Iteration 29Q (1668.855498 sec): 3 clusters Score: Raw -473360.147144 + Penalty 4825.082926 = -468535.064218 nChanged 25 SP:Iteration 30Q (1668.990785 sec): 3 clusters Score: Raw -473370.819262 + Penalty 4825.082926 = -468545.736336 nChanged 30 SP:Iteration 31Q (1669.119320 sec): 3 clusters Score: Raw -473385.884773 + Penalty 4825.082926 = -468560.801847 nChanged 29 SP:Iteration 32Q (1669.243069 sec): 3 clusters Score: Raw -473398.574029 + Penalty 4825.082926 = -468573.491103 nChanged 28 SP:Iteration 33Q (1669.362346 sec): 3 clusters Score: Raw -473409.423485 + Penalty 4825.082926 = -468584.340560 nChanged 21 SP:Iteration 34Q (1669.500013 sec): 3 clusters Score: Raw -473419.010915 + Penalty 4825.082926 = -468593.927989 nChanged 17 SP:Iteration 35Q (1669.601243 sec): 3 clusters Score: Raw -473427.654646 + Penalty 4825.082926 = -468602.571720 nChanged 15 SP:Iteration 36Q (1669.755610 sec): 3 clusters Score: Raw -473435.053211 + Penalty 4825.082926 = -468609.970285 nChanged 24 SP:Iteration 37Q (1669.855214 sec): 3 clusters Score: Raw -473447.113614 + Penalty 4825.082926 = -468622.030688 nChanged 23 SP:Iteration 38Q (1669.975985 sec): 3 clusters Score: Raw -473458.834039 + Penalty 4825.082926 = -468633.751113 nChanged 26 SP:Iteration 39Q (1670.120363 sec): 3 clusters Score: Raw -473471.188578 + Penalty 4825.082926 = -468646.105652 nChanged 17 SP:Iteration 40F (1670.220105 sec): 3 clusters Score: Raw -473477.126263 + Penalty 4825.082926 = -468652.043337 nChanged 11 SP:Iteration 41Q (1670.353235 sec): 3 clusters Score: Raw -473480.891864 + Penalty 4825.082926 = -468655.808938 nChanged 9 SP:Iteration 42Q (1670.472200 sec): 3 clusters Score: Raw -473483.801760 + Penalty 4825.082926 = -468658.718834 nChanged 6 SP:Iteration 43Q (1670.575923 sec): 3 clusters Score: Raw -473485.914186 + Penalty 4825.082926 = -468660.831260 nChanged 7 SP:Iteration 44Q (1670.718444 sec): 3 clusters Score: Raw -473488.837687 + Penalty 4825.082926 = -468663.754761 nChanged 10 SP:Iteration 45Q (1670.821662 sec): 3 clusters Score: Raw -473492.582116 + Penalty 4825.082926 = -468667.499190 nChanged 7 SP:Iteration 46Q (1670.946935 sec): 3 clusters Score: Raw -473495.023184 + Penalty 4825.082926 = -468669.940258 nChanged 3 SP:Iteration 47Q (1671.066939 sec): 3 clusters Score: Raw -473496.457916 + Penalty 4825.082926 = -468671.374990 nChanged 0 SP:Iteration 48F (1671.200606 sec): 3 clusters Score: Raw -473496.457916 + Penalty 4825.082926 = -468671.374990 nChanged 0 Iteration 59Q (1671.900457 sec): 7 clusters Score: Raw -2936253.272094 + Penalty 17588.178590 = -2918665.093504 nChanged 14 Iteration 60F (1672.707207 sec): 7 clusters Score: Raw -2936254.307935 + Penalty 17588.178590 = -2918666.129345 nChanged 12 Iteration 61Q (1673.374503 sec): 7 clusters Score: Raw -2936255.714571 + Penalty 17588.178590 = -2918667.535981 nChanged 15 Iteration 62Q (1674.033686 sec): 7 clusters Score: Raw -2936256.857056 + Penalty 17588.178590 = -2918668.678467 nChanged 8 Iteration 63Q (1674.682666 sec): 7 clusters Score: Raw -2936257.165394 + Penalty 17588.178590 = -2918668.986805 nChanged 3 Iteration 64Q (1675.346278 sec): 7 clusters Score: Raw -2936257.288347 + Penalty 17588.178590 = -2918669.109758 nChanged 1 Iteration 65Q (1675.985290 sec): 7 clusters Score: Raw -2936257.362026 + Penalty 17588.178590 = -2918669.183436 nChanged 3 Iteration 66Q (1676.615351 sec): 7 clusters Score: Raw -2936257.525288 + Penalty 17588.178590 = -2918669.346698 nChanged 2 Iteration 67Q (1677.306000 sec): 7 clusters Score: Raw -2936257.619038 + Penalty 17588.178590 = -2918669.440449 nChanged 2 Iteration 68Q (1677.966439 sec): 7 clusters Score: Raw -2936257.666055 + Penalty 17588.178590 = -2918669.487465 nChanged 0 Iteration 69F (1678.745039 sec): 7 clusters Score: Raw -2936257.666055 + Penalty 17588.178590 = -2918669.487465 nChanged 0 Compute initial score before splitting: Score: Raw -2936257.666055 + Penalty 17588.178590 = -2918669.487465 Trying to split cluster 2 (2946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1678.846997 sec): 2 clusters Score: Raw -132501.877668 + Penalty 2108.885750 = -130392.991918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1678.961713 sec): 3 clusters Score: Raw -131251.610280 + Penalty 4217.771499 = -127033.838780 nChanged 1048 SP:Iteration 1F (1679.084873 sec): 3 clusters Score: Raw -131895.644249 + Penalty 4217.771499 = -127677.872750 nChanged 218 SP:Iteration 2F (1679.179676 sec): 3 clusters Score: Raw -132048.257657 + Penalty 4217.771499 = -127830.486157 nChanged 131 SP:Iteration 3Q (1679.292843 sec): 3 clusters Score: Raw -132141.232112 + Penalty 4217.771499 = -127923.460612 nChanged 93 SP:Iteration 4Q (1679.415728 sec): 3 clusters Score: Raw -132207.788809 + Penalty 4217.771499 = -127990.017310 nChanged 80 SP:Iteration 5Q (1679.531509 sec): 3 clusters Score: Raw -132263.855058 + Penalty 4217.771499 = -128046.083559 nChanged 63 SP:Iteration 6Q (1679.652045 sec): 3 clusters Score: Raw -132301.504294 + Penalty 4217.771499 = -128083.732795 nChanged 39 SP:Iteration 7Q (1679.771716 sec): 3 clusters Score: Raw -132325.108859 + Penalty 4217.771499 = -128107.337360 nChanged 42 SP:Iteration 8Q (1679.892586 sec): 3 clusters Score: Raw -132352.653287 + Penalty 4217.771499 = -128134.881787 nChanged 40 SP:Iteration 9Q (1680.017054 sec): 3 clusters Score: Raw -132375.374676 + Penalty 4217.771499 = -128157.603177 nChanged 35 SP:Iteration 10Q (1680.148042 sec): 3 clusters Score: Raw -132396.183840 + Penalty 4217.771499 = -128178.412341 nChanged 32 SP:Iteration 11Q (1680.251562 sec): 3 clusters Score: Raw -132413.288773 + Penalty 4217.771499 = -128195.517274 nChanged 26 SP:Iteration 12Q (1680.373188 sec): 3 clusters Score: Raw -132427.608637 + Penalty 4217.771499 = -128209.837138 nChanged 28 SP:Iteration 13Q (1680.493926 sec): 3 clusters Score: Raw -132441.581344 + Penalty 4217.771499 = -128223.809845 nChanged 30 SP:Iteration 14Q (1680.632179 sec): 3 clusters Score: Raw -132459.600060 + Penalty 4217.771499 = -128241.828560 nChanged 30 SP:Iteration 15Q (1680.720335 sec): 3 clusters Score: Raw -132478.853659 + Penalty 4217.771499 = -128261.082159 nChanged 31 SP:Iteration 16Q (1680.853058 sec): 3 clusters Score: Raw -132496.280667 + Penalty 4217.771499 = -128278.509168 nChanged 30 SP:Iteration 17Q (1680.942380 sec): 3 clusters Score: Raw -132510.495148 + Penalty 4217.771499 = -128292.723649 nChanged 17 SP:Iteration 18Q (1681.055226 sec): 3 clusters Score: Raw -132520.420418 + Penalty 4217.771499 = -128302.648918 nChanged 17 SP:Iteration 19Q (1681.179055 sec): 3 clusters Score: Raw -132529.446479 + Penalty 4217.771499 = -128311.674980 nChanged 19 SP:Iteration 20F (1681.274046 sec): 3 clusters Score: Raw -132538.941600 + Penalty 4217.771499 = -128321.170101 nChanged 17 SP:Iteration 21Q (1681.386113 sec): 3 clusters Score: Raw -132549.051578 + Penalty 4217.771499 = -128331.280079 nChanged 13 SP:Iteration 22Q (1681.491931 sec): 3 clusters Score: Raw -132557.066498 + Penalty 4217.771499 = -128339.294999 nChanged 16 SP:Iteration 23Q (1681.614538 sec): 3 clusters Score: Raw -132565.806824 + Penalty 4217.771499 = -128348.035325 nChanged 14 SP:Iteration 24Q (1681.732969 sec): 3 clusters Score: Raw -132570.907944 + Penalty 4217.771499 = -128353.136445 nChanged 8 SP:Iteration 25Q (1681.821551 sec): 3 clusters Score: Raw -132575.741572 + Penalty 4217.771499 = -128357.970073 nChanged 15 SP:Iteration 26Q (1681.936190 sec): 3 clusters Score: Raw -132585.675137 + Penalty 4217.771499 = -128367.903638 nChanged 17 SP:Iteration 27Q (1682.072673 sec): 3 clusters Score: Raw -132596.107116 + Penalty 4217.771499 = -128378.335617 nChanged 13 SP:Iteration 28Q (1682.163892 sec): 3 clusters Score: Raw -132608.695008 + Penalty 4217.771499 = -128390.923509 nChanged 16 SP:Iteration 29Q (1682.281500 sec): 3 clusters Score: Raw -132619.862498 + Penalty 4217.771499 = -128402.090999 nChanged 20 SP:Iteration 30Q (1682.395361 sec): 3 clusters Score: Raw -132632.096554 + Penalty 4217.771499 = -128414.325055 nChanged 18 SP:Iteration 31Q (1682.496804 sec): 3 clusters Score: Raw -132641.113901 + Penalty 4217.771499 = -128423.342402 nChanged 15 SP:Iteration 32Q (1682.610626 sec): 3 clusters Score: Raw -132647.555858 + Penalty 4217.771499 = -128429.784358 nChanged 11 SP:Iteration 33Q (1682.719256 sec): 3 clusters Score: Raw -132652.123685 + Penalty 4217.771499 = -128434.352186 nChanged 7 SP:Iteration 34Q (1682.822975 sec): 3 clusters Score: Raw -132654.241831 + Penalty 4217.771499 = -128436.470332 nChanged 5 SP:Iteration 35Q (1682.950500 sec): 3 clusters Score: Raw -132656.176040 + Penalty 4217.771499 = -128438.404541 nChanged 5 SP:Iteration 36Q (1683.033586 sec): 3 clusters Score: Raw -132658.312652 + Penalty 4217.771499 = -128440.541153 nChanged 4 SP:Iteration 37Q (1683.138933 sec): 3 clusters Score: Raw -132659.866021 + Penalty 4217.771499 = -128442.094522 nChanged 4 SP:Iteration 38Q (1683.245197 sec): 3 clusters Score: Raw -132662.403855 + Penalty 4217.771499 = -128444.632356 nChanged 7 SP:Iteration 39Q (1683.369741 sec): 3 clusters Score: Raw -132667.002088 + Penalty 4217.771499 = -128449.230589 nChanged 11 SP:Iteration 40F (1683.482671 sec): 3 clusters Score: Raw -132672.835042 + Penalty 4217.771499 = -128455.063543 nChanged 10 SP:Iteration 41Q (1683.583463 sec): 3 clusters Score: Raw -132678.987118 + Penalty 4217.771499 = -128461.215619 nChanged 14 SP:Iteration 42Q (1683.688301 sec): 3 clusters Score: Raw -132685.928746 + Penalty 4217.771499 = -128468.157246 nChanged 12 SP:Iteration 43Q (1683.778169 sec): 3 clusters Score: Raw -132690.515543 + Penalty 4217.771499 = -128472.744044 nChanged 13 SP:Iteration 44Q (1683.881903 sec): 3 clusters Score: Raw -132698.827335 + Penalty 4217.771499 = -128481.055836 nChanged 16 SP:Iteration 45Q (1683.991165 sec): 3 clusters Score: Raw -132706.504533 + Penalty 4217.771499 = -128488.733034 nChanged 10 SP:Iteration 46Q (1684.113486 sec): 3 clusters Score: Raw -132711.785622 + Penalty 4217.771499 = -128494.014123 nChanged 5 SP:Iteration 47Q (1684.224798 sec): 3 clusters Score: Raw -132714.129839 + Penalty 4217.771499 = -128496.358340 nChanged 5 SP:Iteration 48Q (1684.336074 sec): 3 clusters Score: Raw -132716.683542 + Penalty 4217.771499 = -128498.912043 nChanged 6 SP:Iteration 49Q (1684.430887 sec): 3 clusters Score: Raw -132718.394411 + Penalty 4217.771499 = -128500.622912 nChanged 3 SP:Iteration 50Q (1684.531359 sec): 3 clusters Score: Raw -132719.100140 + Penalty 4217.771499 = -128501.328641 nChanged 2 SP:Iteration 51Q (1684.656629 sec): 3 clusters Score: Raw -132719.738300 + Penalty 4217.771499 = -128501.966800 nChanged 1 SP:Iteration 52Q (1684.771638 sec): 3 clusters Score: Raw -132720.093780 + Penalty 4217.771499 = -128502.322280 nChanged 0 SP:Iteration 53F (1684.882085 sec): 3 clusters Score: Raw -132720.093780 + Penalty 4217.771499 = -128502.322280 nChanged 0 Trying to split cluster 3 (5116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1684.937576 sec): 2 clusters Score: Raw -229582.031043 + Penalty 2254.593835 = -227327.437208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1685.049640 sec): 3 clusters Score: Raw -227128.498044 + Penalty 4509.187670 = -222619.310374 nChanged 1903 SP:Iteration 1F (1685.176187 sec): 3 clusters Score: Raw -228221.381255 + Penalty 4509.187670 = -223712.193585 nChanged 380 SP:Iteration 2F (1685.280932 sec): 3 clusters Score: Raw -228450.681310 + Penalty 4509.187670 = -223941.493640 nChanged 262 SP:Iteration 3F (1685.386573 sec): 3 clusters Score: Raw -228609.095798 + Penalty 4509.187670 = -224099.908128 nChanged 191 SP:Iteration 4Q (1685.498352 sec): 3 clusters Score: Raw -228729.728523 + Penalty 4509.187670 = -224220.540853 nChanged 175 SP:Iteration 5Q (1685.610563 sec): 3 clusters Score: Raw -228830.134237 + Penalty 4509.187670 = -224320.946567 nChanged 150 SP:Iteration 6Q (1685.734046 sec): 3 clusters Score: Raw -228926.894752 + Penalty 4509.187670 = -224417.707082 nChanged 155 SP:Iteration 7Q (1685.862545 sec): 3 clusters Score: Raw -229019.172225 + Penalty 4509.187670 = -224509.984555 nChanged 141 SP:Iteration 8Q (1685.973793 sec): 3 clusters Score: Raw -229098.680262 + Penalty 4509.187670 = -224589.492592 nChanged 136 SP:Iteration 9Q (1686.081002 sec): 3 clusters Score: Raw -229185.545501 + Penalty 4509.187670 = -224676.357831 nChanged 155 SP:Iteration 10Q (1686.180043 sec): 3 clusters Score: Raw -229281.639724 + Penalty 4509.187670 = -224772.452054 nChanged 146 SP:Iteration 11Q (1686.300633 sec): 3 clusters Score: Raw -229373.656887 + Penalty 4509.187670 = -224864.469217 nChanged 141 SP:Iteration 12Q (1686.418059 sec): 3 clusters Score: Raw -229473.362702 + Penalty 4509.187670 = -224964.175032 nChanged 132 SP:Iteration 13Q (1686.549463 sec): 3 clusters Score: Raw -229574.990324 + Penalty 4509.187670 = -225065.802654 nChanged 138 SP:Iteration 14Q (1686.650796 sec): 3 clusters Score: Raw -229666.981989 + Penalty 4509.187670 = -225157.794319 nChanged 124 SP:Iteration 15Q (1686.768908 sec): 3 clusters Score: Raw -229749.445444 + Penalty 4509.187670 = -225240.257774 nChanged 126 SP:Iteration 16Q (1686.902920 sec): 3 clusters Score: Raw -229826.015213 + Penalty 4509.187670 = -225316.827543 nChanged 96 SP:Iteration 17Q (1687.022316 sec): 3 clusters Score: Raw -229882.062940 + Penalty 4509.187670 = -225372.875270 nChanged 88 SP:Iteration 18Q (1687.119865 sec): 3 clusters Score: Raw -229929.276186 + Penalty 4509.187670 = -225420.088516 nChanged 76 SP:Iteration 19Q (1687.234344 sec): 3 clusters Score: Raw -229971.985735 + Penalty 4509.187670 = -225462.798065 nChanged 71 SP:Iteration 20F (1687.365765 sec): 3 clusters Score: Raw -230013.724810 + Penalty 4509.187670 = -225504.537141 nChanged 68 SP:Iteration 21Q (1687.477813 sec): 3 clusters Score: Raw -230049.163745 + Penalty 4509.187670 = -225539.976075 nChanged 53 SP:Iteration 22Q (1687.597435 sec): 3 clusters Score: Raw -230075.761996 + Penalty 4509.187670 = -225566.574326 nChanged 58 SP:Iteration 23Q (1687.713749 sec): 3 clusters Score: Raw -230099.366468 + Penalty 4509.187670 = -225590.178798 nChanged 43 SP:Iteration 24Q (1687.830338 sec): 3 clusters Score: Raw -230118.138350 + Penalty 4509.187670 = -225608.950680 nChanged 45 SP:Iteration 25Q (1687.958953 sec): 3 clusters Score: Raw -230139.835508 + Penalty 4509.187670 = -225630.647838 nChanged 59 SP:Iteration 26Q (1688.060155 sec): 3 clusters Score: Raw -230166.060956 + Penalty 4509.187670 = -225656.873286 nChanged 41 SP:Iteration 27Q (1688.196402 sec): 3 clusters Score: Raw -230180.260729 + Penalty 4509.187670 = -225671.073059 nChanged 28 SP:Iteration 28Q (1688.302593 sec): 3 clusters Score: Raw -230190.060988 + Penalty 4509.187670 = -225680.873318 nChanged 23 SP:Iteration 29Q (1688.415833 sec): 3 clusters Score: Raw -230201.035865 + Penalty 4509.187670 = -225691.848195 nChanged 33 SP:Iteration 30Q (1688.524874 sec): 3 clusters Score: Raw -230215.992280 + Penalty 4509.187670 = -225706.804610 nChanged 31 SP:Iteration 31Q (1688.636912 sec): 3 clusters Score: Raw -230227.591563 + Penalty 4509.187670 = -225718.403893 nChanged 21 SP:Iteration 32Q (1688.747458 sec): 3 clusters Score: Raw -230233.875256 + Penalty 4509.187670 = -225724.687586 nChanged 22 SP:Iteration 33Q (1688.881590 sec): 3 clusters Score: Raw -230240.318134 + Penalty 4509.187670 = -225731.130464 nChanged 11 SP:Iteration 34Q (1688.970025 sec): 3 clusters Score: Raw -230244.461339 + Penalty 4509.187670 = -225735.273669 nChanged 17 SP:Iteration 35Q (1689.085253 sec): 3 clusters Score: Raw -230251.149564 + Penalty 4509.187670 = -225741.961894 nChanged 13 SP:Iteration 36Q (1689.201535 sec): 3 clusters Score: Raw -230257.204844 + Penalty 4509.187670 = -225748.017174 nChanged 15 SP:Iteration 37Q (1689.329793 sec): 3 clusters Score: Raw -230262.337241 + Penalty 4509.187670 = -225753.149571 nChanged 10 SP:Iteration 38Q (1689.439851 sec): 3 clusters Score: Raw -230266.187913 + Penalty 4509.187670 = -225757.000244 nChanged 11 SP:Iteration 39Q (1689.550756 sec): 3 clusters Score: Raw -230269.206256 + Penalty 4509.187670 = -225760.018586 nChanged 12 SP:Iteration 40F (1689.660484 sec): 3 clusters Score: Raw -230272.977200 + Penalty 4509.187670 = -225763.789530 nChanged 11 SP:Iteration 41Q (1689.770985 sec): 3 clusters Score: Raw -230275.224092 + Penalty 4509.187670 = -225766.036422 nChanged 3 SP:Iteration 42Q (1689.886372 sec): 3 clusters Score: Raw -230275.617015 + Penalty 4509.187670 = -225766.429345 nChanged 2 SP:Iteration 43Q (1690.014432 sec): 3 clusters Score: Raw -230276.022821 + Penalty 4509.187670 = -225766.835151 nChanged 1 SP:Iteration 44Q (1690.136274 sec): 3 clusters Score: Raw -230276.265262 + Penalty 4509.187670 = -225767.077592 nChanged 2 SP:Iteration 45Q (1690.277370 sec): 3 clusters Score: Raw -230276.954442 + Penalty 4509.187670 = -225767.766772 nChanged 3 SP:Iteration 46Q (1690.392224 sec): 3 clusters Score: Raw -230278.173558 + Penalty 4509.187670 = -225768.985888 nChanged 5 SP:Iteration 47Q (1690.501229 sec): 3 clusters Score: Raw -230279.601142 + Penalty 4509.187670 = -225770.413472 nChanged 4 SP:Iteration 48Q (1690.606535 sec): 3 clusters Score: Raw -230280.236761 + Penalty 4509.187670 = -225771.049091 nChanged 5 SP:Iteration 49Q (1690.706642 sec): 3 clusters Score: Raw -230281.289121 + Penalty 4509.187670 = -225772.101451 nChanged 2 SP:Iteration 50Q (1690.820033 sec): 3 clusters Score: Raw -230281.804031 + Penalty 4509.187670 = -225772.616361 nChanged 1 SP:Iteration 51Q (1690.924216 sec): 3 clusters Score: Raw -230281.871534 + Penalty 4509.187670 = -225772.683864 nChanged 0 SP:Iteration 52F (1691.046104 sec): 3 clusters Score: Raw -230281.871534 + Penalty 4509.187670 = -225772.683864 nChanged 0 Trying to split cluster 4 (31750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1691.206444 sec): 2 clusters Score: Raw -1467702.917039 + Penalty 2736.531073 = -1464966.385966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1691.402912 sec): 3 clusters Score: Raw -1448706.410058 + Penalty 5473.062146 = -1443233.347912 nChanged 14267 SP:Iteration 1F (1691.584045 sec): 3 clusters Score: Raw -1456733.391811 + Penalty 5473.062146 = -1451260.329665 nChanged 1855 SP:Iteration 2F (1691.780833 sec): 3 clusters Score: Raw -1457595.297668 + Penalty 5473.062146 = -1452122.235522 nChanged 1789 SP:Iteration 3F (1691.964178 sec): 3 clusters Score: Raw -1458521.479798 + Penalty 5473.062146 = -1453048.417652 nChanged 1830 SP:Iteration 4F (1692.152576 sec): 3 clusters Score: Raw -1459588.284404 + Penalty 5473.062146 = -1454115.222258 nChanged 1960 SP:Iteration 5F (1692.355791 sec): 3 clusters Score: Raw -1460907.556490 + Penalty 5473.062146 = -1455434.494344 nChanged 2032 SP:Iteration 6F (1692.532775 sec): 3 clusters Score: Raw -1462380.773483 + Penalty 5473.062146 = -1456907.711336 nChanged 1936 SP:Iteration 7F (1692.730764 sec): 3 clusters Score: Raw -1463891.810309 + Penalty 5473.062146 = -1458418.748163 nChanged 1679 SP:Iteration 8F (1692.933485 sec): 3 clusters Score: Raw -1465232.596688 + Penalty 5473.062146 = -1459759.534542 nChanged 1305 SP:Iteration 9Q (1693.123463 sec): 3 clusters Score: Raw -1466326.116432 + Penalty 5473.062146 = -1460853.054286 nChanged 876 SP:Iteration 10Q (1693.304013 sec): 3 clusters Score: Raw -1467040.283195 + Penalty 5473.062146 = -1461567.221049 nChanged 496 SP:Iteration 11Q (1693.514106 sec): 3 clusters Score: Raw -1467461.440793 + Penalty 5473.062146 = -1461988.378646 nChanged 272 SP:Iteration 12Q (1693.688818 sec): 3 clusters Score: Raw -1467692.492659 + Penalty 5473.062146 = -1462219.430513 nChanged 159 SP:Iteration 13Q (1693.856062 sec): 3 clusters Score: Raw -1467824.472893 + Penalty 5473.062146 = -1462351.410746 nChanged 103 SP:Iteration 14Q (1694.065101 sec): 3 clusters Score: Raw -1467920.951445 + Penalty 5473.062146 = -1462447.889299 nChanged 69 SP:Iteration 15Q (1694.221814 sec): 3 clusters Score: Raw -1467984.062105 + Penalty 5473.062146 = -1462510.999959 nChanged 56 SP:Iteration 16Q (1694.423139 sec): 3 clusters Score: Raw -1468033.521681 + Penalty 5473.062146 = -1462560.459535 nChanged 39 SP:Iteration 17Q (1694.592144 sec): 3 clusters Score: Raw -1468067.636918 + Penalty 5473.062146 = -1462594.574771 nChanged 30 SP:Iteration 18Q (1694.780144 sec): 3 clusters Score: Raw -1468091.636784 + Penalty 5473.062146 = -1462618.574637 nChanged 13 SP:Iteration 19Q (1694.937846 sec): 3 clusters Score: Raw -1468103.882575 + Penalty 5473.062146 = -1462630.820429 nChanged 12 SP:Iteration 20F (1695.126376 sec): 3 clusters Score: Raw -1468114.890338 + Penalty 5473.062146 = -1462641.828191 nChanged 9 SP:Iteration 21Q (1695.329440 sec): 3 clusters Score: Raw -1468122.259374 + Penalty 5473.062146 = -1462649.197228 nChanged 5 SP:Iteration 22Q (1695.514010 sec): 3 clusters Score: Raw -1468127.684637 + Penalty 5473.062146 = -1462654.622491 nChanged 9 SP:Iteration 23Q (1695.707361 sec): 3 clusters Score: Raw -1468134.290841 + Penalty 5473.062146 = -1462661.228695 nChanged 9 SP:Iteration 24Q (1695.901343 sec): 3 clusters Score: Raw -1468140.128679 + Penalty 5473.062146 = -1462667.066533 nChanged 4 SP:Iteration 25Q (1696.065512 sec): 3 clusters Score: Raw -1468142.824261 + Penalty 5473.062146 = -1462669.762115 nChanged 2 SP:Iteration 26Q (1696.258401 sec): 3 clusters Score: Raw -1468143.750455 + Penalty 5473.062146 = -1462670.688308 nChanged 2 SP:Iteration 27Q (1696.440148 sec): 3 clusters Score: Raw -1468144.456345 + Penalty 5473.062146 = -1462671.394199 nChanged 0 SP:Iteration 28F (1696.628772 sec): 3 clusters Score: Raw -1468144.456345 + Penalty 5473.062146 = -1462671.394199 nChanged 0 Trying to split cluster 5 (11031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1696.750834 sec): 2 clusters Score: Raw -445857.455856 + Penalty 2457.434699 = -443400.021156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1696.904031 sec): 3 clusters Score: Raw -440058.523617 + Penalty 4914.869399 = -435143.654219 nChanged 4585 SP:Iteration 1F (1697.015301 sec): 3 clusters Score: Raw -442949.424244 + Penalty 4914.869399 = -438034.554846 nChanged 892 SP:Iteration 2F (1697.151212 sec): 3 clusters Score: Raw -443652.947812 + Penalty 4914.869399 = -438738.078413 nChanged 819 SP:Iteration 3F (1697.260486 sec): 3 clusters Score: Raw -444330.341869 + Penalty 4914.869399 = -439415.472471 nChanged 708 SP:Iteration 4F (1697.399402 sec): 3 clusters Score: Raw -444827.659484 + Penalty 4914.869399 = -439912.790086 nChanged 626 SP:Iteration 5F (1697.538648 sec): 3 clusters Score: Raw -445235.490818 + Penalty 4914.869399 = -440320.621419 nChanged 525 SP:Iteration 6Q (1697.672719 sec): 3 clusters Score: Raw -445553.894904 + Penalty 4914.869399 = -440639.025505 nChanged 453 SP:Iteration 7Q (1697.821573 sec): 3 clusters Score: Raw -445821.612944 + Penalty 4914.869399 = -440906.743546 nChanged 371 SP:Iteration 8Q (1697.947384 sec): 3 clusters Score: Raw -446025.896933 + Penalty 4914.869399 = -441111.027535 nChanged 294 SP:Iteration 9Q (1698.117959 sec): 3 clusters Score: Raw -446153.477015 + Penalty 4914.869399 = -441238.607616 nChanged 230 SP:Iteration 10Q (1698.253201 sec): 3 clusters Score: Raw -446236.392977 + Penalty 4914.869399 = -441321.523579 nChanged 175 SP:Iteration 11Q (1698.377712 sec): 3 clusters Score: Raw -446297.479443 + Penalty 4914.869399 = -441382.610045 nChanged 161 SP:Iteration 12Q (1698.508521 sec): 3 clusters Score: Raw -446355.928848 + Penalty 4914.869399 = -441441.059449 nChanged 129 SP:Iteration 13Q (1698.661155 sec): 3 clusters Score: Raw -446393.828602 + Penalty 4914.869399 = -441478.959203 nChanged 105 SP:Iteration 14Q (1698.756261 sec): 3 clusters Score: Raw -446427.229297 + Penalty 4914.869399 = -441512.359899 nChanged 104 SP:Iteration 15Q (1698.915071 sec): 3 clusters Score: Raw -446458.034108 + Penalty 4914.869399 = -441543.164709 nChanged 93 SP:Iteration 16Q (1699.045222 sec): 3 clusters Score: Raw -446487.367067 + Penalty 4914.869399 = -441572.497669 nChanged 88 SP:Iteration 17Q (1699.192965 sec): 3 clusters Score: Raw -446514.826463 + Penalty 4914.869399 = -441599.957065 nChanged 81 SP:Iteration 18Q (1699.301460 sec): 3 clusters Score: Raw -446538.737293 + Penalty 4914.869399 = -441623.867894 nChanged 83 SP:Iteration 19Q (1699.450611 sec): 3 clusters Score: Raw -446566.037621 + Penalty 4914.869399 = -441651.168223 nChanged 88 SP:Iteration 20F (1699.600623 sec): 3 clusters Score: Raw -446595.190477 + Penalty 4914.869399 = -441680.321079 nChanged 80 SP:Iteration 21Q (1699.714373 sec): 3 clusters Score: Raw -446620.926307 + Penalty 4914.869399 = -441706.056908 nChanged 71 SP:Iteration 22Q (1699.858937 sec): 3 clusters Score: Raw -446642.170928 + Penalty 4914.869399 = -441727.301530 nChanged 76 SP:Iteration 23Q (1700.000881 sec): 3 clusters Score: Raw -446664.758658 + Penalty 4914.869399 = -441749.889259 nChanged 74 SP:Iteration 24Q (1700.116216 sec): 3 clusters Score: Raw -446682.361715 + Penalty 4914.869399 = -441767.492317 nChanged 57 SP:Iteration 25Q (1700.253232 sec): 3 clusters Score: Raw -446693.311963 + Penalty 4914.869399 = -441778.442565 nChanged 40 SP:Iteration 26Q (1700.399812 sec): 3 clusters Score: Raw -446703.289407 + Penalty 4914.869399 = -441788.420008 nChanged 30 SP:Iteration 27Q (1700.544132 sec): 3 clusters Score: Raw -446710.592059 + Penalty 4914.869399 = -441795.722661 nChanged 39 SP:Iteration 28Q (1700.659726 sec): 3 clusters Score: Raw -446718.300801 + Penalty 4914.869399 = -441803.431402 nChanged 37 SP:Iteration 29Q (1700.810651 sec): 3 clusters Score: Raw -446726.220468 + Penalty 4914.869399 = -441811.351070 nChanged 37 SP:Iteration 30Q (1700.951466 sec): 3 clusters Score: Raw -446733.021032 + Penalty 4914.869399 = -441818.151634 nChanged 26 SP:Iteration 31Q (1701.077562 sec): 3 clusters Score: Raw -446738.963676 + Penalty 4914.869399 = -441824.094277 nChanged 21 SP:Iteration 32Q (1701.240014 sec): 3 clusters Score: Raw -446743.437204 + Penalty 4914.869399 = -441828.567805 nChanged 18 SP:Iteration 33Q (1701.355734 sec): 3 clusters Score: Raw -446746.306017 + Penalty 4914.869399 = -441831.436618 nChanged 10 SP:Iteration 34Q (1701.494358 sec): 3 clusters Score: Raw -446749.001390 + Penalty 4914.869399 = -441834.131991 nChanged 13 SP:Iteration 35Q (1701.631752 sec): 3 clusters Score: Raw -446751.292546 + Penalty 4914.869399 = -441836.423147 nChanged 10 SP:Iteration 36Q (1701.763084 sec): 3 clusters Score: Raw -446752.810904 + Penalty 4914.869399 = -441837.941505 nChanged 9 SP:Iteration 37Q (1701.893150 sec): 3 clusters Score: Raw -446754.631329 + Penalty 4914.869399 = -441839.761930 nChanged 10 SP:Iteration 38Q (1702.025499 sec): 3 clusters Score: Raw -446756.035649 + Penalty 4914.869399 = -441841.166251 nChanged 3 SP:Iteration 39Q (1702.160071 sec): 3 clusters Score: Raw -446756.713446 + Penalty 4914.869399 = -441841.844047 nChanged 7 SP:Iteration 40F (1702.307306 sec): 3 clusters Score: Raw -446758.037524 + Penalty 4914.869399 = -441843.168125 nChanged 11 SP:Iteration 41Q (1702.456894 sec): 3 clusters Score: Raw -446759.979608 + Penalty 4914.869399 = -441845.110210 nChanged 7 SP:Iteration 42Q (1702.576506 sec): 3 clusters Score: Raw -446762.211486 + Penalty 4914.869399 = -441847.342087 nChanged 9 SP:Iteration 43Q (1702.715279 sec): 3 clusters Score: Raw -446763.756485 + Penalty 4914.869399 = -441848.887086 nChanged 8 SP:Iteration 44Q (1702.833859 sec): 3 clusters Score: Raw -446764.564483 + Penalty 4914.869399 = -441849.695085 nChanged 6 SP:Iteration 45Q (1702.982043 sec): 3 clusters Score: Raw -446765.454571 + Penalty 4914.869399 = -441850.585173 nChanged 6 SP:Iteration 46Q (1703.106135 sec): 3 clusters Score: Raw -446766.540091 + Penalty 4914.869399 = -441851.670693 nChanged 7 SP:Iteration 47Q (1703.224056 sec): 3 clusters Score: Raw -446767.774886 + Penalty 4914.869399 = -441852.905488 nChanged 7 SP:Iteration 48Q (1703.355610 sec): 3 clusters Score: Raw -446768.988810 + Penalty 4914.869399 = -441854.119411 nChanged 9 SP:Iteration 49Q (1703.513134 sec): 3 clusters Score: Raw -446770.177858 + Penalty 4914.869399 = -441855.308459 nChanged 7 SP:Iteration 50Q (1703.639927 sec): 3 clusters Score: Raw -446770.925385 + Penalty 4914.869399 = -441856.055986 nChanged 4 SP:Iteration 51Q (1703.774635 sec): 3 clusters Score: Raw -446771.489979 + Penalty 4914.869399 = -441856.620580 nChanged 6 SP:Iteration 52Q (1703.917746 sec): 3 clusters Score: Raw -446772.698401 + Penalty 4914.869399 = -441857.829002 nChanged 7 SP:Iteration 53Q (1704.032703 sec): 3 clusters Score: Raw -446774.233294 + Penalty 4914.869399 = -441859.363895 nChanged 5 SP:Iteration 54Q (1704.197263 sec): 3 clusters Score: Raw -446774.873001 + Penalty 4914.869399 = -441860.003603 nChanged 2 SP:Iteration 55Q (1704.316878 sec): 3 clusters Score: Raw -446775.238827 + Penalty 4914.869399 = -441860.369429 nChanged 2 SP:Iteration 56Q (1704.459646 sec): 3 clusters Score: Raw -446775.469840 + Penalty 4914.869399 = -441860.600441 nChanged 2 SP:Iteration 57Q (1704.613399 sec): 3 clusters Score: Raw -446775.725639 + Penalty 4914.869399 = -441860.856241 nChanged 3 SP:Iteration 58Q (1704.735240 sec): 3 clusters Score: Raw -446776.141334 + Penalty 4914.869399 = -441861.271935 nChanged 1 SP:Iteration 59Q (1704.867433 sec): 3 clusters Score: Raw -446776.194270 + Penalty 4914.869399 = -441861.324872 nChanged 3 SP:Iteration 60F (1705.014129 sec): 3 clusters Score: Raw -446776.552581 + Penalty 4914.869399 = -441861.683183 nChanged 3 SP:Iteration 61Q (1705.159833 sec): 3 clusters Score: Raw -446777.159299 + Penalty 4914.869399 = -441862.289901 nChanged 7 SP:Iteration 62Q (1705.302592 sec): 3 clusters Score: Raw -446778.638265 + Penalty 4914.869399 = -441863.768867 nChanged 5 SP:Iteration 63Q (1705.427120 sec): 3 clusters Score: Raw -446779.470048 + Penalty 4914.869399 = -441864.600650 nChanged 6 SP:Iteration 64Q (1705.565494 sec): 3 clusters Score: Raw -446780.083457 + Penalty 4914.869399 = -441865.214058 nChanged 6 SP:Iteration 65Q (1705.696026 sec): 3 clusters Score: Raw -446780.705117 + Penalty 4914.869399 = -441865.835719 nChanged 3 SP:Iteration 66Q (1705.836255 sec): 3 clusters Score: Raw -446781.074893 + Penalty 4914.869399 = -441866.205494 nChanged 3 SP:Iteration 67Q (1705.948811 sec): 3 clusters Score: Raw -446781.415983 + Penalty 4914.869399 = -441866.546584 nChanged 3 SP:Iteration 68Q (1706.082230 sec): 3 clusters Score: Raw -446781.882879 + Penalty 4914.869399 = -441867.013481 nChanged 5 SP:Iteration 69Q (1706.231794 sec): 3 clusters Score: Raw -446782.604552 + Penalty 4914.869399 = -441867.735153 nChanged 5 SP:Iteration 70Q (1706.385375 sec): 3 clusters Score: Raw -446783.218788 + Penalty 4914.869399 = -441868.349389 nChanged 3 SP:Iteration 71Q (1706.514947 sec): 3 clusters Score: Raw -446783.530339 + Penalty 4914.869399 = -441868.660940 nChanged 2 SP:Iteration 72Q (1706.661294 sec): 3 clusters Score: Raw -446783.763535 + Penalty 4914.869399 = -441868.894136 nChanged 3 SP:Iteration 73Q (1706.793229 sec): 3 clusters Score: Raw -446784.034295 + Penalty 4914.869399 = -441869.164896 nChanged 2 SP:Iteration 74Q (1706.938002 sec): 3 clusters Score: Raw -446784.353820 + Penalty 4914.869399 = -441869.484421 nChanged 0 SP:Iteration 75F (1707.050601 sec): 3 clusters Score: Raw -446784.353820 + Penalty 4914.869399 = -441869.484421 nChanged 0 Trying to split cluster 6 (6300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1707.144438 sec): 2 clusters Score: Raw -287682.582964 + Penalty 2309.552497 = -285373.030467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1707.252790 sec): 3 clusters Score: Raw -284523.351511 + Penalty 4619.104994 = -279904.246518 nChanged 2504 SP:Iteration 1F (1707.362794 sec): 3 clusters Score: Raw -286047.428929 + Penalty 4619.104994 = -281428.323935 nChanged 546 SP:Iteration 2F (1707.500640 sec): 3 clusters Score: Raw -286472.361712 + Penalty 4619.104994 = -281853.256719 nChanged 407 SP:Iteration 3F (1707.622734 sec): 3 clusters Score: Raw -286790.158324 + Penalty 4619.104994 = -282171.053331 nChanged 352 SP:Iteration 4F (1707.753757 sec): 3 clusters Score: Raw -287087.010723 + Penalty 4619.104994 = -282467.905729 nChanged 324 SP:Iteration 5F (1707.843272 sec): 3 clusters Score: Raw -287381.830403 + Penalty 4619.104994 = -282762.725409 nChanged 315 SP:Iteration 6Q (1707.950087 sec): 3 clusters Score: Raw -287686.527253 + Penalty 4619.104994 = -283067.422259 nChanged 294 SP:Iteration 7Q (1708.067670 sec): 3 clusters Score: Raw -287933.285024 + Penalty 4619.104994 = -283314.180030 nChanged 267 SP:Iteration 8Q (1708.199779 sec): 3 clusters Score: Raw -288141.434059 + Penalty 4619.104994 = -283522.329065 nChanged 229 SP:Iteration 9Q (1708.334568 sec): 3 clusters Score: Raw -288304.193726 + Penalty 4619.104994 = -283685.088732 nChanged 170 SP:Iteration 10Q (1708.453613 sec): 3 clusters Score: Raw -288418.795230 + Penalty 4619.104994 = -283799.690237 nChanged 149 SP:Iteration 11Q (1708.578679 sec): 3 clusters Score: Raw -288510.575161 + Penalty 4619.104994 = -283891.470167 nChanged 136 SP:Iteration 12Q (1708.715854 sec): 3 clusters Score: Raw -288594.867767 + Penalty 4619.104994 = -283975.762774 nChanged 117 SP:Iteration 13Q (1708.837076 sec): 3 clusters Score: Raw -288658.775081 + Penalty 4619.104994 = -284039.670088 nChanged 102 SP:Iteration 14Q (1708.934972 sec): 3 clusters Score: Raw -288716.509434 + Penalty 4619.104994 = -284097.404440 nChanged 103 SP:Iteration 15Q (1709.050057 sec): 3 clusters Score: Raw -288789.917613 + Penalty 4619.104994 = -284170.812619 nChanged 107 SP:Iteration 16Q (1709.170267 sec): 3 clusters Score: Raw -288860.933034 + Penalty 4619.104994 = -284241.828040 nChanged 106 SP:Iteration 17Q (1709.306841 sec): 3 clusters Score: Raw -288923.997836 + Penalty 4619.104994 = -284304.892843 nChanged 81 SP:Iteration 18Q (1709.405014 sec): 3 clusters Score: Raw -288965.793715 + Penalty 4619.104994 = -284346.688721 nChanged 54 SP:Iteration 19Q (1709.521722 sec): 3 clusters Score: Raw -288998.563564 + Penalty 4619.104994 = -284379.458570 nChanged 52 SP:Iteration 20F (1709.662335 sec): 3 clusters Score: Raw -289028.884352 + Penalty 4619.104994 = -284409.779359 nChanged 49 SP:Iteration 21Q (1709.766101 sec): 3 clusters Score: Raw -289062.115553 + Penalty 4619.104994 = -284443.010559 nChanged 43 SP:Iteration 22Q (1709.898796 sec): 3 clusters Score: Raw -289085.150933 + Penalty 4619.104994 = -284466.045939 nChanged 36 SP:Iteration 23Q (1710.004106 sec): 3 clusters Score: Raw -289099.293359 + Penalty 4619.104994 = -284480.188365 nChanged 25 SP:Iteration 24Q (1710.126858 sec): 3 clusters Score: Raw -289105.814695 + Penalty 4619.104994 = -284486.709701 nChanged 19 SP:Iteration 25Q (1710.268533 sec): 3 clusters Score: Raw -289112.011172 + Penalty 4619.104994 = -284492.906178 nChanged 14 SP:Iteration 26Q (1710.392119 sec): 3 clusters Score: Raw -289116.178584 + Penalty 4619.104994 = -284497.073590 nChanged 9 SP:Iteration 27Q (1710.502671 sec): 3 clusters Score: Raw -289119.226454 + Penalty 4619.104994 = -284500.121460 nChanged 14 SP:Iteration 28Q (1710.636185 sec): 3 clusters Score: Raw -289123.027969 + Penalty 4619.104994 = -284503.922975 nChanged 8 SP:Iteration 29Q (1710.762557 sec): 3 clusters Score: Raw -289126.133418 + Penalty 4619.104994 = -284507.028424 nChanged 6 SP:Iteration 30Q (1710.869376 sec): 3 clusters Score: Raw -289128.102846 + Penalty 4619.104994 = -284508.997852 nChanged 5 SP:Iteration 31Q (1710.983284 sec): 3 clusters Score: Raw -289129.184392 + Penalty 4619.104994 = -284510.079399 nChanged 5 SP:Iteration 32Q (1711.098353 sec): 3 clusters Score: Raw -289130.221881 + Penalty 4619.104994 = -284511.116888 nChanged 3 SP:Iteration 33Q (1711.217835 sec): 3 clusters Score: Raw -289131.328053 + Penalty 4619.104994 = -284512.223060 nChanged 3 SP:Iteration 34Q (1711.337961 sec): 3 clusters Score: Raw -289132.345180 + Penalty 4619.104994 = -284513.240187 nChanged 4 SP:Iteration 35Q (1711.451926 sec): 3 clusters Score: Raw -289133.529984 + Penalty 4619.104994 = -284514.424990 nChanged 1 SP:Iteration 36Q (1711.580065 sec): 3 clusters Score: Raw -289133.901397 + Penalty 4619.104994 = -284514.796403 nChanged 0 SP:Iteration 37F (1711.709378 sec): 3 clusters Score: Raw -289133.901397 + Penalty 4619.104994 = -284514.796403 nChanged 0 Trying to split cluster 7 (9270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1711.801258 sec): 2 clusters Score: Raw -471545.346362 + Penalty 2411.518206 = -469133.828157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1711.897849 sec): 3 clusters Score: Raw -466674.309021 + Penalty 4823.036412 = -461851.272610 nChanged 3839 SP:Iteration 1F (1712.030679 sec): 3 clusters Score: Raw -468680.102711 + Penalty 4823.036412 = -463857.066299 nChanged 592 SP:Iteration 2F (1712.187398 sec): 3 clusters Score: Raw -468957.260711 + Penalty 4823.036412 = -464134.224299 nChanged 427 SP:Iteration 3Q (1712.303586 sec): 3 clusters Score: Raw -469153.580519 + Penalty 4823.036412 = -464330.544108 nChanged 357 SP:Iteration 4Q (1712.430946 sec): 3 clusters Score: Raw -469309.440899 + Penalty 4823.036412 = -464486.404488 nChanged 334 SP:Iteration 5Q (1712.552841 sec): 3 clusters Score: Raw -469441.881713 + Penalty 4823.036412 = -464618.845302 nChanged 288 SP:Iteration 6Q (1712.678360 sec): 3 clusters Score: Raw -469564.523525 + Penalty 4823.036412 = -464741.487114 nChanged 291 SP:Iteration 7Q (1712.809184 sec): 3 clusters Score: Raw -469694.161113 + Penalty 4823.036412 = -464871.124701 nChanged 292 SP:Iteration 8Q (1712.970335 sec): 3 clusters Score: Raw -469839.304369 + Penalty 4823.036412 = -465016.267958 nChanged 307 SP:Iteration 9Q (1713.090381 sec): 3 clusters Score: Raw -469993.379878 + Penalty 4823.036412 = -465170.343466 nChanged 301 SP:Iteration 10Q (1713.204837 sec): 3 clusters Score: Raw -470168.657563 + Penalty 4823.036412 = -465345.621152 nChanged 312 SP:Iteration 11Q (1713.324394 sec): 3 clusters Score: Raw -470357.397416 + Penalty 4823.036412 = -465534.361005 nChanged 286 SP:Iteration 12Q (1713.494008 sec): 3 clusters Score: Raw -470533.214257 + Penalty 4823.036412 = -465710.177846 nChanged 270 SP:Iteration 13Q (1713.618212 sec): 3 clusters Score: Raw -470708.518210 + Penalty 4823.036412 = -465885.481798 nChanged 252 SP:Iteration 14Q (1713.747424 sec): 3 clusters Score: Raw -470877.373752 + Penalty 4823.036412 = -466054.337340 nChanged 224 SP:Iteration 15Q (1713.848797 sec): 3 clusters Score: Raw -471030.384198 + Penalty 4823.036412 = -466207.347786 nChanged 201 SP:Iteration 16Q (1714.004492 sec): 3 clusters Score: Raw -471159.358290 + Penalty 4823.036412 = -466336.321878 nChanged 172 SP:Iteration 17Q (1714.123558 sec): 3 clusters Score: Raw -471276.763436 + Penalty 4823.036412 = -466453.727025 nChanged 133 SP:Iteration 18Q (1714.237642 sec): 3 clusters Score: Raw -471369.079358 + Penalty 4823.036412 = -466546.042946 nChanged 109 SP:Iteration 19Q (1714.375529 sec): 3 clusters Score: Raw -471446.356062 + Penalty 4823.036412 = -466623.319651 nChanged 108 SP:Iteration 20F (1714.509262 sec): 3 clusters Score: Raw -471530.956801 + Penalty 4823.036412 = -466707.920389 nChanged 79 SP:Iteration 21Q (1714.615508 sec): 3 clusters Score: Raw -471583.185323 + Penalty 4823.036412 = -466760.148911 nChanged 71 SP:Iteration 22Q (1714.734787 sec): 3 clusters Score: Raw -471631.313471 + Penalty 4823.036412 = -466808.277059 nChanged 59 SP:Iteration 23Q (1714.855133 sec): 3 clusters Score: Raw -471672.798411 + Penalty 4823.036412 = -466849.761999 nChanged 54 SP:Iteration 24Q (1715.001956 sec): 3 clusters Score: Raw -471712.237745 + Penalty 4823.036412 = -466889.201333 nChanged 47 SP:Iteration 25Q (1715.135174 sec): 3 clusters Score: Raw -471746.029705 + Penalty 4823.036412 = -466922.993293 nChanged 42 SP:Iteration 26Q (1715.241266 sec): 3 clusters Score: Raw -471774.165073 + Penalty 4823.036412 = -466951.128661 nChanged 31 SP:Iteration 27Q (1715.362867 sec): 3 clusters Score: Raw -471793.471358 + Penalty 4823.036412 = -466970.434947 nChanged 29 SP:Iteration 28Q (1715.506339 sec): 3 clusters Score: Raw -471810.327036 + Penalty 4823.036412 = -466987.290624 nChanged 16 SP:Iteration 29Q (1715.614013 sec): 3 clusters Score: Raw -471820.005524 + Penalty 4823.036412 = -466996.969113 nChanged 16 SP:Iteration 30Q (1715.737943 sec): 3 clusters Score: Raw -471830.402016 + Penalty 4823.036412 = -467007.365604 nChanged 18 SP:Iteration 31Q (1715.854823 sec): 3 clusters Score: Raw -471839.009669 + Penalty 4823.036412 = -467015.973257 nChanged 10 SP:Iteration 32Q (1715.996109 sec): 3 clusters Score: Raw -471843.938732 + Penalty 4823.036412 = -467020.902320 nChanged 6 SP:Iteration 33Q (1716.114206 sec): 3 clusters Score: Raw -471846.597078 + Penalty 4823.036412 = -467023.560667 nChanged 4 SP:Iteration 34Q (1716.225008 sec): 3 clusters Score: Raw -471848.929092 + Penalty 4823.036412 = -467025.892680 nChanged 1 SP:Iteration 35Q (1716.337674 sec): 3 clusters Score: Raw -471849.367041 + Penalty 4823.036412 = -467026.330629 nChanged 0 SP:Iteration 36F (1716.475595 sec): 3 clusters Score: Raw -471849.367041 + Penalty 4823.036412 = -467026.330629 nChanged 0 Time taken for this iteration:171.359814 seconds. 9->7 Clusters: Score -2918669.487465, best is -2919496.199812 Starting from 10 clusters... ------ Clustering full data set of 66413 points ------ SP: Assigned 10 initial classes randomly. Deleting Class 6 (6504 points): Lose 899.804836 but Gain 2931.363098 Iteration 0F (1717.624201 sec): 9 clusters Score: Raw -2728073.226841 + Penalty 23450.904786 = -2704622.322055 nChanged 56048 Iteration 1F (1718.663587 sec): 9 clusters Score: Raw -2815981.968556 + Penalty 23450.904786 = -2792531.063770 nChanged 16577 Iteration 2F (1719.707287 sec): 9 clusters Score: Raw -2851001.046577 + Penalty 23450.904786 = -2827550.141791 nChanged 17382 Iteration 3F (1720.704162 sec): 9 clusters Score: Raw -2881934.420834 + Penalty 23450.904786 = -2858483.516048 nChanged 14503 Iteration 4F (1721.722896 sec): 9 clusters Score: Raw -2901255.485009 + Penalty 23450.904786 = -2877804.580223 nChanged 10713 Iteration 5F (1722.744429 sec): 9 clusters Score: Raw -2913050.458560 + Penalty 23450.904786 = -2889599.553774 nChanged 7730 Iteration 6F (1723.760930 sec): 9 clusters Score: Raw -2920159.972841 + Penalty 23450.904786 = -2896709.068055 nChanged 5487 Iteration 7F (1724.805056 sec): 9 clusters Score: Raw -2924671.386641 + Penalty 23450.904786 = -2901220.481855 nChanged 4231 Iteration 8F (1725.805938 sec): 9 clusters Score: Raw -2927700.570168 + Penalty 23450.904786 = -2904249.665382 nChanged 3253 Iteration 9Q (1726.693497 sec): 9 clusters Score: Raw -2929882.157799 + Penalty 23450.904786 = -2906431.253013 nChanged 2674 Iteration 10Q (1727.553535 sec): 9 clusters Score: Raw -2931694.378001 + Penalty 23450.904786 = -2908243.473215 nChanged 2328 Iteration 11Q (1728.405219 sec): 9 clusters Score: Raw -2933100.012633 + Penalty 23450.904786 = -2909649.107847 nChanged 1953 Iteration 12Q (1729.256488 sec): 9 clusters Score: Raw -2933994.952559 + Penalty 23450.904786 = -2910544.047773 nChanged 1675 Iteration 13Q (1730.100149 sec): 9 clusters Score: Raw -2934663.199392 + Penalty 23450.904786 = -2911212.294606 nChanged 1435 Iteration 14Q (1730.955820 sec): 9 clusters Score: Raw -2935196.907024 + Penalty 23450.904786 = -2911746.002238 nChanged 1217 Iteration 15Q (1731.782505 sec): 9 clusters Score: Raw -2935620.154174 + Penalty 23450.904786 = -2912169.249388 nChanged 1097 Iteration 16Q (1732.580963 sec): 9 clusters Score: Raw -2935997.819687 + Penalty 23450.904786 = -2912546.914901 nChanged 1002 Iteration 17Q (1733.407692 sec): 9 clusters Score: Raw -2936315.025884 + Penalty 23450.904786 = -2912864.121098 nChanged 848 Iteration 18Q (1734.245962 sec): 9 clusters Score: Raw -2936580.187859 + Penalty 23450.904786 = -2913129.283073 nChanged 815 Iteration 19Q (1735.098356 sec): 9 clusters Score: Raw -2936834.737493 + Penalty 23450.904786 = -2913383.832707 nChanged 750 Writing temp clu file Because OldScore, -2913129.283073, is greater than current (better) Score,-2913383.832707 Compute initial score before splitting: Score: Raw -2936834.737493 + Penalty 23450.904786 = -2913383.832707 Trying to split cluster 1 (7028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1735.266832 sec): 2 clusters Score: Raw -353909.179143 + Penalty 2338.421567 = -351570.757576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1735.393027 sec): 3 clusters Score: Raw -350313.509318 + Penalty 4676.843133 = -345636.666185 nChanged 2798 SP:Iteration 1F (1735.500994 sec): 3 clusters Score: Raw -351888.678573 + Penalty 4676.843133 = -347211.835439 nChanged 504 SP:Iteration 2F (1735.617329 sec): 3 clusters Score: Raw -352176.643544 + Penalty 4676.843133 = -347499.800411 nChanged 359 SP:Iteration 3F (1735.741141 sec): 3 clusters Score: Raw -352370.510270 + Penalty 4676.843133 = -347693.667137 nChanged 288 SP:Iteration 4Q (1735.883360 sec): 3 clusters Score: Raw -352500.676741 + Penalty 4676.843133 = -347823.833608 nChanged 223 SP:Iteration 5Q (1736.011835 sec): 3 clusters Score: Raw -352612.905192 + Penalty 4676.843133 = -347936.062059 nChanged 207 SP:Iteration 6Q (1736.128532 sec): 3 clusters Score: Raw -352726.617223 + Penalty 4676.843133 = -348049.774090 nChanged 210 SP:Iteration 7Q (1736.238483 sec): 3 clusters Score: Raw -352839.461753 + Penalty 4676.843133 = -348162.618620 nChanged 179 SP:Iteration 8Q (1736.373296 sec): 3 clusters Score: Raw -352939.189546 + Penalty 4676.843133 = -348262.346413 nChanged 175 SP:Iteration 9Q (1736.469442 sec): 3 clusters Score: Raw -353045.249799 + Penalty 4676.843133 = -348368.406666 nChanged 195 SP:Iteration 10Q (1736.596073 sec): 3 clusters Score: Raw -353154.023320 + Penalty 4676.843133 = -348477.180186 nChanged 166 SP:Iteration 11Q (1736.710748 sec): 3 clusters Score: Raw -353247.370833 + Penalty 4676.843133 = -348570.527700 nChanged 160 SP:Iteration 12Q (1736.831824 sec): 3 clusters Score: Raw -353328.420729 + Penalty 4676.843133 = -348651.577595 nChanged 136 SP:Iteration 13Q (1736.930716 sec): 3 clusters Score: Raw -353401.470002 + Penalty 4676.843133 = -348724.626869 nChanged 128 SP:Iteration 14Q (1737.072876 sec): 3 clusters Score: Raw -353473.907967 + Penalty 4676.843133 = -348797.064833 nChanged 131 SP:Iteration 15Q (1737.173116 sec): 3 clusters Score: Raw -353561.027834 + Penalty 4676.843133 = -348884.184701 nChanged 132 SP:Iteration 16Q (1737.268020 sec): 3 clusters Score: Raw -353638.233120 + Penalty 4676.843133 = -348961.389987 nChanged 138 SP:Iteration 17Q (1737.401017 sec): 3 clusters Score: Raw -353734.502176 + Penalty 4676.843133 = -349057.659043 nChanged 162 SP:Iteration 18Q (1737.528293 sec): 3 clusters Score: Raw -353836.789984 + Penalty 4676.843133 = -349159.946851 nChanged 133 SP:Iteration 19Q (1737.633721 sec): 3 clusters Score: Raw -353916.057193 + Penalty 4676.843133 = -349239.214060 nChanged 121 SP:Iteration 20F (1737.770149 sec): 3 clusters Score: Raw -353992.354675 + Penalty 4676.843133 = -349315.511542 nChanged 105 SP:Iteration 21Q (1737.896852 sec): 3 clusters Score: Raw -354043.865529 + Penalty 4676.843133 = -349367.022396 nChanged 78 SP:Iteration 22Q (1737.997833 sec): 3 clusters Score: Raw -354075.543764 + Penalty 4676.843133 = -349398.700631 nChanged 56 SP:Iteration 23Q (1738.143320 sec): 3 clusters Score: Raw -354099.759209 + Penalty 4676.843133 = -349422.916075 nChanged 49 SP:Iteration 24Q (1738.265631 sec): 3 clusters Score: Raw -354117.869961 + Penalty 4676.843133 = -349441.026828 nChanged 44 SP:Iteration 25Q (1738.389881 sec): 3 clusters Score: Raw -354132.673959 + Penalty 4676.843133 = -349455.830825 nChanged 29 SP:Iteration 26Q (1738.497715 sec): 3 clusters Score: Raw -354143.267726 + Penalty 4676.843133 = -349466.424592 nChanged 20 SP:Iteration 27Q (1738.618990 sec): 3 clusters Score: Raw -354149.100357 + Penalty 4676.843133 = -349472.257224 nChanged 17 SP:Iteration 28Q (1738.723370 sec): 3 clusters Score: Raw -354155.681854 + Penalty 4676.843133 = -349478.838720 nChanged 19 SP:Iteration 29Q (1738.848073 sec): 3 clusters Score: Raw -354164.009056 + Penalty 4676.843133 = -349487.165923 nChanged 18 SP:Iteration 30Q (1738.953561 sec): 3 clusters Score: Raw -354170.021726 + Penalty 4676.843133 = -349493.178593 nChanged 18 SP:Iteration 31Q (1739.078246 sec): 3 clusters Score: Raw -354176.664208 + Penalty 4676.843133 = -349499.821075 nChanged 17 SP:Iteration 32Q (1739.190000 sec): 3 clusters Score: Raw -354184.791919 + Penalty 4676.843133 = -349507.948786 nChanged 14 SP:Iteration 33Q (1739.327560 sec): 3 clusters Score: Raw -354189.589605 + Penalty 4676.843133 = -349512.746472 nChanged 11 SP:Iteration 34Q (1739.444074 sec): 3 clusters Score: Raw -354192.647970 + Penalty 4676.843133 = -349515.804836 nChanged 16 SP:Iteration 35Q (1739.571115 sec): 3 clusters Score: Raw -354198.784684 + Penalty 4676.843133 = -349521.941551 nChanged 14 SP:Iteration 36Q (1739.684852 sec): 3 clusters Score: Raw -354203.112295 + Penalty 4676.843133 = -349526.269162 nChanged 9 SP:Iteration 37Q (1739.786636 sec): 3 clusters Score: Raw -354206.104696 + Penalty 4676.843133 = -349529.261563 nChanged 8 SP:Iteration 38Q (1739.906880 sec): 3 clusters Score: Raw -354208.331220 + Penalty 4676.843133 = -349531.488087 nChanged 3 SP:Iteration 39Q (1740.044317 sec): 3 clusters Score: Raw -354209.117303 + Penalty 4676.843133 = -349532.274170 nChanged 1 SP:Iteration 40F (1740.154431 sec): 3 clusters Score: Raw -354209.506282 + Penalty 4676.843133 = -349532.663149 nChanged 3 SP:Iteration 41Q (1740.268682 sec): 3 clusters Score: Raw -354210.212860 + Penalty 4676.843133 = -349533.369727 nChanged 3 SP:Iteration 42Q (1740.411526 sec): 3 clusters Score: Raw -354210.712174 + Penalty 4676.843133 = -349533.869041 nChanged 2 SP:Iteration 43Q (1740.505761 sec): 3 clusters Score: Raw -354211.205394 + Penalty 4676.843133 = -349534.362261 nChanged 4 SP:Iteration 44Q (1740.637056 sec): 3 clusters Score: Raw -354213.069914 + Penalty 4676.843133 = -349536.226780 nChanged 3 SP:Iteration 45Q (1740.771625 sec): 3 clusters Score: Raw -354213.814337 + Penalty 4676.843133 = -349536.971204 nChanged 3 SP:Iteration 46Q (1740.890601 sec): 3 clusters Score: Raw -354214.424327 + Penalty 4676.843133 = -349537.581194 nChanged 2 SP:Iteration 47Q (1741.027081 sec): 3 clusters Score: Raw -354214.657760 + Penalty 4676.843133 = -349537.814627 nChanged 1 SP:Iteration 48Q (1741.140891 sec): 3 clusters Score: Raw -354214.837261 + Penalty 4676.843133 = -349537.994127 nChanged 3 SP:Iteration 49Q (1741.263211 sec): 3 clusters Score: Raw -354215.831546 + Penalty 4676.843133 = -349538.988413 nChanged 4 SP:Iteration 50Q (1741.370443 sec): 3 clusters Score: Raw -354216.674676 + Penalty 4676.843133 = -349539.831542 nChanged 3 SP:Iteration 51Q (1741.518882 sec): 3 clusters Score: Raw -354217.155057 + Penalty 4676.843133 = -349540.311924 nChanged 1 SP:Iteration 52Q (1741.640917 sec): 3 clusters Score: Raw -354217.264812 + Penalty 4676.843133 = -349540.421678 nChanged 1 SP:Iteration 53Q (1741.750998 sec): 3 clusters Score: Raw -354217.328122 + Penalty 4676.843133 = -349540.484989 nChanged 0 SP:Iteration 54F (1741.880749 sec): 3 clusters Score: Raw -354217.328122 + Penalty 4676.843133 = -349540.484989 nChanged 0 Trying to split cluster 2 (2286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1741.955573 sec): 2 clusters Score: Raw -104554.142479 + Penalty 2041.923535 = -102512.218944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1742.064657 sec): 3 clusters Score: Raw -103679.695079 + Penalty 4083.847070 = -99595.848009 nChanged 732 SP:Iteration 1F (1742.159632 sec): 3 clusters Score: Raw -104190.228018 + Penalty 4083.847070 = -100106.380948 nChanged 161 SP:Iteration 2F (1742.270332 sec): 3 clusters Score: Raw -104329.116431 + Penalty 4083.847070 = -100245.269361 nChanged 99 SP:Iteration 3Q (1742.376449 sec): 3 clusters Score: Raw -104406.103224 + Penalty 4083.847070 = -100322.256154 nChanged 59 SP:Iteration 4Q (1742.481617 sec): 3 clusters Score: Raw -104450.457817 + Penalty 4083.847070 = -100366.610747 nChanged 40 SP:Iteration 5Q (1742.588498 sec): 3 clusters Score: Raw -104477.819439 + Penalty 4083.847070 = -100393.972369 nChanged 28 SP:Iteration 6Q (1742.698709 sec): 3 clusters Score: Raw -104499.470627 + Penalty 4083.847070 = -100415.623558 nChanged 32 SP:Iteration 7Q (1742.788859 sec): 3 clusters Score: Raw -104524.447529 + Penalty 4083.847070 = -100440.600459 nChanged 30 SP:Iteration 8Q (1742.924926 sec): 3 clusters Score: Raw -104543.522433 + Penalty 4083.847070 = -100459.675364 nChanged 12 SP:Iteration 9Q (1743.025018 sec): 3 clusters Score: Raw -104550.081508 + Penalty 4083.847070 = -100466.234438 nChanged 11 SP:Iteration 10Q (1743.135886 sec): 3 clusters Score: Raw -104558.026044 + Penalty 4083.847070 = -100474.178974 nChanged 19 SP:Iteration 11Q (1743.275404 sec): 3 clusters Score: Raw -104570.653378 + Penalty 4083.847070 = -100486.806308 nChanged 11 SP:Iteration 12Q (1743.373046 sec): 3 clusters Score: Raw -104576.424092 + Penalty 4083.847070 = -100492.577022 nChanged 6 SP:Iteration 13Q (1743.484677 sec): 3 clusters Score: Raw -104581.768569 + Penalty 4083.847070 = -100497.921499 nChanged 9 SP:Iteration 14Q (1743.571032 sec): 3 clusters Score: Raw -104587.346357 + Penalty 4083.847070 = -100503.499288 nChanged 6 SP:Iteration 15Q (1743.685792 sec): 3 clusters Score: Raw -104590.808977 + Penalty 4083.847070 = -100506.961907 nChanged 4 SP:Iteration 16Q (1743.798791 sec): 3 clusters Score: Raw -104593.315986 + Penalty 4083.847070 = -100509.468916 nChanged 6 SP:Iteration 17Q (1743.883326 sec): 3 clusters Score: Raw -104597.387825 + Penalty 4083.847070 = -100513.540755 nChanged 4 SP:Iteration 18Q (1743.983222 sec): 3 clusters Score: Raw -104599.241785 + Penalty 4083.847070 = -100515.394715 nChanged 1 SP:Iteration 19Q (1744.117269 sec): 3 clusters Score: Raw -104599.537493 + Penalty 4083.847070 = -100515.690424 nChanged 0 SP:Iteration 20F (1744.202913 sec): 3 clusters Score: Raw -104599.537493 + Penalty 4083.847070 = -100515.690424 nChanged 0 Trying to split cluster 3 (32177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1744.394924 sec): 2 clusters Score: Raw -1495305.565535 + Penalty 2740.057898 = -1492565.507637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1744.602488 sec): 3 clusters Score: Raw -1475991.757751 + Penalty 5480.115797 = -1470511.641955 nChanged 14524 SP:Iteration 1F (1744.785314 sec): 3 clusters Score: Raw -1484023.134916 + Penalty 5480.115797 = -1478543.019119 nChanged 1704 SP:Iteration 2F (1744.989869 sec): 3 clusters Score: Raw -1484687.655633 + Penalty 5480.115797 = -1479207.539836 nChanged 1610 SP:Iteration 3F (1745.193548 sec): 3 clusters Score: Raw -1485318.679707 + Penalty 5480.115797 = -1479838.563910 nChanged 1541 SP:Iteration 4Q (1745.373588 sec): 3 clusters Score: Raw -1485929.451801 + Penalty 5480.115797 = -1480449.336004 nChanged 1515 SP:Iteration 5Q (1745.577014 sec): 3 clusters Score: Raw -1486550.965719 + Penalty 5480.115797 = -1481070.849922 nChanged 1571 SP:Iteration 6Q (1745.778450 sec): 3 clusters Score: Raw -1487243.451982 + Penalty 5480.115797 = -1481763.336185 nChanged 1537 SP:Iteration 7Q (1745.962589 sec): 3 clusters Score: Raw -1487939.440229 + Penalty 5480.115797 = -1482459.324432 nChanged 1512 SP:Iteration 8Q (1746.160912 sec): 3 clusters Score: Raw -1488618.602388 + Penalty 5480.115797 = -1483138.486591 nChanged 1403 SP:Iteration 9Q (1746.362547 sec): 3 clusters Score: Raw -1489236.233858 + Penalty 5480.115797 = -1483756.118061 nChanged 1264 SP:Iteration 10Q (1746.579117 sec): 3 clusters Score: Raw -1489754.357585 + Penalty 5480.115797 = -1484274.241789 nChanged 1127 SP:Iteration 11Q (1746.766295 sec): 3 clusters Score: Raw -1490197.195075 + Penalty 5480.115797 = -1484717.079279 nChanged 982 SP:Iteration 12Q (1746.990875 sec): 3 clusters Score: Raw -1490558.901105 + Penalty 5480.115797 = -1485078.785308 nChanged 866 SP:Iteration 13Q (1747.169620 sec): 3 clusters Score: Raw -1490868.584936 + Penalty 5480.115797 = -1485388.469140 nChanged 803 SP:Iteration 14Q (1747.362929 sec): 3 clusters Score: Raw -1491138.076208 + Penalty 5480.115797 = -1485657.960412 nChanged 703 SP:Iteration 15Q (1747.562927 sec): 3 clusters Score: Raw -1491399.824962 + Penalty 5480.115797 = -1485919.709165 nChanged 750 SP:Iteration 16Q (1747.747364 sec): 3 clusters Score: Raw -1491712.696179 + Penalty 5480.115797 = -1486232.580383 nChanged 806 SP:Iteration 17Q (1747.947438 sec): 3 clusters Score: Raw -1492075.606037 + Penalty 5480.115797 = -1486595.490240 nChanged 787 SP:Iteration 18Q (1748.177510 sec): 3 clusters Score: Raw -1492461.762541 + Penalty 5480.115797 = -1486981.646745 nChanged 809 SP:Iteration 19Q (1748.376384 sec): 3 clusters Score: Raw -1492914.579476 + Penalty 5480.115797 = -1487434.463679 nChanged 806 SP:Iteration 20F (1748.573729 sec): 3 clusters Score: Raw -1493376.621606 + Penalty 5480.115797 = -1487896.505809 nChanged 720 SP:Iteration 21Q (1748.765080 sec): 3 clusters Score: Raw -1493831.819150 + Penalty 5480.115797 = -1488351.703353 nChanged 679 SP:Iteration 22Q (1748.947783 sec): 3 clusters Score: Raw -1494267.712053 + Penalty 5480.115797 = -1488787.596257 nChanged 577 SP:Iteration 23Q (1749.137460 sec): 3 clusters Score: Raw -1494655.935664 + Penalty 5480.115797 = -1489175.819868 nChanged 413 SP:Iteration 24Q (1749.351829 sec): 3 clusters Score: Raw -1494942.736400 + Penalty 5480.115797 = -1489462.620603 nChanged 324 SP:Iteration 25Q (1749.519472 sec): 3 clusters Score: Raw -1495177.852558 + Penalty 5480.115797 = -1489697.736761 nChanged 215 SP:Iteration 26Q (1749.699472 sec): 3 clusters Score: Raw -1495327.426285 + Penalty 5480.115797 = -1489847.310488 nChanged 153 SP:Iteration 27Q (1749.875139 sec): 3 clusters Score: Raw -1495434.147633 + Penalty 5480.115797 = -1489954.031836 nChanged 103 SP:Iteration 28Q (1750.074514 sec): 3 clusters Score: Raw -1495511.634453 + Penalty 5480.115797 = -1490031.518657 nChanged 81 SP:Iteration 29Q (1750.252706 sec): 3 clusters Score: Raw -1495569.814480 + Penalty 5480.115797 = -1490089.698683 nChanged 58 SP:Iteration 30Q (1750.461625 sec): 3 clusters Score: Raw -1495615.704988 + Penalty 5480.115797 = -1490135.589191 nChanged 39 SP:Iteration 31Q (1750.644405 sec): 3 clusters Score: Raw -1495647.141901 + Penalty 5480.115797 = -1490167.026104 nChanged 35 SP:Iteration 32Q (1750.814907 sec): 3 clusters Score: Raw -1495670.358955 + Penalty 5480.115797 = -1490190.243158 nChanged 18 SP:Iteration 33Q (1751.010989 sec): 3 clusters Score: Raw -1495686.592299 + Penalty 5480.115797 = -1490206.476502 nChanged 22 SP:Iteration 34Q (1751.196941 sec): 3 clusters Score: Raw -1495704.818272 + Penalty 5480.115797 = -1490224.702476 nChanged 12 SP:Iteration 35Q (1751.377887 sec): 3 clusters Score: Raw -1495713.027024 + Penalty 5480.115797 = -1490232.911228 nChanged 12 SP:Iteration 36Q (1751.548512 sec): 3 clusters Score: Raw -1495723.038084 + Penalty 5480.115797 = -1490242.922287 nChanged 13 SP:Iteration 37Q (1751.738655 sec): 3 clusters Score: Raw -1495732.030909 + Penalty 5480.115797 = -1490251.915112 nChanged 8 SP:Iteration 38Q (1751.916011 sec): 3 clusters Score: Raw -1495737.468213 + Penalty 5480.115797 = -1490257.352416 nChanged 11 SP:Iteration 39Q (1752.097809 sec): 3 clusters Score: Raw -1495747.212988 + Penalty 5480.115797 = -1490267.097191 nChanged 10 SP:Iteration 40F (1752.315777 sec): 3 clusters Score: Raw -1495757.871904 + Penalty 5480.115797 = -1490277.756107 nChanged 9 SP:Iteration 41Q (1752.498552 sec): 3 clusters Score: Raw -1495765.530516 + Penalty 5480.115797 = -1490285.414719 nChanged 6 SP:Iteration 42Q (1752.661009 sec): 3 clusters Score: Raw -1495769.703317 + Penalty 5480.115797 = -1490289.587520 nChanged 3 SP:Iteration 43Q (1752.852147 sec): 3 clusters Score: Raw -1495773.092277 + Penalty 5480.115797 = -1490292.976480 nChanged 5 SP:Iteration 44Q (1753.032101 sec): 3 clusters Score: Raw -1495778.269180 + Penalty 5480.115797 = -1490298.153383 nChanged 5 SP:Iteration 45Q (1753.211727 sec): 3 clusters Score: Raw -1495783.218293 + Penalty 5480.115797 = -1490303.102496 nChanged 0 SP:Iteration 46F (1753.414429 sec): 3 clusters Score: Raw -1495783.218293 + Penalty 5480.115797 = -1490303.102496 nChanged 0 Trying to split cluster 4 (4734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1753.523712 sec): 2 clusters Score: Raw -204914.762293 + Penalty 2234.106809 = -202680.655485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1753.649372 sec): 3 clusters Score: Raw -202682.664065 + Penalty 4468.213617 = -198214.450448 nChanged 1801 SP:Iteration 1F (1753.749603 sec): 3 clusters Score: Raw -203814.155375 + Penalty 4468.213617 = -199345.941758 nChanged 407 SP:Iteration 2F (1753.831199 sec): 3 clusters Score: Raw -204191.187308 + Penalty 4468.213617 = -199722.973691 nChanged 340 SP:Iteration 3F (1753.966941 sec): 3 clusters Score: Raw -204579.565988 + Penalty 4468.213617 = -200111.352371 nChanged 334 SP:Iteration 4F (1754.077518 sec): 3 clusters Score: Raw -204944.581289 + Penalty 4468.213617 = -200476.367672 nChanged 290 SP:Iteration 5F (1754.201451 sec): 3 clusters Score: Raw -205228.193510 + Penalty 4468.213617 = -200759.979893 nChanged 221 SP:Iteration 6Q (1754.305830 sec): 3 clusters Score: Raw -205417.897091 + Penalty 4468.213617 = -200949.683474 nChanged 184 SP:Iteration 7Q (1754.438889 sec): 3 clusters Score: Raw -205567.882787 + Penalty 4468.213617 = -201099.669170 nChanged 155 SP:Iteration 8Q (1754.550770 sec): 3 clusters Score: Raw -205666.222073 + Penalty 4468.213617 = -201198.008456 nChanged 108 SP:Iteration 9Q (1754.683588 sec): 3 clusters Score: Raw -205728.601945 + Penalty 4468.213617 = -201260.388328 nChanged 74 SP:Iteration 10Q (1754.781849 sec): 3 clusters Score: Raw -205772.750550 + Penalty 4468.213617 = -201304.536933 nChanged 61 SP:Iteration 11Q (1754.882056 sec): 3 clusters Score: Raw -205803.918751 + Penalty 4468.213617 = -201335.705134 nChanged 48 SP:Iteration 12Q (1755.002075 sec): 3 clusters Score: Raw -205824.983817 + Penalty 4468.213617 = -201356.770200 nChanged 36 SP:Iteration 13Q (1755.100572 sec): 3 clusters Score: Raw -205844.820326 + Penalty 4468.213617 = -201376.606709 nChanged 33 SP:Iteration 14Q (1755.240230 sec): 3 clusters Score: Raw -205858.312606 + Penalty 4468.213617 = -201390.098989 nChanged 20 SP:Iteration 15Q (1755.344718 sec): 3 clusters Score: Raw -205864.819800 + Penalty 4468.213617 = -201396.606183 nChanged 11 SP:Iteration 16Q (1755.451302 sec): 3 clusters Score: Raw -205867.427767 + Penalty 4468.213617 = -201399.214150 nChanged 6 SP:Iteration 17Q (1755.561430 sec): 3 clusters Score: Raw -205868.975492 + Penalty 4468.213617 = -201400.761875 nChanged 2 SP:Iteration 18Q (1755.681014 sec): 3 clusters Score: Raw -205869.766929 + Penalty 4468.213617 = -201401.553312 nChanged 5 SP:Iteration 19Q (1755.802359 sec): 3 clusters Score: Raw -205871.007164 + Penalty 4468.213617 = -201402.793547 nChanged 2 SP:Iteration 20F (1755.897179 sec): 3 clusters Score: Raw -205871.689173 + Penalty 4468.213617 = -201403.475556 nChanged 4 SP:Iteration 21Q (1756.040102 sec): 3 clusters Score: Raw -205873.458076 + Penalty 4468.213617 = -201405.244459 nChanged 6 SP:Iteration 22Q (1756.143268 sec): 3 clusters Score: Raw -205875.836768 + Penalty 4468.213617 = -201407.623151 nChanged 6 SP:Iteration 23Q (1756.285834 sec): 3 clusters Score: Raw -205877.941372 + Penalty 4468.213617 = -201409.727755 nChanged 6 SP:Iteration 24Q (1756.395994 sec): 3 clusters Score: Raw -205880.506667 + Penalty 4468.213617 = -201412.293050 nChanged 4 SP:Iteration 25Q (1756.498908 sec): 3 clusters Score: Raw -205881.716569 + Penalty 4468.213617 = -201413.502952 nChanged 6 SP:Iteration 26Q (1756.646460 sec): 3 clusters Score: Raw -205883.678793 + Penalty 4468.213617 = -201415.465176 nChanged 7 SP:Iteration 27Q (1756.740305 sec): 3 clusters Score: Raw -205885.148348 + Penalty 4468.213617 = -201416.934731 nChanged 2 SP:Iteration 28Q (1756.869650 sec): 3 clusters Score: Raw -205885.489643 + Penalty 4468.213617 = -201417.276026 nChanged 0 SP:Iteration 29F (1756.981381 sec): 3 clusters Score: Raw -205885.489643 + Penalty 4468.213617 = -201417.276026 nChanged 0 Trying to split cluster 5 (2201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1757.047968 sec): 2 clusters Score: Raw -100278.413077 + Penalty 2031.920110 = -98246.492967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1757.159587 sec): 3 clusters Score: Raw -99470.607418 + Penalty 4063.840219 = -95406.767199 nChanged 693 SP:Iteration 1F (1757.263806 sec): 3 clusters Score: Raw -99970.678059 + Penalty 4063.840219 = -95906.837840 nChanged 178 SP:Iteration 2F (1757.360987 sec): 3 clusters Score: Raw -100133.485872 + Penalty 4063.840219 = -96069.645653 nChanged 106 SP:Iteration 3Q (1757.467680 sec): 3 clusters Score: Raw -100236.954221 + Penalty 4063.840219 = -96173.114002 nChanged 79 SP:Iteration 4Q (1757.603223 sec): 3 clusters Score: Raw -100312.993936 + Penalty 4063.840219 = -96249.153717 nChanged 75 SP:Iteration 5Q (1757.703390 sec): 3 clusters Score: Raw -100391.313951 + Penalty 4063.840219 = -96327.473732 nChanged 63 SP:Iteration 6Q (1757.815983 sec): 3 clusters Score: Raw -100460.976097 + Penalty 4063.840219 = -96397.135878 nChanged 49 SP:Iteration 7Q (1757.919876 sec): 3 clusters Score: Raw -100502.982311 + Penalty 4063.840219 = -96439.142092 nChanged 39 SP:Iteration 8Q (1758.029877 sec): 3 clusters Score: Raw -100538.282812 + Penalty 4063.840219 = -96474.442593 nChanged 33 SP:Iteration 9Q (1758.161402 sec): 3 clusters Score: Raw -100567.137353 + Penalty 4063.840219 = -96503.297134 nChanged 26 SP:Iteration 10Q (1758.239460 sec): 3 clusters Score: Raw -100585.509953 + Penalty 4063.840219 = -96521.669734 nChanged 14 SP:Iteration 11Q (1758.344702 sec): 3 clusters Score: Raw -100594.854247 + Penalty 4063.840219 = -96531.014028 nChanged 13 SP:Iteration 12Q (1758.471026 sec): 3 clusters Score: Raw -100604.495923 + Penalty 4063.840219 = -96540.655704 nChanged 12 SP:Iteration 13Q (1758.572257 sec): 3 clusters Score: Raw -100611.228180 + Penalty 4063.840219 = -96547.387961 nChanged 8 SP:Iteration 14Q (1758.679415 sec): 3 clusters Score: Raw -100618.297790 + Penalty 4063.840219 = -96554.457571 nChanged 7 SP:Iteration 15Q (1758.778189 sec): 3 clusters Score: Raw -100624.488382 + Penalty 4063.840219 = -96560.648163 nChanged 5 SP:Iteration 16Q (1758.882171 sec): 3 clusters Score: Raw -100629.608085 + Penalty 4063.840219 = -96565.767866 nChanged 2 SP:Iteration 17Q (1758.973919 sec): 3 clusters Score: Raw -100630.811294 + Penalty 4063.840219 = -96566.971075 nChanged 1 SP:Iteration 18Q (1759.068830 sec): 3 clusters Score: Raw -100631.277634 + Penalty 4063.840219 = -96567.437415 nChanged 1 SP:Iteration 19Q (1759.186165 sec): 3 clusters Score: Raw -100631.775904 + Penalty 4063.840219 = -96567.935685 nChanged 2 SP:Iteration 20F (1759.285127 sec): 3 clusters Score: Raw -100632.777181 + Penalty 4063.840219 = -96568.936962 nChanged 4 SP:Iteration 21Q (1759.385320 sec): 3 clusters Score: Raw -100636.905773 + Penalty 4063.840219 = -96573.065554 nChanged 5 SP:Iteration 22Q (1759.520556 sec): 3 clusters Score: Raw -100639.677558 + Penalty 4063.840219 = -96575.837339 nChanged 5 SP:Iteration 23Q (1759.619806 sec): 3 clusters Score: Raw -100642.286020 + Penalty 4063.840219 = -96578.445801 nChanged 3 SP:Iteration 24Q (1759.721082 sec): 3 clusters Score: Raw -100644.324800 + Penalty 4063.840219 = -96580.484581 nChanged 4 SP:Iteration 25Q (1759.829547 sec): 3 clusters Score: Raw -100647.335638 + Penalty 4063.840219 = -96583.495419 nChanged 3 SP:Iteration 26Q (1759.932002 sec): 3 clusters Score: Raw -100649.040167 + Penalty 4063.840219 = -96585.199948 nChanged 3 SP:Iteration 27Q (1760.038106 sec): 3 clusters Score: Raw -100653.576792 + Penalty 4063.840219 = -96589.736573 nChanged 7 SP:Iteration 28Q (1760.146375 sec): 3 clusters Score: Raw -100658.208209 + Penalty 4063.840219 = -96594.367990 nChanged 7 SP:Iteration 29Q (1760.237816 sec): 3 clusters Score: Raw -100662.799313 + Penalty 4063.840219 = -96598.959094 nChanged 9 SP:Iteration 30Q (1760.347648 sec): 3 clusters Score: Raw -100667.830280 + Penalty 4063.840219 = -96603.990061 nChanged 4 SP:Iteration 31Q (1760.459492 sec): 3 clusters Score: Raw -100670.076015 + Penalty 4063.840219 = -96606.235796 nChanged 3 SP:Iteration 32Q (1760.575782 sec): 3 clusters Score: Raw -100671.697202 + Penalty 4063.840219 = -96607.856983 nChanged 1 SP:Iteration 33Q (1760.665516 sec): 3 clusters Score: Raw -100672.337902 + Penalty 4063.840219 = -96608.497683 nChanged 2 SP:Iteration 34Q (1760.776647 sec): 3 clusters Score: Raw -100673.970695 + Penalty 4063.840219 = -96610.130476 nChanged 2 SP:Iteration 35Q (1760.894585 sec): 3 clusters Score: Raw -100675.410792 + Penalty 4063.840219 = -96611.570573 nChanged 3 SP:Iteration 36Q (1760.998035 sec): 3 clusters Score: Raw -100677.636561 + Penalty 4063.840219 = -96613.796342 nChanged 1 SP:Iteration 37Q (1761.095354 sec): 3 clusters Score: Raw -100678.405485 + Penalty 4063.840219 = -96614.565266 nChanged 4 SP:Iteration 38Q (1761.195585 sec): 3 clusters Score: Raw -100680.737358 + Penalty 4063.840219 = -96616.897139 nChanged 5 SP:Iteration 39Q (1761.333386 sec): 3 clusters Score: Raw -100683.908069 + Penalty 4063.840219 = -96620.067850 nChanged 1 SP:Iteration 40F (1761.432532 sec): 3 clusters Score: Raw -100684.351737 + Penalty 4063.840219 = -96620.511518 nChanged 0 Trying to split cluster 7 (7440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1761.507858 sec): 2 clusters Score: Raw -349733.609106 + Penalty 2353.461298 = -347380.147809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1761.616781 sec): 3 clusters Score: Raw -345942.345269 + Penalty 4706.922595 = -341235.422673 nChanged 3032 SP:Iteration 1F (1761.762458 sec): 3 clusters Score: Raw -347619.241162 + Penalty 4706.922595 = -342912.318566 nChanged 541 SP:Iteration 2F (1761.890165 sec): 3 clusters Score: Raw -347909.765580 + Penalty 4706.922595 = -343202.842984 nChanged 383 SP:Iteration 3F (1762.029802 sec): 3 clusters Score: Raw -348114.467955 + Penalty 4706.922595 = -343407.545359 nChanged 337 SP:Iteration 4Q (1762.152992 sec): 3 clusters Score: Raw -348303.907862 + Penalty 4706.922595 = -343596.985267 nChanged 319 SP:Iteration 5Q (1762.268690 sec): 3 clusters Score: Raw -348488.881571 + Penalty 4706.922595 = -343781.958975 nChanged 323 SP:Iteration 6Q (1762.398337 sec): 3 clusters Score: Raw -348670.160147 + Penalty 4706.922595 = -343963.237551 nChanged 305 SP:Iteration 7Q (1762.513377 sec): 3 clusters Score: Raw -348865.574756 + Penalty 4706.922595 = -344158.652161 nChanged 313 SP:Iteration 8Q (1762.642163 sec): 3 clusters Score: Raw -349076.579485 + Penalty 4706.922595 = -344369.656890 nChanged 280 SP:Iteration 9Q (1762.797791 sec): 3 clusters Score: Raw -349251.464646 + Penalty 4706.922595 = -344544.542050 nChanged 230 SP:Iteration 10Q (1762.894853 sec): 3 clusters Score: Raw -349408.425203 + Penalty 4706.922595 = -344701.502607 nChanged 203 SP:Iteration 11Q (1763.048918 sec): 3 clusters Score: Raw -349547.098021 + Penalty 4706.922595 = -344840.175425 nChanged 172 SP:Iteration 12Q (1763.175324 sec): 3 clusters Score: Raw -349651.197318 + Penalty 4706.922595 = -344944.274722 nChanged 156 SP:Iteration 13Q (1763.279919 sec): 3 clusters Score: Raw -349747.725916 + Penalty 4706.922595 = -345040.803320 nChanged 129 SP:Iteration 14Q (1763.400425 sec): 3 clusters Score: Raw -349828.088750 + Penalty 4706.922595 = -345121.166154 nChanged 114 SP:Iteration 15Q (1763.515297 sec): 3 clusters Score: Raw -349893.077112 + Penalty 4706.922595 = -345186.154516 nChanged 85 SP:Iteration 16Q (1763.641644 sec): 3 clusters Score: Raw -349949.560141 + Penalty 4706.922595 = -345242.637546 nChanged 95 SP:Iteration 17Q (1763.760784 sec): 3 clusters Score: Raw -350001.835884 + Penalty 4706.922595 = -345294.913288 nChanged 68 SP:Iteration 18Q (1763.891456 sec): 3 clusters Score: Raw -350037.787303 + Penalty 4706.922595 = -345330.864707 nChanged 60 SP:Iteration 19Q (1764.029788 sec): 3 clusters Score: Raw -350067.725077 + Penalty 4706.922595 = -345360.802482 nChanged 56 SP:Iteration 20F (1764.137306 sec): 3 clusters Score: Raw -350098.751072 + Penalty 4706.922595 = -345391.828477 nChanged 49 SP:Iteration 21Q (1764.266544 sec): 3 clusters Score: Raw -350119.340863 + Penalty 4706.922595 = -345412.418267 nChanged 26 SP:Iteration 22Q (1764.399880 sec): 3 clusters Score: Raw -350129.530304 + Penalty 4706.922595 = -345422.607708 nChanged 23 SP:Iteration 23Q (1764.516265 sec): 3 clusters Score: Raw -350137.342597 + Penalty 4706.922595 = -345430.420002 nChanged 21 SP:Iteration 24Q (1764.617171 sec): 3 clusters Score: Raw -350147.208043 + Penalty 4706.922595 = -345440.285448 nChanged 18 SP:Iteration 25Q (1764.770221 sec): 3 clusters Score: Raw -350154.678127 + Penalty 4706.922595 = -345447.755532 nChanged 20 SP:Iteration 26Q (1764.884554 sec): 3 clusters Score: Raw -350163.071193 + Penalty 4706.922595 = -345456.148598 nChanged 14 SP:Iteration 27Q (1765.005094 sec): 3 clusters Score: Raw -350167.428697 + Penalty 4706.922595 = -345460.506101 nChanged 11 SP:Iteration 28Q (1765.131866 sec): 3 clusters Score: Raw -350170.507698 + Penalty 4706.922595 = -345463.585103 nChanged 9 SP:Iteration 29Q (1765.251417 sec): 3 clusters Score: Raw -350172.674269 + Penalty 4706.922595 = -345465.751674 nChanged 6 SP:Iteration 30Q (1765.378587 sec): 3 clusters Score: Raw -350175.157337 + Penalty 4706.922595 = -345468.234741 nChanged 13 SP:Iteration 31Q (1765.527120 sec): 3 clusters Score: Raw -350179.723669 + Penalty 4706.922595 = -345472.801073 nChanged 12 SP:Iteration 32Q (1765.618140 sec): 3 clusters Score: Raw -350183.965047 + Penalty 4706.922595 = -345477.042452 nChanged 7 SP:Iteration 33Q (1765.756483 sec): 3 clusters Score: Raw -350186.161373 + Penalty 4706.922595 = -345479.238777 nChanged 6 SP:Iteration 34Q (1765.897750 sec): 3 clusters Score: Raw -350187.895511 + Penalty 4706.922595 = -345480.972916 nChanged 6 SP:Iteration 35Q (1766.006877 sec): 3 clusters Score: Raw -350189.935824 + Penalty 4706.922595 = -345483.013228 nChanged 5 SP:Iteration 36Q (1766.157093 sec): 3 clusters Score: Raw -350191.383805 + Penalty 4706.922595 = -345484.461210 nChanged 4 SP:Iteration 37Q (1766.278058 sec): 3 clusters Score: Raw -350192.329800 + Penalty 4706.922595 = -345485.407204 nChanged 2 SP:Iteration 38Q (1766.399359 sec): 3 clusters Score: Raw -350193.320079 + Penalty 4706.922595 = -345486.397483 nChanged 2 SP:Iteration 39Q (1766.522121 sec): 3 clusters Score: Raw -350194.437129 + Penalty 4706.922595 = -345487.514534 nChanged 1 SP:Iteration 40F (1766.635080 sec): 3 clusters Score: Raw -350194.633967 + Penalty 4706.922595 = -345487.711372 nChanged 2 SP:Iteration 41Q (1766.778140 sec): 3 clusters Score: Raw -350195.516256 + Penalty 4706.922595 = -345488.593661 nChanged 2 SP:Iteration 42Q (1766.912693 sec): 3 clusters Score: Raw -350196.332115 + Penalty 4706.922595 = -345489.409520 nChanged 1 SP:Iteration 43Q (1767.032954 sec): 3 clusters Score: Raw -350196.488802 + Penalty 4706.922595 = -345489.566207 nChanged 0 SP:Iteration 44F (1767.144973 sec): 3 clusters Score: Raw -350196.488802 + Penalty 4706.922595 = -345489.566207 nChanged 0 Trying to split cluster 8 (1979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1767.240832 sec): 2 clusters Score: Raw -94918.708153 + Penalty 2003.851594 = -92914.856559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1767.348945 sec): 3 clusters Score: Raw -94217.951864 + Penalty 4007.703187 = -90210.248677 nChanged 620 SP:Iteration 1F (1767.433273 sec): 3 clusters Score: Raw -94669.429344 + Penalty 4007.703187 = -90661.726157 nChanged 130 SP:Iteration 2F (1767.556134 sec): 3 clusters Score: Raw -94794.072368 + Penalty 4007.703187 = -90786.369180 nChanged 77 SP:Iteration 3Q (1767.666482 sec): 3 clusters Score: Raw -94853.333966 + Penalty 4007.703187 = -90845.630779 nChanged 46 SP:Iteration 4Q (1767.776166 sec): 3 clusters Score: Raw -94896.852253 + Penalty 4007.703187 = -90889.149066 nChanged 33 SP:Iteration 5Q (1767.879169 sec): 3 clusters Score: Raw -94922.347455 + Penalty 4007.703187 = -90914.644267 nChanged 28 SP:Iteration 6Q (1767.998662 sec): 3 clusters Score: Raw -94943.048036 + Penalty 4007.703187 = -90935.344848 nChanged 18 SP:Iteration 7Q (1768.085375 sec): 3 clusters Score: Raw -94956.461074 + Penalty 4007.703187 = -90948.757887 nChanged 11 SP:Iteration 8Q (1768.203416 sec): 3 clusters Score: Raw -94962.893580 + Penalty 4007.703187 = -90955.190393 nChanged 14 SP:Iteration 9Q (1768.305086 sec): 3 clusters Score: Raw -94973.477052 + Penalty 4007.703187 = -90965.773865 nChanged 9 SP:Iteration 10Q (1768.424672 sec): 3 clusters Score: Raw -94979.618047 + Penalty 4007.703187 = -90971.914859 nChanged 5 SP:Iteration 11Q (1768.535700 sec): 3 clusters Score: Raw -94982.080435 + Penalty 4007.703187 = -90974.377248 nChanged 5 SP:Iteration 12Q (1768.652893 sec): 3 clusters Score: Raw -94984.991635 + Penalty 4007.703187 = -90977.288447 nChanged 4 SP:Iteration 13Q (1768.786288 sec): 3 clusters Score: Raw -94987.874890 + Penalty 4007.703187 = -90980.171703 nChanged 7 SP:Iteration 14Q (1768.882855 sec): 3 clusters Score: Raw -94992.525653 + Penalty 4007.703187 = -90984.822466 nChanged 2 SP:Iteration 15Q (1768.990450 sec): 3 clusters Score: Raw -94993.592347 + Penalty 4007.703187 = -90985.889160 nChanged 3 SP:Iteration 16Q (1769.125239 sec): 3 clusters Score: Raw -94995.326942 + Penalty 4007.703187 = -90987.623755 nChanged 3 SP:Iteration 17Q (1769.229750 sec): 3 clusters Score: Raw -94998.365184 + Penalty 4007.703187 = -90990.661997 nChanged 3 SP:Iteration 18Q (1769.342583 sec): 3 clusters Score: Raw -95000.461147 + Penalty 4007.703187 = -90992.757959 nChanged 3 SP:Iteration 19Q (1769.459310 sec): 3 clusters Score: Raw -95004.292214 + Penalty 4007.703187 = -90996.589026 nChanged 6 SP:Iteration 20F (1769.548772 sec): 3 clusters Score: Raw -95008.157955 + Penalty 4007.703187 = -91000.454768 nChanged 6 SP:Iteration 21Q (1769.661274 sec): 3 clusters Score: Raw -95013.085289 + Penalty 4007.703187 = -91005.382102 nChanged 6 SP:Iteration 22Q (1769.769991 sec): 3 clusters Score: Raw -95015.927973 + Penalty 4007.703187 = -91008.224786 nChanged 3 SP:Iteration 23Q (1769.881675 sec): 3 clusters Score: Raw -95018.085486 + Penalty 4007.703187 = -91010.382298 nChanged 2 SP:Iteration 24Q (1769.997093 sec): 3 clusters Score: Raw -95019.107678 + Penalty 4007.703187 = -91011.404491 nChanged 3 SP:Iteration 25Q (1770.109128 sec): 3 clusters Score: Raw -95022.016260 + Penalty 4007.703187 = -91014.313073 nChanged 2 SP:Iteration 26Q (1770.220174 sec): 3 clusters Score: Raw -95022.970059 + Penalty 4007.703187 = -91015.266872 nChanged 1 SP:Iteration 27Q (1770.330195 sec): 3 clusters Score: Raw -95023.293855 + Penalty 4007.703187 = -91015.590668 nChanged 0 SP:Iteration 28F (1770.440372 sec): 3 clusters Score: Raw -95023.293855 + Penalty 4007.703187 = -91015.590668 nChanged 0 Trying to split cluster 9 (8568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1770.509086 sec): 2 clusters Score: Raw -340940.750288 + Penalty 2390.728458 = -338550.021831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1770.664560 sec): 3 clusters Score: Raw -336532.011815 + Penalty 4781.456915 = -331750.554900 nChanged 3469 SP:Iteration 1F (1770.802876 sec): 3 clusters Score: Raw -338599.909029 + Penalty 4781.456915 = -333818.452113 nChanged 660 SP:Iteration 2F (1770.949227 sec): 3 clusters Score: Raw -339103.690709 + Penalty 4781.456915 = -334322.233794 nChanged 535 SP:Iteration 3F (1771.091502 sec): 3 clusters Score: Raw -339538.179573 + Penalty 4781.456915 = -334756.722658 nChanged 490 SP:Iteration 4F (1771.215883 sec): 3 clusters Score: Raw -339882.766853 + Penalty 4781.456915 = -335101.309937 nChanged 398 SP:Iteration 5Q (1771.333683 sec): 3 clusters Score: Raw -340155.066690 + Penalty 4781.456915 = -335373.609775 nChanged 327 SP:Iteration 6Q (1771.449713 sec): 3 clusters Score: Raw -340394.956200 + Penalty 4781.456915 = -335613.499285 nChanged 296 SP:Iteration 7Q (1771.586253 sec): 3 clusters Score: Raw -340581.939297 + Penalty 4781.456915 = -335800.482382 nChanged 242 SP:Iteration 8Q (1771.755698 sec): 3 clusters Score: Raw -340727.494925 + Penalty 4781.456915 = -335946.038010 nChanged 200 SP:Iteration 9Q (1771.906887 sec): 3 clusters Score: Raw -340845.775145 + Penalty 4781.456915 = -336064.318230 nChanged 167 SP:Iteration 10Q (1772.057710 sec): 3 clusters Score: Raw -340938.259573 + Penalty 4781.456915 = -336156.802658 nChanged 148 SP:Iteration 11Q (1772.209939 sec): 3 clusters Score: Raw -341008.222617 + Penalty 4781.456915 = -336226.765701 nChanged 121 SP:Iteration 12Q (1772.347335 sec): 3 clusters Score: Raw -341075.375634 + Penalty 4781.456915 = -336293.918719 nChanged 110 SP:Iteration 13Q (1772.487334 sec): 3 clusters Score: Raw -341136.404900 + Penalty 4781.456915 = -336354.947985 nChanged 107 SP:Iteration 14Q (1772.620860 sec): 3 clusters Score: Raw -341190.039864 + Penalty 4781.456915 = -336408.582949 nChanged 93 SP:Iteration 15Q (1772.755113 sec): 3 clusters Score: Raw -341231.445439 + Penalty 4781.456915 = -336449.988523 nChanged 82 SP:Iteration 16Q (1772.888576 sec): 3 clusters Score: Raw -341275.211293 + Penalty 4781.456915 = -336493.754378 nChanged 71 SP:Iteration 17Q (1773.016908 sec): 3 clusters Score: Raw -341316.407017 + Penalty 4781.456915 = -336534.950101 nChanged 80 SP:Iteration 18Q (1773.139779 sec): 3 clusters Score: Raw -341361.778903 + Penalty 4781.456915 = -336580.321988 nChanged 69 SP:Iteration 19Q (1773.275738 sec): 3 clusters Score: Raw -341401.904198 + Penalty 4781.456915 = -336620.447282 nChanged 57 SP:Iteration 20F (1773.405292 sec): 3 clusters Score: Raw -341431.256544 + Penalty 4781.456915 = -336649.799628 nChanged 46 SP:Iteration 21Q (1773.530919 sec): 3 clusters Score: Raw -341457.562116 + Penalty 4781.456915 = -336676.105201 nChanged 50 SP:Iteration 22Q (1773.678100 sec): 3 clusters Score: Raw -341481.770216 + Penalty 4781.456915 = -336700.313301 nChanged 41 SP:Iteration 23Q (1773.812965 sec): 3 clusters Score: Raw -341499.546236 + Penalty 4781.456915 = -336718.089320 nChanged 30 SP:Iteration 24Q (1773.975521 sec): 3 clusters Score: Raw -341514.608646 + Penalty 4781.456915 = -336733.151731 nChanged 26 SP:Iteration 25Q (1774.095716 sec): 3 clusters Score: Raw -341527.951154 + Penalty 4781.456915 = -336746.494239 nChanged 39 SP:Iteration 26Q (1774.246919 sec): 3 clusters Score: Raw -341544.335264 + Penalty 4781.456915 = -336762.878349 nChanged 34 SP:Iteration 27Q (1774.389397 sec): 3 clusters Score: Raw -341562.494061 + Penalty 4781.456915 = -336781.037146 nChanged 35 SP:Iteration 28Q (1774.490385 sec): 3 clusters Score: Raw -341581.802068 + Penalty 4781.456915 = -336800.345153 nChanged 40 SP:Iteration 29Q (1774.614642 sec): 3 clusters Score: Raw -341599.806792 + Penalty 4781.456915 = -336818.349877 nChanged 32 SP:Iteration 30Q (1774.730454 sec): 3 clusters Score: Raw -341615.109799 + Penalty 4781.456915 = -336833.652884 nChanged 36 SP:Iteration 31Q (1774.864230 sec): 3 clusters Score: Raw -341631.585491 + Penalty 4781.456915 = -336850.128576 nChanged 16 SP:Iteration 32Q (1775.001208 sec): 3 clusters Score: Raw -341640.857730 + Penalty 4781.456915 = -336859.400814 nChanged 22 SP:Iteration 33Q (1775.134231 sec): 3 clusters Score: Raw -341650.964156 + Penalty 4781.456915 = -336869.507241 nChanged 19 SP:Iteration 34Q (1775.265084 sec): 3 clusters Score: Raw -341657.115073 + Penalty 4781.456915 = -336875.658158 nChanged 15 SP:Iteration 35Q (1775.372584 sec): 3 clusters Score: Raw -341663.156807 + Penalty 4781.456915 = -336881.699892 nChanged 16 SP:Iteration 36Q (1775.493077 sec): 3 clusters Score: Raw -341669.732763 + Penalty 4781.456915 = -336888.275848 nChanged 9 SP:Iteration 37Q (1775.627426 sec): 3 clusters Score: Raw -341673.325119 + Penalty 4781.456915 = -336891.868204 nChanged 11 SP:Iteration 38Q (1775.778107 sec): 3 clusters Score: Raw -341677.642436 + Penalty 4781.456915 = -336896.185520 nChanged 6 SP:Iteration 39Q (1775.922885 sec): 3 clusters Score: Raw -341680.338595 + Penalty 4781.456915 = -336898.881680 nChanged 7 SP:Iteration 40F (1776.072114 sec): 3 clusters Score: Raw -341683.275426 + Penalty 4781.456915 = -336901.818511 nChanged 7 SP:Iteration 41Q (1776.223891 sec): 3 clusters Score: Raw -341686.298921 + Penalty 4781.456915 = -336904.842006 nChanged 8 SP:Iteration 42Q (1776.365402 sec): 3 clusters Score: Raw -341690.187422 + Penalty 4781.456915 = -336908.730507 nChanged 12 SP:Iteration 43Q (1776.515712 sec): 3 clusters Score: Raw -341699.959659 + Penalty 4781.456915 = -336918.502744 nChanged 14 SP:Iteration 44Q (1776.671678 sec): 3 clusters Score: Raw -341704.803885 + Penalty 4781.456915 = -336923.346969 nChanged 7 SP:Iteration 45Q (1776.796352 sec): 3 clusters Score: Raw -341706.730287 + Penalty 4781.456915 = -336925.273372 nChanged 3 SP:Iteration 46Q (1776.904495 sec): 3 clusters Score: Raw -341707.655842 + Penalty 4781.456915 = -336926.198927 nChanged 1 SP:Iteration 47Q (1777.052976 sec): 3 clusters Score: Raw -341707.800491 + Penalty 4781.456915 = -336926.343575 nChanged 0 SP:Iteration 48F (1777.190030 sec): 3 clusters Score: Raw -341707.800491 + Penalty 4781.456915 = -336926.343575 nChanged 0 Iteration 20F (1778.360455 sec): 9 clusters Score: Raw -2937055.065660 + Penalty 23450.904786 = -2913604.160874 nChanged 644 Iteration 21Q (1779.232528 sec): 9 clusters Score: Raw -2937232.623138 + Penalty 23450.904786 = -2913781.718352 nChanged 625 Iteration 22Q (1780.223379 sec): 9 clusters Score: Raw -2937386.039178 + Penalty 23450.904786 = -2913935.134392 nChanged 540 Iteration 23Q (1780.995177 sec): 9 clusters Score: Raw -2937510.000080 + Penalty 23450.904786 = -2914059.095294 nChanged 490 Iteration 24Q (1781.967360 sec): 9 clusters Score: Raw -2937625.788234 + Penalty 23450.904786 = -2914174.883448 nChanged 445 Iteration 25Q (1782.582059 sec): 9 clusters Score: Raw -2937724.274311 + Penalty 23450.904786 = -2914273.369525 nChanged 423 Iteration 26Q (1783.328323 sec): 9 clusters Score: Raw -2937812.250972 + Penalty 23450.904786 = -2914361.346186 nChanged 374 Iteration 27Q (1784.147344 sec): 9 clusters Score: Raw -2937887.725610 + Penalty 23450.904786 = -2914436.820824 nChanged 338 Iteration 28Q (1784.947345 sec): 9 clusters Score: Raw -2937959.093362 + Penalty 23450.904786 = -2914508.188576 nChanged 296 Iteration 29Q (1785.747673 sec): 9 clusters Score: Raw -2938017.437342 + Penalty 23450.904786 = -2914566.532556 nChanged 266 Iteration 30Q (1786.434030 sec): 9 clusters Score: Raw -2938070.179544 + Penalty 23450.904786 = -2914619.274758 nChanged 248 Iteration 31Q (1786.966884 sec): 9 clusters Score: Raw -2938118.189668 + Penalty 23450.904786 = -2914667.284882 nChanged 246 Iteration 32Q (1787.776536 sec): 9 clusters Score: Raw -2938162.021863 + Penalty 23450.904786 = -2914711.117077 nChanged 216 Iteration 33Q (1788.534836 sec): 9 clusters Score: Raw -2938199.704590 + Penalty 23450.904786 = -2914748.799804 nChanged 189 Iteration 34Q (1789.266491 sec): 9 clusters Score: Raw -2938229.799192 + Penalty 23450.904786 = -2914778.894406 nChanged 176 Iteration 35Q (1790.000220 sec): 9 clusters Score: Raw -2938257.210895 + Penalty 23450.904786 = -2914806.306109 nChanged 166 Iteration 36Q (1790.755281 sec): 9 clusters Score: Raw -2938281.134227 + Penalty 23450.904786 = -2914830.229441 nChanged 138 Iteration 37Q (1791.426483 sec): 9 clusters Score: Raw -2938305.782687 + Penalty 23450.904786 = -2914854.877901 nChanged 152 Iteration 38Q (1792.187937 sec): 9 clusters Score: Raw -2938335.273542 + Penalty 23450.904786 = -2914884.368756 nChanged 150 Iteration 39Q (1792.845519 sec): 9 clusters Score: Raw -2938364.113631 + Penalty 23450.904786 = -2914913.208845 nChanged 151 Iteration 40F (1793.864664 sec): 9 clusters Score: Raw -2938393.267603 + Penalty 23450.904786 = -2914942.362817 nChanged 156 Iteration 41Q (1794.564738 sec): 9 clusters Score: Raw -2938417.594826 + Penalty 23450.904786 = -2914966.690040 nChanged 137 Iteration 42Q (1795.345975 sec): 9 clusters Score: Raw -2938437.001363 + Penalty 23450.904786 = -2914986.096577 nChanged 127 Iteration 43Q (1796.070372 sec): 9 clusters Score: Raw -2938454.180413 + Penalty 23450.904786 = -2915003.275627 nChanged 125 Iteration 44Q (1796.832051 sec): 9 clusters Score: Raw -2938472.255579 + Penalty 23450.904786 = -2915021.350793 nChanged 102 Iteration 45Q (1797.584442 sec): 9 clusters Score: Raw -2938486.569828 + Penalty 23450.904786 = -2915035.665042 nChanged 110 Iteration 46Q (1798.285930 sec): 9 clusters Score: Raw -2938504.341667 + Penalty 23450.904786 = -2915053.436881 nChanged 106 Iteration 47Q (1798.870320 sec): 9 clusters Score: Raw -2938520.247732 + Penalty 23450.904786 = -2915069.342946 nChanged 106 Iteration 48Q (1799.677530 sec): 9 clusters Score: Raw -2938535.218260 + Penalty 23450.904786 = -2915084.313474 nChanged 96 Iteration 49Q (1800.370269 sec): 9 clusters Score: Raw -2938549.743535 + Penalty 23450.904786 = -2915098.838749 nChanged 92 Iteration 50Q (1801.099064 sec): 9 clusters Score: Raw -2938561.301289 + Penalty 23450.904786 = -2915110.396503 nChanged 76 Iteration 51Q (1801.803718 sec): 9 clusters Score: Raw -2938571.679156 + Penalty 23450.904786 = -2915120.774370 nChanged 72 Iteration 52Q (1802.532204 sec): 9 clusters Score: Raw -2938582.331211 + Penalty 23450.904786 = -2915131.426425 nChanged 79 Iteration 53Q (1803.120112 sec): 9 clusters Score: Raw -2938592.136611 + Penalty 23450.904786 = -2915141.231825 nChanged 71 Iteration 54Q (1803.881835 sec): 9 clusters Score: Raw -2938599.972584 + Penalty 23450.904786 = -2915149.067798 nChanged 59 Iteration 55Q (1804.576478 sec): 9 clusters Score: Raw -2938607.347224 + Penalty 23450.904786 = -2915156.442438 nChanged 59 Iteration 56Q (1805.302855 sec): 9 clusters Score: Raw -2938614.856988 + Penalty 23450.904786 = -2915163.952202 nChanged 60 Iteration 57Q (1805.979537 sec): 9 clusters Score: Raw -2938621.837501 + Penalty 23450.904786 = -2915170.932715 nChanged 56 Iteration 58Q (1806.721710 sec): 9 clusters Score: Raw -2938627.837015 + Penalty 23450.904786 = -2915176.932229 nChanged 39 Writing temp clu file Because OldScore, -2915170.932715, is greater than current (better) Score,-2915176.932229 Compute initial score before splitting: Score: Raw -2938627.837015 + Penalty 23450.904786 = -2915176.932229 Trying to split cluster 1 (7904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1806.832378 sec): 2 clusters Score: Raw -400574.105498 + Penalty 2369.432799 = -398204.672699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1806.990638 sec): 3 clusters Score: Raw -396509.061697 + Penalty 4738.865598 = -391770.196099 nChanged 3144 SP:Iteration 1F (1807.093375 sec): 3 clusters Score: Raw -398191.602448 + Penalty 4738.865598 = -393452.736850 nChanged 576 SP:Iteration 2F (1807.198438 sec): 3 clusters Score: Raw -398520.142721 + Penalty 4738.865598 = -393781.277122 nChanged 424 SP:Iteration 3F (1807.304475 sec): 3 clusters Score: Raw -398754.811174 + Penalty 4738.865598 = -394015.945576 nChanged 358 SP:Iteration 4Q (1807.432021 sec): 3 clusters Score: Raw -398973.089353 + Penalty 4738.865598 = -394234.223754 nChanged 322 SP:Iteration 5Q (1807.517098 sec): 3 clusters Score: Raw -399151.122473 + Penalty 4738.865598 = -394412.256875 nChanged 286 SP:Iteration 6Q (1807.646589 sec): 3 clusters Score: Raw -399312.201439 + Penalty 4738.865598 = -394573.335840 nChanged 285 SP:Iteration 7Q (1807.756963 sec): 3 clusters Score: Raw -399478.856320 + Penalty 4738.865598 = -394739.990721 nChanged 260 SP:Iteration 8Q (1807.839113 sec): 3 clusters Score: Raw -399644.031848 + Penalty 4738.865598 = -394905.166249 nChanged 266 SP:Iteration 9Q (1807.955238 sec): 3 clusters Score: Raw -399783.698744 + Penalty 4738.865598 = -395044.833146 nChanged 228 SP:Iteration 10Q (1808.074912 sec): 3 clusters Score: Raw -399918.019924 + Penalty 4738.865598 = -395179.154326 nChanged 207 SP:Iteration 11Q (1808.193246 sec): 3 clusters Score: Raw -400036.235646 + Penalty 4738.865598 = -395297.370048 nChanged 180 SP:Iteration 12Q (1808.299771 sec): 3 clusters Score: Raw -400134.052866 + Penalty 4738.865598 = -395395.187268 nChanged 153 SP:Iteration 13Q (1808.437823 sec): 3 clusters Score: Raw -400204.633602 + Penalty 4738.865598 = -395465.768004 nChanged 127 SP:Iteration 14Q (1808.559484 sec): 3 clusters Score: Raw -400252.199140 + Penalty 4738.865598 = -395513.333541 nChanged 99 SP:Iteration 15Q (1808.655718 sec): 3 clusters Score: Raw -400295.510598 + Penalty 4738.865598 = -395556.644999 nChanged 105 SP:Iteration 16Q (1808.808602 sec): 3 clusters Score: Raw -400345.738355 + Penalty 4738.865598 = -395606.872757 nChanged 88 SP:Iteration 17Q (1808.917845 sec): 3 clusters Score: Raw -400379.863977 + Penalty 4738.865598 = -395640.998379 nChanged 75 SP:Iteration 18Q (1809.034432 sec): 3 clusters Score: Raw -400413.616837 + Penalty 4738.865598 = -395674.751239 nChanged 75 SP:Iteration 19Q (1809.125588 sec): 3 clusters Score: Raw -400444.939323 + Penalty 4738.865598 = -395706.073725 nChanged 71 SP:Iteration 20F (1809.230307 sec): 3 clusters Score: Raw -400472.998729 + Penalty 4738.865598 = -395734.133131 nChanged 61 SP:Iteration 21Q (1809.335390 sec): 3 clusters Score: Raw -400500.730001 + Penalty 4738.865598 = -395761.864403 nChanged 67 SP:Iteration 22Q (1809.469573 sec): 3 clusters Score: Raw -400533.002822 + Penalty 4738.865598 = -395794.137224 nChanged 60 SP:Iteration 23Q (1809.583142 sec): 3 clusters Score: Raw -400560.336061 + Penalty 4738.865598 = -395821.470462 nChanged 55 SP:Iteration 24Q (1809.683768 sec): 3 clusters Score: Raw -400587.516382 + Penalty 4738.865598 = -395848.650784 nChanged 59 SP:Iteration 25Q (1809.824538 sec): 3 clusters Score: Raw -400611.334906 + Penalty 4738.865598 = -395872.469307 nChanged 47 SP:Iteration 26Q (1809.919954 sec): 3 clusters Score: Raw -400631.156546 + Penalty 4738.865598 = -395892.290948 nChanged 49 SP:Iteration 27Q (1810.037212 sec): 3 clusters Score: Raw -400650.592096 + Penalty 4738.865598 = -395911.726497 nChanged 43 SP:Iteration 28Q (1810.186417 sec): 3 clusters Score: Raw -400667.292537 + Penalty 4738.865598 = -395928.426939 nChanged 44 SP:Iteration 29Q (1810.314949 sec): 3 clusters Score: Raw -400685.205487 + Penalty 4738.865598 = -395946.339889 nChanged 43 SP:Iteration 30Q (1810.436880 sec): 3 clusters Score: Raw -400703.090124 + Penalty 4738.865598 = -395964.224526 nChanged 47 SP:Iteration 31Q (1810.549008 sec): 3 clusters Score: Raw -400723.030918 + Penalty 4738.865598 = -395984.165320 nChanged 44 SP:Iteration 32Q (1810.671507 sec): 3 clusters Score: Raw -400741.042951 + Penalty 4738.865598 = -396002.177353 nChanged 39 SP:Iteration 33Q (1810.798160 sec): 3 clusters Score: Raw -400755.115018 + Penalty 4738.865598 = -396016.249420 nChanged 31 SP:Iteration 34Q (1810.895196 sec): 3 clusters Score: Raw -400767.319062 + Penalty 4738.865598 = -396028.453464 nChanged 31 SP:Iteration 35Q (1811.036743 sec): 3 clusters Score: Raw -400777.292980 + Penalty 4738.865598 = -396038.427382 nChanged 22 SP:Iteration 36Q (1811.151461 sec): 3 clusters Score: Raw -400785.295425 + Penalty 4738.865598 = -396046.429826 nChanged 19 SP:Iteration 37Q (1811.258440 sec): 3 clusters Score: Raw -400790.904783 + Penalty 4738.865598 = -396052.039184 nChanged 14 SP:Iteration 38Q (1811.382285 sec): 3 clusters Score: Raw -400795.038559 + Penalty 4738.865598 = -396056.172960 nChanged 12 SP:Iteration 39Q (1811.489803 sec): 3 clusters Score: Raw -400799.862945 + Penalty 4738.865598 = -396060.997347 nChanged 17 SP:Iteration 40F (1811.626046 sec): 3 clusters Score: Raw -400806.969842 + Penalty 4738.865598 = -396068.104244 nChanged 17 SP:Iteration 41Q (1811.736933 sec): 3 clusters Score: Raw -400813.791391 + Penalty 4738.865598 = -396074.925793 nChanged 20 SP:Iteration 42Q (1811.871992 sec): 3 clusters Score: Raw -400821.909241 + Penalty 4738.865598 = -396083.043643 nChanged 22 SP:Iteration 43Q (1811.991417 sec): 3 clusters Score: Raw -400830.448629 + Penalty 4738.865598 = -396091.583030 nChanged 34 SP:Iteration 44Q (1812.126737 sec): 3 clusters Score: Raw -400846.990633 + Penalty 4738.865598 = -396108.125035 nChanged 37 SP:Iteration 45Q (1812.232283 sec): 3 clusters Score: Raw -400861.515241 + Penalty 4738.865598 = -396122.649642 nChanged 32 SP:Iteration 46Q (1812.368796 sec): 3 clusters Score: Raw -400872.756821 + Penalty 4738.865598 = -396133.891223 nChanged 23 SP:Iteration 47Q (1812.484883 sec): 3 clusters Score: Raw -400879.463938 + Penalty 4738.865598 = -396140.598340 nChanged 13 SP:Iteration 48Q (1812.611566 sec): 3 clusters Score: Raw -400884.047889 + Penalty 4738.865598 = -396145.182291 nChanged 12 SP:Iteration 49Q (1812.727279 sec): 3 clusters Score: Raw -400889.198531 + Penalty 4738.865598 = -396150.332933 nChanged 18 SP:Iteration 50Q (1812.823921 sec): 3 clusters Score: Raw -400895.898135 + Penalty 4738.865598 = -396157.032536 nChanged 22 SP:Iteration 51Q (1812.941586 sec): 3 clusters Score: Raw -400904.561790 + Penalty 4738.865598 = -396165.696191 nChanged 22 SP:Iteration 52Q (1813.069332 sec): 3 clusters Score: Raw -400912.983565 + Penalty 4738.865598 = -396174.117966 nChanged 23 SP:Iteration 53Q (1813.189580 sec): 3 clusters Score: Raw -400921.803922 + Penalty 4738.865598 = -396182.938323 nChanged 27 SP:Iteration 54Q (1813.313845 sec): 3 clusters Score: Raw -400932.495610 + Penalty 4738.865598 = -396193.630012 nChanged 17 SP:Iteration 55Q (1813.439360 sec): 3 clusters Score: Raw -400938.934899 + Penalty 4738.865598 = -396200.069300 nChanged 15 SP:Iteration 56Q (1813.588622 sec): 3 clusters Score: Raw -400943.224202 + Penalty 4738.865598 = -396204.358603 nChanged 12 SP:Iteration 57Q (1813.691621 sec): 3 clusters Score: Raw -400949.073432 + Penalty 4738.865598 = -396210.207833 nChanged 10 SP:Iteration 58Q (1813.805739 sec): 3 clusters Score: Raw -400953.976994 + Penalty 4738.865598 = -396215.111395 nChanged 9 SP:Iteration 59Q (1813.917906 sec): 3 clusters Score: Raw -400957.352029 + Penalty 4738.865598 = -396218.486431 nChanged 4 SP:Iteration 60F (1814.026415 sec): 3 clusters Score: Raw -400958.830295 + Penalty 4738.865598 = -396219.964697 nChanged 4 SP:Iteration 61Q (1814.134713 sec): 3 clusters Score: Raw -400960.745717 + Penalty 4738.865598 = -396221.880118 nChanged 3 SP:Iteration 62Q (1814.249424 sec): 3 clusters Score: Raw -400961.996781 + Penalty 4738.865598 = -396223.131183 nChanged 6 SP:Iteration 63Q (1814.388392 sec): 3 clusters Score: Raw -400964.960063 + Penalty 4738.865598 = -396226.094464 nChanged 6 SP:Iteration 64Q (1814.511485 sec): 3 clusters Score: Raw -400967.015973 + Penalty 4738.865598 = -396228.150375 nChanged 2 SP:Iteration 65Q (1814.685091 sec): 3 clusters Score: Raw -400967.728294 + Penalty 4738.865598 = -396228.862695 nChanged 2 SP:Iteration 66Q (1814.771980 sec): 3 clusters Score: Raw -400968.584246 + Penalty 4738.865598 = -396229.718648 nChanged 2 SP:Iteration 67Q (1814.900123 sec): 3 clusters Score: Raw -400969.431034 + Penalty 4738.865598 = -396230.565436 nChanged 1 SP:Iteration 68Q (1815.033838 sec): 3 clusters Score: Raw -400969.749703 + Penalty 4738.865598 = -396230.884105 nChanged 4 SP:Iteration 69Q (1815.166769 sec): 3 clusters Score: Raw -400971.147031 + Penalty 4738.865598 = -396232.281432 nChanged 0 SP:Iteration 70F (1815.309264 sec): 3 clusters Score: Raw -400971.147031 + Penalty 4738.865598 = -396232.281432 nChanged 0 Trying to split cluster 2 (1800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1815.379836 sec): 2 clusters Score: Raw -82231.800609 + Penalty 1978.823073 = -80252.977536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1815.494544 sec): 3 clusters Score: Raw -81661.015578 + Penalty 3957.646146 = -77703.369432 nChanged 538 SP:Iteration 1F (1815.582589 sec): 3 clusters Score: Raw -82096.222952 + Penalty 3957.646146 = -78138.576805 nChanged 123 SP:Iteration 2F (1815.681343 sec): 3 clusters Score: Raw -82215.824439 + Penalty 3957.646146 = -78258.178292 nChanged 61 SP:Iteration 3Q (1815.798602 sec): 3 clusters Score: Raw -82267.557451 + Penalty 3957.646146 = -78309.911305 nChanged 42 SP:Iteration 4Q (1815.906945 sec): 3 clusters Score: Raw -82307.800159 + Penalty 3957.646146 = -78350.154013 nChanged 31 SP:Iteration 5Q (1815.987531 sec): 3 clusters Score: Raw -82340.004446 + Penalty 3957.646146 = -78382.358300 nChanged 27 SP:Iteration 6Q (1816.097818 sec): 3 clusters Score: Raw -82367.427683 + Penalty 3957.646146 = -78409.781537 nChanged 18 SP:Iteration 7Q (1816.208104 sec): 3 clusters Score: Raw -82383.945613 + Penalty 3957.646146 = -78426.299466 nChanged 21 SP:Iteration 8Q (1816.322281 sec): 3 clusters Score: Raw -82399.210545 + Penalty 3957.646146 = -78441.564398 nChanged 12 SP:Iteration 9Q (1816.434987 sec): 3 clusters Score: Raw -82409.915254 + Penalty 3957.646146 = -78452.269108 nChanged 13 SP:Iteration 10Q (1816.528376 sec): 3 clusters Score: Raw -82419.430649 + Penalty 3957.646146 = -78461.784503 nChanged 5 SP:Iteration 11Q (1816.618125 sec): 3 clusters Score: Raw -82422.544596 + Penalty 3957.646146 = -78464.898450 nChanged 1 SP:Iteration 12Q (1816.710817 sec): 3 clusters Score: Raw -82423.574760 + Penalty 3957.646146 = -78465.928613 nChanged 2 SP:Iteration 13Q (1816.824116 sec): 3 clusters Score: Raw -82425.033329 + Penalty 3957.646146 = -78467.387183 nChanged 1 SP:Iteration 14Q (1816.932515 sec): 3 clusters Score: Raw -82425.890581 + Penalty 3957.646146 = -78468.244435 nChanged 0 SP:Iteration 15F (1817.046646 sec): 3 clusters Score: Raw -82425.890581 + Penalty 3957.646146 = -78468.244435 nChanged 0 Trying to split cluster 3 (32652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1817.218221 sec): 2 clusters Score: Raw -1511976.095830 + Penalty 2743.926607 = -1509232.169223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1817.415919 sec): 3 clusters Score: Raw -1492399.728348 + Penalty 5487.853213 = -1486911.875134 nChanged 14667 SP:Iteration 1F (1817.621385 sec): 3 clusters Score: Raw -1500508.610917 + Penalty 5487.853213 = -1495020.757704 nChanged 1658 SP:Iteration 2F (1817.823531 sec): 3 clusters Score: Raw -1501101.361266 + Penalty 5487.853213 = -1495613.508053 nChanged 1527 SP:Iteration 3Q (1818.007286 sec): 3 clusters Score: Raw -1501730.945703 + Penalty 5487.853213 = -1496243.092490 nChanged 1542 SP:Iteration 4Q (1818.145452 sec): 3 clusters Score: Raw -1502399.465279 + Penalty 5487.853213 = -1496911.612066 nChanged 1555 SP:Iteration 5Q (1818.324837 sec): 3 clusters Score: Raw -1503167.465520 + Penalty 5487.853213 = -1497679.612307 nChanged 1615 SP:Iteration 6Q (1818.483105 sec): 3 clusters Score: Raw -1504064.923677 + Penalty 5487.853213 = -1498577.070464 nChanged 1684 SP:Iteration 7F (1818.730269 sec): 3 clusters Score: Raw -1505020.868732 + Penalty 5487.853213 = -1499533.015518 nChanged 1654 SP:Iteration 8F (1818.919739 sec): 3 clusters Score: Raw -1506007.755418 + Penalty 5487.853213 = -1500519.902205 nChanged 1511 SP:Iteration 9Q (1819.137113 sec): 3 clusters Score: Raw -1506923.597970 + Penalty 5487.853213 = -1501435.744757 nChanged 1430 SP:Iteration 10Q (1819.379463 sec): 3 clusters Score: Raw -1507824.623600 + Penalty 5487.853213 = -1502336.770387 nChanged 1317 SP:Iteration 11Q (1819.594125 sec): 3 clusters Score: Raw -1508651.312981 + Penalty 5487.853213 = -1503163.459768 nChanged 1114 SP:Iteration 12Q (1819.821311 sec): 3 clusters Score: Raw -1509311.717412 + Penalty 5487.853213 = -1503823.864199 nChanged 937 SP:Iteration 13Q (1820.077027 sec): 3 clusters Score: Raw -1509853.334622 + Penalty 5487.853213 = -1504365.481409 nChanged 789 SP:Iteration 14Q (1820.251692 sec): 3 clusters Score: Raw -1510281.784193 + Penalty 5487.853213 = -1504793.930980 nChanged 602 SP:Iteration 15Q (1820.419376 sec): 3 clusters Score: Raw -1510575.958097 + Penalty 5487.853213 = -1505088.104884 nChanged 470 SP:Iteration 16Q (1820.625885 sec): 3 clusters Score: Raw -1510805.753349 + Penalty 5487.853213 = -1505317.900136 nChanged 409 SP:Iteration 17Q (1820.803554 sec): 3 clusters Score: Raw -1510987.179519 + Penalty 5487.853213 = -1505499.326306 nChanged 352 SP:Iteration 18Q (1820.982763 sec): 3 clusters Score: Raw -1511156.833402 + Penalty 5487.853213 = -1505668.980189 nChanged 325 SP:Iteration 19Q (1821.182660 sec): 3 clusters Score: Raw -1511309.234064 + Penalty 5487.853213 = -1505821.380851 nChanged 287 SP:Iteration 20F (1821.380369 sec): 3 clusters Score: Raw -1511442.118995 + Penalty 5487.853213 = -1505954.265782 nChanged 236 SP:Iteration 21Q (1821.570901 sec): 3 clusters Score: Raw -1511542.262899 + Penalty 5487.853213 = -1506054.409686 nChanged 197 SP:Iteration 22Q (1821.766302 sec): 3 clusters Score: Raw -1511632.422399 + Penalty 5487.853213 = -1506144.569186 nChanged 183 SP:Iteration 23Q (1821.964373 sec): 3 clusters Score: Raw -1511717.746251 + Penalty 5487.853213 = -1506229.893038 nChanged 167 SP:Iteration 24Q (1822.152690 sec): 3 clusters Score: Raw -1511801.563745 + Penalty 5487.853213 = -1506313.710532 nChanged 136 SP:Iteration 25Q (1822.346936 sec): 3 clusters Score: Raw -1511867.262648 + Penalty 5487.853213 = -1506379.409435 nChanged 124 SP:Iteration 26Q (1822.550715 sec): 3 clusters Score: Raw -1511929.525657 + Penalty 5487.853213 = -1506441.672444 nChanged 102 SP:Iteration 27Q (1822.751346 sec): 3 clusters Score: Raw -1511984.924578 + Penalty 5487.853213 = -1506497.071365 nChanged 102 SP:Iteration 28Q (1822.923994 sec): 3 clusters Score: Raw -1512044.706898 + Penalty 5487.853213 = -1506556.853684 nChanged 86 SP:Iteration 29Q (1823.119693 sec): 3 clusters Score: Raw -1512095.380206 + Penalty 5487.853213 = -1506607.526993 nChanged 68 SP:Iteration 30Q (1823.327495 sec): 3 clusters Score: Raw -1512131.376956 + Penalty 5487.853213 = -1506643.523743 nChanged 48 SP:Iteration 31Q (1823.518490 sec): 3 clusters Score: Raw -1512155.660142 + Penalty 5487.853213 = -1506667.806928 nChanged 45 SP:Iteration 32Q (1823.709828 sec): 3 clusters Score: Raw -1512175.366519 + Penalty 5487.853213 = -1506687.513306 nChanged 41 SP:Iteration 33Q (1823.905080 sec): 3 clusters Score: Raw -1512195.811744 + Penalty 5487.853213 = -1506707.958531 nChanged 41 SP:Iteration 34Q (1824.101341 sec): 3 clusters Score: Raw -1512217.497782 + Penalty 5487.853213 = -1506729.644569 nChanged 32 SP:Iteration 35Q (1824.268758 sec): 3 clusters Score: Raw -1512234.483378 + Penalty 5487.853213 = -1506746.630164 nChanged 33 SP:Iteration 36Q (1824.410062 sec): 3 clusters Score: Raw -1512250.011690 + Penalty 5487.853213 = -1506762.158477 nChanged 26 SP:Iteration 37Q (1824.588037 sec): 3 clusters Score: Raw -1512263.779321 + Penalty 5487.853213 = -1506775.926108 nChanged 25 SP:Iteration 38Q (1824.792548 sec): 3 clusters Score: Raw -1512277.588466 + Penalty 5487.853213 = -1506789.735252 nChanged 23 SP:Iteration 39Q (1824.975196 sec): 3 clusters Score: Raw -1512288.893781 + Penalty 5487.853213 = -1506801.040567 nChanged 15 SP:Iteration 40F (1825.185059 sec): 3 clusters Score: Raw -1512297.354087 + Penalty 5487.853213 = -1506809.500874 nChanged 16 SP:Iteration 41Q (1825.375554 sec): 3 clusters Score: Raw -1512305.490642 + Penalty 5487.853213 = -1506817.637429 nChanged 15 SP:Iteration 42Q (1825.555601 sec): 3 clusters Score: Raw -1512311.983410 + Penalty 5487.853213 = -1506824.130197 nChanged 13 SP:Iteration 43Q (1825.767452 sec): 3 clusters Score: Raw -1512319.110382 + Penalty 5487.853213 = -1506831.257169 nChanged 11 SP:Iteration 44Q (1825.952210 sec): 3 clusters Score: Raw -1512325.079518 + Penalty 5487.853213 = -1506837.226304 nChanged 13 SP:Iteration 45Q (1826.117129 sec): 3 clusters Score: Raw -1512334.212523 + Penalty 5487.853213 = -1506846.359310 nChanged 18 SP:Iteration 46Q (1826.328976 sec): 3 clusters Score: Raw -1512346.014414 + Penalty 5487.853213 = -1506858.161201 nChanged 14 SP:Iteration 47Q (1826.520940 sec): 3 clusters Score: Raw -1512355.014228 + Penalty 5487.853213 = -1506867.161014 nChanged 11 SP:Iteration 48Q (1826.707828 sec): 3 clusters Score: Raw -1512362.470544 + Penalty 5487.853213 = -1506874.617331 nChanged 12 SP:Iteration 49Q (1826.906523 sec): 3 clusters Score: Raw -1512368.851677 + Penalty 5487.853213 = -1506880.998464 nChanged 12 SP:Iteration 50Q (1827.133021 sec): 3 clusters Score: Raw -1512376.098453 + Penalty 5487.853213 = -1506888.245240 nChanged 7 SP:Iteration 51Q (1827.339379 sec): 3 clusters Score: Raw -1512380.942012 + Penalty 5487.853213 = -1506893.088799 nChanged 7 SP:Iteration 52Q (1827.525381 sec): 3 clusters Score: Raw -1512386.549492 + Penalty 5487.853213 = -1506898.696279 nChanged 3 SP:Iteration 53Q (1827.729946 sec): 3 clusters Score: Raw -1512388.084148 + Penalty 5487.853213 = -1506900.230935 nChanged 0 SP:Iteration 54F (1827.932874 sec): 3 clusters Score: Raw -1512388.084148 + Penalty 5487.853213 = -1506900.230935 nChanged 0 Trying to split cluster 4 (4937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1828.059330 sec): 2 clusters Score: Raw -214408.800155 + Penalty 2245.191469 = -212163.608686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1828.159225 sec): 3 clusters Score: Raw -212065.893674 + Penalty 4490.382937 = -207575.510737 nChanged 1895 SP:Iteration 1F (1828.267766 sec): 3 clusters Score: Raw -213226.800004 + Penalty 4490.382937 = -208736.417067 nChanged 375 SP:Iteration 2F (1828.353946 sec): 3 clusters Score: Raw -213453.999622 + Penalty 4490.382937 = -208963.616685 nChanged 229 SP:Iteration 3Q (1828.471057 sec): 3 clusters Score: Raw -213591.872280 + Penalty 4490.382937 = -209101.489343 nChanged 187 SP:Iteration 4Q (1828.606405 sec): 3 clusters Score: Raw -213704.514711 + Penalty 4490.382937 = -209214.131774 nChanged 177 SP:Iteration 5Q (1828.693558 sec): 3 clusters Score: Raw -213808.040306 + Penalty 4490.382937 = -209317.657369 nChanged 144 SP:Iteration 6Q (1828.799072 sec): 3 clusters Score: Raw -213897.337415 + Penalty 4490.382937 = -209406.954478 nChanged 124 SP:Iteration 7Q (1828.902280 sec): 3 clusters Score: Raw -213959.535946 + Penalty 4490.382937 = -209469.153009 nChanged 103 SP:Iteration 8Q (1829.024280 sec): 3 clusters Score: Raw -214007.862051 + Penalty 4490.382937 = -209517.479114 nChanged 80 SP:Iteration 9Q (1829.124714 sec): 3 clusters Score: Raw -214047.941895 + Penalty 4490.382937 = -209557.558958 nChanged 81 SP:Iteration 10Q (1829.234549 sec): 3 clusters Score: Raw -214092.105905 + Penalty 4490.382937 = -209601.722968 nChanged 72 SP:Iteration 11Q (1829.358122 sec): 3 clusters Score: Raw -214123.892196 + Penalty 4490.382937 = -209633.509259 nChanged 66 SP:Iteration 12Q (1829.462973 sec): 3 clusters Score: Raw -214152.071701 + Penalty 4490.382937 = -209661.688764 nChanged 55 SP:Iteration 13Q (1829.575300 sec): 3 clusters Score: Raw -214176.628144 + Penalty 4490.382937 = -209686.245207 nChanged 60 SP:Iteration 14Q (1829.690321 sec): 3 clusters Score: Raw -214201.417042 + Penalty 4490.382937 = -209711.034105 nChanged 51 SP:Iteration 15Q (1829.787356 sec): 3 clusters Score: Raw -214221.842467 + Penalty 4490.382937 = -209731.459530 nChanged 37 SP:Iteration 16Q (1829.899067 sec): 3 clusters Score: Raw -214234.538081 + Penalty 4490.382937 = -209744.155144 nChanged 32 SP:Iteration 17Q (1830.034509 sec): 3 clusters Score: Raw -214246.408639 + Penalty 4490.382937 = -209756.025702 nChanged 32 SP:Iteration 18Q (1830.148316 sec): 3 clusters Score: Raw -214259.521945 + Penalty 4490.382937 = -209769.139008 nChanged 30 SP:Iteration 19Q (1830.253552 sec): 3 clusters Score: Raw -214269.870225 + Penalty 4490.382937 = -209779.487288 nChanged 34 SP:Iteration 20F (1830.379655 sec): 3 clusters Score: Raw -214282.525065 + Penalty 4490.382937 = -209792.142128 nChanged 31 SP:Iteration 21Q (1830.516899 sec): 3 clusters Score: Raw -214293.278012 + Penalty 4490.382937 = -209802.895075 nChanged 28 SP:Iteration 22Q (1830.579110 sec): 3 clusters Score: Raw -214303.205591 + Penalty 4490.382937 = -209812.822654 nChanged 24 SP:Iteration 23Q (1830.694349 sec): 3 clusters Score: Raw -214311.068398 + Penalty 4490.382937 = -209820.685461 nChanged 20 SP:Iteration 24Q (1830.755536 sec): 3 clusters Score: Raw -214317.640843 + Penalty 4490.382937 = -209827.257906 nChanged 23 SP:Iteration 25Q (1830.863935 sec): 3 clusters Score: Raw -214326.380338 + Penalty 4490.382937 = -209835.997401 nChanged 29 SP:Iteration 26Q (1830.986364 sec): 3 clusters Score: Raw -214339.470018 + Penalty 4490.382937 = -209849.087081 nChanged 32 SP:Iteration 27Q (1831.123997 sec): 3 clusters Score: Raw -214353.411234 + Penalty 4490.382937 = -209863.028297 nChanged 38 SP:Iteration 28Q (1831.263297 sec): 3 clusters Score: Raw -214369.218427 + Penalty 4490.382937 = -209878.835490 nChanged 36 SP:Iteration 29Q (1831.373340 sec): 3 clusters Score: Raw -214387.424856 + Penalty 4490.382937 = -209897.041919 nChanged 46 SP:Iteration 30Q (1831.498643 sec): 3 clusters Score: Raw -214409.619270 + Penalty 4490.382937 = -209919.236333 nChanged 45 SP:Iteration 31Q (1831.621704 sec): 3 clusters Score: Raw -214440.768424 + Penalty 4490.382937 = -209950.385487 nChanged 66 SP:Iteration 32Q (1831.743392 sec): 3 clusters Score: Raw -214478.083401 + Penalty 4490.382937 = -209987.700464 nChanged 62 SP:Iteration 33Q (1831.889332 sec): 3 clusters Score: Raw -214510.958160 + Penalty 4490.382937 = -210020.575223 nChanged 54 SP:Iteration 34Q (1831.995969 sec): 3 clusters Score: Raw -214544.475678 + Penalty 4490.382937 = -210054.092741 nChanged 67 SP:Iteration 35Q (1832.120645 sec): 3 clusters Score: Raw -214584.335224 + Penalty 4490.382937 = -210093.952287 nChanged 66 SP:Iteration 36Q (1832.251978 sec): 3 clusters Score: Raw -214622.844939 + Penalty 4490.382937 = -210132.462002 nChanged 68 SP:Iteration 37Q (1832.388548 sec): 3 clusters Score: Raw -214662.566949 + Penalty 4490.382937 = -210172.184012 nChanged 65 SP:Iteration 38Q (1832.516619 sec): 3 clusters Score: Raw -214697.080994 + Penalty 4490.382937 = -210206.698057 nChanged 65 SP:Iteration 39Q (1832.640365 sec): 3 clusters Score: Raw -214727.771612 + Penalty 4490.382937 = -210237.388675 nChanged 64 SP:Iteration 40F (1832.761930 sec): 3 clusters Score: Raw -214759.242576 + Penalty 4490.382937 = -210268.859639 nChanged 55 SP:Iteration 41Q (1832.880722 sec): 3 clusters Score: Raw -214787.906415 + Penalty 4490.382937 = -210297.523478 nChanged 67 SP:Iteration 42Q (1833.009305 sec): 3 clusters Score: Raw -214822.871659 + Penalty 4490.382937 = -210332.488722 nChanged 69 SP:Iteration 43Q (1833.151169 sec): 3 clusters Score: Raw -214862.013224 + Penalty 4490.382937 = -210371.630287 nChanged 80 SP:Iteration 44Q (1833.264441 sec): 3 clusters Score: Raw -214906.211404 + Penalty 4490.382937 = -210415.828467 nChanged 94 SP:Iteration 45Q (1833.355496 sec): 3 clusters Score: Raw -214945.813626 + Penalty 4490.382937 = -210455.430689 nChanged 58 SP:Iteration 46Q (1833.480025 sec): 3 clusters Score: Raw -214972.089119 + Penalty 4490.382937 = -210481.706182 nChanged 58 SP:Iteration 47Q (1833.610956 sec): 3 clusters Score: Raw -214998.302517 + Penalty 4490.382937 = -210507.919580 nChanged 53 SP:Iteration 48Q (1833.735070 sec): 3 clusters Score: Raw -215023.323260 + Penalty 4490.382937 = -210532.940323 nChanged 52 SP:Iteration 49Q (1833.860082 sec): 3 clusters Score: Raw -215046.026350 + Penalty 4490.382937 = -210555.643413 nChanged 49 SP:Iteration 50Q (1833.967559 sec): 3 clusters Score: Raw -215069.230937 + Penalty 4490.382937 = -210578.848000 nChanged 52 SP:Iteration 51Q (1834.095297 sec): 3 clusters Score: Raw -215090.706580 + Penalty 4490.382937 = -210600.323643 nChanged 38 SP:Iteration 52Q (1834.179513 sec): 3 clusters Score: Raw -215107.507260 + Penalty 4490.382937 = -210617.124323 nChanged 38 SP:Iteration 53Q (1834.296850 sec): 3 clusters Score: Raw -215127.589597 + Penalty 4490.382937 = -210637.206660 nChanged 41 SP:Iteration 54Q (1834.411376 sec): 3 clusters Score: Raw -215147.188791 + Penalty 4490.382937 = -210656.805854 nChanged 45 SP:Iteration 55Q (1834.543588 sec): 3 clusters Score: Raw -215171.369308 + Penalty 4490.382937 = -210680.986371 nChanged 46 SP:Iteration 56Q (1834.681744 sec): 3 clusters Score: Raw -215192.866971 + Penalty 4490.382937 = -210702.484034 nChanged 46 SP:Iteration 57Q (1834.815332 sec): 3 clusters Score: Raw -215212.593493 + Penalty 4490.382937 = -210722.210556 nChanged 40 SP:Iteration 58Q (1834.936722 sec): 3 clusters Score: Raw -215230.515596 + Penalty 4490.382937 = -210740.132659 nChanged 28 SP:Iteration 59Q (1835.057345 sec): 3 clusters Score: Raw -215240.210119 + Penalty 4490.382937 = -210749.827182 nChanged 20 SP:Iteration 60F (1835.162280 sec): 3 clusters Score: Raw -215247.814000 + Penalty 4490.382937 = -210757.431063 nChanged 21 SP:Iteration 61Q (1835.278416 sec): 3 clusters Score: Raw -215254.506770 + Penalty 4490.382937 = -210764.123833 nChanged 19 SP:Iteration 62Q (1835.393948 sec): 3 clusters Score: Raw -215260.382424 + Penalty 4490.382937 = -210769.999487 nChanged 15 SP:Iteration 63Q (1835.521504 sec): 3 clusters Score: Raw -215265.836260 + Penalty 4490.382937 = -210775.453323 nChanged 14 SP:Iteration 64Q (1835.648113 sec): 3 clusters Score: Raw -215270.419661 + Penalty 4490.382937 = -210780.036724 nChanged 10 SP:Iteration 65Q (1835.765298 sec): 3 clusters Score: Raw -215273.890432 + Penalty 4490.382937 = -210783.507495 nChanged 3 SP:Iteration 66Q (1835.908110 sec): 3 clusters Score: Raw -215275.639465 + Penalty 4490.382937 = -210785.256528 nChanged 6 SP:Iteration 67Q (1836.010291 sec): 3 clusters Score: Raw -215277.199966 + Penalty 4490.382937 = -210786.817029 nChanged 4 SP:Iteration 68Q (1836.169248 sec): 3 clusters Score: Raw -215277.799112 + Penalty 4490.382937 = -210787.416175 nChanged 1 SP:Iteration 69Q (1836.283509 sec): 3 clusters Score: Raw -215277.948046 + Penalty 4490.382937 = -210787.565109 nChanged 0 SP:Iteration 70F (1836.403398 sec): 3 clusters Score: Raw -215277.948046 + Penalty 4490.382937 = -210787.565109 nChanged 0 Trying to split cluster 5 (2272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1836.446335 sec): 2 clusters Score: Raw -103536.172993 + Penalty 2040.301766 = -101495.871227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1836.549646 sec): 3 clusters Score: Raw -102681.269771 + Penalty 4080.603532 = -98600.666239 nChanged 781 SP:Iteration 1F (1836.650469 sec): 3 clusters Score: Raw -103270.933764 + Penalty 4080.603532 = -99190.330232 nChanged 175 SP:Iteration 2F (1836.754227 sec): 3 clusters Score: Raw -103419.352462 + Penalty 4080.603532 = -99338.748931 nChanged 91 SP:Iteration 3Q (1836.859045 sec): 3 clusters Score: Raw -103490.005510 + Penalty 4080.603532 = -99409.401978 nChanged 58 SP:Iteration 4Q (1836.969362 sec): 3 clusters Score: Raw -103530.747067 + Penalty 4080.603532 = -99450.143536 nChanged 47 SP:Iteration 5Q (1837.085369 sec): 3 clusters Score: Raw -103564.892186 + Penalty 4080.603532 = -99484.288654 nChanged 29 SP:Iteration 6Q (1837.199805 sec): 3 clusters Score: Raw -103586.163286 + Penalty 4080.603532 = -99505.559755 nChanged 28 SP:Iteration 7Q (1837.299690 sec): 3 clusters Score: Raw -103606.888969 + Penalty 4080.603532 = -99526.285437 nChanged 27 SP:Iteration 8Q (1837.410786 sec): 3 clusters Score: Raw -103627.310224 + Penalty 4080.603532 = -99546.706692 nChanged 29 SP:Iteration 9Q (1837.535161 sec): 3 clusters Score: Raw -103645.858024 + Penalty 4080.603532 = -99565.254492 nChanged 26 SP:Iteration 10Q (1837.639035 sec): 3 clusters Score: Raw -103666.950899 + Penalty 4080.603532 = -99586.347367 nChanged 21 SP:Iteration 11Q (1837.730830 sec): 3 clusters Score: Raw -103680.822287 + Penalty 4080.603532 = -99600.218755 nChanged 16 SP:Iteration 12Q (1837.837104 sec): 3 clusters Score: Raw -103691.667335 + Penalty 4080.603532 = -99611.063803 nChanged 8 SP:Iteration 13Q (1837.939459 sec): 3 clusters Score: Raw -103697.074632 + Penalty 4080.603532 = -99616.471100 nChanged 10 SP:Iteration 14Q (1838.043447 sec): 3 clusters Score: Raw -103704.235160 + Penalty 4080.603532 = -99623.631628 nChanged 11 SP:Iteration 15Q (1838.135273 sec): 3 clusters Score: Raw -103712.832058 + Penalty 4080.603532 = -99632.228526 nChanged 17 SP:Iteration 16Q (1838.254181 sec): 3 clusters Score: Raw -103722.209297 + Penalty 4080.603532 = -99641.605765 nChanged 8 SP:Iteration 17Q (1838.368211 sec): 3 clusters Score: Raw -103725.300980 + Penalty 4080.603532 = -99644.697448 nChanged 5 SP:Iteration 18Q (1838.483023 sec): 3 clusters Score: Raw -103727.840826 + Penalty 4080.603532 = -99647.237294 nChanged 1 SP:Iteration 19Q (1838.607677 sec): 3 clusters Score: Raw -103728.781611 + Penalty 4080.603532 = -99648.178079 nChanged 4 SP:Iteration 20F (1838.697160 sec): 3 clusters Score: Raw -103734.373872 + Penalty 4080.603532 = -99653.770340 nChanged 5 SP:Iteration 21Q (1838.813228 sec): 3 clusters Score: Raw -103736.889887 + Penalty 4080.603532 = -99656.286355 nChanged 5 SP:Iteration 22Q (1838.922852 sec): 3 clusters Score: Raw -103740.018278 + Penalty 4080.603532 = -99659.414746 nChanged 7 SP:Iteration 23Q (1839.005494 sec): 3 clusters Score: Raw -103742.647369 + Penalty 4080.603532 = -99662.043837 nChanged 2 SP:Iteration 24Q (1839.121871 sec): 3 clusters Score: Raw -103743.425507 + Penalty 4080.603532 = -99662.821975 nChanged 3 SP:Iteration 25Q (1839.236812 sec): 3 clusters Score: Raw -103745.570362 + Penalty 4080.603532 = -99664.966830 nChanged 1 SP:Iteration 26Q (1839.343357 sec): 3 clusters Score: Raw -103746.041450 + Penalty 4080.603532 = -99665.437918 nChanged 0 SP:Iteration 27F (1839.444566 sec): 3 clusters Score: Raw -103746.041450 + Penalty 4080.603532 = -99665.437918 nChanged 0 Trying to split cluster 7 (5436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.521040 sec): 2 clusters Score: Raw -257112.201202 + Penalty 2270.610877 = -254841.590326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.659256 sec): 3 clusters Score: Raw -254526.281413 + Penalty 4541.221753 = -249985.059660 nChanged 2075 SP:Iteration 1F (1839.801705 sec): 3 clusters Score: Raw -255752.661079 + Penalty 4541.221753 = -251211.439326 nChanged 413 SP:Iteration 2F (1839.901338 sec): 3 clusters Score: Raw -256004.651536 + Penalty 4541.221753 = -251463.429782 nChanged 295 SP:Iteration 3F (1840.019128 sec): 3 clusters Score: Raw -256161.686448 + Penalty 4541.221753 = -251620.464694 nChanged 205 SP:Iteration 4Q (1840.170564 sec): 3 clusters Score: Raw -256274.634121 + Penalty 4541.221753 = -251733.412368 nChanged 167 SP:Iteration 5Q (1840.275717 sec): 3 clusters Score: Raw -256360.936232 + Penalty 4541.221753 = -251819.714479 nChanged 151 SP:Iteration 6Q (1840.419618 sec): 3 clusters Score: Raw -256436.824475 + Penalty 4541.221753 = -251895.602722 nChanged 117 SP:Iteration 7Q (1840.529883 sec): 3 clusters Score: Raw -256495.035406 + Penalty 4541.221753 = -251953.813652 nChanged 107 SP:Iteration 8Q (1840.648516 sec): 3 clusters Score: Raw -256534.054084 + Penalty 4541.221753 = -251992.832330 nChanged 82 SP:Iteration 9Q (1840.771282 sec): 3 clusters Score: Raw -256570.514546 + Penalty 4541.221753 = -252029.292793 nChanged 71 SP:Iteration 10Q (1840.904332 sec): 3 clusters Score: Raw -256601.041367 + Penalty 4541.221753 = -252059.819614 nChanged 77 SP:Iteration 11Q (1841.059932 sec): 3 clusters Score: Raw -256638.790814 + Penalty 4541.221753 = -252097.569061 nChanged 73 SP:Iteration 12Q (1841.169489 sec): 3 clusters Score: Raw -256674.569272 + Penalty 4541.221753 = -252133.347519 nChanged 71 SP:Iteration 13Q (1841.269812 sec): 3 clusters Score: Raw -256705.892300 + Penalty 4541.221753 = -252164.670547 nChanged 76 SP:Iteration 14Q (1841.397417 sec): 3 clusters Score: Raw -256745.487200 + Penalty 4541.221753 = -252204.265447 nChanged 74 SP:Iteration 15Q (1841.530763 sec): 3 clusters Score: Raw -256780.834743 + Penalty 4541.221753 = -252239.612990 nChanged 66 SP:Iteration 16Q (1841.650209 sec): 3 clusters Score: Raw -256806.887810 + Penalty 4541.221753 = -252265.666057 nChanged 48 SP:Iteration 17Q (1841.773144 sec): 3 clusters Score: Raw -256831.809821 + Penalty 4541.221753 = -252290.588068 nChanged 67 SP:Iteration 18Q (1841.892815 sec): 3 clusters Score: Raw -256872.575410 + Penalty 4541.221753 = -252331.353656 nChanged 78 SP:Iteration 19Q (1842.037776 sec): 3 clusters Score: Raw -256913.349863 + Penalty 4541.221753 = -252372.128110 nChanged 78 SP:Iteration 20F (1842.155297 sec): 3 clusters Score: Raw -256956.444180 + Penalty 4541.221753 = -252415.222427 nChanged 82 SP:Iteration 21Q (1842.266749 sec): 3 clusters Score: Raw -257005.401914 + Penalty 4541.221753 = -252464.180160 nChanged 94 SP:Iteration 22Q (1842.394009 sec): 3 clusters Score: Raw -257059.352805 + Penalty 4541.221753 = -252518.131052 nChanged 91 SP:Iteration 23Q (1842.532915 sec): 3 clusters Score: Raw -257115.356214 + Penalty 4541.221753 = -252574.134461 nChanged 80 SP:Iteration 24Q (1842.662354 sec): 3 clusters Score: Raw -257156.450833 + Penalty 4541.221753 = -252615.229080 nChanged 65 SP:Iteration 25Q (1842.768257 sec): 3 clusters Score: Raw -257184.142901 + Penalty 4541.221753 = -252642.921148 nChanged 59 SP:Iteration 26Q (1842.889586 sec): 3 clusters Score: Raw -257212.490950 + Penalty 4541.221753 = -252671.269197 nChanged 46 SP:Iteration 27Q (1843.017641 sec): 3 clusters Score: Raw -257238.716051 + Penalty 4541.221753 = -252697.494297 nChanged 54 SP:Iteration 28Q (1843.135365 sec): 3 clusters Score: Raw -257267.772447 + Penalty 4541.221753 = -252726.550694 nChanged 51 SP:Iteration 29Q (1843.257236 sec): 3 clusters Score: Raw -257288.966167 + Penalty 4541.221753 = -252747.744414 nChanged 39 SP:Iteration 30Q (1843.352870 sec): 3 clusters Score: Raw -257307.971886 + Penalty 4541.221753 = -252766.750133 nChanged 29 SP:Iteration 31Q (1843.463944 sec): 3 clusters Score: Raw -257321.504956 + Penalty 4541.221753 = -252780.283202 nChanged 31 SP:Iteration 32Q (1843.592999 sec): 3 clusters Score: Raw -257331.902528 + Penalty 4541.221753 = -252790.680774 nChanged 22 SP:Iteration 33Q (1843.738796 sec): 3 clusters Score: Raw -257340.012102 + Penalty 4541.221753 = -252798.790349 nChanged 19 SP:Iteration 34Q (1843.850527 sec): 3 clusters Score: Raw -257347.520761 + Penalty 4541.221753 = -252806.299008 nChanged 12 SP:Iteration 35Q (1843.969274 sec): 3 clusters Score: Raw -257351.552078 + Penalty 4541.221753 = -252810.330324 nChanged 16 SP:Iteration 36Q (1844.088128 sec): 3 clusters Score: Raw -257357.013806 + Penalty 4541.221753 = -252815.792053 nChanged 10 SP:Iteration 37Q (1844.217994 sec): 3 clusters Score: Raw -257360.575983 + Penalty 4541.221753 = -252819.354230 nChanged 7 SP:Iteration 38Q (1844.335919 sec): 3 clusters Score: Raw -257363.283031 + Penalty 4541.221753 = -252822.061277 nChanged 7 SP:Iteration 39Q (1844.460466 sec): 3 clusters Score: Raw -257366.311514 + Penalty 4541.221753 = -252825.089760 nChanged 7 SP:Iteration 40F (1844.572774 sec): 3 clusters Score: Raw -257368.917030 + Penalty 4541.221753 = -252827.695277 nChanged 5 SP:Iteration 41Q (1844.688897 sec): 3 clusters Score: Raw -257371.159472 + Penalty 4541.221753 = -252829.937719 nChanged 6 SP:Iteration 42Q (1844.821212 sec): 3 clusters Score: Raw -257372.889616 + Penalty 4541.221753 = -252831.667863 nChanged 6 SP:Iteration 43Q (1844.957937 sec): 3 clusters Score: Raw -257374.327288 + Penalty 4541.221753 = -252833.105535 nChanged 3 SP:Iteration 44Q (1845.063722 sec): 3 clusters Score: Raw -257375.105280 + Penalty 4541.221753 = -252833.883526 nChanged 4 SP:Iteration 45Q (1845.172592 sec): 3 clusters Score: Raw -257376.034116 + Penalty 4541.221753 = -252834.812363 nChanged 5 SP:Iteration 46Q (1845.286836 sec): 3 clusters Score: Raw -257378.397026 + Penalty 4541.221753 = -252837.175272 nChanged 4 SP:Iteration 47Q (1845.421546 sec): 3 clusters Score: Raw -257379.888897 + Penalty 4541.221753 = -252838.667144 nChanged 5 SP:Iteration 48Q (1845.516368 sec): 3 clusters Score: Raw -257381.236961 + Penalty 4541.221753 = -252840.015208 nChanged 6 SP:Iteration 49Q (1845.629909 sec): 3 clusters Score: Raw -257382.684059 + Penalty 4541.221753 = -252841.462306 nChanged 4 SP:Iteration 50Q (1845.745676 sec): 3 clusters Score: Raw -257383.453724 + Penalty 4541.221753 = -252842.231971 nChanged 2 SP:Iteration 51Q (1845.868367 sec): 3 clusters Score: Raw -257383.998577 + Penalty 4541.221753 = -252842.776824 nChanged 1 SP:Iteration 52Q (1846.001551 sec): 3 clusters Score: Raw -257384.103417 + Penalty 4541.221753 = -252842.881664 nChanged 0 SP:Iteration 53F (1846.101543 sec): 3 clusters Score: Raw -257384.103417 + Penalty 4541.221753 = -252842.881664 nChanged 0 Trying to split cluster 8 (1786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1846.162649 sec): 2 clusters Score: Raw -87934.907543 + Penalty 1976.761713 = -85958.145830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1846.304242 sec): 3 clusters Score: Raw -87353.263510 + Penalty 3953.523426 = -83399.740084 nChanged 510 SP:Iteration 1F (1846.429705 sec): 3 clusters Score: Raw -87750.913691 + Penalty 3953.523426 = -83797.390265 nChanged 112 SP:Iteration 2F (1846.536445 sec): 3 clusters Score: Raw -87858.471027 + Penalty 3953.523426 = -83904.947601 nChanged 56 SP:Iteration 3Q (1846.671298 sec): 3 clusters Score: Raw -87905.999981 + Penalty 3953.523426 = -83952.476555 nChanged 27 SP:Iteration 4Q (1846.801402 sec): 3 clusters Score: Raw -87923.632487 + Penalty 3953.523426 = -83970.109061 nChanged 13 SP:Iteration 5Q (1846.913266 sec): 3 clusters Score: Raw -87933.893145 + Penalty 3953.523426 = -83980.369719 nChanged 11 SP:Iteration 6Q (1847.023166 sec): 3 clusters Score: Raw -87941.459915 + Penalty 3953.523426 = -83987.936489 nChanged 6 SP:Iteration 7Q (1847.135739 sec): 3 clusters Score: Raw -87945.797244 + Penalty 3953.523426 = -83992.273818 nChanged 4 SP:Iteration 8Q (1847.249663 sec): 3 clusters Score: Raw -87949.647866 + Penalty 3953.523426 = -83996.124440 nChanged 6 SP:Iteration 9Q (1847.349751 sec): 3 clusters Score: Raw -87953.375887 + Penalty 3953.523426 = -83999.852461 nChanged 5 SP:Iteration 10Q (1847.445740 sec): 3 clusters Score: Raw -87957.289554 + Penalty 3953.523426 = -84003.766128 nChanged 9 SP:Iteration 11Q (1847.556520 sec): 3 clusters Score: Raw -87964.835140 + Penalty 3953.523426 = -84011.311714 nChanged 11 SP:Iteration 12Q (1847.669242 sec): 3 clusters Score: Raw -87971.762929 + Penalty 3953.523426 = -84018.239503 nChanged 12 SP:Iteration 13Q (1847.780791 sec): 3 clusters Score: Raw -87980.411474 + Penalty 3953.523426 = -84026.888048 nChanged 17 SP:Iteration 14Q (1847.896688 sec): 3 clusters Score: Raw -87991.760720 + Penalty 3953.523426 = -84038.237294 nChanged 9 SP:Iteration 15Q (1848.003317 sec): 3 clusters Score: Raw -87997.364481 + Penalty 3953.523426 = -84043.841055 nChanged 11 SP:Iteration 16Q (1848.114858 sec): 3 clusters Score: Raw -88003.618865 + Penalty 3953.523426 = -84050.095439 nChanged 7 SP:Iteration 17Q (1848.249072 sec): 3 clusters Score: Raw -88006.905304 + Penalty 3953.523426 = -84053.381878 nChanged 3 SP:Iteration 18Q (1848.346952 sec): 3 clusters Score: Raw -88009.650607 + Penalty 3953.523426 = -84056.127181 nChanged 6 SP:Iteration 19Q (1848.462640 sec): 3 clusters Score: Raw -88013.267728 + Penalty 3953.523426 = -84059.744302 nChanged 4 SP:Iteration 20F (1848.534334 sec): 3 clusters Score: Raw -88017.420480 + Penalty 3953.523426 = -84063.897054 nChanged 3 SP:Iteration 21Q (1848.631457 sec): 3 clusters Score: Raw -88021.382671 + Penalty 3953.523426 = -84067.859245 nChanged 8 SP:Iteration 22Q (1848.733540 sec): 3 clusters Score: Raw -88027.658227 + Penalty 3953.523426 = -84074.134801 nChanged 4 SP:Iteration 23Q (1848.844256 sec): 3 clusters Score: Raw -88030.012488 + Penalty 3953.523426 = -84076.489062 nChanged 8 SP:Iteration 24Q (1848.994629 sec): 3 clusters Score: Raw -88037.430362 + Penalty 3953.523426 = -84083.906936 nChanged 13 SP:Iteration 25Q (1849.074592 sec): 3 clusters Score: Raw -88045.112266 + Penalty 3953.523426 = -84091.588840 nChanged 9 SP:Iteration 26Q (1849.164105 sec): 3 clusters Score: Raw -88051.324522 + Penalty 3953.523426 = -84097.801096 nChanged 8 SP:Iteration 27Q (1849.274758 sec): 3 clusters Score: Raw -88059.286495 + Penalty 3953.523426 = -84105.763069 nChanged 7 SP:Iteration 28Q (1849.372709 sec): 3 clusters Score: Raw -88063.517707 + Penalty 3953.523426 = -84109.994281 nChanged 4 SP:Iteration 29Q (1849.488177 sec): 3 clusters Score: Raw -88066.983648 + Penalty 3953.523426 = -84113.460222 nChanged 4 SP:Iteration 30Q (1849.603897 sec): 3 clusters Score: Raw -88070.425525 + Penalty 3953.523426 = -84116.902099 nChanged 4 SP:Iteration 31Q (1849.700767 sec): 3 clusters Score: Raw -88072.769699 + Penalty 3953.523426 = -84119.246273 nChanged 4 SP:Iteration 32Q (1849.804412 sec): 3 clusters Score: Raw -88075.244271 + Penalty 3953.523426 = -84121.720845 nChanged 3 SP:Iteration 33Q (1849.924857 sec): 3 clusters Score: Raw -88076.655784 + Penalty 3953.523426 = -84123.132358 nChanged 3 SP:Iteration 34Q (1850.005489 sec): 3 clusters Score: Raw -88078.992383 + Penalty 3953.523426 = -84125.468957 nChanged 1 SP:Iteration 35Q (1850.107452 sec): 3 clusters Score: Raw -88079.379708 + Penalty 3953.523426 = -84125.856282 nChanged 1 SP:Iteration 36Q (1850.210758 sec): 3 clusters Score: Raw -88079.761647 + Penalty 3953.523426 = -84126.238221 nChanged 1 SP:Iteration 37Q (1850.311970 sec): 3 clusters Score: Raw -88080.036560 + Penalty 3953.523426 = -84126.513134 nChanged 0 SP:Iteration 38F (1850.425162 sec): 3 clusters Score: Raw -88080.036560 + Penalty 3953.523426 = -84126.513134 nChanged 0 Trying to split cluster 9 (9626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1850.508391 sec): 2 clusters Score: Raw -386508.457897 + Penalty 2421.466885 = -384086.991012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1850.643426 sec): 3 clusters Score: Raw -381399.727558 + Penalty 4842.933770 = -376556.793788 nChanged 4012 SP:Iteration 1F (1850.799181 sec): 3 clusters Score: Raw -383726.263056 + Penalty 4842.933770 = -378883.329286 nChanged 726 SP:Iteration 2F (1850.931502 sec): 3 clusters Score: Raw -384220.208563 + Penalty 4842.933770 = -379377.274793 nChanged 603 SP:Iteration 3F (1851.056547 sec): 3 clusters Score: Raw -384619.249352 + Penalty 4842.933770 = -379776.315582 nChanged 529 SP:Iteration 4F (1851.226228 sec): 3 clusters Score: Raw -384960.308625 + Penalty 4842.933770 = -380117.374854 nChanged 486 SP:Iteration 5F (1851.373054 sec): 3 clusters Score: Raw -385280.819034 + Penalty 4842.933770 = -380437.885264 nChanged 440 SP:Iteration 6Q (1851.514826 sec): 3 clusters Score: Raw -385553.985456 + Penalty 4842.933770 = -380711.051686 nChanged 416 SP:Iteration 7Q (1851.655667 sec): 3 clusters Score: Raw -385833.989895 + Penalty 4842.933770 = -380991.056124 nChanged 386 SP:Iteration 8Q (1851.815731 sec): 3 clusters Score: Raw -386088.376787 + Penalty 4842.933770 = -381245.443017 nChanged 337 SP:Iteration 9Q (1851.938889 sec): 3 clusters Score: Raw -386308.591370 + Penalty 4842.933770 = -381465.657599 nChanged 316 SP:Iteration 10Q (1852.081235 sec): 3 clusters Score: Raw -386540.979556 + Penalty 4842.933770 = -381698.045786 nChanged 271 SP:Iteration 11Q (1852.218570 sec): 3 clusters Score: Raw -386728.196170 + Penalty 4842.933770 = -381885.262399 nChanged 240 SP:Iteration 12Q (1852.374083 sec): 3 clusters Score: Raw -386897.590242 + Penalty 4842.933770 = -382054.656472 nChanged 195 SP:Iteration 13Q (1852.533208 sec): 3 clusters Score: Raw -387038.392250 + Penalty 4842.933770 = -382195.458480 nChanged 168 SP:Iteration 14Q (1852.664074 sec): 3 clusters Score: Raw -387152.516389 + Penalty 4842.933770 = -382309.582618 nChanged 145 SP:Iteration 15Q (1852.801355 sec): 3 clusters Score: Raw -387251.998872 + Penalty 4842.933770 = -382409.065101 nChanged 113 SP:Iteration 16Q (1852.938879 sec): 3 clusters Score: Raw -387328.537437 + Penalty 4842.933770 = -382485.603666 nChanged 96 SP:Iteration 17Q (1853.081282 sec): 3 clusters Score: Raw -387383.493677 + Penalty 4842.933770 = -382540.559907 nChanged 77 SP:Iteration 18Q (1853.223298 sec): 3 clusters Score: Raw -387426.549424 + Penalty 4842.933770 = -382583.615653 nChanged 61 SP:Iteration 19Q (1853.378347 sec): 3 clusters Score: Raw -387461.182659 + Penalty 4842.933770 = -382618.248888 nChanged 47 SP:Iteration 20F (1853.533041 sec): 3 clusters Score: Raw -387481.128826 + Penalty 4842.933770 = -382638.195056 nChanged 36 SP:Iteration 21Q (1853.672000 sec): 3 clusters Score: Raw -387494.269181 + Penalty 4842.933770 = -382651.335411 nChanged 28 SP:Iteration 22Q (1853.802671 sec): 3 clusters Score: Raw -387507.242970 + Penalty 4842.933770 = -382664.309200 nChanged 27 SP:Iteration 23Q (1853.915096 sec): 3 clusters Score: Raw -387518.791239 + Penalty 4842.933770 = -382675.857469 nChanged 18 SP:Iteration 24Q (1854.072588 sec): 3 clusters Score: Raw -387527.543642 + Penalty 4842.933770 = -382684.609871 nChanged 17 SP:Iteration 25Q (1854.204147 sec): 3 clusters Score: Raw -387533.986919 + Penalty 4842.933770 = -382691.053149 nChanged 17 SP:Iteration 26Q (1854.350261 sec): 3 clusters Score: Raw -387540.875045 + Penalty 4842.933770 = -382697.941274 nChanged 17 SP:Iteration 27Q (1854.487423 sec): 3 clusters Score: Raw -387547.873713 + Penalty 4842.933770 = -382704.939942 nChanged 15 SP:Iteration 28Q (1854.599198 sec): 3 clusters Score: Raw -387553.920090 + Penalty 4842.933770 = -382710.986320 nChanged 18 SP:Iteration 29Q (1854.743315 sec): 3 clusters Score: Raw -387561.137262 + Penalty 4842.933770 = -382718.203492 nChanged 7 SP:Iteration 30Q (1854.805120 sec): 3 clusters Score: Raw -387562.960294 + Penalty 4842.933770 = -382720.026524 nChanged 3 SP:Iteration 31Q (1854.874318 sec): 3 clusters Score: Raw -387563.280724 + Penalty 4842.933770 = -382720.346953 nChanged 2 SP:Iteration 32Q (1855.067490 sec): 3 clusters Score: Raw -387563.586489 + Penalty 4842.933770 = -382720.652719 nChanged 1 SP:Iteration 33Q (1855.230076 sec): 3 clusters Score: Raw -387563.745790 + Penalty 4842.933770 = -382720.812019 nChanged 0 SP:Iteration 34F (1855.387895 sec): 3 clusters Score: Raw -387563.745790 + Penalty 4842.933770 = -382720.812019 nChanged 0 Iteration 59Q (1856.337073 sec): 9 clusters Score: Raw -2938633.300962 + Penalty 23450.904786 = -2915182.396176 nChanged 44 Iteration 60F (1857.463030 sec): 9 clusters Score: Raw -2938637.875847 + Penalty 23450.904786 = -2915186.971061 nChanged 40 Iteration 61Q (1858.308132 sec): 9 clusters Score: Raw -2938641.771724 + Penalty 23450.904786 = -2915190.866938 nChanged 35 Iteration 62Q (1859.150005 sec): 9 clusters Score: Raw -2938644.724445 + Penalty 23450.904786 = -2915193.819659 nChanged 29 Iteration 63Q (1860.031380 sec): 9 clusters Score: Raw -2938647.129900 + Penalty 23450.904786 = -2915196.225114 nChanged 32 Iteration 64Q (1860.912807 sec): 9 clusters Score: Raw -2938649.672125 + Penalty 23450.904786 = -2915198.767339 nChanged 33 Iteration 65Q (1861.810448 sec): 9 clusters Score: Raw -2938651.892406 + Penalty 23450.904786 = -2915200.987620 nChanged 37 Iteration 66Q (1862.638967 sec): 9 clusters Score: Raw -2938654.608977 + Penalty 23450.904786 = -2915203.704191 nChanged 29 Iteration 67Q (1863.444873 sec): 9 clusters Score: Raw -2938656.829706 + Penalty 23450.904786 = -2915205.924920 nChanged 24 Iteration 68Q (1864.197216 sec): 9 clusters Score: Raw -2938658.695861 + Penalty 23450.904786 = -2915207.791075 nChanged 21 Iteration 69Q (1865.042889 sec): 9 clusters Score: Raw -2938660.664931 + Penalty 23450.904786 = -2915209.760145 nChanged 18 Iteration 70Q (1865.819451 sec): 9 clusters Score: Raw -2938661.799549 + Penalty 23450.904786 = -2915210.894763 nChanged 21 Iteration 71Q (1866.663152 sec): 9 clusters Score: Raw -2938663.222420 + Penalty 23450.904786 = -2915212.317634 nChanged 21 Iteration 72Q (1867.553457 sec): 9 clusters Score: Raw -2938665.700272 + Penalty 23450.904786 = -2915214.795486 nChanged 19 Iteration 73Q (1868.359873 sec): 9 clusters Score: Raw -2938667.095670 + Penalty 23450.904786 = -2915216.190884 nChanged 22 Iteration 74Q (1869.197494 sec): 9 clusters Score: Raw -2938668.898623 + Penalty 23450.904786 = -2915217.993837 nChanged 19 Iteration 75Q (1870.027032 sec): 9 clusters Score: Raw -2938670.594196 + Penalty 23450.904786 = -2915219.689410 nChanged 13 Iteration 76Q (1870.843441 sec): 9 clusters Score: Raw -2938671.359297 + Penalty 23450.904786 = -2915220.454511 nChanged 9 Iteration 77Q (1871.648033 sec): 9 clusters Score: Raw -2938672.832721 + Penalty 23450.904786 = -2915221.927935 nChanged 12 Iteration 78Q (1872.500248 sec): 9 clusters Score: Raw -2938674.292746 + Penalty 23450.904786 = -2915223.387960 nChanged 10 Iteration 79Q (1873.371828 sec): 9 clusters Score: Raw -2938675.575532 + Penalty 23450.904786 = -2915224.670746 nChanged 9 Iteration 80F (1874.411401 sec): 9 clusters Score: Raw -2938676.695631 + Penalty 23450.904786 = -2915225.790845 nChanged 7 Iteration 81Q (1875.247540 sec): 9 clusters Score: Raw -2938677.374424 + Penalty 23450.904786 = -2915226.469638 nChanged 4 Iteration 82Q (1876.054583 sec): 9 clusters Score: Raw -2938677.568716 + Penalty 23450.904786 = -2915226.663930 nChanged 3 Iteration 83Q (1876.942570 sec): 9 clusters Score: Raw -2938677.868930 + Penalty 23450.904786 = -2915226.964144 nChanged 3 Iteration 84Q (1877.779606 sec): 9 clusters Score: Raw -2938678.112323 + Penalty 23450.904786 = -2915227.207537 nChanged 2 Iteration 85Q (1878.523392 sec): 9 clusters Score: Raw -2938678.389054 + Penalty 23450.904786 = -2915227.484268 nChanged 0 Iteration 86F (1879.590676 sec): 9 clusters Score: Raw -2938678.389054 + Penalty 23450.904786 = -2915227.484268 nChanged 0 Compute initial score before splitting: Score: Raw -2938678.389054 + Penalty 23450.904786 = -2915227.484268 Trying to split cluster 1 (7975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1879.700875 sec): 2 clusters Score: Raw -404569.029680 + Penalty 2371.793669 = -402197.236011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1879.829937 sec): 3 clusters Score: Raw -400430.740032 + Penalty 4743.587338 = -395687.152694 nChanged 3234 SP:Iteration 1F (1879.965292 sec): 3 clusters Score: Raw -402237.119433 + Penalty 4743.587338 = -397493.532096 nChanged 570 SP:Iteration 2F (1880.083818 sec): 3 clusters Score: Raw -402544.725558 + Penalty 4743.587338 = -397801.138220 nChanged 429 SP:Iteration 3F (1880.194376 sec): 3 clusters Score: Raw -402789.341047 + Penalty 4743.587338 = -398045.753709 nChanged 390 SP:Iteration 4Q (1880.327698 sec): 3 clusters Score: Raw -403005.621083 + Penalty 4743.587338 = -398262.033746 nChanged 317 SP:Iteration 5Q (1880.464846 sec): 3 clusters Score: Raw -403180.268748 + Penalty 4743.587338 = -398436.681410 nChanged 282 SP:Iteration 6Q (1880.592808 sec): 3 clusters Score: Raw -403332.321288 + Penalty 4743.587338 = -398588.733950 nChanged 291 SP:Iteration 7Q (1880.704274 sec): 3 clusters Score: Raw -403502.522920 + Penalty 4743.587338 = -398758.935583 nChanged 291 SP:Iteration 8Q (1880.836101 sec): 3 clusters Score: Raw -403666.875000 + Penalty 4743.587338 = -398923.287662 nChanged 260 SP:Iteration 9Q (1880.972930 sec): 3 clusters Score: Raw -403835.966436 + Penalty 4743.587338 = -399092.379098 nChanged 268 SP:Iteration 10Q (1881.094523 sec): 3 clusters Score: Raw -404009.394656 + Penalty 4743.587338 = -399265.807319 nChanged 232 SP:Iteration 11Q (1881.223623 sec): 3 clusters Score: Raw -404153.082134 + Penalty 4743.587338 = -399409.494796 nChanged 194 SP:Iteration 12Q (1881.341665 sec): 3 clusters Score: Raw -404265.930747 + Penalty 4743.587338 = -399522.343409 nChanged 160 SP:Iteration 13Q (1881.468499 sec): 3 clusters Score: Raw -404368.077026 + Penalty 4743.587338 = -399624.489688 nChanged 148 SP:Iteration 14Q (1881.613141 sec): 3 clusters Score: Raw -404449.949118 + Penalty 4743.587338 = -399706.361780 nChanged 108 SP:Iteration 15Q (1881.753308 sec): 3 clusters Score: Raw -404506.953148 + Penalty 4743.587338 = -399763.365810 nChanged 93 SP:Iteration 16Q (1881.867266 sec): 3 clusters Score: Raw -404550.775506 + Penalty 4743.587338 = -399807.188169 nChanged 70 SP:Iteration 17Q (1882.018396 sec): 3 clusters Score: Raw -404583.590544 + Penalty 4743.587338 = -399840.003206 nChanged 66 SP:Iteration 18Q (1882.130042 sec): 3 clusters Score: Raw -404612.931146 + Penalty 4743.587338 = -399869.343808 nChanged 59 SP:Iteration 19Q (1882.282860 sec): 3 clusters Score: Raw -404641.558372 + Penalty 4743.587338 = -399897.971035 nChanged 55 SP:Iteration 20F (1882.393206 sec): 3 clusters Score: Raw -404668.529294 + Penalty 4743.587338 = -399924.941957 nChanged 43 SP:Iteration 21Q (1882.510115 sec): 3 clusters Score: Raw -404686.584161 + Penalty 4743.587338 = -399942.996823 nChanged 37 SP:Iteration 22Q (1882.629157 sec): 3 clusters Score: Raw -404701.838598 + Penalty 4743.587338 = -399958.251260 nChanged 37 SP:Iteration 23Q (1882.748356 sec): 3 clusters Score: Raw -404714.565856 + Penalty 4743.587338 = -399970.978519 nChanged 22 SP:Iteration 24Q (1882.874405 sec): 3 clusters Score: Raw -404722.612143 + Penalty 4743.587338 = -399979.024805 nChanged 20 SP:Iteration 25Q (1883.002897 sec): 3 clusters Score: Raw -404728.774851 + Penalty 4743.587338 = -399985.187513 nChanged 19 SP:Iteration 26Q (1883.132736 sec): 3 clusters Score: Raw -404734.979395 + Penalty 4743.587338 = -399991.392058 nChanged 19 SP:Iteration 27Q (1883.277412 sec): 3 clusters Score: Raw -404740.806203 + Penalty 4743.587338 = -399997.218865 nChanged 22 SP:Iteration 28Q (1883.376871 sec): 3 clusters Score: Raw -404750.839880 + Penalty 4743.587338 = -400007.252543 nChanged 24 SP:Iteration 29Q (1883.515837 sec): 3 clusters Score: Raw -404761.758163 + Penalty 4743.587338 = -400018.170825 nChanged 28 SP:Iteration 30Q (1883.626050 sec): 3 clusters Score: Raw -404775.239899 + Penalty 4743.587338 = -400031.652561 nChanged 30 SP:Iteration 31Q (1883.752316 sec): 3 clusters Score: Raw -404786.497534 + Penalty 4743.587338 = -400042.910196 nChanged 30 SP:Iteration 32Q (1883.881035 sec): 3 clusters Score: Raw -404798.137982 + Penalty 4743.587338 = -400054.550645 nChanged 30 SP:Iteration 33Q (1884.013577 sec): 3 clusters Score: Raw -404810.756609 + Penalty 4743.587338 = -400067.169271 nChanged 18 SP:Iteration 34Q (1884.144120 sec): 3 clusters Score: Raw -404817.985163 + Penalty 4743.587338 = -400074.397825 nChanged 14 SP:Iteration 35Q (1884.196464 sec): 3 clusters Score: Raw -404824.190342 + Penalty 4743.587338 = -400080.603004 nChanged 15 SP:Iteration 36Q (1884.329813 sec): 3 clusters Score: Raw -404829.596821 + Penalty 4743.587338 = -400086.009484 nChanged 17 SP:Iteration 37Q (1884.454593 sec): 3 clusters Score: Raw -404836.640952 + Penalty 4743.587338 = -400093.053615 nChanged 19 SP:Iteration 38Q (1884.552816 sec): 3 clusters Score: Raw -404845.342188 + Penalty 4743.587338 = -400101.754850 nChanged 23 SP:Iteration 39Q (1884.675138 sec): 3 clusters Score: Raw -404858.749845 + Penalty 4743.587338 = -400115.162508 nChanged 22 SP:Iteration 40F (1884.800638 sec): 3 clusters Score: Raw -404868.838684 + Penalty 4743.587338 = -400125.251346 nChanged 18 SP:Iteration 41Q (1884.927908 sec): 3 clusters Score: Raw -404877.117096 + Penalty 4743.587338 = -400133.529758 nChanged 14 SP:Iteration 42Q (1885.070357 sec): 3 clusters Score: Raw -404882.946367 + Penalty 4743.587338 = -400139.359030 nChanged 11 SP:Iteration 43Q (1885.168911 sec): 3 clusters Score: Raw -404890.329405 + Penalty 4743.587338 = -400146.742067 nChanged 12 SP:Iteration 44Q (1885.271897 sec): 3 clusters Score: Raw -404895.319364 + Penalty 4743.587338 = -400151.732026 nChanged 14 SP:Iteration 45Q (1885.387335 sec): 3 clusters Score: Raw -404901.846184 + Penalty 4743.587338 = -400158.258846 nChanged 14 SP:Iteration 46Q (1885.497716 sec): 3 clusters Score: Raw -404907.171208 + Penalty 4743.587338 = -400163.583870 nChanged 9 SP:Iteration 47Q (1885.631586 sec): 3 clusters Score: Raw -404911.853594 + Penalty 4743.587338 = -400168.266256 nChanged 14 SP:Iteration 48Q (1885.751591 sec): 3 clusters Score: Raw -404918.958367 + Penalty 4743.587338 = -400175.371029 nChanged 10 SP:Iteration 49Q (1885.888474 sec): 3 clusters Score: Raw -404922.354143 + Penalty 4743.587338 = -400178.766805 nChanged 11 SP:Iteration 50Q (1885.994935 sec): 3 clusters Score: Raw -404928.231021 + Penalty 4743.587338 = -400184.643683 nChanged 12 SP:Iteration 51Q (1886.103854 sec): 3 clusters Score: Raw -404934.060068 + Penalty 4743.587338 = -400190.472730 nChanged 8 SP:Iteration 52Q (1886.230538 sec): 3 clusters Score: Raw -404938.085965 + Penalty 4743.587338 = -400194.498627 nChanged 10 SP:Iteration 53Q (1886.335049 sec): 3 clusters Score: Raw -404941.685606 + Penalty 4743.587338 = -400198.098269 nChanged 10 SP:Iteration 54Q (1886.452918 sec): 3 clusters Score: Raw -404945.886767 + Penalty 4743.587338 = -400202.299429 nChanged 7 SP:Iteration 55Q (1886.571691 sec): 3 clusters Score: Raw -404948.029426 + Penalty 4743.587338 = -400204.442088 nChanged 6 SP:Iteration 56Q (1886.724959 sec): 3 clusters Score: Raw -404949.847867 + Penalty 4743.587338 = -400206.260530 nChanged 3 SP:Iteration 57Q (1886.847845 sec): 3 clusters Score: Raw -404951.084387 + Penalty 4743.587338 = -400207.497050 nChanged 3 SP:Iteration 58Q (1886.956515 sec): 3 clusters Score: Raw -404952.198186 + Penalty 4743.587338 = -400208.610848 nChanged 3 SP:Iteration 59Q (1887.087730 sec): 3 clusters Score: Raw -404953.021799 + Penalty 4743.587338 = -400209.434462 nChanged 5 SP:Iteration 60F (1887.234994 sec): 3 clusters Score: Raw -404955.654768 + Penalty 4743.587338 = -400212.067431 nChanged 6 SP:Iteration 61Q (1887.350955 sec): 3 clusters Score: Raw -404957.948592 + Penalty 4743.587338 = -400214.361254 nChanged 4 SP:Iteration 62Q (1887.449605 sec): 3 clusters Score: Raw -404959.350930 + Penalty 4743.587338 = -400215.763592 nChanged 2 SP:Iteration 63Q (1887.576804 sec): 3 clusters Score: Raw -404960.264559 + Penalty 4743.587338 = -400216.677221 nChanged 4 SP:Iteration 64Q (1887.706721 sec): 3 clusters Score: Raw -404962.093235 + Penalty 4743.587338 = -400218.505898 nChanged 1 SP:Iteration 65Q (1887.835806 sec): 3 clusters Score: Raw -404962.345597 + Penalty 4743.587338 = -400218.758259 nChanged 0 SP:Iteration 66F (1887.956742 sec): 3 clusters Score: Raw -404962.345597 + Penalty 4743.587338 = -400218.758259 nChanged 0 Trying to split cluster 2 (1822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1888.016440 sec): 2 clusters Score: Raw -83238.536596 + Penalty 1982.030181 = -81256.506416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1888.104596 sec): 3 clusters Score: Raw -82573.592052 + Penalty 3964.060361 = -78609.531691 nChanged 552 SP:Iteration 1F (1888.188575 sec): 3 clusters Score: Raw -82988.700811 + Penalty 3964.060361 = -79024.640450 nChanged 138 SP:Iteration 2F (1888.287473 sec): 3 clusters Score: Raw -83119.877483 + Penalty 3964.060361 = -79155.817122 nChanged 84 SP:Iteration 3Q (1888.396007 sec): 3 clusters Score: Raw -83207.404645 + Penalty 3964.060361 = -79243.344284 nChanged 55 SP:Iteration 4Q (1888.499255 sec): 3 clusters Score: Raw -83260.531225 + Penalty 3964.060361 = -79296.470864 nChanged 47 SP:Iteration 5Q (1888.615543 sec): 3 clusters Score: Raw -83300.250034 + Penalty 3964.060361 = -79336.189673 nChanged 25 SP:Iteration 6Q (1888.723111 sec): 3 clusters Score: Raw -83319.895233 + Penalty 3964.060361 = -79355.834872 nChanged 16 SP:Iteration 7Q (1888.846337 sec): 3 clusters Score: Raw -83334.456444 + Penalty 3964.060361 = -79370.396083 nChanged 18 SP:Iteration 8Q (1889.003686 sec): 3 clusters Score: Raw -83350.999596 + Penalty 3964.060361 = -79386.939235 nChanged 16 SP:Iteration 9Q (1889.117130 sec): 3 clusters Score: Raw -83363.608155 + Penalty 3964.060361 = -79399.547793 nChanged 14 SP:Iteration 10Q (1889.240398 sec): 3 clusters Score: Raw -83374.808714 + Penalty 3964.060361 = -79410.748353 nChanged 11 SP:Iteration 11Q (1889.331231 sec): 3 clusters Score: Raw -83382.566139 + Penalty 3964.060361 = -79418.505778 nChanged 5 SP:Iteration 12Q (1889.428829 sec): 3 clusters Score: Raw -83386.089060 + Penalty 3964.060361 = -79422.028699 nChanged 4 SP:Iteration 13Q (1889.540094 sec): 3 clusters Score: Raw -83389.181545 + Penalty 3964.060361 = -79425.121184 nChanged 2 SP:Iteration 14Q (1889.633744 sec): 3 clusters Score: Raw -83390.818553 + Penalty 3964.060361 = -79426.758192 nChanged 2 SP:Iteration 15Q (1889.764578 sec): 3 clusters Score: Raw -83391.813843 + Penalty 3964.060361 = -79427.753482 nChanged 2 SP:Iteration 16Q (1889.881833 sec): 3 clusters Score: Raw -83392.844563 + Penalty 3964.060361 = -79428.784202 nChanged 0 SP:Iteration 17F (1889.987995 sec): 3 clusters Score: Raw -83392.844563 + Penalty 3964.060361 = -79428.784202 nChanged 0 Trying to split cluster 3 (32488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1890.167810 sec): 2 clusters Score: Raw -1504299.705821 + Penalty 2742.597282 = -1501557.108539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1890.347433 sec): 3 clusters Score: Raw -1484815.860540 + Penalty 5485.194565 = -1479330.665976 nChanged 14577 SP:Iteration 1F (1890.551931 sec): 3 clusters Score: Raw -1493075.483429 + Penalty 5485.194565 = -1487590.288864 nChanged 1860 SP:Iteration 2F (1890.777805 sec): 3 clusters Score: Raw -1493894.375096 + Penalty 5485.194565 = -1488409.180531 nChanged 1823 SP:Iteration 3F (1891.004641 sec): 3 clusters Score: Raw -1494717.477542 + Penalty 5485.194565 = -1489232.282977 nChanged 1838 SP:Iteration 4F (1891.184513 sec): 3 clusters Score: Raw -1495601.868239 + Penalty 5485.194565 = -1490116.673674 nChanged 1861 SP:Iteration 5F (1891.402269 sec): 3 clusters Score: Raw -1496532.430572 + Penalty 5485.194565 = -1491047.236007 nChanged 1755 SP:Iteration 6F (1891.636067 sec): 3 clusters Score: Raw -1497357.583336 + Penalty 5485.194565 = -1491872.388771 nChanged 1536 SP:Iteration 7Q (1891.816933 sec): 3 clusters Score: Raw -1498052.033953 + Penalty 5485.194565 = -1492566.839388 nChanged 1383 SP:Iteration 8Q (1892.034009 sec): 3 clusters Score: Raw -1498657.238245 + Penalty 5485.194565 = -1493172.043681 nChanged 1244 SP:Iteration 9Q (1892.253768 sec): 3 clusters Score: Raw -1499217.170712 + Penalty 5485.194565 = -1493731.976147 nChanged 1164 SP:Iteration 10Q (1892.486750 sec): 3 clusters Score: Raw -1499763.222592 + Penalty 5485.194565 = -1494278.028028 nChanged 1122 SP:Iteration 11Q (1892.675532 sec): 3 clusters Score: Raw -1500326.427574 + Penalty 5485.194565 = -1494841.233009 nChanged 1091 SP:Iteration 12Q (1892.889194 sec): 3 clusters Score: Raw -1500928.865133 + Penalty 5485.194565 = -1495443.670568 nChanged 1062 SP:Iteration 13Q (1893.119422 sec): 3 clusters Score: Raw -1501554.729637 + Penalty 5485.194565 = -1496069.535072 nChanged 1016 SP:Iteration 14Q (1893.304054 sec): 3 clusters Score: Raw -1502249.620166 + Penalty 5485.194565 = -1496764.425602 nChanged 949 SP:Iteration 15Q (1893.516291 sec): 3 clusters Score: Raw -1502911.850775 + Penalty 5485.194565 = -1497426.656210 nChanged 807 SP:Iteration 16Q (1893.707621 sec): 3 clusters Score: Raw -1503502.341272 + Penalty 5485.194565 = -1498017.146708 nChanged 563 SP:Iteration 17Q (1893.887248 sec): 3 clusters Score: Raw -1503886.104915 + Penalty 5485.194565 = -1498400.910350 nChanged 375 SP:Iteration 18Q (1894.138809 sec): 3 clusters Score: Raw -1504151.175219 + Penalty 5485.194565 = -1498665.980654 nChanged 259 SP:Iteration 19Q (1894.297391 sec): 3 clusters Score: Raw -1504338.536658 + Penalty 5485.194565 = -1498853.342093 nChanged 184 SP:Iteration 20F (1894.507033 sec): 3 clusters Score: Raw -1504481.091693 + Penalty 5485.194565 = -1498995.897129 nChanged 118 SP:Iteration 21Q (1894.707763 sec): 3 clusters Score: Raw -1504573.777446 + Penalty 5485.194565 = -1499088.582881 nChanged 86 SP:Iteration 22Q (1894.925435 sec): 3 clusters Score: Raw -1504638.484657 + Penalty 5485.194565 = -1499153.290092 nChanged 62 SP:Iteration 23Q (1895.163899 sec): 3 clusters Score: Raw -1504679.447637 + Penalty 5485.194565 = -1499194.253072 nChanged 46 SP:Iteration 24Q (1895.357950 sec): 3 clusters Score: Raw -1504714.073942 + Penalty 5485.194565 = -1499228.879377 nChanged 37 SP:Iteration 25Q (1895.559555 sec): 3 clusters Score: Raw -1504741.703044 + Penalty 5485.194565 = -1499256.508480 nChanged 34 SP:Iteration 26Q (1895.779267 sec): 3 clusters Score: Raw -1504768.571877 + Penalty 5485.194565 = -1499283.377312 nChanged 27 SP:Iteration 27Q (1895.981194 sec): 3 clusters Score: Raw -1504787.289528 + Penalty 5485.194565 = -1499302.094964 nChanged 19 SP:Iteration 28Q (1896.181273 sec): 3 clusters Score: Raw -1504803.168815 + Penalty 5485.194565 = -1499317.974250 nChanged 16 SP:Iteration 29Q (1896.390453 sec): 3 clusters Score: Raw -1504811.490103 + Penalty 5485.194565 = -1499326.295538 nChanged 10 SP:Iteration 30Q (1896.604535 sec): 3 clusters Score: Raw -1504818.496742 + Penalty 5485.194565 = -1499333.302177 nChanged 7 SP:Iteration 31Q (1896.821166 sec): 3 clusters Score: Raw -1504822.755289 + Penalty 5485.194565 = -1499337.560724 nChanged 2 SP:Iteration 32Q (1896.937635 sec): 3 clusters Score: Raw -1504823.210990 + Penalty 5485.194565 = -1499338.016426 nChanged 1 SP:Iteration 33Q (1897.173677 sec): 3 clusters Score: Raw -1504823.551760 + Penalty 5485.194565 = -1499338.357195 nChanged 1 SP:Iteration 34Q (1897.362104 sec): 3 clusters Score: Raw -1504824.357663 + Penalty 5485.194565 = -1499339.163098 nChanged 0 SP:Iteration 35F (1897.569744 sec): 3 clusters Score: Raw -1504824.357663 + Penalty 5485.194565 = -1499339.163098 nChanged 0 Trying to split cluster 4 (4965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1897.702079 sec): 2 clusters Score: Raw -215711.164515 + Penalty 2246.684504 = -213464.480010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1897.835883 sec): 3 clusters Score: Raw -213360.723832 + Penalty 4493.369008 = -208867.354824 nChanged 1839 SP:Iteration 1F (1897.929145 sec): 3 clusters Score: Raw -214437.426165 + Penalty 4493.369008 = -209944.057157 nChanged 369 SP:Iteration 2F (1898.053247 sec): 3 clusters Score: Raw -214709.502358 + Penalty 4493.369008 = -210216.133350 nChanged 284 SP:Iteration 3F (1898.167539 sec): 3 clusters Score: Raw -214942.847282 + Penalty 4493.369008 = -210449.478274 nChanged 272 SP:Iteration 4F (1898.280017 sec): 3 clusters Score: Raw -215144.574325 + Penalty 4493.369008 = -210651.205316 nChanged 211 SP:Iteration 5Q (1898.390261 sec): 3 clusters Score: Raw -215295.381595 + Penalty 4493.369008 = -210802.012586 nChanged 169 SP:Iteration 6Q (1898.502183 sec): 3 clusters Score: Raw -215410.812737 + Penalty 4493.369008 = -210917.443729 nChanged 168 SP:Iteration 7Q (1898.621204 sec): 3 clusters Score: Raw -215532.930944 + Penalty 4493.369008 = -211039.561935 nChanged 162 SP:Iteration 8Q (1898.734126 sec): 3 clusters Score: Raw -215656.990851 + Penalty 4493.369008 = -211163.621843 nChanged 160 SP:Iteration 9Q (1898.864270 sec): 3 clusters Score: Raw -215779.821404 + Penalty 4493.369008 = -211286.452395 nChanged 147 SP:Iteration 10Q (1898.987796 sec): 3 clusters Score: Raw -215915.022940 + Penalty 4493.369008 = -211421.653932 nChanged 156 SP:Iteration 11Q (1899.075817 sec): 3 clusters Score: Raw -216062.400050 + Penalty 4493.369008 = -211569.031042 nChanged 173 SP:Iteration 12Q (1899.203555 sec): 3 clusters Score: Raw -216191.039422 + Penalty 4493.369008 = -211697.670413 nChanged 141 SP:Iteration 13Q (1899.276023 sec): 3 clusters Score: Raw -216284.023445 + Penalty 4493.369008 = -211790.654437 nChanged 111 SP:Iteration 14Q (1899.402369 sec): 3 clusters Score: Raw -216349.477659 + Penalty 4493.369008 = -211856.108651 nChanged 95 SP:Iteration 15Q (1899.535950 sec): 3 clusters Score: Raw -216402.750750 + Penalty 4493.369008 = -211909.381742 nChanged 81 SP:Iteration 16Q (1899.644664 sec): 3 clusters Score: Raw -216445.981978 + Penalty 4493.369008 = -211952.612970 nChanged 59 SP:Iteration 17Q (1899.743061 sec): 3 clusters Score: Raw -216473.586120 + Penalty 4493.369008 = -211980.217111 nChanged 44 SP:Iteration 18Q (1899.853398 sec): 3 clusters Score: Raw -216491.929090 + Penalty 4493.369008 = -211998.560081 nChanged 31 SP:Iteration 19Q (1899.962170 sec): 3 clusters Score: Raw -216504.731291 + Penalty 4493.369008 = -212011.362283 nChanged 26 SP:Iteration 20F (1900.082474 sec): 3 clusters Score: Raw -216514.440588 + Penalty 4493.369008 = -212021.071579 nChanged 13 SP:Iteration 21Q (1900.190575 sec): 3 clusters Score: Raw -216519.016372 + Penalty 4493.369008 = -212025.647364 nChanged 16 SP:Iteration 22Q (1900.285779 sec): 3 clusters Score: Raw -216525.480325 + Penalty 4493.369008 = -212032.111316 nChanged 8 SP:Iteration 23Q (1900.401253 sec): 3 clusters Score: Raw -216527.789899 + Penalty 4493.369008 = -212034.420891 nChanged 7 SP:Iteration 24Q (1900.507432 sec): 3 clusters Score: Raw -216529.918860 + Penalty 4493.369008 = -212036.549851 nChanged 10 SP:Iteration 25Q (1900.619042 sec): 3 clusters Score: Raw -216533.095485 + Penalty 4493.369008 = -212039.726477 nChanged 8 SP:Iteration 26Q (1900.758435 sec): 3 clusters Score: Raw -216535.150041 + Penalty 4493.369008 = -212041.781033 nChanged 6 SP:Iteration 27Q (1900.884061 sec): 3 clusters Score: Raw -216537.549653 + Penalty 4493.369008 = -212044.180644 nChanged 10 SP:Iteration 28Q (1901.008615 sec): 3 clusters Score: Raw -216540.538530 + Penalty 4493.369008 = -212047.169521 nChanged 7 SP:Iteration 29Q (1901.116998 sec): 3 clusters Score: Raw -216542.428594 + Penalty 4493.369008 = -212049.059585 nChanged 7 SP:Iteration 30Q (1901.166314 sec): 3 clusters Score: Raw -216544.301053 + Penalty 4493.369008 = -212050.932045 nChanged 4 SP:Iteration 31Q (1901.296246 sec): 3 clusters Score: Raw -216545.435620 + Penalty 4493.369008 = -212052.066612 nChanged 3 SP:Iteration 32Q (1901.411322 sec): 3 clusters Score: Raw -216546.521901 + Penalty 4493.369008 = -212053.152892 nChanged 7 SP:Iteration 33Q (1901.515025 sec): 3 clusters Score: Raw -216548.411440 + Penalty 4493.369008 = -212055.042431 nChanged 4 SP:Iteration 34Q (1901.653940 sec): 3 clusters Score: Raw -216549.540675 + Penalty 4493.369008 = -212056.171667 nChanged 5 SP:Iteration 35Q (1901.751141 sec): 3 clusters Score: Raw -216551.130440 + Penalty 4493.369008 = -212057.761432 nChanged 4 SP:Iteration 36Q (1901.846662 sec): 3 clusters Score: Raw -216551.944670 + Penalty 4493.369008 = -212058.575661 nChanged 6 SP:Iteration 37Q (1901.965440 sec): 3 clusters Score: Raw -216553.798903 + Penalty 4493.369008 = -212060.429895 nChanged 6 SP:Iteration 38Q (1902.093567 sec): 3 clusters Score: Raw -216555.687218 + Penalty 4493.369008 = -212062.318210 nChanged 8 SP:Iteration 39Q (1902.184625 sec): 3 clusters Score: Raw -216557.652707 + Penalty 4493.369008 = -212064.283698 nChanged 5 SP:Iteration 40F (1902.301120 sec): 3 clusters Score: Raw -216558.976015 + Penalty 4493.369008 = -212065.607007 nChanged 2 SP:Iteration 41Q (1902.405082 sec): 3 clusters Score: Raw -216559.479226 + Penalty 4493.369008 = -212066.110217 nChanged 5 SP:Iteration 42Q (1902.509318 sec): 3 clusters Score: Raw -216560.412530 + Penalty 4493.369008 = -212067.043522 nChanged 4 SP:Iteration 43Q (1902.636732 sec): 3 clusters Score: Raw -216562.231627 + Penalty 4493.369008 = -212068.862619 nChanged 4 SP:Iteration 44Q (1902.762178 sec): 3 clusters Score: Raw -216563.762948 + Penalty 4493.369008 = -212070.393940 nChanged 5 SP:Iteration 45Q (1902.871551 sec): 3 clusters Score: Raw -216565.335824 + Penalty 4493.369008 = -212071.966816 nChanged 5 SP:Iteration 46Q (1903.025116 sec): 3 clusters Score: Raw -216566.302478 + Penalty 4493.369008 = -212072.933470 nChanged 6 SP:Iteration 47Q (1903.138034 sec): 3 clusters Score: Raw -216567.794427 + Penalty 4493.369008 = -212074.425418 nChanged 4 SP:Iteration 48Q (1903.228538 sec): 3 clusters Score: Raw -216569.189407 + Penalty 4493.369008 = -212075.820399 nChanged 3 SP:Iteration 49Q (1903.336519 sec): 3 clusters Score: Raw -216570.331123 + Penalty 4493.369008 = -212076.962114 nChanged 4 SP:Iteration 50Q (1903.452300 sec): 3 clusters Score: Raw -216571.991936 + Penalty 4493.369008 = -212078.622927 nChanged 3 SP:Iteration 51Q (1903.577402 sec): 3 clusters Score: Raw -216572.682344 + Penalty 4493.369008 = -212079.313336 nChanged 3 SP:Iteration 52Q (1903.658380 sec): 3 clusters Score: Raw -216573.522433 + Penalty 4493.369008 = -212080.153425 nChanged 4 SP:Iteration 53Q (1903.792128 sec): 3 clusters Score: Raw -216574.405594 + Penalty 4493.369008 = -212081.036586 nChanged 2 SP:Iteration 54Q (1903.876240 sec): 3 clusters Score: Raw -216574.899450 + Penalty 4493.369008 = -212081.530442 nChanged 1 SP:Iteration 55Q (1903.989282 sec): 3 clusters Score: Raw -216575.327871 + Penalty 4493.369008 = -212081.958863 nChanged 2 SP:Iteration 56Q (1904.106197 sec): 3 clusters Score: Raw -216575.822601 + Penalty 4493.369008 = -212082.453593 nChanged 2 SP:Iteration 57Q (1904.205867 sec): 3 clusters Score: Raw -216576.168978 + Penalty 4493.369008 = -212082.799970 nChanged 0 SP:Iteration 58F (1904.315630 sec): 3 clusters Score: Raw -216576.168978 + Penalty 4493.369008 = -212082.799970 nChanged 0 Trying to split cluster 5 (2272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1904.384373 sec): 2 clusters Score: Raw -103539.588709 + Penalty 2040.301766 = -101499.286943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1904.491560 sec): 3 clusters Score: Raw -102699.700112 + Penalty 4080.603532 = -98619.096580 nChanged 707 SP:Iteration 1F (1904.571652 sec): 3 clusters Score: Raw -103223.343894 + Penalty 4080.603532 = -99142.740362 nChanged 167 SP:Iteration 2F (1904.680818 sec): 3 clusters Score: Raw -103374.925057 + Penalty 4080.603532 = -99294.321526 nChanged 103 SP:Iteration 3Q (1904.776274 sec): 3 clusters Score: Raw -103466.414677 + Penalty 4080.603532 = -99385.811145 nChanged 67 SP:Iteration 4Q (1904.891928 sec): 3 clusters Score: Raw -103519.185172 + Penalty 4080.603532 = -99438.581641 nChanged 45 SP:Iteration 5Q (1904.987608 sec): 3 clusters Score: Raw -103560.306107 + Penalty 4080.603532 = -99479.702576 nChanged 45 SP:Iteration 6Q (1905.083666 sec): 3 clusters Score: Raw -103597.558199 + Penalty 4080.603532 = -99516.954667 nChanged 38 SP:Iteration 7Q (1905.176705 sec): 3 clusters Score: Raw -103625.282674 + Penalty 4080.603532 = -99544.679143 nChanged 31 SP:Iteration 8Q (1905.283295 sec): 3 clusters Score: Raw -103651.568842 + Penalty 4080.603532 = -99570.965310 nChanged 34 SP:Iteration 9Q (1905.370787 sec): 3 clusters Score: Raw -103678.735583 + Penalty 4080.603532 = -99598.132051 nChanged 30 SP:Iteration 10Q (1905.479934 sec): 3 clusters Score: Raw -103705.124773 + Penalty 4080.603532 = -99624.521241 nChanged 28 SP:Iteration 11Q (1905.580629 sec): 3 clusters Score: Raw -103728.270334 + Penalty 4080.603532 = -99647.666802 nChanged 27 SP:Iteration 12Q (1905.693224 sec): 3 clusters Score: Raw -103747.659579 + Penalty 4080.603532 = -99667.056048 nChanged 28 SP:Iteration 13Q (1905.783433 sec): 3 clusters Score: Raw -103771.830489 + Penalty 4080.603532 = -99691.226957 nChanged 32 SP:Iteration 14Q (1905.893246 sec): 3 clusters Score: Raw -103796.417868 + Penalty 4080.603532 = -99715.814337 nChanged 19 SP:Iteration 15Q (1906.013011 sec): 3 clusters Score: Raw -103810.844127 + Penalty 4080.603532 = -99730.240596 nChanged 16 SP:Iteration 16Q (1906.073354 sec): 3 clusters Score: Raw -103822.596439 + Penalty 4080.603532 = -99741.992907 nChanged 22 SP:Iteration 17Q (1906.203886 sec): 3 clusters Score: Raw -103839.337179 + Penalty 4080.603532 = -99758.733647 nChanged 25 SP:Iteration 18Q (1906.293672 sec): 3 clusters Score: Raw -103865.795787 + Penalty 4080.603532 = -99785.192255 nChanged 25 SP:Iteration 19Q (1906.399904 sec): 3 clusters Score: Raw -103884.557843 + Penalty 4080.603532 = -99803.954311 nChanged 21 SP:Iteration 20F (1906.488868 sec): 3 clusters Score: Raw -103902.968411 + Penalty 4080.603532 = -99822.364879 nChanged 23 SP:Iteration 21Q (1906.592632 sec): 3 clusters Score: Raw -103922.484877 + Penalty 4080.603532 = -99841.881345 nChanged 23 SP:Iteration 22Q (1906.681703 sec): 3 clusters Score: Raw -103939.039941 + Penalty 4080.603532 = -99858.436409 nChanged 12 SP:Iteration 23Q (1906.791637 sec): 3 clusters Score: Raw -103946.868171 + Penalty 4080.603532 = -99866.264640 nChanged 14 SP:Iteration 24Q (1906.893415 sec): 3 clusters Score: Raw -103956.542134 + Penalty 4080.603532 = -99875.938602 nChanged 10 SP:Iteration 25Q (1906.989100 sec): 3 clusters Score: Raw -103964.390701 + Penalty 4080.603532 = -99883.787169 nChanged 10 SP:Iteration 26Q (1907.094213 sec): 3 clusters Score: Raw -103972.603840 + Penalty 4080.603532 = -99892.000308 nChanged 8 SP:Iteration 27Q (1907.210329 sec): 3 clusters Score: Raw -103980.230700 + Penalty 4080.603532 = -99899.627169 nChanged 12 SP:Iteration 28Q (1907.316934 sec): 3 clusters Score: Raw -103987.369615 + Penalty 4080.603532 = -99906.766083 nChanged 13 SP:Iteration 29Q (1907.442251 sec): 3 clusters Score: Raw -103995.841389 + Penalty 4080.603532 = -99915.237857 nChanged 12 SP:Iteration 30Q (1907.553351 sec): 3 clusters Score: Raw -104002.920405 + Penalty 4080.603532 = -99922.316873 nChanged 11 SP:Iteration 31Q (1907.619800 sec): 3 clusters Score: Raw -104015.780303 + Penalty 4080.603532 = -99935.176771 nChanged 10 SP:Iteration 32Q (1907.711256 sec): 3 clusters Score: Raw -104022.523216 + Penalty 4080.603532 = -99941.919684 nChanged 8 SP:Iteration 33Q (1907.788411 sec): 3 clusters Score: Raw -104029.178534 + Penalty 4080.603532 = -99948.575002 nChanged 7 SP:Iteration 34Q (1907.907700 sec): 3 clusters Score: Raw -104032.766261 + Penalty 4080.603532 = -99952.162729 nChanged 5 SP:Iteration 35Q (1907.989707 sec): 3 clusters Score: Raw -104037.056312 + Penalty 4080.603532 = -99956.452780 nChanged 3 SP:Iteration 36Q (1908.109809 sec): 3 clusters Score: Raw -104039.281385 + Penalty 4080.603532 = -99958.677853 nChanged 1 SP:Iteration 37Q (1908.207366 sec): 3 clusters Score: Raw -104039.481048 + Penalty 4080.603532 = -99958.877516 nChanged 0 SP:Iteration 38F (1908.335286 sec): 3 clusters Score: Raw -104039.481048 + Penalty 4080.603532 = -99958.877516 nChanged 0 Trying to split cluster 7 (5341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1908.381195 sec): 2 clusters Score: Raw -252669.775714 + Penalty 2265.956400 = -250403.819314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1908.543739 sec): 3 clusters Score: Raw -250120.073670 + Penalty 4531.912799 = -245588.160871 nChanged 2053 SP:Iteration 1F (1908.670892 sec): 3 clusters Score: Raw -251311.984345 + Penalty 4531.912799 = -246780.071546 nChanged 455 SP:Iteration 2F (1908.793084 sec): 3 clusters Score: Raw -251635.450831 + Penalty 4531.912799 = -247103.538031 nChanged 336 SP:Iteration 3F (1908.885193 sec): 3 clusters Score: Raw -251871.195183 + Penalty 4531.912799 = -247339.282384 nChanged 288 SP:Iteration 4F (1909.000239 sec): 3 clusters Score: Raw -252058.571683 + Penalty 4531.912799 = -247526.658884 nChanged 222 SP:Iteration 5Q (1909.104573 sec): 3 clusters Score: Raw -252195.671143 + Penalty 4531.912799 = -247663.758344 nChanged 183 SP:Iteration 6Q (1909.227422 sec): 3 clusters Score: Raw -252310.745960 + Penalty 4531.912799 = -247778.833161 nChanged 159 SP:Iteration 7Q (1909.347417 sec): 3 clusters Score: Raw -252404.993552 + Penalty 4531.912799 = -247873.080753 nChanged 134 SP:Iteration 8Q (1909.471441 sec): 3 clusters Score: Raw -252482.414445 + Penalty 4531.912799 = -247950.501646 nChanged 113 SP:Iteration 9Q (1909.577331 sec): 3 clusters Score: Raw -252547.661728 + Penalty 4531.912799 = -248015.748929 nChanged 94 SP:Iteration 10Q (1909.709039 sec): 3 clusters Score: Raw -252598.405208 + Penalty 4531.912799 = -248066.492409 nChanged 77 SP:Iteration 11Q (1909.804655 sec): 3 clusters Score: Raw -252634.052809 + Penalty 4531.912799 = -248102.140009 nChanged 52 SP:Iteration 12Q (1909.933280 sec): 3 clusters Score: Raw -252658.928095 + Penalty 4531.912799 = -248127.015296 nChanged 47 SP:Iteration 13Q (1910.044838 sec): 3 clusters Score: Raw -252680.206433 + Penalty 4531.912799 = -248148.293633 nChanged 48 SP:Iteration 14Q (1910.152932 sec): 3 clusters Score: Raw -252700.500120 + Penalty 4531.912799 = -248168.587320 nChanged 36 SP:Iteration 15Q (1910.258754 sec): 3 clusters Score: Raw -252717.644160 + Penalty 4531.912799 = -248185.731361 nChanged 36 SP:Iteration 16Q (1910.363098 sec): 3 clusters Score: Raw -252732.761187 + Penalty 4531.912799 = -248200.848388 nChanged 28 SP:Iteration 17Q (1910.486937 sec): 3 clusters Score: Raw -252742.129077 + Penalty 4531.912799 = -248210.216277 nChanged 28 SP:Iteration 18Q (1910.587688 sec): 3 clusters Score: Raw -252754.294146 + Penalty 4531.912799 = -248222.381347 nChanged 23 SP:Iteration 19Q (1910.688794 sec): 3 clusters Score: Raw -252762.624978 + Penalty 4531.912799 = -248230.712178 nChanged 21 SP:Iteration 20F (1910.802842 sec): 3 clusters Score: Raw -252772.406772 + Penalty 4531.912799 = -248240.493973 nChanged 26 SP:Iteration 21Q (1910.924257 sec): 3 clusters Score: Raw -252784.651016 + Penalty 4531.912799 = -248252.738217 nChanged 23 SP:Iteration 22Q (1911.041259 sec): 3 clusters Score: Raw -252794.804104 + Penalty 4531.912799 = -248262.891305 nChanged 18 SP:Iteration 23Q (1911.161983 sec): 3 clusters Score: Raw -252802.915803 + Penalty 4531.912799 = -248271.003003 nChanged 20 SP:Iteration 24Q (1911.269127 sec): 3 clusters Score: Raw -252811.324132 + Penalty 4531.912799 = -248279.411333 nChanged 19 SP:Iteration 25Q (1911.395534 sec): 3 clusters Score: Raw -252818.803643 + Penalty 4531.912799 = -248286.890844 nChanged 12 SP:Iteration 26Q (1911.527183 sec): 3 clusters Score: Raw -252823.231547 + Penalty 4531.912799 = -248291.318748 nChanged 8 SP:Iteration 27Q (1911.655613 sec): 3 clusters Score: Raw -252827.067216 + Penalty 4531.912799 = -248295.154417 nChanged 7 SP:Iteration 28Q (1911.773878 sec): 3 clusters Score: Raw -252828.904064 + Penalty 4531.912799 = -248296.991265 nChanged 2 SP:Iteration 29Q (1911.915283 sec): 3 clusters Score: Raw -252829.574631 + Penalty 4531.912799 = -248297.661832 nChanged 4 SP:Iteration 30Q (1912.039505 sec): 3 clusters Score: Raw -252831.151614 + Penalty 4531.912799 = -248299.238814 nChanged 7 SP:Iteration 31Q (1912.175368 sec): 3 clusters Score: Raw -252833.887539 + Penalty 4531.912799 = -248301.974740 nChanged 8 SP:Iteration 32Q (1912.310261 sec): 3 clusters Score: Raw -252837.528153 + Penalty 4531.912799 = -248305.615354 nChanged 8 SP:Iteration 33Q (1912.436875 sec): 3 clusters Score: Raw -252840.863932 + Penalty 4531.912799 = -248308.951132 nChanged 8 SP:Iteration 34Q (1912.534594 sec): 3 clusters Score: Raw -252842.862893 + Penalty 4531.912799 = -248310.950094 nChanged 5 SP:Iteration 35Q (1912.654273 sec): 3 clusters Score: Raw -252843.967602 + Penalty 4531.912799 = -248312.054803 nChanged 2 SP:Iteration 36Q (1912.781715 sec): 3 clusters Score: Raw -252844.535633 + Penalty 4531.912799 = -248312.622834 nChanged 4 SP:Iteration 37Q (1912.901486 sec): 3 clusters Score: Raw -252846.221586 + Penalty 4531.912799 = -248314.308786 nChanged 2 SP:Iteration 38Q (1913.009513 sec): 3 clusters Score: Raw -252847.367656 + Penalty 4531.912799 = -248315.454857 nChanged 3 SP:Iteration 39Q (1913.150891 sec): 3 clusters Score: Raw -252848.254151 + Penalty 4531.912799 = -248316.341352 nChanged 2 SP:Iteration 40F (1913.249587 sec): 3 clusters Score: Raw -252848.657873 + Penalty 4531.912799 = -248316.745073 nChanged 2 SP:Iteration 41Q (1913.376740 sec): 3 clusters Score: Raw -252849.256707 + Penalty 4531.912799 = -248317.343908 nChanged 2 SP:Iteration 42Q (1913.527169 sec): 3 clusters Score: Raw -252849.897858 + Penalty 4531.912799 = -248317.985059 nChanged 2 SP:Iteration 43Q (1913.647432 sec): 3 clusters Score: Raw -252850.681958 + Penalty 4531.912799 = -248318.769159 nChanged 1 SP:Iteration 44Q (1913.780436 sec): 3 clusters Score: Raw -252851.265910 + Penalty 4531.912799 = -248319.353111 nChanged 3 SP:Iteration 45Q (1913.916262 sec): 3 clusters Score: Raw -252853.030427 + Penalty 4531.912799 = -248321.117627 nChanged 7 SP:Iteration 46Q (1914.061720 sec): 3 clusters Score: Raw -252856.140405 + Penalty 4531.912799 = -248324.227606 nChanged 9 SP:Iteration 47Q (1914.193668 sec): 3 clusters Score: Raw -252860.780041 + Penalty 4531.912799 = -248328.867242 nChanged 10 SP:Iteration 48Q (1914.324215 sec): 3 clusters Score: Raw -252864.292174 + Penalty 4531.912799 = -248332.379375 nChanged 6 SP:Iteration 49Q (1914.459049 sec): 3 clusters Score: Raw -252866.415977 + Penalty 4531.912799 = -248334.503178 nChanged 2 SP:Iteration 50Q (1914.601469 sec): 3 clusters Score: Raw -252867.173077 + Penalty 4531.912799 = -248335.260277 nChanged 1 SP:Iteration 51Q (1914.710165 sec): 3 clusters Score: Raw -252867.528060 + Penalty 4531.912799 = -248335.615261 nChanged 0 SP:Iteration 52F (1914.834909 sec): 3 clusters Score: Raw -252867.528060 + Penalty 4531.912799 = -248335.615261 nChanged 0 Trying to split cluster 8 (1785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1914.915973 sec): 2 clusters Score: Raw -87901.546923 + Penalty 1976.613855 = -85924.933067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1915.033189 sec): 3 clusters Score: Raw -87265.852989 + Penalty 3953.227711 = -83312.625278 nChanged 531 SP:Iteration 1F (1915.120303 sec): 3 clusters Score: Raw -87733.103181 + Penalty 3953.227711 = -83779.875471 nChanged 153 SP:Iteration 2F (1915.243130 sec): 3 clusters Score: Raw -87907.629119 + Penalty 3953.227711 = -83954.401408 nChanged 94 SP:Iteration 3F (1915.355609 sec): 3 clusters Score: Raw -87993.335075 + Penalty 3953.227711 = -84040.107365 nChanged 43 SP:Iteration 4Q (1915.462341 sec): 3 clusters Score: Raw -88036.484844 + Penalty 3953.227711 = -84083.257133 nChanged 33 SP:Iteration 5Q (1915.569477 sec): 3 clusters Score: Raw -88064.645008 + Penalty 3953.227711 = -84111.417297 nChanged 27 SP:Iteration 6Q (1915.699333 sec): 3 clusters Score: Raw -88085.478747 + Penalty 3953.227711 = -84132.251036 nChanged 25 SP:Iteration 7Q (1915.780900 sec): 3 clusters Score: Raw -88104.127850 + Penalty 3953.227711 = -84150.900139 nChanged 15 SP:Iteration 8Q (1915.896479 sec): 3 clusters Score: Raw -88116.488844 + Penalty 3953.227711 = -84163.261134 nChanged 16 SP:Iteration 9Q (1916.009984 sec): 3 clusters Score: Raw -88128.443654 + Penalty 3953.227711 = -84175.215943 nChanged 11 SP:Iteration 10Q (1916.100077 sec): 3 clusters Score: Raw -88135.248012 + Penalty 3953.227711 = -84182.020302 nChanged 7 SP:Iteration 11Q (1916.207861 sec): 3 clusters Score: Raw -88140.814443 + Penalty 3953.227711 = -84187.586733 nChanged 3 SP:Iteration 12Q (1916.288474 sec): 3 clusters Score: Raw -88142.962784 + Penalty 3953.227711 = -84189.735073 nChanged 4 SP:Iteration 13Q (1916.397755 sec): 3 clusters Score: Raw -88145.823362 + Penalty 3953.227711 = -84192.595652 nChanged 3 SP:Iteration 14Q (1916.500316 sec): 3 clusters Score: Raw -88148.358854 + Penalty 3953.227711 = -84195.131143 nChanged 0 SP:Iteration 15F (1916.611803 sec): 3 clusters Score: Raw -88148.358854 + Penalty 3953.227711 = -84195.131143 nChanged 0 Trying to split cluster 9 (9765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1916.733588 sec): 2 clusters Score: Raw -392609.983803 + Penalty 2425.251799 = -390184.732004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1916.868758 sec): 3 clusters Score: Raw -387362.943918 + Penalty 4850.503597 = -382512.440321 nChanged 4050 SP:Iteration 1F (1917.032143 sec): 3 clusters Score: Raw -389762.247151 + Penalty 4850.503597 = -384911.743553 nChanged 805 SP:Iteration 2F (1917.155533 sec): 3 clusters Score: Raw -390344.699222 + Penalty 4850.503597 = -385494.195624 nChanged 683 SP:Iteration 3F (1917.311728 sec): 3 clusters Score: Raw -390900.339501 + Penalty 4850.503597 = -386049.835903 nChanged 658 SP:Iteration 4F (1917.422326 sec): 3 clusters Score: Raw -391408.581248 + Penalty 4850.503597 = -386558.077651 nChanged 577 SP:Iteration 5F (1917.576253 sec): 3 clusters Score: Raw -391852.290122 + Penalty 4850.503597 = -387001.786525 nChanged 492 SP:Iteration 6F (1917.708894 sec): 3 clusters Score: Raw -392190.934391 + Penalty 4850.503597 = -387340.430793 nChanged 445 SP:Iteration 7Q (1917.817041 sec): 3 clusters Score: Raw -392453.726202 + Penalty 4850.503597 = -387603.222605 nChanged 347 SP:Iteration 8Q (1917.966001 sec): 3 clusters Score: Raw -392638.673221 + Penalty 4850.503597 = -387788.169624 nChanged 283 SP:Iteration 9Q (1918.112561 sec): 3 clusters Score: Raw -392787.387081 + Penalty 4850.503597 = -387936.883484 nChanged 246 SP:Iteration 10Q (1918.283066 sec): 3 clusters Score: Raw -392906.700141 + Penalty 4850.503597 = -388056.196543 nChanged 202 SP:Iteration 11Q (1918.405188 sec): 3 clusters Score: Raw -392997.244839 + Penalty 4850.503597 = -388146.741242 nChanged 171 SP:Iteration 12Q (1918.546534 sec): 3 clusters Score: Raw -393073.766050 + Penalty 4850.503597 = -388223.262453 nChanged 124 SP:Iteration 13Q (1918.677727 sec): 3 clusters Score: Raw -393124.975655 + Penalty 4850.503597 = -388274.472058 nChanged 107 SP:Iteration 14Q (1918.828966 sec): 3 clusters Score: Raw -393165.780954 + Penalty 4850.503597 = -388315.277356 nChanged 87 SP:Iteration 15Q (1918.969697 sec): 3 clusters Score: Raw -393199.187962 + Penalty 4850.503597 = -388348.684364 nChanged 78 SP:Iteration 16Q (1919.076888 sec): 3 clusters Score: Raw -393232.296735 + Penalty 4850.503597 = -388381.793137 nChanged 89 SP:Iteration 17Q (1919.215101 sec): 3 clusters Score: Raw -393264.822225 + Penalty 4850.503597 = -388414.318627 nChanged 79 SP:Iteration 18Q (1919.346649 sec): 3 clusters Score: Raw -393299.243653 + Penalty 4850.503597 = -388448.740056 nChanged 86 SP:Iteration 19Q (1919.456811 sec): 3 clusters Score: Raw -393335.962919 + Penalty 4850.503597 = -388485.459322 nChanged 93 SP:Iteration 20F (1919.603745 sec): 3 clusters Score: Raw -393376.582341 + Penalty 4850.503597 = -388526.078743 nChanged 99 SP:Iteration 21Q (1919.748522 sec): 3 clusters Score: Raw -393422.234971 + Penalty 4850.503597 = -388571.731374 nChanged 85 SP:Iteration 22Q (1919.869827 sec): 3 clusters Score: Raw -393463.624049 + Penalty 4850.503597 = -388613.120451 nChanged 69 SP:Iteration 23Q (1920.011554 sec): 3 clusters Score: Raw -393492.244466 + Penalty 4850.503597 = -388641.740869 nChanged 58 SP:Iteration 24Q (1920.157013 sec): 3 clusters Score: Raw -393511.607131 + Penalty 4850.503597 = -388661.103534 nChanged 51 SP:Iteration 25Q (1920.328388 sec): 3 clusters Score: Raw -393531.090362 + Penalty 4850.503597 = -388680.586764 nChanged 56 SP:Iteration 26Q (1920.464384 sec): 3 clusters Score: Raw -393554.417821 + Penalty 4850.503597 = -388703.914224 nChanged 48 SP:Iteration 27Q (1920.601127 sec): 3 clusters Score: Raw -393572.663947 + Penalty 4850.503597 = -388722.160350 nChanged 50 SP:Iteration 28Q (1920.719669 sec): 3 clusters Score: Raw -393593.505991 + Penalty 4850.503597 = -388743.002393 nChanged 46 SP:Iteration 29Q (1920.874339 sec): 3 clusters Score: Raw -393613.005916 + Penalty 4850.503597 = -388762.502319 nChanged 45 SP:Iteration 30Q (1921.003422 sec): 3 clusters Score: Raw -393629.031148 + Penalty 4850.503597 = -388778.527551 nChanged 26 SP:Iteration 31Q (1921.134284 sec): 3 clusters Score: Raw -393639.150932 + Penalty 4850.503597 = -388788.647335 nChanged 23 SP:Iteration 32Q (1921.255577 sec): 3 clusters Score: Raw -393646.612327 + Penalty 4850.503597 = -388796.108730 nChanged 19 SP:Iteration 33Q (1921.377817 sec): 3 clusters Score: Raw -393655.751271 + Penalty 4850.503597 = -388805.247674 nChanged 22 SP:Iteration 34Q (1921.530061 sec): 3 clusters Score: Raw -393664.027455 + Penalty 4850.503597 = -388813.523858 nChanged 20 SP:Iteration 35Q (1921.683782 sec): 3 clusters Score: Raw -393671.007310 + Penalty 4850.503597 = -388820.503713 nChanged 22 SP:Iteration 36Q (1921.774565 sec): 3 clusters Score: Raw -393677.596431 + Penalty 4850.503597 = -388827.092834 nChanged 20 SP:Iteration 37Q (1921.909409 sec): 3 clusters Score: Raw -393684.980819 + Penalty 4850.503597 = -388834.477221 nChanged 23 SP:Iteration 38Q (1922.050026 sec): 3 clusters Score: Raw -393693.990557 + Penalty 4850.503597 = -388843.486959 nChanged 22 SP:Iteration 39Q (1922.197951 sec): 3 clusters Score: Raw -393703.490832 + Penalty 4850.503597 = -388852.987235 nChanged 16 SP:Iteration 40F (1922.344956 sec): 3 clusters Score: Raw -393708.487430 + Penalty 4850.503597 = -388857.983832 nChanged 13 SP:Iteration 41Q (1922.497056 sec): 3 clusters Score: Raw -393712.613320 + Penalty 4850.503597 = -388862.109722 nChanged 14 SP:Iteration 42Q (1922.627651 sec): 3 clusters Score: Raw -393716.644381 + Penalty 4850.503597 = -388866.140783 nChanged 8 SP:Iteration 43Q (1922.753785 sec): 3 clusters Score: Raw -393720.185302 + Penalty 4850.503597 = -388869.681704 nChanged 12 SP:Iteration 44Q (1922.886793 sec): 3 clusters Score: Raw -393724.192461 + Penalty 4850.503597 = -388873.688864 nChanged 8 SP:Iteration 45Q (1923.028950 sec): 3 clusters Score: Raw -393726.860454 + Penalty 4850.503597 = -388876.356857 nChanged 7 SP:Iteration 46Q (1923.140101 sec): 3 clusters Score: Raw -393728.166195 + Penalty 4850.503597 = -388877.662597 nChanged 5 SP:Iteration 47Q (1923.325071 sec): 3 clusters Score: Raw -393729.315235 + Penalty 4850.503597 = -388878.811638 nChanged 4 SP:Iteration 48Q (1923.451201 sec): 3 clusters Score: Raw -393730.012541 + Penalty 4850.503597 = -388879.508944 nChanged 3 SP:Iteration 49Q (1923.586541 sec): 3 clusters Score: Raw -393730.640676 + Penalty 4850.503597 = -388880.137078 nChanged 2 SP:Iteration 50Q (1923.732899 sec): 3 clusters Score: Raw -393731.278868 + Penalty 4850.503597 = -388880.775271 nChanged 1 SP:Iteration 51Q (1923.883555 sec): 3 clusters Score: Raw -393731.612602 + Penalty 4850.503597 = -388881.109005 nChanged 3 SP:Iteration 52Q (1924.064936 sec): 3 clusters Score: Raw -393732.770208 + Penalty 4850.503597 = -388882.266611 nChanged 5 SP:Iteration 53Q (1924.189391 sec): 3 clusters Score: Raw -393734.325760 + Penalty 4850.503597 = -388883.822163 nChanged 4 SP:Iteration 54Q (1924.321954 sec): 3 clusters Score: Raw -393735.736973 + Penalty 4850.503597 = -388885.233375 nChanged 2 SP:Iteration 55Q (1924.468174 sec): 3 clusters Score: Raw -393736.149972 + Penalty 4850.503597 = -388885.646375 nChanged 3 SP:Iteration 56Q (1924.593553 sec): 3 clusters Score: Raw -393737.080789 + Penalty 4850.503597 = -388886.577192 nChanged 1 SP:Iteration 57Q (1924.726391 sec): 3 clusters Score: Raw -393737.246429 + Penalty 4850.503597 = -388886.742831 nChanged 2 SP:Iteration 58Q (1924.836156 sec): 3 clusters Score: Raw -393737.656313 + Penalty 4850.503597 = -388887.152716 nChanged 2 SP:Iteration 59Q (1924.998211 sec): 3 clusters Score: Raw -393738.139313 + Penalty 4850.503597 = -388887.635715 nChanged 1 SP:Iteration 60F (1925.117310 sec): 3 clusters Score: Raw -393738.287681 + Penalty 4850.503597 = -388887.784084 nChanged 0 Time taken for this iteration:208.642300 seconds. 10->9 Clusters: Score -2915227.484268, best is -2919496.199812 Starting from 11 clusters... ------ Clustering full data set of 66413 points ------ SP: Assigned 11 initial classes randomly. Deleting Class 3 (5875 points): Lose 910.629624 but Gain 2931.363098 Iteration 0F (1926.593529 sec): 10 clusters Score: Raw -2723448.190679 + Penalty 26382.267884 = -2697065.922794 nChanged 56993 Iteration 1F (1927.849076 sec): 10 clusters Score: Raw -2823273.900006 + Penalty 26382.267884 = -2796891.632122 nChanged 18333 Iteration 2F (1928.940772 sec): 10 clusters Score: Raw -2862008.802400 + Penalty 26382.267884 = -2835626.534515 nChanged 16962 Iteration 3F (1930.129645 sec): 10 clusters Score: Raw -2889203.494042 + Penalty 26382.267884 = -2862821.226158 nChanged 12787 Iteration 4F (1931.354206 sec): 10 clusters Score: Raw -2903369.039751 + Penalty 26382.267884 = -2876986.771867 nChanged 9274 Iteration 5F (1932.421891 sec): 10 clusters Score: Raw -2911381.276725 + Penalty 26382.267884 = -2884999.008840 nChanged 6992 Iteration 6F (1933.587251 sec): 10 clusters Score: Raw -2916480.742335 + Penalty 26382.267884 = -2890098.474450 nChanged 5428 Iteration 7F (1934.610610 sec): 10 clusters Score: Raw -2920084.070028 + Penalty 26382.267884 = -2893701.802143 nChanged 4474 Iteration 8F (1935.723350 sec): 10 clusters Score: Raw -2922848.827498 + Penalty 26382.267884 = -2896466.559613 nChanged 3754 Iteration 9F (1936.708374 sec): 10 clusters Score: Raw -2924845.375331 + Penalty 26382.267884 = -2898463.107447 nChanged 3047 Iteration 10Q (1937.695031 sec): 10 clusters Score: Raw -2926295.522084 + Penalty 26382.267884 = -2899913.254200 nChanged 2660 Iteration 11Q (1938.386941 sec): 10 clusters Score: Raw -2927506.922988 + Penalty 26382.267884 = -2901124.655104 nChanged 2303 Iteration 12Q (1939.338736 sec): 10 clusters Score: Raw -2928492.519517 + Penalty 26382.267884 = -2902110.251632 nChanged 2003 Iteration 13Q (1940.141447 sec): 10 clusters Score: Raw -2929303.798116 + Penalty 26382.267884 = -2902921.530231 nChanged 1780 Iteration 14Q (1941.009033 sec): 10 clusters Score: Raw -2929986.339933 + Penalty 26382.267884 = -2903604.072049 nChanged 1547 Iteration 15Q (1941.790999 sec): 10 clusters Score: Raw -2930551.356387 + Penalty 26382.267884 = -2904169.088503 nChanged 1323 Iteration 16Q (1942.730239 sec): 10 clusters Score: Raw -2931030.383457 + Penalty 26382.267884 = -2904648.115573 nChanged 1231 Iteration 17Q (1943.501294 sec): 10 clusters Score: Raw -2931438.211976 + Penalty 26382.267884 = -2905055.944092 nChanged 1085 Iteration 18Q (1944.202657 sec): 10 clusters Score: Raw -2931773.869143 + Penalty 26382.267884 = -2905391.601259 nChanged 924 Iteration 19Q (1945.047471 sec): 10 clusters Score: Raw -2932058.508144 + Penalty 26382.267884 = -2905676.240260 nChanged 848 Writing temp clu file Because OldScore, -2905391.601259, is greater than current (better) Score,-2905676.240260 Compute initial score before splitting: Score: Raw -2932058.508144 + Penalty 26382.267884 = -2905676.240260 Trying to split cluster 1 (7581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1945.173104 sec): 2 clusters Score: Raw -346284.408384 + Penalty 2358.417705 = -343925.990680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1945.284340 sec): 3 clusters Score: Raw -342312.639896 + Penalty 4716.835409 = -337595.804487 nChanged 3090 SP:Iteration 1F (1945.363529 sec): 3 clusters Score: Raw -343991.994252 + Penalty 4716.835409 = -339275.158843 nChanged 567 SP:Iteration 2F (1945.481827 sec): 3 clusters Score: Raw -344382.293275 + Penalty 4716.835409 = -339665.457866 nChanged 509 SP:Iteration 3F (1945.587871 sec): 3 clusters Score: Raw -344750.539855 + Penalty 4716.835409 = -340033.704446 nChanged 476 SP:Iteration 4F (1945.697171 sec): 3 clusters Score: Raw -345143.438320 + Penalty 4716.835409 = -340426.602911 nChanged 515 SP:Iteration 5F (1945.842502 sec): 3 clusters Score: Raw -345677.857257 + Penalty 4716.835409 = -340961.021848 nChanged 553 SP:Iteration 6F (1945.977398 sec): 3 clusters Score: Raw -346336.045637 + Penalty 4716.835409 = -341619.210228 nChanged 520 SP:Iteration 7F (1946.096125 sec): 3 clusters Score: Raw -346856.025095 + Penalty 4716.835409 = -342139.189686 nChanged 399 SP:Iteration 8F (1946.200810 sec): 3 clusters Score: Raw -347162.296842 + Penalty 4716.835409 = -342445.461433 nChanged 304 SP:Iteration 9Q (1946.307501 sec): 3 clusters Score: Raw -347355.143610 + Penalty 4716.835409 = -342638.308201 nChanged 223 SP:Iteration 10Q (1946.416393 sec): 3 clusters Score: Raw -347469.571785 + Penalty 4716.835409 = -342752.736376 nChanged 160 SP:Iteration 11Q (1946.518908 sec): 3 clusters Score: Raw -347548.559364 + Penalty 4716.835409 = -342831.723955 nChanged 117 SP:Iteration 12Q (1946.597321 sec): 3 clusters Score: Raw -347598.035837 + Penalty 4716.835409 = -342881.200428 nChanged 103 SP:Iteration 13Q (1946.718722 sec): 3 clusters Score: Raw -347637.328231 + Penalty 4716.835409 = -342920.492821 nChanged 67 SP:Iteration 14Q (1946.812877 sec): 3 clusters Score: Raw -347664.233440 + Penalty 4716.835409 = -342947.398031 nChanged 65 SP:Iteration 15Q (1946.927294 sec): 3 clusters Score: Raw -347686.076195 + Penalty 4716.835409 = -342969.240786 nChanged 51 SP:Iteration 16Q (1947.045155 sec): 3 clusters Score: Raw -347701.903037 + Penalty 4716.835409 = -342985.067627 nChanged 47 SP:Iteration 17Q (1947.142038 sec): 3 clusters Score: Raw -347716.502691 + Penalty 4716.835409 = -342999.667282 nChanged 48 SP:Iteration 18Q (1947.260100 sec): 3 clusters Score: Raw -347729.026366 + Penalty 4716.835409 = -343012.190957 nChanged 26 SP:Iteration 19Q (1947.390653 sec): 3 clusters Score: Raw -347735.272118 + Penalty 4716.835409 = -343018.436709 nChanged 31 SP:Iteration 20F (1947.517417 sec): 3 clusters Score: Raw -347741.778955 + Penalty 4716.835409 = -343024.943546 nChanged 19 SP:Iteration 21Q (1947.637570 sec): 3 clusters Score: Raw -347746.543564 + Penalty 4716.835409 = -343029.708155 nChanged 15 SP:Iteration 22Q (1947.759242 sec): 3 clusters Score: Raw -347749.566911 + Penalty 4716.835409 = -343032.731502 nChanged 10 SP:Iteration 23Q (1947.870933 sec): 3 clusters Score: Raw -347751.662501 + Penalty 4716.835409 = -343034.827092 nChanged 8 SP:Iteration 24Q (1947.994207 sec): 3 clusters Score: Raw -347753.392842 + Penalty 4716.835409 = -343036.557433 nChanged 6 SP:Iteration 25Q (1948.106816 sec): 3 clusters Score: Raw -347754.517447 + Penalty 4716.835409 = -343037.682037 nChanged 7 SP:Iteration 26Q (1948.224720 sec): 3 clusters Score: Raw -347755.829150 + Penalty 4716.835409 = -343038.993741 nChanged 6 SP:Iteration 27Q (1948.313283 sec): 3 clusters Score: Raw -347756.767194 + Penalty 4716.835409 = -343039.931785 nChanged 2 SP:Iteration 28Q (1948.419399 sec): 3 clusters Score: Raw -347757.046472 + Penalty 4716.835409 = -343040.211063 nChanged 3 SP:Iteration 29Q (1948.524665 sec): 3 clusters Score: Raw -347757.738279 + Penalty 4716.835409 = -343040.902870 nChanged 2 SP:Iteration 30Q (1948.646557 sec): 3 clusters Score: Raw -347757.991817 + Penalty 4716.835409 = -343041.156408 nChanged 2 SP:Iteration 31Q (1948.763676 sec): 3 clusters Score: Raw -347758.370532 + Penalty 4716.835409 = -343041.535123 nChanged 1 SP:Iteration 32Q (1948.891825 sec): 3 clusters Score: Raw -347758.803751 + Penalty 4716.835409 = -343041.968342 nChanged 1 SP:Iteration 33Q (1949.023285 sec): 3 clusters Score: Raw -347758.954965 + Penalty 4716.835409 = -343042.119556 nChanged 0 SP:Iteration 34F (1949.146663 sec): 3 clusters Score: Raw -347758.954965 + Penalty 4716.835409 = -343042.119556 nChanged 0 Trying to split cluster 2 (3055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1949.211918 sec): 2 clusters Score: Raw -127376.006893 + Penalty 2118.477206 = -125257.529686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1949.370242 sec): 3 clusters Score: Raw -126090.408730 + Penalty 4236.954412 = -121853.454318 nChanged 1015 SP:Iteration 1F (1949.477479 sec): 3 clusters Score: Raw -126739.898169 + Penalty 4236.954412 = -122502.943757 nChanged 257 SP:Iteration 2F (1949.581070 sec): 3 clusters Score: Raw -126949.765096 + Penalty 4236.954412 = -122712.810683 nChanged 145 SP:Iteration 3Q (1949.691551 sec): 3 clusters Score: Raw -127065.538248 + Penalty 4236.954412 = -122828.583835 nChanged 100 SP:Iteration 4Q (1949.784316 sec): 3 clusters Score: Raw -127140.677801 + Penalty 4236.954412 = -122903.723389 nChanged 91 SP:Iteration 5Q (1949.892065 sec): 3 clusters Score: Raw -127203.947448 + Penalty 4236.954412 = -122966.993035 nChanged 59 SP:Iteration 6Q (1949.998695 sec): 3 clusters Score: Raw -127246.420870 + Penalty 4236.954412 = -123009.466457 nChanged 41 SP:Iteration 7Q (1950.078523 sec): 3 clusters Score: Raw -127269.900813 + Penalty 4236.954412 = -123032.946400 nChanged 32 SP:Iteration 8Q (1950.179630 sec): 3 clusters Score: Raw -127286.444260 + Penalty 4236.954412 = -123049.489848 nChanged 31 SP:Iteration 9Q (1950.269713 sec): 3 clusters Score: Raw -127302.403351 + Penalty 4236.954412 = -123065.448939 nChanged 25 SP:Iteration 10Q (1950.303309 sec): 3 clusters Score: Raw -127316.723889 + Penalty 4236.954412 = -123079.769477 nChanged 26 SP:Iteration 11Q (1950.336772 sec): 3 clusters Score: Raw -127329.328529 + Penalty 4236.954412 = -123092.374117 nChanged 17 SP:Iteration 12Q (1950.370329 sec): 3 clusters Score: Raw -127337.717079 + Penalty 4236.954412 = -123100.762667 nChanged 16 SP:Iteration 13Q (1950.423427 sec): 3 clusters Score: Raw -127348.661426 + Penalty 4236.954412 = -123111.707014 nChanged 26 SP:Iteration 14Q (1950.459374 sec): 3 clusters Score: Raw -127361.965453 + Penalty 4236.954412 = -123125.011041 nChanged 18 SP:Iteration 15Q (1950.494454 sec): 3 clusters Score: Raw -127371.137306 + Penalty 4236.954412 = -123134.182894 nChanged 16 SP:Iteration 16Q (1950.529694 sec): 3 clusters Score: Raw -127378.718857 + Penalty 4236.954412 = -123141.764445 nChanged 13 SP:Iteration 17Q (1950.564741 sec): 3 clusters Score: Raw -127386.995639 + Penalty 4236.954412 = -123150.041227 nChanged 11 SP:Iteration 18Q (1950.599491 sec): 3 clusters Score: Raw -127393.582235 + Penalty 4236.954412 = -123156.627823 nChanged 17 SP:Iteration 19Q (1950.633078 sec): 3 clusters Score: Raw -127403.174009 + Penalty 4236.954412 = -123166.219597 nChanged 17 SP:Iteration 20F (1950.666575 sec): 3 clusters Score: Raw -127413.075625 + Penalty 4236.954412 = -123176.121213 nChanged 15 SP:Iteration 21Q (1950.700337 sec): 3 clusters Score: Raw -127421.007410 + Penalty 4236.954412 = -123184.052998 nChanged 22 SP:Iteration 22Q (1950.733734 sec): 3 clusters Score: Raw -127435.751756 + Penalty 4236.954412 = -123198.797344 nChanged 20 SP:Iteration 23Q (1950.767338 sec): 3 clusters Score: Raw -127448.286023 + Penalty 4236.954412 = -123211.331610 nChanged 20 SP:Iteration 24Q (1950.800766 sec): 3 clusters Score: Raw -127457.526007 + Penalty 4236.954412 = -123220.571595 nChanged 12 SP:Iteration 25Q (1950.834864 sec): 3 clusters Score: Raw -127461.748951 + Penalty 4236.954412 = -123224.794538 nChanged 6 SP:Iteration 26Q (1950.869930 sec): 3 clusters Score: Raw -127464.577096 + Penalty 4236.954412 = -123227.622683 nChanged 9 SP:Iteration 27Q (1950.905361 sec): 3 clusters Score: Raw -127468.656764 + Penalty 4236.954412 = -123231.702352 nChanged 8 SP:Iteration 28Q (1950.940486 sec): 3 clusters Score: Raw -127472.919291 + Penalty 4236.954412 = -123235.964878 nChanged 4 SP:Iteration 29Q (1950.974599 sec): 3 clusters Score: Raw -127475.202903 + Penalty 4236.954412 = -123238.248491 nChanged 6 SP:Iteration 30Q (1951.071499 sec): 3 clusters Score: Raw -127477.698190 + Penalty 4236.954412 = -123240.743778 nChanged 6 SP:Iteration 31Q (1951.173902 sec): 3 clusters Score: Raw -127479.960770 + Penalty 4236.954412 = -123243.006358 nChanged 0 SP:Iteration 32F (1951.294730 sec): 3 clusters Score: Raw -127479.960770 + Penalty 4236.954412 = -123243.006358 nChanged 0 Trying to split cluster 4 (2880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1951.388066 sec): 2 clusters Score: Raw -134137.399484 + Penalty 2102.904031 = -132034.495453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1951.480571 sec): 3 clusters Score: Raw -132954.991587 + Penalty 4205.808063 = -128749.183524 nChanged 936 SP:Iteration 1F (1951.593931 sec): 3 clusters Score: Raw -133570.423478 + Penalty 4205.808063 = -129364.615416 nChanged 186 SP:Iteration 2F (1951.711837 sec): 3 clusters Score: Raw -133693.317669 + Penalty 4205.808063 = -129487.509606 nChanged 117 SP:Iteration 3Q (1951.810359 sec): 3 clusters Score: Raw -133777.568111 + Penalty 4205.808063 = -129571.760048 nChanged 79 SP:Iteration 4Q (1951.919166 sec): 3 clusters Score: Raw -133828.871576 + Penalty 4205.808063 = -129623.063514 nChanged 61 SP:Iteration 5Q (1952.055561 sec): 3 clusters Score: Raw -133861.574822 + Penalty 4205.808063 = -129655.766759 nChanged 36 SP:Iteration 6Q (1952.146828 sec): 3 clusters Score: Raw -133881.276544 + Penalty 4205.808063 = -129675.468481 nChanged 34 SP:Iteration 7Q (1952.260742 sec): 3 clusters Score: Raw -133900.595635 + Penalty 4205.808063 = -129694.787573 nChanged 23 SP:Iteration 8Q (1952.373436 sec): 3 clusters Score: Raw -133918.272215 + Penalty 4205.808063 = -129712.464152 nChanged 24 SP:Iteration 9Q (1952.483079 sec): 3 clusters Score: Raw -133933.361796 + Penalty 4205.808063 = -129727.553734 nChanged 25 SP:Iteration 10Q (1952.562583 sec): 3 clusters Score: Raw -133944.554558 + Penalty 4205.808063 = -129738.746495 nChanged 19 SP:Iteration 11Q (1952.656111 sec): 3 clusters Score: Raw -133952.426017 + Penalty 4205.808063 = -129746.617954 nChanged 13 SP:Iteration 12Q (1952.776239 sec): 3 clusters Score: Raw -133957.169419 + Penalty 4205.808063 = -129751.361356 nChanged 11 SP:Iteration 13Q (1952.879036 sec): 3 clusters Score: Raw -133961.259363 + Penalty 4205.808063 = -129755.451300 nChanged 4 SP:Iteration 14Q (1952.957501 sec): 3 clusters Score: Raw -133962.395380 + Penalty 4205.808063 = -129756.587317 nChanged 1 SP:Iteration 15Q (1953.074603 sec): 3 clusters Score: Raw -133962.667193 + Penalty 4205.808063 = -129756.859130 nChanged 0 SP:Iteration 16F (1953.158303 sec): 3 clusters Score: Raw -133962.667193 + Penalty 4205.808063 = -129756.859130 nChanged 0 Trying to split cluster 5 (9035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1953.270895 sec): 2 clusters Score: Raw -400155.847968 + Penalty 2404.739358 = -397751.108610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1953.413373 sec): 3 clusters Score: Raw -395386.131082 + Penalty 4809.478715 = -390576.652367 nChanged 3718 SP:Iteration 1F (1953.575618 sec): 3 clusters Score: Raw -397443.490286 + Penalty 4809.478715 = -392634.011571 nChanged 617 SP:Iteration 2F (1953.704250 sec): 3 clusters Score: Raw -397747.736389 + Penalty 4809.478715 = -392938.257674 nChanged 437 SP:Iteration 3Q (1953.829522 sec): 3 clusters Score: Raw -397952.087890 + Penalty 4809.478715 = -393142.609174 nChanged 359 SP:Iteration 4Q (1953.925249 sec): 3 clusters Score: Raw -398133.067270 + Penalty 4809.478715 = -393323.588555 nChanged 353 SP:Iteration 5Q (1954.042072 sec): 3 clusters Score: Raw -398359.327838 + Penalty 4809.478715 = -393549.849123 nChanged 426 SP:Iteration 6Q (1954.168839 sec): 3 clusters Score: Raw -398675.619167 + Penalty 4809.478715 = -393866.140452 nChanged 468 SP:Iteration 7F (1954.320603 sec): 3 clusters Score: Raw -399056.147416 + Penalty 4809.478715 = -394246.668701 nChanged 507 SP:Iteration 8F (1954.449919 sec): 3 clusters Score: Raw -399491.033301 + Penalty 4809.478715 = -394681.554586 nChanged 492 SP:Iteration 9F (1954.593899 sec): 3 clusters Score: Raw -399932.924375 + Penalty 4809.478715 = -395123.445660 nChanged 477 SP:Iteration 10F (1954.787264 sec): 3 clusters Score: Raw -400354.091904 + Penalty 4809.478715 = -395544.613189 nChanged 407 SP:Iteration 11Q (1954.917782 sec): 3 clusters Score: Raw -400684.175259 + Penalty 4809.478715 = -395874.696544 nChanged 336 SP:Iteration 12Q (1955.059521 sec): 3 clusters Score: Raw -400934.672946 + Penalty 4809.478715 = -396125.194231 nChanged 270 SP:Iteration 13Q (1955.163186 sec): 3 clusters Score: Raw -401106.312918 + Penalty 4809.478715 = -396296.834203 nChanged 205 SP:Iteration 14Q (1955.296932 sec): 3 clusters Score: Raw -401228.304683 + Penalty 4809.478715 = -396418.825968 nChanged 166 SP:Iteration 15Q (1955.398859 sec): 3 clusters Score: Raw -401316.831298 + Penalty 4809.478715 = -396507.352583 nChanged 143 SP:Iteration 16Q (1955.542149 sec): 3 clusters Score: Raw -401381.014581 + Penalty 4809.478715 = -396571.535866 nChanged 124 SP:Iteration 17Q (1955.653394 sec): 3 clusters Score: Raw -401436.986074 + Penalty 4809.478715 = -396627.507359 nChanged 109 SP:Iteration 18Q (1955.794102 sec): 3 clusters Score: Raw -401475.468735 + Penalty 4809.478715 = -396665.990020 nChanged 90 SP:Iteration 19Q (1955.913926 sec): 3 clusters Score: Raw -401505.267820 + Penalty 4809.478715 = -396695.789104 nChanged 76 SP:Iteration 20F (1956.064059 sec): 3 clusters Score: Raw -401530.323072 + Penalty 4809.478715 = -396720.844357 nChanged 66 SP:Iteration 21Q (1956.183560 sec): 3 clusters Score: Raw -401551.186658 + Penalty 4809.478715 = -396741.707943 nChanged 66 SP:Iteration 22Q (1956.311024 sec): 3 clusters Score: Raw -401569.674811 + Penalty 4809.478715 = -396760.196096 nChanged 59 SP:Iteration 23Q (1956.435054 sec): 3 clusters Score: Raw -401586.068868 + Penalty 4809.478715 = -396776.590153 nChanged 52 SP:Iteration 24Q (1956.560143 sec): 3 clusters Score: Raw -401600.619980 + Penalty 4809.478715 = -396791.141265 nChanged 46 SP:Iteration 25Q (1956.685793 sec): 3 clusters Score: Raw -401613.680650 + Penalty 4809.478715 = -396804.201934 nChanged 36 SP:Iteration 26Q (1956.809183 sec): 3 clusters Score: Raw -401622.163538 + Penalty 4809.478715 = -396812.684823 nChanged 30 SP:Iteration 27Q (1956.932210 sec): 3 clusters Score: Raw -401629.344388 + Penalty 4809.478715 = -396819.865672 nChanged 18 SP:Iteration 28Q (1957.055068 sec): 3 clusters Score: Raw -401633.425954 + Penalty 4809.478715 = -396823.947239 nChanged 21 SP:Iteration 29Q (1957.180478 sec): 3 clusters Score: Raw -401638.814771 + Penalty 4809.478715 = -396829.336056 nChanged 27 SP:Iteration 30Q (1957.326030 sec): 3 clusters Score: Raw -401645.196551 + Penalty 4809.478715 = -396835.717836 nChanged 21 SP:Iteration 31Q (1957.424480 sec): 3 clusters Score: Raw -401650.580411 + Penalty 4809.478715 = -396841.101696 nChanged 24 SP:Iteration 32Q (1957.568006 sec): 3 clusters Score: Raw -401655.941821 + Penalty 4809.478715 = -396846.463106 nChanged 24 SP:Iteration 33Q (1957.715159 sec): 3 clusters Score: Raw -401659.985066 + Penalty 4809.478715 = -396850.506351 nChanged 12 SP:Iteration 34Q (1957.878656 sec): 3 clusters Score: Raw -401662.256119 + Penalty 4809.478715 = -396852.777403 nChanged 12 SP:Iteration 35Q (1958.015304 sec): 3 clusters Score: Raw -401664.954005 + Penalty 4809.478715 = -396855.475289 nChanged 17 SP:Iteration 36Q (1958.149379 sec): 3 clusters Score: Raw -401668.789012 + Penalty 4809.478715 = -396859.310297 nChanged 17 SP:Iteration 37Q (1958.288762 sec): 3 clusters Score: Raw -401672.728408 + Penalty 4809.478715 = -396863.249693 nChanged 18 SP:Iteration 38Q (1958.437044 sec): 3 clusters Score: Raw -401677.084119 + Penalty 4809.478715 = -396867.605404 nChanged 21 SP:Iteration 39Q (1958.558907 sec): 3 clusters Score: Raw -401681.461396 + Penalty 4809.478715 = -396871.982681 nChanged 18 SP:Iteration 40F (1958.694435 sec): 3 clusters Score: Raw -401685.249529 + Penalty 4809.478715 = -396875.770813 nChanged 13 SP:Iteration 41Q (1958.812558 sec): 3 clusters Score: Raw -401688.191154 + Penalty 4809.478715 = -396878.712439 nChanged 17 SP:Iteration 42Q (1958.950810 sec): 3 clusters Score: Raw -401691.060990 + Penalty 4809.478715 = -396881.582275 nChanged 17 SP:Iteration 43Q (1959.073015 sec): 3 clusters Score: Raw -401694.335018 + Penalty 4809.478715 = -396884.856303 nChanged 12 SP:Iteration 44Q (1959.186496 sec): 3 clusters Score: Raw -401697.592751 + Penalty 4809.478715 = -396888.114036 nChanged 14 SP:Iteration 45Q (1959.331997 sec): 3 clusters Score: Raw -401700.291919 + Penalty 4809.478715 = -396890.813204 nChanged 15 SP:Iteration 46Q (1959.471983 sec): 3 clusters Score: Raw -401702.971771 + Penalty 4809.478715 = -396893.493056 nChanged 8 SP:Iteration 47Q (1959.648118 sec): 3 clusters Score: Raw -401704.447720 + Penalty 4809.478715 = -396894.969005 nChanged 8 SP:Iteration 48Q (1959.827938 sec): 3 clusters Score: Raw -401705.996892 + Penalty 4809.478715 = -396896.518177 nChanged 10 SP:Iteration 49Q (1959.935407 sec): 3 clusters Score: Raw -401707.732244 + Penalty 4809.478715 = -396898.253529 nChanged 11 SP:Iteration 50Q (1960.101855 sec): 3 clusters Score: Raw -401709.614232 + Penalty 4809.478715 = -396900.135517 nChanged 10 SP:Iteration 51Q (1960.229311 sec): 3 clusters Score: Raw -401711.312725 + Penalty 4809.478715 = -396901.834010 nChanged 12 SP:Iteration 52Q (1960.362938 sec): 3 clusters Score: Raw -401712.961354 + Penalty 4809.478715 = -396903.482639 nChanged 4 SP:Iteration 53Q (1960.528236 sec): 3 clusters Score: Raw -401713.644002 + Penalty 4809.478715 = -396904.165287 nChanged 4 SP:Iteration 54Q (1960.668700 sec): 3 clusters Score: Raw -401714.206368 + Penalty 4809.478715 = -396904.727653 nChanged 3 SP:Iteration 55Q (1960.807206 sec): 3 clusters Score: Raw -401714.830741 + Penalty 4809.478715 = -396905.352026 nChanged 4 SP:Iteration 56Q (1960.940447 sec): 3 clusters Score: Raw -401715.414438 + Penalty 4809.478715 = -396905.935723 nChanged 3 SP:Iteration 57Q (1961.072747 sec): 3 clusters Score: Raw -401716.091022 + Penalty 4809.478715 = -396906.612307 nChanged 5 SP:Iteration 58Q (1961.180677 sec): 3 clusters Score: Raw -401717.120524 + Penalty 4809.478715 = -396907.641809 nChanged 3 SP:Iteration 59Q (1961.317269 sec): 3 clusters Score: Raw -401717.600672 + Penalty 4809.478715 = -396908.121957 nChanged 2 SP:Iteration 60F (1961.455058 sec): 3 clusters Score: Raw -401718.115376 + Penalty 4809.478715 = -396908.636661 nChanged 1 SP:Iteration 61Q (1961.599790 sec): 3 clusters Score: Raw -401718.380785 + Penalty 4809.478715 = -396908.902070 nChanged 1 SP:Iteration 62Q (1961.756356 sec): 3 clusters Score: Raw -401718.552911 + Penalty 4809.478715 = -396909.074195 nChanged 0 SP:Iteration 63F (1961.897945 sec): 3 clusters Score: Raw -401718.552911 + Penalty 4809.478715 = -396909.074195 nChanged 0 Trying to split cluster 6 (2772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1961.996395 sec): 2 clusters Score: Raw -110723.561613 + Penalty 2092.813631 = -108630.747982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1962.115179 sec): 3 clusters Score: Raw -109586.524937 + Penalty 4185.627262 = -105400.897675 nChanged 921 SP:Iteration 1F (1962.241310 sec): 3 clusters Score: Raw -110219.678100 + Penalty 4185.627262 = -106034.050838 nChanged 200 SP:Iteration 2F (1962.354693 sec): 3 clusters Score: Raw -110375.582365 + Penalty 4185.627262 = -106189.955103 nChanged 131 SP:Iteration 3Q (1962.470525 sec): 3 clusters Score: Raw -110476.137764 + Penalty 4185.627262 = -106290.510501 nChanged 94 SP:Iteration 4Q (1962.570568 sec): 3 clusters Score: Raw -110553.934998 + Penalty 4185.627262 = -106368.307736 nChanged 81 SP:Iteration 5Q (1962.698243 sec): 3 clusters Score: Raw -110614.670161 + Penalty 4185.627262 = -106429.042899 nChanged 61 SP:Iteration 6Q (1962.805397 sec): 3 clusters Score: Raw -110660.008649 + Penalty 4185.627262 = -106474.381387 nChanged 53 SP:Iteration 7Q (1962.891118 sec): 3 clusters Score: Raw -110705.455871 + Penalty 4185.627262 = -106519.828609 nChanged 51 SP:Iteration 8Q (1963.013544 sec): 3 clusters Score: Raw -110744.214931 + Penalty 4185.627262 = -106558.587669 nChanged 53 SP:Iteration 9Q (1963.138253 sec): 3 clusters Score: Raw -110779.163943 + Penalty 4185.627262 = -106593.536680 nChanged 44 SP:Iteration 10Q (1963.224750 sec): 3 clusters Score: Raw -110811.037816 + Penalty 4185.627262 = -106625.410554 nChanged 26 SP:Iteration 11Q (1963.334938 sec): 3 clusters Score: Raw -110828.105762 + Penalty 4185.627262 = -106642.478500 nChanged 25 SP:Iteration 12Q (1963.453841 sec): 3 clusters Score: Raw -110844.367328 + Penalty 4185.627262 = -106658.740066 nChanged 24 SP:Iteration 13Q (1963.565555 sec): 3 clusters Score: Raw -110857.587891 + Penalty 4185.627262 = -106671.960628 nChanged 17 SP:Iteration 14Q (1963.686220 sec): 3 clusters Score: Raw -110865.389121 + Penalty 4185.627262 = -106679.761859 nChanged 6 SP:Iteration 15Q (1963.786265 sec): 3 clusters Score: Raw -110868.412921 + Penalty 4185.627262 = -106682.785659 nChanged 3 SP:Iteration 16Q (1963.938355 sec): 3 clusters Score: Raw -110870.026473 + Penalty 4185.627262 = -106684.399210 nChanged 2 SP:Iteration 17Q (1964.019153 sec): 3 clusters Score: Raw -110872.469239 + Penalty 4185.627262 = -106686.841977 nChanged 5 SP:Iteration 18Q (1964.152199 sec): 3 clusters Score: Raw -110875.805478 + Penalty 4185.627262 = -106690.178216 nChanged 7 SP:Iteration 19Q (1964.249253 sec): 3 clusters Score: Raw -110881.220246 + Penalty 4185.627262 = -106695.592984 nChanged 12 SP:Iteration 20F (1964.348717 sec): 3 clusters Score: Raw -110889.287903 + Penalty 4185.627262 = -106703.660641 nChanged 9 SP:Iteration 21Q (1964.461828 sec): 3 clusters Score: Raw -110894.120259 + Penalty 4185.627262 = -106708.492997 nChanged 6 SP:Iteration 22Q (1964.578922 sec): 3 clusters Score: Raw -110897.341170 + Penalty 4185.627262 = -106711.713908 nChanged 4 SP:Iteration 23Q (1964.685996 sec): 3 clusters Score: Raw -110898.872023 + Penalty 4185.627262 = -106713.244760 nChanged 0 SP:Iteration 24F (1964.797735 sec): 3 clusters Score: Raw -110898.872023 + Penalty 4185.627262 = -106713.244760 nChanged 0 Trying to split cluster 7 (3755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1964.849361 sec): 2 clusters Score: Raw -171709.424269 + Penalty 2172.942701 = -169536.481568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1964.981061 sec): 3 clusters Score: Raw -170054.359582 + Penalty 4345.885402 = -165708.474180 nChanged 1311 SP:Iteration 1F (1965.101749 sec): 3 clusters Score: Raw -170860.965599 + Penalty 4345.885402 = -166515.080197 nChanged 296 SP:Iteration 2F (1965.197166 sec): 3 clusters Score: Raw -171082.237590 + Penalty 4345.885402 = -166736.352189 nChanged 205 SP:Iteration 3F (1965.318624 sec): 3 clusters Score: Raw -171238.691845 + Penalty 4345.885402 = -166892.806443 nChanged 154 SP:Iteration 4Q (1965.451768 sec): 3 clusters Score: Raw -171360.966574 + Penalty 4345.885402 = -167015.081172 nChanged 137 SP:Iteration 5Q (1965.579637 sec): 3 clusters Score: Raw -171466.303427 + Penalty 4345.885402 = -167120.418025 nChanged 118 SP:Iteration 6Q (1965.736053 sec): 3 clusters Score: Raw -171553.175788 + Penalty 4345.885402 = -167207.290387 nChanged 101 SP:Iteration 7Q (1965.856843 sec): 3 clusters Score: Raw -171621.813329 + Penalty 4345.885402 = -167275.927927 nChanged 88 SP:Iteration 8Q (1965.979998 sec): 3 clusters Score: Raw -171684.911021 + Penalty 4345.885402 = -167339.025619 nChanged 73 SP:Iteration 9Q (1966.081738 sec): 3 clusters Score: Raw -171736.395186 + Penalty 4345.885402 = -167390.509784 nChanged 77 SP:Iteration 10Q (1966.229974 sec): 3 clusters Score: Raw -171794.229131 + Penalty 4345.885402 = -167448.343729 nChanged 74 SP:Iteration 11Q (1966.332021 sec): 3 clusters Score: Raw -171844.811825 + Penalty 4345.885402 = -167498.926423 nChanged 63 SP:Iteration 12Q (1966.437668 sec): 3 clusters Score: Raw -171892.014447 + Penalty 4345.885402 = -167546.129046 nChanged 63 SP:Iteration 13Q (1966.557575 sec): 3 clusters Score: Raw -171932.992586 + Penalty 4345.885402 = -167587.107184 nChanged 55 SP:Iteration 14Q (1966.673827 sec): 3 clusters Score: Raw -171967.317756 + Penalty 4345.885402 = -167621.432354 nChanged 59 SP:Iteration 15Q (1966.782539 sec): 3 clusters Score: Raw -172003.399003 + Penalty 4345.885402 = -167657.513602 nChanged 53 SP:Iteration 16Q (1966.878778 sec): 3 clusters Score: Raw -172032.087225 + Penalty 4345.885402 = -167686.201824 nChanged 44 SP:Iteration 17Q (1967.017002 sec): 3 clusters Score: Raw -172052.680008 + Penalty 4345.885402 = -167706.794606 nChanged 34 SP:Iteration 18Q (1967.114028 sec): 3 clusters Score: Raw -172068.541600 + Penalty 4345.885402 = -167722.656198 nChanged 32 SP:Iteration 19Q (1967.248426 sec): 3 clusters Score: Raw -172081.423748 + Penalty 4345.885402 = -167735.538346 nChanged 21 SP:Iteration 20F (1967.381746 sec): 3 clusters Score: Raw -172090.994274 + Penalty 4345.885402 = -167745.108872 nChanged 18 SP:Iteration 21Q (1967.499575 sec): 3 clusters Score: Raw -172099.270757 + Penalty 4345.885402 = -167753.385355 nChanged 18 SP:Iteration 22Q (1967.635328 sec): 3 clusters Score: Raw -172107.405092 + Penalty 4345.885402 = -167761.519690 nChanged 9 SP:Iteration 23Q (1967.762668 sec): 3 clusters Score: Raw -172110.924141 + Penalty 4345.885402 = -167765.038739 nChanged 10 SP:Iteration 24Q (1967.888681 sec): 3 clusters Score: Raw -172114.970683 + Penalty 4345.885402 = -167769.085281 nChanged 13 SP:Iteration 25Q (1968.015819 sec): 3 clusters Score: Raw -172120.828970 + Penalty 4345.885402 = -167774.943568 nChanged 7 SP:Iteration 26Q (1968.123848 sec): 3 clusters Score: Raw -172124.554316 + Penalty 4345.885402 = -167778.668914 nChanged 12 SP:Iteration 27Q (1968.247476 sec): 3 clusters Score: Raw -172131.003261 + Penalty 4345.885402 = -167785.117860 nChanged 15 SP:Iteration 28Q (1968.357034 sec): 3 clusters Score: Raw -172139.431232 + Penalty 4345.885402 = -167793.545830 nChanged 19 SP:Iteration 29Q (1968.461037 sec): 3 clusters Score: Raw -172147.337982 + Penalty 4345.885402 = -167801.452580 nChanged 16 SP:Iteration 30Q (1968.584898 sec): 3 clusters Score: Raw -172154.600992 + Penalty 4345.885402 = -167808.715590 nChanged 15 SP:Iteration 31Q (1968.687451 sec): 3 clusters Score: Raw -172160.041779 + Penalty 4345.885402 = -167814.156377 nChanged 9 SP:Iteration 32Q (1968.800957 sec): 3 clusters Score: Raw -172164.034745 + Penalty 4345.885402 = -167818.149343 nChanged 14 SP:Iteration 33Q (1968.929258 sec): 3 clusters Score: Raw -172168.850548 + Penalty 4345.885402 = -167822.965147 nChanged 7 SP:Iteration 34Q (1969.054495 sec): 3 clusters Score: Raw -172174.149247 + Penalty 4345.885402 = -167828.263845 nChanged 10 SP:Iteration 35Q (1969.148963 sec): 3 clusters Score: Raw -172178.869248 + Penalty 4345.885402 = -167832.983846 nChanged 13 SP:Iteration 36Q (1969.269417 sec): 3 clusters Score: Raw -172184.446437 + Penalty 4345.885402 = -167838.561036 nChanged 12 SP:Iteration 37Q (1969.406645 sec): 3 clusters Score: Raw -172189.994824 + Penalty 4345.885402 = -167844.109422 nChanged 15 SP:Iteration 38Q (1969.494694 sec): 3 clusters Score: Raw -172195.706141 + Penalty 4345.885402 = -167849.820739 nChanged 15 SP:Iteration 39Q (1969.618119 sec): 3 clusters Score: Raw -172204.599137 + Penalty 4345.885402 = -167858.713735 nChanged 17 SP:Iteration 40F (1969.743828 sec): 3 clusters Score: Raw -172214.169687 + Penalty 4345.885402 = -167868.284285 nChanged 14 SP:Iteration 41Q (1969.873122 sec): 3 clusters Score: Raw -172220.469526 + Penalty 4345.885402 = -167874.584124 nChanged 16 SP:Iteration 42Q (1969.998259 sec): 3 clusters Score: Raw -172228.304366 + Penalty 4345.885402 = -167882.418964 nChanged 15 SP:Iteration 43Q (1970.119411 sec): 3 clusters Score: Raw -172234.548965 + Penalty 4345.885402 = -167888.663563 nChanged 6 SP:Iteration 44Q (1970.244242 sec): 3 clusters Score: Raw -172236.710901 + Penalty 4345.885402 = -167890.825499 nChanged 7 SP:Iteration 45Q (1970.365842 sec): 3 clusters Score: Raw -172238.939577 + Penalty 4345.885402 = -167893.054175 nChanged 2 SP:Iteration 46Q (1970.489021 sec): 3 clusters Score: Raw -172239.746826 + Penalty 4345.885402 = -167893.861424 nChanged 3 SP:Iteration 47Q (1970.610390 sec): 3 clusters Score: Raw -172241.007710 + Penalty 4345.885402 = -167895.122308 nChanged 1 SP:Iteration 48Q (1970.736555 sec): 3 clusters Score: Raw -172241.179165 + Penalty 4345.885402 = -167895.293763 nChanged 0 SP:Iteration 49F (1970.860989 sec): 3 clusters Score: Raw -172241.179165 + Penalty 4345.885402 = -167895.293763 nChanged 0 Trying to split cluster 8 (1768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1970.916640 sec): 2 clusters Score: Raw -73172.836150 + Penalty 1974.087520 = -71198.748630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1971.017741 sec): 3 clusters Score: Raw -72592.481507 + Penalty 3948.175040 = -68644.306467 nChanged 515 SP:Iteration 1F (1971.138898 sec): 3 clusters Score: Raw -73027.187197 + Penalty 3948.175040 = -69079.012157 nChanged 125 SP:Iteration 2F (1971.232946 sec): 3 clusters Score: Raw -73143.326632 + Penalty 3948.175040 = -69195.151592 nChanged 65 SP:Iteration 3Q (1971.357785 sec): 3 clusters Score: Raw -73199.497074 + Penalty 3948.175040 = -69251.322034 nChanged 48 SP:Iteration 4Q (1971.446762 sec): 3 clusters Score: Raw -73246.804791 + Penalty 3948.175040 = -69298.629751 nChanged 34 SP:Iteration 5Q (1971.578695 sec): 3 clusters Score: Raw -73270.329494 + Penalty 3948.175040 = -69322.154454 nChanged 25 SP:Iteration 6Q (1971.697515 sec): 3 clusters Score: Raw -73293.764149 + Penalty 3948.175040 = -69345.589109 nChanged 14 SP:Iteration 7Q (1971.815608 sec): 3 clusters Score: Raw -73302.889260 + Penalty 3948.175040 = -69354.714219 nChanged 9 SP:Iteration 8Q (1971.929467 sec): 3 clusters Score: Raw -73310.518912 + Penalty 3948.175040 = -69362.343871 nChanged 7 SP:Iteration 9Q (1972.045937 sec): 3 clusters Score: Raw -73317.299288 + Penalty 3948.175040 = -69369.124248 nChanged 8 SP:Iteration 10Q (1972.159049 sec): 3 clusters Score: Raw -73322.994761 + Penalty 3948.175040 = -69374.819721 nChanged 7 SP:Iteration 11Q (1972.252861 sec): 3 clusters Score: Raw -73326.928956 + Penalty 3948.175040 = -69378.753915 nChanged 2 SP:Iteration 12Q (1972.369100 sec): 3 clusters Score: Raw -73327.987689 + Penalty 3948.175040 = -69379.812648 nChanged 1 SP:Iteration 13Q (1972.462647 sec): 3 clusters Score: Raw -73328.528933 + Penalty 3948.175040 = -69380.353892 nChanged 2 SP:Iteration 14Q (1972.578809 sec): 3 clusters Score: Raw -73329.165839 + Penalty 3948.175040 = -69380.990799 nChanged 0 SP:Iteration 15F (1972.700309 sec): 3 clusters Score: Raw -73329.165839 + Penalty 3948.175040 = -69380.990799 nChanged 0 Trying to split cluster 9 (5559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1972.780100 sec): 2 clusters Score: Raw -262406.186479 + Penalty 2276.517808 = -260129.668671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1972.914873 sec): 3 clusters Score: Raw -259696.745487 + Penalty 4553.035616 = -255143.709871 nChanged 2132 SP:Iteration 1F (1973.022576 sec): 3 clusters Score: Raw -260878.986330 + Penalty 4553.035616 = -256325.950714 nChanged 407 SP:Iteration 2F (1973.155752 sec): 3 clusters Score: Raw -261113.619629 + Penalty 4553.035616 = -256560.584013 nChanged 282 SP:Iteration 3F (1973.315795 sec): 3 clusters Score: Raw -261261.124083 + Penalty 4553.035616 = -256708.088467 nChanged 208 SP:Iteration 4Q (1973.424045 sec): 3 clusters Score: Raw -261370.820969 + Penalty 4553.035616 = -256817.785353 nChanged 174 SP:Iteration 5Q (1973.575645 sec): 3 clusters Score: Raw -261458.701003 + Penalty 4553.035616 = -256905.665387 nChanged 152 SP:Iteration 6Q (1973.682611 sec): 3 clusters Score: Raw -261540.030951 + Penalty 4553.035616 = -256986.995335 nChanged 147 SP:Iteration 7Q (1973.817310 sec): 3 clusters Score: Raw -261607.009669 + Penalty 4553.035616 = -257053.974053 nChanged 129 SP:Iteration 8Q (1973.998572 sec): 3 clusters Score: Raw -261666.995424 + Penalty 4553.035616 = -257113.959808 nChanged 112 SP:Iteration 9Q (1974.151545 sec): 3 clusters Score: Raw -261715.710399 + Penalty 4553.035616 = -257162.674783 nChanged 97 SP:Iteration 10Q (1974.267704 sec): 3 clusters Score: Raw -261763.355227 + Penalty 4553.035616 = -257210.319611 nChanged 86 SP:Iteration 11Q (1974.425036 sec): 3 clusters Score: Raw -261806.781923 + Penalty 4553.035616 = -257253.746308 nChanged 90 SP:Iteration 12Q (1974.572179 sec): 3 clusters Score: Raw -261847.693903 + Penalty 4553.035616 = -257294.658287 nChanged 79 SP:Iteration 13Q (1974.709636 sec): 3 clusters Score: Raw -261879.383628 + Penalty 4553.035616 = -257326.348013 nChanged 71 SP:Iteration 14Q (1974.844202 sec): 3 clusters Score: Raw -261913.591941 + Penalty 4553.035616 = -257360.556325 nChanged 88 SP:Iteration 15Q (1974.967401 sec): 3 clusters Score: Raw -261949.987704 + Penalty 4553.035616 = -257396.952088 nChanged 64 SP:Iteration 16Q (1975.098401 sec): 3 clusters Score: Raw -261971.151561 + Penalty 4553.035616 = -257418.115945 nChanged 50 SP:Iteration 17Q (1975.209364 sec): 3 clusters Score: Raw -261985.394008 + Penalty 4553.035616 = -257432.358392 nChanged 39 SP:Iteration 18Q (1975.323398 sec): 3 clusters Score: Raw -261998.267218 + Penalty 4553.035616 = -257445.231602 nChanged 38 SP:Iteration 19Q (1975.423827 sec): 3 clusters Score: Raw -262013.676000 + Penalty 4553.035616 = -257460.640384 nChanged 31 SP:Iteration 20F (1975.568558 sec): 3 clusters Score: Raw -262025.031804 + Penalty 4553.035616 = -257471.996188 nChanged 41 SP:Iteration 21Q (1975.691892 sec): 3 clusters Score: Raw -262037.206998 + Penalty 4553.035616 = -257484.171382 nChanged 31 SP:Iteration 22Q (1975.814060 sec): 3 clusters Score: Raw -262047.693774 + Penalty 4553.035616 = -257494.658159 nChanged 31 SP:Iteration 23Q (1975.940906 sec): 3 clusters Score: Raw -262059.054655 + Penalty 4553.035616 = -257506.019039 nChanged 24 SP:Iteration 24Q (1976.070660 sec): 3 clusters Score: Raw -262064.505433 + Penalty 4553.035616 = -257511.469818 nChanged 24 SP:Iteration 25Q (1976.182271 sec): 3 clusters Score: Raw -262072.463135 + Penalty 4553.035616 = -257519.427519 nChanged 27 SP:Iteration 26Q (1976.323135 sec): 3 clusters Score: Raw -262081.966733 + Penalty 4553.035616 = -257528.931117 nChanged 33 SP:Iteration 27Q (1976.432787 sec): 3 clusters Score: Raw -262093.354776 + Penalty 4553.035616 = -257540.319160 nChanged 38 SP:Iteration 28Q (1976.570777 sec): 3 clusters Score: Raw -262104.315154 + Penalty 4553.035616 = -257551.279538 nChanged 35 SP:Iteration 29Q (1976.706032 sec): 3 clusters Score: Raw -262114.313306 + Penalty 4553.035616 = -257561.277690 nChanged 29 SP:Iteration 30Q (1976.841763 sec): 3 clusters Score: Raw -262123.591209 + Penalty 4553.035616 = -257570.555593 nChanged 26 SP:Iteration 31Q (1976.978225 sec): 3 clusters Score: Raw -262131.170843 + Penalty 4553.035616 = -257578.135227 nChanged 23 SP:Iteration 32Q (1977.114698 sec): 3 clusters Score: Raw -262139.184650 + Penalty 4553.035616 = -257586.149034 nChanged 31 SP:Iteration 33Q (1977.283950 sec): 3 clusters Score: Raw -262149.632716 + Penalty 4553.035616 = -257596.597100 nChanged 31 SP:Iteration 34Q (1977.396136 sec): 3 clusters Score: Raw -262159.259015 + Penalty 4553.035616 = -257606.223399 nChanged 30 SP:Iteration 35Q (1977.513127 sec): 3 clusters Score: Raw -262167.357236 + Penalty 4553.035616 = -257614.321620 nChanged 20 SP:Iteration 36Q (1977.625592 sec): 3 clusters Score: Raw -262172.492676 + Penalty 4553.035616 = -257619.457060 nChanged 19 SP:Iteration 37Q (1977.753808 sec): 3 clusters Score: Raw -262177.154118 + Penalty 4553.035616 = -257624.118502 nChanged 21 SP:Iteration 38Q (1977.901289 sec): 3 clusters Score: Raw -262182.498558 + Penalty 4553.035616 = -257629.462942 nChanged 21 SP:Iteration 39Q (1978.035113 sec): 3 clusters Score: Raw -262186.844839 + Penalty 4553.035616 = -257633.809223 nChanged 13 SP:Iteration 40F (1978.133816 sec): 3 clusters Score: Raw -262192.469704 + Penalty 4553.035616 = -257639.434088 nChanged 22 SP:Iteration 41Q (1978.263640 sec): 3 clusters Score: Raw -262199.265708 + Penalty 4553.035616 = -257646.230092 nChanged 21 SP:Iteration 42Q (1978.398389 sec): 3 clusters Score: Raw -262204.481975 + Penalty 4553.035616 = -257651.446359 nChanged 29 SP:Iteration 43Q (1978.535086 sec): 3 clusters Score: Raw -262212.910098 + Penalty 4553.035616 = -257659.874482 nChanged 36 SP:Iteration 44Q (1978.649999 sec): 3 clusters Score: Raw -262225.018151 + Penalty 4553.035616 = -257671.982535 nChanged 36 SP:Iteration 45Q (1978.787529 sec): 3 clusters Score: Raw -262237.641485 + Penalty 4553.035616 = -257684.605869 nChanged 44 SP:Iteration 46Q (1978.903981 sec): 3 clusters Score: Raw -262254.663080 + Penalty 4553.035616 = -257701.627464 nChanged 48 SP:Iteration 47Q (1979.065652 sec): 3 clusters Score: Raw -262272.156452 + Penalty 4553.035616 = -257719.120836 nChanged 55 SP:Iteration 48Q (1979.166242 sec): 3 clusters Score: Raw -262293.714585 + Penalty 4553.035616 = -257740.678969 nChanged 49 SP:Iteration 49Q (1979.236583 sec): 3 clusters Score: Raw -262312.165461 + Penalty 4553.035616 = -257759.129845 nChanged 46 SP:Iteration 50Q (1979.288120 sec): 3 clusters Score: Raw -262330.800251 + Penalty 4553.035616 = -257777.764635 nChanged 55 SP:Iteration 51Q (1979.339976 sec): 3 clusters Score: Raw -262353.567039 + Penalty 4553.035616 = -257800.531423 nChanged 50 SP:Iteration 52Q (1979.391741 sec): 3 clusters Score: Raw -262371.963007 + Penalty 4553.035616 = -257818.927391 nChanged 46 SP:Iteration 53Q (1979.443383 sec): 3 clusters Score: Raw -262390.533883 + Penalty 4553.035616 = -257837.498267 nChanged 46 SP:Iteration 54Q (1979.495177 sec): 3 clusters Score: Raw -262410.954422 + Penalty 4553.035616 = -257857.918806 nChanged 48 SP:Iteration 55Q (1979.626567 sec): 3 clusters Score: Raw -262432.167056 + Penalty 4553.035616 = -257879.131440 nChanged 43 SP:Iteration 56Q (1979.755492 sec): 3 clusters Score: Raw -262450.094388 + Penalty 4553.035616 = -257897.058772 nChanged 42 SP:Iteration 57Q (1979.889648 sec): 3 clusters Score: Raw -262470.122709 + Penalty 4553.035616 = -257917.087093 nChanged 35 SP:Iteration 58Q (1980.028314 sec): 3 clusters Score: Raw -262483.722703 + Penalty 4553.035616 = -257930.687087 nChanged 32 SP:Iteration 59Q (1980.183025 sec): 3 clusters Score: Raw -262495.772388 + Penalty 4553.035616 = -257942.736772 nChanged 20 SP:Iteration 60F (1980.345802 sec): 3 clusters Score: Raw -262502.138860 + Penalty 4553.035616 = -257949.103244 nChanged 22 SP:Iteration 61Q (1980.471240 sec): 3 clusters Score: Raw -262512.331590 + Penalty 4553.035616 = -257959.295974 nChanged 26 SP:Iteration 62Q (1980.608925 sec): 3 clusters Score: Raw -262523.348748 + Penalty 4553.035616 = -257970.313132 nChanged 23 SP:Iteration 63Q (1980.731210 sec): 3 clusters Score: Raw -262534.065799 + Penalty 4553.035616 = -257981.030183 nChanged 26 SP:Iteration 64Q (1980.865877 sec): 3 clusters Score: Raw -262546.169093 + Penalty 4553.035616 = -257993.133477 nChanged 28 SP:Iteration 65Q (1980.989473 sec): 3 clusters Score: Raw -262560.819483 + Penalty 4553.035616 = -258007.783867 nChanged 37 SP:Iteration 66Q (1981.121194 sec): 3 clusters Score: Raw -262576.047254 + Penalty 4553.035616 = -258023.011639 nChanged 29 SP:Iteration 67Q (1981.211966 sec): 3 clusters Score: Raw -262590.731669 + Penalty 4553.035616 = -258037.696053 nChanged 31 SP:Iteration 68Q (1981.319208 sec): 3 clusters Score: Raw -262609.874029 + Penalty 4553.035616 = -258056.838413 nChanged 31 SP:Iteration 69Q (1981.460290 sec): 3 clusters Score: Raw -262627.959960 + Penalty 4553.035616 = -258074.924344 nChanged 29 SP:Iteration 70Q (1981.548685 sec): 3 clusters Score: Raw -262642.029338 + Penalty 4553.035616 = -258088.993722 nChanged 28 SP:Iteration 71Q (1981.692689 sec): 3 clusters Score: Raw -262658.535146 + Penalty 4553.035616 = -258105.499530 nChanged 24 SP:Iteration 72Q (1981.793872 sec): 3 clusters Score: Raw -262671.661971 + Penalty 4553.035616 = -258118.626355 nChanged 22 SP:Iteration 73Q (1981.911794 sec): 3 clusters Score: Raw -262681.644758 + Penalty 4553.035616 = -258128.609142 nChanged 14 SP:Iteration 74Q (1982.013376 sec): 3 clusters Score: Raw -262686.910670 + Penalty 4553.035616 = -258133.875054 nChanged 9 SP:Iteration 75Q (1982.132998 sec): 3 clusters Score: Raw -262691.095010 + Penalty 4553.035616 = -258138.059394 nChanged 6 SP:Iteration 76Q (1982.257627 sec): 3 clusters Score: Raw -262694.197749 + Penalty 4553.035616 = -258141.162134 nChanged 7 SP:Iteration 77Q (1982.387872 sec): 3 clusters Score: Raw -262697.014722 + Penalty 4553.035616 = -258143.979106 nChanged 10 SP:Iteration 78Q (1982.522308 sec): 3 clusters Score: Raw -262702.128483 + Penalty 4553.035616 = -258149.092867 nChanged 7 SP:Iteration 79Q (1982.653497 sec): 3 clusters Score: Raw -262704.965742 + Penalty 4553.035616 = -258151.930126 nChanged 4 SP:Iteration 80F (1982.791833 sec): 3 clusters Score: Raw -262706.981604 + Penalty 4553.035616 = -258153.945988 nChanged 4 SP:Iteration 81Q (1982.964772 sec): 3 clusters Score: Raw -262709.904764 + Penalty 4553.035616 = -258156.869148 nChanged 7 SP:Iteration 82Q (1983.075327 sec): 3 clusters Score: Raw -262713.899391 + Penalty 4553.035616 = -258160.863775 nChanged 4 SP:Iteration 83Q (1983.189819 sec): 3 clusters Score: Raw -262715.730861 + Penalty 4553.035616 = -258162.695245 nChanged 1 SP:Iteration 84Q (1983.311736 sec): 3 clusters Score: Raw -262716.158201 + Penalty 4553.035616 = -258163.122585 nChanged 3 SP:Iteration 85Q (1983.451540 sec): 3 clusters Score: Raw -262717.155534 + Penalty 4553.035616 = -258164.119918 nChanged 4 SP:Iteration 86Q (1983.568550 sec): 3 clusters Score: Raw -262719.035108 + Penalty 4553.035616 = -258165.999492 nChanged 4 SP:Iteration 87Q (1983.663825 sec): 3 clusters Score: Raw -262720.461512 + Penalty 4553.035616 = -258167.425896 nChanged 2 SP:Iteration 88Q (1983.801047 sec): 3 clusters Score: Raw -262721.437406 + Penalty 4553.035616 = -258168.401790 nChanged 2 SP:Iteration 89Q (1983.925802 sec): 3 clusters Score: Raw -262723.243221 + Penalty 4553.035616 = -258170.207605 nChanged 5 SP:Iteration 90Q (1984.047791 sec): 3 clusters Score: Raw -262726.073403 + Penalty 4553.035616 = -258173.037787 nChanged 4 SP:Iteration 91Q (1984.160511 sec): 3 clusters Score: Raw -262729.141192 + Penalty 4553.035616 = -258176.105576 nChanged 4 SP:Iteration 92Q (1984.276020 sec): 3 clusters Score: Raw -262730.828676 + Penalty 4553.035616 = -258177.793060 nChanged 4 SP:Iteration 93Q (1984.398129 sec): 3 clusters Score: Raw -262732.374987 + Penalty 4553.035616 = -258179.339371 nChanged 3 SP:Iteration 94Q (1984.528116 sec): 3 clusters Score: Raw -262733.930462 + Penalty 4553.035616 = -258180.894846 nChanged 2 SP:Iteration 95Q (1984.649740 sec): 3 clusters Score: Raw -262734.489559 + Penalty 4553.035616 = -258181.453944 nChanged 2 SP:Iteration 96Q (1984.792321 sec): 3 clusters Score: Raw -262735.424259 + Penalty 4553.035616 = -258182.388643 nChanged 3 SP:Iteration 97Q (1984.930258 sec): 3 clusters Score: Raw -262736.904352 + Penalty 4553.035616 = -258183.868736 nChanged 4 SP:Iteration 98Q (1985.066217 sec): 3 clusters Score: Raw -262739.289903 + Penalty 4553.035616 = -258186.254287 nChanged 5 SP:Iteration 99Q (1985.191204 sec): 3 clusters Score: Raw -262741.101908 + Penalty 4553.035616 = -258188.066292 nChanged 2 SP:Iteration 100F (1985.339695 sec): 3 clusters Score: Raw -262742.116527 + Penalty 4553.035616 = -258189.080911 nChanged 1 SP:Iteration 101Q (1985.465077 sec): 3 clusters Score: Raw -262742.427195 + Penalty 4553.035616 = -258189.391579 nChanged 3 SP:Iteration 102Q (1985.576348 sec): 3 clusters Score: Raw -262744.046624 + Penalty 4553.035616 = -258191.011008 nChanged 0 SP:Iteration 103F (1985.699621 sec): 3 clusters Score: Raw -262744.046624 + Penalty 4553.035616 = -258191.011008 nChanged 0 Trying to split cluster 10 (30008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1985.886445 sec): 2 clusters Score: Raw -1422797.570922 + Penalty 2721.633893 = -1420075.937029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1986.081834 sec): 3 clusters Score: Raw -1404741.115247 + Penalty 5443.267786 = -1399297.847461 nChanged 13633 SP:Iteration 1F (1986.335436 sec): 3 clusters Score: Raw -1412417.473554 + Penalty 5443.267786 = -1406974.205768 nChanged 1803 SP:Iteration 2F (1986.537872 sec): 3 clusters Score: Raw -1413256.036071 + Penalty 5443.267786 = -1407812.768285 nChanged 1839 SP:Iteration 3F (1986.736119 sec): 3 clusters Score: Raw -1414226.932107 + Penalty 5443.267786 = -1408783.664321 nChanged 1916 SP:Iteration 4F (1986.967417 sec): 3 clusters Score: Raw -1415404.940425 + Penalty 5443.267786 = -1409961.672639 nChanged 2034 SP:Iteration 5F (1987.209008 sec): 3 clusters Score: Raw -1416802.945649 + Penalty 5443.267786 = -1411359.677863 nChanged 1952 SP:Iteration 6F (1987.436849 sec): 3 clusters Score: Raw -1418175.814912 + Penalty 5443.267786 = -1412732.547126 nChanged 1732 SP:Iteration 7F (1987.650054 sec): 3 clusters Score: Raw -1419397.076384 + Penalty 5443.267786 = -1413953.808598 nChanged 1432 SP:Iteration 8Q (1987.900006 sec): 3 clusters Score: Raw -1420441.551531 + Penalty 5443.267786 = -1414998.283745 nChanged 1118 SP:Iteration 9Q (1988.142756 sec): 3 clusters Score: Raw -1421262.677046 + Penalty 5443.267786 = -1415819.409260 nChanged 838 SP:Iteration 10Q (1988.335998 sec): 3 clusters Score: Raw -1421843.018587 + Penalty 5443.267786 = -1416399.750801 nChanged 579 SP:Iteration 11Q (1988.543918 sec): 3 clusters Score: Raw -1422240.859918 + Penalty 5443.267786 = -1416797.592132 nChanged 420 SP:Iteration 12Q (1988.764970 sec): 3 clusters Score: Raw -1422524.599375 + Penalty 5443.267786 = -1417081.331589 nChanged 276 SP:Iteration 13Q (1988.938367 sec): 3 clusters Score: Raw -1422721.044949 + Penalty 5443.267786 = -1417277.777163 nChanged 179 SP:Iteration 14Q (1989.139784 sec): 3 clusters Score: Raw -1422860.342677 + Penalty 5443.267786 = -1417417.074891 nChanged 115 SP:Iteration 15Q (1989.290663 sec): 3 clusters Score: Raw -1422952.059924 + Penalty 5443.267786 = -1417508.792137 nChanged 93 SP:Iteration 16Q (1989.493096 sec): 3 clusters Score: Raw -1423021.847199 + Penalty 5443.267786 = -1417578.579413 nChanged 69 SP:Iteration 17Q (1989.682115 sec): 3 clusters Score: Raw -1423073.587810 + Penalty 5443.267786 = -1417630.320024 nChanged 53 SP:Iteration 18Q (1989.876600 sec): 3 clusters Score: Raw -1423110.298085 + Penalty 5443.267786 = -1417667.030299 nChanged 37 SP:Iteration 19Q (1990.061031 sec): 3 clusters Score: Raw -1423133.242502 + Penalty 5443.267786 = -1417689.974716 nChanged 29 SP:Iteration 20F (1990.277847 sec): 3 clusters Score: Raw -1423150.332251 + Penalty 5443.267786 = -1417707.064465 nChanged 25 SP:Iteration 21Q (1990.426948 sec): 3 clusters Score: Raw -1423164.800966 + Penalty 5443.267786 = -1417721.533179 nChanged 17 SP:Iteration 22Q (1990.614375 sec): 3 clusters Score: Raw -1423176.434629 + Penalty 5443.267786 = -1417733.166842 nChanged 17 SP:Iteration 23Q (1990.786965 sec): 3 clusters Score: Raw -1423189.011626 + Penalty 5443.267786 = -1417745.743840 nChanged 17 SP:Iteration 24Q (1990.951021 sec): 3 clusters Score: Raw -1423200.189474 + Penalty 5443.267786 = -1417756.921687 nChanged 12 SP:Iteration 25Q (1991.144385 sec): 3 clusters Score: Raw -1423207.730825 + Penalty 5443.267786 = -1417764.463039 nChanged 9 SP:Iteration 26Q (1991.340187 sec): 3 clusters Score: Raw -1423215.742716 + Penalty 5443.267786 = -1417772.474930 nChanged 5 SP:Iteration 27Q (1991.506771 sec): 3 clusters Score: Raw -1423219.902985 + Penalty 5443.267786 = -1417776.635199 nChanged 7 SP:Iteration 28Q (1991.702334 sec): 3 clusters Score: Raw -1423223.997912 + Penalty 5443.267786 = -1417780.730126 nChanged 4 SP:Iteration 29Q (1991.885817 sec): 3 clusters Score: Raw -1423226.439862 + Penalty 5443.267786 = -1417783.172076 nChanged 1 SP:Iteration 30Q (1992.071883 sec): 3 clusters Score: Raw -1423227.362665 + Penalty 5443.267786 = -1417784.094879 nChanged 0 SP:Iteration 31F (1992.269625 sec): 3 clusters Score: Raw -1423227.362665 + Penalty 5443.267786 = -1417784.094879 nChanged 0 Iteration 20F (1993.276683 sec): 10 clusters Score: Raw -2932299.900163 + Penalty 26382.267884 = -2905917.632279 nChanged 758 Iteration 21Q (1994.271910 sec): 10 clusters Score: Raw -2932494.542960 + Penalty 26382.267884 = -2906112.275076 nChanged 671 Iteration 22Q (1995.270558 sec): 10 clusters Score: Raw -2932667.177666 + Penalty 26382.267884 = -2906284.909782 nChanged 585 Iteration 23Q (1996.212552 sec): 10 clusters Score: Raw -2932824.993722 + Penalty 26382.267884 = -2906442.725838 nChanged 546 Iteration 24Q (1997.180137 sec): 10 clusters Score: Raw -2932969.518837 + Penalty 26382.267884 = -2906587.250953 nChanged 503 Iteration 25Q (1998.092133 sec): 10 clusters Score: Raw -2933105.253668 + Penalty 26382.267884 = -2906722.985784 nChanged 477 Iteration 26Q (1999.023654 sec): 10 clusters Score: Raw -2933232.135624 + Penalty 26382.267884 = -2906849.867740 nChanged 455 Iteration 27Q (1999.997315 sec): 10 clusters Score: Raw -2933342.003759 + Penalty 26382.267884 = -2906959.735875 nChanged 408 Iteration 28Q (2000.920323 sec): 10 clusters Score: Raw -2933442.372671 + Penalty 26382.267884 = -2907060.104786 nChanged 388 Iteration 29Q (2002.085319 sec): 10 clusters Score: Raw -2933542.474356 + Penalty 26382.267884 = -2907160.206472 nChanged 379 Iteration 30Q (2003.143129 sec): 10 clusters Score: Raw -2933634.540163 + Penalty 26382.267884 = -2907252.272279 nChanged 351 Iteration 31Q (2004.137979 sec): 10 clusters Score: Raw -2933721.226077 + Penalty 26382.267884 = -2907338.958193 nChanged 337 Iteration 32Q (2005.135538 sec): 10 clusters Score: Raw -2933798.310374 + Penalty 26382.267884 = -2907416.042490 nChanged 302 Iteration 33Q (2006.146427 sec): 10 clusters Score: Raw -2933872.521025 + Penalty 26382.267884 = -2907490.253141 nChanged 295 Iteration 34Q (2007.113862 sec): 10 clusters Score: Raw -2933942.280861 + Penalty 26382.267884 = -2907560.012977 nChanged 291 Iteration 35Q (2007.916411 sec): 10 clusters Score: Raw -2934012.806141 + Penalty 26382.267884 = -2907630.538257 nChanged 302 Iteration 36Q (2008.966995 sec): 10 clusters Score: Raw -2934085.869680 + Penalty 26382.267884 = -2907703.601795 nChanged 292 Iteration 37Q (2010.039215 sec): 10 clusters Score: Raw -2934158.461675 + Penalty 26382.267884 = -2907776.193791 nChanged 284 Iteration 38Q (2011.070534 sec): 10 clusters Score: Raw -2934226.588492 + Penalty 26382.267884 = -2907844.320608 nChanged 264 Iteration 39Q (2012.068149 sec): 10 clusters Score: Raw -2934301.048194 + Penalty 26382.267884 = -2907918.780310 nChanged 308 Iteration 40F (2013.335787 sec): 10 clusters Score: Raw -2934387.329169 + Penalty 26382.267884 = -2908005.061285 nChanged 284 Iteration 41Q (2014.335226 sec): 10 clusters Score: Raw -2934467.830340 + Penalty 26382.267884 = -2908085.562455 nChanged 278 Iteration 42Q (2015.323445 sec): 10 clusters Score: Raw -2934536.538693 + Penalty 26382.267884 = -2908154.270808 nChanged 273 Iteration 43Q (2016.242593 sec): 10 clusters Score: Raw -2934607.304356 + Penalty 26382.267884 = -2908225.036471 nChanged 261 Iteration 44Q (2017.115520 sec): 10 clusters Score: Raw -2934668.153158 + Penalty 26382.267884 = -2908285.885274 nChanged 263 Iteration 45Q (2017.977624 sec): 10 clusters Score: Raw -2934734.563929 + Penalty 26382.267884 = -2908352.296045 nChanged 263 Iteration 46Q (2018.807611 sec): 10 clusters Score: Raw -2934808.231449 + Penalty 26382.267884 = -2908425.963565 nChanged 297 Iteration 47Q (2019.644870 sec): 10 clusters Score: Raw -2934891.886082 + Penalty 26382.267884 = -2908509.618197 nChanged 324 Iteration 48Q (2020.481383 sec): 10 clusters Score: Raw -2935007.714417 + Penalty 26382.267884 = -2908625.446533 nChanged 392 Iteration 49Q (2021.327135 sec): 10 clusters Score: Raw -2935169.177537 + Penalty 26382.267884 = -2908786.909653 nChanged 478 Iteration 50Q (2022.114876 sec): 10 clusters Score: Raw -2935358.276896 + Penalty 26382.267884 = -2908976.009012 nChanged 548 Iteration 51Q (2022.815043 sec): 10 clusters Score: Raw -2935565.913865 + Penalty 26382.267884 = -2909183.645981 nChanged 517 Iteration 52Q (2023.666675 sec): 10 clusters Score: Raw -2935772.200476 + Penalty 26382.267884 = -2909389.932591 nChanged 546 Iteration 53Q (2024.418987 sec): 10 clusters Score: Raw -2935988.899993 + Penalty 26382.267884 = -2909606.632108 nChanged 608 Deleting Class 4 (1579 points): Lose 2898.523754 but Gain 2931.363098 Iteration 54Q (2025.172922 sec): 9 clusters Score: Raw -2933335.465324 + Penalty 23450.904786 = -2909884.560538 nChanged 2175 Iteration 55Q (2025.885596 sec): 9 clusters Score: Raw -2935852.142953 + Penalty 23450.904786 = -2912401.238167 nChanged 900 Iteration 56Q (2026.687773 sec): 9 clusters Score: Raw -2936220.134954 + Penalty 23450.904786 = -2912769.230168 nChanged 836 Iteration 57Q (2027.473145 sec): 9 clusters Score: Raw -2936613.706305 + Penalty 23450.904786 = -2913162.801519 nChanged 787 Iteration 58Q (2028.048565 sec): 9 clusters Score: Raw -2936959.941861 + Penalty 23450.904786 = -2913509.037075 nChanged 761 Writing temp clu file Because OldScore, -2913162.801519, is greater than current (better) Score,-2913509.037075 Compute initial score before splitting: Score: Raw -2936959.941861 + Penalty 23450.904786 = -2913509.037075 Trying to split cluster 1 (6814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2028.154028 sec): 2 clusters Score: Raw -308103.271614 + Penalty 2330.257934 = -305773.013680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2028.297582 sec): 3 clusters Score: Raw -304750.033459 + Penalty 4660.515868 = -300089.517591 nChanged 2646 SP:Iteration 1F (2028.442249 sec): 3 clusters Score: Raw -306295.906241 + Penalty 4660.515868 = -301635.390373 nChanged 548 SP:Iteration 2F (2028.528527 sec): 3 clusters Score: Raw -306692.895738 + Penalty 4660.515868 = -302032.379870 nChanged 468 SP:Iteration 3F (2028.654185 sec): 3 clusters Score: Raw -307038.960329 + Penalty 4660.515868 = -302378.444461 nChanged 403 SP:Iteration 4F (2028.758737 sec): 3 clusters Score: Raw -307342.185039 + Penalty 4660.515868 = -302681.669171 nChanged 366 SP:Iteration 5F (2028.910968 sec): 3 clusters Score: Raw -307617.660112 + Penalty 4660.515868 = -302957.144244 nChanged 332 SP:Iteration 6Q (2029.023719 sec): 3 clusters Score: Raw -307858.644949 + Penalty 4660.515868 = -303198.129081 nChanged 267 SP:Iteration 7Q (2029.143768 sec): 3 clusters Score: Raw -308053.717059 + Penalty 4660.515868 = -303393.201191 nChanged 253 SP:Iteration 8Q (2029.270746 sec): 3 clusters Score: Raw -308225.798182 + Penalty 4660.515868 = -303565.282314 nChanged 196 SP:Iteration 9Q (2029.394483 sec): 3 clusters Score: Raw -308341.036408 + Penalty 4660.515868 = -303680.520540 nChanged 151 SP:Iteration 10Q (2029.516638 sec): 3 clusters Score: Raw -308423.213831 + Penalty 4660.515868 = -303762.697963 nChanged 132 SP:Iteration 11Q (2029.644849 sec): 3 clusters Score: Raw -308498.749290 + Penalty 4660.515868 = -303838.233422 nChanged 116 SP:Iteration 12Q (2029.776326 sec): 3 clusters Score: Raw -308559.982941 + Penalty 4660.515868 = -303899.467074 nChanged 109 SP:Iteration 13Q (2029.906720 sec): 3 clusters Score: Raw -308617.527053 + Penalty 4660.515868 = -303957.011185 nChanged 97 SP:Iteration 14Q (2030.020463 sec): 3 clusters Score: Raw -308658.978438 + Penalty 4660.515868 = -303998.462571 nChanged 66 SP:Iteration 15Q (2030.146828 sec): 3 clusters Score: Raw -308682.123395 + Penalty 4660.515868 = -304021.607527 nChanged 46 SP:Iteration 16Q (2030.271412 sec): 3 clusters Score: Raw -308699.325940 + Penalty 4660.515868 = -304038.810072 nChanged 43 SP:Iteration 17Q (2030.471320 sec): 3 clusters Score: Raw -308713.871551 + Penalty 4660.515868 = -304053.355683 nChanged 34 SP:Iteration 18Q (2030.587973 sec): 3 clusters Score: Raw -308723.464828 + Penalty 4660.515868 = -304062.948960 nChanged 27 SP:Iteration 19Q (2030.717139 sec): 3 clusters Score: Raw -308731.192188 + Penalty 4660.515868 = -304070.676320 nChanged 22 SP:Iteration 20F (2030.856833 sec): 3 clusters Score: Raw -308737.517579 + Penalty 4660.515868 = -304077.001711 nChanged 11 SP:Iteration 21Q (2030.999197 sec): 3 clusters Score: Raw -308740.679977 + Penalty 4660.515868 = -304080.164109 nChanged 18 SP:Iteration 22Q (2031.135009 sec): 3 clusters Score: Raw -308745.224092 + Penalty 4660.515868 = -304084.708224 nChanged 11 SP:Iteration 23Q (2031.246598 sec): 3 clusters Score: Raw -308748.970594 + Penalty 4660.515868 = -304088.454726 nChanged 17 SP:Iteration 24Q (2031.382350 sec): 3 clusters Score: Raw -308752.963269 + Penalty 4660.515868 = -304092.447401 nChanged 13 SP:Iteration 25Q (2031.540749 sec): 3 clusters Score: Raw -308755.352377 + Penalty 4660.515868 = -304094.836509 nChanged 11 SP:Iteration 26Q (2031.663709 sec): 3 clusters Score: Raw -308757.679774 + Penalty 4660.515868 = -304097.163906 nChanged 9 SP:Iteration 27Q (2031.796915 sec): 3 clusters Score: Raw -308760.434946 + Penalty 4660.515868 = -304099.919078 nChanged 8 SP:Iteration 28Q (2031.944464 sec): 3 clusters Score: Raw -308763.182928 + Penalty 4660.515868 = -304102.667060 nChanged 9 SP:Iteration 29Q (2032.078463 sec): 3 clusters Score: Raw -308765.148229 + Penalty 4660.515868 = -304104.632361 nChanged 3 SP:Iteration 30Q (2032.179591 sec): 3 clusters Score: Raw -308765.747520 + Penalty 4660.515868 = -304105.231653 nChanged 1 SP:Iteration 31Q (2032.323695 sec): 3 clusters Score: Raw -308765.931252 + Penalty 4660.515868 = -304105.415384 nChanged 0 SP:Iteration 32F (2032.466649 sec): 3 clusters Score: Raw -308765.931252 + Penalty 4660.515868 = -304105.415384 nChanged 0 Trying to split cluster 2 (2937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2032.543474 sec): 2 clusters Score: Raw -122980.506880 + Penalty 2108.077998 = -120872.428882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2032.626776 sec): 3 clusters Score: Raw -121710.928299 + Penalty 4216.155996 = -117494.772303 nChanged 1028 SP:Iteration 1F (2032.731104 sec): 3 clusters Score: Raw -122419.358411 + Penalty 4216.155996 = -118203.202415 nChanged 221 SP:Iteration 2F (2032.835292 sec): 3 clusters Score: Raw -122606.431832 + Penalty 4216.155996 = -118390.275836 nChanged 147 SP:Iteration 3F (2032.941972 sec): 3 clusters Score: Raw -122725.948288 + Penalty 4216.155996 = -118509.792292 nChanged 108 SP:Iteration 4Q (2033.036912 sec): 3 clusters Score: Raw -122801.746906 + Penalty 4216.155996 = -118585.590911 nChanged 81 SP:Iteration 5Q (2033.153283 sec): 3 clusters Score: Raw -122878.373666 + Penalty 4216.155996 = -118662.217671 nChanged 73 SP:Iteration 6Q (2033.276853 sec): 3 clusters Score: Raw -122945.911182 + Penalty 4216.155996 = -118729.755186 nChanged 79 SP:Iteration 7Q (2033.414157 sec): 3 clusters Score: Raw -123003.366400 + Penalty 4216.155996 = -118787.210404 nChanged 77 SP:Iteration 8Q (2033.514400 sec): 3 clusters Score: Raw -123076.832261 + Penalty 4216.155996 = -118860.676265 nChanged 74 SP:Iteration 9Q (2033.651232 sec): 3 clusters Score: Raw -123130.513314 + Penalty 4216.155996 = -118914.357319 nChanged 51 SP:Iteration 10Q (2033.781274 sec): 3 clusters Score: Raw -123161.416308 + Penalty 4216.155996 = -118945.260313 nChanged 42 SP:Iteration 11Q (2033.869337 sec): 3 clusters Score: Raw -123186.594107 + Penalty 4216.155996 = -118970.438112 nChanged 36 SP:Iteration 12Q (2033.982066 sec): 3 clusters Score: Raw -123208.963322 + Penalty 4216.155996 = -118992.807327 nChanged 30 SP:Iteration 13Q (2034.083682 sec): 3 clusters Score: Raw -123223.038889 + Penalty 4216.155996 = -119006.882893 nChanged 20 SP:Iteration 14Q (2034.194411 sec): 3 clusters Score: Raw -123231.412973 + Penalty 4216.155996 = -119015.256977 nChanged 10 SP:Iteration 15Q (2034.300250 sec): 3 clusters Score: Raw -123237.194746 + Penalty 4216.155996 = -119021.038750 nChanged 13 SP:Iteration 16Q (2034.435504 sec): 3 clusters Score: Raw -123245.577717 + Penalty 4216.155996 = -119029.421721 nChanged 16 SP:Iteration 17Q (2034.525972 sec): 3 clusters Score: Raw -123256.038489 + Penalty 4216.155996 = -119039.882493 nChanged 20 SP:Iteration 18Q (2034.649468 sec): 3 clusters Score: Raw -123268.534222 + Penalty 4216.155996 = -119052.378226 nChanged 19 SP:Iteration 19Q (2034.756519 sec): 3 clusters Score: Raw -123279.226521 + Penalty 4216.155996 = -119063.070525 nChanged 12 SP:Iteration 20F (2034.889664 sec): 3 clusters Score: Raw -123286.220668 + Penalty 4216.155996 = -119070.064672 nChanged 13 SP:Iteration 21Q (2034.964316 sec): 3 clusters Score: Raw -123294.034199 + Penalty 4216.155996 = -119077.878203 nChanged 8 SP:Iteration 22Q (2035.078846 sec): 3 clusters Score: Raw -123297.272044 + Penalty 4216.155996 = -119081.116049 nChanged 11 SP:Iteration 23Q (2035.157670 sec): 3 clusters Score: Raw -123302.861819 + Penalty 4216.155996 = -119086.705824 nChanged 5 SP:Iteration 24Q (2035.270851 sec): 3 clusters Score: Raw -123305.133157 + Penalty 4216.155996 = -119088.977161 nChanged 5 SP:Iteration 25Q (2035.361985 sec): 3 clusters Score: Raw -123307.292152 + Penalty 4216.155996 = -119091.136157 nChanged 3 SP:Iteration 26Q (2035.440683 sec): 3 clusters Score: Raw -123309.249388 + Penalty 4216.155996 = -119093.093392 nChanged 4 SP:Iteration 27Q (2035.570791 sec): 3 clusters Score: Raw -123312.391551 + Penalty 4216.155996 = -119096.235555 nChanged 8 SP:Iteration 28Q (2035.658428 sec): 3 clusters Score: Raw -123317.615137 + Penalty 4216.155996 = -119101.459142 nChanged 7 SP:Iteration 29Q (2035.765479 sec): 3 clusters Score: Raw -123321.232679 + Penalty 4216.155996 = -119105.076684 nChanged 10 SP:Iteration 30Q (2035.873530 sec): 3 clusters Score: Raw -123326.582519 + Penalty 4216.155996 = -119110.426523 nChanged 6 SP:Iteration 31Q (2035.964604 sec): 3 clusters Score: Raw -123328.603126 + Penalty 4216.155996 = -119112.447130 nChanged 4 SP:Iteration 32Q (2036.079601 sec): 3 clusters Score: Raw -123329.796753 + Penalty 4216.155996 = -119113.640757 nChanged 2 SP:Iteration 33Q (2036.177538 sec): 3 clusters Score: Raw -123331.514183 + Penalty 4216.155996 = -119115.358188 nChanged 5 SP:Iteration 34Q (2036.255965 sec): 3 clusters Score: Raw -123333.682174 + Penalty 4216.155996 = -119117.526178 nChanged 4 SP:Iteration 35Q (2036.363650 sec): 3 clusters Score: Raw -123335.263830 + Penalty 4216.155996 = -119119.107834 nChanged 3 SP:Iteration 36Q (2036.464190 sec): 3 clusters Score: Raw -123336.475748 + Penalty 4216.155996 = -119120.319752 nChanged 4 SP:Iteration 37Q (2036.568933 sec): 3 clusters Score: Raw -123337.748225 + Penalty 4216.155996 = -119121.592229 nChanged 2 SP:Iteration 38Q (2036.663987 sec): 3 clusters Score: Raw -123338.814308 + Penalty 4216.155996 = -119122.658312 nChanged 3 SP:Iteration 39Q (2036.788199 sec): 3 clusters Score: Raw -123339.952445 + Penalty 4216.155996 = -119123.796450 nChanged 2 SP:Iteration 40F (2036.885178 sec): 3 clusters Score: Raw -123340.420908 + Penalty 4216.155996 = -119124.264912 nChanged 1 SP:Iteration 41Q (2036.996057 sec): 3 clusters Score: Raw -123340.908958 + Penalty 4216.155996 = -119124.752962 nChanged 0 SP:Iteration 42F (2037.121522 sec): 3 clusters Score: Raw -123340.908958 + Penalty 4216.155996 = -119124.752962 nChanged 0 Trying to split cluster 5 (7834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2037.204949 sec): 2 clusters Score: Raw -381109.150637 + Penalty 2367.084328 = -378742.066309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2037.336144 sec): 3 clusters Score: Raw -377064.836128 + Penalty 4734.168656 = -372330.667472 nChanged 3176 SP:Iteration 1F (2037.448494 sec): 3 clusters Score: Raw -378907.164800 + Penalty 4734.168656 = -374172.996145 nChanged 618 SP:Iteration 2F (2037.595761 sec): 3 clusters Score: Raw -379334.105681 + Penalty 4734.168656 = -374599.937025 nChanged 518 SP:Iteration 3F (2037.705550 sec): 3 clusters Score: Raw -379644.598033 + Penalty 4734.168656 = -374910.429377 nChanged 424 SP:Iteration 4F (2037.851553 sec): 3 clusters Score: Raw -379891.199937 + Penalty 4734.168656 = -375157.031281 nChanged 358 SP:Iteration 5Q (2037.955151 sec): 3 clusters Score: Raw -380090.750796 + Penalty 4734.168656 = -375356.582140 nChanged 294 SP:Iteration 6Q (2038.073910 sec): 3 clusters Score: Raw -380239.417525 + Penalty 4734.168656 = -375505.248870 nChanged 239 SP:Iteration 7Q (2038.212290 sec): 3 clusters Score: Raw -380353.478675 + Penalty 4734.168656 = -375619.310020 nChanged 215 SP:Iteration 8Q (2038.357947 sec): 3 clusters Score: Raw -380475.026416 + Penalty 4734.168656 = -375740.857760 nChanged 212 SP:Iteration 9Q (2038.467364 sec): 3 clusters Score: Raw -380587.343696 + Penalty 4734.168656 = -375853.175041 nChanged 188 SP:Iteration 10Q (2038.596226 sec): 3 clusters Score: Raw -380678.698333 + Penalty 4734.168656 = -375944.529678 nChanged 154 SP:Iteration 11Q (2038.709446 sec): 3 clusters Score: Raw -380752.434156 + Penalty 4734.168656 = -376018.265501 nChanged 124 SP:Iteration 12Q (2038.844062 sec): 3 clusters Score: Raw -380810.052358 + Penalty 4734.168656 = -376075.883703 nChanged 124 SP:Iteration 13Q (2038.955058 sec): 3 clusters Score: Raw -380868.660167 + Penalty 4734.168656 = -376134.491511 nChanged 97 SP:Iteration 14Q (2039.074927 sec): 3 clusters Score: Raw -380905.442409 + Penalty 4734.168656 = -376171.273754 nChanged 78 SP:Iteration 15Q (2039.205408 sec): 3 clusters Score: Raw -380932.756588 + Penalty 4734.168656 = -376198.587932 nChanged 65 SP:Iteration 16Q (2039.348019 sec): 3 clusters Score: Raw -380956.048293 + Penalty 4734.168656 = -376221.879638 nChanged 62 SP:Iteration 17Q (2039.455987 sec): 3 clusters Score: Raw -380978.212668 + Penalty 4734.168656 = -376244.044013 nChanged 64 SP:Iteration 18Q (2039.602708 sec): 3 clusters Score: Raw -381003.740427 + Penalty 4734.168656 = -376269.571772 nChanged 67 SP:Iteration 19Q (2039.711185 sec): 3 clusters Score: Raw -381032.803958 + Penalty 4734.168656 = -376298.635303 nChanged 69 SP:Iteration 20F (2039.831094 sec): 3 clusters Score: Raw -381054.774082 + Penalty 4734.168656 = -376320.605427 nChanged 52 SP:Iteration 21Q (2039.941044 sec): 3 clusters Score: Raw -381073.672896 + Penalty 4734.168656 = -376339.504241 nChanged 51 SP:Iteration 22Q (2040.063950 sec): 3 clusters Score: Raw -381093.184287 + Penalty 4734.168656 = -376359.015631 nChanged 50 SP:Iteration 23Q (2040.200012 sec): 3 clusters Score: Raw -381109.514341 + Penalty 4734.168656 = -376375.345686 nChanged 39 SP:Iteration 24Q (2040.305416 sec): 3 clusters Score: Raw -381122.419615 + Penalty 4734.168656 = -376388.250959 nChanged 38 SP:Iteration 25Q (2040.445457 sec): 3 clusters Score: Raw -381134.417714 + Penalty 4734.168656 = -376400.249058 nChanged 30 SP:Iteration 26Q (2040.550900 sec): 3 clusters Score: Raw -381143.972270 + Penalty 4734.168656 = -376409.803615 nChanged 31 SP:Iteration 27Q (2040.679417 sec): 3 clusters Score: Raw -381152.684816 + Penalty 4734.168656 = -376418.516161 nChanged 32 SP:Iteration 28Q (2040.799032 sec): 3 clusters Score: Raw -381161.772654 + Penalty 4734.168656 = -376427.603998 nChanged 27 SP:Iteration 29Q (2040.920819 sec): 3 clusters Score: Raw -381170.149418 + Penalty 4734.168656 = -376435.980762 nChanged 28 SP:Iteration 30Q (2041.053783 sec): 3 clusters Score: Raw -381179.695007 + Penalty 4734.168656 = -376445.526351 nChanged 25 SP:Iteration 31Q (2041.172021 sec): 3 clusters Score: Raw -381187.624994 + Penalty 4734.168656 = -376453.456339 nChanged 23 SP:Iteration 32Q (2041.288913 sec): 3 clusters Score: Raw -381192.875134 + Penalty 4734.168656 = -376458.706478 nChanged 18 SP:Iteration 33Q (2041.405988 sec): 3 clusters Score: Raw -381198.728522 + Penalty 4734.168656 = -376464.559867 nChanged 18 SP:Iteration 34Q (2041.524783 sec): 3 clusters Score: Raw -381205.962197 + Penalty 4734.168656 = -376471.793541 nChanged 29 SP:Iteration 35Q (2041.654104 sec): 3 clusters Score: Raw -381214.396155 + Penalty 4734.168656 = -376480.227499 nChanged 23 SP:Iteration 36Q (2041.773981 sec): 3 clusters Score: Raw -381222.295619 + Penalty 4734.168656 = -376488.126964 nChanged 21 SP:Iteration 37Q (2041.914204 sec): 3 clusters Score: Raw -381230.462004 + Penalty 4734.168656 = -376496.293348 nChanged 25 SP:Iteration 38Q (2042.030156 sec): 3 clusters Score: Raw -381239.296074 + Penalty 4734.168656 = -376505.127419 nChanged 25 SP:Iteration 39Q (2042.140172 sec): 3 clusters Score: Raw -381248.831058 + Penalty 4734.168656 = -376514.662402 nChanged 28 SP:Iteration 40F (2042.280699 sec): 3 clusters Score: Raw -381258.797422 + Penalty 4734.168656 = -376524.628766 nChanged 33 SP:Iteration 41Q (2042.405461 sec): 3 clusters Score: Raw -381272.196465 + Penalty 4734.168656 = -376538.027810 nChanged 26 SP:Iteration 42Q (2042.516510 sec): 3 clusters Score: Raw -381282.713575 + Penalty 4734.168656 = -376548.544920 nChanged 23 SP:Iteration 43Q (2042.635578 sec): 3 clusters Score: Raw -381291.904927 + Penalty 4734.168656 = -376557.736271 nChanged 24 SP:Iteration 44Q (2042.787216 sec): 3 clusters Score: Raw -381301.887543 + Penalty 4734.168656 = -376567.718888 nChanged 30 SP:Iteration 45Q (2042.884957 sec): 3 clusters Score: Raw -381312.111412 + Penalty 4734.168656 = -376577.942757 nChanged 24 SP:Iteration 46Q (2043.000122 sec): 3 clusters Score: Raw -381319.230500 + Penalty 4734.168656 = -376585.061845 nChanged 17 SP:Iteration 47Q (2043.127579 sec): 3 clusters Score: Raw -381324.991248 + Penalty 4734.168656 = -376590.822593 nChanged 18 SP:Iteration 48Q (2043.250783 sec): 3 clusters Score: Raw -381330.355827 + Penalty 4734.168656 = -376596.187172 nChanged 8 SP:Iteration 49Q (2043.354786 sec): 3 clusters Score: Raw -381333.232158 + Penalty 4734.168656 = -376599.063503 nChanged 10 SP:Iteration 50Q (2043.475669 sec): 3 clusters Score: Raw -381335.929923 + Penalty 4734.168656 = -376601.761267 nChanged 11 SP:Iteration 51Q (2043.626009 sec): 3 clusters Score: Raw -381339.863633 + Penalty 4734.168656 = -376605.694977 nChanged 19 SP:Iteration 52Q (2043.742467 sec): 3 clusters Score: Raw -381346.112346 + Penalty 4734.168656 = -376611.943690 nChanged 16 SP:Iteration 53Q (2043.861382 sec): 3 clusters Score: Raw -381351.730128 + Penalty 4734.168656 = -376617.561473 nChanged 18 SP:Iteration 54Q (2043.980382 sec): 3 clusters Score: Raw -381357.912530 + Penalty 4734.168656 = -376623.743874 nChanged 13 SP:Iteration 55Q (2044.093040 sec): 3 clusters Score: Raw -381361.510009 + Penalty 4734.168656 = -376627.341353 nChanged 14 SP:Iteration 56Q (2044.222475 sec): 3 clusters Score: Raw -381365.535131 + Penalty 4734.168656 = -376631.366475 nChanged 11 SP:Iteration 57Q (2044.354658 sec): 3 clusters Score: Raw -381370.715609 + Penalty 4734.168656 = -376636.546954 nChanged 15 SP:Iteration 58Q (2044.487669 sec): 3 clusters Score: Raw -381375.600833 + Penalty 4734.168656 = -376641.432177 nChanged 16 SP:Iteration 59Q (2044.637540 sec): 3 clusters Score: Raw -381380.521601 + Penalty 4734.168656 = -376646.352945 nChanged 12 SP:Iteration 60F (2044.747163 sec): 3 clusters Score: Raw -381384.551274 + Penalty 4734.168656 = -376650.382618 nChanged 9 SP:Iteration 61Q (2044.802885 sec): 3 clusters Score: Raw -381387.048245 + Penalty 4734.168656 = -376652.879590 nChanged 3 SP:Iteration 62Q (2044.934894 sec): 3 clusters Score: Raw -381388.773542 + Penalty 4734.168656 = -376654.604886 nChanged 3 SP:Iteration 63Q (2045.069543 sec): 3 clusters Score: Raw -381389.490660 + Penalty 4734.168656 = -376655.322005 nChanged 3 SP:Iteration 64Q (2045.207112 sec): 3 clusters Score: Raw -381390.609820 + Penalty 4734.168656 = -376656.441164 nChanged 4 SP:Iteration 65Q (2045.349410 sec): 3 clusters Score: Raw -381393.198622 + Penalty 4734.168656 = -376659.029966 nChanged 8 SP:Iteration 66Q (2045.479813 sec): 3 clusters Score: Raw -381396.432107 + Penalty 4734.168656 = -376662.263451 nChanged 9 SP:Iteration 67Q (2045.610325 sec): 3 clusters Score: Raw -381399.541910 + Penalty 4734.168656 = -376665.373254 nChanged 10 SP:Iteration 68Q (2045.750852 sec): 3 clusters Score: Raw -381403.234750 + Penalty 4734.168656 = -376669.066094 nChanged 7 SP:Iteration 69Q (2045.876935 sec): 3 clusters Score: Raw -381405.761966 + Penalty 4734.168656 = -376671.593311 nChanged 8 SP:Iteration 70Q (2046.018173 sec): 3 clusters Score: Raw -381408.971683 + Penalty 4734.168656 = -376674.803028 nChanged 7 SP:Iteration 71Q (2046.144618 sec): 3 clusters Score: Raw -381410.934815 + Penalty 4734.168656 = -376676.766160 nChanged 3 SP:Iteration 72Q (2046.267824 sec): 3 clusters Score: Raw -381411.493711 + Penalty 4734.168656 = -376677.325056 nChanged 0 SP:Iteration 73F (2046.366985 sec): 3 clusters Score: Raw -381411.493711 + Penalty 4734.168656 = -376677.325056 nChanged 0 Trying to split cluster 6 (3414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2046.444841 sec): 2 clusters Score: Raw -136764.636648 + Penalty 2147.808934 = -134616.827713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2046.546273 sec): 3 clusters Score: Raw -135301.546964 + Penalty 4295.617869 = -131005.929095 nChanged 1226 SP:Iteration 1F (2046.669918 sec): 3 clusters Score: Raw -136196.557604 + Penalty 4295.617869 = -131900.939735 nChanged 286 SP:Iteration 2F (2046.760677 sec): 3 clusters Score: Raw -136428.352180 + Penalty 4295.617869 = -132132.734311 nChanged 163 SP:Iteration 3Q (2046.860182 sec): 3 clusters Score: Raw -136543.175487 + Penalty 4295.617869 = -132247.557618 nChanged 117 SP:Iteration 4Q (2046.953689 sec): 3 clusters Score: Raw -136610.862954 + Penalty 4295.617869 = -132315.245085 nChanged 88 SP:Iteration 5Q (2047.066647 sec): 3 clusters Score: Raw -136674.463207 + Penalty 4295.617869 = -132378.845338 nChanged 86 SP:Iteration 6Q (2047.163028 sec): 3 clusters Score: Raw -136732.803201 + Penalty 4295.617869 = -132437.185332 nChanged 76 SP:Iteration 7Q (2047.266582 sec): 3 clusters Score: Raw -136779.416609 + Penalty 4295.617869 = -132483.798740 nChanged 58 SP:Iteration 8Q (2047.397422 sec): 3 clusters Score: Raw -136818.226200 + Penalty 4295.617869 = -132522.608331 nChanged 46 SP:Iteration 9Q (2047.519289 sec): 3 clusters Score: Raw -136850.903323 + Penalty 4295.617869 = -132555.285454 nChanged 52 SP:Iteration 10Q (2047.614999 sec): 3 clusters Score: Raw -136885.106618 + Penalty 4295.617869 = -132589.488749 nChanged 46 SP:Iteration 11Q (2047.725742 sec): 3 clusters Score: Raw -136914.730379 + Penalty 4295.617869 = -132619.112510 nChanged 41 SP:Iteration 12Q (2047.858259 sec): 3 clusters Score: Raw -136938.209726 + Penalty 4295.617869 = -132642.591857 nChanged 32 SP:Iteration 13Q (2047.970547 sec): 3 clusters Score: Raw -136956.169891 + Penalty 4295.617869 = -132660.552022 nChanged 29 SP:Iteration 14Q (2048.063869 sec): 3 clusters Score: Raw -136971.201424 + Penalty 4295.617869 = -132675.583556 nChanged 27 SP:Iteration 15Q (2048.184375 sec): 3 clusters Score: Raw -136984.612192 + Penalty 4295.617869 = -132688.994323 nChanged 31 SP:Iteration 16Q (2048.302121 sec): 3 clusters Score: Raw -137004.590241 + Penalty 4295.617869 = -132708.972372 nChanged 29 SP:Iteration 17Q (2048.399037 sec): 3 clusters Score: Raw -137020.986607 + Penalty 4295.617869 = -132725.368738 nChanged 18 SP:Iteration 18Q (2048.512761 sec): 3 clusters Score: Raw -137031.114580 + Penalty 4295.617869 = -132735.496711 nChanged 17 SP:Iteration 19Q (2048.616020 sec): 3 clusters Score: Raw -137040.817281 + Penalty 4295.617869 = -132745.199412 nChanged 21 SP:Iteration 20F (2048.703624 sec): 3 clusters Score: Raw -137048.198114 + Penalty 4295.617869 = -132752.580245 nChanged 16 SP:Iteration 21Q (2048.820015 sec): 3 clusters Score: Raw -137058.080226 + Penalty 4295.617869 = -132762.462357 nChanged 22 SP:Iteration 22Q (2048.927276 sec): 3 clusters Score: Raw -137068.096592 + Penalty 4295.617869 = -132772.478724 nChanged 14 SP:Iteration 23Q (2049.027649 sec): 3 clusters Score: Raw -137073.754012 + Penalty 4295.617869 = -132778.136143 nChanged 13 SP:Iteration 24Q (2049.131168 sec): 3 clusters Score: Raw -137078.371211 + Penalty 4295.617869 = -132782.753342 nChanged 15 SP:Iteration 25Q (2049.226541 sec): 3 clusters Score: Raw -137083.279326 + Penalty 4295.617869 = -132787.661457 nChanged 8 SP:Iteration 26Q (2049.330460 sec): 3 clusters Score: Raw -137086.777473 + Penalty 4295.617869 = -132791.159604 nChanged 10 SP:Iteration 27Q (2049.429415 sec): 3 clusters Score: Raw -137093.386707 + Penalty 4295.617869 = -132797.768838 nChanged 16 SP:Iteration 28Q (2049.557566 sec): 3 clusters Score: Raw -137101.112258 + Penalty 4295.617869 = -132805.494389 nChanged 13 SP:Iteration 29Q (2049.665963 sec): 3 clusters Score: Raw -137106.609451 + Penalty 4295.617869 = -132810.991582 nChanged 10 SP:Iteration 30Q (2049.776394 sec): 3 clusters Score: Raw -137111.077249 + Penalty 4295.617869 = -132815.459380 nChanged 8 SP:Iteration 31Q (2049.874749 sec): 3 clusters Score: Raw -137114.957333 + Penalty 4295.617869 = -132819.339464 nChanged 4 SP:Iteration 32Q (2049.994483 sec): 3 clusters Score: Raw -137116.489913 + Penalty 4295.617869 = -132820.872044 nChanged 4 SP:Iteration 33Q (2050.077160 sec): 3 clusters Score: Raw -137117.922966 + Penalty 4295.617869 = -132822.305097 nChanged 2 SP:Iteration 34Q (2050.201384 sec): 3 clusters Score: Raw -137119.031317 + Penalty 4295.617869 = -132823.413448 nChanged 0 SP:Iteration 35F (2050.304214 sec): 3 clusters Score: Raw -137119.031317 + Penalty 4295.617869 = -132823.413448 nChanged 0 Trying to split cluster 7 (2962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2050.374889 sec): 2 clusters Score: Raw -134233.671279 + Penalty 2110.315679 = -132123.355600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2050.452306 sec): 3 clusters Score: Raw -133064.832482 + Penalty 4220.631357 = -128844.201125 nChanged 1002 SP:Iteration 1F (2050.543529 sec): 3 clusters Score: Raw -133832.272931 + Penalty 4220.631357 = -129611.641574 nChanged 240 SP:Iteration 2F (2050.662858 sec): 3 clusters Score: Raw -134055.254483 + Penalty 4220.631357 = -129834.623126 nChanged 174 SP:Iteration 3F (2050.759438 sec): 3 clusters Score: Raw -134219.866703 + Penalty 4220.631357 = -129999.235346 nChanged 135 SP:Iteration 4Q (2050.838295 sec): 3 clusters Score: Raw -134338.544016 + Penalty 4220.631357 = -130117.912659 nChanged 113 SP:Iteration 5Q (2050.950808 sec): 3 clusters Score: Raw -134450.084154 + Penalty 4220.631357 = -130229.452797 nChanged 89 SP:Iteration 6Q (2051.052573 sec): 3 clusters Score: Raw -134512.235362 + Penalty 4220.631357 = -130291.604005 nChanged 72 SP:Iteration 7Q (2051.174318 sec): 3 clusters Score: Raw -134561.968392 + Penalty 4220.631357 = -130341.337035 nChanged 63 SP:Iteration 8Q (2051.292802 sec): 3 clusters Score: Raw -134602.309010 + Penalty 4220.631357 = -130381.677653 nChanged 45 SP:Iteration 9Q (2051.401913 sec): 3 clusters Score: Raw -134631.766320 + Penalty 4220.631357 = -130411.134963 nChanged 36 SP:Iteration 10Q (2051.495985 sec): 3 clusters Score: Raw -134655.045431 + Penalty 4220.631357 = -130434.414074 nChanged 30 SP:Iteration 11Q (2051.593971 sec): 3 clusters Score: Raw -134675.079675 + Penalty 4220.631357 = -130454.448318 nChanged 31 SP:Iteration 12Q (2051.682045 sec): 3 clusters Score: Raw -134698.244656 + Penalty 4220.631357 = -130477.613299 nChanged 22 SP:Iteration 13Q (2051.803946 sec): 3 clusters Score: Raw -134710.520582 + Penalty 4220.631357 = -130489.889225 nChanged 15 SP:Iteration 14Q (2051.912478 sec): 3 clusters Score: Raw -134717.707650 + Penalty 4220.631357 = -130497.076292 nChanged 13 SP:Iteration 15Q (2052.037694 sec): 3 clusters Score: Raw -134723.922275 + Penalty 4220.631357 = -130503.290918 nChanged 14 SP:Iteration 16Q (2052.137965 sec): 3 clusters Score: Raw -134731.988325 + Penalty 4220.631357 = -130511.356968 nChanged 5 SP:Iteration 17Q (2052.239662 sec): 3 clusters Score: Raw -134734.362638 + Penalty 4220.631357 = -130513.731280 nChanged 5 SP:Iteration 18Q (2052.344349 sec): 3 clusters Score: Raw -134736.640713 + Penalty 4220.631357 = -130516.009356 nChanged 3 SP:Iteration 19Q (2052.443162 sec): 3 clusters Score: Raw -134737.950394 + Penalty 4220.631357 = -130517.319036 nChanged 2 SP:Iteration 20F (2052.543623 sec): 3 clusters Score: Raw -134739.026883 + Penalty 4220.631357 = -130518.395526 nChanged 3 SP:Iteration 21Q (2052.642193 sec): 3 clusters Score: Raw -134740.955911 + Penalty 4220.631357 = -130520.324553 nChanged 4 SP:Iteration 22Q (2052.748414 sec): 3 clusters Score: Raw -134744.000593 + Penalty 4220.631357 = -130523.369236 nChanged 4 SP:Iteration 23Q (2052.861970 sec): 3 clusters Score: Raw -134746.197170 + Penalty 4220.631357 = -130525.565813 nChanged 8 SP:Iteration 24Q (2052.967137 sec): 3 clusters Score: Raw -134749.343622 + Penalty 4220.631357 = -130528.712265 nChanged 3 SP:Iteration 25Q (2053.065881 sec): 3 clusters Score: Raw -134751.172322 + Penalty 4220.631357 = -130530.540965 nChanged 1 SP:Iteration 26Q (2053.162449 sec): 3 clusters Score: Raw -134751.457866 + Penalty 4220.631357 = -130530.826508 nChanged 1 SP:Iteration 27Q (2053.269658 sec): 3 clusters Score: Raw -134751.720066 + Penalty 4220.631357 = -130531.088709 nChanged 1 SP:Iteration 28Q (2053.394561 sec): 3 clusters Score: Raw -134751.991774 + Penalty 4220.631357 = -130531.360417 nChanged 0 SP:Iteration 29F (2053.490788 sec): 3 clusters Score: Raw -134751.991774 + Penalty 4220.631357 = -130531.360417 nChanged 0 Trying to split cluster 8 (2571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2053.539409 sec): 2 clusters Score: Raw -104700.040277 + Penalty 2072.941255 = -102627.099023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2053.653170 sec): 3 clusters Score: Raw -103657.640553 + Penalty 4145.882509 = -99511.758044 nChanged 857 SP:Iteration 1F (2053.755457 sec): 3 clusters Score: Raw -104276.657987 + Penalty 4145.882509 = -100130.775478 nChanged 213 SP:Iteration 2F (2053.863150 sec): 3 clusters Score: Raw -104471.445531 + Penalty 4145.882509 = -100325.563021 nChanged 124 SP:Iteration 3Q (2053.967502 sec): 3 clusters Score: Raw -104562.095835 + Penalty 4145.882509 = -100416.213326 nChanged 73 SP:Iteration 4Q (2054.069976 sec): 3 clusters Score: Raw -104615.605112 + Penalty 4145.882509 = -100469.722602 nChanged 50 SP:Iteration 5Q (2054.161677 sec): 3 clusters Score: Raw -104650.804773 + Penalty 4145.882509 = -100504.922263 nChanged 43 SP:Iteration 6Q (2054.247496 sec): 3 clusters Score: Raw -104678.681612 + Penalty 4145.882509 = -100532.799103 nChanged 38 SP:Iteration 7Q (2054.369444 sec): 3 clusters Score: Raw -104699.953420 + Penalty 4145.882509 = -100554.070910 nChanged 23 SP:Iteration 8Q (2054.463938 sec): 3 clusters Score: Raw -104715.811379 + Penalty 4145.882509 = -100569.928869 nChanged 25 SP:Iteration 9Q (2054.581145 sec): 3 clusters Score: Raw -104731.673801 + Penalty 4145.882509 = -100585.791292 nChanged 25 SP:Iteration 10Q (2054.675066 sec): 3 clusters Score: Raw -104747.301317 + Penalty 4145.882509 = -100601.418808 nChanged 17 SP:Iteration 11Q (2054.758046 sec): 3 clusters Score: Raw -104759.357598 + Penalty 4145.882509 = -100613.475089 nChanged 16 SP:Iteration 12Q (2054.879513 sec): 3 clusters Score: Raw -104767.511558 + Penalty 4145.882509 = -100621.629049 nChanged 18 SP:Iteration 13Q (2054.959228 sec): 3 clusters Score: Raw -104775.550025 + Penalty 4145.882509 = -100629.667516 nChanged 9 SP:Iteration 14Q (2055.048899 sec): 3 clusters Score: Raw -104780.000782 + Penalty 4145.882509 = -100634.118272 nChanged 6 SP:Iteration 15Q (2055.146736 sec): 3 clusters Score: Raw -104782.404292 + Penalty 4145.882509 = -100636.521782 nChanged 5 SP:Iteration 16Q (2055.236079 sec): 3 clusters Score: Raw -104784.958634 + Penalty 4145.882509 = -100639.076124 nChanged 1 SP:Iteration 17Q (2055.357153 sec): 3 clusters Score: Raw -104785.370655 + Penalty 4145.882509 = -100639.488146 nChanged 0 SP:Iteration 18F (2055.449570 sec): 3 clusters Score: Raw -104785.370655 + Penalty 4145.882509 = -100639.488146 nChanged 0 Trying to split cluster 9 (4923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2055.522960 sec): 2 clusters Score: Raw -234940.368396 + Penalty 2244.441772 = -232695.926623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2055.666798 sec): 3 clusters Score: Raw -232637.621357 + Penalty 4488.883545 = -228148.737813 nChanged 1853 SP:Iteration 1F (2055.843156 sec): 3 clusters Score: Raw -233728.328535 + Penalty 4488.883545 = -229239.444991 nChanged 379 SP:Iteration 2F (2055.947848 sec): 3 clusters Score: Raw -233966.534736 + Penalty 4488.883545 = -229477.651192 nChanged 237 SP:Iteration 3Q (2056.109752 sec): 3 clusters Score: Raw -234111.107353 + Penalty 4488.883545 = -229622.223809 nChanged 200 SP:Iteration 4Q (2056.251635 sec): 3 clusters Score: Raw -234239.554944 + Penalty 4488.883545 = -229750.671400 nChanged 171 SP:Iteration 5Q (2056.352248 sec): 3 clusters Score: Raw -234337.598085 + Penalty 4488.883545 = -229848.714541 nChanged 153 SP:Iteration 6Q (2056.500191 sec): 3 clusters Score: Raw -234421.992660 + Penalty 4488.883545 = -229933.109115 nChanged 133 SP:Iteration 7Q (2056.599854 sec): 3 clusters Score: Raw -234495.620662 + Penalty 4488.883545 = -230006.737117 nChanged 98 SP:Iteration 8Q (2056.737438 sec): 3 clusters Score: Raw -234550.052447 + Penalty 4488.883545 = -230061.168902 nChanged 91 SP:Iteration 9Q (2056.837978 sec): 3 clusters Score: Raw -234606.601601 + Penalty 4488.883545 = -230117.718056 nChanged 88 SP:Iteration 10Q (2056.975593 sec): 3 clusters Score: Raw -234664.369290 + Penalty 4488.883545 = -230175.485745 nChanged 94 SP:Iteration 11Q (2057.092672 sec): 3 clusters Score: Raw -234722.218389 + Penalty 4488.883545 = -230233.334845 nChanged 79 SP:Iteration 12Q (2057.192326 sec): 3 clusters Score: Raw -234768.710631 + Penalty 4488.883545 = -230279.827086 nChanged 72 SP:Iteration 13Q (2057.314067 sec): 3 clusters Score: Raw -234810.477607 + Penalty 4488.883545 = -230321.594062 nChanged 72 SP:Iteration 14Q (2057.442029 sec): 3 clusters Score: Raw -234853.467401 + Penalty 4488.883545 = -230364.583857 nChanged 61 SP:Iteration 15Q (2057.572268 sec): 3 clusters Score: Raw -234882.839898 + Penalty 4488.883545 = -230393.956353 nChanged 56 SP:Iteration 16Q (2057.704534 sec): 3 clusters Score: Raw -234908.216994 + Penalty 4488.883545 = -230419.333449 nChanged 57 SP:Iteration 17Q (2057.834423 sec): 3 clusters Score: Raw -234941.231000 + Penalty 4488.883545 = -230452.347455 nChanged 60 SP:Iteration 18Q (2057.907166 sec): 3 clusters Score: Raw -234976.191351 + Penalty 4488.883545 = -230487.307806 nChanged 58 SP:Iteration 19Q (2058.059199 sec): 3 clusters Score: Raw -235003.829254 + Penalty 4488.883545 = -230514.945709 nChanged 46 SP:Iteration 20F (2058.162679 sec): 3 clusters Score: Raw -235024.860545 + Penalty 4488.883545 = -230535.977001 nChanged 43 SP:Iteration 21Q (2058.254865 sec): 3 clusters Score: Raw -235042.502797 + Penalty 4488.883545 = -230553.619252 nChanged 27 SP:Iteration 22Q (2058.377857 sec): 3 clusters Score: Raw -235054.181001 + Penalty 4488.883545 = -230565.297457 nChanged 25 SP:Iteration 23Q (2058.490728 sec): 3 clusters Score: Raw -235062.424478 + Penalty 4488.883545 = -230573.540933 nChanged 33 SP:Iteration 24Q (2058.583549 sec): 3 clusters Score: Raw -235075.705530 + Penalty 4488.883545 = -230586.821986 nChanged 25 SP:Iteration 25Q (2058.687340 sec): 3 clusters Score: Raw -235084.171267 + Penalty 4488.883545 = -230595.287722 nChanged 18 SP:Iteration 26Q (2058.807798 sec): 3 clusters Score: Raw -235089.951024 + Penalty 4488.883545 = -230601.067479 nChanged 16 SP:Iteration 27Q (2058.955486 sec): 3 clusters Score: Raw -235096.304970 + Penalty 4488.883545 = -230607.421425 nChanged 14 SP:Iteration 28Q (2059.054720 sec): 3 clusters Score: Raw -235101.695560 + Penalty 4488.883545 = -230612.812015 nChanged 15 SP:Iteration 29Q (2059.147388 sec): 3 clusters Score: Raw -235105.960182 + Penalty 4488.883545 = -230617.076637 nChanged 18 SP:Iteration 30Q (2059.278393 sec): 3 clusters Score: Raw -235113.745843 + Penalty 4488.883545 = -230624.862298 nChanged 17 SP:Iteration 31Q (2059.432967 sec): 3 clusters Score: Raw -235119.685963 + Penalty 4488.883545 = -230630.802419 nChanged 13 SP:Iteration 32Q (2059.546940 sec): 3 clusters Score: Raw -235123.250700 + Penalty 4488.883545 = -230634.367156 nChanged 14 SP:Iteration 33Q (2059.649400 sec): 3 clusters Score: Raw -235128.037065 + Penalty 4488.883545 = -230639.153521 nChanged 13 SP:Iteration 34Q (2059.695753 sec): 3 clusters Score: Raw -235133.466329 + Penalty 4488.883545 = -230644.582784 nChanged 14 SP:Iteration 35Q (2059.742081 sec): 3 clusters Score: Raw -235140.571590 + Penalty 4488.883545 = -230651.688046 nChanged 17 SP:Iteration 36Q (2059.876668 sec): 3 clusters Score: Raw -235147.454972 + Penalty 4488.883545 = -230658.571428 nChanged 14 SP:Iteration 37Q (2059.962505 sec): 3 clusters Score: Raw -235152.607936 + Penalty 4488.883545 = -230663.724392 nChanged 14 SP:Iteration 38Q (2060.061593 sec): 3 clusters Score: Raw -235156.975087 + Penalty 4488.883545 = -230668.091542 nChanged 8 SP:Iteration 39Q (2060.193377 sec): 3 clusters Score: Raw -235160.393740 + Penalty 4488.883545 = -230671.510195 nChanged 8 SP:Iteration 40F (2060.284245 sec): 3 clusters Score: Raw -235163.617409 + Penalty 4488.883545 = -230674.733865 nChanged 16 SP:Iteration 41Q (2060.377039 sec): 3 clusters Score: Raw -235169.515415 + Penalty 4488.883545 = -230680.631870 nChanged 13 SP:Iteration 42Q (2060.478824 sec): 3 clusters Score: Raw -235173.880275 + Penalty 4488.883545 = -230684.996730 nChanged 16 SP:Iteration 43Q (2060.579089 sec): 3 clusters Score: Raw -235180.603300 + Penalty 4488.883545 = -230691.719756 nChanged 14 SP:Iteration 44Q (2060.683128 sec): 3 clusters Score: Raw -235184.325226 + Penalty 4488.883545 = -230695.441681 nChanged 10 SP:Iteration 45Q (2060.801986 sec): 3 clusters Score: Raw -235189.001585 + Penalty 4488.883545 = -230700.118040 nChanged 14 SP:Iteration 46Q (2060.913432 sec): 3 clusters Score: Raw -235194.290452 + Penalty 4488.883545 = -230705.406908 nChanged 13 SP:Iteration 47Q (2061.045899 sec): 3 clusters Score: Raw -235199.557201 + Penalty 4488.883545 = -230710.673656 nChanged 14 SP:Iteration 48Q (2061.145083 sec): 3 clusters Score: Raw -235204.867047 + Penalty 4488.883545 = -230715.983502 nChanged 12 SP:Iteration 49Q (2061.270052 sec): 3 clusters Score: Raw -235209.100212 + Penalty 4488.883545 = -230720.216667 nChanged 10 SP:Iteration 50Q (2061.386190 sec): 3 clusters Score: Raw -235213.657256 + Penalty 4488.883545 = -230724.773712 nChanged 13 SP:Iteration 51Q (2061.478610 sec): 3 clusters Score: Raw -235218.106517 + Penalty 4488.883545 = -230729.222973 nChanged 16 SP:Iteration 52Q (2061.601340 sec): 3 clusters Score: Raw -235222.921342 + Penalty 4488.883545 = -230734.037797 nChanged 8 SP:Iteration 53Q (2061.706910 sec): 3 clusters Score: Raw -235225.463333 + Penalty 4488.883545 = -230736.579788 nChanged 9 SP:Iteration 54Q (2061.803203 sec): 3 clusters Score: Raw -235228.491737 + Penalty 4488.883545 = -230739.608193 nChanged 7 SP:Iteration 55Q (2061.926089 sec): 3 clusters Score: Raw -235231.714526 + Penalty 4488.883545 = -230742.830981 nChanged 7 SP:Iteration 56Q (2062.025320 sec): 3 clusters Score: Raw -235234.550150 + Penalty 4488.883545 = -230745.666606 nChanged 6 SP:Iteration 57Q (2062.162077 sec): 3 clusters Score: Raw -235236.562025 + Penalty 4488.883545 = -230747.678481 nChanged 5 SP:Iteration 58Q (2062.272249 sec): 3 clusters Score: Raw -235237.860447 + Penalty 4488.883545 = -230748.976903 nChanged 5 SP:Iteration 59Q (2062.373454 sec): 3 clusters Score: Raw -235240.944072 + Penalty 4488.883545 = -230752.060527 nChanged 5 SP:Iteration 60F (2062.480521 sec): 3 clusters Score: Raw -235241.921892 + Penalty 4488.883545 = -230753.038347 nChanged 2 SP:Iteration 61Q (2062.593563 sec): 3 clusters Score: Raw -235242.583104 + Penalty 4488.883545 = -230753.699560 nChanged 8 SP:Iteration 62Q (2062.734176 sec): 3 clusters Score: Raw -235245.499891 + Penalty 4488.883545 = -230756.616347 nChanged 4 SP:Iteration 63Q (2062.824520 sec): 3 clusters Score: Raw -235246.984134 + Penalty 4488.883545 = -230758.100589 nChanged 3 SP:Iteration 64Q (2062.948325 sec): 3 clusters Score: Raw -235248.100260 + Penalty 4488.883545 = -230759.216716 nChanged 4 SP:Iteration 65Q (2063.074910 sec): 3 clusters Score: Raw -235249.549665 + Penalty 4488.883545 = -230760.666120 nChanged 3 SP:Iteration 66Q (2063.191079 sec): 3 clusters Score: Raw -235251.067206 + Penalty 4488.883545 = -230762.183661 nChanged 2 SP:Iteration 67Q (2063.316739 sec): 3 clusters Score: Raw -235251.321348 + Penalty 4488.883545 = -230762.437804 nChanged 1 SP:Iteration 68Q (2063.447926 sec): 3 clusters Score: Raw -235251.613473 + Penalty 4488.883545 = -230762.729929 nChanged 3 SP:Iteration 69Q (2063.552867 sec): 3 clusters Score: Raw -235252.771079 + Penalty 4488.883545 = -230763.887534 nChanged 3 SP:Iteration 70Q (2063.663769 sec): 3 clusters Score: Raw -235254.010201 + Penalty 4488.883545 = -230765.126656 nChanged 7 SP:Iteration 71Q (2063.793279 sec): 3 clusters Score: Raw -235258.074373 + Penalty 4488.883545 = -230769.190828 nChanged 4 SP:Iteration 72Q (2063.899443 sec): 3 clusters Score: Raw -235259.940980 + Penalty 4488.883545 = -230771.057435 nChanged 3 SP:Iteration 73Q (2063.970526 sec): 3 clusters Score: Raw -235260.485844 + Penalty 4488.883545 = -230771.602300 nChanged 1 SP:Iteration 74Q (2064.085940 sec): 3 clusters Score: Raw -235261.250283 + Penalty 4488.883545 = -230772.366738 nChanged 2 SP:Iteration 75Q (2064.185974 sec): 3 clusters Score: Raw -235261.530174 + Penalty 4488.883545 = -230772.646629 nChanged 0 SP:Iteration 76F (2064.309260 sec): 3 clusters Score: Raw -235261.530174 + Penalty 4488.883545 = -230772.646629 nChanged 0 Trying to split cluster 10 (34958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2064.498368 sec): 2 clusters Score: Raw -1618680.678824 + Penalty 2761.942292 = -1615918.736532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2064.705821 sec): 3 clusters Score: Raw -1597481.925290 + Penalty 5523.884583 = -1591958.040707 nChanged 15989 SP:Iteration 1F (2064.902565 sec): 3 clusters Score: Raw -1606247.084837 + Penalty 5523.884583 = -1600723.200253 nChanged 1717 SP:Iteration 2Q (2065.128676 sec): 3 clusters Score: Raw -1606835.203903 + Penalty 5523.884583 = -1601311.319320 nChanged 1536 SP:Iteration 3Q (2065.351029 sec): 3 clusters Score: Raw -1607334.593706 + Penalty 5523.884583 = -1601810.709123 nChanged 1372 SP:Iteration 4Q (2065.533939 sec): 3 clusters Score: Raw -1607791.229648 + Penalty 5523.884583 = -1602267.345065 nChanged 1308 SP:Iteration 5Q (2065.751053 sec): 3 clusters Score: Raw -1608234.889725 + Penalty 5523.884583 = -1602711.005141 nChanged 1294 SP:Iteration 6Q (2065.986555 sec): 3 clusters Score: Raw -1608687.941884 + Penalty 5523.884583 = -1603164.057301 nChanged 1294 SP:Iteration 7Q (2066.229653 sec): 3 clusters Score: Raw -1609151.584633 + Penalty 5523.884583 = -1603627.700049 nChanged 1320 SP:Iteration 8Q (2066.480712 sec): 3 clusters Score: Raw -1609623.087696 + Penalty 5523.884583 = -1604099.203112 nChanged 1306 SP:Iteration 9Q (2066.707457 sec): 3 clusters Score: Raw -1610124.670714 + Penalty 5523.884583 = -1604600.786131 nChanged 1375 SP:Iteration 10Q (2066.957559 sec): 3 clusters Score: Raw -1610655.320225 + Penalty 5523.884583 = -1605131.435641 nChanged 1357 SP:Iteration 11Q (2067.209373 sec): 3 clusters Score: Raw -1611232.223508 + Penalty 5523.884583 = -1605708.338925 nChanged 1479 SP:Iteration 12Q (2067.393919 sec): 3 clusters Score: Raw -1611956.422729 + Penalty 5523.884583 = -1606432.538146 nChanged 1603 SP:Iteration 13Q (2067.613285 sec): 3 clusters Score: Raw -1612808.575875 + Penalty 5523.884583 = -1607284.691292 nChanged 1636 SP:Iteration 14Q (2067.844819 sec): 3 clusters Score: Raw -1613754.937370 + Penalty 5523.884583 = -1608231.052786 nChanged 1587 SP:Iteration 15Q (2068.073113 sec): 3 clusters Score: Raw -1614730.959135 + Penalty 5523.884583 = -1609207.074552 nChanged 1401 SP:Iteration 16Q (2068.295501 sec): 3 clusters Score: Raw -1615668.723852 + Penalty 5523.884583 = -1610144.839269 nChanged 1204 SP:Iteration 17Q (2068.518738 sec): 3 clusters Score: Raw -1616507.780072 + Penalty 5523.884583 = -1610983.895489 nChanged 969 SP:Iteration 18Q (2068.729801 sec): 3 clusters Score: Raw -1617179.544706 + Penalty 5523.884583 = -1611655.660122 nChanged 740 SP:Iteration 19Q (2068.954663 sec): 3 clusters Score: Raw -1617676.064449 + Penalty 5523.884583 = -1612152.179865 nChanged 561 SP:Iteration 20F (2069.152100 sec): 3 clusters Score: Raw -1618047.154723 + Penalty 5523.884583 = -1612523.270139 nChanged 429 SP:Iteration 21Q (2069.356713 sec): 3 clusters Score: Raw -1618335.437365 + Penalty 5523.884583 = -1612811.552781 nChanged 337 SP:Iteration 22Q (2069.560990 sec): 3 clusters Score: Raw -1618560.073591 + Penalty 5523.884583 = -1613036.189008 nChanged 254 SP:Iteration 23Q (2069.747454 sec): 3 clusters Score: Raw -1618725.804044 + Penalty 5523.884583 = -1613201.919461 nChanged 176 SP:Iteration 24Q (2069.949785 sec): 3 clusters Score: Raw -1618840.277531 + Penalty 5523.884583 = -1613316.392947 nChanged 151 SP:Iteration 25Q (2070.182269 sec): 3 clusters Score: Raw -1618930.785283 + Penalty 5523.884583 = -1613406.900700 nChanged 119 SP:Iteration 26Q (2070.360820 sec): 3 clusters Score: Raw -1618999.412053 + Penalty 5523.884583 = -1613475.527469 nChanged 87 SP:Iteration 27Q (2070.567972 sec): 3 clusters Score: Raw -1619045.077560 + Penalty 5523.884583 = -1613521.192977 nChanged 63 SP:Iteration 28Q (2070.763219 sec): 3 clusters Score: Raw -1619080.450023 + Penalty 5523.884583 = -1613556.565440 nChanged 48 SP:Iteration 29Q (2070.947991 sec): 3 clusters Score: Raw -1619110.382803 + Penalty 5523.884583 = -1613586.498220 nChanged 43 SP:Iteration 30Q (2071.172562 sec): 3 clusters Score: Raw -1619140.814602 + Penalty 5523.884583 = -1613616.930018 nChanged 48 SP:Iteration 31Q (2071.353246 sec): 3 clusters Score: Raw -1619166.212350 + Penalty 5523.884583 = -1613642.327766 nChanged 34 SP:Iteration 32Q (2071.555595 sec): 3 clusters Score: Raw -1619182.648132 + Penalty 5523.884583 = -1613658.763549 nChanged 25 SP:Iteration 33Q (2071.702939 sec): 3 clusters Score: Raw -1619195.088200 + Penalty 5523.884583 = -1613671.203617 nChanged 25 SP:Iteration 34Q (2071.908672 sec): 3 clusters Score: Raw -1619208.088245 + Penalty 5523.884583 = -1613684.203662 nChanged 12 SP:Iteration 35Q (2072.109035 sec): 3 clusters Score: Raw -1619214.175815 + Penalty 5523.884583 = -1613690.291232 nChanged 9 SP:Iteration 36Q (2072.303000 sec): 3 clusters Score: Raw -1619218.378980 + Penalty 5523.884583 = -1613694.494397 nChanged 6 SP:Iteration 37Q (2072.482772 sec): 3 clusters Score: Raw -1619221.202873 + Penalty 5523.884583 = -1613697.318289 nChanged 7 SP:Iteration 38Q (2072.696193 sec): 3 clusters Score: Raw -1619223.589772 + Penalty 5523.884583 = -1613699.705188 nChanged 2 SP:Iteration 39Q (2072.858249 sec): 3 clusters Score: Raw -1619223.801794 + Penalty 5523.884583 = -1613699.917210 nChanged 0 SP:Iteration 40F (2073.086289 sec): 3 clusters Score: Raw -1619223.801794 + Penalty 5523.884583 = -1613699.917210 nChanged 0 Iteration 59Q (2073.944564 sec): 9 clusters Score: Raw -2937278.617782 + Penalty 23450.904786 = -2913827.712996 nChanged 730 Iteration 60F (2074.979872 sec): 9 clusters Score: Raw -2937573.325563 + Penalty 23450.904786 = -2914122.420777 nChanged 676 Iteration 61Q (2075.839856 sec): 9 clusters Score: Raw -2937841.287473 + Penalty 23450.904786 = -2914390.382687 nChanged 682 Iteration 62Q (2076.671884 sec): 9 clusters Score: Raw -2938086.383091 + Penalty 23450.904786 = -2914635.478305 nChanged 618 Iteration 63Q (2077.548068 sec): 9 clusters Score: Raw -2938292.207213 + Penalty 23450.904786 = -2914841.302427 nChanged 533 Iteration 64Q (2078.426040 sec): 9 clusters Score: Raw -2938440.271055 + Penalty 23450.904786 = -2914989.366269 nChanged 472 Iteration 65Q (2079.263867 sec): 9 clusters Score: Raw -2938551.569174 + Penalty 23450.904786 = -2915100.664388 nChanged 395 Iteration 66Q (2080.047771 sec): 9 clusters Score: Raw -2938638.703440 + Penalty 23450.904786 = -2915187.798654 nChanged 362 Iteration 67Q (2080.867560 sec): 9 clusters Score: Raw -2938717.998064 + Penalty 23450.904786 = -2915267.093278 nChanged 327 Iteration 68Q (2081.736254 sec): 9 clusters Score: Raw -2938782.538736 + Penalty 23450.904786 = -2915331.633950 nChanged 276 Iteration 69Q (2082.586682 sec): 9 clusters Score: Raw -2938834.389712 + Penalty 23450.904786 = -2915383.484926 nChanged 214 Iteration 70Q (2083.445292 sec): 9 clusters Score: Raw -2938868.622474 + Penalty 23450.904786 = -2915417.717688 nChanged 165 Iteration 71Q (2084.327268 sec): 9 clusters Score: Raw -2938891.937156 + Penalty 23450.904786 = -2915441.032370 nChanged 135 Iteration 72Q (2085.210406 sec): 9 clusters Score: Raw -2938909.978108 + Penalty 23450.904786 = -2915459.073322 nChanged 113 Iteration 73Q (2086.097928 sec): 9 clusters Score: Raw -2938926.497318 + Penalty 23450.904786 = -2915475.592532 nChanged 105 Iteration 74Q (2086.845791 sec): 9 clusters Score: Raw -2938940.247447 + Penalty 23450.904786 = -2915489.342661 nChanged 90 Iteration 75Q (2087.626930 sec): 9 clusters Score: Raw -2938952.887139 + Penalty 23450.904786 = -2915501.982353 nChanged 111 Iteration 76Q (2088.451443 sec): 9 clusters Score: Raw -2938969.814831 + Penalty 23450.904786 = -2915518.910045 nChanged 101 Iteration 77Q (2089.292273 sec): 9 clusters Score: Raw -2938985.273566 + Penalty 23450.904786 = -2915534.368780 nChanged 97 Iteration 78Q (2090.120504 sec): 9 clusters Score: Raw -2939000.378946 + Penalty 23450.904786 = -2915549.474160 nChanged 102 Iteration 79Q (2090.920098 sec): 9 clusters Score: Raw -2939012.954922 + Penalty 23450.904786 = -2915562.050136 nChanged 87 Iteration 80F (2091.947052 sec): 9 clusters Score: Raw -2939023.830965 + Penalty 23450.904786 = -2915572.926179 nChanged 73 Iteration 81Q (2092.655247 sec): 9 clusters Score: Raw -2939032.834586 + Penalty 23450.904786 = -2915581.929800 nChanged 78 Iteration 82Q (2093.420306 sec): 9 clusters Score: Raw -2939042.407153 + Penalty 23450.904786 = -2915591.502367 nChanged 70 Iteration 83Q (2094.416837 sec): 9 clusters Score: Raw -2939050.346547 + Penalty 23450.904786 = -2915599.441761 nChanged 58 Iteration 84Q (2095.280227 sec): 9 clusters Score: Raw -2939058.976388 + Penalty 23450.904786 = -2915608.071602 nChanged 65 Iteration 85Q (2096.173722 sec): 9 clusters Score: Raw -2939067.527930 + Penalty 23450.904786 = -2915616.623144 nChanged 59 Iteration 86Q (2097.027721 sec): 9 clusters Score: Raw -2939075.071446 + Penalty 23450.904786 = -2915624.166660 nChanged 58 Iteration 87Q (2098.043399 sec): 9 clusters Score: Raw -2939082.317534 + Penalty 23450.904786 = -2915631.412748 nChanged 49 Iteration 88Q (2098.906328 sec): 9 clusters Score: Raw -2939087.881740 + Penalty 23450.904786 = -2915636.976954 nChanged 37 Iteration 89Q (2099.856344 sec): 9 clusters Score: Raw -2939092.005591 + Penalty 23450.904786 = -2915641.100805 nChanged 40 Iteration 90Q (2100.705145 sec): 9 clusters Score: Raw -2939096.349715 + Penalty 23450.904786 = -2915645.444929 nChanged 31 Iteration 91Q (2101.696742 sec): 9 clusters Score: Raw -2939099.750697 + Penalty 23450.904786 = -2915648.845911 nChanged 29 Iteration 92Q (2102.443460 sec): 9 clusters Score: Raw -2939103.658110 + Penalty 23450.904786 = -2915652.753324 nChanged 30 Iteration 93Q (2103.414974 sec): 9 clusters Score: Raw -2939107.575249 + Penalty 23450.904786 = -2915656.670463 nChanged 31 Iteration 94Q (2104.166460 sec): 9 clusters Score: Raw -2939110.727655 + Penalty 23450.904786 = -2915659.822869 nChanged 32 Iteration 95Q (2104.952991 sec): 9 clusters Score: Raw -2939114.796582 + Penalty 23450.904786 = -2915663.891796 nChanged 31 Iteration 96Q (2105.748714 sec): 9 clusters Score: Raw -2939117.799193 + Penalty 23450.904786 = -2915666.894407 nChanged 21 Iteration 97Q (2106.630515 sec): 9 clusters Score: Raw -2939119.876017 + Penalty 23450.904786 = -2915668.971231 nChanged 28 Iteration 98Q (2107.331366 sec): 9 clusters Score: Raw -2939123.042638 + Penalty 23450.904786 = -2915672.137852 nChanged 33 Writing temp clu file Because OldScore, -2915668.971231, is greater than current (better) Score,-2915672.137852 Compute initial score before splitting: Score: Raw -2939123.042638 + Penalty 23450.904786 = -2915672.137852 Trying to split cluster 1 (6342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2107.491668 sec): 2 clusters Score: Raw -284321.044824 + Penalty 2311.306656 = -282009.738168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2107.609737 sec): 3 clusters Score: Raw -281202.534767 + Penalty 4622.613312 = -276579.921454 nChanged 2474 SP:Iteration 1F (2107.711506 sec): 3 clusters Score: Raw -282668.447632 + Penalty 4622.613312 = -278045.834320 nChanged 481 SP:Iteration 2F (2107.789856 sec): 3 clusters Score: Raw -282986.333612 + Penalty 4622.613312 = -278363.720300 nChanged 374 SP:Iteration 3F (2107.913504 sec): 3 clusters Score: Raw -283235.193829 + Penalty 4622.613312 = -278612.580517 nChanged 314 SP:Iteration 4Q (2107.999536 sec): 3 clusters Score: Raw -283451.574220 + Penalty 4622.613312 = -278828.960907 nChanged 288 SP:Iteration 5Q (2108.106995 sec): 3 clusters Score: Raw -283635.215844 + Penalty 4622.613312 = -279012.602531 nChanged 244 SP:Iteration 6Q (2108.206324 sec): 3 clusters Score: Raw -283794.897899 + Penalty 4622.613312 = -279172.284586 nChanged 218 SP:Iteration 7Q (2108.318800 sec): 3 clusters Score: Raw -283923.588497 + Penalty 4622.613312 = -279300.975185 nChanged 192 SP:Iteration 8Q (2108.431340 sec): 3 clusters Score: Raw -284028.789080 + Penalty 4622.613312 = -279406.175767 nChanged 152 SP:Iteration 9Q (2108.545456 sec): 3 clusters Score: Raw -284106.934339 + Penalty 4622.613312 = -279484.321026 nChanged 135 SP:Iteration 10Q (2108.676880 sec): 3 clusters Score: Raw -284172.179373 + Penalty 4622.613312 = -279549.566061 nChanged 119 SP:Iteration 11Q (2108.768965 sec): 3 clusters Score: Raw -284235.876537 + Penalty 4622.613312 = -279613.263225 nChanged 105 SP:Iteration 12Q (2108.869365 sec): 3 clusters Score: Raw -284283.482814 + Penalty 4622.613312 = -279660.869502 nChanged 91 SP:Iteration 13Q (2108.969645 sec): 3 clusters Score: Raw -284325.542221 + Penalty 4622.613312 = -279702.928909 nChanged 87 SP:Iteration 14Q (2109.077606 sec): 3 clusters Score: Raw -284363.393361 + Penalty 4622.613312 = -279740.780049 nChanged 89 SP:Iteration 15Q (2109.184895 sec): 3 clusters Score: Raw -284403.905532 + Penalty 4622.613312 = -279781.292220 nChanged 76 SP:Iteration 16Q (2109.319278 sec): 3 clusters Score: Raw -284440.197631 + Penalty 4622.613312 = -279817.584318 nChanged 75 SP:Iteration 17Q (2109.418507 sec): 3 clusters Score: Raw -284476.084208 + Penalty 4622.613312 = -279853.470895 nChanged 70 SP:Iteration 18Q (2109.504254 sec): 3 clusters Score: Raw -284510.604216 + Penalty 4622.613312 = -279887.990904 nChanged 73 SP:Iteration 19Q (2109.639486 sec): 3 clusters Score: Raw -284544.806592 + Penalty 4622.613312 = -279922.193280 nChanged 74 SP:Iteration 20F (2109.759060 sec): 3 clusters Score: Raw -284577.597233 + Penalty 4622.613312 = -279954.983921 nChanged 78 SP:Iteration 21Q (2109.881359 sec): 3 clusters Score: Raw -284610.996584 + Penalty 4622.613312 = -279988.383272 nChanged 67 SP:Iteration 22Q (2110.020594 sec): 3 clusters Score: Raw -284645.210656 + Penalty 4622.613312 = -280022.597344 nChanged 71 SP:Iteration 23Q (2110.175909 sec): 3 clusters Score: Raw -284684.444444 + Penalty 4622.613312 = -280061.831132 nChanged 69 SP:Iteration 24Q (2110.288246 sec): 3 clusters Score: Raw -284718.569009 + Penalty 4622.613312 = -280095.955697 nChanged 58 SP:Iteration 25Q (2110.414554 sec): 3 clusters Score: Raw -284745.560517 + Penalty 4622.613312 = -280122.947205 nChanged 53 SP:Iteration 26Q (2110.520862 sec): 3 clusters Score: Raw -284770.615699 + Penalty 4622.613312 = -280148.002387 nChanged 57 SP:Iteration 27Q (2110.620177 sec): 3 clusters Score: Raw -284804.735091 + Penalty 4622.613312 = -280182.121779 nChanged 61 SP:Iteration 28Q (2110.714116 sec): 3 clusters Score: Raw -284836.107694 + Penalty 4622.613312 = -280213.494382 nChanged 59 SP:Iteration 29Q (2110.852624 sec): 3 clusters Score: Raw -284873.241864 + Penalty 4622.613312 = -280250.628551 nChanged 69 SP:Iteration 30Q (2110.963116 sec): 3 clusters Score: Raw -284909.082788 + Penalty 4622.613312 = -280286.469476 nChanged 55 SP:Iteration 31Q (2111.075403 sec): 3 clusters Score: Raw -284948.839479 + Penalty 4622.613312 = -280326.226166 nChanged 50 SP:Iteration 32Q (2111.161577 sec): 3 clusters Score: Raw -284981.257908 + Penalty 4622.613312 = -280358.644595 nChanged 63 SP:Iteration 33Q (2111.269883 sec): 3 clusters Score: Raw -285025.917568 + Penalty 4622.613312 = -280403.304255 nChanged 59 SP:Iteration 34Q (2111.373355 sec): 3 clusters Score: Raw -285053.211826 + Penalty 4622.613312 = -280430.598514 nChanged 41 SP:Iteration 35Q (2111.464100 sec): 3 clusters Score: Raw -285076.150641 + Penalty 4622.613312 = -280453.537328 nChanged 40 SP:Iteration 36Q (2111.603469 sec): 3 clusters Score: Raw -285093.167196 + Penalty 4622.613312 = -280470.553884 nChanged 29 SP:Iteration 37Q (2111.701637 sec): 3 clusters Score: Raw -285108.613920 + Penalty 4622.613312 = -280486.000608 nChanged 37 SP:Iteration 38Q (2111.816568 sec): 3 clusters Score: Raw -285124.762681 + Penalty 4622.613312 = -280502.149368 nChanged 28 SP:Iteration 39Q (2111.912565 sec): 3 clusters Score: Raw -285134.641794 + Penalty 4622.613312 = -280512.028482 nChanged 17 SP:Iteration 40F (2112.033143 sec): 3 clusters Score: Raw -285141.559092 + Penalty 4622.613312 = -280518.945780 nChanged 12 SP:Iteration 41Q (2112.168654 sec): 3 clusters Score: Raw -285147.094419 + Penalty 4622.613312 = -280524.481106 nChanged 14 SP:Iteration 42Q (2112.303217 sec): 3 clusters Score: Raw -285150.725969 + Penalty 4622.613312 = -280528.112656 nChanged 6 SP:Iteration 43Q (2112.403025 sec): 3 clusters Score: Raw -285151.908561 + Penalty 4622.613312 = -280529.295249 nChanged 5 SP:Iteration 44Q (2112.583463 sec): 3 clusters Score: Raw -285153.124591 + Penalty 4622.613312 = -280530.511278 nChanged 5 SP:Iteration 45Q (2112.704164 sec): 3 clusters Score: Raw -285154.740302 + Penalty 4622.613312 = -280532.126989 nChanged 1 SP:Iteration 46Q (2112.826957 sec): 3 clusters Score: Raw -285155.374036 + Penalty 4622.613312 = -280532.760724 nChanged 5 SP:Iteration 47Q (2112.953107 sec): 3 clusters Score: Raw -285156.929696 + Penalty 4622.613312 = -280534.316384 nChanged 4 SP:Iteration 48Q (2113.062209 sec): 3 clusters Score: Raw -285158.177788 + Penalty 4622.613312 = -280535.564476 nChanged 7 SP:Iteration 49Q (2113.154562 sec): 3 clusters Score: Raw -285159.779208 + Penalty 4622.613312 = -280537.165896 nChanged 8 SP:Iteration 50Q (2113.273696 sec): 3 clusters Score: Raw -285161.330327 + Penalty 4622.613312 = -280538.717014 nChanged 6 SP:Iteration 51Q (2113.378473 sec): 3 clusters Score: Raw -285164.219037 + Penalty 4622.613312 = -280541.605724 nChanged 7 SP:Iteration 52Q (2113.480562 sec): 3 clusters Score: Raw -285166.674325 + Penalty 4622.613312 = -280544.061013 nChanged 6 SP:Iteration 53Q (2113.577380 sec): 3 clusters Score: Raw -285168.957753 + Penalty 4622.613312 = -280546.344441 nChanged 5 SP:Iteration 54Q (2113.680620 sec): 3 clusters Score: Raw -285170.236974 + Penalty 4622.613312 = -280547.623662 nChanged 4 SP:Iteration 55Q (2113.798704 sec): 3 clusters Score: Raw -285171.156217 + Penalty 4622.613312 = -280548.542904 nChanged 7 SP:Iteration 56Q (2113.909672 sec): 3 clusters Score: Raw -285172.998211 + Penalty 4622.613312 = -280550.384898 nChanged 1 SP:Iteration 57Q (2114.034767 sec): 3 clusters Score: Raw -285173.655061 + Penalty 4622.613312 = -280551.041749 nChanged 2 SP:Iteration 58Q (2114.151820 sec): 3 clusters Score: Raw -285174.427546 + Penalty 4622.613312 = -280551.814234 nChanged 1 SP:Iteration 59Q (2114.296488 sec): 3 clusters Score: Raw -285174.521720 + Penalty 4622.613312 = -280551.908408 nChanged 1 SP:Iteration 60F (2114.418591 sec): 3 clusters Score: Raw -285174.696905 + Penalty 4622.613312 = -280552.083593 nChanged 0 Trying to split cluster 2 (2981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2114.497487 sec): 2 clusters Score: Raw -125520.579315 + Penalty 2112.003721 = -123408.575594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2114.600431 sec): 3 clusters Score: Raw -124324.541360 + Penalty 4224.007441 = -120100.533918 nChanged 1027 SP:Iteration 1F (2114.729036 sec): 3 clusters Score: Raw -124973.590875 + Penalty 4224.007441 = -120749.583433 nChanged 228 SP:Iteration 2F (2114.819635 sec): 3 clusters Score: Raw -125148.678568 + Penalty 4224.007441 = -120924.671126 nChanged 141 SP:Iteration 3Q (2114.924297 sec): 3 clusters Score: Raw -125236.858452 + Penalty 4224.007441 = -121012.851011 nChanged 91 SP:Iteration 4Q (2115.034284 sec): 3 clusters Score: Raw -125287.508331 + Penalty 4224.007441 = -121063.500890 nChanged 69 SP:Iteration 5Q (2115.138574 sec): 3 clusters Score: Raw -125329.392012 + Penalty 4224.007441 = -121105.384570 nChanged 57 SP:Iteration 6Q (2115.213042 sec): 3 clusters Score: Raw -125367.852432 + Penalty 4224.007441 = -121143.844991 nChanged 49 SP:Iteration 7Q (2115.337189 sec): 3 clusters Score: Raw -125394.436925 + Penalty 4224.007441 = -121170.429483 nChanged 39 SP:Iteration 8Q (2115.432358 sec): 3 clusters Score: Raw -125416.798948 + Penalty 4224.007441 = -121192.791506 nChanged 28 SP:Iteration 9Q (2115.524599 sec): 3 clusters Score: Raw -125432.108921 + Penalty 4224.007441 = -121208.101479 nChanged 19 SP:Iteration 10Q (2115.633352 sec): 3 clusters Score: Raw -125443.745309 + Penalty 4224.007441 = -121219.737867 nChanged 18 SP:Iteration 11Q (2115.746580 sec): 3 clusters Score: Raw -125452.638234 + Penalty 4224.007441 = -121228.630792 nChanged 17 SP:Iteration 12Q (2115.838105 sec): 3 clusters Score: Raw -125462.232474 + Penalty 4224.007441 = -121238.225033 nChanged 17 SP:Iteration 13Q (2115.965548 sec): 3 clusters Score: Raw -125470.028812 + Penalty 4224.007441 = -121246.021370 nChanged 12 SP:Iteration 14Q (2116.063669 sec): 3 clusters Score: Raw -125476.686838 + Penalty 4224.007441 = -121252.679397 nChanged 14 SP:Iteration 15Q (2116.176936 sec): 3 clusters Score: Raw -125482.697380 + Penalty 4224.007441 = -121258.689939 nChanged 12 SP:Iteration 16Q (2116.277189 sec): 3 clusters Score: Raw -125487.223903 + Penalty 4224.007441 = -121263.216462 nChanged 13 SP:Iteration 17Q (2116.391613 sec): 3 clusters Score: Raw -125492.362380 + Penalty 4224.007441 = -121268.354938 nChanged 14 SP:Iteration 18Q (2116.503815 sec): 3 clusters Score: Raw -125499.397070 + Penalty 4224.007441 = -121275.389628 nChanged 11 SP:Iteration 19Q (2116.601413 sec): 3 clusters Score: Raw -125504.130254 + Penalty 4224.007441 = -121280.122813 nChanged 8 SP:Iteration 20F (2116.716953 sec): 3 clusters Score: Raw -125507.029023 + Penalty 4224.007441 = -121283.021581 nChanged 6 SP:Iteration 21Q (2116.822796 sec): 3 clusters Score: Raw -125509.606483 + Penalty 4224.007441 = -121285.599042 nChanged 3 SP:Iteration 22Q (2116.917659 sec): 3 clusters Score: Raw -125510.754993 + Penalty 4224.007441 = -121286.747551 nChanged 6 SP:Iteration 23Q (2117.021199 sec): 3 clusters Score: Raw -125513.839280 + Penalty 4224.007441 = -121289.831839 nChanged 4 SP:Iteration 24Q (2117.140173 sec): 3 clusters Score: Raw -125516.250997 + Penalty 4224.007441 = -121292.243555 nChanged 8 SP:Iteration 25Q (2117.254735 sec): 3 clusters Score: Raw -125520.386943 + Penalty 4224.007441 = -121296.379501 nChanged 8 SP:Iteration 26Q (2117.363917 sec): 3 clusters Score: Raw -125522.806987 + Penalty 4224.007441 = -121298.799546 nChanged 6 SP:Iteration 27Q (2117.441046 sec): 3 clusters Score: Raw -125525.583507 + Penalty 4224.007441 = -121301.576066 nChanged 8 SP:Iteration 28Q (2117.565346 sec): 3 clusters Score: Raw -125528.951328 + Penalty 4224.007441 = -121304.943886 nChanged 6 SP:Iteration 29Q (2117.650230 sec): 3 clusters Score: Raw -125532.092644 + Penalty 4224.007441 = -121308.085203 nChanged 6 SP:Iteration 30Q (2117.768325 sec): 3 clusters Score: Raw -125537.922071 + Penalty 4224.007441 = -121313.914630 nChanged 7 SP:Iteration 31Q (2117.873423 sec): 3 clusters Score: Raw -125540.714707 + Penalty 4224.007441 = -121316.707266 nChanged 3 SP:Iteration 32Q (2117.972149 sec): 3 clusters Score: Raw -125541.855358 + Penalty 4224.007441 = -121317.847916 nChanged 2 SP:Iteration 33Q (2118.098267 sec): 3 clusters Score: Raw -125542.634299 + Penalty 4224.007441 = -121318.626857 nChanged 4 SP:Iteration 34Q (2118.185532 sec): 3 clusters Score: Raw -125544.047693 + Penalty 4224.007441 = -121320.040251 nChanged 0 SP:Iteration 35F (2118.296343 sec): 3 clusters Score: Raw -125544.047693 + Penalty 4224.007441 = -121320.040251 nChanged 0 Trying to split cluster 5 (7844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2118.397623 sec): 2 clusters Score: Raw -398205.642869 + Penalty 2367.421105 = -395838.221764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2118.512951 sec): 3 clusters Score: Raw -394094.723091 + Penalty 4734.842211 = -389359.880881 nChanged 3238 SP:Iteration 1F (2118.614165 sec): 3 clusters Score: Raw -395921.690454 + Penalty 4734.842211 = -391186.848243 nChanged 540 SP:Iteration 2F (2118.760066 sec): 3 clusters Score: Raw -396222.237339 + Penalty 4734.842211 = -391487.395128 nChanged 408 SP:Iteration 3F (2118.899881 sec): 3 clusters Score: Raw -396430.480621 + Penalty 4734.842211 = -391695.638411 nChanged 318 SP:Iteration 4Q (2119.038315 sec): 3 clusters Score: Raw -396573.753684 + Penalty 4734.842211 = -391838.911473 nChanged 245 SP:Iteration 5Q (2119.141619 sec): 3 clusters Score: Raw -396686.259645 + Penalty 4734.842211 = -391951.417434 nChanged 215 SP:Iteration 6Q (2119.298244 sec): 3 clusters Score: Raw -396780.353349 + Penalty 4734.842211 = -392045.511138 nChanged 180 SP:Iteration 7Q (2119.424066 sec): 3 clusters Score: Raw -396848.311938 + Penalty 4734.842211 = -392113.469727 nChanged 148 SP:Iteration 8Q (2119.560096 sec): 3 clusters Score: Raw -396903.171819 + Penalty 4734.842211 = -392168.329608 nChanged 123 SP:Iteration 9Q (2119.672919 sec): 3 clusters Score: Raw -396951.909591 + Penalty 4734.842211 = -392217.067381 nChanged 113 SP:Iteration 10Q (2119.799740 sec): 3 clusters Score: Raw -396990.655861 + Penalty 4734.842211 = -392255.813650 nChanged 107 SP:Iteration 11Q (2119.925076 sec): 3 clusters Score: Raw -397023.359834 + Penalty 4734.842211 = -392288.517623 nChanged 98 SP:Iteration 12Q (2120.054113 sec): 3 clusters Score: Raw -397053.656199 + Penalty 4734.842211 = -392318.813988 nChanged 96 SP:Iteration 13Q (2120.173708 sec): 3 clusters Score: Raw -397088.542076 + Penalty 4734.842211 = -392353.699865 nChanged 106 SP:Iteration 14Q (2120.302543 sec): 3 clusters Score: Raw -397126.199956 + Penalty 4734.842211 = -392391.357745 nChanged 103 SP:Iteration 15Q (2120.376744 sec): 3 clusters Score: Raw -397169.446223 + Penalty 4734.842211 = -392434.604012 nChanged 127 SP:Iteration 16Q (2120.511002 sec): 3 clusters Score: Raw -397222.111216 + Penalty 4734.842211 = -392487.269005 nChanged 122 SP:Iteration 17Q (2120.662799 sec): 3 clusters Score: Raw -397273.929155 + Penalty 4734.842211 = -392539.086944 nChanged 119 SP:Iteration 18Q (2120.807376 sec): 3 clusters Score: Raw -397332.337633 + Penalty 4734.842211 = -392597.495422 nChanged 130 SP:Iteration 19Q (2120.952176 sec): 3 clusters Score: Raw -397391.362802 + Penalty 4734.842211 = -392656.520591 nChanged 120 SP:Iteration 20F (2121.121385 sec): 3 clusters Score: Raw -397436.158061 + Penalty 4734.842211 = -392701.315850 nChanged 106 SP:Iteration 21Q (2121.223930 sec): 3 clusters Score: Raw -397474.581715 + Penalty 4734.842211 = -392739.739504 nChanged 98 SP:Iteration 22Q (2121.372442 sec): 3 clusters Score: Raw -397509.243864 + Penalty 4734.842211 = -392774.401653 nChanged 91 SP:Iteration 23Q (2121.507948 sec): 3 clusters Score: Raw -397544.104837 + Penalty 4734.842211 = -392809.262626 nChanged 79 SP:Iteration 24Q (2121.625911 sec): 3 clusters Score: Raw -397570.376539 + Penalty 4734.842211 = -392835.534328 nChanged 80 SP:Iteration 25Q (2121.757213 sec): 3 clusters Score: Raw -397599.223823 + Penalty 4734.842211 = -392864.381613 nChanged 79 SP:Iteration 26Q (2121.880100 sec): 3 clusters Score: Raw -397631.826877 + Penalty 4734.842211 = -392896.984666 nChanged 81 SP:Iteration 27Q (2121.983733 sec): 3 clusters Score: Raw -397660.710514 + Penalty 4734.842211 = -392925.868303 nChanged 67 SP:Iteration 28Q (2122.121400 sec): 3 clusters Score: Raw -397685.294798 + Penalty 4734.842211 = -392950.452587 nChanged 69 SP:Iteration 29Q (2122.223020 sec): 3 clusters Score: Raw -397710.647253 + Penalty 4734.842211 = -392975.805043 nChanged 65 SP:Iteration 30Q (2122.355476 sec): 3 clusters Score: Raw -397732.566947 + Penalty 4734.842211 = -392997.724736 nChanged 57 SP:Iteration 31Q (2122.463190 sec): 3 clusters Score: Raw -397747.150947 + Penalty 4734.842211 = -393012.308736 nChanged 44 SP:Iteration 32Q (2122.597815 sec): 3 clusters Score: Raw -397759.582377 + Penalty 4734.842211 = -393024.740167 nChanged 32 SP:Iteration 33Q (2122.733145 sec): 3 clusters Score: Raw -397767.617120 + Penalty 4734.842211 = -393032.774909 nChanged 30 SP:Iteration 34Q (2122.871718 sec): 3 clusters Score: Raw -397777.795796 + Penalty 4734.842211 = -393042.953585 nChanged 41 SP:Iteration 35Q (2123.026443 sec): 3 clusters Score: Raw -397791.500744 + Penalty 4734.842211 = -393056.658533 nChanged 43 SP:Iteration 36Q (2123.147598 sec): 3 clusters Score: Raw -397804.735299 + Penalty 4734.842211 = -393069.893088 nChanged 44 SP:Iteration 37Q (2123.280203 sec): 3 clusters Score: Raw -397816.049914 + Penalty 4734.842211 = -393081.207703 nChanged 31 SP:Iteration 38Q (2123.438465 sec): 3 clusters Score: Raw -397823.520134 + Penalty 4734.842211 = -393088.677923 nChanged 28 SP:Iteration 39Q (2123.542953 sec): 3 clusters Score: Raw -397830.096339 + Penalty 4734.842211 = -393095.254128 nChanged 23 SP:Iteration 40F (2123.660675 sec): 3 clusters Score: Raw -397835.672959 + Penalty 4734.842211 = -393100.830748 nChanged 22 SP:Iteration 41Q (2123.808190 sec): 3 clusters Score: Raw -397839.842415 + Penalty 4734.842211 = -393105.000204 nChanged 16 SP:Iteration 42Q (2123.909363 sec): 3 clusters Score: Raw -397842.112369 + Penalty 4734.842211 = -393107.270158 nChanged 9 SP:Iteration 43Q (2124.054520 sec): 3 clusters Score: Raw -397844.037636 + Penalty 4734.842211 = -393109.195425 nChanged 15 SP:Iteration 44Q (2124.181095 sec): 3 clusters Score: Raw -397846.991662 + Penalty 4734.842211 = -393112.149451 nChanged 14 SP:Iteration 45Q (2124.282164 sec): 3 clusters Score: Raw -397849.504516 + Penalty 4734.842211 = -393114.662305 nChanged 13 SP:Iteration 46Q (2124.426932 sec): 3 clusters Score: Raw -397852.248326 + Penalty 4734.842211 = -393117.406115 nChanged 8 SP:Iteration 47Q (2124.558149 sec): 3 clusters Score: Raw -397853.606214 + Penalty 4734.842211 = -393118.764003 nChanged 6 SP:Iteration 48Q (2124.693549 sec): 3 clusters Score: Raw -397854.860378 + Penalty 4734.842211 = -393120.018167 nChanged 5 SP:Iteration 49Q (2124.834215 sec): 3 clusters Score: Raw -397856.008263 + Penalty 4734.842211 = -393121.166052 nChanged 7 SP:Iteration 50Q (2124.971643 sec): 3 clusters Score: Raw -397857.132866 + Penalty 4734.842211 = -393122.290655 nChanged 6 SP:Iteration 51Q (2125.097396 sec): 3 clusters Score: Raw -397858.379201 + Penalty 4734.842211 = -393123.536990 nChanged 4 SP:Iteration 52Q (2125.249286 sec): 3 clusters Score: Raw -397858.974284 + Penalty 4734.842211 = -393124.132073 nChanged 4 SP:Iteration 53Q (2125.376791 sec): 3 clusters Score: Raw -397859.270276 + Penalty 4734.842211 = -393124.428065 nChanged 4 SP:Iteration 54Q (2125.497748 sec): 3 clusters Score: Raw -397859.913463 + Penalty 4734.842211 = -393125.071252 nChanged 5 SP:Iteration 55Q (2125.591625 sec): 3 clusters Score: Raw -397861.048653 + Penalty 4734.842211 = -393126.206442 nChanged 6 SP:Iteration 56Q (2125.720644 sec): 3 clusters Score: Raw -397862.059213 + Penalty 4734.842211 = -393127.217002 nChanged 5 SP:Iteration 57Q (2125.847654 sec): 3 clusters Score: Raw -397862.703909 + Penalty 4734.842211 = -393127.861698 nChanged 1 SP:Iteration 58Q (2125.984860 sec): 3 clusters Score: Raw -397862.814691 + Penalty 4734.842211 = -393127.972480 nChanged 1 SP:Iteration 59Q (2126.126719 sec): 3 clusters Score: Raw -397863.235964 + Penalty 4734.842211 = -393128.393754 nChanged 5 SP:Iteration 60F (2126.250059 sec): 3 clusters Score: Raw -397864.115995 + Penalty 4734.842211 = -393129.273784 nChanged 2 SP:Iteration 61Q (2126.404884 sec): 3 clusters Score: Raw -397864.472845 + Penalty 4734.842211 = -393129.630635 nChanged 1 SP:Iteration 62Q (2126.538268 sec): 3 clusters Score: Raw -397864.621145 + Penalty 4734.842211 = -393129.778935 nChanged 1 SP:Iteration 63Q (2126.643433 sec): 3 clusters Score: Raw -397864.982901 + Penalty 4734.842211 = -393130.140690 nChanged 2 SP:Iteration 64Q (2126.759636 sec): 3 clusters Score: Raw -397865.549971 + Penalty 4734.842211 = -393130.707760 nChanged 4 SP:Iteration 65Q (2126.900696 sec): 3 clusters Score: Raw -397866.183088 + Penalty 4734.842211 = -393131.340877 nChanged 3 SP:Iteration 66Q (2127.020400 sec): 3 clusters Score: Raw -397867.133067 + Penalty 4734.842211 = -393132.290856 nChanged 3 SP:Iteration 67Q (2127.161175 sec): 3 clusters Score: Raw -397867.587996 + Penalty 4734.842211 = -393132.745785 nChanged 1 SP:Iteration 68Q (2127.286276 sec): 3 clusters Score: Raw -397867.718593 + Penalty 4734.842211 = -393132.876382 nChanged 1 SP:Iteration 69Q (2127.421764 sec): 3 clusters Score: Raw -397867.793015 + Penalty 4734.842211 = -393132.950804 nChanged 1 SP:Iteration 70Q (2127.536112 sec): 3 clusters Score: Raw -397867.893798 + Penalty 4734.842211 = -393133.051587 nChanged 0 SP:Iteration 71F (2127.641113 sec): 3 clusters Score: Raw -397867.893798 + Penalty 4734.842211 = -393133.051587 nChanged 0 Trying to split cluster 6 (3759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2127.717745 sec): 2 clusters Score: Raw -153643.767314 + Penalty 2173.223776 = -151470.543538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2127.834365 sec): 3 clusters Score: Raw -151948.791427 + Penalty 4346.447553 = -147602.343874 nChanged 1362 SP:Iteration 1F (2127.941678 sec): 3 clusters Score: Raw -152827.226757 + Penalty 4346.447553 = -148480.779204 nChanged 330 SP:Iteration 2F (2128.050202 sec): 3 clusters Score: Raw -153065.201488 + Penalty 4346.447553 = -148718.753935 nChanged 199 SP:Iteration 3F (2128.158754 sec): 3 clusters Score: Raw -153219.107972 + Penalty 4346.447553 = -148872.660420 nChanged 139 SP:Iteration 4Q (2128.292032 sec): 3 clusters Score: Raw -153314.191061 + Penalty 4346.447553 = -148967.743508 nChanged 106 SP:Iteration 5Q (2128.392572 sec): 3 clusters Score: Raw -153383.068717 + Penalty 4346.447553 = -149036.621164 nChanged 84 SP:Iteration 6Q (2128.516402 sec): 3 clusters Score: Raw -153431.816794 + Penalty 4346.447553 = -149085.369242 nChanged 77 SP:Iteration 7Q (2128.625030 sec): 3 clusters Score: Raw -153474.544802 + Penalty 4346.447553 = -149128.097250 nChanged 70 SP:Iteration 8Q (2128.749902 sec): 3 clusters Score: Raw -153514.944236 + Penalty 4346.447553 = -149168.496683 nChanged 65 SP:Iteration 9Q (2128.829623 sec): 3 clusters Score: Raw -153549.973583 + Penalty 4346.447553 = -149203.526030 nChanged 64 SP:Iteration 10Q (2128.959528 sec): 3 clusters Score: Raw -153587.680356 + Penalty 4346.447553 = -149241.232803 nChanged 61 SP:Iteration 11Q (2129.067596 sec): 3 clusters Score: Raw -153623.252589 + Penalty 4346.447553 = -149276.805036 nChanged 49 SP:Iteration 12Q (2129.189012 sec): 3 clusters Score: Raw -153649.714129 + Penalty 4346.447553 = -149303.266576 nChanged 48 SP:Iteration 13Q (2129.315104 sec): 3 clusters Score: Raw -153676.052661 + Penalty 4346.447553 = -149329.605109 nChanged 35 SP:Iteration 14Q (2129.409409 sec): 3 clusters Score: Raw -153697.981742 + Penalty 4346.447553 = -149351.534189 nChanged 40 SP:Iteration 15Q (2129.510985 sec): 3 clusters Score: Raw -153721.479955 + Penalty 4346.447553 = -149375.032402 nChanged 42 SP:Iteration 16Q (2129.654096 sec): 3 clusters Score: Raw -153740.809186 + Penalty 4346.447553 = -149394.361633 nChanged 29 SP:Iteration 17Q (2129.750212 sec): 3 clusters Score: Raw -153754.956452 + Penalty 4346.447553 = -149408.508900 nChanged 27 SP:Iteration 18Q (2129.868511 sec): 3 clusters Score: Raw -153769.167125 + Penalty 4346.447553 = -149422.719572 nChanged 32 SP:Iteration 19Q (2130.011530 sec): 3 clusters Score: Raw -153787.890727 + Penalty 4346.447553 = -149441.443175 nChanged 20 SP:Iteration 20F (2130.110626 sec): 3 clusters Score: Raw -153797.863307 + Penalty 4346.447553 = -149451.415754 nChanged 19 SP:Iteration 21Q (2130.222551 sec): 3 clusters Score: Raw -153810.520047 + Penalty 4346.447553 = -149464.072494 nChanged 22 SP:Iteration 22Q (2130.344072 sec): 3 clusters Score: Raw -153823.834580 + Penalty 4346.447553 = -149477.387027 nChanged 22 SP:Iteration 23Q (2130.438894 sec): 3 clusters Score: Raw -153837.911227 + Penalty 4346.447553 = -149491.463675 nChanged 29 SP:Iteration 24Q (2130.574860 sec): 3 clusters Score: Raw -153858.747174 + Penalty 4346.447553 = -149512.299621 nChanged 29 SP:Iteration 25Q (2130.661689 sec): 3 clusters Score: Raw -153877.151045 + Penalty 4346.447553 = -149530.703492 nChanged 25 SP:Iteration 26Q (2130.793776 sec): 3 clusters Score: Raw -153889.709227 + Penalty 4346.447553 = -149543.261674 nChanged 22 SP:Iteration 27Q (2130.913153 sec): 3 clusters Score: Raw -153902.732506 + Penalty 4346.447553 = -149556.284954 nChanged 15 SP:Iteration 28Q (2131.044234 sec): 3 clusters Score: Raw -153910.154322 + Penalty 4346.447553 = -149563.706770 nChanged 17 SP:Iteration 29Q (2131.168058 sec): 3 clusters Score: Raw -153921.387114 + Penalty 4346.447553 = -149574.939561 nChanged 11 SP:Iteration 30Q (2131.267099 sec): 3 clusters Score: Raw -153928.106512 + Penalty 4346.447553 = -149581.658960 nChanged 13 SP:Iteration 31Q (2131.386359 sec): 3 clusters Score: Raw -153935.203891 + Penalty 4346.447553 = -149588.756338 nChanged 12 SP:Iteration 32Q (2131.509198 sec): 3 clusters Score: Raw -153946.090707 + Penalty 4346.447553 = -149599.643154 nChanged 16 SP:Iteration 33Q (2131.630143 sec): 3 clusters Score: Raw -153954.177017 + Penalty 4346.447553 = -149607.729464 nChanged 8 SP:Iteration 34Q (2131.748070 sec): 3 clusters Score: Raw -153958.363055 + Penalty 4346.447553 = -149611.915503 nChanged 4 SP:Iteration 35Q (2131.848686 sec): 3 clusters Score: Raw -153961.818329 + Penalty 4346.447553 = -149615.370777 nChanged 6 SP:Iteration 36Q (2131.963018 sec): 3 clusters Score: Raw -153965.365861 + Penalty 4346.447553 = -149618.918308 nChanged 10 SP:Iteration 37Q (2132.122404 sec): 3 clusters Score: Raw -153970.479496 + Penalty 4346.447553 = -149624.031943 nChanged 12 SP:Iteration 38Q (2132.280693 sec): 3 clusters Score: Raw -153977.162598 + Penalty 4346.447553 = -149630.715046 nChanged 13 SP:Iteration 39Q (2132.326783 sec): 3 clusters Score: Raw -153982.027206 + Penalty 4346.447553 = -149635.579653 nChanged 6 SP:Iteration 40F (2132.454377 sec): 3 clusters Score: Raw -153986.048335 + Penalty 4346.447553 = -149639.600783 nChanged 10 SP:Iteration 41Q (2132.585276 sec): 3 clusters Score: Raw -153990.512395 + Penalty 4346.447553 = -149644.064843 nChanged 4 SP:Iteration 42Q (2132.695169 sec): 3 clusters Score: Raw -153991.980841 + Penalty 4346.447553 = -149645.533288 nChanged 4 SP:Iteration 43Q (2132.848644 sec): 3 clusters Score: Raw -153993.959800 + Penalty 4346.447553 = -149647.512247 nChanged 4 SP:Iteration 44Q (2132.948933 sec): 3 clusters Score: Raw -153995.466376 + Penalty 4346.447553 = -149649.018824 nChanged 3 SP:Iteration 45Q (2133.078101 sec): 3 clusters Score: Raw -153996.632188 + Penalty 4346.447553 = -149650.184635 nChanged 2 SP:Iteration 46Q (2133.206241 sec): 3 clusters Score: Raw -153997.327141 + Penalty 4346.447553 = -149650.879589 nChanged 5 SP:Iteration 47Q (2133.327360 sec): 3 clusters Score: Raw -154001.097225 + Penalty 4346.447553 = -149654.649672 nChanged 8 SP:Iteration 48Q (2133.477926 sec): 3 clusters Score: Raw -154004.945175 + Penalty 4346.447553 = -149658.497623 nChanged 7 SP:Iteration 49Q (2133.575507 sec): 3 clusters Score: Raw -154007.846587 + Penalty 4346.447553 = -149661.399034 nChanged 1 SP:Iteration 50Q (2133.698123 sec): 3 clusters Score: Raw -154008.278089 + Penalty 4346.447553 = -149661.830536 nChanged 2 SP:Iteration 51Q (2133.808672 sec): 3 clusters Score: Raw -154009.161089 + Penalty 4346.447553 = -149662.713537 nChanged 4 SP:Iteration 52Q (2133.911344 sec): 3 clusters Score: Raw -154010.278520 + Penalty 4346.447553 = -149663.830968 nChanged 2 SP:Iteration 53Q (2134.009651 sec): 3 clusters Score: Raw -154011.034410 + Penalty 4346.447553 = -149664.586857 nChanged 1 SP:Iteration 54Q (2134.146184 sec): 3 clusters Score: Raw -154011.595495 + Penalty 4346.447553 = -149665.147943 nChanged 1 SP:Iteration 55Q (2134.229474 sec): 3 clusters Score: Raw -154011.806749 + Penalty 4346.447553 = -149665.359196 nChanged 2 SP:Iteration 56Q (2134.358523 sec): 3 clusters Score: Raw -154012.744976 + Penalty 4346.447553 = -149666.297424 nChanged 5 SP:Iteration 57Q (2134.475957 sec): 3 clusters Score: Raw -154016.350805 + Penalty 4346.447553 = -149669.903253 nChanged 4 SP:Iteration 58Q (2134.553438 sec): 3 clusters Score: Raw -154018.777929 + Penalty 4346.447553 = -149672.330377 nChanged 8 SP:Iteration 59Q (2134.679304 sec): 3 clusters Score: Raw -154022.185877 + Penalty 4346.447553 = -149675.738325 nChanged 6 SP:Iteration 60F (2134.792886 sec): 3 clusters Score: Raw -154026.409049 + Penalty 4346.447553 = -149679.961496 nChanged 4 SP:Iteration 61Q (2134.915574 sec): 3 clusters Score: Raw -154029.364616 + Penalty 4346.447553 = -149682.917064 nChanged 7 SP:Iteration 62Q (2135.043416 sec): 3 clusters Score: Raw -154032.791888 + Penalty 4346.447553 = -149686.344336 nChanged 11 SP:Iteration 63Q (2135.168378 sec): 3 clusters Score: Raw -154039.378380 + Penalty 4346.447553 = -149692.930827 nChanged 4 SP:Iteration 64Q (2135.298025 sec): 3 clusters Score: Raw -154040.744404 + Penalty 4346.447553 = -149694.296851 nChanged 2 SP:Iteration 65Q (2135.428026 sec): 3 clusters Score: Raw -154042.013227 + Penalty 4346.447553 = -149695.565674 nChanged 1 SP:Iteration 66Q (2135.542550 sec): 3 clusters Score: Raw -154042.303847 + Penalty 4346.447553 = -149695.856294 nChanged 4 SP:Iteration 67Q (2135.670199 sec): 3 clusters Score: Raw -154043.475654 + Penalty 4346.447553 = -149697.028101 nChanged 6 SP:Iteration 68Q (2135.827250 sec): 3 clusters Score: Raw -154045.062554 + Penalty 4346.447553 = -149698.615002 nChanged 1 SP:Iteration 69Q (2135.927785 sec): 3 clusters Score: Raw -154045.351736 + Penalty 4346.447553 = -149698.904184 nChanged 2 SP:Iteration 70Q (2136.009870 sec): 3 clusters Score: Raw -154046.178764 + Penalty 4346.447553 = -149699.731211 nChanged 1 SP:Iteration 71Q (2136.136898 sec): 3 clusters Score: Raw -154046.367946 + Penalty 4346.447553 = -149699.920394 nChanged 1 SP:Iteration 72Q (2136.232285 sec): 3 clusters Score: Raw -154046.594518 + Penalty 4346.447553 = -149700.146965 nChanged 1 SP:Iteration 73Q (2136.344883 sec): 3 clusters Score: Raw -154046.789615 + Penalty 4346.447553 = -149700.342063 nChanged 0 SP:Iteration 74F (2136.430473 sec): 3 clusters Score: Raw -154046.789615 + Penalty 4346.447553 = -149700.342063 nChanged 0 Trying to split cluster 7 (2885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2136.512106 sec): 2 clusters Score: Raw -130592.069470 + Penalty 2103.361967 = -128488.707503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2136.588909 sec): 3 clusters Score: Raw -129458.104259 + Penalty 4206.723934 = -125251.380325 nChanged 947 SP:Iteration 1F (2136.698512 sec): 3 clusters Score: Raw -130045.238099 + Penalty 4206.723934 = -125838.514164 nChanged 219 SP:Iteration 2F (2136.807979 sec): 3 clusters Score: Raw -130228.206632 + Penalty 4206.723934 = -126021.482698 nChanged 140 SP:Iteration 3Q (2136.927252 sec): 3 clusters Score: Raw -130353.984567 + Penalty 4206.723934 = -126147.260632 nChanged 124 SP:Iteration 4Q (2137.049408 sec): 3 clusters Score: Raw -130474.391684 + Penalty 4206.723934 = -126267.667750 nChanged 120 SP:Iteration 5Q (2137.169354 sec): 3 clusters Score: Raw -130587.051676 + Penalty 4206.723934 = -126380.327741 nChanged 115 SP:Iteration 6Q (2137.282750 sec): 3 clusters Score: Raw -130699.209007 + Penalty 4206.723934 = -126492.485073 nChanged 112 SP:Iteration 7Q (2137.379029 sec): 3 clusters Score: Raw -130805.246944 + Penalty 4206.723934 = -126598.523009 nChanged 93 SP:Iteration 8Q (2137.486151 sec): 3 clusters Score: Raw -130887.678006 + Penalty 4206.723934 = -126680.954071 nChanged 73 SP:Iteration 9Q (2137.594808 sec): 3 clusters Score: Raw -130949.726838 + Penalty 4206.723934 = -126743.002903 nChanged 64 SP:Iteration 10Q (2137.709625 sec): 3 clusters Score: Raw -130994.479949 + Penalty 4206.723934 = -126787.756015 nChanged 53 SP:Iteration 11Q (2137.823143 sec): 3 clusters Score: Raw -131037.977424 + Penalty 4206.723934 = -126831.253490 nChanged 48 SP:Iteration 12Q (2137.931154 sec): 3 clusters Score: Raw -131086.715456 + Penalty 4206.723934 = -126879.991522 nChanged 43 SP:Iteration 13Q (2138.057861 sec): 3 clusters Score: Raw -131120.500800 + Penalty 4206.723934 = -126913.776866 nChanged 25 SP:Iteration 14Q (2138.181514 sec): 3 clusters Score: Raw -131136.215393 + Penalty 4206.723934 = -126929.491458 nChanged 23 SP:Iteration 15Q (2138.300175 sec): 3 clusters Score: Raw -131153.758803 + Penalty 4206.723934 = -126947.034868 nChanged 25 SP:Iteration 16Q (2138.418902 sec): 3 clusters Score: Raw -131168.337643 + Penalty 4206.723934 = -126961.613708 nChanged 18 SP:Iteration 17Q (2138.508018 sec): 3 clusters Score: Raw -131179.352465 + Penalty 4206.723934 = -126972.628531 nChanged 13 SP:Iteration 18Q (2138.609472 sec): 3 clusters Score: Raw -131186.919615 + Penalty 4206.723934 = -126980.195681 nChanged 12 SP:Iteration 19Q (2138.719022 sec): 3 clusters Score: Raw -131195.993750 + Penalty 4206.723934 = -126989.269816 nChanged 18 SP:Iteration 20F (2138.841698 sec): 3 clusters Score: Raw -131207.121029 + Penalty 4206.723934 = -127000.397094 nChanged 19 SP:Iteration 21Q (2138.932678 sec): 3 clusters Score: Raw -131219.159503 + Penalty 4206.723934 = -127012.435568 nChanged 12 SP:Iteration 22Q (2139.076656 sec): 3 clusters Score: Raw -131227.714549 + Penalty 4206.723934 = -127020.990615 nChanged 9 SP:Iteration 23Q (2139.166042 sec): 3 clusters Score: Raw -131232.641331 + Penalty 4206.723934 = -127025.917396 nChanged 9 SP:Iteration 24Q (2139.263678 sec): 3 clusters Score: Raw -131237.239930 + Penalty 4206.723934 = -127030.515995 nChanged 5 SP:Iteration 25Q (2139.390478 sec): 3 clusters Score: Raw -131240.269468 + Penalty 4206.723934 = -127033.545533 nChanged 5 SP:Iteration 26Q (2139.482901 sec): 3 clusters Score: Raw -131243.240709 + Penalty 4206.723934 = -127036.516775 nChanged 6 SP:Iteration 27Q (2139.596863 sec): 3 clusters Score: Raw -131246.147012 + Penalty 4206.723934 = -127039.423077 nChanged 3 SP:Iteration 28Q (2139.736354 sec): 3 clusters Score: Raw -131247.390987 + Penalty 4206.723934 = -127040.667053 nChanged 2 SP:Iteration 29Q (2139.840151 sec): 3 clusters Score: Raw -131248.403955 + Penalty 4206.723934 = -127041.680020 nChanged 2 SP:Iteration 30Q (2139.942646 sec): 3 clusters Score: Raw -131249.227501 + Penalty 4206.723934 = -127042.503566 nChanged 6 SP:Iteration 31Q (2140.050251 sec): 3 clusters Score: Raw -131251.734678 + Penalty 4206.723934 = -127045.010744 nChanged 3 SP:Iteration 32Q (2140.159298 sec): 3 clusters Score: Raw -131253.156894 + Penalty 4206.723934 = -127046.432960 nChanged 1 SP:Iteration 33Q (2140.271057 sec): 3 clusters Score: Raw -131254.071646 + Penalty 4206.723934 = -127047.347711 nChanged 2 SP:Iteration 34Q (2140.362129 sec): 3 clusters Score: Raw -131255.610868 + Penalty 4206.723934 = -127048.886933 nChanged 7 SP:Iteration 35Q (2140.484905 sec): 3 clusters Score: Raw -131259.663784 + Penalty 4206.723934 = -127052.939850 nChanged 5 SP:Iteration 36Q (2140.572101 sec): 3 clusters Score: Raw -131262.564981 + Penalty 4206.723934 = -127055.841047 nChanged 4 SP:Iteration 37Q (2140.687366 sec): 3 clusters Score: Raw -131264.380400 + Penalty 4206.723934 = -127057.656465 nChanged 3 SP:Iteration 38Q (2140.803515 sec): 3 clusters Score: Raw -131267.645276 + Penalty 4206.723934 = -127060.921342 nChanged 7 SP:Iteration 39Q (2140.919696 sec): 3 clusters Score: Raw -131273.412991 + Penalty 4206.723934 = -127066.689056 nChanged 9 SP:Iteration 40F (2141.030306 sec): 3 clusters Score: Raw -131278.211513 + Penalty 4206.723934 = -127071.487578 nChanged 9 SP:Iteration 41Q (2141.137703 sec): 3 clusters Score: Raw -131282.790436 + Penalty 4206.723934 = -127076.066501 nChanged 2 SP:Iteration 42Q (2141.259214 sec): 3 clusters Score: Raw -131283.707143 + Penalty 4206.723934 = -127076.983208 nChanged 4 SP:Iteration 43Q (2141.370604 sec): 3 clusters Score: Raw -131285.504202 + Penalty 4206.723934 = -127078.780267 nChanged 4 SP:Iteration 44Q (2141.484611 sec): 3 clusters Score: Raw -131287.391304 + Penalty 4206.723934 = -127080.667370 nChanged 2 SP:Iteration 45Q (2141.599592 sec): 3 clusters Score: Raw -131288.403833 + Penalty 4206.723934 = -127081.679898 nChanged 1 SP:Iteration 46Q (2141.761467 sec): 3 clusters Score: Raw -131288.599692 + Penalty 4206.723934 = -127081.875757 nChanged 0 SP:Iteration 47F (2141.886272 sec): 3 clusters Score: Raw -131288.599692 + Penalty 4206.723934 = -127081.875757 nChanged 0 Trying to split cluster 8 (4332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2141.947827 sec): 2 clusters Score: Raw -180209.000902 + Penalty 2210.679137 = -177998.321765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2142.063588 sec): 3 clusters Score: Raw -178187.252633 + Penalty 4421.358273 = -173765.894360 nChanged 1594 SP:Iteration 1F (2142.176161 sec): 3 clusters Score: Raw -179150.322508 + Penalty 4421.358273 = -174728.964235 nChanged 355 SP:Iteration 2F (2142.275504 sec): 3 clusters Score: Raw -179389.367514 + Penalty 4421.358273 = -174968.009241 nChanged 213 SP:Iteration 3Q (2142.393151 sec): 3 clusters Score: Raw -179531.292890 + Penalty 4421.358273 = -175109.934617 nChanged 150 SP:Iteration 4Q (2142.535893 sec): 3 clusters Score: Raw -179626.790289 + Penalty 4421.358273 = -175205.432016 nChanged 143 SP:Iteration 5Q (2142.657590 sec): 3 clusters Score: Raw -179710.463429 + Penalty 4421.358273 = -175289.105156 nChanged 129 SP:Iteration 6Q (2142.751073 sec): 3 clusters Score: Raw -179785.000276 + Penalty 4421.358273 = -175363.642002 nChanged 107 SP:Iteration 7Q (2142.872760 sec): 3 clusters Score: Raw -179847.329008 + Penalty 4421.358273 = -175425.970735 nChanged 92 SP:Iteration 8Q (2143.000259 sec): 3 clusters Score: Raw -179896.781064 + Penalty 4421.358273 = -175475.422791 nChanged 78 SP:Iteration 9Q (2143.127373 sec): 3 clusters Score: Raw -179933.065069 + Penalty 4421.358273 = -175511.706796 nChanged 75 SP:Iteration 10Q (2143.245286 sec): 3 clusters Score: Raw -179971.651928 + Penalty 4421.358273 = -175550.293655 nChanged 60 SP:Iteration 11Q (2143.369668 sec): 3 clusters Score: Raw -179998.336889 + Penalty 4421.358273 = -175576.978616 nChanged 51 SP:Iteration 12Q (2143.497875 sec): 3 clusters Score: Raw -180023.274830 + Penalty 4421.358273 = -175601.916557 nChanged 58 SP:Iteration 13Q (2143.629521 sec): 3 clusters Score: Raw -180050.005373 + Penalty 4421.358273 = -175628.647100 nChanged 57 SP:Iteration 14Q (2143.755380 sec): 3 clusters Score: Raw -180078.901967 + Penalty 4421.358273 = -175657.543694 nChanged 61 SP:Iteration 15Q (2143.885352 sec): 3 clusters Score: Raw -180112.262391 + Penalty 4421.358273 = -175690.904118 nChanged 59 SP:Iteration 16Q (2144.015756 sec): 3 clusters Score: Raw -180145.941666 + Penalty 4421.358273 = -175724.583393 nChanged 64 SP:Iteration 17Q (2144.128755 sec): 3 clusters Score: Raw -180177.825246 + Penalty 4421.358273 = -175756.466973 nChanged 52 SP:Iteration 18Q (2144.258900 sec): 3 clusters Score: Raw -180203.860563 + Penalty 4421.358273 = -175782.502290 nChanged 51 SP:Iteration 19Q (2144.386011 sec): 3 clusters Score: Raw -180231.130107 + Penalty 4421.358273 = -175809.771834 nChanged 49 SP:Iteration 20F (2144.499991 sec): 3 clusters Score: Raw -180257.548952 + Penalty 4421.358273 = -175836.190679 nChanged 40 SP:Iteration 21Q (2144.613113 sec): 3 clusters Score: Raw -180276.261956 + Penalty 4421.358273 = -175854.903683 nChanged 33 SP:Iteration 22Q (2144.732959 sec): 3 clusters Score: Raw -180292.798088 + Penalty 4421.358273 = -175871.439815 nChanged 33 SP:Iteration 23Q (2144.854533 sec): 3 clusters Score: Raw -180311.852859 + Penalty 4421.358273 = -175890.494586 nChanged 32 SP:Iteration 24Q (2144.985700 sec): 3 clusters Score: Raw -180328.509530 + Penalty 4421.358273 = -175907.151257 nChanged 25 SP:Iteration 25Q (2145.106185 sec): 3 clusters Score: Raw -180341.735894 + Penalty 4421.358273 = -175920.377621 nChanged 23 SP:Iteration 26Q (2145.196452 sec): 3 clusters Score: Raw -180352.834594 + Penalty 4421.358273 = -175931.476321 nChanged 21 SP:Iteration 27Q (2145.319666 sec): 3 clusters Score: Raw -180362.659960 + Penalty 4421.358273 = -175941.301686 nChanged 20 SP:Iteration 28Q (2145.465224 sec): 3 clusters Score: Raw -180371.003572 + Penalty 4421.358273 = -175949.645299 nChanged 15 SP:Iteration 29Q (2145.549892 sec): 3 clusters Score: Raw -180377.168546 + Penalty 4421.358273 = -175955.810273 nChanged 12 SP:Iteration 30Q (2145.689622 sec): 3 clusters Score: Raw -180382.509389 + Penalty 4421.358273 = -175961.151116 nChanged 16 SP:Iteration 31Q (2145.818454 sec): 3 clusters Score: Raw -180391.813931 + Penalty 4421.358273 = -175970.455658 nChanged 22 SP:Iteration 32Q (2145.977353 sec): 3 clusters Score: Raw -180402.505637 + Penalty 4421.358273 = -175981.147364 nChanged 16 SP:Iteration 33Q (2146.081999 sec): 3 clusters Score: Raw -180411.054472 + Penalty 4421.358273 = -175989.696199 nChanged 14 SP:Iteration 34Q (2146.215951 sec): 3 clusters Score: Raw -180417.957979 + Penalty 4421.358273 = -175996.599706 nChanged 12 SP:Iteration 35Q (2146.347581 sec): 3 clusters Score: Raw -180424.950650 + Penalty 4421.358273 = -176003.592377 nChanged 12 SP:Iteration 36Q (2146.479343 sec): 3 clusters Score: Raw -180428.206774 + Penalty 4421.358273 = -176006.848501 nChanged 5 SP:Iteration 37Q (2146.613180 sec): 3 clusters Score: Raw -180429.828787 + Penalty 4421.358273 = -176008.470513 nChanged 5 SP:Iteration 38Q (2146.728764 sec): 3 clusters Score: Raw -180430.955628 + Penalty 4421.358273 = -176009.597355 nChanged 0 SP:Iteration 39F (2146.863244 sec): 3 clusters Score: Raw -180430.955628 + Penalty 4421.358273 = -176009.597355 nChanged 0 Trying to split cluster 9 (4758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2146.903620 sec): 2 clusters Score: Raw -227554.231501 + Penalty 2235.441830 = -225318.789671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2147.039029 sec): 3 clusters Score: Raw -225339.456137 + Penalty 4470.883661 = -220868.572476 nChanged 1778 SP:Iteration 1F (2147.134912 sec): 3 clusters Score: Raw -226366.009567 + Penalty 4470.883661 = -221895.125906 nChanged 362 SP:Iteration 2F (2147.261352 sec): 3 clusters Score: Raw -226578.744346 + Penalty 4470.883661 = -222107.860685 nChanged 229 SP:Iteration 3Q (2147.428166 sec): 3 clusters Score: Raw -226709.215319 + Penalty 4470.883661 = -222238.331658 nChanged 165 SP:Iteration 4Q (2147.538730 sec): 3 clusters Score: Raw -226809.429198 + Penalty 4470.883661 = -222338.545538 nChanged 134 SP:Iteration 5Q (2147.664475 sec): 3 clusters Score: Raw -226880.472330 + Penalty 4470.883661 = -222409.588669 nChanged 111 SP:Iteration 6Q (2147.794747 sec): 3 clusters Score: Raw -226939.258366 + Penalty 4470.883661 = -222468.374706 nChanged 112 SP:Iteration 7Q (2147.939909 sec): 3 clusters Score: Raw -226994.435994 + Penalty 4470.883661 = -222523.552334 nChanged 109 SP:Iteration 8Q (2148.047954 sec): 3 clusters Score: Raw -227053.149490 + Penalty 4470.883661 = -222582.265829 nChanged 111 SP:Iteration 9Q (2148.150895 sec): 3 clusters Score: Raw -227124.600575 + Penalty 4470.883661 = -222653.716915 nChanged 105 SP:Iteration 10Q (2148.261177 sec): 3 clusters Score: Raw -227186.988434 + Penalty 4470.883661 = -222716.104773 nChanged 102 SP:Iteration 11Q (2148.393792 sec): 3 clusters Score: Raw -227240.441467 + Penalty 4470.883661 = -222769.557806 nChanged 105 SP:Iteration 12Q (2148.494269 sec): 3 clusters Score: Raw -227287.588003 + Penalty 4470.883661 = -222816.704342 nChanged 75 SP:Iteration 13Q (2148.626061 sec): 3 clusters Score: Raw -227325.751034 + Penalty 4470.883661 = -222854.867373 nChanged 79 SP:Iteration 14Q (2148.718378 sec): 3 clusters Score: Raw -227370.577566 + Penalty 4470.883661 = -222899.693905 nChanged 81 SP:Iteration 15Q (2148.842915 sec): 3 clusters Score: Raw -227410.544500 + Penalty 4470.883661 = -222939.660840 nChanged 79 SP:Iteration 16Q (2148.961911 sec): 3 clusters Score: Raw -227450.229511 + Penalty 4470.883661 = -222979.345850 nChanged 70 SP:Iteration 17Q (2149.105768 sec): 3 clusters Score: Raw -227485.498877 + Penalty 4470.883661 = -223014.615216 nChanged 60 SP:Iteration 18Q (2149.231249 sec): 3 clusters Score: Raw -227518.204032 + Penalty 4470.883661 = -223047.320372 nChanged 55 SP:Iteration 19Q (2149.361478 sec): 3 clusters Score: Raw -227551.453850 + Penalty 4470.883661 = -223080.570189 nChanged 72 SP:Iteration 20F (2149.482588 sec): 3 clusters Score: Raw -227593.610313 + Penalty 4470.883661 = -223122.726653 nChanged 66 SP:Iteration 21Q (2149.614076 sec): 3 clusters Score: Raw -227624.829638 + Penalty 4470.883661 = -223153.945977 nChanged 53 SP:Iteration 22Q (2149.778073 sec): 3 clusters Score: Raw -227651.680915 + Penalty 4470.883661 = -223180.797254 nChanged 44 SP:Iteration 23Q (2149.916887 sec): 3 clusters Score: Raw -227676.353614 + Penalty 4470.883661 = -223205.469953 nChanged 43 SP:Iteration 24Q (2150.021635 sec): 3 clusters Score: Raw -227698.418269 + Penalty 4470.883661 = -223227.534608 nChanged 37 SP:Iteration 25Q (2150.152383 sec): 3 clusters Score: Raw -227717.581328 + Penalty 4470.883661 = -223246.697668 nChanged 40 SP:Iteration 26Q (2150.282771 sec): 3 clusters Score: Raw -227739.777404 + Penalty 4470.883661 = -223268.893743 nChanged 35 SP:Iteration 27Q (2150.396037 sec): 3 clusters Score: Raw -227755.819010 + Penalty 4470.883661 = -223284.935349 nChanged 32 SP:Iteration 28Q (2150.511672 sec): 3 clusters Score: Raw -227770.087963 + Penalty 4470.883661 = -223299.204302 nChanged 27 SP:Iteration 29Q (2150.625586 sec): 3 clusters Score: Raw -227780.652223 + Penalty 4470.883661 = -223309.768562 nChanged 25 SP:Iteration 30Q (2150.732497 sec): 3 clusters Score: Raw -227789.539520 + Penalty 4470.883661 = -223318.655859 nChanged 15 SP:Iteration 31Q (2150.853179 sec): 3 clusters Score: Raw -227797.111479 + Penalty 4470.883661 = -223326.227818 nChanged 17 SP:Iteration 32Q (2150.947727 sec): 3 clusters Score: Raw -227804.811894 + Penalty 4470.883661 = -223333.928233 nChanged 12 SP:Iteration 33Q (2151.063192 sec): 3 clusters Score: Raw -227809.578192 + Penalty 4470.883661 = -223338.694531 nChanged 8 SP:Iteration 34Q (2151.181828 sec): 3 clusters Score: Raw -227812.155102 + Penalty 4470.883661 = -223341.271442 nChanged 7 SP:Iteration 35Q (2151.310654 sec): 3 clusters Score: Raw -227814.319129 + Penalty 4470.883661 = -223343.435468 nChanged 5 SP:Iteration 36Q (2151.430589 sec): 3 clusters Score: Raw -227816.091778 + Penalty 4470.883661 = -223345.208117 nChanged 5 SP:Iteration 37Q (2151.561349 sec): 3 clusters Score: Raw -227818.439084 + Penalty 4470.883661 = -223347.555423 nChanged 7 SP:Iteration 38Q (2151.687654 sec): 3 clusters Score: Raw -227820.852393 + Penalty 4470.883661 = -223349.968732 nChanged 7 SP:Iteration 39Q (2151.803353 sec): 3 clusters Score: Raw -227823.264380 + Penalty 4470.883661 = -223352.380719 nChanged 8 SP:Iteration 40F (2151.925784 sec): 3 clusters Score: Raw -227826.148781 + Penalty 4470.883661 = -223355.265120 nChanged 6 SP:Iteration 41Q (2152.040999 sec): 3 clusters Score: Raw -227828.823056 + Penalty 4470.883661 = -223357.939395 nChanged 9 SP:Iteration 42Q (2152.171154 sec): 3 clusters Score: Raw -227834.140501 + Penalty 4470.883661 = -223363.256840 nChanged 12 SP:Iteration 43Q (2152.297603 sec): 3 clusters Score: Raw -227841.259421 + Penalty 4470.883661 = -223370.375760 nChanged 19 SP:Iteration 44Q (2152.395933 sec): 3 clusters Score: Raw -227851.172648 + Penalty 4470.883661 = -223380.288988 nChanged 15 SP:Iteration 45Q (2152.538172 sec): 3 clusters Score: Raw -227858.423511 + Penalty 4470.883661 = -223387.539850 nChanged 14 SP:Iteration 46Q (2152.634519 sec): 3 clusters Score: Raw -227865.948709 + Penalty 4470.883661 = -223395.065049 nChanged 15 SP:Iteration 47Q (2152.803975 sec): 3 clusters Score: Raw -227873.958275 + Penalty 4470.883661 = -223403.074614 nChanged 18 SP:Iteration 48Q (2152.930791 sec): 3 clusters Score: Raw -227883.558935 + Penalty 4470.883661 = -223412.675274 nChanged 11 SP:Iteration 49Q (2153.057092 sec): 3 clusters Score: Raw -227889.237292 + Penalty 4470.883661 = -223418.353631 nChanged 9 SP:Iteration 50Q (2153.187749 sec): 3 clusters Score: Raw -227892.781135 + Penalty 4470.883661 = -223421.897474 nChanged 7 SP:Iteration 51Q (2153.329237 sec): 3 clusters Score: Raw -227895.849401 + Penalty 4470.883661 = -223424.965741 nChanged 11 SP:Iteration 52Q (2153.435994 sec): 3 clusters Score: Raw -227900.293503 + Penalty 4470.883661 = -223429.409842 nChanged 11 SP:Iteration 53Q (2153.569978 sec): 3 clusters Score: Raw -227904.771731 + Penalty 4470.883661 = -223433.888070 nChanged 12 SP:Iteration 54Q (2153.697170 sec): 3 clusters Score: Raw -227909.617600 + Penalty 4470.883661 = -223438.733939 nChanged 7 SP:Iteration 55Q (2153.813270 sec): 3 clusters Score: Raw -227913.413893 + Penalty 4470.883661 = -223442.530233 nChanged 8 SP:Iteration 56Q (2153.930617 sec): 3 clusters Score: Raw -227916.863742 + Penalty 4470.883661 = -223445.980081 nChanged 7 SP:Iteration 57Q (2154.042673 sec): 3 clusters Score: Raw -227919.929051 + Penalty 4470.883661 = -223449.045390 nChanged 5 SP:Iteration 58Q (2154.185316 sec): 3 clusters Score: Raw -227921.640799 + Penalty 4470.883661 = -223450.757138 nChanged 3 SP:Iteration 59Q (2154.275025 sec): 3 clusters Score: Raw -227922.422644 + Penalty 4470.883661 = -223451.538983 nChanged 1 SP:Iteration 60F (2154.392194 sec): 3 clusters Score: Raw -227922.979776 + Penalty 4470.883661 = -223452.096115 nChanged 1 SP:Iteration 61Q (2154.521630 sec): 3 clusters Score: Raw -227923.165412 + Penalty 4470.883661 = -223452.281751 nChanged 1 SP:Iteration 62Q (2154.625272 sec): 3 clusters Score: Raw -227923.607102 + Penalty 4470.883661 = -223452.723441 nChanged 2 SP:Iteration 63Q (2154.754456 sec): 3 clusters Score: Raw -227924.392254 + Penalty 4470.883661 = -223453.508593 nChanged 0 SP:Iteration 64F (2154.884534 sec): 3 clusters Score: Raw -227924.392254 + Penalty 4470.883661 = -223453.508593 nChanged 0 Trying to split cluster 10 (33512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2155.092685 sec): 2 clusters Score: Raw -1547109.282567 + Penalty 2750.789940 = -1544358.492628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2155.289378 sec): 3 clusters Score: Raw -1526999.069113 + Penalty 5501.579879 = -1521497.489234 nChanged 15132 SP:Iteration 1F (2155.508320 sec): 3 clusters Score: Raw -1535493.808076 + Penalty 5501.579879 = -1529992.228197 nChanged 1851 SP:Iteration 2F (2155.719206 sec): 3 clusters Score: Raw -1536325.349543 + Penalty 5501.579879 = -1530823.769663 nChanged 1782 SP:Iteration 3F (2155.938272 sec): 3 clusters Score: Raw -1537081.208350 + Penalty 5501.579879 = -1531579.628471 nChanged 1661 SP:Iteration 4Q (2156.203149 sec): 3 clusters Score: Raw -1537752.873967 + Penalty 5501.579879 = -1532251.294088 nChanged 1518 SP:Iteration 5Q (2156.470890 sec): 3 clusters Score: Raw -1538352.229602 + Penalty 5501.579879 = -1532850.649723 nChanged 1413 SP:Iteration 6Q (2156.693811 sec): 3 clusters Score: Raw -1538924.596959 + Penalty 5501.579879 = -1533423.017080 nChanged 1362 SP:Iteration 7Q (2156.930586 sec): 3 clusters Score: Raw -1539484.318472 + Penalty 5501.579879 = -1533982.738592 nChanged 1384 SP:Iteration 8Q (2157.141493 sec): 3 clusters Score: Raw -1540033.288401 + Penalty 5501.579879 = -1534531.708521 nChanged 1241 SP:Iteration 9Q (2157.339962 sec): 3 clusters Score: Raw -1540504.364807 + Penalty 5501.579879 = -1535002.784928 nChanged 1149 SP:Iteration 10Q (2157.596466 sec): 3 clusters Score: Raw -1540952.401018 + Penalty 5501.579879 = -1535450.821139 nChanged 1065 SP:Iteration 11Q (2157.859582 sec): 3 clusters Score: Raw -1541335.220332 + Penalty 5501.579879 = -1535833.640453 nChanged 909 SP:Iteration 12Q (2158.034551 sec): 3 clusters Score: Raw -1541649.347375 + Penalty 5501.579879 = -1536147.767495 nChanged 783 SP:Iteration 13Q (2158.234667 sec): 3 clusters Score: Raw -1541905.162437 + Penalty 5501.579879 = -1536403.582557 nChanged 691 SP:Iteration 14Q (2158.465292 sec): 3 clusters Score: Raw -1542111.106236 + Penalty 5501.579879 = -1536609.526356 nChanged 648 SP:Iteration 15Q (2158.655604 sec): 3 clusters Score: Raw -1542300.646730 + Penalty 5501.579879 = -1536799.066851 nChanged 546 SP:Iteration 16Q (2158.878119 sec): 3 clusters Score: Raw -1542477.555707 + Penalty 5501.579879 = -1536975.975827 nChanged 541 SP:Iteration 17Q (2159.116971 sec): 3 clusters Score: Raw -1542654.964060 + Penalty 5501.579879 = -1537153.384181 nChanged 519 SP:Iteration 18Q (2159.368415 sec): 3 clusters Score: Raw -1542804.563539 + Penalty 5501.579879 = -1537302.983660 nChanged 485 SP:Iteration 19Q (2159.571642 sec): 3 clusters Score: Raw -1542922.375265 + Penalty 5501.579879 = -1537420.795385 nChanged 415 SP:Iteration 20F (2159.743842 sec): 3 clusters Score: Raw -1543007.956743 + Penalty 5501.579879 = -1537506.376864 nChanged 348 SP:Iteration 21Q (2159.975377 sec): 3 clusters Score: Raw -1543083.728310 + Penalty 5501.579879 = -1537582.148431 nChanged 352 SP:Iteration 22Q (2160.233951 sec): 3 clusters Score: Raw -1543154.193342 + Penalty 5501.579879 = -1537652.613462 nChanged 328 SP:Iteration 23Q (2160.446594 sec): 3 clusters Score: Raw -1543212.980078 + Penalty 5501.579879 = -1537711.400199 nChanged 296 SP:Iteration 24Q (2160.654980 sec): 3 clusters Score: Raw -1543268.538805 + Penalty 5501.579879 = -1537766.958925 nChanged 289 SP:Iteration 25Q (2160.860506 sec): 3 clusters Score: Raw -1543323.241095 + Penalty 5501.579879 = -1537821.661216 nChanged 270 SP:Iteration 26Q (2161.062564 sec): 3 clusters Score: Raw -1543373.374806 + Penalty 5501.579879 = -1537871.794927 nChanged 276 SP:Iteration 27Q (2161.313226 sec): 3 clusters Score: Raw -1543423.450371 + Penalty 5501.579879 = -1537921.870492 nChanged 258 SP:Iteration 28Q (2161.548623 sec): 3 clusters Score: Raw -1543466.416376 + Penalty 5501.579879 = -1537964.836497 nChanged 251 SP:Iteration 29Q (2161.801426 sec): 3 clusters Score: Raw -1543517.938841 + Penalty 5501.579879 = -1538016.358961 nChanged 284 SP:Iteration 30Q (2161.959101 sec): 3 clusters Score: Raw -1543572.583557 + Penalty 5501.579879 = -1538071.003678 nChanged 265 SP:Iteration 31Q (2162.154965 sec): 3 clusters Score: Raw -1543621.225636 + Penalty 5501.579879 = -1538119.645757 nChanged 265 SP:Iteration 32Q (2162.349652 sec): 3 clusters Score: Raw -1543669.968506 + Penalty 5501.579879 = -1538168.388626 nChanged 267 SP:Iteration 33Q (2162.559503 sec): 3 clusters Score: Raw -1543720.092010 + Penalty 5501.579879 = -1538218.512130 nChanged 264 SP:Iteration 34Q (2162.741927 sec): 3 clusters Score: Raw -1543767.255829 + Penalty 5501.579879 = -1538265.675949 nChanged 259 SP:Iteration 35Q (2162.950504 sec): 3 clusters Score: Raw -1543809.840668 + Penalty 5501.579879 = -1538308.260788 nChanged 257 SP:Iteration 36Q (2163.098528 sec): 3 clusters Score: Raw -1543856.938432 + Penalty 5501.579879 = -1538355.358553 nChanged 263 SP:Iteration 37Q (2163.353773 sec): 3 clusters Score: Raw -1543905.580812 + Penalty 5501.579879 = -1538404.000933 nChanged 264 SP:Iteration 38Q (2163.582694 sec): 3 clusters Score: Raw -1543954.838444 + Penalty 5501.579879 = -1538453.258565 nChanged 247 SP:Iteration 39Q (2163.774732 sec): 3 clusters Score: Raw -1544000.110147 + Penalty 5501.579879 = -1538498.530267 nChanged 248 SP:Iteration 40F (2163.988321 sec): 3 clusters Score: Raw -1544046.725604 + Penalty 5501.579879 = -1538545.145724 nChanged 250 SP:Iteration 41Q (2164.200429 sec): 3 clusters Score: Raw -1544096.896902 + Penalty 5501.579879 = -1538595.317023 nChanged 266 SP:Iteration 42Q (2164.422987 sec): 3 clusters Score: Raw -1544148.130359 + Penalty 5501.579879 = -1538646.550479 nChanged 269 SP:Iteration 43Q (2164.609308 sec): 3 clusters Score: Raw -1544203.039332 + Penalty 5501.579879 = -1538701.459452 nChanged 246 SP:Iteration 44Q (2164.793733 sec): 3 clusters Score: Raw -1544251.724787 + Penalty 5501.579879 = -1538750.144908 nChanged 255 SP:Iteration 45Q (2164.963638 sec): 3 clusters Score: Raw -1544303.829538 + Penalty 5501.579879 = -1538802.249658 nChanged 266 SP:Iteration 46Q (2165.157941 sec): 3 clusters Score: Raw -1544355.912063 + Penalty 5501.579879 = -1538854.332183 nChanged 267 SP:Iteration 47Q (2165.373728 sec): 3 clusters Score: Raw -1544408.956550 + Penalty 5501.579879 = -1538907.376671 nChanged 296 SP:Iteration 48Q (2165.585214 sec): 3 clusters Score: Raw -1544471.633249 + Penalty 5501.579879 = -1538970.053370 nChanged 285 SP:Iteration 49Q (2165.775959 sec): 3 clusters Score: Raw -1544527.854563 + Penalty 5501.579879 = -1539026.274683 nChanged 290 SP:Iteration 50Q (2165.994163 sec): 3 clusters Score: Raw -1544585.254719 + Penalty 5501.579879 = -1539083.674839 nChanged 269 SP:Iteration 51Q (2166.155589 sec): 3 clusters Score: Raw -1544636.914393 + Penalty 5501.579879 = -1539135.334514 nChanged 258 SP:Iteration 52Q (2166.304399 sec): 3 clusters Score: Raw -1544683.805139 + Penalty 5501.579879 = -1539182.225259 nChanged 233 SP:Iteration 53Q (2166.526833 sec): 3 clusters Score: Raw -1544728.260498 + Penalty 5501.579879 = -1539226.680618 nChanged 225 SP:Iteration 54Q (2166.696659 sec): 3 clusters Score: Raw -1544773.149004 + Penalty 5501.579879 = -1539271.569124 nChanged 227 SP:Iteration 55Q (2166.899002 sec): 3 clusters Score: Raw -1544820.920998 + Penalty 5501.579879 = -1539319.341118 nChanged 257 SP:Iteration 56Q (2167.109194 sec): 3 clusters Score: Raw -1544878.227744 + Penalty 5501.579879 = -1539376.647864 nChanged 254 SP:Iteration 57Q (2167.340601 sec): 3 clusters Score: Raw -1544937.152478 + Penalty 5501.579879 = -1539435.572598 nChanged 267 SP:Iteration 58Q (2167.513034 sec): 3 clusters Score: Raw -1544997.614275 + Penalty 5501.579879 = -1539496.034396 nChanged 257 SP:Iteration 59Q (2167.712780 sec): 3 clusters Score: Raw -1545058.261695 + Penalty 5501.579879 = -1539556.681816 nChanged 272 SP:Iteration 60F (2167.952599 sec): 3 clusters Score: Raw -1545126.707723 + Penalty 5501.579879 = -1539625.127843 nChanged 276 SP:Iteration 61Q (2168.120305 sec): 3 clusters Score: Raw -1545196.252119 + Penalty 5501.579879 = -1539694.672239 nChanged 270 SP:Iteration 62Q (2168.330108 sec): 3 clusters Score: Raw -1545267.590116 + Penalty 5501.579879 = -1539766.010237 nChanged 283 SP:Iteration 63Q (2168.527759 sec): 3 clusters Score: Raw -1545358.208151 + Penalty 5501.579879 = -1539856.628272 nChanged 299 SP:Iteration 64Q (2168.725163 sec): 3 clusters Score: Raw -1545455.262929 + Penalty 5501.579879 = -1539953.683049 nChanged 298 SP:Iteration 65Q (2168.948266 sec): 3 clusters Score: Raw -1545549.225171 + Penalty 5501.579879 = -1540047.645291 nChanged 284 SP:Iteration 66Q (2169.164128 sec): 3 clusters Score: Raw -1545625.610346 + Penalty 5501.579879 = -1540124.030467 nChanged 266 SP:Iteration 67Q (2169.367902 sec): 3 clusters Score: Raw -1545698.846202 + Penalty 5501.579879 = -1540197.266322 nChanged 256 SP:Iteration 68Q (2169.564218 sec): 3 clusters Score: Raw -1545772.648610 + Penalty 5501.579879 = -1540271.068731 nChanged 258 SP:Iteration 69Q (2169.770916 sec): 3 clusters Score: Raw -1545849.744398 + Penalty 5501.579879 = -1540348.164519 nChanged 259 SP:Iteration 70Q (2169.983945 sec): 3 clusters Score: Raw -1545924.581133 + Penalty 5501.579879 = -1540423.001254 nChanged 244 SP:Iteration 71Q (2170.159809 sec): 3 clusters Score: Raw -1545997.735641 + Penalty 5501.579879 = -1540496.155761 nChanged 213 SP:Iteration 72Q (2170.349225 sec): 3 clusters Score: Raw -1546055.063240 + Penalty 5501.579879 = -1540553.483361 nChanged 192 SP:Iteration 73Q (2170.556002 sec): 3 clusters Score: Raw -1546107.607421 + Penalty 5501.579879 = -1540606.027541 nChanged 193 SP:Iteration 74Q (2170.742831 sec): 3 clusters Score: Raw -1546168.066162 + Penalty 5501.579879 = -1540666.486282 nChanged 206 SP:Iteration 75Q (2170.941023 sec): 3 clusters Score: Raw -1546228.899846 + Penalty 5501.579879 = -1540727.319967 nChanged 188 SP:Iteration 76Q (2171.122814 sec): 3 clusters Score: Raw -1546291.032354 + Penalty 5501.579879 = -1540789.452475 nChanged 185 SP:Iteration 77Q (2171.336524 sec): 3 clusters Score: Raw -1546354.192235 + Penalty 5501.579879 = -1540852.612355 nChanged 187 SP:Iteration 78Q (2171.520202 sec): 3 clusters Score: Raw -1546421.095374 + Penalty 5501.579879 = -1540919.515495 nChanged 189 SP:Iteration 79Q (2171.708657 sec): 3 clusters Score: Raw -1546486.923429 + Penalty 5501.579879 = -1540985.343549 nChanged 200 SP:Iteration 80F (2171.993158 sec): 3 clusters Score: Raw -1546563.882235 + Penalty 5501.579879 = -1541062.302355 nChanged 169 SP:Iteration 81Q (2172.191889 sec): 3 clusters Score: Raw -1546637.617337 + Penalty 5501.579879 = -1541136.037457 nChanged 160 SP:Iteration 82Q (2172.394546 sec): 3 clusters Score: Raw -1546701.477966 + Penalty 5501.579879 = -1541199.898086 nChanged 155 SP:Iteration 83Q (2172.603532 sec): 3 clusters Score: Raw -1546757.712644 + Penalty 5501.579879 = -1541256.132765 nChanged 141 SP:Iteration 84Q (2172.821373 sec): 3 clusters Score: Raw -1546814.930411 + Penalty 5501.579879 = -1541313.350531 nChanged 133 SP:Iteration 85Q (2173.045587 sec): 3 clusters Score: Raw -1546863.410763 + Penalty 5501.579879 = -1541361.830884 nChanged 121 SP:Iteration 86Q (2173.236231 sec): 3 clusters Score: Raw -1546911.321319 + Penalty 5501.579879 = -1541409.741440 nChanged 114 SP:Iteration 87Q (2173.438328 sec): 3 clusters Score: Raw -1546957.058616 + Penalty 5501.579879 = -1541455.478736 nChanged 103 SP:Iteration 88Q (2173.639838 sec): 3 clusters Score: Raw -1546997.415048 + Penalty 5501.579879 = -1541495.835168 nChanged 95 SP:Iteration 89Q (2173.865078 sec): 3 clusters Score: Raw -1547038.491732 + Penalty 5501.579879 = -1541536.911853 nChanged 91 SP:Iteration 90Q (2174.077740 sec): 3 clusters Score: Raw -1547080.984750 + Penalty 5501.579879 = -1541579.404871 nChanged 74 SP:Iteration 91Q (2174.263751 sec): 3 clusters Score: Raw -1547118.900411 + Penalty 5501.579879 = -1541617.320531 nChanged 73 SP:Iteration 92Q (2174.465184 sec): 3 clusters Score: Raw -1547151.824568 + Penalty 5501.579879 = -1541650.244688 nChanged 70 SP:Iteration 93Q (2174.665003 sec): 3 clusters Score: Raw -1547190.003103 + Penalty 5501.579879 = -1541688.423224 nChanged 67 SP:Iteration 94Q (2174.834865 sec): 3 clusters Score: Raw -1547220.887092 + Penalty 5501.579879 = -1541719.307213 nChanged 58 SP:Iteration 95Q (2175.033379 sec): 3 clusters Score: Raw -1547249.372945 + Penalty 5501.579879 = -1541747.793066 nChanged 62 SP:Iteration 96Q (2175.223650 sec): 3 clusters Score: Raw -1547278.532040 + Penalty 5501.579879 = -1541776.952160 nChanged 54 SP:Iteration 97Q (2175.408380 sec): 3 clusters Score: Raw -1547306.158353 + Penalty 5501.579879 = -1541804.578473 nChanged 44 SP:Iteration 98Q (2175.590883 sec): 3 clusters Score: Raw -1547328.541177 + Penalty 5501.579879 = -1541826.961297 nChanged 34 SP:Iteration 99Q (2175.781463 sec): 3 clusters Score: Raw -1547344.587514 + Penalty 5501.579879 = -1541843.007635 nChanged 27 SP:Iteration 100F (2175.989695 sec): 3 clusters Score: Raw -1547357.088296 + Penalty 5501.579879 = -1541855.508416 nChanged 29 SP:Iteration 101Q (2176.174703 sec): 3 clusters Score: Raw -1547370.825298 + Penalty 5501.579879 = -1541869.245418 nChanged 27 SP:Iteration 102Q (2176.361272 sec): 3 clusters Score: Raw -1547382.587518 + Penalty 5501.579879 = -1541881.007639 nChanged 23 SP:Iteration 103Q (2176.567511 sec): 3 clusters Score: Raw -1547393.730719 + Penalty 5501.579879 = -1541892.150839 nChanged 26 SP:Iteration 104Q (2176.763723 sec): 3 clusters Score: Raw -1547404.940834 + Penalty 5501.579879 = -1541903.360955 nChanged 18 SP:Iteration 105Q (2176.942467 sec): 3 clusters Score: Raw -1547413.182121 + Penalty 5501.579879 = -1541911.602242 nChanged 13 SP:Iteration 106Q (2177.151997 sec): 3 clusters Score: Raw -1547419.319337 + Penalty 5501.579879 = -1541917.739457 nChanged 13 SP:Iteration 107Q (2177.323566 sec): 3 clusters Score: Raw -1547426.230415 + Penalty 5501.579879 = -1541924.650536 nChanged 15 SP:Iteration 108Q (2177.522630 sec): 3 clusters Score: Raw -1547433.016442 + Penalty 5501.579879 = -1541931.436563 nChanged 8 SP:Iteration 109Q (2177.726149 sec): 3 clusters Score: Raw -1547436.776451 + Penalty 5501.579879 = -1541935.196571 nChanged 5 SP:Iteration 110Q (2177.909737 sec): 3 clusters Score: Raw -1547439.303456 + Penalty 5501.579879 = -1541937.723577 nChanged 2 SP:Iteration 111Q (2178.059121 sec): 3 clusters Score: Raw -1547440.026852 + Penalty 5501.579879 = -1541938.446972 nChanged 2 SP:Iteration 112Q (2178.273752 sec): 3 clusters Score: Raw -1547441.641537 + Penalty 5501.579879 = -1541940.061658 nChanged 6 SP:Iteration 113Q (2178.465340 sec): 3 clusters Score: Raw -1547444.628747 + Penalty 5501.579879 = -1541943.048868 nChanged 7 SP:Iteration 114Q (2178.671738 sec): 3 clusters Score: Raw -1547448.262454 + Penalty 5501.579879 = -1541946.682575 nChanged 5 SP:Iteration 115Q (2178.874017 sec): 3 clusters Score: Raw -1547450.447478 + Penalty 5501.579879 = -1541948.867598 nChanged 2 SP:Iteration 116Q (2179.058631 sec): 3 clusters Score: Raw -1547451.603601 + Penalty 5501.579879 = -1541950.023721 nChanged 2 SP:Iteration 117Q (2179.257752 sec): 3 clusters Score: Raw -1547452.702624 + Penalty 5501.579879 = -1541951.122744 nChanged 3 SP:Iteration 118Q (2179.460063 sec): 3 clusters Score: Raw -1547454.023162 + Penalty 5501.579879 = -1541952.443283 nChanged 2 SP:Iteration 119Q (2179.647221 sec): 3 clusters Score: Raw -1547455.026238 + Penalty 5501.579879 = -1541953.446359 nChanged 3 SP:Iteration 120F (2179.897669 sec): 3 clusters Score: Raw -1547456.204068 + Penalty 5501.579879 = -1541954.624189 nChanged 2 SP:Iteration 121Q (2180.126604 sec): 3 clusters Score: Raw -1547456.948711 + Penalty 5501.579879 = -1541955.368832 nChanged 1 SP:Iteration 122Q (2180.377944 sec): 3 clusters Score: Raw -1547457.250726 + Penalty 5501.579879 = -1541955.670846 nChanged 0 SP:Iteration 123F (2180.579678 sec): 3 clusters Score: Raw -1547457.250726 + Penalty 5501.579879 = -1541955.670846 nChanged 0 Iteration 99Q (2181.616656 sec): 9 clusters Score: Raw -2939126.534284 + Penalty 23450.904786 = -2915675.629498 nChanged 27 Iteration 100F (2182.701007 sec): 9 clusters Score: Raw -2939129.298245 + Penalty 23450.904786 = -2915678.393459 nChanged 24 Iteration 101Q (2183.594681 sec): 9 clusters Score: Raw -2939131.965489 + Penalty 23450.904786 = -2915681.060703 nChanged 16 Iteration 102Q (2184.459890 sec): 9 clusters Score: Raw -2939133.559731 + Penalty 23450.904786 = -2915682.654945 nChanged 9 Iteration 103Q (2185.197061 sec): 9 clusters Score: Raw -2939134.687430 + Penalty 23450.904786 = -2915683.782644 nChanged 15 Iteration 104Q (2186.047722 sec): 9 clusters Score: Raw -2939136.465148 + Penalty 23450.904786 = -2915685.560362 nChanged 10 Iteration 105Q (2187.049511 sec): 9 clusters Score: Raw -2939137.718855 + Penalty 23450.904786 = -2915686.814069 nChanged 14 Iteration 106Q (2187.970919 sec): 9 clusters Score: Raw -2939139.219130 + Penalty 23450.904786 = -2915688.314344 nChanged 16 Iteration 107Q (2188.933923 sec): 9 clusters Score: Raw -2939140.716879 + Penalty 23450.904786 = -2915689.812093 nChanged 17 Iteration 108Q (2189.769586 sec): 9 clusters Score: Raw -2939142.402788 + Penalty 23450.904786 = -2915691.498002 nChanged 15 Iteration 109Q (2190.565410 sec): 9 clusters Score: Raw -2939143.994782 + Penalty 23450.904786 = -2915693.089996 nChanged 10 Iteration 110Q (2191.153062 sec): 9 clusters Score: Raw -2939144.953889 + Penalty 23450.904786 = -2915694.049103 nChanged 9 Iteration 111Q (2191.982911 sec): 9 clusters Score: Raw -2939146.099653 + Penalty 23450.904786 = -2915695.194867 nChanged 16 Iteration 112Q (2192.516327 sec): 9 clusters Score: Raw -2939147.374822 + Penalty 23450.904786 = -2915696.470036 nChanged 9 Iteration 113Q (2193.160886 sec): 9 clusters Score: Raw -2939148.576590 + Penalty 23450.904786 = -2915697.671804 nChanged 10 Iteration 114Q (2194.026575 sec): 9 clusters Score: Raw -2939149.512245 + Penalty 23450.904786 = -2915698.607459 nChanged 8 Iteration 115Q (2194.855876 sec): 9 clusters Score: Raw -2939150.858597 + Penalty 23450.904786 = -2915699.953811 nChanged 9 Iteration 116Q (2195.663680 sec): 9 clusters Score: Raw -2939151.916299 + Penalty 23450.904786 = -2915701.011513 nChanged 13 Iteration 117Q (2196.523043 sec): 9 clusters Score: Raw -2939153.167619 + Penalty 23450.904786 = -2915702.262833 nChanged 11 Iteration 118Q (2197.349712 sec): 9 clusters Score: Raw -2939153.945105 + Penalty 23450.904786 = -2915703.040319 nChanged 9 Iteration 119Q (2198.200037 sec): 9 clusters Score: Raw -2939154.887320 + Penalty 23450.904786 = -2915703.982534 nChanged 6 Iteration 120F (2199.255851 sec): 9 clusters Score: Raw -2939155.391773 + Penalty 23450.904786 = -2915704.486987 nChanged 6 Iteration 121Q (2200.050475 sec): 9 clusters Score: Raw -2939155.923908 + Penalty 23450.904786 = -2915705.019122 nChanged 3 Iteration 122Q (2200.880239 sec): 9 clusters Score: Raw -2939156.128018 + Penalty 23450.904786 = -2915705.223232 nChanged 2 Iteration 123Q (2201.680392 sec): 9 clusters Score: Raw -2939156.409187 + Penalty 23450.904786 = -2915705.504401 nChanged 0 Iteration 124F (2202.650773 sec): 9 clusters Score: Raw -2939156.409187 + Penalty 23450.904786 = -2915705.504401 nChanged 0 Compute initial score before splitting: Score: Raw -2939156.409187 + Penalty 23450.904786 = -2915705.504401 Trying to split cluster 1 (6334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2202.768631 sec): 2 clusters Score: Raw -283978.351024 + Penalty 2310.973428 = -281667.377596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2202.885245 sec): 3 clusters Score: Raw -280765.350828 + Penalty 4621.946856 = -276143.403972 nChanged 2466 SP:Iteration 1F (2203.033476 sec): 3 clusters Score: Raw -282136.807807 + Penalty 4621.946856 = -277514.860951 nChanged 490 SP:Iteration 2F (2203.131352 sec): 3 clusters Score: Raw -282437.308243 + Penalty 4621.946856 = -277815.361387 nChanged 357 SP:Iteration 3F (2203.284462 sec): 3 clusters Score: Raw -282639.229795 + Penalty 4621.946856 = -278017.282940 nChanged 291 SP:Iteration 4Q (2203.419745 sec): 3 clusters Score: Raw -282799.557621 + Penalty 4621.946856 = -278177.610765 nChanged 258 SP:Iteration 5Q (2203.549286 sec): 3 clusters Score: Raw -282942.149456 + Penalty 4621.946856 = -278320.202601 nChanged 231 SP:Iteration 6Q (2203.661053 sec): 3 clusters Score: Raw -283069.119557 + Penalty 4621.946856 = -278447.172701 nChanged 191 SP:Iteration 7Q (2203.767637 sec): 3 clusters Score: Raw -283175.291432 + Penalty 4621.946856 = -278553.344576 nChanged 181 SP:Iteration 8Q (2203.872361 sec): 3 clusters Score: Raw -283271.849431 + Penalty 4621.946856 = -278649.902575 nChanged 146 SP:Iteration 9Q (2203.976732 sec): 3 clusters Score: Raw -283349.415806 + Penalty 4621.946856 = -278727.468950 nChanged 135 SP:Iteration 10Q (2204.088377 sec): 3 clusters Score: Raw -283420.682984 + Penalty 4621.946856 = -278798.736128 nChanged 129 SP:Iteration 11Q (2204.205347 sec): 3 clusters Score: Raw -283491.611339 + Penalty 4621.946856 = -278869.664483 nChanged 131 SP:Iteration 12Q (2204.333781 sec): 3 clusters Score: Raw -283558.226348 + Penalty 4621.946856 = -278936.279492 nChanged 122 SP:Iteration 13Q (2204.433254 sec): 3 clusters Score: Raw -283611.856436 + Penalty 4621.946856 = -278989.909580 nChanged 95 SP:Iteration 14Q (2204.542617 sec): 3 clusters Score: Raw -283653.835143 + Penalty 4621.946856 = -279031.888287 nChanged 81 SP:Iteration 15Q (2204.662905 sec): 3 clusters Score: Raw -283692.951143 + Penalty 4621.946856 = -279071.004287 nChanged 78 SP:Iteration 16Q (2204.806922 sec): 3 clusters Score: Raw -283732.425800 + Penalty 4621.946856 = -279110.478944 nChanged 94 SP:Iteration 17Q (2204.906683 sec): 3 clusters Score: Raw -283771.624276 + Penalty 4621.946856 = -279149.677420 nChanged 78 SP:Iteration 18Q (2205.029807 sec): 3 clusters Score: Raw -283807.303235 + Penalty 4621.946856 = -279185.356379 nChanged 84 SP:Iteration 19Q (2205.149959 sec): 3 clusters Score: Raw -283845.260512 + Penalty 4621.946856 = -279223.313656 nChanged 83 SP:Iteration 20F (2205.275185 sec): 3 clusters Score: Raw -283888.448274 + Penalty 4621.946856 = -279266.501418 nChanged 84 SP:Iteration 21Q (2205.386108 sec): 3 clusters Score: Raw -283937.018184 + Penalty 4621.946856 = -279315.071328 nChanged 86 SP:Iteration 22Q (2205.500554 sec): 3 clusters Score: Raw -283991.561532 + Penalty 4621.946856 = -279369.614676 nChanged 88 SP:Iteration 23Q (2205.628621 sec): 3 clusters Score: Raw -284041.058125 + Penalty 4621.946856 = -279419.111269 nChanged 89 SP:Iteration 24Q (2205.742795 sec): 3 clusters Score: Raw -284093.939101 + Penalty 4621.946856 = -279471.992246 nChanged 80 SP:Iteration 25Q (2205.858433 sec): 3 clusters Score: Raw -284142.637780 + Penalty 4621.946856 = -279520.690924 nChanged 91 SP:Iteration 26Q (2205.974023 sec): 3 clusters Score: Raw -284200.570949 + Penalty 4621.946856 = -279578.624093 nChanged 91 SP:Iteration 27Q (2206.105490 sec): 3 clusters Score: Raw -284259.252303 + Penalty 4621.946856 = -279637.305447 nChanged 68 SP:Iteration 28Q (2206.204568 sec): 3 clusters Score: Raw -284300.947973 + Penalty 4621.946856 = -279679.001117 nChanged 64 SP:Iteration 29Q (2206.327792 sec): 3 clusters Score: Raw -284339.453135 + Penalty 4621.946856 = -279717.506279 nChanged 52 SP:Iteration 30Q (2206.451147 sec): 3 clusters Score: Raw -284370.348676 + Penalty 4621.946856 = -279748.401820 nChanged 52 SP:Iteration 31Q (2206.570365 sec): 3 clusters Score: Raw -284400.889890 + Penalty 4621.946856 = -279778.943034 nChanged 48 SP:Iteration 32Q (2206.694335 sec): 3 clusters Score: Raw -284427.189148 + Penalty 4621.946856 = -279805.242292 nChanged 49 SP:Iteration 33Q (2206.808318 sec): 3 clusters Score: Raw -284457.287466 + Penalty 4621.946856 = -279835.340610 nChanged 52 SP:Iteration 34Q (2206.912860 sec): 3 clusters Score: Raw -284487.295551 + Penalty 4621.946856 = -279865.348695 nChanged 41 SP:Iteration 35Q (2206.963138 sec): 3 clusters Score: Raw -284508.320679 + Penalty 4621.946856 = -279886.373823 nChanged 38 SP:Iteration 36Q (2207.013556 sec): 3 clusters Score: Raw -284526.998823 + Penalty 4621.946856 = -279905.051967 nChanged 37 SP:Iteration 37Q (2207.064534 sec): 3 clusters Score: Raw -284544.528648 + Penalty 4621.946856 = -279922.581792 nChanged 24 SP:Iteration 38Q (2207.117012 sec): 3 clusters Score: Raw -284554.271184 + Penalty 4621.946856 = -279932.324329 nChanged 12 SP:Iteration 39Q (2207.177860 sec): 3 clusters Score: Raw -284559.277195 + Penalty 4621.946856 = -279937.330339 nChanged 17 SP:Iteration 40F (2207.242116 sec): 3 clusters Score: Raw -284567.154955 + Penalty 4621.946856 = -279945.208099 nChanged 20 SP:Iteration 41Q (2207.340018 sec): 3 clusters Score: Raw -284579.979450 + Penalty 4621.946856 = -279958.032594 nChanged 21 SP:Iteration 42Q (2207.425150 sec): 3 clusters Score: Raw -284588.264424 + Penalty 4621.946856 = -279966.317568 nChanged 18 SP:Iteration 43Q (2207.542716 sec): 3 clusters Score: Raw -284597.410323 + Penalty 4621.946856 = -279975.463467 nChanged 13 SP:Iteration 44Q (2207.664691 sec): 3 clusters Score: Raw -284605.386343 + Penalty 4621.946856 = -279983.439487 nChanged 21 SP:Iteration 45Q (2207.779683 sec): 3 clusters Score: Raw -284615.335557 + Penalty 4621.946856 = -279993.388701 nChanged 23 SP:Iteration 46Q (2207.920909 sec): 3 clusters Score: Raw -284628.579745 + Penalty 4621.946856 = -280006.632889 nChanged 25 SP:Iteration 47Q (2208.064579 sec): 3 clusters Score: Raw -284644.202492 + Penalty 4621.946856 = -280022.255636 nChanged 26 SP:Iteration 48Q (2208.164143 sec): 3 clusters Score: Raw -284660.075189 + Penalty 4621.946856 = -280038.128333 nChanged 29 SP:Iteration 49Q (2208.285420 sec): 3 clusters Score: Raw -284675.557575 + Penalty 4621.946856 = -280053.610719 nChanged 29 SP:Iteration 50Q (2208.390815 sec): 3 clusters Score: Raw -284689.449469 + Penalty 4621.946856 = -280067.502613 nChanged 25 SP:Iteration 51Q (2208.505845 sec): 3 clusters Score: Raw -284701.042445 + Penalty 4621.946856 = -280079.095589 nChanged 31 SP:Iteration 52Q (2208.603385 sec): 3 clusters Score: Raw -284716.875154 + Penalty 4621.946856 = -280094.928298 nChanged 25 SP:Iteration 53Q (2208.720840 sec): 3 clusters Score: Raw -284729.678858 + Penalty 4621.946856 = -280107.732002 nChanged 29 SP:Iteration 54Q (2208.834396 sec): 3 clusters Score: Raw -284742.788405 + Penalty 4621.946856 = -280120.841549 nChanged 18 SP:Iteration 55Q (2208.955512 sec): 3 clusters Score: Raw -284749.453145 + Penalty 4621.946856 = -280127.506290 nChanged 13 SP:Iteration 56Q (2209.079927 sec): 3 clusters Score: Raw -284754.175399 + Penalty 4621.946856 = -280132.228543 nChanged 6 SP:Iteration 57Q (2209.193021 sec): 3 clusters Score: Raw -284756.984889 + Penalty 4621.946856 = -280135.038033 nChanged 12 SP:Iteration 58Q (2209.331467 sec): 3 clusters Score: Raw -284760.778573 + Penalty 4621.946856 = -280138.831717 nChanged 9 SP:Iteration 59Q (2209.398422 sec): 3 clusters Score: Raw -284764.561298 + Penalty 4621.946856 = -280142.614442 nChanged 5 SP:Iteration 60F (2209.530633 sec): 3 clusters Score: Raw -284766.602341 + Penalty 4621.946856 = -280144.655485 nChanged 8 SP:Iteration 61Q (2209.651551 sec): 3 clusters Score: Raw -284770.519158 + Penalty 4621.946856 = -280148.572302 nChanged 8 SP:Iteration 62Q (2209.761836 sec): 3 clusters Score: Raw -284773.738908 + Penalty 4621.946856 = -280151.792052 nChanged 5 SP:Iteration 63Q (2209.896795 sec): 3 clusters Score: Raw -284776.159005 + Penalty 4621.946856 = -280154.212149 nChanged 3 SP:Iteration 64Q (2210.018408 sec): 3 clusters Score: Raw -284777.509421 + Penalty 4621.946856 = -280155.562565 nChanged 3 SP:Iteration 65Q (2210.152759 sec): 3 clusters Score: Raw -284778.837542 + Penalty 4621.946856 = -280156.890686 nChanged 6 SP:Iteration 66Q (2210.251193 sec): 3 clusters Score: Raw -284780.822235 + Penalty 4621.946856 = -280158.875380 nChanged 6 SP:Iteration 67Q (2210.391585 sec): 3 clusters Score: Raw -284783.371038 + Penalty 4621.946856 = -280161.424182 nChanged 3 SP:Iteration 68Q (2210.507413 sec): 3 clusters Score: Raw -284784.406831 + Penalty 4621.946856 = -280162.459975 nChanged 1 SP:Iteration 69Q (2210.618309 sec): 3 clusters Score: Raw -284784.544747 + Penalty 4621.946856 = -280162.597891 nChanged 0 SP:Iteration 70F (2210.727780 sec): 3 clusters Score: Raw -284784.544747 + Penalty 4621.946856 = -280162.597891 nChanged 0 Trying to split cluster 2 (2972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2210.832850 sec): 2 clusters Score: Raw -125128.057371 + Penalty 2111.205467 = -123016.851903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2210.924629 sec): 3 clusters Score: Raw -123903.222739 + Penalty 4222.410934 = -119680.811805 nChanged 983 SP:Iteration 1F (2211.039943 sec): 3 clusters Score: Raw -124573.974501 + Penalty 4222.410934 = -120351.563567 nChanged 222 SP:Iteration 2F (2211.132912 sec): 3 clusters Score: Raw -124730.046618 + Penalty 4222.410934 = -120507.635684 nChanged 134 SP:Iteration 3Q (2211.230895 sec): 3 clusters Score: Raw -124825.923889 + Penalty 4222.410934 = -120603.512955 nChanged 85 SP:Iteration 4Q (2211.338666 sec): 3 clusters Score: Raw -124870.291352 + Penalty 4222.410934 = -120647.880418 nChanged 50 SP:Iteration 5Q (2211.441983 sec): 3 clusters Score: Raw -124899.500592 + Penalty 4222.410934 = -120677.089657 nChanged 34 SP:Iteration 6Q (2211.581381 sec): 3 clusters Score: Raw -124916.671192 + Penalty 4222.410934 = -120694.260258 nChanged 23 SP:Iteration 7Q (2211.662285 sec): 3 clusters Score: Raw -124928.811807 + Penalty 4222.410934 = -120706.400872 nChanged 23 SP:Iteration 8Q (2211.776463 sec): 3 clusters Score: Raw -124940.970922 + Penalty 4222.410934 = -120718.559987 nChanged 20 SP:Iteration 9Q (2211.877011 sec): 3 clusters Score: Raw -124951.940306 + Penalty 4222.410934 = -120729.529372 nChanged 25 SP:Iteration 10Q (2211.975763 sec): 3 clusters Score: Raw -124966.219434 + Penalty 4222.410934 = -120743.808500 nChanged 20 SP:Iteration 11Q (2212.083687 sec): 3 clusters Score: Raw -124978.256801 + Penalty 4222.410934 = -120755.845867 nChanged 14 SP:Iteration 12Q (2212.178278 sec): 3 clusters Score: Raw -124983.634542 + Penalty 4222.410934 = -120761.223608 nChanged 8 SP:Iteration 13Q (2212.286858 sec): 3 clusters Score: Raw -124987.389031 + Penalty 4222.410934 = -120764.978097 nChanged 7 SP:Iteration 14Q (2212.391848 sec): 3 clusters Score: Raw -124990.093184 + Penalty 4222.410934 = -120767.682250 nChanged 4 SP:Iteration 15Q (2212.498559 sec): 3 clusters Score: Raw -124991.622965 + Penalty 4222.410934 = -120769.212030 nChanged 2 SP:Iteration 16Q (2212.638775 sec): 3 clusters Score: Raw -124992.322005 + Penalty 4222.410934 = -120769.911071 nChanged 1 SP:Iteration 17Q (2212.735936 sec): 3 clusters Score: Raw -124992.647559 + Penalty 4222.410934 = -120770.236625 nChanged 2 SP:Iteration 18Q (2212.840414 sec): 3 clusters Score: Raw -124993.269260 + Penalty 4222.410934 = -120770.858326 nChanged 1 SP:Iteration 19Q (2212.957602 sec): 3 clusters Score: Raw -124993.745607 + Penalty 4222.410934 = -120771.334673 nChanged 4 SP:Iteration 20F (2213.053311 sec): 3 clusters Score: Raw -124995.247797 + Penalty 4222.410934 = -120772.836863 nChanged 1 SP:Iteration 21Q (2213.168728 sec): 3 clusters Score: Raw -124995.940982 + Penalty 4222.410934 = -120773.530048 nChanged 2 SP:Iteration 22Q (2213.273682 sec): 3 clusters Score: Raw -124996.827900 + Penalty 4222.410934 = -120774.416966 nChanged 1 SP:Iteration 23Q (2213.378945 sec): 3 clusters Score: Raw -124997.336368 + Penalty 4222.410934 = -120774.925434 nChanged 1 SP:Iteration 24Q (2213.480392 sec): 3 clusters Score: Raw -124997.731087 + Penalty 4222.410934 = -120775.320153 nChanged 1 SP:Iteration 25Q (2213.578310 sec): 3 clusters Score: Raw -124998.564088 + Penalty 4222.410934 = -120776.153154 nChanged 3 SP:Iteration 26Q (2213.687520 sec): 3 clusters Score: Raw -124999.732361 + Penalty 4222.410934 = -120777.321426 nChanged 2 SP:Iteration 27Q (2213.804166 sec): 3 clusters Score: Raw -125000.662519 + Penalty 4222.410934 = -120778.251585 nChanged 3 SP:Iteration 28Q (2213.908984 sec): 3 clusters Score: Raw -125001.916797 + Penalty 4222.410934 = -120779.505862 nChanged 5 SP:Iteration 29Q (2214.014350 sec): 3 clusters Score: Raw -125003.850366 + Penalty 4222.410934 = -120781.439432 nChanged 5 SP:Iteration 30Q (2214.127090 sec): 3 clusters Score: Raw -125005.049640 + Penalty 4222.410934 = -120782.638706 nChanged 4 SP:Iteration 31Q (2214.234474 sec): 3 clusters Score: Raw -125006.135271 + Penalty 4222.410934 = -120783.724336 nChanged 1 SP:Iteration 32Q (2214.339690 sec): 3 clusters Score: Raw -125007.127162 + Penalty 4222.410934 = -120784.716227 nChanged 4 SP:Iteration 33Q (2214.477079 sec): 3 clusters Score: Raw -125008.738566 + Penalty 4222.410934 = -120786.327632 nChanged 1 SP:Iteration 34Q (2214.569355 sec): 3 clusters Score: Raw -125009.092288 + Penalty 4222.410934 = -120786.681353 nChanged 2 SP:Iteration 35Q (2214.677892 sec): 3 clusters Score: Raw -125009.686454 + Penalty 4222.410934 = -120787.275520 nChanged 2 SP:Iteration 36Q (2214.813026 sec): 3 clusters Score: Raw -125011.709906 + Penalty 4222.410934 = -120789.298972 nChanged 2 SP:Iteration 37Q (2214.924871 sec): 3 clusters Score: Raw -125012.488032 + Penalty 4222.410934 = -120790.077097 nChanged 3 SP:Iteration 38Q (2215.011758 sec): 3 clusters Score: Raw -125013.454619 + Penalty 4222.410934 = -120791.043685 nChanged 2 SP:Iteration 39Q (2215.147719 sec): 3 clusters Score: Raw -125014.908948 + Penalty 4222.410934 = -120792.498014 nChanged 5 SP:Iteration 40F (2215.211949 sec): 3 clusters Score: Raw -125016.659233 + Penalty 4222.410934 = -120794.248298 nChanged 2 SP:Iteration 41Q (2215.293286 sec): 3 clusters Score: Raw -125017.283731 + Penalty 4222.410934 = -120794.872797 nChanged 1 SP:Iteration 42Q (2215.428431 sec): 3 clusters Score: Raw -125017.949026 + Penalty 4222.410934 = -120795.538092 nChanged 0 SP:Iteration 43F (2215.504288 sec): 3 clusters Score: Raw -125017.949026 + Penalty 4222.410934 = -120795.538092 nChanged 0 Trying to split cluster 5 (7833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2215.607034 sec): 2 clusters Score: Raw -397909.740361 + Penalty 2367.050626 = -395542.689735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2215.733458 sec): 3 clusters Score: Raw -393876.053100 + Penalty 4734.101253 = -389141.951847 nChanged 3082 SP:Iteration 1F (2215.846979 sec): 3 clusters Score: Raw -395562.290007 + Penalty 4734.101253 = -390828.188754 nChanged 517 SP:Iteration 2F (2215.945309 sec): 3 clusters Score: Raw -395826.037755 + Penalty 4734.101253 = -391091.936502 nChanged 414 SP:Iteration 3F (2216.055420 sec): 3 clusters Score: Raw -396028.702401 + Penalty 4734.101253 = -391294.601148 nChanged 333 SP:Iteration 4Q (2216.196257 sec): 3 clusters Score: Raw -396216.624289 + Penalty 4734.101253 = -391482.523037 nChanged 292 SP:Iteration 5Q (2216.294610 sec): 3 clusters Score: Raw -396379.535779 + Penalty 4734.101253 = -391645.434527 nChanged 292 SP:Iteration 6Q (2216.418845 sec): 3 clusters Score: Raw -396538.744140 + Penalty 4734.101253 = -391804.642887 nChanged 267 SP:Iteration 7Q (2216.546564 sec): 3 clusters Score: Raw -396688.268360 + Penalty 4734.101253 = -391954.167108 nChanged 267 SP:Iteration 8Q (2216.677244 sec): 3 clusters Score: Raw -396830.470752 + Penalty 4734.101253 = -392096.369499 nChanged 242 SP:Iteration 9Q (2216.803598 sec): 3 clusters Score: Raw -396961.237549 + Penalty 4734.101253 = -392227.136296 nChanged 224 SP:Iteration 10Q (2216.928806 sec): 3 clusters Score: Raw -397083.273855 + Penalty 4734.101253 = -392349.172602 nChanged 196 SP:Iteration 11Q (2217.055569 sec): 3 clusters Score: Raw -397176.240912 + Penalty 4734.101253 = -392442.139660 nChanged 198 SP:Iteration 12Q (2217.187246 sec): 3 clusters Score: Raw -397278.094306 + Penalty 4734.101253 = -392543.993054 nChanged 188 SP:Iteration 13Q (2217.321089 sec): 3 clusters Score: Raw -397375.146230 + Penalty 4734.101253 = -392641.044977 nChanged 175 SP:Iteration 14Q (2217.433556 sec): 3 clusters Score: Raw -397472.135224 + Penalty 4734.101253 = -392738.033971 nChanged 164 SP:Iteration 15Q (2217.593023 sec): 3 clusters Score: Raw -397568.950760 + Penalty 4734.101253 = -392834.849508 nChanged 154 SP:Iteration 16Q (2217.739053 sec): 3 clusters Score: Raw -397653.523706 + Penalty 4734.101253 = -392919.422453 nChanged 146 SP:Iteration 17Q (2217.885366 sec): 3 clusters Score: Raw -397744.718792 + Penalty 4734.101253 = -393010.617539 nChanged 127 SP:Iteration 18Q (2218.027191 sec): 3 clusters Score: Raw -397823.497552 + Penalty 4734.101253 = -393089.396299 nChanged 103 SP:Iteration 19Q (2218.172052 sec): 3 clusters Score: Raw -397889.727724 + Penalty 4734.101253 = -393155.626471 nChanged 99 SP:Iteration 20F (2218.304428 sec): 3 clusters Score: Raw -397951.810423 + Penalty 4734.101253 = -393217.709171 nChanged 79 SP:Iteration 21Q (2218.441353 sec): 3 clusters Score: Raw -398005.705296 + Penalty 4734.101253 = -393271.604044 nChanged 59 SP:Iteration 22Q (2218.534953 sec): 3 clusters Score: Raw -398050.723814 + Penalty 4734.101253 = -393316.622561 nChanged 51 SP:Iteration 23Q (2218.665327 sec): 3 clusters Score: Raw -398084.797350 + Penalty 4734.101253 = -393350.696098 nChanged 36 SP:Iteration 24Q (2218.788755 sec): 3 clusters Score: Raw -398105.023342 + Penalty 4734.101253 = -393370.922089 nChanged 26 SP:Iteration 25Q (2218.939963 sec): 3 clusters Score: Raw -398117.351167 + Penalty 4734.101253 = -393383.249914 nChanged 20 SP:Iteration 26Q (2219.066530 sec): 3 clusters Score: Raw -398128.183376 + Penalty 4734.101253 = -393394.082124 nChanged 18 SP:Iteration 27Q (2219.164330 sec): 3 clusters Score: Raw -398137.465174 + Penalty 4734.101253 = -393403.363921 nChanged 14 SP:Iteration 28Q (2219.289612 sec): 3 clusters Score: Raw -398144.511765 + Penalty 4734.101253 = -393410.410513 nChanged 16 SP:Iteration 29Q (2219.414444 sec): 3 clusters Score: Raw -398152.683552 + Penalty 4734.101253 = -393418.582299 nChanged 16 SP:Iteration 30Q (2219.559572 sec): 3 clusters Score: Raw -398161.104285 + Penalty 4734.101253 = -393427.003032 nChanged 11 SP:Iteration 31Q (2219.669664 sec): 3 clusters Score: Raw -398168.776648 + Penalty 4734.101253 = -393434.675395 nChanged 12 SP:Iteration 32Q (2219.782195 sec): 3 clusters Score: Raw -398176.315756 + Penalty 4734.101253 = -393442.214503 nChanged 14 SP:Iteration 33Q (2219.877974 sec): 3 clusters Score: Raw -398187.077294 + Penalty 4734.101253 = -393452.976041 nChanged 15 SP:Iteration 34Q (2220.006629 sec): 3 clusters Score: Raw -398196.867882 + Penalty 4734.101253 = -393462.766629 nChanged 12 SP:Iteration 35Q (2220.117185 sec): 3 clusters Score: Raw -398205.662779 + Penalty 4734.101253 = -393471.561526 nChanged 10 SP:Iteration 36Q (2220.239536 sec): 3 clusters Score: Raw -398211.907108 + Penalty 4734.101253 = -393477.805855 nChanged 6 SP:Iteration 37Q (2220.365966 sec): 3 clusters Score: Raw -398215.133454 + Penalty 4734.101253 = -393481.032201 nChanged 6 SP:Iteration 38Q (2220.491597 sec): 3 clusters Score: Raw -398217.827882 + Penalty 4734.101253 = -393483.726629 nChanged 6 SP:Iteration 39Q (2220.615470 sec): 3 clusters Score: Raw -398222.156201 + Penalty 4734.101253 = -393488.054948 nChanged 7 SP:Iteration 40F (2220.736926 sec): 3 clusters Score: Raw -398225.740805 + Penalty 4734.101253 = -393491.639552 nChanged 7 SP:Iteration 41Q (2220.838809 sec): 3 clusters Score: Raw -398230.207035 + Penalty 4734.101253 = -393496.105782 nChanged 5 SP:Iteration 42Q (2220.960084 sec): 3 clusters Score: Raw -398233.434176 + Penalty 4734.101253 = -393499.332924 nChanged 7 SP:Iteration 43Q (2221.105526 sec): 3 clusters Score: Raw -398238.426087 + Penalty 4734.101253 = -393504.324834 nChanged 7 SP:Iteration 44Q (2221.260611 sec): 3 clusters Score: Raw -398243.070570 + Penalty 4734.101253 = -393508.969318 nChanged 6 SP:Iteration 45Q (2221.391956 sec): 3 clusters Score: Raw -398245.127919 + Penalty 4734.101253 = -393511.026667 nChanged 3 SP:Iteration 46Q (2221.525480 sec): 3 clusters Score: Raw -398246.793554 + Penalty 4734.101253 = -393512.692301 nChanged 2 SP:Iteration 47Q (2221.650606 sec): 3 clusters Score: Raw -398248.393541 + Penalty 4734.101253 = -393514.292288 nChanged 4 SP:Iteration 48Q (2221.789754 sec): 3 clusters Score: Raw -398251.558861 + Penalty 4734.101253 = -393517.457608 nChanged 5 SP:Iteration 49Q (2221.846643 sec): 3 clusters Score: Raw -398254.781246 + Penalty 4734.101253 = -393520.679993 nChanged 8 SP:Iteration 50Q (2222.001564 sec): 3 clusters Score: Raw -398260.248283 + Penalty 4734.101253 = -393526.147030 nChanged 7 SP:Iteration 51Q (2222.092590 sec): 3 clusters Score: Raw -398263.148493 + Penalty 4734.101253 = -393529.047240 nChanged 4 SP:Iteration 52Q (2222.194591 sec): 3 clusters Score: Raw -398265.454824 + Penalty 4734.101253 = -393531.353571 nChanged 2 SP:Iteration 53Q (2222.312641 sec): 3 clusters Score: Raw -398267.246981 + Penalty 4734.101253 = -393533.145728 nChanged 7 SP:Iteration 54Q (2222.419552 sec): 3 clusters Score: Raw -398271.665783 + Penalty 4734.101253 = -393537.564530 nChanged 4 SP:Iteration 55Q (2222.549209 sec): 3 clusters Score: Raw -398274.683731 + Penalty 4734.101253 = -393540.582478 nChanged 2 SP:Iteration 56Q (2222.689180 sec): 3 clusters Score: Raw -398275.615263 + Penalty 4734.101253 = -393541.514011 nChanged 1 SP:Iteration 57Q (2222.796445 sec): 3 clusters Score: Raw -398276.328957 + Penalty 4734.101253 = -393542.227705 nChanged 0 SP:Iteration 58F (2222.921674 sec): 3 clusters Score: Raw -398276.328957 + Penalty 4734.101253 = -393542.227705 nChanged 0 Trying to split cluster 6 (3771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2223.004640 sec): 2 clusters Score: Raw -154257.703104 + Penalty 2174.065211 = -152083.637892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2223.081248 sec): 3 clusters Score: Raw -152536.391716 + Penalty 4348.130423 = -148188.261294 nChanged 1372 SP:Iteration 1F (2223.196899 sec): 3 clusters Score: Raw -153450.885048 + Penalty 4348.130423 = -149102.754625 nChanged 307 SP:Iteration 2F (2223.293891 sec): 3 clusters Score: Raw -153669.357060 + Penalty 4348.130423 = -149321.226637 nChanged 202 SP:Iteration 3F (2223.406449 sec): 3 clusters Score: Raw -153813.237257 + Penalty 4348.130423 = -149465.106835 nChanged 134 SP:Iteration 4Q (2223.492246 sec): 3 clusters Score: Raw -153902.421504 + Penalty 4348.130423 = -149554.291081 nChanged 108 SP:Iteration 5Q (2223.598900 sec): 3 clusters Score: Raw -153973.581278 + Penalty 4348.130423 = -149625.450855 nChanged 95 SP:Iteration 6Q (2223.730606 sec): 3 clusters Score: Raw -154029.378046 + Penalty 4348.130423 = -149681.247624 nChanged 63 SP:Iteration 7Q (2223.822432 sec): 3 clusters Score: Raw -154065.241369 + Penalty 4348.130423 = -149717.110946 nChanged 51 SP:Iteration 8Q (2223.940448 sec): 3 clusters Score: Raw -154093.462890 + Penalty 4348.130423 = -149745.332468 nChanged 52 SP:Iteration 9Q (2224.048754 sec): 3 clusters Score: Raw -154121.702007 + Penalty 4348.130423 = -149773.571584 nChanged 50 SP:Iteration 10Q (2224.142379 sec): 3 clusters Score: Raw -154147.982943 + Penalty 4348.130423 = -149799.852520 nChanged 46 SP:Iteration 11Q (2224.226566 sec): 3 clusters Score: Raw -154168.546008 + Penalty 4348.130423 = -149820.415585 nChanged 32 SP:Iteration 12Q (2224.349633 sec): 3 clusters Score: Raw -154185.530072 + Penalty 4348.130423 = -149837.399649 nChanged 35 SP:Iteration 13Q (2224.449852 sec): 3 clusters Score: Raw -154203.887081 + Penalty 4348.130423 = -149855.756658 nChanged 27 SP:Iteration 14Q (2224.568473 sec): 3 clusters Score: Raw -154215.609480 + Penalty 4348.130423 = -149867.479058 nChanged 25 SP:Iteration 15Q (2224.689739 sec): 3 clusters Score: Raw -154231.384050 + Penalty 4348.130423 = -149883.253628 nChanged 25 SP:Iteration 16Q (2224.781750 sec): 3 clusters Score: Raw -154243.731891 + Penalty 4348.130423 = -149895.601468 nChanged 23 SP:Iteration 17Q (2224.904290 sec): 3 clusters Score: Raw -154252.958463 + Penalty 4348.130423 = -149904.828041 nChanged 15 SP:Iteration 18Q (2224.983359 sec): 3 clusters Score: Raw -154258.807921 + Penalty 4348.130423 = -149910.677498 nChanged 10 SP:Iteration 19Q (2225.093934 sec): 3 clusters Score: Raw -154265.345615 + Penalty 4348.130423 = -149917.215192 nChanged 19 SP:Iteration 20F (2225.195433 sec): 3 clusters Score: Raw -154274.524653 + Penalty 4348.130423 = -149926.394230 nChanged 16 SP:Iteration 21Q (2225.297328 sec): 3 clusters Score: Raw -154282.180547 + Penalty 4348.130423 = -149934.050124 nChanged 23 SP:Iteration 22Q (2225.381736 sec): 3 clusters Score: Raw -154291.696421 + Penalty 4348.130423 = -149943.565998 nChanged 14 SP:Iteration 23Q (2225.501096 sec): 3 clusters Score: Raw -154298.422550 + Penalty 4348.130423 = -149950.292127 nChanged 16 SP:Iteration 24Q (2225.605631 sec): 3 clusters Score: Raw -154304.558820 + Penalty 4348.130423 = -149956.428397 nChanged 14 SP:Iteration 25Q (2225.720279 sec): 3 clusters Score: Raw -154313.580058 + Penalty 4348.130423 = -149965.449636 nChanged 19 SP:Iteration 26Q (2225.827878 sec): 3 clusters Score: Raw -154324.664020 + Penalty 4348.130423 = -149976.533598 nChanged 26 SP:Iteration 27Q (2225.935141 sec): 3 clusters Score: Raw -154341.147350 + Penalty 4348.130423 = -149993.016928 nChanged 25 SP:Iteration 28Q (2226.057186 sec): 3 clusters Score: Raw -154353.398046 + Penalty 4348.130423 = -150005.267624 nChanged 25 SP:Iteration 29Q (2226.167413 sec): 3 clusters Score: Raw -154363.238088 + Penalty 4348.130423 = -150015.107665 nChanged 18 SP:Iteration 30Q (2226.284561 sec): 3 clusters Score: Raw -154371.152599 + Penalty 4348.130423 = -150023.022177 nChanged 13 SP:Iteration 31Q (2226.381554 sec): 3 clusters Score: Raw -154377.158723 + Penalty 4348.130423 = -150029.028300 nChanged 16 SP:Iteration 32Q (2226.493382 sec): 3 clusters Score: Raw -154385.716273 + Penalty 4348.130423 = -150037.585851 nChanged 18 SP:Iteration 33Q (2226.613006 sec): 3 clusters Score: Raw -154394.258591 + Penalty 4348.130423 = -150046.128168 nChanged 15 SP:Iteration 34Q (2226.727719 sec): 3 clusters Score: Raw -154403.611994 + Penalty 4348.130423 = -150055.481572 nChanged 16 SP:Iteration 35Q (2226.841497 sec): 3 clusters Score: Raw -154411.584765 + Penalty 4348.130423 = -150063.454342 nChanged 12 SP:Iteration 36Q (2226.954521 sec): 3 clusters Score: Raw -154416.662416 + Penalty 4348.130423 = -150068.531993 nChanged 9 SP:Iteration 37Q (2227.072070 sec): 3 clusters Score: Raw -154420.655154 + Penalty 4348.130423 = -150072.524732 nChanged 12 SP:Iteration 38Q (2227.142052 sec): 3 clusters Score: Raw -154426.284218 + Penalty 4348.130423 = -150078.153795 nChanged 14 SP:Iteration 39Q (2227.271222 sec): 3 clusters Score: Raw -154432.337416 + Penalty 4348.130423 = -150084.206993 nChanged 13 SP:Iteration 40F (2227.360062 sec): 3 clusters Score: Raw -154438.714295 + Penalty 4348.130423 = -150090.583873 nChanged 18 SP:Iteration 41Q (2227.473517 sec): 3 clusters Score: Raw -154446.992482 + Penalty 4348.130423 = -150098.862060 nChanged 18 SP:Iteration 42Q (2227.603837 sec): 3 clusters Score: Raw -154454.986879 + Penalty 4348.130423 = -150106.856457 nChanged 20 SP:Iteration 43Q (2227.702682 sec): 3 clusters Score: Raw -154467.910081 + Penalty 4348.130423 = -150119.779658 nChanged 16 SP:Iteration 44Q (2227.818909 sec): 3 clusters Score: Raw -154474.590827 + Penalty 4348.130423 = -150126.460405 nChanged 14 SP:Iteration 45Q (2227.937532 sec): 3 clusters Score: Raw -154483.466486 + Penalty 4348.130423 = -150135.336064 nChanged 26 SP:Iteration 46Q (2228.042020 sec): 3 clusters Score: Raw -154501.338881 + Penalty 4348.130423 = -150153.208458 nChanged 28 SP:Iteration 47Q (2228.170681 sec): 3 clusters Score: Raw -154521.311641 + Penalty 4348.130423 = -150173.181218 nChanged 26 SP:Iteration 48Q (2228.256911 sec): 3 clusters Score: Raw -154540.025674 + Penalty 4348.130423 = -150191.895251 nChanged 24 SP:Iteration 49Q (2228.375108 sec): 3 clusters Score: Raw -154556.909093 + Penalty 4348.130423 = -150208.778670 nChanged 24 SP:Iteration 50Q (2228.473937 sec): 3 clusters Score: Raw -154573.394760 + Penalty 4348.130423 = -150225.264337 nChanged 18 SP:Iteration 51Q (2228.605762 sec): 3 clusters Score: Raw -154584.592062 + Penalty 4348.130423 = -150236.461640 nChanged 18 SP:Iteration 52Q (2228.714506 sec): 3 clusters Score: Raw -154594.744127 + Penalty 4348.130423 = -150246.613704 nChanged 13 SP:Iteration 53Q (2228.825506 sec): 3 clusters Score: Raw -154601.492716 + Penalty 4348.130423 = -150253.362293 nChanged 7 SP:Iteration 54Q (2228.885006 sec): 3 clusters Score: Raw -154603.903770 + Penalty 4348.130423 = -150255.773347 nChanged 4 SP:Iteration 55Q (2228.970448 sec): 3 clusters Score: Raw -154606.175529 + Penalty 4348.130423 = -150258.045106 nChanged 1 SP:Iteration 56Q (2229.087303 sec): 3 clusters Score: Raw -154606.701578 + Penalty 4348.130423 = -150258.571155 nChanged 1 SP:Iteration 57Q (2229.206175 sec): 3 clusters Score: Raw -154607.046392 + Penalty 4348.130423 = -150258.915970 nChanged 1 SP:Iteration 58Q (2229.312164 sec): 3 clusters Score: Raw -154607.719972 + Penalty 4348.130423 = -150259.589549 nChanged 2 SP:Iteration 59Q (2229.423799 sec): 3 clusters Score: Raw -154608.797960 + Penalty 4348.130423 = -150260.667537 nChanged 5 SP:Iteration 60F (2229.534737 sec): 3 clusters Score: Raw -154611.122362 + Penalty 4348.130423 = -150262.991940 nChanged 6 SP:Iteration 61Q (2229.626255 sec): 3 clusters Score: Raw -154614.386425 + Penalty 4348.130423 = -150266.256002 nChanged 5 SP:Iteration 62Q (2229.747347 sec): 3 clusters Score: Raw -154616.059238 + Penalty 4348.130423 = -150267.928816 nChanged 2 SP:Iteration 63Q (2229.832451 sec): 3 clusters Score: Raw -154616.512797 + Penalty 4348.130423 = -150268.382375 nChanged 0 SP:Iteration 64F (2229.928424 sec): 3 clusters Score: Raw -154616.512797 + Penalty 4348.130423 = -150268.382375 nChanged 0 Trying to split cluster 7 (2861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2229.991153 sec): 2 clusters Score: Raw -129531.500800 + Penalty 2101.156594 = -127430.344206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2230.109992 sec): 3 clusters Score: Raw -128383.576606 + Penalty 4202.313188 = -124181.263418 nChanged 931 SP:Iteration 1F (2230.213194 sec): 3 clusters Score: Raw -128966.265196 + Penalty 4202.313188 = -124763.952008 nChanged 217 SP:Iteration 2F (2230.298637 sec): 3 clusters Score: Raw -129127.495217 + Penalty 4202.313188 = -124925.182028 nChanged 131 SP:Iteration 3Q (2230.399900 sec): 3 clusters Score: Raw -129220.772493 + Penalty 4202.313188 = -125018.459305 nChanged 98 SP:Iteration 4Q (2230.511634 sec): 3 clusters Score: Raw -129306.494921 + Penalty 4202.313188 = -125104.181733 nChanged 101 SP:Iteration 5Q (2230.615615 sec): 3 clusters Score: Raw -129388.797065 + Penalty 4202.313188 = -125186.483877 nChanged 80 SP:Iteration 6Q (2230.733505 sec): 3 clusters Score: Raw -129450.177673 + Penalty 4202.313188 = -125247.864485 nChanged 55 SP:Iteration 7Q (2230.838104 sec): 3 clusters Score: Raw -129481.947472 + Penalty 4202.313188 = -125279.634283 nChanged 36 SP:Iteration 8Q (2230.964542 sec): 3 clusters Score: Raw -129502.264591 + Penalty 4202.313188 = -125299.951403 nChanged 30 SP:Iteration 9Q (2231.087587 sec): 3 clusters Score: Raw -129519.532613 + Penalty 4202.313188 = -125317.219425 nChanged 31 SP:Iteration 10Q (2231.210171 sec): 3 clusters Score: Raw -129538.693745 + Penalty 4202.313188 = -125336.380557 nChanged 24 SP:Iteration 11Q (2231.324023 sec): 3 clusters Score: Raw -129549.927662 + Penalty 4202.313188 = -125347.614474 nChanged 19 SP:Iteration 12Q (2231.437128 sec): 3 clusters Score: Raw -129560.241238 + Penalty 4202.313188 = -125357.928050 nChanged 19 SP:Iteration 13Q (2231.558977 sec): 3 clusters Score: Raw -129573.249696 + Penalty 4202.313188 = -125370.936508 nChanged 30 SP:Iteration 14Q (2231.683008 sec): 3 clusters Score: Raw -129592.403455 + Penalty 4202.313188 = -125390.090267 nChanged 22 SP:Iteration 15Q (2231.794687 sec): 3 clusters Score: Raw -129602.593458 + Penalty 4202.313188 = -125400.280270 nChanged 16 SP:Iteration 16Q (2231.917025 sec): 3 clusters Score: Raw -129608.958765 + Penalty 4202.313188 = -125406.645577 nChanged 18 SP:Iteration 17Q (2232.034394 sec): 3 clusters Score: Raw -129617.066713 + Penalty 4202.313188 = -125414.753525 nChanged 24 SP:Iteration 18Q (2232.159134 sec): 3 clusters Score: Raw -129625.664673 + Penalty 4202.313188 = -125423.351485 nChanged 19 SP:Iteration 19Q (2232.279594 sec): 3 clusters Score: Raw -129636.047333 + Penalty 4202.313188 = -125433.734145 nChanged 21 SP:Iteration 20F (2232.389995 sec): 3 clusters Score: Raw -129647.007825 + Penalty 4202.313188 = -125444.694637 nChanged 20 SP:Iteration 21Q (2232.502046 sec): 3 clusters Score: Raw -129658.408192 + Penalty 4202.313188 = -125456.095003 nChanged 21 SP:Iteration 22Q (2232.628302 sec): 3 clusters Score: Raw -129668.508940 + Penalty 4202.313188 = -125466.195752 nChanged 21 SP:Iteration 23Q (2232.744630 sec): 3 clusters Score: Raw -129679.783346 + Penalty 4202.313188 = -125477.470158 nChanged 20 SP:Iteration 24Q (2232.837780 sec): 3 clusters Score: Raw -129691.086428 + Penalty 4202.313188 = -125488.773240 nChanged 19 SP:Iteration 25Q (2232.945179 sec): 3 clusters Score: Raw -129701.511102 + Penalty 4202.313188 = -125499.197914 nChanged 15 SP:Iteration 26Q (2233.070246 sec): 3 clusters Score: Raw -129707.549266 + Penalty 4202.313188 = -125505.236078 nChanged 8 SP:Iteration 27Q (2233.156049 sec): 3 clusters Score: Raw -129711.022110 + Penalty 4202.313188 = -125508.708922 nChanged 11 SP:Iteration 28Q (2233.269150 sec): 3 clusters Score: Raw -129716.823784 + Penalty 4202.313188 = -125514.510596 nChanged 10 SP:Iteration 29Q (2233.390337 sec): 3 clusters Score: Raw -129721.136857 + Penalty 4202.313188 = -125518.823669 nChanged 6 SP:Iteration 30Q (2233.495849 sec): 3 clusters Score: Raw -129724.723161 + Penalty 4202.313188 = -125522.409973 nChanged 10 SP:Iteration 31Q (2233.586470 sec): 3 clusters Score: Raw -129730.150010 + Penalty 4202.313188 = -125527.836822 nChanged 11 SP:Iteration 32Q (2233.690837 sec): 3 clusters Score: Raw -129734.416183 + Penalty 4202.313188 = -125532.102995 nChanged 8 SP:Iteration 33Q (2233.766698 sec): 3 clusters Score: Raw -129739.601431 + Penalty 4202.313188 = -125537.288243 nChanged 9 SP:Iteration 34Q (2233.896159 sec): 3 clusters Score: Raw -129747.134919 + Penalty 4202.313188 = -125544.821731 nChanged 14 SP:Iteration 35Q (2233.978773 sec): 3 clusters Score: Raw -129755.894216 + Penalty 4202.313188 = -125553.581028 nChanged 15 SP:Iteration 36Q (2234.105475 sec): 3 clusters Score: Raw -129764.695296 + Penalty 4202.313188 = -125562.382108 nChanged 16 SP:Iteration 37Q (2234.195815 sec): 3 clusters Score: Raw -129778.316004 + Penalty 4202.313188 = -125576.002816 nChanged 15 SP:Iteration 38Q (2234.295628 sec): 3 clusters Score: Raw -129786.821496 + Penalty 4202.313188 = -125584.508308 nChanged 14 SP:Iteration 39Q (2234.418888 sec): 3 clusters Score: Raw -129794.208137 + Penalty 4202.313188 = -125591.894949 nChanged 12 SP:Iteration 40F (2234.515419 sec): 3 clusters Score: Raw -129804.055600 + Penalty 4202.313188 = -125601.742412 nChanged 8 SP:Iteration 41Q (2234.646709 sec): 3 clusters Score: Raw -129807.525691 + Penalty 4202.313188 = -125605.212503 nChanged 11 SP:Iteration 42Q (2234.737832 sec): 3 clusters Score: Raw -129813.436002 + Penalty 4202.313188 = -125611.122813 nChanged 9 SP:Iteration 43Q (2234.809753 sec): 3 clusters Score: Raw -129816.557903 + Penalty 4202.313188 = -125614.244715 nChanged 8 SP:Iteration 44Q (2234.935590 sec): 3 clusters Score: Raw -129819.451843 + Penalty 4202.313188 = -125617.138655 nChanged 11 SP:Iteration 45Q (2235.049049 sec): 3 clusters Score: Raw -129824.353172 + Penalty 4202.313188 = -125622.039984 nChanged 9 SP:Iteration 46Q (2235.159871 sec): 3 clusters Score: Raw -129828.548999 + Penalty 4202.313188 = -125626.235811 nChanged 10 SP:Iteration 47Q (2235.276179 sec): 3 clusters Score: Raw -129832.605903 + Penalty 4202.313188 = -125630.292714 nChanged 8 SP:Iteration 48Q (2235.358431 sec): 3 clusters Score: Raw -129837.061954 + Penalty 4202.313188 = -125634.748766 nChanged 6 SP:Iteration 49Q (2235.472459 sec): 3 clusters Score: Raw -129842.057384 + Penalty 4202.313188 = -125639.744196 nChanged 7 SP:Iteration 50Q (2235.591329 sec): 3 clusters Score: Raw -129846.083542 + Penalty 4202.313188 = -125643.770354 nChanged 1 SP:Iteration 51Q (2235.706836 sec): 3 clusters Score: Raw -129848.283185 + Penalty 4202.313188 = -125645.969997 nChanged 4 SP:Iteration 52Q (2235.812000 sec): 3 clusters Score: Raw -129851.434404 + Penalty 4202.313188 = -125649.121216 nChanged 5 SP:Iteration 53Q (2235.936583 sec): 3 clusters Score: Raw -129854.974527 + Penalty 4202.313188 = -125652.661338 nChanged 7 SP:Iteration 54Q (2236.011600 sec): 3 clusters Score: Raw -129861.137358 + Penalty 4202.313188 = -125658.824170 nChanged 6 SP:Iteration 55Q (2236.115046 sec): 3 clusters Score: Raw -129864.603409 + Penalty 4202.313188 = -125662.290220 nChanged 12 SP:Iteration 56Q (2236.222277 sec): 3 clusters Score: Raw -129873.476168 + Penalty 4202.313188 = -125671.162979 nChanged 13 SP:Iteration 57Q (2236.318492 sec): 3 clusters Score: Raw -129880.020362 + Penalty 4202.313188 = -125677.707174 nChanged 5 SP:Iteration 58Q (2236.403626 sec): 3 clusters Score: Raw -129882.451600 + Penalty 4202.313188 = -125680.138412 nChanged 3 SP:Iteration 59Q (2236.492789 sec): 3 clusters Score: Raw -129883.911065 + Penalty 4202.313188 = -125681.597877 nChanged 4 SP:Iteration 60F (2236.600713 sec): 3 clusters Score: Raw -129887.243487 + Penalty 4202.313188 = -125684.930299 nChanged 3 SP:Iteration 61Q (2236.680591 sec): 3 clusters Score: Raw -129889.321622 + Penalty 4202.313188 = -125687.008433 nChanged 5 SP:Iteration 62Q (2236.796961 sec): 3 clusters Score: Raw -129891.328282 + Penalty 4202.313188 = -125689.015093 nChanged 3 SP:Iteration 63Q (2236.916768 sec): 3 clusters Score: Raw -129892.593877 + Penalty 4202.313188 = -125690.280689 nChanged 2 SP:Iteration 64Q (2237.017992 sec): 3 clusters Score: Raw -129894.336486 + Penalty 4202.313188 = -125692.023298 nChanged 5 SP:Iteration 65Q (2237.115870 sec): 3 clusters Score: Raw -129897.018328 + Penalty 4202.313188 = -125694.705140 nChanged 5 SP:Iteration 66Q (2237.247813 sec): 3 clusters Score: Raw -129899.749913 + Penalty 4202.313188 = -125697.436724 nChanged 5 SP:Iteration 67Q (2237.324958 sec): 3 clusters Score: Raw -129902.900966 + Penalty 4202.313188 = -125700.587778 nChanged 5 SP:Iteration 68Q (2237.445854 sec): 3 clusters Score: Raw -129905.612433 + Penalty 4202.313188 = -125703.299244 nChanged 6 SP:Iteration 69Q (2237.547205 sec): 3 clusters Score: Raw -129908.390800 + Penalty 4202.313188 = -125706.077612 nChanged 8 SP:Iteration 70Q (2237.676141 sec): 3 clusters Score: Raw -129912.450365 + Penalty 4202.313188 = -125710.137176 nChanged 6 SP:Iteration 71Q (2237.757064 sec): 3 clusters Score: Raw -129917.536498 + Penalty 4202.313188 = -125715.223309 nChanged 6 SP:Iteration 72Q (2237.871886 sec): 3 clusters Score: Raw -129920.242597 + Penalty 4202.313188 = -125717.929409 nChanged 6 SP:Iteration 73Q (2237.974690 sec): 3 clusters Score: Raw -129923.412349 + Penalty 4202.313188 = -125721.099161 nChanged 5 SP:Iteration 74Q (2238.062931 sec): 3 clusters Score: Raw -129926.300474 + Penalty 4202.313188 = -125723.987285 nChanged 5 SP:Iteration 75Q (2238.176079 sec): 3 clusters Score: Raw -129928.334075 + Penalty 4202.313188 = -125726.020886 nChanged 3 SP:Iteration 76Q (2238.269362 sec): 3 clusters Score: Raw -129929.155355 + Penalty 4202.313188 = -125726.842167 nChanged 1 SP:Iteration 77Q (2238.387553 sec): 3 clusters Score: Raw -129929.712901 + Penalty 4202.313188 = -125727.399713 nChanged 0 SP:Iteration 78F (2238.476630 sec): 3 clusters Score: Raw -129929.712901 + Penalty 4202.313188 = -125727.399713 nChanged 0 Trying to split cluster 8 (4412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2238.566121 sec): 2 clusters Score: Raw -183653.936406 + Penalty 2215.510012 = -181438.426394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2238.674990 sec): 3 clusters Score: Raw -181670.291060 + Penalty 4431.020025 = -177239.271035 nChanged 1597 SP:Iteration 1F (2238.777740 sec): 3 clusters Score: Raw -182640.763315 + Penalty 4431.020025 = -178209.743290 nChanged 342 SP:Iteration 2F (2238.913598 sec): 3 clusters Score: Raw -182901.128477 + Penalty 4431.020025 = -178470.108452 nChanged 250 SP:Iteration 3F (2239.009693 sec): 3 clusters Score: Raw -183072.492645 + Penalty 4431.020025 = -178641.472620 nChanged 204 SP:Iteration 4Q (2239.149126 sec): 3 clusters Score: Raw -183194.726654 + Penalty 4431.020025 = -178763.706629 nChanged 161 SP:Iteration 5Q (2239.261968 sec): 3 clusters Score: Raw -183298.281439 + Penalty 4431.020025 = -178867.261414 nChanged 133 SP:Iteration 6Q (2239.369136 sec): 3 clusters Score: Raw -183392.263732 + Penalty 4431.020025 = -178961.243707 nChanged 111 SP:Iteration 7Q (2239.471612 sec): 3 clusters Score: Raw -183451.913701 + Penalty 4431.020025 = -179020.893676 nChanged 89 SP:Iteration 8Q (2239.584138 sec): 3 clusters Score: Raw -183495.518799 + Penalty 4431.020025 = -179064.498774 nChanged 70 SP:Iteration 9Q (2239.686802 sec): 3 clusters Score: Raw -183521.561987 + Penalty 4431.020025 = -179090.541962 nChanged 48 SP:Iteration 10Q (2239.798373 sec): 3 clusters Score: Raw -183542.503725 + Penalty 4431.020025 = -179111.483700 nChanged 44 SP:Iteration 11Q (2239.922476 sec): 3 clusters Score: Raw -183559.467139 + Penalty 4431.020025 = -179128.447115 nChanged 33 SP:Iteration 12Q (2240.009217 sec): 3 clusters Score: Raw -183574.137786 + Penalty 4431.020025 = -179143.117761 nChanged 26 SP:Iteration 13Q (2240.120269 sec): 3 clusters Score: Raw -183585.401795 + Penalty 4431.020025 = -179154.381771 nChanged 30 SP:Iteration 14Q (2240.213840 sec): 3 clusters Score: Raw -183598.742066 + Penalty 4431.020025 = -179167.722041 nChanged 34 SP:Iteration 15Q (2240.321281 sec): 3 clusters Score: Raw -183612.546953 + Penalty 4431.020025 = -179181.526928 nChanged 36 SP:Iteration 16Q (2240.436390 sec): 3 clusters Score: Raw -183626.080898 + Penalty 4431.020025 = -179195.060873 nChanged 20 SP:Iteration 17Q (2240.565656 sec): 3 clusters Score: Raw -183633.854468 + Penalty 4431.020025 = -179202.834443 nChanged 17 SP:Iteration 18Q (2240.658644 sec): 3 clusters Score: Raw -183640.097055 + Penalty 4431.020025 = -179209.077030 nChanged 13 SP:Iteration 19Q (2240.776858 sec): 3 clusters Score: Raw -183644.513414 + Penalty 4431.020025 = -179213.493389 nChanged 12 SP:Iteration 20F (2240.875660 sec): 3 clusters Score: Raw -183647.813966 + Penalty 4431.020025 = -179216.793941 nChanged 11 SP:Iteration 21Q (2240.982158 sec): 3 clusters Score: Raw -183651.571986 + Penalty 4431.020025 = -179220.551961 nChanged 10 SP:Iteration 22Q (2241.103834 sec): 3 clusters Score: Raw -183655.663650 + Penalty 4431.020025 = -179224.643626 nChanged 12 SP:Iteration 23Q (2241.202489 sec): 3 clusters Score: Raw -183659.476393 + Penalty 4431.020025 = -179228.456369 nChanged 13 SP:Iteration 24Q (2241.304381 sec): 3 clusters Score: Raw -183663.428068 + Penalty 4431.020025 = -179232.408043 nChanged 10 SP:Iteration 25Q (2241.402318 sec): 3 clusters Score: Raw -183667.696865 + Penalty 4431.020025 = -179236.676840 nChanged 11 SP:Iteration 26Q (2241.513636 sec): 3 clusters Score: Raw -183671.854263 + Penalty 4431.020025 = -179240.834238 nChanged 11 SP:Iteration 27Q (2241.637689 sec): 3 clusters Score: Raw -183675.678948 + Penalty 4431.020025 = -179244.658923 nChanged 7 SP:Iteration 28Q (2241.742317 sec): 3 clusters Score: Raw -183677.497945 + Penalty 4431.020025 = -179246.477920 nChanged 5 SP:Iteration 29Q (2241.846810 sec): 3 clusters Score: Raw -183678.731458 + Penalty 4431.020025 = -179247.711433 nChanged 2 SP:Iteration 30Q (2241.951671 sec): 3 clusters Score: Raw -183679.289255 + Penalty 4431.020025 = -179248.269230 nChanged 4 SP:Iteration 31Q (2242.056030 sec): 3 clusters Score: Raw -183680.238737 + Penalty 4431.020025 = -179249.218712 nChanged 5 SP:Iteration 32Q (2242.164451 sec): 3 clusters Score: Raw -183681.681938 + Penalty 4431.020025 = -179250.661913 nChanged 3 SP:Iteration 33Q (2242.276241 sec): 3 clusters Score: Raw -183682.919565 + Penalty 4431.020025 = -179251.899540 nChanged 5 SP:Iteration 34Q (2242.389390 sec): 3 clusters Score: Raw -183685.374428 + Penalty 4431.020025 = -179254.354403 nChanged 5 SP:Iteration 35Q (2242.528800 sec): 3 clusters Score: Raw -183687.402122 + Penalty 4431.020025 = -179256.382098 nChanged 4 SP:Iteration 36Q (2242.659252 sec): 3 clusters Score: Raw -183688.921323 + Penalty 4431.020025 = -179257.901298 nChanged 4 SP:Iteration 37Q (2242.786172 sec): 3 clusters Score: Raw -183690.214319 + Penalty 4431.020025 = -179259.194294 nChanged 3 SP:Iteration 38Q (2242.895687 sec): 3 clusters Score: Raw -183691.184706 + Penalty 4431.020025 = -179260.164681 nChanged 3 SP:Iteration 39Q (2242.961882 sec): 3 clusters Score: Raw -183691.833535 + Penalty 4431.020025 = -179260.813510 nChanged 1 SP:Iteration 40F (2243.034912 sec): 3 clusters Score: Raw -183691.964878 + Penalty 4431.020025 = -179260.944853 nChanged 0 Trying to split cluster 9 (4699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2243.111865 sec): 2 clusters Score: Raw -224727.140013 + Penalty 2232.147720 = -222494.992293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2243.189053 sec): 3 clusters Score: Raw -222494.415337 + Penalty 4464.295440 = -218030.119898 nChanged 1785 SP:Iteration 1F (2243.238105 sec): 3 clusters Score: Raw -223519.785662 + Penalty 4464.295440 = -219055.490222 nChanged 360 SP:Iteration 2F (2243.287100 sec): 3 clusters Score: Raw -223753.387880 + Penalty 4464.295440 = -219289.092441 nChanged 259 SP:Iteration 3F (2243.335125 sec): 3 clusters Score: Raw -223907.098778 + Penalty 4464.295440 = -219442.803339 nChanged 191 SP:Iteration 4Q (2243.470394 sec): 3 clusters Score: Raw -224006.866777 + Penalty 4464.295440 = -219542.571337 nChanged 134 SP:Iteration 5Q (2243.570732 sec): 3 clusters Score: Raw -224072.528278 + Penalty 4464.295440 = -219608.232839 nChanged 115 SP:Iteration 6Q (2243.678115 sec): 3 clusters Score: Raw -224124.263898 + Penalty 4464.295440 = -219659.968458 nChanged 84 SP:Iteration 7Q (2243.786135 sec): 3 clusters Score: Raw -224166.303820 + Penalty 4464.295440 = -219702.008380 nChanged 84 SP:Iteration 8Q (2243.891562 sec): 3 clusters Score: Raw -224211.080729 + Penalty 4464.295440 = -219746.785289 nChanged 89 SP:Iteration 9Q (2244.010801 sec): 3 clusters Score: Raw -224258.854975 + Penalty 4464.295440 = -219794.559536 nChanged 81 SP:Iteration 10Q (2244.107615 sec): 3 clusters Score: Raw -224303.710161 + Penalty 4464.295440 = -219839.414721 nChanged 76 SP:Iteration 11Q (2244.223984 sec): 3 clusters Score: Raw -224348.501987 + Penalty 4464.295440 = -219884.206547 nChanged 74 SP:Iteration 12Q (2244.328180 sec): 3 clusters Score: Raw -224383.062545 + Penalty 4464.295440 = -219918.767105 nChanged 75 SP:Iteration 13Q (2244.448496 sec): 3 clusters Score: Raw -224413.468103 + Penalty 4464.295440 = -219949.172663 nChanged 57 SP:Iteration 14Q (2244.582755 sec): 3 clusters Score: Raw -224440.685666 + Penalty 4464.295440 = -219976.390226 nChanged 57 SP:Iteration 15Q (2244.672462 sec): 3 clusters Score: Raw -224463.551779 + Penalty 4464.295440 = -219999.256340 nChanged 42 SP:Iteration 16Q (2244.811108 sec): 3 clusters Score: Raw -224482.530446 + Penalty 4464.295440 = -220018.235006 nChanged 43 SP:Iteration 17Q (2244.893198 sec): 3 clusters Score: Raw -224506.040274 + Penalty 4464.295440 = -220041.744834 nChanged 49 SP:Iteration 18Q (2245.006209 sec): 3 clusters Score: Raw -224533.217347 + Penalty 4464.295440 = -220068.921908 nChanged 62 SP:Iteration 19Q (2245.135864 sec): 3 clusters Score: Raw -224566.368228 + Penalty 4464.295440 = -220102.072789 nChanged 74 SP:Iteration 20F (2245.234053 sec): 3 clusters Score: Raw -224610.324968 + Penalty 4464.295440 = -220146.029528 nChanged 78 SP:Iteration 21Q (2245.338357 sec): 3 clusters Score: Raw -224646.397227 + Penalty 4464.295440 = -220182.101787 nChanged 48 SP:Iteration 22Q (2245.454298 sec): 3 clusters Score: Raw -224669.561806 + Penalty 4464.295440 = -220205.266367 nChanged 46 SP:Iteration 23Q (2245.574983 sec): 3 clusters Score: Raw -224685.379628 + Penalty 4464.295440 = -220221.084189 nChanged 34 SP:Iteration 24Q (2245.696567 sec): 3 clusters Score: Raw -224696.875426 + Penalty 4464.295440 = -220232.579986 nChanged 32 SP:Iteration 25Q (2245.792980 sec): 3 clusters Score: Raw -224710.119724 + Penalty 4464.295440 = -220245.824284 nChanged 29 SP:Iteration 26Q (2245.886846 sec): 3 clusters Score: Raw -224720.247456 + Penalty 4464.295440 = -220255.952017 nChanged 27 SP:Iteration 27Q (2245.998844 sec): 3 clusters Score: Raw -224732.572509 + Penalty 4464.295440 = -220268.277069 nChanged 31 SP:Iteration 28Q (2246.109776 sec): 3 clusters Score: Raw -224743.809408 + Penalty 4464.295440 = -220279.513968 nChanged 30 SP:Iteration 29Q (2246.208709 sec): 3 clusters Score: Raw -224753.707570 + Penalty 4464.295440 = -220289.412130 nChanged 24 SP:Iteration 30Q (2246.311039 sec): 3 clusters Score: Raw -224763.525305 + Penalty 4464.295440 = -220299.229865 nChanged 33 SP:Iteration 31Q (2246.418257 sec): 3 clusters Score: Raw -224776.343111 + Penalty 4464.295440 = -220312.047671 nChanged 23 SP:Iteration 32Q (2246.522528 sec): 3 clusters Score: Raw -224784.322212 + Penalty 4464.295440 = -220320.026773 nChanged 22 SP:Iteration 33Q (2246.649479 sec): 3 clusters Score: Raw -224790.037365 + Penalty 4464.295440 = -220325.741926 nChanged 13 SP:Iteration 34Q (2246.745526 sec): 3 clusters Score: Raw -224795.165630 + Penalty 4464.295440 = -220330.870190 nChanged 16 SP:Iteration 35Q (2246.860566 sec): 3 clusters Score: Raw -224801.875061 + Penalty 4464.295440 = -220337.579621 nChanged 14 SP:Iteration 36Q (2246.969552 sec): 3 clusters Score: Raw -224806.420447 + Penalty 4464.295440 = -220342.125007 nChanged 10 SP:Iteration 37Q (2247.079772 sec): 3 clusters Score: Raw -224810.789335 + Penalty 4464.295440 = -220346.493896 nChanged 17 SP:Iteration 38Q (2247.188687 sec): 3 clusters Score: Raw -224814.962056 + Penalty 4464.295440 = -220350.666617 nChanged 14 SP:Iteration 39Q (2247.286002 sec): 3 clusters Score: Raw -224819.197127 + Penalty 4464.295440 = -220354.901687 nChanged 12 SP:Iteration 40F (2247.409569 sec): 3 clusters Score: Raw -224823.702002 + Penalty 4464.295440 = -220359.406563 nChanged 13 SP:Iteration 41Q (2247.538991 sec): 3 clusters Score: Raw -224828.991096 + Penalty 4464.295440 = -220364.695656 nChanged 12 SP:Iteration 42Q (2247.623931 sec): 3 clusters Score: Raw -224833.494741 + Penalty 4464.295440 = -220369.199301 nChanged 11 SP:Iteration 43Q (2247.739929 sec): 3 clusters Score: Raw -224837.672501 + Penalty 4464.295440 = -220373.377061 nChanged 17 SP:Iteration 44Q (2247.861886 sec): 3 clusters Score: Raw -224844.187097 + Penalty 4464.295440 = -220379.891658 nChanged 21 SP:Iteration 45Q (2247.986526 sec): 3 clusters Score: Raw -224849.878098 + Penalty 4464.295440 = -220385.582659 nChanged 18 SP:Iteration 46Q (2248.073633 sec): 3 clusters Score: Raw -224856.275514 + Penalty 4464.295440 = -220391.980074 nChanged 12 SP:Iteration 47Q (2248.175845 sec): 3 clusters Score: Raw -224859.545625 + Penalty 4464.295440 = -220395.250185 nChanged 13 SP:Iteration 48Q (2248.281453 sec): 3 clusters Score: Raw -224863.358321 + Penalty 4464.295440 = -220399.062882 nChanged 12 SP:Iteration 49Q (2248.384677 sec): 3 clusters Score: Raw -224868.072321 + Penalty 4464.295440 = -220403.776881 nChanged 12 SP:Iteration 50Q (2248.504304 sec): 3 clusters Score: Raw -224871.479397 + Penalty 4464.295440 = -220407.183957 nChanged 12 SP:Iteration 51Q (2248.605276 sec): 3 clusters Score: Raw -224874.750172 + Penalty 4464.295440 = -220410.454732 nChanged 4 SP:Iteration 52Q (2248.714549 sec): 3 clusters Score: Raw -224875.889702 + Penalty 4464.295440 = -220411.594263 nChanged 10 SP:Iteration 53Q (2248.816677 sec): 3 clusters Score: Raw -224879.336429 + Penalty 4464.295440 = -220415.040989 nChanged 13 SP:Iteration 54Q (2248.925325 sec): 3 clusters Score: Raw -224882.734356 + Penalty 4464.295440 = -220418.438917 nChanged 12 SP:Iteration 55Q (2249.033137 sec): 3 clusters Score: Raw -224886.512312 + Penalty 4464.295440 = -220422.216872 nChanged 15 SP:Iteration 56Q (2249.129317 sec): 3 clusters Score: Raw -224893.993985 + Penalty 4464.295440 = -220429.698545 nChanged 23 SP:Iteration 57Q (2249.246436 sec): 3 clusters Score: Raw -224902.337821 + Penalty 4464.295440 = -220438.042382 nChanged 19 SP:Iteration 58Q (2249.356079 sec): 3 clusters Score: Raw -224914.298192 + Penalty 4464.295440 = -220450.002752 nChanged 21 SP:Iteration 59Q (2249.501541 sec): 3 clusters Score: Raw -224921.931876 + Penalty 4464.295440 = -220457.636436 nChanged 18 SP:Iteration 60F (2249.590392 sec): 3 clusters Score: Raw -224927.135542 + Penalty 4464.295440 = -220462.840102 nChanged 5 SP:Iteration 61Q (2249.671127 sec): 3 clusters Score: Raw -224928.713218 + Penalty 4464.295440 = -220464.417778 nChanged 11 SP:Iteration 62Q (2249.774075 sec): 3 clusters Score: Raw -224932.229144 + Penalty 4464.295440 = -220467.933705 nChanged 9 SP:Iteration 63Q (2249.888270 sec): 3 clusters Score: Raw -224935.212127 + Penalty 4464.295440 = -220470.916687 nChanged 6 SP:Iteration 64Q (2250.001909 sec): 3 clusters Score: Raw -224937.093612 + Penalty 4464.295440 = -220472.798172 nChanged 6 SP:Iteration 65Q (2250.118337 sec): 3 clusters Score: Raw -224938.959723 + Penalty 4464.295440 = -220474.664283 nChanged 5 SP:Iteration 66Q (2250.250461 sec): 3 clusters Score: Raw -224940.648193 + Penalty 4464.295440 = -220476.352754 nChanged 8 SP:Iteration 67Q (2250.377781 sec): 3 clusters Score: Raw -224942.969568 + Penalty 4464.295440 = -220478.674129 nChanged 3 SP:Iteration 68Q (2250.475359 sec): 3 clusters Score: Raw -224943.910400 + Penalty 4464.295440 = -220479.614961 nChanged 1 SP:Iteration 69Q (2250.605702 sec): 3 clusters Score: Raw -224944.023017 + Penalty 4464.295440 = -220479.727577 nChanged 0 SP:Iteration 70F (2250.721918 sec): 3 clusters Score: Raw -224944.023017 + Penalty 4464.295440 = -220479.727577 nChanged 0 Trying to split cluster 10 (33531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2250.930650 sec): 2 clusters Score: Raw -1547963.152993 + Penalty 2750.939575 = -1545212.213418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2251.147252 sec): 3 clusters Score: Raw -1527677.728123 + Penalty 5501.879150 = -1522175.848973 nChanged 15212 SP:Iteration 1F (2251.377444 sec): 3 clusters Score: Raw -1536099.879931 + Penalty 5501.879150 = -1530598.000781 nChanged 2067 SP:Iteration 2F (2251.578334 sec): 3 clusters Score: Raw -1537048.628166 + Penalty 5501.879150 = -1531546.749016 nChanged 2128 SP:Iteration 3F (2251.795969 sec): 3 clusters Score: Raw -1538179.970713 + Penalty 5501.879150 = -1532678.091562 nChanged 2229 SP:Iteration 4F (2252.020965 sec): 3 clusters Score: Raw -1539428.831370 + Penalty 5501.879150 = -1533926.952220 nChanged 2216 SP:Iteration 5F (2252.266620 sec): 3 clusters Score: Raw -1540738.715250 + Penalty 5501.879150 = -1535236.836099 nChanged 2061 SP:Iteration 6F (2252.481024 sec): 3 clusters Score: Raw -1541977.391012 + Penalty 5501.879150 = -1536475.511862 nChanged 1793 SP:Iteration 7F (2252.684116 sec): 3 clusters Score: Raw -1543095.851682 + Penalty 5501.879150 = -1537593.972532 nChanged 1611 SP:Iteration 8Q (2252.889743 sec): 3 clusters Score: Raw -1544213.181864 + Penalty 5501.879150 = -1538711.302714 nChanged 1473 SP:Iteration 9Q (2253.104725 sec): 3 clusters Score: Raw -1545296.673048 + Penalty 5501.879150 = -1539794.793898 nChanged 1221 SP:Iteration 10Q (2253.311091 sec): 3 clusters Score: Raw -1546247.024317 + Penalty 5501.879150 = -1540745.145167 nChanged 957 SP:Iteration 11Q (2253.526450 sec): 3 clusters Score: Raw -1547040.051835 + Penalty 5501.879150 = -1541538.172685 nChanged 672 SP:Iteration 12Q (2253.727097 sec): 3 clusters Score: Raw -1547600.012590 + Penalty 5501.879150 = -1542098.133440 nChanged 395 SP:Iteration 13Q (2253.925298 sec): 3 clusters Score: Raw -1547933.370691 + Penalty 5501.879150 = -1542431.491541 nChanged 236 SP:Iteration 14Q (2254.159709 sec): 3 clusters Score: Raw -1548135.738565 + Penalty 5501.879150 = -1542633.859415 nChanged 147 SP:Iteration 15Q (2254.347841 sec): 3 clusters Score: Raw -1548256.415774 + Penalty 5501.879150 = -1542754.536623 nChanged 78 SP:Iteration 16Q (2254.553940 sec): 3 clusters Score: Raw -1548320.171759 + Penalty 5501.879150 = -1542818.292609 nChanged 48 SP:Iteration 17Q (2254.768289 sec): 3 clusters Score: Raw -1548356.726880 + Penalty 5501.879150 = -1542854.847730 nChanged 37 SP:Iteration 18Q (2254.897609 sec): 3 clusters Score: Raw -1548386.974116 + Penalty 5501.879150 = -1542885.094966 nChanged 27 SP:Iteration 19Q (2255.025122 sec): 3 clusters Score: Raw -1548407.777202 + Penalty 5501.879150 = -1542905.898052 nChanged 15 SP:Iteration 20F (2255.175093 sec): 3 clusters Score: Raw -1548419.662929 + Penalty 5501.879150 = -1542917.783779 nChanged 19 SP:Iteration 21Q (2255.406600 sec): 3 clusters Score: Raw -1548433.204071 + Penalty 5501.879150 = -1542931.324921 nChanged 14 SP:Iteration 22Q (2255.607436 sec): 3 clusters Score: Raw -1548442.808172 + Penalty 5501.879150 = -1542940.929022 nChanged 15 SP:Iteration 23Q (2255.798996 sec): 3 clusters Score: Raw -1548452.609296 + Penalty 5501.879150 = -1542950.730146 nChanged 11 SP:Iteration 24Q (2256.028515 sec): 3 clusters Score: Raw -1548458.004063 + Penalty 5501.879150 = -1542956.124913 nChanged 2 SP:Iteration 25Q (2256.195795 sec): 3 clusters Score: Raw -1548459.618607 + Penalty 5501.879150 = -1542957.739456 nChanged 4 SP:Iteration 26Q (2256.402015 sec): 3 clusters Score: Raw -1548463.070214 + Penalty 5501.879150 = -1542961.191063 nChanged 5 SP:Iteration 27Q (2256.596937 sec): 3 clusters Score: Raw -1548466.240140 + Penalty 5501.879150 = -1542964.360990 nChanged 2 SP:Iteration 28Q (2256.819769 sec): 3 clusters Score: Raw -1548467.561578 + Penalty 5501.879150 = -1542965.682428 nChanged 0 SP:Iteration 29F (2257.061188 sec): 3 clusters Score: Raw -1548467.561578 + Penalty 5501.879150 = -1542965.682428 nChanged 0 Time taken for this iteration:331.920962 seconds. 11->9 Clusters: Score -2915705.504401, best is -2919496.199812 Starting from 12 clusters... ------ Clustering full data set of 66413 points ------ SP: Assigned 12 initial classes randomly. Deleting Class 11 (3998 points): Lose 570.356883 but Gain 2931.363098 Iteration 0F (2258.447993 sec): 11 clusters Score: Raw -2718913.326371 + Penalty 29313.630983 = -2689599.695389 nChanged 57353 Iteration 1F (2259.878738 sec): 11 clusters Score: Raw -2808963.332232 + Penalty 29313.630983 = -2779649.701250 nChanged 16810 Iteration 2F (2261.210609 sec): 11 clusters Score: Raw -2840615.960489 + Penalty 29313.630983 = -2811302.329506 nChanged 17257 Iteration 3F (2262.661260 sec): 11 clusters Score: Raw -2873463.744941 + Penalty 29313.630983 = -2844150.113958 nChanged 15548 Deleting Class 8 (2183 points): Lose 2616.724074 but Gain 2931.363098 Iteration 4F (2263.980757 sec): 10 clusters Score: Raw -2895880.188932 + Penalty 26382.267884 = -2869497.921047 nChanged 13553 Iteration 5F (2265.201006 sec): 10 clusters Score: Raw -2912343.132498 + Penalty 26382.267884 = -2885960.864613 nChanged 7736 Iteration 6F (2266.347297 sec): 10 clusters Score: Raw -2919291.624335 + Penalty 26382.267884 = -2892909.356451 nChanged 5638 Iteration 7F (2267.366222 sec): 10 clusters Score: Raw -2923732.606310 + Penalty 26382.267884 = -2897350.338426 nChanged 4364 Iteration 8F (2268.533771 sec): 10 clusters Score: Raw -2926933.238812 + Penalty 26382.267884 = -2900550.970928 nChanged 3575 Iteration 9F (2269.563124 sec): 10 clusters Score: Raw -2929388.540572 + Penalty 26382.267884 = -2903006.272688 nChanged 3074 Iteration 10Q (2270.532728 sec): 10 clusters Score: Raw -2931324.718939 + Penalty 26382.267884 = -2904942.451054 nChanged 2734 Iteration 11Q (2271.323611 sec): 10 clusters Score: Raw -2932878.435497 + Penalty 26382.267884 = -2906496.167613 nChanged 2368 Iteration 12Q (2272.254126 sec): 10 clusters Score: Raw -2934121.217890 + Penalty 26382.267884 = -2907738.950006 nChanged 2059 Iteration 13Q (2273.100384 sec): 10 clusters Score: Raw -2935124.142538 + Penalty 26382.267884 = -2908741.874654 nChanged 1779 Iteration 14Q (2274.052300 sec): 10 clusters Score: Raw -2935957.490592 + Penalty 26382.267884 = -2909575.222708 nChanged 1553 Iteration 15Q (2274.858400 sec): 10 clusters Score: Raw -2936604.689687 + Penalty 26382.267884 = -2910222.421803 nChanged 1323 Iteration 16Q (2275.812171 sec): 10 clusters Score: Raw -2937095.491804 + Penalty 26382.267884 = -2910713.223919 nChanged 1108 Iteration 17Q (2276.600509 sec): 10 clusters Score: Raw -2937487.417565 + Penalty 26382.267884 = -2911105.149681 nChanged 935 Iteration 18Q (2277.446698 sec): 10 clusters Score: Raw -2937787.191628 + Penalty 26382.267884 = -2911404.923744 nChanged 740 Iteration 19Q (2278.207957 sec): 10 clusters Score: Raw -2938014.006802 + Penalty 26382.267884 = -2911631.738918 nChanged 592 Writing temp clu file Because OldScore, -2911404.923744, is greater than current (better) Score,-2911631.738918 Compute initial score before splitting: Score: Raw -2938014.006802 + Penalty 26382.267884 = -2911631.738918 Trying to split cluster 1 (6586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2278.326489 sec): 2 clusters Score: Raw -300451.769620 + Penalty 2321.273186 = -298130.496434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2278.439358 sec): 3 clusters Score: Raw -297250.864623 + Penalty 4642.546372 = -292608.318251 nChanged 2574 SP:Iteration 1F (2278.521018 sec): 3 clusters Score: Raw -298759.182838 + Penalty 4642.546372 = -294116.636466 nChanged 557 SP:Iteration 2F (2278.609518 sec): 3 clusters Score: Raw -299170.846509 + Penalty 4642.546372 = -294528.300137 nChanged 432 SP:Iteration 3F (2278.726168 sec): 3 clusters Score: Raw -299542.159701 + Penalty 4642.546372 = -294899.613329 nChanged 416 SP:Iteration 4F (2278.848188 sec): 3 clusters Score: Raw -299915.137449 + Penalty 4642.546372 = -295272.591076 nChanged 373 SP:Iteration 5F (2278.977669 sec): 3 clusters Score: Raw -300241.048347 + Penalty 4642.546372 = -295598.501975 nChanged 324 SP:Iteration 6Q (2279.096164 sec): 3 clusters Score: Raw -300509.991453 + Penalty 4642.546372 = -295867.445080 nChanged 261 SP:Iteration 7Q (2279.226939 sec): 3 clusters Score: Raw -300735.142768 + Penalty 4642.546372 = -296092.596395 nChanged 240 SP:Iteration 8Q (2279.335105 sec): 3 clusters Score: Raw -300943.316615 + Penalty 4642.546372 = -296300.770242 nChanged 199 SP:Iteration 9Q (2279.454951 sec): 3 clusters Score: Raw -301111.698800 + Penalty 4642.546372 = -296469.152427 nChanged 185 SP:Iteration 10Q (2279.572890 sec): 3 clusters Score: Raw -301245.765844 + Penalty 4642.546372 = -296603.219472 nChanged 159 SP:Iteration 11Q (2279.693331 sec): 3 clusters Score: Raw -301335.748452 + Penalty 4642.546372 = -296693.202080 nChanged 122 SP:Iteration 12Q (2279.800249 sec): 3 clusters Score: Raw -301403.737794 + Penalty 4642.546372 = -296761.191421 nChanged 110 SP:Iteration 13Q (2279.898135 sec): 3 clusters Score: Raw -301461.381248 + Penalty 4642.546372 = -296818.834876 nChanged 90 SP:Iteration 14Q (2280.013090 sec): 3 clusters Score: Raw -301502.347478 + Penalty 4642.546372 = -296859.801105 nChanged 90 SP:Iteration 15Q (2280.111286 sec): 3 clusters Score: Raw -301541.296309 + Penalty 4642.546372 = -296898.749937 nChanged 72 SP:Iteration 16Q (2280.218313 sec): 3 clusters Score: Raw -301569.720940 + Penalty 4642.546372 = -296927.174568 nChanged 58 SP:Iteration 17Q (2280.295927 sec): 3 clusters Score: Raw -301594.805188 + Penalty 4642.546372 = -296952.258815 nChanged 70 SP:Iteration 18Q (2280.409278 sec): 3 clusters Score: Raw -301618.030980 + Penalty 4642.546372 = -296975.484608 nChanged 52 SP:Iteration 19Q (2280.520006 sec): 3 clusters Score: Raw -301638.302066 + Penalty 4642.546372 = -296995.755693 nChanged 48 SP:Iteration 20F (2280.642997 sec): 3 clusters Score: Raw -301653.459315 + Penalty 4642.546372 = -297010.912943 nChanged 48 SP:Iteration 21Q (2280.751962 sec): 3 clusters Score: Raw -301670.444863 + Penalty 4642.546372 = -297027.898490 nChanged 46 SP:Iteration 22Q (2280.886125 sec): 3 clusters Score: Raw -301685.021557 + Penalty 4642.546372 = -297042.475185 nChanged 43 SP:Iteration 23Q (2281.013733 sec): 3 clusters Score: Raw -301697.942866 + Penalty 4642.546372 = -297055.396493 nChanged 32 SP:Iteration 24Q (2281.126025 sec): 3 clusters Score: Raw -301708.054197 + Penalty 4642.546372 = -297065.507824 nChanged 22 SP:Iteration 25Q (2281.247464 sec): 3 clusters Score: Raw -301713.755629 + Penalty 4642.546372 = -297071.209257 nChanged 28 SP:Iteration 26Q (2281.370283 sec): 3 clusters Score: Raw -301721.352821 + Penalty 4642.546372 = -297078.806449 nChanged 29 SP:Iteration 27Q (2281.496659 sec): 3 clusters Score: Raw -301727.834501 + Penalty 4642.546372 = -297085.288128 nChanged 17 SP:Iteration 28Q (2281.619817 sec): 3 clusters Score: Raw -301730.983448 + Penalty 4642.546372 = -297088.437076 nChanged 10 SP:Iteration 29Q (2281.716687 sec): 3 clusters Score: Raw -301733.169006 + Penalty 4642.546372 = -297090.622633 nChanged 9 SP:Iteration 30Q (2281.834317 sec): 3 clusters Score: Raw -301734.703632 + Penalty 4642.546372 = -297092.157259 nChanged 7 SP:Iteration 31Q (2281.930542 sec): 3 clusters Score: Raw -301735.613572 + Penalty 4642.546372 = -297093.067200 nChanged 6 SP:Iteration 32Q (2282.051345 sec): 3 clusters Score: Raw -301736.628732 + Penalty 4642.546372 = -297094.082360 nChanged 8 SP:Iteration 33Q (2282.131103 sec): 3 clusters Score: Raw -301738.109041 + Penalty 4642.546372 = -297095.562669 nChanged 10 SP:Iteration 34Q (2282.267356 sec): 3 clusters Score: Raw -301740.085024 + Penalty 4642.546372 = -297097.538652 nChanged 6 SP:Iteration 35Q (2282.370940 sec): 3 clusters Score: Raw -301741.908811 + Penalty 4642.546372 = -297099.362439 nChanged 8 SP:Iteration 36Q (2282.459840 sec): 3 clusters Score: Raw -301743.328446 + Penalty 4642.546372 = -297100.782073 nChanged 8 SP:Iteration 37Q (2282.579831 sec): 3 clusters Score: Raw -301745.727361 + Penalty 4642.546372 = -297103.180988 nChanged 8 SP:Iteration 38Q (2282.701897 sec): 3 clusters Score: Raw -301747.503634 + Penalty 4642.546372 = -297104.957261 nChanged 7 SP:Iteration 39Q (2282.813038 sec): 3 clusters Score: Raw -301749.250164 + Penalty 4642.546372 = -297106.703792 nChanged 6 SP:Iteration 40F (2282.924964 sec): 3 clusters Score: Raw -301750.240522 + Penalty 4642.546372 = -297107.694150 nChanged 5 SP:Iteration 41Q (2283.034062 sec): 3 clusters Score: Raw -301750.898356 + Penalty 4642.546372 = -297108.351984 nChanged 5 SP:Iteration 42Q (2283.165175 sec): 3 clusters Score: Raw -301752.867174 + Penalty 4642.546372 = -297110.320802 nChanged 9 SP:Iteration 43Q (2283.282304 sec): 3 clusters Score: Raw -301756.239467 + Penalty 4642.546372 = -297113.693095 nChanged 11 SP:Iteration 44Q (2283.425897 sec): 3 clusters Score: Raw -301759.200413 + Penalty 4642.546372 = -297116.654041 nChanged 7 SP:Iteration 45Q (2283.542012 sec): 3 clusters Score: Raw -301760.359455 + Penalty 4642.546372 = -297117.813082 nChanged 4 SP:Iteration 46Q (2283.683569 sec): 3 clusters Score: Raw -301761.400378 + Penalty 4642.546372 = -297118.854006 nChanged 3 SP:Iteration 47Q (2283.777839 sec): 3 clusters Score: Raw -301762.036892 + Penalty 4642.546372 = -297119.490520 nChanged 6 SP:Iteration 48Q (2283.910491 sec): 3 clusters Score: Raw -301763.661017 + Penalty 4642.546372 = -297121.114644 nChanged 10 SP:Iteration 49Q (2284.024886 sec): 3 clusters Score: Raw -301767.323604 + Penalty 4642.546372 = -297124.777232 nChanged 11 SP:Iteration 50Q (2284.111913 sec): 3 clusters Score: Raw -301769.947191 + Penalty 4642.546372 = -297127.400818 nChanged 9 SP:Iteration 51Q (2284.230271 sec): 3 clusters Score: Raw -301772.109631 + Penalty 4642.546372 = -297129.563258 nChanged 7 SP:Iteration 52Q (2284.374619 sec): 3 clusters Score: Raw -301773.281659 + Penalty 4642.546372 = -297130.735287 nChanged 8 SP:Iteration 53Q (2284.503108 sec): 3 clusters Score: Raw -301774.738874 + Penalty 4642.546372 = -297132.192501 nChanged 7 SP:Iteration 54Q (2284.636539 sec): 3 clusters Score: Raw -301776.007907 + Penalty 4642.546372 = -297133.461534 nChanged 3 SP:Iteration 55Q (2284.759439 sec): 3 clusters Score: Raw -301776.693004 + Penalty 4642.546372 = -297134.146632 nChanged 3 SP:Iteration 56Q (2284.897392 sec): 3 clusters Score: Raw -301777.174557 + Penalty 4642.546372 = -297134.628185 nChanged 1 SP:Iteration 57Q (2285.056934 sec): 3 clusters Score: Raw -301777.275174 + Penalty 4642.546372 = -297134.728802 nChanged 2 SP:Iteration 58Q (2285.175550 sec): 3 clusters Score: Raw -301777.904937 + Penalty 4642.546372 = -297135.358565 nChanged 1 SP:Iteration 59Q (2285.312853 sec): 3 clusters Score: Raw -301778.076120 + Penalty 4642.546372 = -297135.529748 nChanged 1 SP:Iteration 60F (2285.415627 sec): 3 clusters Score: Raw -301778.267486 + Penalty 4642.546372 = -297135.721113 nChanged 0 Trying to split cluster 2 (2236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2285.476195 sec): 2 clusters Score: Raw -105995.247475 + Penalty 2036.085172 = -103959.162303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2285.594626 sec): 3 clusters Score: Raw -105123.005368 + Penalty 4072.170344 = -101050.835023 nChanged 690 SP:Iteration 1F (2285.680064 sec): 3 clusters Score: Raw -105588.502505 + Penalty 4072.170344 = -101516.332161 nChanged 153 SP:Iteration 2F (2285.792983 sec): 3 clusters Score: Raw -105707.050156 + Penalty 4072.170344 = -101634.879812 nChanged 79 SP:Iteration 3Q (2285.900411 sec): 3 clusters Score: Raw -105767.683100 + Penalty 4072.170344 = -101695.512755 nChanged 65 SP:Iteration 4Q (2286.006266 sec): 3 clusters Score: Raw -105816.075529 + Penalty 4072.170344 = -101743.905185 nChanged 46 SP:Iteration 5Q (2286.122114 sec): 3 clusters Score: Raw -105852.402379 + Penalty 4072.170344 = -101780.232034 nChanged 37 SP:Iteration 6Q (2286.216332 sec): 3 clusters Score: Raw -105881.071852 + Penalty 4072.170344 = -101808.901508 nChanged 33 SP:Iteration 7Q (2286.309672 sec): 3 clusters Score: Raw -105904.660244 + Penalty 4072.170344 = -101832.489900 nChanged 21 SP:Iteration 8Q (2286.409843 sec): 3 clusters Score: Raw -105919.891833 + Penalty 4072.170344 = -101847.721489 nChanged 20 SP:Iteration 9Q (2286.509023 sec): 3 clusters Score: Raw -105930.239563 + Penalty 4072.170344 = -101858.069219 nChanged 8 SP:Iteration 10Q (2286.607898 sec): 3 clusters Score: Raw -105935.346369 + Penalty 4072.170344 = -101863.176024 nChanged 9 SP:Iteration 11Q (2286.694811 sec): 3 clusters Score: Raw -105941.252523 + Penalty 4072.170344 = -101869.082179 nChanged 9 SP:Iteration 12Q (2286.788134 sec): 3 clusters Score: Raw -105946.236571 + Penalty 4072.170344 = -101874.066226 nChanged 5 SP:Iteration 13Q (2286.901363 sec): 3 clusters Score: Raw -105949.444383 + Penalty 4072.170344 = -101877.274038 nChanged 3 SP:Iteration 14Q (2287.022053 sec): 3 clusters Score: Raw -105951.605701 + Penalty 4072.170344 = -101879.435356 nChanged 2 SP:Iteration 15Q (2287.141088 sec): 3 clusters Score: Raw -105953.136725 + Penalty 4072.170344 = -101880.966381 nChanged 2 SP:Iteration 16Q (2287.253513 sec): 3 clusters Score: Raw -105954.203750 + Penalty 4072.170344 = -101882.033405 nChanged 3 SP:Iteration 17Q (2287.371163 sec): 3 clusters Score: Raw -105955.979186 + Penalty 4072.170344 = -101883.808841 nChanged 2 SP:Iteration 18Q (2287.489671 sec): 3 clusters Score: Raw -105957.384322 + Penalty 4072.170344 = -101885.213977 nChanged 6 SP:Iteration 19Q (2287.585150 sec): 3 clusters Score: Raw -105961.081072 + Penalty 4072.170344 = -101888.910727 nChanged 5 SP:Iteration 20F (2287.675113 sec): 3 clusters Score: Raw -105964.292442 + Penalty 4072.170344 = -101892.122097 nChanged 5 SP:Iteration 21Q (2287.803989 sec): 3 clusters Score: Raw -105966.760941 + Penalty 4072.170344 = -101894.590596 nChanged 6 SP:Iteration 22Q (2287.895628 sec): 3 clusters Score: Raw -105969.740859 + Penalty 4072.170344 = -101897.570514 nChanged 2 SP:Iteration 23Q (2288.006963 sec): 3 clusters Score: Raw -105970.933794 + Penalty 4072.170344 = -101898.763450 nChanged 3 SP:Iteration 24Q (2288.133195 sec): 3 clusters Score: Raw -105972.101005 + Penalty 4072.170344 = -101899.930660 nChanged 2 SP:Iteration 25Q (2288.253630 sec): 3 clusters Score: Raw -105973.472194 + Penalty 4072.170344 = -101901.301850 nChanged 2 SP:Iteration 26Q (2288.350851 sec): 3 clusters Score: Raw -105975.155668 + Penalty 4072.170344 = -101902.985323 nChanged 1 SP:Iteration 27Q (2288.467362 sec): 3 clusters Score: Raw -105976.168237 + Penalty 4072.170344 = -101903.997893 nChanged 3 SP:Iteration 28Q (2288.585843 sec): 3 clusters Score: Raw -105977.602438 + Penalty 4072.170344 = -101905.432094 nChanged 3 SP:Iteration 29Q (2288.694001 sec): 3 clusters Score: Raw -105978.749438 + Penalty 4072.170344 = -101906.579093 nChanged 1 SP:Iteration 30Q (2288.812813 sec): 3 clusters Score: Raw -105979.833648 + Penalty 4072.170344 = -101907.663304 nChanged 4 SP:Iteration 31Q (2288.930963 sec): 3 clusters Score: Raw -105982.584522 + Penalty 4072.170344 = -101910.414177 nChanged 4 SP:Iteration 32Q (2289.049156 sec): 3 clusters Score: Raw -105985.551269 + Penalty 4072.170344 = -101913.380925 nChanged 5 SP:Iteration 33Q (2289.167960 sec): 3 clusters Score: Raw -105988.457270 + Penalty 4072.170344 = -101916.286925 nChanged 4 SP:Iteration 34Q (2289.288894 sec): 3 clusters Score: Raw -105990.483565 + Penalty 4072.170344 = -101918.313221 nChanged 3 SP:Iteration 35Q (2289.386248 sec): 3 clusters Score: Raw -105991.882290 + Penalty 4072.170344 = -101919.711945 nChanged 1 SP:Iteration 36Q (2289.504745 sec): 3 clusters Score: Raw -105992.781093 + Penalty 4072.170344 = -101920.610749 nChanged 2 SP:Iteration 37Q (2289.621854 sec): 3 clusters Score: Raw -105993.967360 + Penalty 4072.170344 = -101921.797015 nChanged 1 SP:Iteration 38Q (2289.710044 sec): 3 clusters Score: Raw -105995.001129 + Penalty 4072.170344 = -101922.830784 nChanged 1 SP:Iteration 39Q (2289.835235 sec): 3 clusters Score: Raw -105995.442647 + Penalty 4072.170344 = -101923.272302 nChanged 2 SP:Iteration 40F (2289.944863 sec): 3 clusters Score: Raw -105996.172536 + Penalty 4072.170344 = -101924.002192 nChanged 1 SP:Iteration 41Q (2290.065982 sec): 3 clusters Score: Raw -105996.579138 + Penalty 4072.170344 = -101924.408794 nChanged 0 SP:Iteration 42F (2290.171111 sec): 3 clusters Score: Raw -105996.579138 + Penalty 4072.170344 = -101924.408794 nChanged 0 Trying to split cluster 3 (3198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2290.218482 sec): 2 clusters Score: Raw -135707.693354 + Penalty 2130.554156 = -133577.139198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2290.349249 sec): 3 clusters Score: Raw -134346.584769 + Penalty 4261.108312 = -130085.476457 nChanged 1123 SP:Iteration 1F (2290.446106 sec): 3 clusters Score: Raw -135080.884448 + Penalty 4261.108312 = -130819.776136 nChanged 255 SP:Iteration 2F (2290.550203 sec): 3 clusters Score: Raw -135270.995223 + Penalty 4261.108312 = -131009.886912 nChanged 161 SP:Iteration 3F (2290.681495 sec): 3 clusters Score: Raw -135408.649577 + Penalty 4261.108312 = -131147.541266 nChanged 127 SP:Iteration 4Q (2290.838895 sec): 3 clusters Score: Raw -135519.113350 + Penalty 4261.108312 = -131258.005038 nChanged 110 SP:Iteration 5Q (2290.939620 sec): 3 clusters Score: Raw -135615.656876 + Penalty 4261.108312 = -131354.548565 nChanged 95 SP:Iteration 6Q (2291.065404 sec): 3 clusters Score: Raw -135698.717234 + Penalty 4261.108312 = -131437.608922 nChanged 82 SP:Iteration 7Q (2291.185123 sec): 3 clusters Score: Raw -135764.277785 + Penalty 4261.108312 = -131503.169474 nChanged 75 SP:Iteration 8Q (2291.308953 sec): 3 clusters Score: Raw -135818.094351 + Penalty 4261.108312 = -131556.986040 nChanged 55 SP:Iteration 9Q (2291.422330 sec): 3 clusters Score: Raw -135857.769330 + Penalty 4261.108312 = -131596.661018 nChanged 61 SP:Iteration 10Q (2291.540327 sec): 3 clusters Score: Raw -135903.551254 + Penalty 4261.108312 = -131642.442942 nChanged 58 SP:Iteration 11Q (2291.659246 sec): 3 clusters Score: Raw -135947.932185 + Penalty 4261.108312 = -131686.823873 nChanged 45 SP:Iteration 12Q (2291.763381 sec): 3 clusters Score: Raw -135984.677303 + Penalty 4261.108312 = -131723.568992 nChanged 36 SP:Iteration 13Q (2291.863077 sec): 3 clusters Score: Raw -136008.747223 + Penalty 4261.108312 = -131747.638911 nChanged 35 SP:Iteration 14Q (2292.002789 sec): 3 clusters Score: Raw -136029.776907 + Penalty 4261.108312 = -131768.668595 nChanged 26 SP:Iteration 15Q (2292.090003 sec): 3 clusters Score: Raw -136043.093555 + Penalty 4261.108312 = -131781.985244 nChanged 18 SP:Iteration 16Q (2292.200378 sec): 3 clusters Score: Raw -136053.231818 + Penalty 4261.108312 = -131792.123506 nChanged 14 SP:Iteration 17Q (2292.313398 sec): 3 clusters Score: Raw -136061.814302 + Penalty 4261.108312 = -131800.705991 nChanged 22 SP:Iteration 18Q (2292.421226 sec): 3 clusters Score: Raw -136078.308130 + Penalty 4261.108312 = -131817.199819 nChanged 21 SP:Iteration 19Q (2292.527242 sec): 3 clusters Score: Raw -136090.269953 + Penalty 4261.108312 = -131829.161641 nChanged 13 SP:Iteration 20F (2292.644608 sec): 3 clusters Score: Raw -136098.013360 + Penalty 4261.108312 = -131836.905048 nChanged 12 SP:Iteration 21Q (2292.754842 sec): 3 clusters Score: Raw -136103.139074 + Penalty 4261.108312 = -131842.030763 nChanged 10 SP:Iteration 22Q (2292.863738 sec): 3 clusters Score: Raw -136107.929509 + Penalty 4261.108312 = -131846.821197 nChanged 9 SP:Iteration 23Q (2292.973132 sec): 3 clusters Score: Raw -136111.435221 + Penalty 4261.108312 = -131850.326909 nChanged 9 SP:Iteration 24Q (2293.079750 sec): 3 clusters Score: Raw -136115.501942 + Penalty 4261.108312 = -131854.393631 nChanged 7 SP:Iteration 25Q (2293.229628 sec): 3 clusters Score: Raw -136118.368539 + Penalty 4261.108312 = -131857.260227 nChanged 4 SP:Iteration 26Q (2293.346498 sec): 3 clusters Score: Raw -136119.543445 + Penalty 4261.108312 = -131858.435133 nChanged 3 SP:Iteration 27Q (2293.458136 sec): 3 clusters Score: Raw -136120.304538 + Penalty 4261.108312 = -131859.196226 nChanged 2 SP:Iteration 28Q (2293.572705 sec): 3 clusters Score: Raw -136120.988315 + Penalty 4261.108312 = -131859.880003 nChanged 7 SP:Iteration 29Q (2293.690205 sec): 3 clusters Score: Raw -136124.712343 + Penalty 4261.108312 = -131863.604032 nChanged 7 SP:Iteration 30Q (2293.805033 sec): 3 clusters Score: Raw -136127.471784 + Penalty 4261.108312 = -131866.363473 nChanged 3 SP:Iteration 31Q (2293.924049 sec): 3 clusters Score: Raw -136128.655234 + Penalty 4261.108312 = -131867.546923 nChanged 2 SP:Iteration 32Q (2294.041254 sec): 3 clusters Score: Raw -136129.411011 + Penalty 4261.108312 = -131868.302699 nChanged 2 SP:Iteration 33Q (2294.148871 sec): 3 clusters Score: Raw -136130.555064 + Penalty 4261.108312 = -131869.446752 nChanged 3 SP:Iteration 34Q (2294.264474 sec): 3 clusters Score: Raw -136131.908677 + Penalty 4261.108312 = -131870.800366 nChanged 6 SP:Iteration 35Q (2294.382065 sec): 3 clusters Score: Raw -136134.092873 + Penalty 4261.108312 = -131872.984562 nChanged 4 SP:Iteration 36Q (2294.504739 sec): 3 clusters Score: Raw -136135.394857 + Penalty 4261.108312 = -131874.286545 nChanged 1 SP:Iteration 37Q (2294.630235 sec): 3 clusters Score: Raw -136135.566218 + Penalty 4261.108312 = -131874.457906 nChanged 1 SP:Iteration 38Q (2294.781252 sec): 3 clusters Score: Raw -136135.819161 + Penalty 4261.108312 = -131874.710849 nChanged 2 SP:Iteration 39Q (2294.895017 sec): 3 clusters Score: Raw -136136.822128 + Penalty 4261.108312 = -131875.713816 nChanged 2 SP:Iteration 40F (2294.991444 sec): 3 clusters Score: Raw -136137.174994 + Penalty 4261.108312 = -131876.066683 nChanged 0 Trying to split cluster 4 (1805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2295.078403 sec): 2 clusters Score: Raw -80576.031426 + Penalty 1979.555390 = -78596.476036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2295.171308 sec): 3 clusters Score: Raw -79922.589478 + Penalty 3959.110780 = -75963.478698 nChanged 543 SP:Iteration 1F (2295.297219 sec): 3 clusters Score: Raw -80370.895707 + Penalty 3959.110780 = -76411.784927 nChanged 143 SP:Iteration 2F (2295.406453 sec): 3 clusters Score: Raw -80511.893913 + Penalty 3959.110780 = -76552.783133 nChanged 77 SP:Iteration 3Q (2295.517100 sec): 3 clusters Score: Raw -80588.585545 + Penalty 3959.110780 = -76629.474765 nChanged 55 SP:Iteration 4Q (2295.626005 sec): 3 clusters Score: Raw -80638.265786 + Penalty 3959.110780 = -76679.155006 nChanged 37 SP:Iteration 5Q (2295.732117 sec): 3 clusters Score: Raw -80666.631623 + Penalty 3959.110780 = -76707.520844 nChanged 17 SP:Iteration 6Q (2295.863932 sec): 3 clusters Score: Raw -80683.582837 + Penalty 3959.110780 = -76724.472057 nChanged 14 SP:Iteration 7Q (2295.943839 sec): 3 clusters Score: Raw -80695.358843 + Penalty 3959.110780 = -76736.248063 nChanged 14 SP:Iteration 8Q (2296.042325 sec): 3 clusters Score: Raw -80706.763489 + Penalty 3959.110780 = -76747.652709 nChanged 15 SP:Iteration 9Q (2296.172373 sec): 3 clusters Score: Raw -80718.294957 + Penalty 3959.110780 = -76759.184177 nChanged 12 SP:Iteration 10Q (2296.280805 sec): 3 clusters Score: Raw -80726.666046 + Penalty 3959.110780 = -76767.555266 nChanged 8 SP:Iteration 11Q (2296.353126 sec): 3 clusters Score: Raw -80733.191866 + Penalty 3959.110780 = -76774.081086 nChanged 7 SP:Iteration 12Q (2296.478365 sec): 3 clusters Score: Raw -80738.412093 + Penalty 3959.110780 = -76779.301314 nChanged 8 SP:Iteration 13Q (2296.596846 sec): 3 clusters Score: Raw -80743.605554 + Penalty 3959.110780 = -76784.494774 nChanged 5 SP:Iteration 14Q (2296.715002 sec): 3 clusters Score: Raw -80748.499278 + Penalty 3959.110780 = -76789.388498 nChanged 5 SP:Iteration 15Q (2296.833357 sec): 3 clusters Score: Raw -80752.149505 + Penalty 3959.110780 = -76793.038725 nChanged 7 SP:Iteration 16Q (2296.952121 sec): 3 clusters Score: Raw -80758.887253 + Penalty 3959.110780 = -76799.776473 nChanged 6 SP:Iteration 17Q (2297.064603 sec): 3 clusters Score: Raw -80763.452386 + Penalty 3959.110780 = -76804.341606 nChanged 4 SP:Iteration 18Q (2297.181352 sec): 3 clusters Score: Raw -80767.604108 + Penalty 3959.110780 = -76808.493328 nChanged 5 SP:Iteration 19Q (2297.295724 sec): 3 clusters Score: Raw -80772.102930 + Penalty 3959.110780 = -76812.992150 nChanged 6 SP:Iteration 20F (2297.393970 sec): 3 clusters Score: Raw -80775.453746 + Penalty 3959.110780 = -76816.342966 nChanged 4 SP:Iteration 21Q (2297.510896 sec): 3 clusters Score: Raw -80778.752985 + Penalty 3959.110780 = -76819.642205 nChanged 5 SP:Iteration 22Q (2297.626847 sec): 3 clusters Score: Raw -80783.939536 + Penalty 3959.110780 = -76824.828756 nChanged 9 SP:Iteration 23Q (2297.721377 sec): 3 clusters Score: Raw -80790.253235 + Penalty 3959.110780 = -76831.142455 nChanged 5 SP:Iteration 24Q (2297.838273 sec): 3 clusters Score: Raw -80795.664359 + Penalty 3959.110780 = -76836.553579 nChanged 5 SP:Iteration 25Q (2297.931226 sec): 3 clusters Score: Raw -80799.529350 + Penalty 3959.110780 = -76840.418570 nChanged 4 SP:Iteration 26Q (2298.029539 sec): 3 clusters Score: Raw -80801.840861 + Penalty 3959.110780 = -76842.730082 nChanged 4 SP:Iteration 27Q (2298.181530 sec): 3 clusters Score: Raw -80804.551657 + Penalty 3959.110780 = -76845.440877 nChanged 2 SP:Iteration 28Q (2298.282288 sec): 3 clusters Score: Raw -80805.138486 + Penalty 3959.110780 = -76846.027706 nChanged 1 SP:Iteration 29Q (2298.393741 sec): 3 clusters Score: Raw -80805.630829 + Penalty 3959.110780 = -76846.520049 nChanged 0 SP:Iteration 30F (2298.479418 sec): 3 clusters Score: Raw -80805.630829 + Penalty 3959.110780 = -76846.520049 nChanged 0 Trying to split cluster 5 (9074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2298.561959 sec): 2 clusters Score: Raw -367595.938253 + Penalty 2405.876473 = -365190.061780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2298.707397 sec): 3 clusters Score: Raw -362817.049797 + Penalty 4811.752947 = -358005.296850 nChanged 3659 SP:Iteration 1F (2298.830567 sec): 3 clusters Score: Raw -364977.630020 + Penalty 4811.752947 = -360165.877073 nChanged 721 SP:Iteration 2F (2298.950844 sec): 3 clusters Score: Raw -365440.233256 + Penalty 4811.752947 = -360628.480309 nChanged 573 SP:Iteration 3F (2299.071976 sec): 3 clusters Score: Raw -365805.202332 + Penalty 4811.752947 = -360993.449385 nChanged 469 SP:Iteration 4F (2299.211831 sec): 3 clusters Score: Raw -366075.750373 + Penalty 4811.752947 = -361263.997426 nChanged 425 SP:Iteration 5Q (2299.354481 sec): 3 clusters Score: Raw -366308.584268 + Penalty 4811.752947 = -361496.831321 nChanged 365 SP:Iteration 6Q (2299.516080 sec): 3 clusters Score: Raw -366498.631156 + Penalty 4811.752947 = -361686.878209 nChanged 329 SP:Iteration 7Q (2299.671044 sec): 3 clusters Score: Raw -366670.598413 + Penalty 4811.752947 = -361858.845466 nChanged 326 SP:Iteration 8Q (2299.801211 sec): 3 clusters Score: Raw -366849.377484 + Penalty 4811.752947 = -362037.624537 nChanged 274 SP:Iteration 9Q (2299.937313 sec): 3 clusters Score: Raw -367002.537285 + Penalty 4811.752947 = -362190.784338 nChanged 268 SP:Iteration 10Q (2300.092379 sec): 3 clusters Score: Raw -367137.475406 + Penalty 4811.752947 = -362325.722459 nChanged 242 SP:Iteration 11Q (2300.232954 sec): 3 clusters Score: Raw -367253.190268 + Penalty 4811.752947 = -362441.437321 nChanged 221 SP:Iteration 12Q (2300.358239 sec): 3 clusters Score: Raw -367357.556643 + Penalty 4811.752947 = -362545.803696 nChanged 208 SP:Iteration 13Q (2300.524771 sec): 3 clusters Score: Raw -367455.814415 + Penalty 4811.752947 = -362644.061468 nChanged 189 SP:Iteration 14Q (2300.634221 sec): 3 clusters Score: Raw -367534.980810 + Penalty 4811.752947 = -362723.227863 nChanged 153 SP:Iteration 15Q (2300.761922 sec): 3 clusters Score: Raw -367595.638637 + Penalty 4811.752947 = -362783.885690 nChanged 131 SP:Iteration 16Q (2300.898353 sec): 3 clusters Score: Raw -367641.026419 + Penalty 4811.752947 = -362829.273472 nChanged 119 SP:Iteration 17Q (2301.031402 sec): 3 clusters Score: Raw -367686.426278 + Penalty 4811.752947 = -362874.673331 nChanged 107 SP:Iteration 18Q (2301.177363 sec): 3 clusters Score: Raw -367720.548569 + Penalty 4811.752947 = -362908.795622 nChanged 91 SP:Iteration 19Q (2301.322697 sec): 3 clusters Score: Raw -367748.834151 + Penalty 4811.752947 = -362937.081204 nChanged 80 SP:Iteration 20F (2301.497764 sec): 3 clusters Score: Raw -367773.611135 + Penalty 4811.752947 = -362961.858188 nChanged 58 SP:Iteration 21Q (2301.632080 sec): 3 clusters Score: Raw -367788.455083 + Penalty 4811.752947 = -362976.702136 nChanged 54 SP:Iteration 22Q (2301.763434 sec): 3 clusters Score: Raw -367800.276409 + Penalty 4811.752947 = -362988.523462 nChanged 34 SP:Iteration 23Q (2301.894902 sec): 3 clusters Score: Raw -367807.625640 + Penalty 4811.752947 = -362995.872693 nChanged 39 SP:Iteration 24Q (2302.002488 sec): 3 clusters Score: Raw -367815.937892 + Penalty 4811.752947 = -363004.184945 nChanged 39 SP:Iteration 25Q (2302.129470 sec): 3 clusters Score: Raw -367824.898998 + Penalty 4811.752947 = -363013.146051 nChanged 25 SP:Iteration 26Q (2302.272967 sec): 3 clusters Score: Raw -367830.651058 + Penalty 4811.752947 = -363018.898111 nChanged 28 SP:Iteration 27Q (2302.411440 sec): 3 clusters Score: Raw -367835.622912 + Penalty 4811.752947 = -363023.869965 nChanged 22 SP:Iteration 28Q (2302.548016 sec): 3 clusters Score: Raw -367839.980363 + Penalty 4811.752947 = -363028.227416 nChanged 14 SP:Iteration 29Q (2302.659927 sec): 3 clusters Score: Raw -367842.305052 + Penalty 4811.752947 = -363030.552105 nChanged 15 SP:Iteration 30Q (2302.792427 sec): 3 clusters Score: Raw -367845.947656 + Penalty 4811.752947 = -363034.194709 nChanged 16 SP:Iteration 31Q (2302.959371 sec): 3 clusters Score: Raw -367848.360913 + Penalty 4811.752947 = -363036.607966 nChanged 9 SP:Iteration 32Q (2303.063085 sec): 3 clusters Score: Raw -367849.899796 + Penalty 4811.752947 = -363038.146849 nChanged 9 SP:Iteration 33Q (2303.211247 sec): 3 clusters Score: Raw -367851.200009 + Penalty 4811.752947 = -363039.447062 nChanged 10 SP:Iteration 34Q (2303.386531 sec): 3 clusters Score: Raw -367852.622899 + Penalty 4811.752947 = -363040.869952 nChanged 10 SP:Iteration 35Q (2303.537591 sec): 3 clusters Score: Raw -367854.716790 + Penalty 4811.752947 = -363042.963843 nChanged 8 SP:Iteration 36Q (2303.667071 sec): 3 clusters Score: Raw -367856.175525 + Penalty 4811.752947 = -363044.422578 nChanged 10 SP:Iteration 37Q (2303.803208 sec): 3 clusters Score: Raw -367857.959024 + Penalty 4811.752947 = -363046.206077 nChanged 12 SP:Iteration 38Q (2303.950714 sec): 3 clusters Score: Raw -367860.174981 + Penalty 4811.752947 = -363048.422034 nChanged 12 SP:Iteration 39Q (2304.080890 sec): 3 clusters Score: Raw -367862.334086 + Penalty 4811.752947 = -363050.581139 nChanged 14 SP:Iteration 40F (2304.218952 sec): 3 clusters Score: Raw -367864.633287 + Penalty 4811.752947 = -363052.880340 nChanged 9 SP:Iteration 41Q (2304.348383 sec): 3 clusters Score: Raw -367865.634140 + Penalty 4811.752947 = -363053.881193 nChanged 5 SP:Iteration 42Q (2304.485650 sec): 3 clusters Score: Raw -367866.558822 + Penalty 4811.752947 = -363054.805875 nChanged 7 SP:Iteration 43Q (2304.602906 sec): 3 clusters Score: Raw -367867.576932 + Penalty 4811.752947 = -363055.823985 nChanged 6 SP:Iteration 44Q (2304.754411 sec): 3 clusters Score: Raw -367868.579225 + Penalty 4811.752947 = -363056.826278 nChanged 3 SP:Iteration 45Q (2304.931518 sec): 3 clusters Score: Raw -367869.285808 + Penalty 4811.752947 = -363057.532861 nChanged 10 SP:Iteration 46Q (2305.043110 sec): 3 clusters Score: Raw -367870.804336 + Penalty 4811.752947 = -363059.051389 nChanged 9 SP:Iteration 47Q (2305.191678 sec): 3 clusters Score: Raw -367872.028607 + Penalty 4811.752947 = -363060.275660 nChanged 3 SP:Iteration 48Q (2305.361797 sec): 3 clusters Score: Raw -367872.369219 + Penalty 4811.752947 = -363060.616272 nChanged 1 SP:Iteration 49Q (2305.497115 sec): 3 clusters Score: Raw -367872.411422 + Penalty 4811.752947 = -363060.658475 nChanged 0 SP:Iteration 50F (2305.635333 sec): 3 clusters Score: Raw -367872.411422 + Penalty 4811.752947 = -363060.658475 nChanged 0 Trying to split cluster 6 (29649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2305.816965 sec): 2 clusters Score: Raw -1381668.832512 + Penalty 2718.456491 = -1378950.376021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2306.008050 sec): 3 clusters Score: Raw -1364057.956459 + Penalty 5436.912981 = -1358621.043478 nChanged 13306 SP:Iteration 1F (2306.239544 sec): 3 clusters Score: Raw -1371149.534816 + Penalty 5436.912981 = -1365712.621835 nChanged 1460 SP:Iteration 2Q (2306.449281 sec): 3 clusters Score: Raw -1371649.805078 + Penalty 5436.912981 = -1366212.892097 nChanged 1266 SP:Iteration 3Q (2306.649656 sec): 3 clusters Score: Raw -1372059.136394 + Penalty 5436.912981 = -1366622.223413 nChanged 1211 SP:Iteration 4Q (2306.876201 sec): 3 clusters Score: Raw -1372447.073101 + Penalty 5436.912981 = -1367010.160119 nChanged 1115 SP:Iteration 5Q (2307.102283 sec): 3 clusters Score: Raw -1372824.698713 + Penalty 5436.912981 = -1367387.785732 nChanged 1165 SP:Iteration 6Q (2307.302104 sec): 3 clusters Score: Raw -1373269.532310 + Penalty 5436.912981 = -1367832.619328 nChanged 1285 SP:Iteration 7Q (2307.497090 sec): 3 clusters Score: Raw -1373826.558002 + Penalty 5436.912981 = -1368389.645021 nChanged 1412 SP:Iteration 8Q (2307.732015 sec): 3 clusters Score: Raw -1374553.386324 + Penalty 5436.912981 = -1369116.473342 nChanged 1611 SP:Iteration 9F (2307.952044 sec): 3 clusters Score: Raw -1375512.531953 + Penalty 5436.912981 = -1370075.618972 nChanged 1728 SP:Iteration 10F (2308.224038 sec): 3 clusters Score: Raw -1376690.847142 + Penalty 5436.912981 = -1371253.934161 nChanged 1714 SP:Iteration 11F (2308.423854 sec): 3 clusters Score: Raw -1377930.117649 + Penalty 5436.912981 = -1372493.204668 nChanged 1468 SP:Iteration 12Q (2308.601629 sec): 3 clusters Score: Raw -1379067.319449 + Penalty 5436.912981 = -1373630.406468 nChanged 1223 SP:Iteration 13Q (2308.802797 sec): 3 clusters Score: Raw -1380070.323077 + Penalty 5436.912981 = -1374633.410095 nChanged 922 SP:Iteration 14Q (2309.003520 sec): 3 clusters Score: Raw -1380827.119501 + Penalty 5436.912981 = -1375390.206520 nChanged 548 SP:Iteration 15Q (2309.211242 sec): 3 clusters Score: Raw -1381273.196544 + Penalty 5436.912981 = -1375836.283563 nChanged 340 SP:Iteration 16Q (2309.403593 sec): 3 clusters Score: Raw -1381563.807520 + Penalty 5436.912981 = -1376126.894539 nChanged 192 SP:Iteration 17Q (2309.618449 sec): 3 clusters Score: Raw -1381730.479361 + Penalty 5436.912981 = -1376293.566379 nChanged 121 SP:Iteration 18Q (2309.782207 sec): 3 clusters Score: Raw -1381831.364091 + Penalty 5436.912981 = -1376394.451110 nChanged 70 SP:Iteration 19Q (2309.961119 sec): 3 clusters Score: Raw -1381894.735602 + Penalty 5436.912981 = -1376457.822621 nChanged 41 SP:Iteration 20F (2310.147781 sec): 3 clusters Score: Raw -1381939.582317 + Penalty 5436.912981 = -1376502.669336 nChanged 42 SP:Iteration 21Q (2310.313141 sec): 3 clusters Score: Raw -1381986.334331 + Penalty 5436.912981 = -1376549.421349 nChanged 35 SP:Iteration 22Q (2310.509203 sec): 3 clusters Score: Raw -1382024.732791 + Penalty 5436.912981 = -1376587.819810 nChanged 21 SP:Iteration 23Q (2310.711253 sec): 3 clusters Score: Raw -1382042.714487 + Penalty 5436.912981 = -1376605.801505 nChanged 14 SP:Iteration 24Q (2310.911823 sec): 3 clusters Score: Raw -1382055.362715 + Penalty 5436.912981 = -1376618.449734 nChanged 15 SP:Iteration 25Q (2311.115151 sec): 3 clusters Score: Raw -1382070.122853 + Penalty 5436.912981 = -1376633.209871 nChanged 10 SP:Iteration 26Q (2311.298689 sec): 3 clusters Score: Raw -1382078.836637 + Penalty 5436.912981 = -1376641.923656 nChanged 7 SP:Iteration 27Q (2311.491350 sec): 3 clusters Score: Raw -1382085.723067 + Penalty 5436.912981 = -1376648.810086 nChanged 4 SP:Iteration 28Q (2311.663319 sec): 3 clusters Score: Raw -1382092.944625 + Penalty 5436.912981 = -1376656.031644 nChanged 6 SP:Iteration 29Q (2311.856141 sec): 3 clusters Score: Raw -1382097.338299 + Penalty 5436.912981 = -1376660.425318 nChanged 3 SP:Iteration 30Q (2312.001750 sec): 3 clusters Score: Raw -1382098.315847 + Penalty 5436.912981 = -1376661.402866 nChanged 1 SP:Iteration 31Q (2312.170557 sec): 3 clusters Score: Raw -1382098.879654 + Penalty 5436.912981 = -1376661.966673 nChanged 0 SP:Iteration 32F (2312.379890 sec): 3 clusters Score: Raw -1382098.879654 + Penalty 5436.912981 = -1376661.966673 nChanged 0 Trying to split cluster 7 (1440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2312.499456 sec): 2 clusters Score: Raw -61468.353015 + Penalty 1919.913176 = -59548.439839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2312.657704 sec): 3 clusters Score: Raw -61068.482696 + Penalty 3839.826351 = -57228.656345 nChanged 388 SP:Iteration 1F (2312.745699 sec): 3 clusters Score: Raw -61415.816731 + Penalty 3839.826351 = -57575.990380 nChanged 86 SP:Iteration 2F (2312.879289 sec): 3 clusters Score: Raw -61504.800261 + Penalty 3839.826351 = -57664.973910 nChanged 32 SP:Iteration 3Q (2312.956126 sec): 3 clusters Score: Raw -61539.743675 + Penalty 3839.826351 = -57699.917323 nChanged 21 SP:Iteration 4Q (2313.069924 sec): 3 clusters Score: Raw -61563.503614 + Penalty 3839.826351 = -57723.677263 nChanged 17 SP:Iteration 5Q (2313.183325 sec): 3 clusters Score: Raw -61579.564045 + Penalty 3839.826351 = -57739.737694 nChanged 7 SP:Iteration 6Q (2313.284013 sec): 3 clusters Score: Raw -61588.133969 + Penalty 3839.826351 = -57748.307617 nChanged 9 SP:Iteration 7Q (2313.397324 sec): 3 clusters Score: Raw -61596.122868 + Penalty 3839.826351 = -57756.296516 nChanged 10 SP:Iteration 8Q (2313.478782 sec): 3 clusters Score: Raw -61607.263861 + Penalty 3839.826351 = -57767.437510 nChanged 7 SP:Iteration 9Q (2313.601073 sec): 3 clusters Score: Raw -61615.733954 + Penalty 3839.826351 = -57775.907602 nChanged 9 SP:Iteration 10Q (2313.689585 sec): 3 clusters Score: Raw -61622.744442 + Penalty 3839.826351 = -57782.918091 nChanged 12 SP:Iteration 11Q (2313.801004 sec): 3 clusters Score: Raw -61630.147502 + Penalty 3839.826351 = -57790.321151 nChanged 6 SP:Iteration 12Q (2313.909634 sec): 3 clusters Score: Raw -61635.581687 + Penalty 3839.826351 = -57795.755336 nChanged 5 SP:Iteration 13Q (2314.015602 sec): 3 clusters Score: Raw -61638.660449 + Penalty 3839.826351 = -57798.834098 nChanged 0 SP:Iteration 14F (2314.127624 sec): 3 clusters Score: Raw -61638.660449 + Penalty 3839.826351 = -57798.834098 nChanged 0 Trying to split cluster 9 (5109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2314.194051 sec): 2 clusters Score: Raw -248769.021517 + Penalty 2254.232368 = -246514.789149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2314.320640 sec): 3 clusters Score: Raw -246292.276247 + Penalty 4508.464736 = -241783.811511 nChanged 1926 SP:Iteration 1F (2314.459498 sec): 3 clusters Score: Raw -247398.348057 + Penalty 4508.464736 = -242889.883322 nChanged 386 SP:Iteration 2F (2314.564044 sec): 3 clusters Score: Raw -247610.262728 + Penalty 4508.464736 = -243101.797992 nChanged 244 SP:Iteration 3Q (2314.689036 sec): 3 clusters Score: Raw -247743.717453 + Penalty 4508.464736 = -243235.252717 nChanged 179 SP:Iteration 4Q (2314.812442 sec): 3 clusters Score: Raw -247828.392330 + Penalty 4508.464736 = -243319.927594 nChanged 134 SP:Iteration 5Q (2314.964928 sec): 3 clusters Score: Raw -247891.305157 + Penalty 4508.464736 = -243382.840421 nChanged 102 SP:Iteration 6Q (2315.096367 sec): 3 clusters Score: Raw -247942.760882 + Penalty 4508.464736 = -243434.296146 nChanged 107 SP:Iteration 7Q (2315.240568 sec): 3 clusters Score: Raw -247992.566463 + Penalty 4508.464736 = -243484.101727 nChanged 93 SP:Iteration 8Q (2315.403952 sec): 3 clusters Score: Raw -248034.846146 + Penalty 4508.464736 = -243526.381410 nChanged 79 SP:Iteration 9Q (2315.519880 sec): 3 clusters Score: Raw -248068.527819 + Penalty 4508.464736 = -243560.063083 nChanged 78 SP:Iteration 10Q (2315.623753 sec): 3 clusters Score: Raw -248102.775684 + Penalty 4508.464736 = -243594.310948 nChanged 65 SP:Iteration 11Q (2315.728386 sec): 3 clusters Score: Raw -248134.623933 + Penalty 4508.464736 = -243626.159197 nChanged 75 SP:Iteration 12Q (2315.843702 sec): 3 clusters Score: Raw -248180.741264 + Penalty 4508.464736 = -243672.276528 nChanged 99 SP:Iteration 13Q (2315.971757 sec): 3 clusters Score: Raw -248240.627710 + Penalty 4508.464736 = -243732.162974 nChanged 103 SP:Iteration 14Q (2316.075075 sec): 3 clusters Score: Raw -248297.539322 + Penalty 4508.464736 = -243789.074586 nChanged 110 SP:Iteration 15Q (2316.189838 sec): 3 clusters Score: Raw -248357.610929 + Penalty 4508.464736 = -243849.146193 nChanged 110 SP:Iteration 16Q (2316.312167 sec): 3 clusters Score: Raw -248436.842126 + Penalty 4508.464736 = -243928.377390 nChanged 119 SP:Iteration 17Q (2316.408040 sec): 3 clusters Score: Raw -248507.777737 + Penalty 4508.464736 = -243999.313001 nChanged 103 SP:Iteration 18Q (2316.522017 sec): 3 clusters Score: Raw -248565.163188 + Penalty 4508.464736 = -244056.698452 nChanged 86 SP:Iteration 19Q (2316.610995 sec): 3 clusters Score: Raw -248624.460321 + Penalty 4508.464736 = -244115.995585 nChanged 96 SP:Iteration 20F (2316.727362 sec): 3 clusters Score: Raw -248681.465052 + Penalty 4508.464736 = -244173.000316 nChanged 81 SP:Iteration 21Q (2316.817302 sec): 3 clusters Score: Raw -248733.232793 + Penalty 4508.464736 = -244224.768057 nChanged 78 SP:Iteration 22Q (2316.905733 sec): 3 clusters Score: Raw -248787.778572 + Penalty 4508.464736 = -244279.313836 nChanged 76 SP:Iteration 23Q (2317.020925 sec): 3 clusters Score: Raw -248837.325309 + Penalty 4508.464736 = -244328.860573 nChanged 70 SP:Iteration 24Q (2317.135206 sec): 3 clusters Score: Raw -248875.073019 + Penalty 4508.464736 = -244366.608283 nChanged 57 SP:Iteration 25Q (2317.257687 sec): 3 clusters Score: Raw -248902.816770 + Penalty 4508.464736 = -244394.352034 nChanged 50 SP:Iteration 26Q (2317.352750 sec): 3 clusters Score: Raw -248933.143631 + Penalty 4508.464736 = -244424.678895 nChanged 49 SP:Iteration 27Q (2317.478503 sec): 3 clusters Score: Raw -248965.504418 + Penalty 4508.464736 = -244457.039682 nChanged 46 SP:Iteration 28Q (2317.589251 sec): 3 clusters Score: Raw -248990.534348 + Penalty 4508.464736 = -244482.069612 nChanged 29 SP:Iteration 29Q (2317.708578 sec): 3 clusters Score: Raw -249004.130392 + Penalty 4508.464736 = -244495.665656 nChanged 24 SP:Iteration 30Q (2317.801671 sec): 3 clusters Score: Raw -249012.640079 + Penalty 4508.464736 = -244504.175343 nChanged 20 SP:Iteration 31Q (2317.930126 sec): 3 clusters Score: Raw -249021.994985 + Penalty 4508.464736 = -244513.530249 nChanged 19 SP:Iteration 32Q (2318.026118 sec): 3 clusters Score: Raw -249030.933775 + Penalty 4508.464736 = -244522.469039 nChanged 17 SP:Iteration 33Q (2318.170641 sec): 3 clusters Score: Raw -249040.299448 + Penalty 4508.464736 = -244531.834712 nChanged 21 SP:Iteration 34Q (2318.275945 sec): 3 clusters Score: Raw -249052.034861 + Penalty 4508.464736 = -244543.570126 nChanged 19 SP:Iteration 35Q (2318.389459 sec): 3 clusters Score: Raw -249058.258591 + Penalty 4508.464736 = -244549.793855 nChanged 10 SP:Iteration 36Q (2318.487054 sec): 3 clusters Score: Raw -249063.331074 + Penalty 4508.464736 = -244554.866338 nChanged 11 SP:Iteration 37Q (2318.615765 sec): 3 clusters Score: Raw -249067.136852 + Penalty 4508.464736 = -244558.672116 nChanged 5 SP:Iteration 38Q (2318.720575 sec): 3 clusters Score: Raw -249069.773426 + Penalty 4508.464736 = -244561.308690 nChanged 4 SP:Iteration 39Q (2318.834272 sec): 3 clusters Score: Raw -249071.510577 + Penalty 4508.464736 = -244563.045841 nChanged 6 SP:Iteration 40F (2318.956800 sec): 3 clusters Score: Raw -249073.944730 + Penalty 4508.464736 = -244565.479994 nChanged 4 SP:Iteration 41Q (2319.034215 sec): 3 clusters Score: Raw -249076.700897 + Penalty 4508.464736 = -244568.236161 nChanged 8 SP:Iteration 42Q (2319.150041 sec): 3 clusters Score: Raw -249080.139487 + Penalty 4508.464736 = -244571.674752 nChanged 7 SP:Iteration 43Q (2319.284316 sec): 3 clusters Score: Raw -249082.612273 + Penalty 4508.464736 = -244574.147537 nChanged 5 SP:Iteration 44Q (2319.417315 sec): 3 clusters Score: Raw -249086.247996 + Penalty 4508.464736 = -244577.783261 nChanged 9 SP:Iteration 45Q (2319.495783 sec): 3 clusters Score: Raw -249089.898854 + Penalty 4508.464736 = -244581.434118 nChanged 6 SP:Iteration 46Q (2319.609287 sec): 3 clusters Score: Raw -249091.375786 + Penalty 4508.464736 = -244582.911050 nChanged 2 SP:Iteration 47Q (2319.727188 sec): 3 clusters Score: Raw -249092.077321 + Penalty 4508.464736 = -244583.612586 nChanged 2 SP:Iteration 48Q (2319.843083 sec): 3 clusters Score: Raw -249093.067089 + Penalty 4508.464736 = -244584.602353 nChanged 3 SP:Iteration 49Q (2319.964339 sec): 3 clusters Score: Raw -249093.998491 + Penalty 4508.464736 = -244585.533756 nChanged 1 SP:Iteration 50Q (2320.094794 sec): 3 clusters Score: Raw -249094.331067 + Penalty 4508.464736 = -244585.866331 nChanged 1 SP:Iteration 51Q (2320.241402 sec): 3 clusters Score: Raw -249094.473050 + Penalty 4508.464736 = -244586.008314 nChanged 1 SP:Iteration 52Q (2320.365027 sec): 3 clusters Score: Raw -249094.562324 + Penalty 4508.464736 = -244586.097589 nChanged 0 SP:Iteration 53F (2320.466709 sec): 3 clusters Score: Raw -249094.562324 + Penalty 4508.464736 = -244586.097589 nChanged 0 Trying to split cluster 10 (7316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2320.534134 sec): 2 clusters Score: Raw -371627.976313 + Penalty 2349.024219 = -369278.952094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2320.668252 sec): 3 clusters Score: Raw -367884.745427 + Penalty 4698.048437 = -363186.696990 nChanged 2965 SP:Iteration 1F (2320.794871 sec): 3 clusters Score: Raw -369455.592289 + Penalty 4698.048437 = -364757.543852 nChanged 535 SP:Iteration 2F (2320.879960 sec): 3 clusters Score: Raw -369716.048517 + Penalty 4698.048437 = -365018.000080 nChanged 366 SP:Iteration 3F (2321.005852 sec): 3 clusters Score: Raw -369892.417736 + Penalty 4698.048437 = -365194.369299 nChanged 275 SP:Iteration 4Q (2321.136427 sec): 3 clusters Score: Raw -370025.186386 + Penalty 4698.048437 = -365327.137949 nChanged 242 SP:Iteration 5Q (2321.285513 sec): 3 clusters Score: Raw -370132.384236 + Penalty 4698.048437 = -365434.335799 nChanged 207 SP:Iteration 6Q (2321.424221 sec): 3 clusters Score: Raw -370216.624239 + Penalty 4698.048437 = -365518.575802 nChanged 171 SP:Iteration 7Q (2321.520544 sec): 3 clusters Score: Raw -370288.644077 + Penalty 4698.048437 = -365590.595640 nChanged 148 SP:Iteration 8Q (2321.645737 sec): 3 clusters Score: Raw -370343.206128 + Penalty 4698.048437 = -365645.157691 nChanged 103 SP:Iteration 9Q (2321.777104 sec): 3 clusters Score: Raw -370380.104811 + Penalty 4698.048437 = -365682.056374 nChanged 93 SP:Iteration 10Q (2321.907588 sec): 3 clusters Score: Raw -370410.151556 + Penalty 4698.048437 = -365712.103119 nChanged 87 SP:Iteration 11Q (2322.026209 sec): 3 clusters Score: Raw -370436.809515 + Penalty 4698.048437 = -365738.761078 nChanged 76 SP:Iteration 12Q (2322.149901 sec): 3 clusters Score: Raw -370462.549854 + Penalty 4698.048437 = -365764.501417 nChanged 77 SP:Iteration 13Q (2322.269804 sec): 3 clusters Score: Raw -370485.653619 + Penalty 4698.048437 = -365787.605182 nChanged 71 SP:Iteration 14Q (2322.396772 sec): 3 clusters Score: Raw -370506.122773 + Penalty 4698.048437 = -365808.074336 nChanged 64 SP:Iteration 15Q (2322.494051 sec): 3 clusters Score: Raw -370522.080473 + Penalty 4698.048437 = -365824.032036 nChanged 54 SP:Iteration 16Q (2322.613767 sec): 3 clusters Score: Raw -370536.336008 + Penalty 4698.048437 = -365838.287571 nChanged 57 SP:Iteration 17Q (2322.745737 sec): 3 clusters Score: Raw -370552.227582 + Penalty 4698.048437 = -365854.179145 nChanged 42 SP:Iteration 18Q (2322.862203 sec): 3 clusters Score: Raw -370561.170025 + Penalty 4698.048437 = -365863.121588 nChanged 38 SP:Iteration 19Q (2322.992021 sec): 3 clusters Score: Raw -370569.552903 + Penalty 4698.048437 = -365871.504466 nChanged 32 SP:Iteration 20F (2323.115660 sec): 3 clusters Score: Raw -370577.743582 + Penalty 4698.048437 = -365879.695145 nChanged 29 SP:Iteration 21Q (2323.250121 sec): 3 clusters Score: Raw -370584.531934 + Penalty 4698.048437 = -365886.483497 nChanged 30 SP:Iteration 22Q (2323.362745 sec): 3 clusters Score: Raw -370592.184632 + Penalty 4698.048437 = -365894.136195 nChanged 27 SP:Iteration 23Q (2323.511566 sec): 3 clusters Score: Raw -370599.130012 + Penalty 4698.048437 = -365901.081575 nChanged 35 SP:Iteration 24Q (2323.611916 sec): 3 clusters Score: Raw -370608.571422 + Penalty 4698.048437 = -365910.522985 nChanged 34 SP:Iteration 25Q (2323.730605 sec): 3 clusters Score: Raw -370617.667224 + Penalty 4698.048437 = -365919.618787 nChanged 35 SP:Iteration 26Q (2323.819914 sec): 3 clusters Score: Raw -370625.683371 + Penalty 4698.048437 = -365927.634934 nChanged 31 SP:Iteration 27Q (2323.954865 sec): 3 clusters Score: Raw -370634.032200 + Penalty 4698.048437 = -365935.983763 nChanged 44 SP:Iteration 28Q (2324.081681 sec): 3 clusters Score: Raw -370647.777369 + Penalty 4698.048437 = -365949.728932 nChanged 47 SP:Iteration 29Q (2324.199655 sec): 3 clusters Score: Raw -370660.911218 + Penalty 4698.048437 = -365962.862781 nChanged 42 SP:Iteration 30Q (2324.309628 sec): 3 clusters Score: Raw -370672.447016 + Penalty 4698.048437 = -365974.398579 nChanged 43 SP:Iteration 31Q (2324.417523 sec): 3 clusters Score: Raw -370682.988845 + Penalty 4698.048437 = -365984.940408 nChanged 30 SP:Iteration 32Q (2324.562369 sec): 3 clusters Score: Raw -370690.043577 + Penalty 4698.048437 = -365991.995140 nChanged 34 SP:Iteration 33Q (2324.657144 sec): 3 clusters Score: Raw -370697.443002 + Penalty 4698.048437 = -365999.394565 nChanged 35 SP:Iteration 34Q (2324.789882 sec): 3 clusters Score: Raw -370705.547916 + Penalty 4698.048437 = -366007.499479 nChanged 38 SP:Iteration 35Q (2324.883965 sec): 3 clusters Score: Raw -370716.781280 + Penalty 4698.048437 = -366018.732843 nChanged 47 SP:Iteration 36Q (2325.018698 sec): 3 clusters Score: Raw -370729.169657 + Penalty 4698.048437 = -366031.121220 nChanged 41 SP:Iteration 37Q (2325.125448 sec): 3 clusters Score: Raw -370739.227122 + Penalty 4698.048437 = -366041.178685 nChanged 38 SP:Iteration 38Q (2325.251274 sec): 3 clusters Score: Raw -370750.619055 + Penalty 4698.048437 = -366052.570618 nChanged 38 SP:Iteration 39Q (2325.327012 sec): 3 clusters Score: Raw -370763.160687 + Penalty 4698.048437 = -366065.112250 nChanged 56 SP:Iteration 40F (2325.460796 sec): 3 clusters Score: Raw -370781.529579 + Penalty 4698.048437 = -366083.481142 nChanged 65 SP:Iteration 41Q (2325.605088 sec): 3 clusters Score: Raw -370804.495848 + Penalty 4698.048437 = -366106.447411 nChanged 76 SP:Iteration 42Q (2325.730367 sec): 3 clusters Score: Raw -370828.804339 + Penalty 4698.048437 = -366130.755902 nChanged 64 SP:Iteration 43Q (2325.836699 sec): 3 clusters Score: Raw -370852.940466 + Penalty 4698.048437 = -366154.892029 nChanged 80 SP:Iteration 44Q (2325.977077 sec): 3 clusters Score: Raw -370880.963399 + Penalty 4698.048437 = -366182.914962 nChanged 83 SP:Iteration 45Q (2326.112571 sec): 3 clusters Score: Raw -370903.925613 + Penalty 4698.048437 = -366205.877176 nChanged 59 SP:Iteration 46Q (2326.224329 sec): 3 clusters Score: Raw -370921.227626 + Penalty 4698.048437 = -366223.179189 nChanged 55 SP:Iteration 47Q (2326.332670 sec): 3 clusters Score: Raw -370937.434468 + Penalty 4698.048437 = -366239.386031 nChanged 48 SP:Iteration 48Q (2326.462961 sec): 3 clusters Score: Raw -370950.735353 + Penalty 4698.048437 = -366252.686916 nChanged 49 SP:Iteration 49Q (2326.584249 sec): 3 clusters Score: Raw -370964.954297 + Penalty 4698.048437 = -366266.905860 nChanged 43 SP:Iteration 50Q (2326.704571 sec): 3 clusters Score: Raw -370978.920369 + Penalty 4698.048437 = -366280.871932 nChanged 48 SP:Iteration 51Q (2326.810442 sec): 3 clusters Score: Raw -370992.644443 + Penalty 4698.048437 = -366294.596006 nChanged 39 SP:Iteration 52Q (2326.964393 sec): 3 clusters Score: Raw -371004.215185 + Penalty 4698.048437 = -366306.166748 nChanged 49 SP:Iteration 53Q (2327.080986 sec): 3 clusters Score: Raw -371017.724105 + Penalty 4698.048437 = -366319.675668 nChanged 46 SP:Iteration 54Q (2327.211194 sec): 3 clusters Score: Raw -371030.805533 + Penalty 4698.048437 = -366332.757096 nChanged 38 SP:Iteration 55Q (2327.365488 sec): 3 clusters Score: Raw -371043.336022 + Penalty 4698.048437 = -366345.287585 nChanged 38 SP:Iteration 56Q (2327.503437 sec): 3 clusters Score: Raw -371055.762908 + Penalty 4698.048437 = -366357.714471 nChanged 40 SP:Iteration 57Q (2327.627589 sec): 3 clusters Score: Raw -371068.902866 + Penalty 4698.048437 = -366370.854429 nChanged 43 SP:Iteration 58Q (2327.762046 sec): 3 clusters Score: Raw -371082.874669 + Penalty 4698.048437 = -366384.826232 nChanged 53 SP:Iteration 59Q (2327.874339 sec): 3 clusters Score: Raw -371099.976675 + Penalty 4698.048437 = -366401.928238 nChanged 52 SP:Iteration 60F (2328.008742 sec): 3 clusters Score: Raw -371116.044664 + Penalty 4698.048437 = -366417.996227 nChanged 49 SP:Iteration 61Q (2328.144095 sec): 3 clusters Score: Raw -371132.384291 + Penalty 4698.048437 = -366434.335854 nChanged 47 SP:Iteration 62Q (2328.283698 sec): 3 clusters Score: Raw -371145.917653 + Penalty 4698.048437 = -366447.869216 nChanged 45 SP:Iteration 63Q (2328.459120 sec): 3 clusters Score: Raw -371160.124758 + Penalty 4698.048437 = -366462.076321 nChanged 47 SP:Iteration 64Q (2328.570173 sec): 3 clusters Score: Raw -371175.394094 + Penalty 4698.048437 = -366477.345657 nChanged 44 SP:Iteration 65Q (2328.724228 sec): 3 clusters Score: Raw -371190.239957 + Penalty 4698.048437 = -366492.191520 nChanged 47 SP:Iteration 66Q (2328.851613 sec): 3 clusters Score: Raw -371202.866768 + Penalty 4698.048437 = -366504.818331 nChanged 36 SP:Iteration 67Q (2328.989784 sec): 3 clusters Score: Raw -371213.691926 + Penalty 4698.048437 = -366515.643489 nChanged 41 SP:Iteration 68Q (2329.126398 sec): 3 clusters Score: Raw -371223.935933 + Penalty 4698.048437 = -366525.887496 nChanged 31 SP:Iteration 69Q (2329.253814 sec): 3 clusters Score: Raw -371233.038923 + Penalty 4698.048437 = -366534.990486 nChanged 36 SP:Iteration 70Q (2329.371698 sec): 3 clusters Score: Raw -371243.498031 + Penalty 4698.048437 = -366545.449594 nChanged 41 SP:Iteration 71Q (2329.517217 sec): 3 clusters Score: Raw -371255.371473 + Penalty 4698.048437 = -366557.323036 nChanged 32 SP:Iteration 72Q (2329.621287 sec): 3 clusters Score: Raw -371265.070235 + Penalty 4698.048437 = -366567.021798 nChanged 28 SP:Iteration 73Q (2329.748769 sec): 3 clusters Score: Raw -371271.905033 + Penalty 4698.048437 = -366573.856596 nChanged 25 SP:Iteration 74Q (2329.884072 sec): 3 clusters Score: Raw -371277.740264 + Penalty 4698.048437 = -366579.691826 nChanged 21 SP:Iteration 75Q (2330.038596 sec): 3 clusters Score: Raw -371284.010232 + Penalty 4698.048437 = -366585.961795 nChanged 26 SP:Iteration 76Q (2330.140405 sec): 3 clusters Score: Raw -371290.999172 + Penalty 4698.048437 = -366592.950735 nChanged 24 SP:Iteration 77Q (2330.264093 sec): 3 clusters Score: Raw -371296.710507 + Penalty 4698.048437 = -366598.662070 nChanged 17 SP:Iteration 78Q (2330.406793 sec): 3 clusters Score: Raw -371301.322158 + Penalty 4698.048437 = -366603.273721 nChanged 20 SP:Iteration 79Q (2330.552663 sec): 3 clusters Score: Raw -371305.371525 + Penalty 4698.048437 = -366607.323088 nChanged 13 SP:Iteration 80F (2330.683317 sec): 3 clusters Score: Raw -371308.191398 + Penalty 4698.048437 = -366610.142961 nChanged 11 SP:Iteration 81Q (2330.817418 sec): 3 clusters Score: Raw -371310.581614 + Penalty 4698.048437 = -366612.533177 nChanged 8 SP:Iteration 82Q (2330.991372 sec): 3 clusters Score: Raw -371312.222228 + Penalty 4698.048437 = -366614.173791 nChanged 2 SP:Iteration 83Q (2331.152865 sec): 3 clusters Score: Raw -371312.486261 + Penalty 4698.048437 = -366614.437824 nChanged 6 SP:Iteration 84Q (2331.285284 sec): 3 clusters Score: Raw -371313.412853 + Penalty 4698.048437 = -366615.364416 nChanged 7 SP:Iteration 85Q (2331.416750 sec): 3 clusters Score: Raw -371314.797449 + Penalty 4698.048437 = -366616.749012 nChanged 7 SP:Iteration 86Q (2331.567690 sec): 3 clusters Score: Raw -371316.348391 + Penalty 4698.048437 = -366618.299954 nChanged 4 SP:Iteration 87Q (2331.704931 sec): 3 clusters Score: Raw -371317.151306 + Penalty 4698.048437 = -366619.102869 nChanged 5 SP:Iteration 88Q (2331.826836 sec): 3 clusters Score: Raw -371318.151465 + Penalty 4698.048437 = -366620.103028 nChanged 6 SP:Iteration 89Q (2331.949633 sec): 3 clusters Score: Raw -371319.524226 + Penalty 4698.048437 = -366621.475789 nChanged 12 SP:Iteration 90Q (2332.071225 sec): 3 clusters Score: Raw -371321.845572 + Penalty 4698.048437 = -366623.797135 nChanged 8 SP:Iteration 91Q (2332.180557 sec): 3 clusters Score: Raw -371323.400485 + Penalty 4698.048437 = -366625.352048 nChanged 3 SP:Iteration 92Q (2332.299378 sec): 3 clusters Score: Raw -371324.100869 + Penalty 4698.048437 = -366626.052432 nChanged 4 SP:Iteration 93Q (2332.411431 sec): 3 clusters Score: Raw -371325.042584 + Penalty 4698.048437 = -366626.994147 nChanged 5 SP:Iteration 94Q (2332.568791 sec): 3 clusters Score: Raw -371326.807744 + Penalty 4698.048437 = -366628.759307 nChanged 10 SP:Iteration 95Q (2332.679558 sec): 3 clusters Score: Raw -371329.436560 + Penalty 4698.048437 = -366631.388122 nChanged 12 SP:Iteration 96Q (2332.818816 sec): 3 clusters Score: Raw -371331.828650 + Penalty 4698.048437 = -366633.780213 nChanged 5 SP:Iteration 97Q (2332.929280 sec): 3 clusters Score: Raw -371332.820546 + Penalty 4698.048437 = -366634.772109 nChanged 3 SP:Iteration 98Q (2333.060857 sec): 3 clusters Score: Raw -371333.287607 + Penalty 4698.048437 = -366635.239170 nChanged 1 SP:Iteration 99Q (2333.200843 sec): 3 clusters Score: Raw -371333.432207 + Penalty 4698.048437 = -366635.383770 nChanged 3 SP:Iteration 100F (2333.324060 sec): 3 clusters Score: Raw -371334.004759 + Penalty 4698.048437 = -366635.956322 nChanged 2 SP:Iteration 101Q (2333.447431 sec): 3 clusters Score: Raw -371334.351233 + Penalty 4698.048437 = -366636.302796 nChanged 0 SP:Iteration 102F (2333.577252 sec): 3 clusters Score: Raw -371334.351233 + Penalty 4698.048437 = -366636.302796 nChanged 0 Iteration 20F (2334.806282 sec): 10 clusters Score: Raw -2938184.866262 + Penalty 26382.267884 = -2911802.598378 nChanged 510 Iteration 21Q (2335.857023 sec): 10 clusters Score: Raw -2938326.103622 + Penalty 26382.267884 = -2911943.835737 nChanged 423 Iteration 22Q (2336.799759 sec): 10 clusters Score: Raw -2938449.053773 + Penalty 26382.267884 = -2912066.785888 nChanged 396 Iteration 23Q (2337.721577 sec): 10 clusters Score: Raw -2938578.276770 + Penalty 26382.267884 = -2912196.008886 nChanged 381 Iteration 24Q (2338.708548 sec): 10 clusters Score: Raw -2938703.069731 + Penalty 26382.267884 = -2912320.801846 nChanged 353 Iteration 25Q (2339.777590 sec): 10 clusters Score: Raw -2938813.202204 + Penalty 26382.267884 = -2912430.934320 nChanged 317 Iteration 26Q (2340.845962 sec): 10 clusters Score: Raw -2938900.689147 + Penalty 26382.267884 = -2912518.421263 nChanged 291 Iteration 27Q (2341.885614 sec): 10 clusters Score: Raw -2938974.062850 + Penalty 26382.267884 = -2912591.794966 nChanged 255 Iteration 28Q (2342.943590 sec): 10 clusters Score: Raw -2939040.658521 + Penalty 26382.267884 = -2912658.390637 nChanged 231 Iteration 29Q (2343.967282 sec): 10 clusters Score: Raw -2939106.087103 + Penalty 26382.267884 = -2912723.819218 nChanged 179 Iteration 30Q (2344.991978 sec): 10 clusters Score: Raw -2939155.117525 + Penalty 26382.267884 = -2912772.849640 nChanged 176 Iteration 31Q (2346.075773 sec): 10 clusters Score: Raw -2939201.184768 + Penalty 26382.267884 = -2912818.916883 nChanged 167 Iteration 32Q (2347.075557 sec): 10 clusters Score: Raw -2939237.730383 + Penalty 26382.267884 = -2912855.462498 nChanged 133 Iteration 33Q (2348.056488 sec): 10 clusters Score: Raw -2939269.808055 + Penalty 26382.267884 = -2912887.540171 nChanged 119 Iteration 34Q (2348.998498 sec): 10 clusters Score: Raw -2939295.633892 + Penalty 26382.267884 = -2912913.366007 nChanged 115 Iteration 35Q (2349.948700 sec): 10 clusters Score: Raw -2939319.916048 + Penalty 26382.267884 = -2912937.648164 nChanged 96 Iteration 36Q (2350.790383 sec): 10 clusters Score: Raw -2939340.201535 + Penalty 26382.267884 = -2912957.933650 nChanged 76 Deleting Class 2 (1653 points): Lose 2930.313997 but Gain 2931.363098 Iteration 37Q (2351.746032 sec): 9 clusters Score: Raw -2936425.053608 + Penalty 23450.904786 = -2912974.148822 nChanged 1720 Iteration 38Q (2352.625008 sec): 9 clusters Score: Raw -2938634.947791 + Penalty 23450.904786 = -2915184.043005 nChanged 409 Iteration 39Q (2353.487839 sec): 9 clusters Score: Raw -2938705.949516 + Penalty 23450.904786 = -2915255.044730 nChanged 257 Iteration 40F (2354.567039 sec): 9 clusters Score: Raw -2938740.468751 + Penalty 23450.904786 = -2915289.563965 nChanged 172 Iteration 41Q (2355.441064 sec): 9 clusters Score: Raw -2938761.646051 + Penalty 23450.904786 = -2915310.741265 nChanged 139 Iteration 42Q (2356.314121 sec): 9 clusters Score: Raw -2938780.006128 + Penalty 23450.904786 = -2915329.101342 nChanged 103 Iteration 43Q (2357.137010 sec): 9 clusters Score: Raw -2938794.482483 + Penalty 23450.904786 = -2915343.577697 nChanged 67 Iteration 44Q (2358.018788 sec): 9 clusters Score: Raw -2938804.959946 + Penalty 23450.904786 = -2915354.055160 nChanged 54 Iteration 45Q (2358.811619 sec): 9 clusters Score: Raw -2938816.122866 + Penalty 23450.904786 = -2915365.218080 nChanged 58 Iteration 46Q (2359.668007 sec): 9 clusters Score: Raw -2938827.851479 + Penalty 23450.904786 = -2915376.946693 nChanged 47 Iteration 47Q (2360.607083 sec): 9 clusters Score: Raw -2938836.835763 + Penalty 23450.904786 = -2915385.930977 nChanged 51 Iteration 48Q (2361.529933 sec): 9 clusters Score: Raw -2938846.091664 + Penalty 23450.904786 = -2915395.186878 nChanged 46 Iteration 49Q (2362.469778 sec): 9 clusters Score: Raw -2938856.104701 + Penalty 23450.904786 = -2915405.199915 nChanged 40 Iteration 50Q (2363.370323 sec): 9 clusters Score: Raw -2938864.577461 + Penalty 23450.904786 = -2915413.672675 nChanged 39 Iteration 51Q (2364.214827 sec): 9 clusters Score: Raw -2938871.888446 + Penalty 23450.904786 = -2915420.983660 nChanged 36 Iteration 52Q (2365.071844 sec): 9 clusters Score: Raw -2938878.410916 + Penalty 23450.904786 = -2915427.506130 nChanged 42 Iteration 53Q (2365.965704 sec): 9 clusters Score: Raw -2938886.043428 + Penalty 23450.904786 = -2915435.138642 nChanged 32 Iteration 54Q (2366.833677 sec): 9 clusters Score: Raw -2938890.895292 + Penalty 23450.904786 = -2915439.990506 nChanged 29 Iteration 55Q (2367.726926 sec): 9 clusters Score: Raw -2938896.047012 + Penalty 23450.904786 = -2915445.142226 nChanged 28 Iteration 56Q (2368.612565 sec): 9 clusters Score: Raw -2938900.885622 + Penalty 23450.904786 = -2915449.980836 nChanged 32 Iteration 57Q (2369.457940 sec): 9 clusters Score: Raw -2938906.183843 + Penalty 23450.904786 = -2915455.279057 nChanged 21 Iteration 58Q (2370.403261 sec): 9 clusters Score: Raw -2938909.037310 + Penalty 23450.904786 = -2915458.132524 nChanged 16 Writing temp clu file Because OldScore, -2915455.279057, is greater than current (better) Score,-2915458.132524 Compute initial score before splitting: Score: Raw -2938909.037310 + Penalty 23450.904786 = -2915458.132524 Trying to split cluster 1 (6437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2370.549515 sec): 2 clusters Score: Raw -293907.685352 + Penalty 2315.231918 = -291592.453434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2370.683796 sec): 3 clusters Score: Raw -290666.222439 + Penalty 4630.463836 = -286035.758603 nChanged 2557 SP:Iteration 1F (2370.789865 sec): 3 clusters Score: Raw -292287.937081 + Penalty 4630.463836 = -287657.473244 nChanged 504 SP:Iteration 2F (2370.911179 sec): 3 clusters Score: Raw -292686.766098 + Penalty 4630.463836 = -288056.302262 nChanged 419 SP:Iteration 3F (2371.035824 sec): 3 clusters Score: Raw -293045.894232 + Penalty 4630.463836 = -288415.430396 nChanged 383 SP:Iteration 4F (2371.182953 sec): 3 clusters Score: Raw -293409.102220 + Penalty 4630.463836 = -288778.638383 nChanged 387 SP:Iteration 5F (2371.315670 sec): 3 clusters Score: Raw -293809.029800 + Penalty 4630.463836 = -289178.565963 nChanged 366 SP:Iteration 6F (2371.451244 sec): 3 clusters Score: Raw -294174.511330 + Penalty 4630.463836 = -289544.047494 nChanged 350 SP:Iteration 7F (2371.582432 sec): 3 clusters Score: Raw -294486.175410 + Penalty 4630.463836 = -289855.711573 nChanged 291 SP:Iteration 8Q (2371.687679 sec): 3 clusters Score: Raw -294728.331989 + Penalty 4630.463836 = -290097.868153 nChanged 260 SP:Iteration 9Q (2371.842817 sec): 3 clusters Score: Raw -294911.955608 + Penalty 4630.463836 = -290281.491772 nChanged 165 SP:Iteration 10Q (2371.966839 sec): 3 clusters Score: Raw -295015.665055 + Penalty 4630.463836 = -290385.201219 nChanged 125 SP:Iteration 11Q (2372.074291 sec): 3 clusters Score: Raw -295080.758192 + Penalty 4630.463836 = -290450.294355 nChanged 111 SP:Iteration 12Q (2372.196263 sec): 3 clusters Score: Raw -295134.900228 + Penalty 4630.463836 = -290504.436391 nChanged 81 SP:Iteration 13Q (2372.317345 sec): 3 clusters Score: Raw -295171.054889 + Penalty 4630.463836 = -290540.591053 nChanged 74 SP:Iteration 14Q (2372.437422 sec): 3 clusters Score: Raw -295202.288799 + Penalty 4630.463836 = -290571.824963 nChanged 70 SP:Iteration 15Q (2372.550682 sec): 3 clusters Score: Raw -295230.821069 + Penalty 4630.463836 = -290600.357233 nChanged 50 SP:Iteration 16Q (2372.654416 sec): 3 clusters Score: Raw -295248.789608 + Penalty 4630.463836 = -290618.325771 nChanged 43 SP:Iteration 17Q (2372.776693 sec): 3 clusters Score: Raw -295263.417209 + Penalty 4630.463836 = -290632.953373 nChanged 34 SP:Iteration 18Q (2372.896314 sec): 3 clusters Score: Raw -295271.818946 + Penalty 4630.463836 = -290641.355110 nChanged 26 SP:Iteration 19Q (2372.985573 sec): 3 clusters Score: Raw -295276.634448 + Penalty 4630.463836 = -290646.170611 nChanged 16 SP:Iteration 20F (2373.107737 sec): 3 clusters Score: Raw -295279.564231 + Penalty 4630.463836 = -290649.100395 nChanged 20 SP:Iteration 21Q (2373.233088 sec): 3 clusters Score: Raw -295283.964953 + Penalty 4630.463836 = -290653.501116 nChanged 17 SP:Iteration 22Q (2373.364310 sec): 3 clusters Score: Raw -295288.559439 + Penalty 4630.463836 = -290658.095602 nChanged 16 SP:Iteration 23Q (2373.484797 sec): 3 clusters Score: Raw -295292.203922 + Penalty 4630.463836 = -290661.740086 nChanged 10 SP:Iteration 24Q (2373.582976 sec): 3 clusters Score: Raw -295294.195886 + Penalty 4630.463836 = -290663.732049 nChanged 8 SP:Iteration 25Q (2373.703075 sec): 3 clusters Score: Raw -295296.001298 + Penalty 4630.463836 = -290665.537461 nChanged 7 SP:Iteration 26Q (2373.837842 sec): 3 clusters Score: Raw -295297.972861 + Penalty 4630.463836 = -290667.509025 nChanged 7 SP:Iteration 27Q (2373.958413 sec): 3 clusters Score: Raw -295300.399307 + Penalty 4630.463836 = -290669.935471 nChanged 7 SP:Iteration 28Q (2374.071257 sec): 3 clusters Score: Raw -295302.730134 + Penalty 4630.463836 = -290672.266298 nChanged 8 SP:Iteration 29Q (2374.188559 sec): 3 clusters Score: Raw -295306.269808 + Penalty 4630.463836 = -290675.805972 nChanged 13 SP:Iteration 30Q (2374.320217 sec): 3 clusters Score: Raw -295310.418753 + Penalty 4630.463836 = -290679.954916 nChanged 20 SP:Iteration 31Q (2374.434582 sec): 3 clusters Score: Raw -295316.274540 + Penalty 4630.463836 = -290685.810703 nChanged 17 SP:Iteration 32Q (2374.556269 sec): 3 clusters Score: Raw -295319.609174 + Penalty 4630.463836 = -290689.145337 nChanged 12 SP:Iteration 33Q (2374.660377 sec): 3 clusters Score: Raw -295321.843222 + Penalty 4630.463836 = -290691.379386 nChanged 7 SP:Iteration 34Q (2374.779271 sec): 3 clusters Score: Raw -295322.916264 + Penalty 4630.463836 = -290692.452428 nChanged 7 SP:Iteration 35Q (2374.908837 sec): 3 clusters Score: Raw -295324.320851 + Penalty 4630.463836 = -290693.857015 nChanged 5 SP:Iteration 36Q (2375.016259 sec): 3 clusters Score: Raw -295324.958769 + Penalty 4630.463836 = -290694.494932 nChanged 5 SP:Iteration 37Q (2375.140317 sec): 3 clusters Score: Raw -295326.008654 + Penalty 4630.463836 = -290695.544818 nChanged 7 SP:Iteration 38Q (2375.234193 sec): 3 clusters Score: Raw -295327.328532 + Penalty 4630.463836 = -290696.864695 nChanged 7 SP:Iteration 39Q (2375.345311 sec): 3 clusters Score: Raw -295329.626384 + Penalty 4630.463836 = -290699.162548 nChanged 8 SP:Iteration 40F (2375.462143 sec): 3 clusters Score: Raw -295332.141580 + Penalty 4630.463836 = -290701.677744 nChanged 9 SP:Iteration 41Q (2375.547740 sec): 3 clusters Score: Raw -295334.248941 + Penalty 4630.463836 = -290703.785104 nChanged 7 SP:Iteration 42Q (2375.657524 sec): 3 clusters Score: Raw -295335.656746 + Penalty 4630.463836 = -290705.192910 nChanged 2 SP:Iteration 43Q (2375.776738 sec): 3 clusters Score: Raw -295335.842440 + Penalty 4630.463836 = -290705.378603 nChanged 3 SP:Iteration 44Q (2375.899364 sec): 3 clusters Score: Raw -295336.401163 + Penalty 4630.463836 = -290705.937327 nChanged 5 SP:Iteration 45Q (2376.041993 sec): 3 clusters Score: Raw -295337.631927 + Penalty 4630.463836 = -290707.168090 nChanged 6 SP:Iteration 46Q (2376.172334 sec): 3 clusters Score: Raw -295338.714782 + Penalty 4630.463836 = -290708.250946 nChanged 3 SP:Iteration 47Q (2376.326665 sec): 3 clusters Score: Raw -295339.013488 + Penalty 4630.463836 = -290708.549652 nChanged 1 SP:Iteration 48Q (2376.430595 sec): 3 clusters Score: Raw -295339.120377 + Penalty 4630.463836 = -290708.656541 nChanged 1 SP:Iteration 49Q (2376.567767 sec): 3 clusters Score: Raw -295339.182171 + Penalty 4630.463836 = -290708.718335 nChanged 1 SP:Iteration 50Q (2376.654843 sec): 3 clusters Score: Raw -295339.233392 + Penalty 4630.463836 = -290708.769555 nChanged 0 SP:Iteration 51F (2376.769078 sec): 3 clusters Score: Raw -295339.233392 + Penalty 4630.463836 = -290708.769555 nChanged 0 Trying to split cluster 3 (3453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2376.858403 sec): 2 clusters Score: Raw -148760.658611 + Penalty 2150.807656 = -146609.850954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2376.961855 sec): 3 clusters Score: Raw -147290.035463 + Penalty 4301.615312 = -142988.420151 nChanged 1201 SP:Iteration 1F (2377.057791 sec): 3 clusters Score: Raw -148078.615415 + Penalty 4301.615312 = -143777.000103 nChanged 252 SP:Iteration 2F (2377.138813 sec): 3 clusters Score: Raw -148254.166813 + Penalty 4301.615312 = -143952.551501 nChanged 159 SP:Iteration 3Q (2377.247754 sec): 3 clusters Score: Raw -148357.884159 + Penalty 4301.615312 = -144056.268847 nChanged 123 SP:Iteration 4Q (2377.344901 sec): 3 clusters Score: Raw -148440.213894 + Penalty 4301.615312 = -144138.598582 nChanged 105 SP:Iteration 5Q (2377.427927 sec): 3 clusters Score: Raw -148517.281523 + Penalty 4301.615312 = -144215.666211 nChanged 88 SP:Iteration 6Q (2377.548732 sec): 3 clusters Score: Raw -148570.801367 + Penalty 4301.615312 = -144269.186054 nChanged 77 SP:Iteration 7Q (2377.650884 sec): 3 clusters Score: Raw -148612.824213 + Penalty 4301.615312 = -144311.208901 nChanged 66 SP:Iteration 8Q (2377.761722 sec): 3 clusters Score: Raw -148660.742753 + Penalty 4301.615312 = -144359.127441 nChanged 56 SP:Iteration 9Q (2377.866590 sec): 3 clusters Score: Raw -148689.803464 + Penalty 4301.615312 = -144388.188152 nChanged 40 SP:Iteration 10Q (2377.959339 sec): 3 clusters Score: Raw -148709.804928 + Penalty 4301.615312 = -144408.189615 nChanged 36 SP:Iteration 11Q (2378.078407 sec): 3 clusters Score: Raw -148727.421060 + Penalty 4301.615312 = -144425.805748 nChanged 41 SP:Iteration 12Q (2378.169887 sec): 3 clusters Score: Raw -148750.512040 + Penalty 4301.615312 = -144448.896727 nChanged 31 SP:Iteration 13Q (2378.278713 sec): 3 clusters Score: Raw -148768.388664 + Penalty 4301.615312 = -144466.773352 nChanged 28 SP:Iteration 14Q (2378.387867 sec): 3 clusters Score: Raw -148782.595557 + Penalty 4301.615312 = -144480.980245 nChanged 27 SP:Iteration 15Q (2378.492367 sec): 3 clusters Score: Raw -148795.139597 + Penalty 4301.615312 = -144493.524285 nChanged 25 SP:Iteration 16Q (2378.603097 sec): 3 clusters Score: Raw -148804.586947 + Penalty 4301.615312 = -144502.971635 nChanged 21 SP:Iteration 17Q (2378.715987 sec): 3 clusters Score: Raw -148815.760298 + Penalty 4301.615312 = -144514.144985 nChanged 28 SP:Iteration 18Q (2378.815048 sec): 3 clusters Score: Raw -148831.108670 + Penalty 4301.615312 = -144529.493358 nChanged 25 SP:Iteration 19Q (2378.896391 sec): 3 clusters Score: Raw -148843.731439 + Penalty 4301.615312 = -144542.116127 nChanged 24 SP:Iteration 20F (2378.995992 sec): 3 clusters Score: Raw -148855.018786 + Penalty 4301.615312 = -144553.403474 nChanged 16 SP:Iteration 21Q (2379.109937 sec): 3 clusters Score: Raw -148862.141020 + Penalty 4301.615312 = -144560.525708 nChanged 12 SP:Iteration 22Q (2379.198074 sec): 3 clusters Score: Raw -148866.597851 + Penalty 4301.615312 = -144564.982538 nChanged 3 SP:Iteration 23Q (2379.291258 sec): 3 clusters Score: Raw -148868.401193 + Penalty 4301.615312 = -144566.785881 nChanged 6 SP:Iteration 24Q (2379.382375 sec): 3 clusters Score: Raw -148870.077929 + Penalty 4301.615312 = -144568.462617 nChanged 11 SP:Iteration 25Q (2379.475829 sec): 3 clusters Score: Raw -148875.024479 + Penalty 4301.615312 = -144573.409167 nChanged 10 SP:Iteration 26Q (2379.581054 sec): 3 clusters Score: Raw -148881.169155 + Penalty 4301.615312 = -144579.553843 nChanged 8 SP:Iteration 27Q (2379.689328 sec): 3 clusters Score: Raw -148885.504889 + Penalty 4301.615312 = -144583.889577 nChanged 8 SP:Iteration 28Q (2379.794980 sec): 3 clusters Score: Raw -148888.989299 + Penalty 4301.615312 = -144587.373986 nChanged 14 SP:Iteration 29Q (2379.877690 sec): 3 clusters Score: Raw -148894.364407 + Penalty 4301.615312 = -144592.749095 nChanged 10 SP:Iteration 30Q (2380.002496 sec): 3 clusters Score: Raw -148899.605275 + Penalty 4301.615312 = -144597.989963 nChanged 8 SP:Iteration 31Q (2380.106030 sec): 3 clusters Score: Raw -148902.964732 + Penalty 4301.615312 = -144601.349420 nChanged 10 SP:Iteration 32Q (2380.203005 sec): 3 clusters Score: Raw -148908.803626 + Penalty 4301.615312 = -144607.188314 nChanged 13 SP:Iteration 33Q (2380.325504 sec): 3 clusters Score: Raw -148913.310455 + Penalty 4301.615312 = -144611.695143 nChanged 12 SP:Iteration 34Q (2380.424654 sec): 3 clusters Score: Raw -148918.961169 + Penalty 4301.615312 = -144617.345857 nChanged 16 SP:Iteration 35Q (2380.532853 sec): 3 clusters Score: Raw -148925.572930 + Penalty 4301.615312 = -144623.957618 nChanged 16 SP:Iteration 36Q (2380.636812 sec): 3 clusters Score: Raw -148935.763367 + Penalty 4301.615312 = -144634.148054 nChanged 23 SP:Iteration 37Q (2380.753865 sec): 3 clusters Score: Raw -148945.097014 + Penalty 4301.615312 = -144643.481701 nChanged 16 SP:Iteration 38Q (2380.869997 sec): 3 clusters Score: Raw -148951.657801 + Penalty 4301.615312 = -144650.042489 nChanged 16 SP:Iteration 39Q (2380.979810 sec): 3 clusters Score: Raw -148959.245110 + Penalty 4301.615312 = -144657.629797 nChanged 18 SP:Iteration 40F (2381.081711 sec): 3 clusters Score: Raw -148966.482076 + Penalty 4301.615312 = -144664.866764 nChanged 14 SP:Iteration 41Q (2381.175880 sec): 3 clusters Score: Raw -148972.053008 + Penalty 4301.615312 = -144670.437696 nChanged 12 SP:Iteration 42Q (2381.275220 sec): 3 clusters Score: Raw -148977.788039 + Penalty 4301.615312 = -144676.172726 nChanged 11 SP:Iteration 43Q (2381.402880 sec): 3 clusters Score: Raw -148981.866454 + Penalty 4301.615312 = -144680.251142 nChanged 13 SP:Iteration 44Q (2381.512574 sec): 3 clusters Score: Raw -148988.053786 + Penalty 4301.615312 = -144686.438474 nChanged 8 SP:Iteration 45Q (2381.626532 sec): 3 clusters Score: Raw -148990.947501 + Penalty 4301.615312 = -144689.332188 nChanged 9 SP:Iteration 46Q (2381.719456 sec): 3 clusters Score: Raw -148994.643378 + Penalty 4301.615312 = -144693.028065 nChanged 8 SP:Iteration 47Q (2381.816402 sec): 3 clusters Score: Raw -148998.394925 + Penalty 4301.615312 = -144696.779613 nChanged 8 SP:Iteration 48Q (2381.910713 sec): 3 clusters Score: Raw -149002.548101 + Penalty 4301.615312 = -144700.932788 nChanged 6 SP:Iteration 49Q (2381.991045 sec): 3 clusters Score: Raw -149005.378789 + Penalty 4301.615312 = -144703.763477 nChanged 4 SP:Iteration 50Q (2382.100818 sec): 3 clusters Score: Raw -149007.658909 + Penalty 4301.615312 = -144706.043596 nChanged 8 SP:Iteration 51Q (2382.209332 sec): 3 clusters Score: Raw -149012.218017 + Penalty 4301.615312 = -144710.602704 nChanged 5 SP:Iteration 52Q (2382.304857 sec): 3 clusters Score: Raw -149014.091428 + Penalty 4301.615312 = -144712.476116 nChanged 6 SP:Iteration 53Q (2382.406143 sec): 3 clusters Score: Raw -149016.233056 + Penalty 4301.615312 = -144714.617744 nChanged 5 SP:Iteration 54Q (2382.518703 sec): 3 clusters Score: Raw -149017.971840 + Penalty 4301.615312 = -144716.356528 nChanged 3 SP:Iteration 55Q (2382.600424 sec): 3 clusters Score: Raw -149019.279301 + Penalty 4301.615312 = -144717.663989 nChanged 4 SP:Iteration 56Q (2382.702519 sec): 3 clusters Score: Raw -149020.541619 + Penalty 4301.615312 = -144718.926306 nChanged 6 SP:Iteration 57Q (2382.812628 sec): 3 clusters Score: Raw -149023.406060 + Penalty 4301.615312 = -144721.790748 nChanged 9 SP:Iteration 58Q (2382.921350 sec): 3 clusters Score: Raw -149026.614944 + Penalty 4301.615312 = -144724.999632 nChanged 4 SP:Iteration 59Q (2383.028439 sec): 3 clusters Score: Raw -149028.419661 + Penalty 4301.615312 = -144726.804349 nChanged 4 SP:Iteration 60F (2383.132804 sec): 3 clusters Score: Raw -149030.648520 + Penalty 4301.615312 = -144729.033208 nChanged 7 SP:Iteration 61Q (2383.238791 sec): 3 clusters Score: Raw -149034.344940 + Penalty 4301.615312 = -144732.729628 nChanged 6 SP:Iteration 62Q (2383.362634 sec): 3 clusters Score: Raw -149037.080183 + Penalty 4301.615312 = -144735.464871 nChanged 3 SP:Iteration 63Q (2383.464959 sec): 3 clusters Score: Raw -149038.599694 + Penalty 4301.615312 = -144736.984381 nChanged 4 SP:Iteration 64Q (2383.579752 sec): 3 clusters Score: Raw -149040.694771 + Penalty 4301.615312 = -144739.079459 nChanged 4 SP:Iteration 65Q (2383.670304 sec): 3 clusters Score: Raw -149043.884477 + Penalty 4301.615312 = -144742.269165 nChanged 9 SP:Iteration 66Q (2383.772689 sec): 3 clusters Score: Raw -149049.349242 + Penalty 4301.615312 = -144747.733930 nChanged 10 SP:Iteration 67Q (2383.881957 sec): 3 clusters Score: Raw -149053.702025 + Penalty 4301.615312 = -144752.086712 nChanged 13 SP:Iteration 68Q (2384.005849 sec): 3 clusters Score: Raw -149058.823211 + Penalty 4301.615312 = -144757.207898 nChanged 10 SP:Iteration 69Q (2384.118696 sec): 3 clusters Score: Raw -149064.357923 + Penalty 4301.615312 = -144762.742611 nChanged 10 SP:Iteration 70Q (2384.234255 sec): 3 clusters Score: Raw -149068.707799 + Penalty 4301.615312 = -144767.092487 nChanged 11 SP:Iteration 71Q (2384.364015 sec): 3 clusters Score: Raw -149072.914597 + Penalty 4301.615312 = -144771.299285 nChanged 12 SP:Iteration 72Q (2384.490067 sec): 3 clusters Score: Raw -149079.206056 + Penalty 4301.615312 = -144777.590744 nChanged 12 SP:Iteration 73Q (2384.594548 sec): 3 clusters Score: Raw -149084.793988 + Penalty 4301.615312 = -144783.178676 nChanged 8 SP:Iteration 74Q (2384.715264 sec): 3 clusters Score: Raw -149089.857990 + Penalty 4301.615312 = -144788.242678 nChanged 11 SP:Iteration 75Q (2384.860465 sec): 3 clusters Score: Raw -149096.220533 + Penalty 4301.615312 = -144794.605221 nChanged 7 SP:Iteration 76Q (2384.960141 sec): 3 clusters Score: Raw -149100.204281 + Penalty 4301.615312 = -144798.588968 nChanged 9 SP:Iteration 77Q (2385.076345 sec): 3 clusters Score: Raw -149104.688462 + Penalty 4301.615312 = -144803.073150 nChanged 10 SP:Iteration 78Q (2385.179389 sec): 3 clusters Score: Raw -149109.941105 + Penalty 4301.615312 = -144808.325792 nChanged 7 SP:Iteration 79Q (2385.296552 sec): 3 clusters Score: Raw -149113.329716 + Penalty 4301.615312 = -144811.714404 nChanged 7 SP:Iteration 80F (2385.398364 sec): 3 clusters Score: Raw -149117.250432 + Penalty 4301.615312 = -144815.635119 nChanged 10 SP:Iteration 81Q (2385.499911 sec): 3 clusters Score: Raw -149121.142880 + Penalty 4301.615312 = -144819.527568 nChanged 8 SP:Iteration 82Q (2385.586749 sec): 3 clusters Score: Raw -149125.241778 + Penalty 4301.615312 = -144823.626466 nChanged 6 SP:Iteration 83Q (2385.701464 sec): 3 clusters Score: Raw -149127.595612 + Penalty 4301.615312 = -144825.980300 nChanged 1 SP:Iteration 84Q (2385.808637 sec): 3 clusters Score: Raw -149127.899388 + Penalty 4301.615312 = -144826.284076 nChanged 0 SP:Iteration 85F (2385.940244 sec): 3 clusters Score: Raw -149127.899388 + Penalty 4301.615312 = -144826.284076 nChanged 0 Trying to split cluster 4 (2130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2385.973221 sec): 2 clusters Score: Raw -95515.454684 + Penalty 2023.263596 = -93492.191088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2386.070273 sec): 3 clusters Score: Raw -94732.072782 + Penalty 4046.527193 = -90685.545589 nChanged 675 SP:Iteration 1F (2386.177833 sec): 3 clusters Score: Raw -95236.730887 + Penalty 4046.527193 = -91190.203694 nChanged 157 SP:Iteration 2F (2386.244630 sec): 3 clusters Score: Raw -95379.584909 + Penalty 4046.527193 = -91333.057717 nChanged 96 SP:Iteration 3Q (2386.315200 sec): 3 clusters Score: Raw -95480.180593 + Penalty 4046.527193 = -91433.653400 nChanged 73 SP:Iteration 4Q (2386.403384 sec): 3 clusters Score: Raw -95546.857375 + Penalty 4046.527193 = -91500.330183 nChanged 63 SP:Iteration 5Q (2386.486742 sec): 3 clusters Score: Raw -95611.459198 + Penalty 4046.527193 = -91564.932005 nChanged 54 SP:Iteration 6Q (2386.578414 sec): 3 clusters Score: Raw -95654.079021 + Penalty 4046.527193 = -91607.551828 nChanged 40 SP:Iteration 7Q (2386.689295 sec): 3 clusters Score: Raw -95687.203898 + Penalty 4046.527193 = -91640.676705 nChanged 35 SP:Iteration 8Q (2386.795777 sec): 3 clusters Score: Raw -95714.253818 + Penalty 4046.527193 = -91667.726625 nChanged 20 SP:Iteration 9Q (2386.891204 sec): 3 clusters Score: Raw -95731.133075 + Penalty 4046.527193 = -91684.605883 nChanged 21 SP:Iteration 10Q (2386.991589 sec): 3 clusters Score: Raw -95749.405836 + Penalty 4046.527193 = -91702.878643 nChanged 18 SP:Iteration 11Q (2387.095600 sec): 3 clusters Score: Raw -95763.266503 + Penalty 4046.527193 = -91716.739311 nChanged 16 SP:Iteration 12Q (2387.186606 sec): 3 clusters Score: Raw -95777.232473 + Penalty 4046.527193 = -91730.705281 nChanged 19 SP:Iteration 13Q (2387.287859 sec): 3 clusters Score: Raw -95791.747571 + Penalty 4046.527193 = -91745.220378 nChanged 14 SP:Iteration 14Q (2387.373376 sec): 3 clusters Score: Raw -95803.859520 + Penalty 4046.527193 = -91757.332327 nChanged 15 SP:Iteration 15Q (2387.475006 sec): 3 clusters Score: Raw -95814.463404 + Penalty 4046.527193 = -91767.936211 nChanged 10 SP:Iteration 16Q (2387.612926 sec): 3 clusters Score: Raw -95823.503860 + Penalty 4046.527193 = -91776.976667 nChanged 14 SP:Iteration 17Q (2387.726959 sec): 3 clusters Score: Raw -95837.957164 + Penalty 4046.527193 = -91791.429972 nChanged 15 SP:Iteration 18Q (2387.811044 sec): 3 clusters Score: Raw -95854.068902 + Penalty 4046.527193 = -91807.541710 nChanged 25 SP:Iteration 19Q (2387.956782 sec): 3 clusters Score: Raw -95877.358527 + Penalty 4046.527193 = -91830.831334 nChanged 22 SP:Iteration 20F (2388.038442 sec): 3 clusters Score: Raw -95893.348185 + Penalty 4046.527193 = -91846.820992 nChanged 11 SP:Iteration 21Q (2388.154650 sec): 3 clusters Score: Raw -95903.463525 + Penalty 4046.527193 = -91856.936332 nChanged 9 SP:Iteration 22Q (2388.263708 sec): 3 clusters Score: Raw -95910.757936 + Penalty 4046.527193 = -91864.230744 nChanged 15 SP:Iteration 23Q (2388.369445 sec): 3 clusters Score: Raw -95923.613524 + Penalty 4046.527193 = -91877.086331 nChanged 13 SP:Iteration 24Q (2388.474538 sec): 3 clusters Score: Raw -95935.442080 + Penalty 4046.527193 = -91888.914887 nChanged 12 SP:Iteration 25Q (2388.580306 sec): 3 clusters Score: Raw -95941.922621 + Penalty 4046.527193 = -91895.395428 nChanged 6 SP:Iteration 26Q (2388.711769 sec): 3 clusters Score: Raw -95946.182614 + Penalty 4046.527193 = -91899.655421 nChanged 6 SP:Iteration 27Q (2388.787442 sec): 3 clusters Score: Raw -95949.487413 + Penalty 4046.527193 = -91902.960221 nChanged 3 SP:Iteration 28Q (2388.908970 sec): 3 clusters Score: Raw -95951.134752 + Penalty 4046.527193 = -91904.607559 nChanged 3 SP:Iteration 29Q (2388.999457 sec): 3 clusters Score: Raw -95952.790970 + Penalty 4046.527193 = -91906.263777 nChanged 0 SP:Iteration 30F (2389.086335 sec): 3 clusters Score: Raw -95952.790970 + Penalty 4046.527193 = -91906.263777 nChanged 0 Trying to split cluster 5 (9859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2389.198575 sec): 2 clusters Score: Raw -401774.978392 + Penalty 2427.780966 = -399347.197426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2389.319794 sec): 3 clusters Score: Raw -396567.562037 + Penalty 4855.561932 = -391712.000105 nChanged 4063 SP:Iteration 1F (2389.458332 sec): 3 clusters Score: Raw -398867.122544 + Penalty 4855.561932 = -394011.560612 nChanged 752 SP:Iteration 2F (2389.582694 sec): 3 clusters Score: Raw -399368.500063 + Penalty 4855.561932 = -394512.938131 nChanged 647 SP:Iteration 3F (2389.704522 sec): 3 clusters Score: Raw -399843.047940 + Penalty 4855.561932 = -394987.486008 nChanged 656 SP:Iteration 4F (2389.836667 sec): 3 clusters Score: Raw -400321.911622 + Penalty 4855.561932 = -395466.349690 nChanged 550 SP:Iteration 5F (2389.972496 sec): 3 clusters Score: Raw -400678.530415 + Penalty 4855.561932 = -395822.968483 nChanged 463 SP:Iteration 6Q (2390.116393 sec): 3 clusters Score: Raw -400968.196955 + Penalty 4855.561932 = -396112.635023 nChanged 392 SP:Iteration 7Q (2390.257270 sec): 3 clusters Score: Raw -401205.956781 + Penalty 4855.561932 = -396350.394849 nChanged 362 SP:Iteration 8Q (2390.373540 sec): 3 clusters Score: Raw -401405.466191 + Penalty 4855.561932 = -396549.904259 nChanged 296 SP:Iteration 9Q (2390.504160 sec): 3 clusters Score: Raw -401556.894023 + Penalty 4855.561932 = -396701.332091 nChanged 261 SP:Iteration 10Q (2390.635616 sec): 3 clusters Score: Raw -401672.231571 + Penalty 4855.561932 = -396816.669639 nChanged 209 SP:Iteration 11Q (2390.781191 sec): 3 clusters Score: Raw -401739.709607 + Penalty 4855.561932 = -396884.147675 nChanged 148 SP:Iteration 12Q (2390.908811 sec): 3 clusters Score: Raw -401780.455161 + Penalty 4855.561932 = -396924.893229 nChanged 100 SP:Iteration 13Q (2391.038362 sec): 3 clusters Score: Raw -401805.755578 + Penalty 4855.561932 = -396950.193646 nChanged 86 SP:Iteration 14Q (2391.171222 sec): 3 clusters Score: Raw -401831.149988 + Penalty 4855.561932 = -396975.588056 nChanged 75 SP:Iteration 15Q (2391.328076 sec): 3 clusters Score: Raw -401849.766046 + Penalty 4855.561932 = -396994.204114 nChanged 71 SP:Iteration 16Q (2391.454491 sec): 3 clusters Score: Raw -401865.265794 + Penalty 4855.561932 = -397009.703862 nChanged 53 SP:Iteration 17Q (2391.582528 sec): 3 clusters Score: Raw -401876.424762 + Penalty 4855.561932 = -397020.862830 nChanged 43 SP:Iteration 18Q (2391.697472 sec): 3 clusters Score: Raw -401884.076196 + Penalty 4855.561932 = -397028.514264 nChanged 32 SP:Iteration 19Q (2391.833021 sec): 3 clusters Score: Raw -401891.236962 + Penalty 4855.561932 = -397035.675030 nChanged 31 SP:Iteration 20F (2391.970585 sec): 3 clusters Score: Raw -401896.625318 + Penalty 4855.561932 = -397041.063387 nChanged 19 SP:Iteration 21Q (2392.112946 sec): 3 clusters Score: Raw -401899.376564 + Penalty 4855.561932 = -397043.814632 nChanged 14 SP:Iteration 22Q (2392.251367 sec): 3 clusters Score: Raw -401901.482726 + Penalty 4855.561932 = -397045.920794 nChanged 13 SP:Iteration 23Q (2392.382849 sec): 3 clusters Score: Raw -401903.584327 + Penalty 4855.561932 = -397048.022395 nChanged 5 SP:Iteration 24Q (2392.496259 sec): 3 clusters Score: Raw -401904.464136 + Penalty 4855.561932 = -397048.902204 nChanged 7 SP:Iteration 25Q (2392.625344 sec): 3 clusters Score: Raw -401905.840252 + Penalty 4855.561932 = -397050.278320 nChanged 8 SP:Iteration 26Q (2392.766030 sec): 3 clusters Score: Raw -401907.408840 + Penalty 4855.561932 = -397051.846908 nChanged 11 SP:Iteration 27Q (2392.892538 sec): 3 clusters Score: Raw -401909.226132 + Penalty 4855.561932 = -397053.664200 nChanged 12 SP:Iteration 28Q (2393.038011 sec): 3 clusters Score: Raw -401911.383282 + Penalty 4855.561932 = -397055.821350 nChanged 8 SP:Iteration 29Q (2393.145488 sec): 3 clusters Score: Raw -401912.863517 + Penalty 4855.561932 = -397057.301586 nChanged 10 SP:Iteration 30Q (2393.303771 sec): 3 clusters Score: Raw -401914.714174 + Penalty 4855.561932 = -397059.152242 nChanged 8 SP:Iteration 31Q (2393.426891 sec): 3 clusters Score: Raw -401916.067586 + Penalty 4855.561932 = -397060.505654 nChanged 9 SP:Iteration 32Q (2393.561188 sec): 3 clusters Score: Raw -401917.107402 + Penalty 4855.561932 = -397061.545470 nChanged 8 SP:Iteration 33Q (2393.699125 sec): 3 clusters Score: Raw -401918.455008 + Penalty 4855.561932 = -397062.893076 nChanged 9 SP:Iteration 34Q (2393.808696 sec): 3 clusters Score: Raw -401919.840370 + Penalty 4855.561932 = -397064.278438 nChanged 6 SP:Iteration 35Q (2393.943603 sec): 3 clusters Score: Raw -401920.811806 + Penalty 4855.561932 = -397065.249874 nChanged 5 SP:Iteration 36Q (2394.081264 sec): 3 clusters Score: Raw -401921.549815 + Penalty 4855.561932 = -397065.987883 nChanged 5 SP:Iteration 37Q (2394.207464 sec): 3 clusters Score: Raw -401922.069294 + Penalty 4855.561932 = -397066.507362 nChanged 4 SP:Iteration 38Q (2394.317664 sec): 3 clusters Score: Raw -401922.748790 + Penalty 4855.561932 = -397067.186858 nChanged 3 SP:Iteration 39Q (2394.438128 sec): 3 clusters Score: Raw -401922.917798 + Penalty 4855.561932 = -397067.355866 nChanged 2 SP:Iteration 40F (2394.579765 sec): 3 clusters Score: Raw -401923.157539 + Penalty 4855.561932 = -397067.595607 nChanged 1 SP:Iteration 41Q (2394.696166 sec): 3 clusters Score: Raw -401923.211520 + Penalty 4855.561932 = -397067.649588 nChanged 0 SP:Iteration 42F (2394.824356 sec): 3 clusters Score: Raw -401923.211520 + Penalty 4855.561932 = -397067.649588 nChanged 0 Trying to split cluster 6 (32391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2394.997150 sec): 2 clusters Score: Raw -1499165.911931 + Penalty 2741.807874 = -1496424.104057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2395.233788 sec): 3 clusters Score: Raw -1479727.182301 + Penalty 5483.615747 = -1474243.566554 nChanged 14552 SP:Iteration 1F (2395.423171 sec): 3 clusters Score: Raw -1487632.432638 + Penalty 5483.615747 = -1482148.816890 nChanged 1799 SP:Iteration 2F (2395.644264 sec): 3 clusters Score: Raw -1488355.474808 + Penalty 5483.615747 = -1482871.859060 nChanged 1737 SP:Iteration 3F (2395.882742 sec): 3 clusters Score: Raw -1489108.783760 + Penalty 5483.615747 = -1483625.168012 nChanged 1824 SP:Iteration 4F (2396.106041 sec): 3 clusters Score: Raw -1490053.210157 + Penalty 5483.615747 = -1484569.594410 nChanged 1979 SP:Iteration 5F (2396.303148 sec): 3 clusters Score: Raw -1491220.651366 + Penalty 5483.615747 = -1485737.035618 nChanged 2131 SP:Iteration 6F (2396.517540 sec): 3 clusters Score: Raw -1492654.052868 + Penalty 5483.615747 = -1487170.437121 nChanged 2103 SP:Iteration 7F (2396.742491 sec): 3 clusters Score: Raw -1494195.290844 + Penalty 5483.615747 = -1488711.675097 nChanged 1873 SP:Iteration 8F (2396.937755 sec): 3 clusters Score: Raw -1495643.982192 + Penalty 5483.615747 = -1490160.366444 nChanged 1545 SP:Iteration 9Q (2397.144055 sec): 3 clusters Score: Raw -1496914.182876 + Penalty 5483.615747 = -1491430.567129 nChanged 1196 SP:Iteration 10Q (2397.385361 sec): 3 clusters Score: Raw -1497947.494046 + Penalty 5483.615747 = -1492463.878298 nChanged 794 SP:Iteration 11Q (2397.601452 sec): 3 clusters Score: Raw -1498642.212361 + Penalty 5483.615747 = -1493158.596614 nChanged 469 SP:Iteration 12Q (2397.815183 sec): 3 clusters Score: Raw -1499052.698135 + Penalty 5483.615747 = -1493569.082387 nChanged 278 SP:Iteration 13Q (2397.966167 sec): 3 clusters Score: Raw -1499294.950502 + Penalty 5483.615747 = -1493811.334755 nChanged 150 SP:Iteration 14Q (2398.187671 sec): 3 clusters Score: Raw -1499422.444880 + Penalty 5483.615747 = -1493938.829133 nChanged 109 SP:Iteration 15Q (2398.378595 sec): 3 clusters Score: Raw -1499515.921019 + Penalty 5483.615747 = -1494032.305272 nChanged 64 SP:Iteration 16Q (2398.566824 sec): 3 clusters Score: Raw -1499572.534199 + Penalty 5483.615747 = -1494088.918452 nChanged 37 SP:Iteration 17Q (2398.749089 sec): 3 clusters Score: Raw -1499603.904647 + Penalty 5483.615747 = -1494120.288899 nChanged 18 SP:Iteration 18Q (2398.967110 sec): 3 clusters Score: Raw -1499614.049697 + Penalty 5483.615747 = -1494130.433949 nChanged 12 SP:Iteration 19Q (2399.198061 sec): 3 clusters Score: Raw -1499623.795721 + Penalty 5483.615747 = -1494140.179974 nChanged 16 SP:Iteration 20F (2399.448740 sec): 3 clusters Score: Raw -1499639.219244 + Penalty 5483.615747 = -1494155.603496 nChanged 12 SP:Iteration 21Q (2399.663902 sec): 3 clusters Score: Raw -1499646.716438 + Penalty 5483.615747 = -1494163.100691 nChanged 7 SP:Iteration 22Q (2399.881780 sec): 3 clusters Score: Raw -1499650.673852 + Penalty 5483.615747 = -1494167.058105 nChanged 5 SP:Iteration 23Q (2400.054544 sec): 3 clusters Score: Raw -1499654.058258 + Penalty 5483.615747 = -1494170.442510 nChanged 12 SP:Iteration 24Q (2400.226747 sec): 3 clusters Score: Raw -1499659.230568 + Penalty 5483.615747 = -1494175.614821 nChanged 4 SP:Iteration 25Q (2400.464489 sec): 3 clusters Score: Raw -1499661.438091 + Penalty 5483.615747 = -1494177.822343 nChanged 7 SP:Iteration 26Q (2400.663441 sec): 3 clusters Score: Raw -1499666.157655 + Penalty 5483.615747 = -1494182.541908 nChanged 9 SP:Iteration 27Q (2400.867708 sec): 3 clusters Score: Raw -1499672.218174 + Penalty 5483.615747 = -1494188.602426 nChanged 9 SP:Iteration 28Q (2401.072462 sec): 3 clusters Score: Raw -1499677.988163 + Penalty 5483.615747 = -1494194.372416 nChanged 12 SP:Iteration 29Q (2401.268226 sec): 3 clusters Score: Raw -1499687.048026 + Penalty 5483.615747 = -1494203.432278 nChanged 7 SP:Iteration 30Q (2401.472390 sec): 3 clusters Score: Raw -1499691.306916 + Penalty 5483.615747 = -1494207.691168 nChanged 4 SP:Iteration 31Q (2401.691242 sec): 3 clusters Score: Raw -1499693.674070 + Penalty 5483.615747 = -1494210.058323 nChanged 0 SP:Iteration 32F (2401.909281 sec): 3 clusters Score: Raw -1499693.674070 + Penalty 5483.615747 = -1494210.058323 nChanged 0 Trying to split cluster 7 (1154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2402.020046 sec): 2 clusters Score: Raw -49194.728447 + Penalty 1861.461214 = -47333.267233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2402.131551 sec): 3 clusters Score: Raw -48884.095498 + Penalty 3722.922428 = -45161.173070 nChanged 311 SP:Iteration 1F (2402.205121 sec): 3 clusters Score: Raw -49185.064709 + Penalty 3722.922428 = -45462.142281 nChanged 74 SP:Iteration 2F (2402.303798 sec): 3 clusters Score: Raw -49285.773991 + Penalty 3722.922428 = -45562.851563 nChanged 41 SP:Iteration 3Q (2402.406427 sec): 3 clusters Score: Raw -49337.445878 + Penalty 3722.922428 = -45614.523450 nChanged 27 SP:Iteration 4Q (2402.542985 sec): 3 clusters Score: Raw -49366.578883 + Penalty 3722.922428 = -45643.656455 nChanged 6 SP:Iteration 5Q (2402.628417 sec): 3 clusters Score: Raw -49372.825902 + Penalty 3722.922428 = -45649.903474 nChanged 5 SP:Iteration 6Q (2402.738725 sec): 3 clusters Score: Raw -49378.729371 + Penalty 3722.922428 = -45655.806943 nChanged 3 SP:Iteration 7Q (2402.860467 sec): 3 clusters Score: Raw -49381.727728 + Penalty 3722.922428 = -45658.805300 nChanged 4 SP:Iteration 8Q (2402.975546 sec): 3 clusters Score: Raw -49387.008349 + Penalty 3722.922428 = -45664.085921 nChanged 5 SP:Iteration 9Q (2403.080904 sec): 3 clusters Score: Raw -49393.135368 + Penalty 3722.922428 = -45670.212940 nChanged 6 SP:Iteration 10Q (2403.195908 sec): 3 clusters Score: Raw -49399.418163 + Penalty 3722.922428 = -45676.495735 nChanged 4 SP:Iteration 11Q (2403.310158 sec): 3 clusters Score: Raw -49403.348037 + Penalty 3722.922428 = -45680.425609 nChanged 3 SP:Iteration 12Q (2403.425606 sec): 3 clusters Score: Raw -49406.704141 + Penalty 3722.922428 = -45683.781713 nChanged 0 SP:Iteration 13F (2403.540559 sec): 3 clusters Score: Raw -49406.704141 + Penalty 3722.922428 = -45683.781713 nChanged 0 Trying to split cluster 9 (4099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2403.623793 sec): 2 clusters Score: Raw -202733.283175 + Penalty 2196.083557 = -200537.199619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2403.726833 sec): 3 clusters Score: Raw -200903.255764 + Penalty 4392.167113 = -196511.088651 nChanged 1534 SP:Iteration 1F (2403.866824 sec): 3 clusters Score: Raw -201756.125011 + Penalty 4392.167113 = -197363.957897 nChanged 291 SP:Iteration 2F (2403.950103 sec): 3 clusters Score: Raw -201924.125848 + Penalty 4392.167113 = -197531.958735 nChanged 202 SP:Iteration 3Q (2404.086045 sec): 3 clusters Score: Raw -202052.277791 + Penalty 4392.167113 = -197660.110678 nChanged 159 SP:Iteration 4Q (2404.223797 sec): 3 clusters Score: Raw -202148.068725 + Penalty 4392.167113 = -197755.901612 nChanged 127 SP:Iteration 5Q (2404.349327 sec): 3 clusters Score: Raw -202225.516680 + Penalty 4392.167113 = -197833.349567 nChanged 107 SP:Iteration 6Q (2404.452210 sec): 3 clusters Score: Raw -202286.571983 + Penalty 4392.167113 = -197894.404870 nChanged 94 SP:Iteration 7Q (2404.575767 sec): 3 clusters Score: Raw -202341.870194 + Penalty 4392.167113 = -197949.703081 nChanged 93 SP:Iteration 8Q (2404.713437 sec): 3 clusters Score: Raw -202398.196701 + Penalty 4392.167113 = -198006.029587 nChanged 84 SP:Iteration 9Q (2404.843224 sec): 3 clusters Score: Raw -202443.027421 + Penalty 4392.167113 = -198050.860308 nChanged 66 SP:Iteration 10Q (2404.964181 sec): 3 clusters Score: Raw -202473.019196 + Penalty 4392.167113 = -198080.852083 nChanged 49 SP:Iteration 11Q (2405.108609 sec): 3 clusters Score: Raw -202495.023316 + Penalty 4392.167113 = -198102.856203 nChanged 41 SP:Iteration 12Q (2405.259323 sec): 3 clusters Score: Raw -202513.451688 + Penalty 4392.167113 = -198121.284575 nChanged 40 SP:Iteration 13Q (2405.392864 sec): 3 clusters Score: Raw -202529.099352 + Penalty 4392.167113 = -198136.932239 nChanged 30 SP:Iteration 14Q (2405.529799 sec): 3 clusters Score: Raw -202541.128485 + Penalty 4392.167113 = -198148.961371 nChanged 21 SP:Iteration 15Q (2405.662519 sec): 3 clusters Score: Raw -202547.842981 + Penalty 4392.167113 = -198155.675868 nChanged 19 SP:Iteration 16Q (2405.762963 sec): 3 clusters Score: Raw -202554.458467 + Penalty 4392.167113 = -198162.291354 nChanged 17 SP:Iteration 17Q (2405.902065 sec): 3 clusters Score: Raw -202559.468122 + Penalty 4392.167113 = -198167.301009 nChanged 11 SP:Iteration 18Q (2406.021819 sec): 3 clusters Score: Raw -202564.579922 + Penalty 4392.167113 = -198172.412809 nChanged 11 SP:Iteration 19Q (2406.140900 sec): 3 clusters Score: Raw -202568.015023 + Penalty 4392.167113 = -198175.847910 nChanged 11 SP:Iteration 20F (2406.253163 sec): 3 clusters Score: Raw -202571.763333 + Penalty 4392.167113 = -198179.596219 nChanged 8 SP:Iteration 21Q (2406.369897 sec): 3 clusters Score: Raw -202574.428759 + Penalty 4392.167113 = -198182.261646 nChanged 7 SP:Iteration 22Q (2406.478524 sec): 3 clusters Score: Raw -202578.633269 + Penalty 4392.167113 = -198186.466155 nChanged 12 SP:Iteration 23Q (2406.594483 sec): 3 clusters Score: Raw -202583.899084 + Penalty 4392.167113 = -198191.731971 nChanged 13 SP:Iteration 24Q (2406.699314 sec): 3 clusters Score: Raw -202588.331178 + Penalty 4392.167113 = -198196.164064 nChanged 12 SP:Iteration 25Q (2406.810323 sec): 3 clusters Score: Raw -202592.746656 + Penalty 4392.167113 = -198200.579542 nChanged 12 SP:Iteration 26Q (2406.932546 sec): 3 clusters Score: Raw -202596.818657 + Penalty 4392.167113 = -198204.651544 nChanged 18 SP:Iteration 27Q (2407.063443 sec): 3 clusters Score: Raw -202603.863602 + Penalty 4392.167113 = -198211.696489 nChanged 18 SP:Iteration 28Q (2407.172724 sec): 3 clusters Score: Raw -202610.703537 + Penalty 4392.167113 = -198218.536424 nChanged 25 SP:Iteration 29Q (2407.289751 sec): 3 clusters Score: Raw -202619.717801 + Penalty 4392.167113 = -198227.550688 nChanged 21 SP:Iteration 30Q (2407.375852 sec): 3 clusters Score: Raw -202629.053323 + Penalty 4392.167113 = -198236.886210 nChanged 18 SP:Iteration 31Q (2407.490442 sec): 3 clusters Score: Raw -202637.292006 + Penalty 4392.167113 = -198245.124892 nChanged 17 SP:Iteration 32Q (2407.612368 sec): 3 clusters Score: Raw -202645.383260 + Penalty 4392.167113 = -198253.216146 nChanged 19 SP:Iteration 33Q (2407.740360 sec): 3 clusters Score: Raw -202654.651539 + Penalty 4392.167113 = -198262.484425 nChanged 26 SP:Iteration 34Q (2407.897978 sec): 3 clusters Score: Raw -202666.871177 + Penalty 4392.167113 = -198274.704063 nChanged 25 SP:Iteration 35Q (2407.992388 sec): 3 clusters Score: Raw -202677.814175 + Penalty 4392.167113 = -198285.647061 nChanged 21 SP:Iteration 36Q (2408.148399 sec): 3 clusters Score: Raw -202686.317982 + Penalty 4392.167113 = -198294.150869 nChanged 18 SP:Iteration 37Q (2408.272089 sec): 3 clusters Score: Raw -202692.876958 + Penalty 4392.167113 = -198300.709844 nChanged 13 SP:Iteration 38Q (2408.410584 sec): 3 clusters Score: Raw -202698.442952 + Penalty 4392.167113 = -198306.275839 nChanged 20 SP:Iteration 39Q (2408.497954 sec): 3 clusters Score: Raw -202708.613315 + Penalty 4392.167113 = -198316.446201 nChanged 23 SP:Iteration 40F (2408.644109 sec): 3 clusters Score: Raw -202720.138936 + Penalty 4392.167113 = -198327.971823 nChanged 22 SP:Iteration 41Q (2408.743467 sec): 3 clusters Score: Raw -202728.521715 + Penalty 4392.167113 = -198336.354602 nChanged 20 SP:Iteration 42Q (2408.881316 sec): 3 clusters Score: Raw -202738.507589 + Penalty 4392.167113 = -198346.340476 nChanged 22 SP:Iteration 43Q (2408.984380 sec): 3 clusters Score: Raw -202747.244515 + Penalty 4392.167113 = -198355.077402 nChanged 19 SP:Iteration 44Q (2409.075981 sec): 3 clusters Score: Raw -202754.840016 + Penalty 4392.167113 = -198362.672903 nChanged 19 SP:Iteration 45Q (2409.206387 sec): 3 clusters Score: Raw -202761.787389 + Penalty 4392.167113 = -198369.620276 nChanged 13 SP:Iteration 46Q (2409.337655 sec): 3 clusters Score: Raw -202766.483760 + Penalty 4392.167113 = -198374.316647 nChanged 6 SP:Iteration 47Q (2409.464031 sec): 3 clusters Score: Raw -202768.164388 + Penalty 4392.167113 = -198375.997275 nChanged 3 SP:Iteration 48Q (2409.606656 sec): 3 clusters Score: Raw -202769.381406 + Penalty 4392.167113 = -198377.214293 nChanged 5 SP:Iteration 49Q (2409.727958 sec): 3 clusters Score: Raw -202770.455015 + Penalty 4392.167113 = -198378.287902 nChanged 7 SP:Iteration 50Q (2409.849196 sec): 3 clusters Score: Raw -202772.627993 + Penalty 4392.167113 = -198380.460880 nChanged 6 SP:Iteration 51Q (2409.949012 sec): 3 clusters Score: Raw -202774.971661 + Penalty 4392.167113 = -198382.804547 nChanged 11 SP:Iteration 52Q (2410.084785 sec): 3 clusters Score: Raw -202778.379784 + Penalty 4392.167113 = -198386.212671 nChanged 11 SP:Iteration 53Q (2410.200287 sec): 3 clusters Score: Raw -202781.064816 + Penalty 4392.167113 = -198388.897703 nChanged 5 SP:Iteration 54Q (2410.299411 sec): 3 clusters Score: Raw -202783.395564 + Penalty 4392.167113 = -198391.228450 nChanged 7 SP:Iteration 55Q (2410.424978 sec): 3 clusters Score: Raw -202785.031343 + Penalty 4392.167113 = -198392.864230 nChanged 5 SP:Iteration 56Q (2410.551715 sec): 3 clusters Score: Raw -202787.373560 + Penalty 4392.167113 = -198395.206447 nChanged 6 SP:Iteration 57Q (2410.677314 sec): 3 clusters Score: Raw -202789.913782 + Penalty 4392.167113 = -198397.746669 nChanged 9 SP:Iteration 58Q (2410.801047 sec): 3 clusters Score: Raw -202792.524795 + Penalty 4392.167113 = -198400.357682 nChanged 6 SP:Iteration 59Q (2410.929451 sec): 3 clusters Score: Raw -202793.850625 + Penalty 4392.167113 = -198401.683512 nChanged 4 SP:Iteration 60F (2411.048753 sec): 3 clusters Score: Raw -202794.827593 + Penalty 4392.167113 = -198402.660480 nChanged 3 SP:Iteration 61Q (2411.171570 sec): 3 clusters Score: Raw -202795.247961 + Penalty 4392.167113 = -198403.080848 nChanged 3 SP:Iteration 62Q (2411.263640 sec): 3 clusters Score: Raw -202796.151537 + Penalty 4392.167113 = -198403.984424 nChanged 2 SP:Iteration 63Q (2411.373757 sec): 3 clusters Score: Raw -202796.471931 + Penalty 4392.167113 = -198404.304817 nChanged 2 SP:Iteration 64Q (2411.486275 sec): 3 clusters Score: Raw -202796.951940 + Penalty 4392.167113 = -198404.784827 nChanged 1 SP:Iteration 65Q (2411.610356 sec): 3 clusters Score: Raw -202797.291231 + Penalty 4392.167113 = -198405.124118 nChanged 2 SP:Iteration 66Q (2411.724318 sec): 3 clusters Score: Raw -202798.032025 + Penalty 4392.167113 = -198405.864912 nChanged 1 SP:Iteration 67Q (2411.845462 sec): 3 clusters Score: Raw -202798.540217 + Penalty 4392.167113 = -198406.373104 nChanged 1 SP:Iteration 68Q (2411.967808 sec): 3 clusters Score: Raw -202799.217784 + Penalty 4392.167113 = -198407.050671 nChanged 2 SP:Iteration 69Q (2412.092577 sec): 3 clusters Score: Raw -202800.113496 + Penalty 4392.167113 = -198407.946383 nChanged 2 SP:Iteration 70Q (2412.220518 sec): 3 clusters Score: Raw -202801.112454 + Penalty 4392.167113 = -198408.945341 nChanged 2 SP:Iteration 71Q (2412.338139 sec): 3 clusters Score: Raw -202802.002816 + Penalty 4392.167113 = -198409.835703 nChanged 1 SP:Iteration 72Q (2412.477214 sec): 3 clusters Score: Raw -202802.226593 + Penalty 4392.167113 = -198410.059480 nChanged 0 SP:Iteration 73F (2412.589293 sec): 3 clusters Score: Raw -202802.226593 + Penalty 4392.167113 = -198410.059480 nChanged 0 Trying to split cluster 10 (6890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2412.668529 sec): 2 clusters Score: Raw -354177.964358 + Penalty 2333.186160 = -351844.778198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2412.783995 sec): 3 clusters Score: Raw -350668.467967 + Penalty 4666.372320 = -346002.095647 nChanged 2722 SP:Iteration 1F (2412.883445 sec): 3 clusters Score: Raw -352258.751321 + Penalty 4666.372320 = -347592.379001 nChanged 462 SP:Iteration 2F (2413.005709 sec): 3 clusters Score: Raw -352496.857022 + Penalty 4666.372320 = -347830.484702 nChanged 324 SP:Iteration 3Q (2413.130460 sec): 3 clusters Score: Raw -352641.894465 + Penalty 4666.372320 = -347975.522144 nChanged 221 SP:Iteration 4Q (2413.233899 sec): 3 clusters Score: Raw -352733.227444 + Penalty 4666.372320 = -348066.855123 nChanged 176 SP:Iteration 5Q (2413.380084 sec): 3 clusters Score: Raw -352804.960582 + Penalty 4666.372320 = -348138.588262 nChanged 167 SP:Iteration 6Q (2413.521754 sec): 3 clusters Score: Raw -352864.944799 + Penalty 4666.372320 = -348198.572479 nChanged 142 SP:Iteration 7Q (2413.657828 sec): 3 clusters Score: Raw -352915.042473 + Penalty 4666.372320 = -348248.670153 nChanged 117 SP:Iteration 8Q (2413.801808 sec): 3 clusters Score: Raw -352960.829819 + Penalty 4666.372320 = -348294.457499 nChanged 125 SP:Iteration 9Q (2413.947386 sec): 3 clusters Score: Raw -353012.084081 + Penalty 4666.372320 = -348345.711761 nChanged 126 SP:Iteration 10Q (2414.052987 sec): 3 clusters Score: Raw -353066.560418 + Penalty 4666.372320 = -348400.188098 nChanged 120 SP:Iteration 11Q (2414.200651 sec): 3 clusters Score: Raw -353117.028263 + Penalty 4666.372320 = -348450.655943 nChanged 124 SP:Iteration 12Q (2414.303970 sec): 3 clusters Score: Raw -353172.017823 + Penalty 4666.372320 = -348505.645503 nChanged 135 SP:Iteration 13Q (2414.449466 sec): 3 clusters Score: Raw -353233.422018 + Penalty 4666.372320 = -348567.049698 nChanged 130 SP:Iteration 14Q (2414.568212 sec): 3 clusters Score: Raw -353290.612778 + Penalty 4666.372320 = -348624.240458 nChanged 134 SP:Iteration 15Q (2414.704884 sec): 3 clusters Score: Raw -353356.686804 + Penalty 4666.372320 = -348690.314483 nChanged 150 SP:Iteration 16Q (2414.826098 sec): 3 clusters Score: Raw -353439.201930 + Penalty 4666.372320 = -348772.829610 nChanged 151 SP:Iteration 17Q (2414.964976 sec): 3 clusters Score: Raw -353526.686997 + Penalty 4666.372320 = -348860.314677 nChanged 159 SP:Iteration 18Q (2415.108566 sec): 3 clusters Score: Raw -353631.604218 + Penalty 4666.372320 = -348965.231898 nChanged 154 SP:Iteration 19Q (2415.238027 sec): 3 clusters Score: Raw -353737.040203 + Penalty 4666.372320 = -349070.667883 nChanged 137 SP:Iteration 20F (2415.380051 sec): 3 clusters Score: Raw -353824.895975 + Penalty 4666.372320 = -349158.523654 nChanged 108 SP:Iteration 21Q (2415.512544 sec): 3 clusters Score: Raw -353897.266709 + Penalty 4666.372320 = -349230.894389 nChanged 102 SP:Iteration 22Q (2415.614017 sec): 3 clusters Score: Raw -353968.409790 + Penalty 4666.372320 = -349302.037469 nChanged 111 SP:Iteration 23Q (2415.747291 sec): 3 clusters Score: Raw -354040.923685 + Penalty 4666.372320 = -349374.551364 nChanged 75 SP:Iteration 24Q (2415.916077 sec): 3 clusters Score: Raw -354089.679713 + Penalty 4666.372320 = -349423.307393 nChanged 62 SP:Iteration 25Q (2416.047901 sec): 3 clusters Score: Raw -354125.196649 + Penalty 4666.372320 = -349458.824329 nChanged 49 SP:Iteration 26Q (2416.185641 sec): 3 clusters Score: Raw -354157.724727 + Penalty 4666.372320 = -349491.352407 nChanged 43 SP:Iteration 27Q (2416.318710 sec): 3 clusters Score: Raw -354184.570589 + Penalty 4666.372320 = -349518.198269 nChanged 43 SP:Iteration 28Q (2416.456234 sec): 3 clusters Score: Raw -354216.187572 + Penalty 4666.372320 = -349549.815252 nChanged 37 SP:Iteration 29Q (2416.589632 sec): 3 clusters Score: Raw -354241.612405 + Penalty 4666.372320 = -349575.240085 nChanged 33 SP:Iteration 30Q (2416.703499 sec): 3 clusters Score: Raw -354261.410746 + Penalty 4666.372320 = -349595.038425 nChanged 22 SP:Iteration 31Q (2416.808278 sec): 3 clusters Score: Raw -354274.289274 + Penalty 4666.372320 = -349607.916954 nChanged 19 SP:Iteration 32Q (2416.903341 sec): 3 clusters Score: Raw -354282.460237 + Penalty 4666.372320 = -349616.087917 nChanged 12 SP:Iteration 33Q (2417.024878 sec): 3 clusters Score: Raw -354287.034730 + Penalty 4666.372320 = -349620.662410 nChanged 7 SP:Iteration 34Q (2417.166074 sec): 3 clusters Score: Raw -354291.486830 + Penalty 4666.372320 = -349625.114509 nChanged 6 SP:Iteration 35Q (2417.322288 sec): 3 clusters Score: Raw -354294.428561 + Penalty 4666.372320 = -349628.056241 nChanged 9 SP:Iteration 36Q (2417.471366 sec): 3 clusters Score: Raw -354299.952504 + Penalty 4666.372320 = -349633.580184 nChanged 10 SP:Iteration 37Q (2417.650353 sec): 3 clusters Score: Raw -354307.199989 + Penalty 4666.372320 = -349640.827669 nChanged 11 SP:Iteration 38Q (2417.729498 sec): 3 clusters Score: Raw -354315.714390 + Penalty 4666.372320 = -349649.342070 nChanged 9 SP:Iteration 39Q (2417.864480 sec): 3 clusters Score: Raw -354321.160166 + Penalty 4666.372320 = -349654.787846 nChanged 11 SP:Iteration 40F (2418.019515 sec): 3 clusters Score: Raw -354327.816734 + Penalty 4666.372320 = -349661.444413 nChanged 11 SP:Iteration 41Q (2418.135601 sec): 3 clusters Score: Raw -354333.812562 + Penalty 4666.372320 = -349667.440242 nChanged 7 SP:Iteration 42Q (2418.254659 sec): 3 clusters Score: Raw -354338.390550 + Penalty 4666.372320 = -349672.018230 nChanged 10 SP:Iteration 43Q (2418.362739 sec): 3 clusters Score: Raw -354344.270693 + Penalty 4666.372320 = -349677.898372 nChanged 7 SP:Iteration 44Q (2418.492015 sec): 3 clusters Score: Raw -354347.223111 + Penalty 4666.372320 = -349680.850791 nChanged 3 SP:Iteration 45Q (2418.626995 sec): 3 clusters Score: Raw -354349.205628 + Penalty 4666.372320 = -349682.833307 nChanged 4 SP:Iteration 46Q (2418.792942 sec): 3 clusters Score: Raw -354351.997974 + Penalty 4666.372320 = -349685.625654 nChanged 5 SP:Iteration 47Q (2418.929574 sec): 3 clusters Score: Raw -354355.984422 + Penalty 4666.372320 = -349689.612102 nChanged 9 SP:Iteration 48Q (2419.041975 sec): 3 clusters Score: Raw -354360.881367 + Penalty 4666.372320 = -349694.509047 nChanged 9 SP:Iteration 49Q (2419.190506 sec): 3 clusters Score: Raw -354367.237382 + Penalty 4666.372320 = -349700.865062 nChanged 5 SP:Iteration 50Q (2419.317485 sec): 3 clusters Score: Raw -354371.325018 + Penalty 4666.372320 = -349704.952697 nChanged 9 SP:Iteration 51Q (2419.436743 sec): 3 clusters Score: Raw -354377.077940 + Penalty 4666.372320 = -349710.705620 nChanged 4 SP:Iteration 52Q (2419.552788 sec): 3 clusters Score: Raw -354378.905540 + Penalty 4666.372320 = -349712.533220 nChanged 2 SP:Iteration 53Q (2419.696225 sec): 3 clusters Score: Raw -354380.694234 + Penalty 4666.372320 = -349714.321914 nChanged 3 SP:Iteration 54Q (2419.840539 sec): 3 clusters Score: Raw -354382.705369 + Penalty 4666.372320 = -349716.333049 nChanged 5 SP:Iteration 55Q (2419.989761 sec): 3 clusters Score: Raw -354386.281287 + Penalty 4666.372320 = -349719.908967 nChanged 3 SP:Iteration 56Q (2420.129930 sec): 3 clusters Score: Raw -354389.556546 + Penalty 4666.372320 = -349723.184226 nChanged 4 SP:Iteration 57Q (2420.251305 sec): 3 clusters Score: Raw -354393.779693 + Penalty 4666.372320 = -349727.407373 nChanged 5 SP:Iteration 58Q (2420.371071 sec): 3 clusters Score: Raw -354398.484390 + Penalty 4666.372320 = -349732.112070 nChanged 5 SP:Iteration 59Q (2420.496245 sec): 3 clusters Score: Raw -354401.251464 + Penalty 4666.372320 = -349734.879144 nChanged 4 SP:Iteration 60F (2420.625555 sec): 3 clusters Score: Raw -354404.069829 + Penalty 4666.372320 = -349737.697509 nChanged 0 Iteration 59Q (2421.507982 sec): 9 clusters Score: Raw -2938911.128160 + Penalty 23450.904786 = -2915460.223374 nChanged 12 Iteration 60F (2422.556506 sec): 9 clusters Score: Raw -2938913.366056 + Penalty 23450.904786 = -2915462.461270 nChanged 9 Iteration 61Q (2423.456011 sec): 9 clusters Score: Raw -2938914.693006 + Penalty 23450.904786 = -2915463.788220 nChanged 13 Iteration 62Q (2424.111809 sec): 9 clusters Score: Raw -2938917.253170 + Penalty 23450.904786 = -2915466.348384 nChanged 11 Iteration 63Q (2425.155127 sec): 9 clusters Score: Raw -2938919.061904 + Penalty 23450.904786 = -2915468.157118 nChanged 11 Iteration 64Q (2426.064862 sec): 9 clusters Score: Raw -2938921.190560 + Penalty 23450.904786 = -2915470.285774 nChanged 12 Iteration 65Q (2426.931001 sec): 9 clusters Score: Raw -2938922.773758 + Penalty 23450.904786 = -2915471.868972 nChanged 10 Iteration 66Q (2427.722320 sec): 9 clusters Score: Raw -2938924.729344 + Penalty 23450.904786 = -2915473.824558 nChanged 15 Iteration 67Q (2428.518979 sec): 9 clusters Score: Raw -2938928.226097 + Penalty 23450.904786 = -2915477.321311 nChanged 21 Iteration 68Q (2429.519238 sec): 9 clusters Score: Raw -2938933.323463 + Penalty 23450.904786 = -2915482.418677 nChanged 28 Iteration 69Q (2430.405928 sec): 9 clusters Score: Raw -2938941.208374 + Penalty 23450.904786 = -2915490.303588 nChanged 32 Iteration 70Q (2431.286038 sec): 9 clusters Score: Raw -2938949.654632 + Penalty 23450.904786 = -2915498.749846 nChanged 29 Iteration 71Q (2432.074643 sec): 9 clusters Score: Raw -2938956.242593 + Penalty 23450.904786 = -2915505.337807 nChanged 22 Iteration 72Q (2432.991025 sec): 9 clusters Score: Raw -2938962.724515 + Penalty 23450.904786 = -2915511.819729 nChanged 36 Iteration 73Q (2433.812545 sec): 9 clusters Score: Raw -2938977.532475 + Penalty 23450.904786 = -2915526.627689 nChanged 47 Iteration 74Q (2434.740640 sec): 9 clusters Score: Raw -2938991.943687 + Penalty 23450.904786 = -2915541.038901 nChanged 45 Iteration 75Q (2435.662915 sec): 9 clusters Score: Raw -2939004.129967 + Penalty 23450.904786 = -2915553.225181 nChanged 48 Iteration 76Q (2436.598538 sec): 9 clusters Score: Raw -2939019.153217 + Penalty 23450.904786 = -2915568.248431 nChanged 51 Iteration 77Q (2437.450019 sec): 9 clusters Score: Raw -2939035.759452 + Penalty 23450.904786 = -2915584.854666 nChanged 56 Iteration 78Q (2438.341264 sec): 9 clusters Score: Raw -2939055.252548 + Penalty 23450.904786 = -2915604.347762 nChanged 60 Iteration 79Q (2439.223377 sec): 9 clusters Score: Raw -2939076.151381 + Penalty 23450.904786 = -2915625.246595 nChanged 67 Iteration 80F (2440.287346 sec): 9 clusters Score: Raw -2939102.910658 + Penalty 23450.904786 = -2915652.005872 nChanged 72 Iteration 81Q (2441.176427 sec): 9 clusters Score: Raw -2939125.044260 + Penalty 23450.904786 = -2915674.139474 nChanged 72 Iteration 82Q (2442.083682 sec): 9 clusters Score: Raw -2939143.190088 + Penalty 23450.904786 = -2915692.285302 nChanged 71 Iteration 83Q (2443.086982 sec): 9 clusters Score: Raw -2939160.386187 + Penalty 23450.904786 = -2915709.481401 nChanged 62 Iteration 84Q (2444.014922 sec): 9 clusters Score: Raw -2939174.193707 + Penalty 23450.904786 = -2915723.288921 nChanged 52 Iteration 85Q (2444.916614 sec): 9 clusters Score: Raw -2939185.621630 + Penalty 23450.904786 = -2915734.716844 nChanged 39 Iteration 86Q (2445.843968 sec): 9 clusters Score: Raw -2939193.316027 + Penalty 23450.904786 = -2915742.411241 nChanged 41 Iteration 87Q (2446.755157 sec): 9 clusters Score: Raw -2939200.069288 + Penalty 23450.904786 = -2915749.164502 nChanged 37 Iteration 88Q (2447.648577 sec): 9 clusters Score: Raw -2939207.621588 + Penalty 23450.904786 = -2915756.716802 nChanged 36 Iteration 89Q (2448.572024 sec): 9 clusters Score: Raw -2939216.239136 + Penalty 23450.904786 = -2915765.334350 nChanged 33 Iteration 90Q (2449.527158 sec): 9 clusters Score: Raw -2939222.244751 + Penalty 23450.904786 = -2915771.339965 nChanged 20 Iteration 91Q (2450.351755 sec): 9 clusters Score: Raw -2939226.568486 + Penalty 23450.904786 = -2915775.663700 nChanged 19 Iteration 92Q (2451.294748 sec): 9 clusters Score: Raw -2939230.315510 + Penalty 23450.904786 = -2915779.410724 nChanged 26 Iteration 93Q (2452.262049 sec): 9 clusters Score: Raw -2939235.570950 + Penalty 23450.904786 = -2915784.666164 nChanged 42 Iteration 94Q (2453.168536 sec): 9 clusters Score: Raw -2939244.790799 + Penalty 23450.904786 = -2915793.886013 nChanged 50 Iteration 95Q (2453.977845 sec): 9 clusters Score: Raw -2939253.896873 + Penalty 23450.904786 = -2915802.992087 nChanged 33 Iteration 96Q (2454.799268 sec): 9 clusters Score: Raw -2939262.215863 + Penalty 23450.904786 = -2915811.311077 nChanged 31 Iteration 97Q (2455.617054 sec): 9 clusters Score: Raw -2939268.788999 + Penalty 23450.904786 = -2915817.884213 nChanged 33 Iteration 98Q (2456.513603 sec): 9 clusters Score: Raw -2939276.029795 + Penalty 23450.904786 = -2915825.125009 nChanged 31 Writing temp clu file Because OldScore, -2915817.884213, is greater than current (better) Score,-2915825.125009 Compute initial score before splitting: Score: Raw -2939276.029795 + Penalty 23450.904786 = -2915825.125009 Trying to split cluster 1 (6440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2456.615383 sec): 2 clusters Score: Raw -294042.042108 + Penalty 2315.354928 = -291726.687180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2456.801776 sec): 3 clusters Score: Raw -290829.670042 + Penalty 4630.709856 = -286198.960185 nChanged 2529 SP:Iteration 1F (2456.920807 sec): 3 clusters Score: Raw -292356.416199 + Penalty 4630.709856 = -287725.706343 nChanged 578 SP:Iteration 2F (2457.033118 sec): 3 clusters Score: Raw -292786.840739 + Penalty 4630.709856 = -288156.130882 nChanged 446 SP:Iteration 3F (2457.176916 sec): 3 clusters Score: Raw -293130.413509 + Penalty 4630.709856 = -288499.703653 nChanged 380 SP:Iteration 4F (2457.338369 sec): 3 clusters Score: Raw -293444.699455 + Penalty 4630.709856 = -288813.989598 nChanged 346 SP:Iteration 5F (2457.433983 sec): 3 clusters Score: Raw -293749.409497 + Penalty 4630.709856 = -289118.699641 nChanged 335 SP:Iteration 6F (2457.549081 sec): 3 clusters Score: Raw -294030.611958 + Penalty 4630.709856 = -289399.902102 nChanged 287 SP:Iteration 7Q (2457.666521 sec): 3 clusters Score: Raw -294267.297806 + Penalty 4630.709856 = -289636.587949 nChanged 264 SP:Iteration 8Q (2457.796148 sec): 3 clusters Score: Raw -294524.434211 + Penalty 4630.709856 = -289893.724355 nChanged 234 SP:Iteration 9Q (2457.929754 sec): 3 clusters Score: Raw -294736.502377 + Penalty 4630.709856 = -290105.792520 nChanged 229 SP:Iteration 10Q (2458.040662 sec): 3 clusters Score: Raw -294912.857979 + Penalty 4630.709856 = -290282.148122 nChanged 183 SP:Iteration 11Q (2458.191157 sec): 3 clusters Score: Raw -295044.734592 + Penalty 4630.709856 = -290414.024735 nChanged 152 SP:Iteration 12Q (2458.297219 sec): 3 clusters Score: Raw -295146.639511 + Penalty 4630.709856 = -290515.929655 nChanged 116 SP:Iteration 13Q (2458.435216 sec): 3 clusters Score: Raw -295224.528630 + Penalty 4630.709856 = -290593.818773 nChanged 102 SP:Iteration 14Q (2458.550333 sec): 3 clusters Score: Raw -295287.455115 + Penalty 4630.709856 = -290656.745259 nChanged 77 SP:Iteration 15Q (2458.687537 sec): 3 clusters Score: Raw -295325.411760 + Penalty 4630.709856 = -290694.701903 nChanged 66 SP:Iteration 16Q (2458.808099 sec): 3 clusters Score: Raw -295357.673031 + Penalty 4630.709856 = -290726.963175 nChanged 47 SP:Iteration 17Q (2458.912889 sec): 3 clusters Score: Raw -295379.877535 + Penalty 4630.709856 = -290749.167679 nChanged 36 SP:Iteration 18Q (2459.032111 sec): 3 clusters Score: Raw -295394.420665 + Penalty 4630.709856 = -290763.710808 nChanged 28 SP:Iteration 19Q (2459.137210 sec): 3 clusters Score: Raw -295406.740086 + Penalty 4630.709856 = -290776.030230 nChanged 26 SP:Iteration 20F (2459.261192 sec): 3 clusters Score: Raw -295416.012395 + Penalty 4630.709856 = -290785.302539 nChanged 27 SP:Iteration 21Q (2459.387845 sec): 3 clusters Score: Raw -295425.490201 + Penalty 4630.709856 = -290794.780344 nChanged 19 SP:Iteration 22Q (2459.503560 sec): 3 clusters Score: Raw -295431.397244 + Penalty 4630.709856 = -290800.687387 nChanged 20 SP:Iteration 23Q (2459.662102 sec): 3 clusters Score: Raw -295439.730931 + Penalty 4630.709856 = -290809.021075 nChanged 16 SP:Iteration 24Q (2459.749353 sec): 3 clusters Score: Raw -295444.177732 + Penalty 4630.709856 = -290813.467876 nChanged 11 SP:Iteration 25Q (2459.850726 sec): 3 clusters Score: Raw -295446.601584 + Penalty 4630.709856 = -290815.891728 nChanged 2 SP:Iteration 26Q (2459.978613 sec): 3 clusters Score: Raw -295447.649287 + Penalty 4630.709856 = -290816.939430 nChanged 4 SP:Iteration 27Q (2460.121683 sec): 3 clusters Score: Raw -295449.862008 + Penalty 4630.709856 = -290819.152151 nChanged 8 SP:Iteration 28Q (2460.211102 sec): 3 clusters Score: Raw -295453.302179 + Penalty 4630.709856 = -290822.592323 nChanged 7 SP:Iteration 29Q (2460.308149 sec): 3 clusters Score: Raw -295455.116529 + Penalty 4630.709856 = -290824.406672 nChanged 7 SP:Iteration 30Q (2460.413340 sec): 3 clusters Score: Raw -295456.872162 + Penalty 4630.709856 = -290826.162305 nChanged 3 SP:Iteration 31Q (2460.534591 sec): 3 clusters Score: Raw -295457.684718 + Penalty 4630.709856 = -290826.974861 nChanged 7 SP:Iteration 32Q (2460.658133 sec): 3 clusters Score: Raw -295459.154346 + Penalty 4630.709856 = -290828.444489 nChanged 4 SP:Iteration 33Q (2460.794074 sec): 3 clusters Score: Raw -295459.547162 + Penalty 4630.709856 = -290828.837306 nChanged 0 SP:Iteration 34F (2460.920480 sec): 3 clusters Score: Raw -295459.547162 + Penalty 4630.709856 = -290828.837306 nChanged 0 Trying to split cluster 3 (3295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2460.969752 sec): 2 clusters Score: Raw -142677.414565 + Penalty 2138.442622 = -140538.971943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2461.071784 sec): 3 clusters Score: Raw -141292.490766 + Penalty 4276.885244 = -137015.605522 nChanged 1124 SP:Iteration 1F (2461.173633 sec): 3 clusters Score: Raw -142024.043164 + Penalty 4276.885244 = -137747.157920 nChanged 264 SP:Iteration 2F (2461.288878 sec): 3 clusters Score: Raw -142215.203190 + Penalty 4276.885244 = -137938.317946 nChanged 132 SP:Iteration 3Q (2461.383247 sec): 3 clusters Score: Raw -142306.815026 + Penalty 4276.885244 = -138029.929782 nChanged 102 SP:Iteration 4Q (2461.505664 sec): 3 clusters Score: Raw -142369.321868 + Penalty 4276.885244 = -138092.436624 nChanged 63 SP:Iteration 5Q (2461.631028 sec): 3 clusters Score: Raw -142407.594320 + Penalty 4276.885244 = -138130.709076 nChanged 54 SP:Iteration 6Q (2461.752921 sec): 3 clusters Score: Raw -142436.510368 + Penalty 4276.885244 = -138159.625124 nChanged 43 SP:Iteration 7Q (2461.901379 sec): 3 clusters Score: Raw -142461.041086 + Penalty 4276.885244 = -138184.155842 nChanged 46 SP:Iteration 8Q (2461.991705 sec): 3 clusters Score: Raw -142486.233879 + Penalty 4276.885244 = -138209.348635 nChanged 44 SP:Iteration 9Q (2462.107348 sec): 3 clusters Score: Raw -142506.372275 + Penalty 4276.885244 = -138229.487031 nChanged 35 SP:Iteration 10Q (2462.202535 sec): 3 clusters Score: Raw -142527.327606 + Penalty 4276.885244 = -138250.442362 nChanged 35 SP:Iteration 11Q (2462.307999 sec): 3 clusters Score: Raw -142548.935260 + Penalty 4276.885244 = -138272.050016 nChanged 38 SP:Iteration 12Q (2462.416839 sec): 3 clusters Score: Raw -142572.057495 + Penalty 4276.885244 = -138295.172252 nChanged 38 SP:Iteration 13Q (2462.529715 sec): 3 clusters Score: Raw -142593.286119 + Penalty 4276.885244 = -138316.400875 nChanged 31 SP:Iteration 14Q (2462.645627 sec): 3 clusters Score: Raw -142609.674167 + Penalty 4276.885244 = -138332.788923 nChanged 41 SP:Iteration 15Q (2462.754656 sec): 3 clusters Score: Raw -142635.634660 + Penalty 4276.885244 = -138358.749416 nChanged 30 SP:Iteration 16Q (2462.869155 sec): 3 clusters Score: Raw -142654.114414 + Penalty 4276.885244 = -138377.229170 nChanged 31 SP:Iteration 17Q (2462.975525 sec): 3 clusters Score: Raw -142665.711920 + Penalty 4276.885244 = -138388.826676 nChanged 28 SP:Iteration 18Q (2463.086169 sec): 3 clusters Score: Raw -142677.158892 + Penalty 4276.885244 = -138400.273648 nChanged 22 SP:Iteration 19Q (2463.197196 sec): 3 clusters Score: Raw -142688.165267 + Penalty 4276.885244 = -138411.280023 nChanged 23 SP:Iteration 20F (2463.313448 sec): 3 clusters Score: Raw -142699.958531 + Penalty 4276.885244 = -138423.073287 nChanged 17 SP:Iteration 21Q (2463.423077 sec): 3 clusters Score: Raw -142707.180951 + Penalty 4276.885244 = -138430.295707 nChanged 14 SP:Iteration 22Q (2463.534723 sec): 3 clusters Score: Raw -142715.499005 + Penalty 4276.885244 = -138438.613761 nChanged 19 SP:Iteration 23Q (2463.634830 sec): 3 clusters Score: Raw -142724.631679 + Penalty 4276.885244 = -138447.746435 nChanged 14 SP:Iteration 24Q (2463.753043 sec): 3 clusters Score: Raw -142731.662006 + Penalty 4276.885244 = -138454.776762 nChanged 12 SP:Iteration 25Q (2463.868970 sec): 3 clusters Score: Raw -142736.753467 + Penalty 4276.885244 = -138459.868223 nChanged 12 SP:Iteration 26Q (2463.987957 sec): 3 clusters Score: Raw -142742.058452 + Penalty 4276.885244 = -138465.173208 nChanged 5 SP:Iteration 27Q (2464.094179 sec): 3 clusters Score: Raw -142743.989595 + Penalty 4276.885244 = -138467.104351 nChanged 2 SP:Iteration 28Q (2464.199614 sec): 3 clusters Score: Raw -142744.815312 + Penalty 4276.885244 = -138467.930068 nChanged 1 SP:Iteration 29Q (2464.306432 sec): 3 clusters Score: Raw -142745.172224 + Penalty 4276.885244 = -138468.286980 nChanged 0 SP:Iteration 30F (2464.422155 sec): 3 clusters Score: Raw -142745.172224 + Penalty 4276.885244 = -138468.286980 nChanged 0 Trying to split cluster 4 (2414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2464.505543 sec): 2 clusters Score: Raw -107781.267613 + Penalty 2056.306666 = -105724.960947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2464.604540 sec): 3 clusters Score: Raw -106824.674442 + Penalty 4112.613332 = -102712.061109 nChanged 777 SP:Iteration 1F (2464.721686 sec): 3 clusters Score: Raw -107368.412572 + Penalty 4112.613332 = -103255.799239 nChanged 184 SP:Iteration 2F (2464.830838 sec): 3 clusters Score: Raw -107519.383959 + Penalty 4112.613332 = -103406.770627 nChanged 106 SP:Iteration 3Q (2464.947014 sec): 3 clusters Score: Raw -107600.381343 + Penalty 4112.613332 = -103487.768011 nChanged 74 SP:Iteration 4Q (2465.063305 sec): 3 clusters Score: Raw -107657.282001 + Penalty 4112.613332 = -103544.668669 nChanged 48 SP:Iteration 5Q (2465.210988 sec): 3 clusters Score: Raw -107685.388186 + Penalty 4112.613332 = -103572.774854 nChanged 27 SP:Iteration 6Q (2465.306940 sec): 3 clusters Score: Raw -107701.744351 + Penalty 4112.613332 = -103589.131019 nChanged 29 SP:Iteration 7Q (2465.421630 sec): 3 clusters Score: Raw -107722.414120 + Penalty 4112.613332 = -103609.800788 nChanged 27 SP:Iteration 8Q (2465.553359 sec): 3 clusters Score: Raw -107738.846612 + Penalty 4112.613332 = -103626.233280 nChanged 24 SP:Iteration 9Q (2465.667433 sec): 3 clusters Score: Raw -107752.505513 + Penalty 4112.613332 = -103639.892181 nChanged 21 SP:Iteration 10Q (2465.794312 sec): 3 clusters Score: Raw -107767.429901 + Penalty 4112.613332 = -103654.816568 nChanged 19 SP:Iteration 11Q (2465.915853 sec): 3 clusters Score: Raw -107778.417696 + Penalty 4112.613332 = -103665.804364 nChanged 25 SP:Iteration 12Q (2466.027332 sec): 3 clusters Score: Raw -107793.388990 + Penalty 4112.613332 = -103680.775658 nChanged 22 SP:Iteration 13Q (2466.146768 sec): 3 clusters Score: Raw -107804.325920 + Penalty 4112.613332 = -103691.712587 nChanged 15 SP:Iteration 14Q (2466.278088 sec): 3 clusters Score: Raw -107814.591418 + Penalty 4112.613332 = -103701.978086 nChanged 10 SP:Iteration 15Q (2466.382379 sec): 3 clusters Score: Raw -107820.781225 + Penalty 4112.613332 = -103708.167893 nChanged 17 SP:Iteration 16Q (2466.470445 sec): 3 clusters Score: Raw -107829.498733 + Penalty 4112.613332 = -103716.885401 nChanged 11 SP:Iteration 17Q (2466.626375 sec): 3 clusters Score: Raw -107834.799381 + Penalty 4112.613332 = -103722.186049 nChanged 10 SP:Iteration 18Q (2466.710154 sec): 3 clusters Score: Raw -107842.905261 + Penalty 4112.613332 = -103730.291929 nChanged 22 SP:Iteration 19Q (2466.861888 sec): 3 clusters Score: Raw -107856.103500 + Penalty 4112.613332 = -103743.490168 nChanged 22 SP:Iteration 20F (2466.952040 sec): 3 clusters Score: Raw -107873.166012 + Penalty 4112.613332 = -103760.552680 nChanged 31 SP:Iteration 21Q (2467.052520 sec): 3 clusters Score: Raw -107898.653384 + Penalty 4112.613332 = -103786.040051 nChanged 33 SP:Iteration 22Q (2467.153697 sec): 3 clusters Score: Raw -107924.024520 + Penalty 4112.613332 = -103811.411188 nChanged 32 SP:Iteration 23Q (2467.275082 sec): 3 clusters Score: Raw -107952.069216 + Penalty 4112.613332 = -103839.455884 nChanged 35 SP:Iteration 24Q (2467.387740 sec): 3 clusters Score: Raw -107979.902426 + Penalty 4112.613332 = -103867.289094 nChanged 31 SP:Iteration 25Q (2467.508338 sec): 3 clusters Score: Raw -108006.114389 + Penalty 4112.613332 = -103893.501057 nChanged 29 SP:Iteration 26Q (2467.642842 sec): 3 clusters Score: Raw -108027.417996 + Penalty 4112.613332 = -103914.804664 nChanged 30 SP:Iteration 27Q (2467.757777 sec): 3 clusters Score: Raw -108050.516288 + Penalty 4112.613332 = -103937.902956 nChanged 30 SP:Iteration 28Q (2467.857966 sec): 3 clusters Score: Raw -108073.676967 + Penalty 4112.613332 = -103961.063635 nChanged 30 SP:Iteration 29Q (2467.967577 sec): 3 clusters Score: Raw -108098.007354 + Penalty 4112.613332 = -103985.394022 nChanged 39 SP:Iteration 30Q (2468.073902 sec): 3 clusters Score: Raw -108139.466336 + Penalty 4112.613332 = -104026.853004 nChanged 45 SP:Iteration 31Q (2468.179183 sec): 3 clusters Score: Raw -108187.934235 + Penalty 4112.613332 = -104075.320903 nChanged 52 SP:Iteration 32Q (2468.281363 sec): 3 clusters Score: Raw -108240.742900 + Penalty 4112.613332 = -104128.129568 nChanged 49 SP:Iteration 33Q (2468.389979 sec): 3 clusters Score: Raw -108290.506070 + Penalty 4112.613332 = -104177.892738 nChanged 36 SP:Iteration 34Q (2468.492070 sec): 3 clusters Score: Raw -108329.653124 + Penalty 4112.613332 = -104217.039792 nChanged 32 SP:Iteration 35Q (2468.613542 sec): 3 clusters Score: Raw -108356.487271 + Penalty 4112.613332 = -104243.873939 nChanged 22 SP:Iteration 36Q (2468.741087 sec): 3 clusters Score: Raw -108373.438096 + Penalty 4112.613332 = -104260.824764 nChanged 26 SP:Iteration 37Q (2468.866950 sec): 3 clusters Score: Raw -108393.894743 + Penalty 4112.613332 = -104281.281410 nChanged 22 SP:Iteration 38Q (2468.980112 sec): 3 clusters Score: Raw -108409.436807 + Penalty 4112.613332 = -104296.823475 nChanged 12 SP:Iteration 39Q (2469.081462 sec): 3 clusters Score: Raw -108417.706560 + Penalty 4112.613332 = -104305.093228 nChanged 11 SP:Iteration 40F (2469.184192 sec): 3 clusters Score: Raw -108425.686238 + Penalty 4112.613332 = -104313.072906 nChanged 12 SP:Iteration 41Q (2469.315030 sec): 3 clusters Score: Raw -108435.156162 + Penalty 4112.613332 = -104322.542830 nChanged 14 SP:Iteration 42Q (2469.430152 sec): 3 clusters Score: Raw -108444.654003 + Penalty 4112.613332 = -104332.040671 nChanged 10 SP:Iteration 43Q (2469.529014 sec): 3 clusters Score: Raw -108450.197880 + Penalty 4112.613332 = -104337.584548 nChanged 4 SP:Iteration 44Q (2469.651199 sec): 3 clusters Score: Raw -108453.337248 + Penalty 4112.613332 = -104340.723916 nChanged 4 SP:Iteration 45Q (2469.756430 sec): 3 clusters Score: Raw -108456.825594 + Penalty 4112.613332 = -104344.212262 nChanged 2 SP:Iteration 46Q (2469.868400 sec): 3 clusters Score: Raw -108457.755104 + Penalty 4112.613332 = -104345.141772 nChanged 3 SP:Iteration 47Q (2469.986393 sec): 3 clusters Score: Raw -108459.117175 + Penalty 4112.613332 = -104346.503843 nChanged 1 SP:Iteration 48Q (2470.106950 sec): 3 clusters Score: Raw -108459.772461 + Penalty 4112.613332 = -104347.159129 nChanged 2 SP:Iteration 49Q (2470.255181 sec): 3 clusters Score: Raw -108461.044172 + Penalty 4112.613332 = -104348.430839 nChanged 2 SP:Iteration 50Q (2470.354276 sec): 3 clusters Score: Raw -108462.064645 + Penalty 4112.613332 = -104349.451313 nChanged 1 SP:Iteration 51Q (2470.446470 sec): 3 clusters Score: Raw -108462.694196 + Penalty 4112.613332 = -104350.080864 nChanged 1 SP:Iteration 52Q (2470.549731 sec): 3 clusters Score: Raw -108463.761380 + Penalty 4112.613332 = -104351.148048 nChanged 1 SP:Iteration 53Q (2470.655742 sec): 3 clusters Score: Raw -108464.354002 + Penalty 4112.613332 = -104351.740670 nChanged 1 SP:Iteration 54Q (2470.758479 sec): 3 clusters Score: Raw -108464.976030 + Penalty 4112.613332 = -104352.362698 nChanged 1 SP:Iteration 55Q (2470.867024 sec): 3 clusters Score: Raw -108465.604263 + Penalty 4112.613332 = -104352.990931 nChanged 1 SP:Iteration 56Q (2470.976995 sec): 3 clusters Score: Raw -108466.286492 + Penalty 4112.613332 = -104353.673160 nChanged 1 SP:Iteration 57Q (2471.086911 sec): 3 clusters Score: Raw -108466.932320 + Penalty 4112.613332 = -104354.318988 nChanged 0 SP:Iteration 58F (2471.192203 sec): 3 clusters Score: Raw -108466.932320 + Penalty 4112.613332 = -104354.318988 nChanged 0 Trying to split cluster 5 (9904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2471.276971 sec): 2 clusters Score: Raw -403908.000268 + Penalty 2428.983215 = -401479.017053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2471.431117 sec): 3 clusters Score: Raw -398755.859588 + Penalty 4857.966429 = -393897.893158 nChanged 4010 SP:Iteration 1F (2471.578093 sec): 3 clusters Score: Raw -400937.967398 + Penalty 4857.966429 = -396080.000969 nChanged 714 SP:Iteration 2F (2471.708464 sec): 3 clusters Score: Raw -401357.317346 + Penalty 4857.966429 = -396499.350917 nChanged 563 SP:Iteration 3F (2471.854821 sec): 3 clusters Score: Raw -401664.105606 + Penalty 4857.966429 = -396806.139177 nChanged 480 SP:Iteration 4Q (2472.007153 sec): 3 clusters Score: Raw -401931.822498 + Penalty 4857.966429 = -397073.856069 nChanged 433 SP:Iteration 5Q (2472.130264 sec): 3 clusters Score: Raw -402201.064265 + Penalty 4857.966429 = -397343.097836 nChanged 435 SP:Iteration 6Q (2472.258784 sec): 3 clusters Score: Raw -402457.724231 + Penalty 4857.966429 = -397599.757801 nChanged 398 SP:Iteration 7Q (2472.419971 sec): 3 clusters Score: Raw -402706.116308 + Penalty 4857.966429 = -397848.149878 nChanged 381 SP:Iteration 8Q (2472.578150 sec): 3 clusters Score: Raw -402930.401355 + Penalty 4857.966429 = -398072.434925 nChanged 353 SP:Iteration 9Q (2472.701945 sec): 3 clusters Score: Raw -403123.942141 + Penalty 4857.966429 = -398265.975712 nChanged 314 SP:Iteration 10Q (2472.873582 sec): 3 clusters Score: Raw -403280.501643 + Penalty 4857.966429 = -398422.535213 nChanged 244 SP:Iteration 11Q (2472.990763 sec): 3 clusters Score: Raw -403397.293985 + Penalty 4857.966429 = -398539.327556 nChanged 217 SP:Iteration 12Q (2473.114680 sec): 3 clusters Score: Raw -403489.838726 + Penalty 4857.966429 = -398631.872297 nChanged 179 SP:Iteration 13Q (2473.244642 sec): 3 clusters Score: Raw -403555.469018 + Penalty 4857.966429 = -398697.502589 nChanged 149 SP:Iteration 14Q (2473.390462 sec): 3 clusters Score: Raw -403605.498794 + Penalty 4857.966429 = -398747.532364 nChanged 106 SP:Iteration 15Q (2473.556259 sec): 3 clusters Score: Raw -403636.598109 + Penalty 4857.966429 = -398778.631680 nChanged 94 SP:Iteration 16Q (2473.678517 sec): 3 clusters Score: Raw -403665.253819 + Penalty 4857.966429 = -398807.287390 nChanged 98 SP:Iteration 17Q (2473.822449 sec): 3 clusters Score: Raw -403694.924562 + Penalty 4857.966429 = -398836.958133 nChanged 89 SP:Iteration 18Q (2473.946161 sec): 3 clusters Score: Raw -403729.713560 + Penalty 4857.966429 = -398871.747131 nChanged 100 SP:Iteration 19Q (2474.088093 sec): 3 clusters Score: Raw -403763.420288 + Penalty 4857.966429 = -398905.453859 nChanged 95 SP:Iteration 20F (2474.218716 sec): 3 clusters Score: Raw -403788.579437 + Penalty 4857.966429 = -398930.613007 nChanged 73 SP:Iteration 21Q (2474.335590 sec): 3 clusters Score: Raw -403805.245438 + Penalty 4857.966429 = -398947.279008 nChanged 60 SP:Iteration 22Q (2474.464539 sec): 3 clusters Score: Raw -403818.732114 + Penalty 4857.966429 = -398960.765685 nChanged 67 SP:Iteration 23Q (2474.604499 sec): 3 clusters Score: Raw -403836.604337 + Penalty 4857.966429 = -398978.637908 nChanged 55 SP:Iteration 24Q (2474.756555 sec): 3 clusters Score: Raw -403849.449432 + Penalty 4857.966429 = -398991.483003 nChanged 41 SP:Iteration 25Q (2474.839630 sec): 3 clusters Score: Raw -403859.863155 + Penalty 4857.966429 = -399001.896725 nChanged 43 SP:Iteration 26Q (2474.971083 sec): 3 clusters Score: Raw -403870.504616 + Penalty 4857.966429 = -399012.538187 nChanged 39 SP:Iteration 27Q (2475.127787 sec): 3 clusters Score: Raw -403880.613448 + Penalty 4857.966429 = -399022.647018 nChanged 37 SP:Iteration 28Q (2475.272868 sec): 3 clusters Score: Raw -403889.328874 + Penalty 4857.966429 = -399031.362445 nChanged 39 SP:Iteration 29Q (2475.387358 sec): 3 clusters Score: Raw -403896.732114 + Penalty 4857.966429 = -399038.765685 nChanged 33 SP:Iteration 30Q (2475.507935 sec): 3 clusters Score: Raw -403903.817823 + Penalty 4857.966429 = -399045.851394 nChanged 27 SP:Iteration 31Q (2475.631573 sec): 3 clusters Score: Raw -403909.817632 + Penalty 4857.966429 = -399051.851202 nChanged 35 SP:Iteration 32Q (2475.782270 sec): 3 clusters Score: Raw -403918.023226 + Penalty 4857.966429 = -399060.056797 nChanged 38 SP:Iteration 33Q (2475.930584 sec): 3 clusters Score: Raw -403926.373156 + Penalty 4857.966429 = -399068.406726 nChanged 32 SP:Iteration 34Q (2476.069214 sec): 3 clusters Score: Raw -403932.844591 + Penalty 4857.966429 = -399074.878161 nChanged 33 SP:Iteration 35Q (2476.198016 sec): 3 clusters Score: Raw -403938.816049 + Penalty 4857.966429 = -399080.849620 nChanged 25 SP:Iteration 36Q (2476.343566 sec): 3 clusters Score: Raw -403946.144318 + Penalty 4857.966429 = -399088.177889 nChanged 33 SP:Iteration 37Q (2476.498963 sec): 3 clusters Score: Raw -403955.134479 + Penalty 4857.966429 = -399097.168049 nChanged 34 SP:Iteration 38Q (2476.649168 sec): 3 clusters Score: Raw -403966.166109 + Penalty 4857.966429 = -399108.199680 nChanged 35 SP:Iteration 39Q (2476.806339 sec): 3 clusters Score: Raw -403976.250721 + Penalty 4857.966429 = -399118.284292 nChanged 44 SP:Iteration 40F (2476.959931 sec): 3 clusters Score: Raw -403988.773021 + Penalty 4857.966429 = -399130.806592 nChanged 46 SP:Iteration 41Q (2477.111309 sec): 3 clusters Score: Raw -404004.348905 + Penalty 4857.966429 = -399146.382475 nChanged 53 SP:Iteration 42Q (2477.259351 sec): 3 clusters Score: Raw -404018.301945 + Penalty 4857.966429 = -399160.335516 nChanged 50 SP:Iteration 43Q (2477.394792 sec): 3 clusters Score: Raw -404034.659686 + Penalty 4857.966429 = -399176.693257 nChanged 48 SP:Iteration 44Q (2477.532077 sec): 3 clusters Score: Raw -404046.910627 + Penalty 4857.966429 = -399188.944198 nChanged 44 SP:Iteration 45Q (2477.689815 sec): 3 clusters Score: Raw -404057.897709 + Penalty 4857.966429 = -399199.931280 nChanged 32 SP:Iteration 46Q (2477.816094 sec): 3 clusters Score: Raw -404063.969431 + Penalty 4857.966429 = -399206.003002 nChanged 31 SP:Iteration 47Q (2477.930074 sec): 3 clusters Score: Raw -404070.734091 + Penalty 4857.966429 = -399212.767662 nChanged 28 SP:Iteration 48Q (2478.061972 sec): 3 clusters Score: Raw -404076.548046 + Penalty 4857.966429 = -399218.581617 nChanged 29 SP:Iteration 49Q (2478.241947 sec): 3 clusters Score: Raw -404081.434302 + Penalty 4857.966429 = -399223.467873 nChanged 22 SP:Iteration 50Q (2478.395382 sec): 3 clusters Score: Raw -404085.852115 + Penalty 4857.966429 = -399227.885686 nChanged 22 SP:Iteration 51Q (2478.547365 sec): 3 clusters Score: Raw -404090.036740 + Penalty 4857.966429 = -399232.070311 nChanged 19 SP:Iteration 52Q (2478.707462 sec): 3 clusters Score: Raw -404093.794694 + Penalty 4857.966429 = -399235.828265 nChanged 14 SP:Iteration 53Q (2478.878291 sec): 3 clusters Score: Raw -404096.453015 + Penalty 4857.966429 = -399238.486586 nChanged 14 SP:Iteration 54Q (2479.007569 sec): 3 clusters Score: Raw -404099.017604 + Penalty 4857.966429 = -399241.051174 nChanged 15 SP:Iteration 55Q (2479.143612 sec): 3 clusters Score: Raw -404102.598572 + Penalty 4857.966429 = -399244.632143 nChanged 13 SP:Iteration 56Q (2479.275543 sec): 3 clusters Score: Raw -404106.403463 + Penalty 4857.966429 = -399248.437033 nChanged 13 SP:Iteration 57Q (2479.401490 sec): 3 clusters Score: Raw -404109.845700 + Penalty 4857.966429 = -399251.879271 nChanged 12 SP:Iteration 58Q (2479.509705 sec): 3 clusters Score: Raw -404112.424454 + Penalty 4857.966429 = -399254.458025 nChanged 13 SP:Iteration 59Q (2479.636499 sec): 3 clusters Score: Raw -404115.801892 + Penalty 4857.966429 = -399257.835462 nChanged 10 SP:Iteration 60F (2479.769250 sec): 3 clusters Score: Raw -404117.646684 + Penalty 4857.966429 = -399259.680254 nChanged 7 SP:Iteration 61Q (2479.914312 sec): 3 clusters Score: Raw -404118.662740 + Penalty 4857.966429 = -399260.696311 nChanged 9 SP:Iteration 62Q (2480.031398 sec): 3 clusters Score: Raw -404120.386945 + Penalty 4857.966429 = -399262.420516 nChanged 10 SP:Iteration 63Q (2480.159637 sec): 3 clusters Score: Raw -404122.053654 + Penalty 4857.966429 = -399264.087225 nChanged 8 SP:Iteration 64Q (2480.317722 sec): 3 clusters Score: Raw -404123.788394 + Penalty 4857.966429 = -399265.821965 nChanged 10 SP:Iteration 65Q (2480.409007 sec): 3 clusters Score: Raw -404125.979645 + Penalty 4857.966429 = -399268.013215 nChanged 12 SP:Iteration 66Q (2480.555433 sec): 3 clusters Score: Raw -404128.598164 + Penalty 4857.966429 = -399270.631734 nChanged 16 SP:Iteration 67Q (2480.695762 sec): 3 clusters Score: Raw -404132.054025 + Penalty 4857.966429 = -399274.087596 nChanged 10 SP:Iteration 68Q (2480.861578 sec): 3 clusters Score: Raw -404134.016699 + Penalty 4857.966429 = -399276.050270 nChanged 10 SP:Iteration 69Q (2480.965223 sec): 3 clusters Score: Raw -404135.733531 + Penalty 4857.966429 = -399277.767101 nChanged 6 SP:Iteration 70Q (2481.123620 sec): 3 clusters Score: Raw -404136.727520 + Penalty 4857.966429 = -399278.761091 nChanged 3 SP:Iteration 71Q (2481.253112 sec): 3 clusters Score: Raw -404136.993211 + Penalty 4857.966429 = -399279.026782 nChanged 0 SP:Iteration 72F (2481.433418 sec): 3 clusters Score: Raw -404136.993211 + Penalty 4857.966429 = -399279.026782 nChanged 0 Trying to split cluster 6 (32452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2481.623574 sec): 2 clusters Score: Raw -1501637.499004 + Penalty 2742.304581 = -1498895.194423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2481.862491 sec): 3 clusters Score: Raw -1482213.381580 + Penalty 5484.609163 = -1476728.772418 nChanged 14588 SP:Iteration 1F (2482.071966 sec): 3 clusters Score: Raw -1490878.018009 + Penalty 5484.609163 = -1485393.408847 nChanged 2029 SP:Iteration 2F (2482.258246 sec): 3 clusters Score: Raw -1491926.566051 + Penalty 5484.609163 = -1486441.956889 nChanged 1967 SP:Iteration 3F (2482.515320 sec): 3 clusters Score: Raw -1492994.133068 + Penalty 5484.609163 = -1487509.523906 nChanged 1912 SP:Iteration 4F (2482.729773 sec): 3 clusters Score: Raw -1494091.187282 + Penalty 5484.609163 = -1488606.578119 nChanged 1874 SP:Iteration 5F (2482.933316 sec): 3 clusters Score: Raw -1495250.112871 + Penalty 5484.609163 = -1489765.503708 nChanged 1738 SP:Iteration 6F (2483.131367 sec): 3 clusters Score: Raw -1496359.086172 + Penalty 5484.609163 = -1490874.477010 nChanged 1555 SP:Iteration 7Q (2483.345678 sec): 3 clusters Score: Raw -1497350.205791 + Penalty 5484.609163 = -1491865.596629 nChanged 1362 SP:Iteration 8Q (2483.554800 sec): 3 clusters Score: Raw -1498280.113416 + Penalty 5484.609163 = -1492795.504254 nChanged 1113 SP:Iteration 9Q (2483.776480 sec): 3 clusters Score: Raw -1498989.926326 + Penalty 5484.609163 = -1493505.317164 nChanged 907 SP:Iteration 10Q (2483.970071 sec): 3 clusters Score: Raw -1499529.790454 + Penalty 5484.609163 = -1494045.181291 nChanged 732 SP:Iteration 11Q (2484.170567 sec): 3 clusters Score: Raw -1499931.964549 + Penalty 5484.609163 = -1494447.355386 nChanged 611 SP:Iteration 12Q (2484.328369 sec): 3 clusters Score: Raw -1500250.189732 + Penalty 5484.609163 = -1494765.580569 nChanged 526 SP:Iteration 13Q (2484.532576 sec): 3 clusters Score: Raw -1500483.670287 + Penalty 5484.609163 = -1494999.061124 nChanged 455 SP:Iteration 14Q (2484.762371 sec): 3 clusters Score: Raw -1500677.412168 + Penalty 5484.609163 = -1495192.803006 nChanged 400 SP:Iteration 15Q (2484.934555 sec): 3 clusters Score: Raw -1500847.568468 + Penalty 5484.609163 = -1495362.959305 nChanged 372 SP:Iteration 16Q (2485.124482 sec): 3 clusters Score: Raw -1501004.688080 + Penalty 5484.609163 = -1495520.078918 nChanged 326 SP:Iteration 17Q (2485.355456 sec): 3 clusters Score: Raw -1501135.480639 + Penalty 5484.609163 = -1495650.871477 nChanged 258 SP:Iteration 18Q (2485.531725 sec): 3 clusters Score: Raw -1501235.976463 + Penalty 5484.609163 = -1495751.367301 nChanged 213 SP:Iteration 19Q (2485.702564 sec): 3 clusters Score: Raw -1501321.405212 + Penalty 5484.609163 = -1495836.796049 nChanged 226 SP:Iteration 20F (2485.902121 sec): 3 clusters Score: Raw -1501415.973346 + Penalty 5484.609163 = -1495931.364184 nChanged 191 SP:Iteration 21Q (2486.076910 sec): 3 clusters Score: Raw -1501490.426269 + Penalty 5484.609163 = -1496005.817106 nChanged 173 SP:Iteration 22Q (2486.305035 sec): 3 clusters Score: Raw -1501553.701929 + Penalty 5484.609163 = -1496069.092766 nChanged 154 SP:Iteration 23Q (2486.500466 sec): 3 clusters Score: Raw -1501609.858549 + Penalty 5484.609163 = -1496125.249387 nChanged 140 SP:Iteration 24Q (2486.734558 sec): 3 clusters Score: Raw -1501659.048229 + Penalty 5484.609163 = -1496174.439066 nChanged 119 SP:Iteration 25Q (2486.955937 sec): 3 clusters Score: Raw -1501704.358507 + Penalty 5484.609163 = -1496219.749344 nChanged 127 SP:Iteration 26Q (2487.164922 sec): 3 clusters Score: Raw -1501754.731357 + Penalty 5484.609163 = -1496270.122194 nChanged 108 SP:Iteration 27Q (2487.374311 sec): 3 clusters Score: Raw -1501798.411775 + Penalty 5484.609163 = -1496313.802613 nChanged 109 SP:Iteration 28Q (2487.531378 sec): 3 clusters Score: Raw -1501839.715644 + Penalty 5484.609163 = -1496355.106481 nChanged 87 SP:Iteration 29Q (2487.731333 sec): 3 clusters Score: Raw -1501875.768335 + Penalty 5484.609163 = -1496391.159173 nChanged 79 SP:Iteration 30Q (2487.900602 sec): 3 clusters Score: Raw -1501906.393598 + Penalty 5484.609163 = -1496421.784435 nChanged 76 SP:Iteration 31Q (2488.094920 sec): 3 clusters Score: Raw -1501936.785412 + Penalty 5484.609163 = -1496452.176249 nChanged 58 SP:Iteration 32Q (2488.281903 sec): 3 clusters Score: Raw -1501959.452409 + Penalty 5484.609163 = -1496474.843246 nChanged 59 SP:Iteration 33Q (2488.500643 sec): 3 clusters Score: Raw -1501981.082495 + Penalty 5484.609163 = -1496496.473333 nChanged 59 SP:Iteration 34Q (2488.731739 sec): 3 clusters Score: Raw -1502006.981599 + Penalty 5484.609163 = -1496522.372436 nChanged 46 SP:Iteration 35Q (2488.910292 sec): 3 clusters Score: Raw -1502025.011154 + Penalty 5484.609163 = -1496540.401991 nChanged 35 SP:Iteration 36Q (2489.105878 sec): 3 clusters Score: Raw -1502037.976230 + Penalty 5484.609163 = -1496553.367067 nChanged 30 SP:Iteration 37Q (2489.306803 sec): 3 clusters Score: Raw -1502049.947000 + Penalty 5484.609163 = -1496565.337837 nChanged 26 SP:Iteration 38Q (2489.496766 sec): 3 clusters Score: Raw -1502058.704715 + Penalty 5484.609163 = -1496574.095552 nChanged 26 SP:Iteration 39Q (2489.715693 sec): 3 clusters Score: Raw -1502070.203063 + Penalty 5484.609163 = -1496585.593900 nChanged 26 SP:Iteration 40F (2489.897373 sec): 3 clusters Score: Raw -1502080.987231 + Penalty 5484.609163 = -1496596.378068 nChanged 29 SP:Iteration 41Q (2490.092664 sec): 3 clusters Score: Raw -1502091.743547 + Penalty 5484.609163 = -1496607.134384 nChanged 17 SP:Iteration 42Q (2490.344820 sec): 3 clusters Score: Raw -1502097.624998 + Penalty 5484.609163 = -1496613.015836 nChanged 15 SP:Iteration 43Q (2490.557196 sec): 3 clusters Score: Raw -1502102.683305 + Penalty 5484.609163 = -1496618.074143 nChanged 11 SP:Iteration 44Q (2490.728793 sec): 3 clusters Score: Raw -1502106.817858 + Penalty 5484.609163 = -1496622.208695 nChanged 13 SP:Iteration 45Q (2490.897570 sec): 3 clusters Score: Raw -1502111.565963 + Penalty 5484.609163 = -1496626.956801 nChanged 8 SP:Iteration 46Q (2491.087185 sec): 3 clusters Score: Raw -1502114.844757 + Penalty 5484.609163 = -1496630.235594 nChanged 6 SP:Iteration 47Q (2491.264661 sec): 3 clusters Score: Raw -1502116.738959 + Penalty 5484.609163 = -1496632.129797 nChanged 5 SP:Iteration 48Q (2491.493852 sec): 3 clusters Score: Raw -1502118.370764 + Penalty 5484.609163 = -1496633.761601 nChanged 6 SP:Iteration 49Q (2491.676013 sec): 3 clusters Score: Raw -1502120.017546 + Penalty 5484.609163 = -1496635.408383 nChanged 7 SP:Iteration 50Q (2491.851269 sec): 3 clusters Score: Raw -1502122.653897 + Penalty 5484.609163 = -1496638.044734 nChanged 6 SP:Iteration 51Q (2492.032630 sec): 3 clusters Score: Raw -1502124.552872 + Penalty 5484.609163 = -1496639.943710 nChanged 5 SP:Iteration 52Q (2492.232377 sec): 3 clusters Score: Raw -1502126.214923 + Penalty 5484.609163 = -1496641.605760 nChanged 2 SP:Iteration 53Q (2492.426708 sec): 3 clusters Score: Raw -1502127.299568 + Penalty 5484.609163 = -1496642.690405 nChanged 5 SP:Iteration 54Q (2492.652133 sec): 3 clusters Score: Raw -1502128.701647 + Penalty 5484.609163 = -1496644.092485 nChanged 6 SP:Iteration 55Q (2492.883499 sec): 3 clusters Score: Raw -1502131.183102 + Penalty 5484.609163 = -1496646.573940 nChanged 7 SP:Iteration 56Q (2493.099337 sec): 3 clusters Score: Raw -1502133.448859 + Penalty 5484.609163 = -1496648.839696 nChanged 9 SP:Iteration 57Q (2493.282093 sec): 3 clusters Score: Raw -1502135.988052 + Penalty 5484.609163 = -1496651.378889 nChanged 6 SP:Iteration 58Q (2493.440033 sec): 3 clusters Score: Raw -1502137.825193 + Penalty 5484.609163 = -1496653.216031 nChanged 4 SP:Iteration 59Q (2493.622425 sec): 3 clusters Score: Raw -1502139.220730 + Penalty 5484.609163 = -1496654.611568 nChanged 5 SP:Iteration 60F (2493.834226 sec): 3 clusters Score: Raw -1502141.556417 + Penalty 5484.609163 = -1496656.947254 nChanged 7 SP:Iteration 61Q (2494.029238 sec): 3 clusters Score: Raw -1502145.055345 + Penalty 5484.609163 = -1496660.446182 nChanged 4 SP:Iteration 62Q (2494.226618 sec): 3 clusters Score: Raw -1502146.339409 + Penalty 5484.609163 = -1496661.730246 nChanged 3 SP:Iteration 63Q (2494.401116 sec): 3 clusters Score: Raw -1502147.436546 + Penalty 5484.609163 = -1496662.827383 nChanged 3 SP:Iteration 64Q (2494.602307 sec): 3 clusters Score: Raw -1502148.478520 + Penalty 5484.609163 = -1496663.869357 nChanged 6 SP:Iteration 65Q (2494.784297 sec): 3 clusters Score: Raw -1502151.151994 + Penalty 5484.609163 = -1496666.542831 nChanged 4 SP:Iteration 66Q (2494.965877 sec): 3 clusters Score: Raw -1502152.685935 + Penalty 5484.609163 = -1496668.076772 nChanged 6 SP:Iteration 67Q (2495.190430 sec): 3 clusters Score: Raw -1502155.182528 + Penalty 5484.609163 = -1496670.573366 nChanged 7 SP:Iteration 68Q (2495.413003 sec): 3 clusters Score: Raw -1502157.508727 + Penalty 5484.609163 = -1496672.899565 nChanged 5 SP:Iteration 69Q (2495.583366 sec): 3 clusters Score: Raw -1502159.977116 + Penalty 5484.609163 = -1496675.367953 nChanged 5 SP:Iteration 70Q (2495.769969 sec): 3 clusters Score: Raw -1502162.886841 + Penalty 5484.609163 = -1496678.277678 nChanged 9 SP:Iteration 71Q (2495.928860 sec): 3 clusters Score: Raw -1502166.506846 + Penalty 5484.609163 = -1496681.897683 nChanged 8 SP:Iteration 72Q (2496.143060 sec): 3 clusters Score: Raw -1502168.813214 + Penalty 5484.609163 = -1496684.204051 nChanged 4 SP:Iteration 73Q (2496.374719 sec): 3 clusters Score: Raw -1502170.460658 + Penalty 5484.609163 = -1496685.851495 nChanged 3 SP:Iteration 74Q (2496.563596 sec): 3 clusters Score: Raw -1502171.488151 + Penalty 5484.609163 = -1496686.878989 nChanged 4 SP:Iteration 75Q (2496.702406 sec): 3 clusters Score: Raw -1502172.913522 + Penalty 5484.609163 = -1496688.304360 nChanged 3 SP:Iteration 76Q (2496.870605 sec): 3 clusters Score: Raw -1502173.761899 + Penalty 5484.609163 = -1496689.152736 nChanged 1 SP:Iteration 77Q (2497.097693 sec): 3 clusters Score: Raw -1502174.113213 + Penalty 5484.609163 = -1496689.504051 nChanged 0 SP:Iteration 78F (2497.342231 sec): 3 clusters Score: Raw -1502174.113213 + Penalty 5484.609163 = -1496689.504051 nChanged 0 Trying to split cluster 7 (1130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2497.448968 sec): 2 clusters Score: Raw -48178.046140 + Penalty 1855.912849 = -46322.133291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2497.485256 sec): 3 clusters Score: Raw -47879.002728 + Penalty 3711.825697 = -44167.177031 nChanged 286 SP:Iteration 1F (2497.630465 sec): 3 clusters Score: Raw -48182.598942 + Penalty 3711.825697 = -44470.773245 nChanged 70 SP:Iteration 2F (2497.733567 sec): 3 clusters Score: Raw -48275.110072 + Penalty 3711.825697 = -44563.284375 nChanged 39 SP:Iteration 3Q (2497.867622 sec): 3 clusters Score: Raw -48324.394292 + Penalty 3711.825697 = -44612.568594 nChanged 21 SP:Iteration 4Q (2497.927814 sec): 3 clusters Score: Raw -48355.797258 + Penalty 3711.825697 = -44643.971560 nChanged 21 SP:Iteration 5Q (2498.030372 sec): 3 clusters Score: Raw -48378.852093 + Penalty 3711.825697 = -44667.026396 nChanged 11 SP:Iteration 6Q (2498.146404 sec): 3 clusters Score: Raw -48391.129279 + Penalty 3711.825697 = -44679.303582 nChanged 13 SP:Iteration 7Q (2498.262228 sec): 3 clusters Score: Raw -48407.976591 + Penalty 3711.825697 = -44696.150894 nChanged 8 SP:Iteration 8Q (2498.361348 sec): 3 clusters Score: Raw -48416.980033 + Penalty 3711.825697 = -44705.154336 nChanged 3 SP:Iteration 9Q (2498.474985 sec): 3 clusters Score: Raw -48421.767013 + Penalty 3711.825697 = -44709.941315 nChanged 5 SP:Iteration 10Q (2498.589599 sec): 3 clusters Score: Raw -48425.982388 + Penalty 3711.825697 = -44714.156690 nChanged 1 SP:Iteration 11Q (2498.704570 sec): 3 clusters Score: Raw -48426.706775 + Penalty 3711.825697 = -44714.881078 nChanged 0 SP:Iteration 12F (2498.819813 sec): 3 clusters Score: Raw -48426.706775 + Penalty 3711.825697 = -44714.881078 nChanged 0 Trying to split cluster 9 (3921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2498.911252 sec): 2 clusters Score: Raw -194623.044053 + Penalty 2184.362929 = -192438.681125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2499.035238 sec): 3 clusters Score: Raw -192915.182519 + Penalty 4368.725857 = -188546.456661 nChanged 1390 SP:Iteration 1F (2499.159032 sec): 3 clusters Score: Raw -193759.255422 + Penalty 4368.725857 = -189390.529565 nChanged 285 SP:Iteration 2F (2499.266650 sec): 3 clusters Score: Raw -193938.057159 + Penalty 4368.725857 = -189569.331302 nChanged 160 SP:Iteration 3Q (2499.387525 sec): 3 clusters Score: Raw -194024.355647 + Penalty 4368.725857 = -189655.629790 nChanged 120 SP:Iteration 4Q (2499.477935 sec): 3 clusters Score: Raw -194099.921237 + Penalty 4368.725857 = -189731.195380 nChanged 100 SP:Iteration 5Q (2499.598297 sec): 3 clusters Score: Raw -194154.379681 + Penalty 4368.725857 = -189785.653824 nChanged 73 SP:Iteration 6Q (2499.719312 sec): 3 clusters Score: Raw -194195.007736 + Penalty 4368.725857 = -189826.281879 nChanged 69 SP:Iteration 7Q (2499.848154 sec): 3 clusters Score: Raw -194231.496854 + Penalty 4368.725857 = -189862.770997 nChanged 62 SP:Iteration 8Q (2499.964446 sec): 3 clusters Score: Raw -194266.938449 + Penalty 4368.725857 = -189898.212592 nChanged 62 SP:Iteration 9Q (2500.087440 sec): 3 clusters Score: Raw -194298.009570 + Penalty 4368.725857 = -189929.283712 nChanged 54 SP:Iteration 10Q (2500.189186 sec): 3 clusters Score: Raw -194322.760876 + Penalty 4368.725857 = -189954.035019 nChanged 41 SP:Iteration 11Q (2500.336456 sec): 3 clusters Score: Raw -194341.818297 + Penalty 4368.725857 = -189973.092439 nChanged 37 SP:Iteration 12Q (2500.436265 sec): 3 clusters Score: Raw -194356.597911 + Penalty 4368.725857 = -189987.872054 nChanged 26 SP:Iteration 13Q (2500.562392 sec): 3 clusters Score: Raw -194367.248933 + Penalty 4368.725857 = -189998.523076 nChanged 34 SP:Iteration 14Q (2500.688258 sec): 3 clusters Score: Raw -194383.051880 + Penalty 4368.725857 = -190014.326023 nChanged 33 SP:Iteration 15Q (2500.803209 sec): 3 clusters Score: Raw -194403.582245 + Penalty 4368.725857 = -190034.856388 nChanged 51 SP:Iteration 16Q (2500.909093 sec): 3 clusters Score: Raw -194434.621081 + Penalty 4368.725857 = -190065.895224 nChanged 43 SP:Iteration 17Q (2501.001881 sec): 3 clusters Score: Raw -194456.917164 + Penalty 4368.725857 = -190088.191306 nChanged 48 SP:Iteration 18Q (2501.125998 sec): 3 clusters Score: Raw -194480.913716 + Penalty 4368.725857 = -190112.187859 nChanged 47 SP:Iteration 19Q (2501.230246 sec): 3 clusters Score: Raw -194504.364592 + Penalty 4368.725857 = -190135.638735 nChanged 38 SP:Iteration 20F (2501.332148 sec): 3 clusters Score: Raw -194523.439969 + Penalty 4368.725857 = -190154.714112 nChanged 35 SP:Iteration 21Q (2501.466080 sec): 3 clusters Score: Raw -194539.685294 + Penalty 4368.725857 = -190170.959437 nChanged 41 SP:Iteration 22Q (2501.593157 sec): 3 clusters Score: Raw -194564.900311 + Penalty 4368.725857 = -190196.174454 nChanged 41 SP:Iteration 23Q (2501.719813 sec): 3 clusters Score: Raw -194587.621175 + Penalty 4368.725857 = -190218.895318 nChanged 41 SP:Iteration 24Q (2501.869688 sec): 3 clusters Score: Raw -194610.344856 + Penalty 4368.725857 = -190241.618999 nChanged 35 SP:Iteration 25Q (2501.993786 sec): 3 clusters Score: Raw -194627.622221 + Penalty 4368.725857 = -190258.896363 nChanged 34 SP:Iteration 26Q (2502.094423 sec): 3 clusters Score: Raw -194643.041489 + Penalty 4368.725857 = -190274.315632 nChanged 37 SP:Iteration 27Q (2502.222739 sec): 3 clusters Score: Raw -194661.772819 + Penalty 4368.725857 = -190293.046962 nChanged 26 SP:Iteration 28Q (2502.353558 sec): 3 clusters Score: Raw -194678.268325 + Penalty 4368.725857 = -190309.542468 nChanged 30 SP:Iteration 29Q (2502.456928 sec): 3 clusters Score: Raw -194695.782357 + Penalty 4368.725857 = -190327.056499 nChanged 31 SP:Iteration 30Q (2502.597149 sec): 3 clusters Score: Raw -194712.162295 + Penalty 4368.725857 = -190343.436437 nChanged 24 SP:Iteration 31Q (2502.708442 sec): 3 clusters Score: Raw -194723.258699 + Penalty 4368.725857 = -190354.532842 nChanged 22 SP:Iteration 32Q (2502.792381 sec): 3 clusters Score: Raw -194730.777763 + Penalty 4368.725857 = -190362.051905 nChanged 11 SP:Iteration 33Q (2502.931608 sec): 3 clusters Score: Raw -194735.964774 + Penalty 4368.725857 = -190367.238917 nChanged 17 SP:Iteration 34Q (2503.000098 sec): 3 clusters Score: Raw -194742.443976 + Penalty 4368.725857 = -190373.718119 nChanged 10 SP:Iteration 35Q (2503.114984 sec): 3 clusters Score: Raw -194745.528401 + Penalty 4368.725857 = -190376.802543 nChanged 5 SP:Iteration 36Q (2503.229510 sec): 3 clusters Score: Raw -194746.834175 + Penalty 4368.725857 = -190378.108318 nChanged 6 SP:Iteration 37Q (2503.352276 sec): 3 clusters Score: Raw -194748.934111 + Penalty 4368.725857 = -190380.208254 nChanged 5 SP:Iteration 38Q (2503.477577 sec): 3 clusters Score: Raw -194750.874136 + Penalty 4368.725857 = -190382.148279 nChanged 6 SP:Iteration 39Q (2503.628813 sec): 3 clusters Score: Raw -194753.581088 + Penalty 4368.725857 = -190384.855231 nChanged 10 SP:Iteration 40F (2503.746748 sec): 3 clusters Score: Raw -194756.906073 + Penalty 4368.725857 = -190388.180216 nChanged 4 SP:Iteration 41Q (2503.865040 sec): 3 clusters Score: Raw -194758.106303 + Penalty 4368.725857 = -190389.380446 nChanged 3 SP:Iteration 42Q (2503.974605 sec): 3 clusters Score: Raw -194759.237544 + Penalty 4368.725857 = -190390.511687 nChanged 2 SP:Iteration 43Q (2504.119480 sec): 3 clusters Score: Raw -194759.935474 + Penalty 4368.725857 = -190391.209617 nChanged 2 SP:Iteration 44Q (2504.211736 sec): 3 clusters Score: Raw -194760.977250 + Penalty 4368.725857 = -190392.251392 nChanged 2 SP:Iteration 45Q (2504.339689 sec): 3 clusters Score: Raw -194761.677502 + Penalty 4368.725857 = -190392.951645 nChanged 2 SP:Iteration 46Q (2504.459878 sec): 3 clusters Score: Raw -194762.661608 + Penalty 4368.725857 = -190393.935751 nChanged 3 SP:Iteration 47Q (2504.562561 sec): 3 clusters Score: Raw -194763.486356 + Penalty 4368.725857 = -190394.760499 nChanged 4 SP:Iteration 48Q (2504.700821 sec): 3 clusters Score: Raw -194765.465274 + Penalty 4368.725857 = -190396.739417 nChanged 5 SP:Iteration 49Q (2504.816025 sec): 3 clusters Score: Raw -194767.825267 + Penalty 4368.725857 = -190399.099410 nChanged 3 SP:Iteration 50Q (2504.933311 sec): 3 clusters Score: Raw -194768.757621 + Penalty 4368.725857 = -190400.031764 nChanged 2 SP:Iteration 51Q (2505.033477 sec): 3 clusters Score: Raw -194770.204192 + Penalty 4368.725857 = -190401.478335 nChanged 2 SP:Iteration 52Q (2505.161681 sec): 3 clusters Score: Raw -194771.258323 + Penalty 4368.725857 = -190402.532466 nChanged 3 SP:Iteration 53Q (2505.292018 sec): 3 clusters Score: Raw -194772.426269 + Penalty 4368.725857 = -190403.700411 nChanged 5 SP:Iteration 54Q (2505.449354 sec): 3 clusters Score: Raw -194774.024222 + Penalty 4368.725857 = -190405.298365 nChanged 4 SP:Iteration 55Q (2505.580481 sec): 3 clusters Score: Raw -194775.631922 + Penalty 4368.725857 = -190406.906065 nChanged 7 SP:Iteration 56Q (2505.672857 sec): 3 clusters Score: Raw -194777.622157 + Penalty 4368.725857 = -190408.896300 nChanged 5 SP:Iteration 57Q (2505.775378 sec): 3 clusters Score: Raw -194779.146541 + Penalty 4368.725857 = -190410.420684 nChanged 5 SP:Iteration 58Q (2505.913091 sec): 3 clusters Score: Raw -194780.821116 + Penalty 4368.725857 = -190412.095259 nChanged 4 SP:Iteration 59Q (2506.036797 sec): 3 clusters Score: Raw -194781.885581 + Penalty 4368.725857 = -190413.159724 nChanged 6 SP:Iteration 60F (2506.057795 sec): 3 clusters Score: Raw -194784.806178 + Penalty 4368.725857 = -190416.080321 nChanged 6 SP:Iteration 61Q (2506.197864 sec): 3 clusters Score: Raw -194788.349925 + Penalty 4368.725857 = -190419.624067 nChanged 9 SP:Iteration 62Q (2506.315180 sec): 3 clusters Score: Raw -194793.512162 + Penalty 4368.725857 = -190424.786305 nChanged 15 SP:Iteration 63Q (2506.407582 sec): 3 clusters Score: Raw -194800.305112 + Penalty 4368.725857 = -190431.579254 nChanged 13 SP:Iteration 64Q (2506.556218 sec): 3 clusters Score: Raw -194806.796530 + Penalty 4368.725857 = -190438.070673 nChanged 14 SP:Iteration 65Q (2506.668595 sec): 3 clusters Score: Raw -194813.395528 + Penalty 4368.725857 = -190444.669671 nChanged 11 SP:Iteration 66Q (2506.799349 sec): 3 clusters Score: Raw -194818.838601 + Penalty 4368.725857 = -190450.112744 nChanged 10 SP:Iteration 67Q (2506.936137 sec): 3 clusters Score: Raw -194823.632255 + Penalty 4368.725857 = -190454.906397 nChanged 12 SP:Iteration 68Q (2507.056614 sec): 3 clusters Score: Raw -194830.151386 + Penalty 4368.725857 = -190461.425529 nChanged 11 SP:Iteration 69Q (2507.180662 sec): 3 clusters Score: Raw -194833.527144 + Penalty 4368.725857 = -190464.801286 nChanged 8 SP:Iteration 70Q (2507.327966 sec): 3 clusters Score: Raw -194837.488599 + Penalty 4368.725857 = -190468.762742 nChanged 3 SP:Iteration 71Q (2507.451482 sec): 3 clusters Score: Raw -194838.443681 + Penalty 4368.725857 = -190469.717824 nChanged 4 SP:Iteration 72Q (2507.587978 sec): 3 clusters Score: Raw -194840.575356 + Penalty 4368.725857 = -190471.849498 nChanged 6 SP:Iteration 73Q (2507.699831 sec): 3 clusters Score: Raw -194843.442391 + Penalty 4368.725857 = -190474.716534 nChanged 3 SP:Iteration 74Q (2507.842425 sec): 3 clusters Score: Raw -194844.822885 + Penalty 4368.725857 = -190476.097028 nChanged 2 SP:Iteration 75Q (2507.951556 sec): 3 clusters Score: Raw -194845.497599 + Penalty 4368.725857 = -190476.771742 nChanged 4 SP:Iteration 76Q (2508.063188 sec): 3 clusters Score: Raw -194846.939905 + Penalty 4368.725857 = -190478.214048 nChanged 5 SP:Iteration 77Q (2508.180335 sec): 3 clusters Score: Raw -194848.933009 + Penalty 4368.725857 = -190480.207152 nChanged 5 SP:Iteration 78Q (2508.275265 sec): 3 clusters Score: Raw -194850.593918 + Penalty 4368.725857 = -190481.868061 nChanged 0 SP:Iteration 79F (2508.382937 sec): 3 clusters Score: Raw -194850.593918 + Penalty 4368.725857 = -190481.868061 nChanged 0 Trying to split cluster 10 (6857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2508.474424 sec): 2 clusters Score: Raw -352708.313498 + Penalty 2331.918681 = -350376.394817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2508.595152 sec): 3 clusters Score: Raw -349279.495783 + Penalty 4663.837362 = -344615.658420 nChanged 2633 SP:Iteration 1F (2508.719982 sec): 3 clusters Score: Raw -350724.239686 + Penalty 4663.837362 = -346060.402324 nChanged 479 SP:Iteration 2F (2508.860040 sec): 3 clusters Score: Raw -350988.973314 + Penalty 4663.837362 = -346325.135952 nChanged 353 SP:Iteration 3F (2508.997825 sec): 3 clusters Score: Raw -351163.423651 + Penalty 4663.837362 = -346499.586289 nChanged 238 SP:Iteration 4Q (2509.136494 sec): 3 clusters Score: Raw -351267.629514 + Penalty 4663.837362 = -346603.792152 nChanged 201 SP:Iteration 5Q (2509.277797 sec): 3 clusters Score: Raw -351351.808969 + Penalty 4663.837362 = -346687.971607 nChanged 159 SP:Iteration 6Q (2509.417162 sec): 3 clusters Score: Raw -351417.404366 + Penalty 4663.837362 = -346753.567003 nChanged 150 SP:Iteration 7Q (2509.543350 sec): 3 clusters Score: Raw -351479.570708 + Penalty 4663.837362 = -346815.733346 nChanged 143 SP:Iteration 8Q (2509.659615 sec): 3 clusters Score: Raw -351532.348352 + Penalty 4663.837362 = -346868.510990 nChanged 119 SP:Iteration 9Q (2509.800322 sec): 3 clusters Score: Raw -351577.723210 + Penalty 4663.837362 = -346913.885848 nChanged 111 SP:Iteration 10Q (2509.898044 sec): 3 clusters Score: Raw -351624.188980 + Penalty 4663.837362 = -346960.351618 nChanged 106 SP:Iteration 11Q (2510.022038 sec): 3 clusters Score: Raw -351668.906868 + Penalty 4663.837362 = -347005.069506 nChanged 97 SP:Iteration 12Q (2510.160882 sec): 3 clusters Score: Raw -351711.660603 + Penalty 4663.837362 = -347047.823241 nChanged 110 SP:Iteration 13Q (2510.299436 sec): 3 clusters Score: Raw -351758.546865 + Penalty 4663.837362 = -347094.709503 nChanged 118 SP:Iteration 14Q (2510.427810 sec): 3 clusters Score: Raw -351809.520442 + Penalty 4663.837362 = -347145.683080 nChanged 132 SP:Iteration 15Q (2510.553476 sec): 3 clusters Score: Raw -351862.817149 + Penalty 4663.837362 = -347198.979787 nChanged 109 SP:Iteration 16Q (2510.693024 sec): 3 clusters Score: Raw -351905.741181 + Penalty 4663.837362 = -347241.903819 nChanged 111 SP:Iteration 17Q (2510.828798 sec): 3 clusters Score: Raw -351953.193852 + Penalty 4663.837362 = -347289.356490 nChanged 101 SP:Iteration 18Q (2510.945805 sec): 3 clusters Score: Raw -351997.350453 + Penalty 4663.837362 = -347333.513091 nChanged 88 SP:Iteration 19Q (2511.127461 sec): 3 clusters Score: Raw -352037.671223 + Penalty 4663.837362 = -347373.833861 nChanged 80 SP:Iteration 20F (2511.263905 sec): 3 clusters Score: Raw -352074.338815 + Penalty 4663.837362 = -347410.501453 nChanged 94 SP:Iteration 21Q (2511.392263 sec): 3 clusters Score: Raw -352121.725788 + Penalty 4663.837362 = -347457.888426 nChanged 103 SP:Iteration 22Q (2511.491390 sec): 3 clusters Score: Raw -352181.830499 + Penalty 4663.837362 = -347517.993137 nChanged 126 SP:Iteration 23Q (2511.627539 sec): 3 clusters Score: Raw -352255.330676 + Penalty 4663.837362 = -347591.493313 nChanged 120 SP:Iteration 24Q (2511.720539 sec): 3 clusters Score: Raw -352326.210775 + Penalty 4663.837362 = -347662.373413 nChanged 116 SP:Iteration 25Q (2511.845970 sec): 3 clusters Score: Raw -352397.383052 + Penalty 4663.837362 = -347733.545690 nChanged 102 SP:Iteration 26Q (2511.989093 sec): 3 clusters Score: Raw -352467.119428 + Penalty 4663.837362 = -347803.282066 nChanged 100 SP:Iteration 27Q (2512.140762 sec): 3 clusters Score: Raw -352533.014039 + Penalty 4663.837362 = -347869.176677 nChanged 100 SP:Iteration 28Q (2512.280805 sec): 3 clusters Score: Raw -352599.646431 + Penalty 4663.837362 = -347935.809069 nChanged 87 SP:Iteration 29Q (2512.419124 sec): 3 clusters Score: Raw -352666.391251 + Penalty 4663.837362 = -348002.553889 nChanged 82 SP:Iteration 30Q (2512.538701 sec): 3 clusters Score: Raw -352731.962254 + Penalty 4663.837362 = -348068.124892 nChanged 76 SP:Iteration 31Q (2512.682972 sec): 3 clusters Score: Raw -352790.637081 + Penalty 4663.837362 = -348126.799719 nChanged 67 SP:Iteration 32Q (2512.816205 sec): 3 clusters Score: Raw -352848.868234 + Penalty 4663.837362 = -348185.030872 nChanged 51 SP:Iteration 33Q (2512.945660 sec): 3 clusters Score: Raw -352893.799297 + Penalty 4663.837362 = -348229.961935 nChanged 43 SP:Iteration 34Q (2513.053577 sec): 3 clusters Score: Raw -352934.653267 + Penalty 4663.837362 = -348270.815905 nChanged 30 SP:Iteration 35Q (2513.162443 sec): 3 clusters Score: Raw -352961.558283 + Penalty 4663.837362 = -348297.720921 nChanged 21 SP:Iteration 36Q (2513.319543 sec): 3 clusters Score: Raw -352980.266778 + Penalty 4663.837362 = -348316.429416 nChanged 15 SP:Iteration 37Q (2513.366147 sec): 3 clusters Score: Raw -352992.803300 + Penalty 4663.837362 = -348328.965938 nChanged 15 SP:Iteration 38Q (2513.512199 sec): 3 clusters Score: Raw -353005.054422 + Penalty 4663.837362 = -348341.217060 nChanged 9 SP:Iteration 39Q (2513.645204 sec): 3 clusters Score: Raw -353013.171157 + Penalty 4663.837362 = -348349.333795 nChanged 3 SP:Iteration 40F (2513.787109 sec): 3 clusters Score: Raw -353015.069350 + Penalty 4663.837362 = -348351.231988 nChanged 1 SP:Iteration 41Q (2513.930788 sec): 3 clusters Score: Raw -353016.154001 + Penalty 4663.837362 = -348352.316639 nChanged 1 SP:Iteration 42Q (2514.050889 sec): 3 clusters Score: Raw -353016.506431 + Penalty 4663.837362 = -348352.669068 nChanged 1 SP:Iteration 43Q (2514.191099 sec): 3 clusters Score: Raw -353016.902586 + Penalty 4663.837362 = -348353.065224 nChanged 1 SP:Iteration 44Q (2514.327053 sec): 3 clusters Score: Raw -353018.159448 + Penalty 4663.837362 = -348354.322086 nChanged 1 SP:Iteration 45Q (2514.465200 sec): 3 clusters Score: Raw -353018.806444 + Penalty 4663.837362 = -348354.969081 nChanged 2 SP:Iteration 46Q (2514.568246 sec): 3 clusters Score: Raw -353020.007275 + Penalty 4663.837362 = -348356.169912 nChanged 1 SP:Iteration 47Q (2514.718599 sec): 3 clusters Score: Raw -353021.029136 + Penalty 4663.837362 = -348357.191774 nChanged 0 SP:Iteration 48F (2514.823610 sec): 3 clusters Score: Raw -353021.029136 + Penalty 4663.837362 = -348357.191774 nChanged 0 Iteration 99Q (2515.782431 sec): 9 clusters Score: Raw -2939285.713895 + Penalty 23450.904786 = -2915834.809109 nChanged 37 Iteration 100F (2516.600193 sec): 9 clusters Score: Raw -2939294.501666 + Penalty 23450.904786 = -2915843.596880 nChanged 35 Iteration 101Q (2517.583758 sec): 9 clusters Score: Raw -2939301.460581 + Penalty 23450.904786 = -2915850.555795 nChanged 33 Iteration 102Q (2518.303592 sec): 9 clusters Score: Raw -2939309.900907 + Penalty 23450.904786 = -2915858.996121 nChanged 46 Iteration 103Q (2519.281807 sec): 9 clusters Score: Raw -2939319.679702 + Penalty 23450.904786 = -2915868.774916 nChanged 37 Iteration 104Q (2520.051831 sec): 9 clusters Score: Raw -2939328.308827 + Penalty 23450.904786 = -2915877.404041 nChanged 35 Iteration 105Q (2521.031599 sec): 9 clusters Score: Raw -2939336.148021 + Penalty 23450.904786 = -2915885.243235 nChanged 42 Iteration 106Q (2521.768615 sec): 9 clusters Score: Raw -2939344.740392 + Penalty 23450.904786 = -2915893.835606 nChanged 45 Iteration 107Q (2522.513541 sec): 9 clusters Score: Raw -2939355.635476 + Penalty 23450.904786 = -2915904.730690 nChanged 40 Iteration 108Q (2523.234955 sec): 9 clusters Score: Raw -2939365.383103 + Penalty 23450.904786 = -2915914.478317 nChanged 39 Iteration 109Q (2524.024661 sec): 9 clusters Score: Raw -2939372.616557 + Penalty 23450.904786 = -2915921.711771 nChanged 22 Iteration 110Q (2524.706911 sec): 9 clusters Score: Raw -2939376.392915 + Penalty 23450.904786 = -2915925.488129 nChanged 18 Iteration 111Q (2525.450495 sec): 9 clusters Score: Raw -2939379.209618 + Penalty 23450.904786 = -2915928.304832 nChanged 13 Iteration 112Q (2526.164560 sec): 9 clusters Score: Raw -2939380.781755 + Penalty 23450.904786 = -2915929.876969 nChanged 10 Iteration 113Q (2526.904484 sec): 9 clusters Score: Raw -2939382.057064 + Penalty 23450.904786 = -2915931.152278 nChanged 7 Iteration 114Q (2527.708210 sec): 9 clusters Score: Raw -2939382.945094 + Penalty 23450.904786 = -2915932.040308 nChanged 9 Iteration 115Q (2528.522441 sec): 9 clusters Score: Raw -2939383.712863 + Penalty 23450.904786 = -2915932.808077 nChanged 10 Iteration 116Q (2529.227838 sec): 9 clusters Score: Raw -2939384.702107 + Penalty 23450.904786 = -2915933.797321 nChanged 8 Iteration 117Q (2530.068707 sec): 9 clusters Score: Raw -2939386.524652 + Penalty 23450.904786 = -2915935.619866 nChanged 14 Iteration 118Q (2530.866569 sec): 9 clusters Score: Raw -2939389.040394 + Penalty 23450.904786 = -2915938.135608 nChanged 16 Iteration 119Q (2531.630906 sec): 9 clusters Score: Raw -2939391.954006 + Penalty 23450.904786 = -2915941.049220 nChanged 22 Iteration 120F (2532.622071 sec): 9 clusters Score: Raw -2939395.200603 + Penalty 23450.904786 = -2915944.295817 nChanged 13 Iteration 121Q (2533.306304 sec): 9 clusters Score: Raw -2939397.320950 + Penalty 23450.904786 = -2915946.416164 nChanged 13 Iteration 122Q (2534.114846 sec): 9 clusters Score: Raw -2939399.433404 + Penalty 23450.904786 = -2915948.528618 nChanged 16 Iteration 123Q (2534.802004 sec): 9 clusters Score: Raw -2939401.836045 + Penalty 23450.904786 = -2915950.931259 nChanged 8 Iteration 124Q (2535.553533 sec): 9 clusters Score: Raw -2939402.817494 + Penalty 23450.904786 = -2915951.912708 nChanged 8 Iteration 125Q (2536.278839 sec): 9 clusters Score: Raw -2939403.810275 + Penalty 23450.904786 = -2915952.905489 nChanged 3 Iteration 126Q (2536.975612 sec): 9 clusters Score: Raw -2939404.167904 + Penalty 23450.904786 = -2915953.263118 nChanged 3 Iteration 127Q (2537.612449 sec): 9 clusters Score: Raw -2939404.539875 + Penalty 23450.904786 = -2915953.635089 nChanged 4 Iteration 128Q (2538.416470 sec): 9 clusters Score: Raw -2939404.946227 + Penalty 23450.904786 = -2915954.041441 nChanged 1 Iteration 129Q (2539.133126 sec): 9 clusters Score: Raw -2939405.252542 + Penalty 23450.904786 = -2915954.347756 nChanged 0 Iteration 130F (2540.139232 sec): 9 clusters Score: Raw -2939405.252542 + Penalty 23450.904786 = -2915954.347756 nChanged 0 Compute initial score before splitting: Score: Raw -2939405.252542 + Penalty 23450.904786 = -2915954.347756 Trying to split cluster 1 (6440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2540.221356 sec): 2 clusters Score: Raw -294049.366964 + Penalty 2315.354928 = -291734.012036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2540.373266 sec): 3 clusters Score: Raw -290892.237740 + Penalty 4630.709856 = -286261.527883 nChanged 2492 SP:Iteration 1F (2540.482425 sec): 3 clusters Score: Raw -292361.592835 + Penalty 4630.709856 = -287730.882978 nChanged 535 SP:Iteration 2F (2540.585066 sec): 3 clusters Score: Raw -292826.558147 + Penalty 4630.709856 = -288195.848291 nChanged 479 SP:Iteration 3F (2540.694256 sec): 3 clusters Score: Raw -293378.210093 + Penalty 4630.709856 = -288747.500236 nChanged 502 SP:Iteration 4F (2540.798586 sec): 3 clusters Score: Raw -294000.302907 + Penalty 4630.709856 = -289369.593050 nChanged 485 SP:Iteration 5F (2540.895145 sec): 3 clusters Score: Raw -294573.348035 + Penalty 4630.709856 = -289942.638178 nChanged 399 SP:Iteration 6F (2541.016460 sec): 3 clusters Score: Raw -294934.911708 + Penalty 4630.709856 = -290304.201852 nChanged 282 SP:Iteration 7Q (2541.124975 sec): 3 clusters Score: Raw -295141.491457 + Penalty 4630.709856 = -290510.781601 nChanged 199 SP:Iteration 8Q (2541.256570 sec): 3 clusters Score: Raw -295281.632498 + Penalty 4630.709856 = -290650.922641 nChanged 141 SP:Iteration 9Q (2541.399722 sec): 3 clusters Score: Raw -295358.291869 + Penalty 4630.709856 = -290727.582013 nChanged 91 SP:Iteration 10Q (2541.555463 sec): 3 clusters Score: Raw -295404.688625 + Penalty 4630.709856 = -290773.978769 nChanged 79 SP:Iteration 11Q (2541.654517 sec): 3 clusters Score: Raw -295437.862356 + Penalty 4630.709856 = -290807.152500 nChanged 57 SP:Iteration 12Q (2541.804997 sec): 3 clusters Score: Raw -295461.536301 + Penalty 4630.709856 = -290830.826444 nChanged 41 SP:Iteration 13Q (2541.914162 sec): 3 clusters Score: Raw -295478.407362 + Penalty 4630.709856 = -290847.697506 nChanged 28 SP:Iteration 14Q (2542.037027 sec): 3 clusters Score: Raw -295492.799807 + Penalty 4630.709856 = -290862.089951 nChanged 23 SP:Iteration 15Q (2542.136614 sec): 3 clusters Score: Raw -295501.504125 + Penalty 4630.709856 = -290870.794269 nChanged 19 SP:Iteration 16Q (2542.212726 sec): 3 clusters Score: Raw -295507.592550 + Penalty 4630.709856 = -290876.882694 nChanged 12 SP:Iteration 17Q (2542.336521 sec): 3 clusters Score: Raw -295511.029862 + Penalty 4630.709856 = -290880.320006 nChanged 7 SP:Iteration 18Q (2542.437661 sec): 3 clusters Score: Raw -295513.009885 + Penalty 4630.709856 = -290882.300028 nChanged 5 SP:Iteration 19Q (2542.578654 sec): 3 clusters Score: Raw -295515.139279 + Penalty 4630.709856 = -290884.429422 nChanged 3 SP:Iteration 20F (2542.715516 sec): 3 clusters Score: Raw -295515.784847 + Penalty 4630.709856 = -290885.074990 nChanged 1 SP:Iteration 21Q (2542.853617 sec): 3 clusters Score: Raw -295516.145196 + Penalty 4630.709856 = -290885.435339 nChanged 1 SP:Iteration 22Q (2542.959742 sec): 3 clusters Score: Raw -295516.438556 + Penalty 4630.709856 = -290885.728699 nChanged 3 SP:Iteration 23Q (2543.106250 sec): 3 clusters Score: Raw -295517.156590 + Penalty 4630.709856 = -290886.446733 nChanged 2 SP:Iteration 24Q (2543.194524 sec): 3 clusters Score: Raw -295517.544165 + Penalty 4630.709856 = -290886.834309 nChanged 3 SP:Iteration 25Q (2543.299074 sec): 3 clusters Score: Raw -295518.313064 + Penalty 4630.709856 = -290887.603208 nChanged 4 SP:Iteration 26Q (2543.421837 sec): 3 clusters Score: Raw -295518.817943 + Penalty 4630.709856 = -290888.108087 nChanged 2 SP:Iteration 27Q (2543.502202 sec): 3 clusters Score: Raw -295519.066638 + Penalty 4630.709856 = -290888.356781 nChanged 1 SP:Iteration 28Q (2543.624253 sec): 3 clusters Score: Raw -295519.312307 + Penalty 4630.709856 = -290888.602450 nChanged 0 SP:Iteration 29F (2543.750082 sec): 3 clusters Score: Raw -295519.312307 + Penalty 4630.709856 = -290888.602450 nChanged 0 Trying to split cluster 3 (3329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2543.837686 sec): 2 clusters Score: Raw -144308.102063 + Penalty 2141.152791 = -142166.949272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2543.966707 sec): 3 clusters Score: Raw -142836.003731 + Penalty 4282.305581 = -138553.698150 nChanged 1199 SP:Iteration 1F (2544.081949 sec): 3 clusters Score: Raw -143603.547530 + Penalty 4282.305581 = -139321.241948 nChanged 261 SP:Iteration 2F (2544.180145 sec): 3 clusters Score: Raw -143815.244936 + Penalty 4282.305581 = -139532.939354 nChanged 177 SP:Iteration 3F (2544.273194 sec): 3 clusters Score: Raw -143963.972357 + Penalty 4282.305581 = -139681.666775 nChanged 147 SP:Iteration 4Q (2544.382429 sec): 3 clusters Score: Raw -144068.032629 + Penalty 4282.305581 = -139785.727048 nChanged 107 SP:Iteration 5Q (2544.458035 sec): 3 clusters Score: Raw -144138.256131 + Penalty 4282.305581 = -139855.950549 nChanged 87 SP:Iteration 6Q (2544.548705 sec): 3 clusters Score: Raw -144202.956189 + Penalty 4282.305581 = -139920.650607 nChanged 74 SP:Iteration 7Q (2544.648640 sec): 3 clusters Score: Raw -144247.525610 + Penalty 4282.305581 = -139965.220029 nChanged 56 SP:Iteration 8Q (2544.752071 sec): 3 clusters Score: Raw -144284.244548 + Penalty 4282.305581 = -140001.938966 nChanged 51 SP:Iteration 9Q (2544.866503 sec): 3 clusters Score: Raw -144312.913064 + Penalty 4282.305581 = -140030.607482 nChanged 36 SP:Iteration 10Q (2544.987434 sec): 3 clusters Score: Raw -144332.779563 + Penalty 4282.305581 = -140050.473982 nChanged 28 SP:Iteration 11Q (2545.090914 sec): 3 clusters Score: Raw -144350.165711 + Penalty 4282.305581 = -140067.860130 nChanged 25 SP:Iteration 12Q (2545.195170 sec): 3 clusters Score: Raw -144362.576586 + Penalty 4282.305581 = -140080.271005 nChanged 11 SP:Iteration 13Q (2545.297664 sec): 3 clusters Score: Raw -144369.528496 + Penalty 4282.305581 = -140087.222914 nChanged 13 SP:Iteration 14Q (2545.419081 sec): 3 clusters Score: Raw -144380.092000 + Penalty 4282.305581 = -140097.786418 nChanged 15 SP:Iteration 15Q (2545.560878 sec): 3 clusters Score: Raw -144389.867500 + Penalty 4282.305581 = -140107.561918 nChanged 20 SP:Iteration 16Q (2545.637804 sec): 3 clusters Score: Raw -144407.219474 + Penalty 4282.305581 = -140124.913893 nChanged 22 SP:Iteration 17Q (2545.739418 sec): 3 clusters Score: Raw -144425.523532 + Penalty 4282.305581 = -140143.217951 nChanged 27 SP:Iteration 18Q (2545.854933 sec): 3 clusters Score: Raw -144448.157702 + Penalty 4282.305581 = -140165.852121 nChanged 25 SP:Iteration 19Q (2545.970850 sec): 3 clusters Score: Raw -144462.597115 + Penalty 4282.305581 = -140180.291533 nChanged 19 SP:Iteration 20F (2546.055428 sec): 3 clusters Score: Raw -144473.694312 + Penalty 4282.305581 = -140191.388730 nChanged 12 SP:Iteration 21Q (2546.148799 sec): 3 clusters Score: Raw -144481.918827 + Penalty 4282.305581 = -140199.613246 nChanged 11 SP:Iteration 22Q (2546.248002 sec): 3 clusters Score: Raw -144486.816037 + Penalty 4282.305581 = -140204.510456 nChanged 8 SP:Iteration 23Q (2546.361102 sec): 3 clusters Score: Raw -144491.937854 + Penalty 4282.305581 = -140209.632273 nChanged 7 SP:Iteration 24Q (2546.488506 sec): 3 clusters Score: Raw -144497.541400 + Penalty 4282.305581 = -140215.235818 nChanged 11 SP:Iteration 25Q (2546.572209 sec): 3 clusters Score: Raw -144504.485860 + Penalty 4282.305581 = -140222.180278 nChanged 9 SP:Iteration 26Q (2546.704176 sec): 3 clusters Score: Raw -144509.847011 + Penalty 4282.305581 = -140227.541430 nChanged 3 SP:Iteration 27Q (2546.807883 sec): 3 clusters Score: Raw -144511.260420 + Penalty 4282.305581 = -140228.954838 nChanged 2 SP:Iteration 28Q (2546.897295 sec): 3 clusters Score: Raw -144512.959554 + Penalty 4282.305581 = -140230.653973 nChanged 3 SP:Iteration 29Q (2546.937685 sec): 3 clusters Score: Raw -144514.286950 + Penalty 4282.305581 = -140231.981369 nChanged 7 SP:Iteration 30Q (2547.042186 sec): 3 clusters Score: Raw -144517.610541 + Penalty 4282.305581 = -140235.304960 nChanged 6 SP:Iteration 31Q (2547.163298 sec): 3 clusters Score: Raw -144521.275090 + Penalty 4282.305581 = -140238.969509 nChanged 6 SP:Iteration 32Q (2547.242244 sec): 3 clusters Score: Raw -144525.331461 + Penalty 4282.305581 = -140243.025880 nChanged 7 SP:Iteration 33Q (2547.358029 sec): 3 clusters Score: Raw -144529.079309 + Penalty 4282.305581 = -140246.773728 nChanged 8 SP:Iteration 34Q (2547.458535 sec): 3 clusters Score: Raw -144532.750244 + Penalty 4282.305581 = -140250.444663 nChanged 3 SP:Iteration 35Q (2547.590771 sec): 3 clusters Score: Raw -144535.063880 + Penalty 4282.305581 = -140252.758298 nChanged 2 SP:Iteration 36Q (2547.687974 sec): 3 clusters Score: Raw -144535.542445 + Penalty 4282.305581 = -140253.236863 nChanged 0 SP:Iteration 37F (2547.786167 sec): 3 clusters Score: Raw -144535.542445 + Penalty 4282.305581 = -140253.236863 nChanged 0 Trying to split cluster 4 (2350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2547.844259 sec): 2 clusters Score: Raw -105060.895381 + Penalty 2049.213040 = -103011.682341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2547.935476 sec): 3 clusters Score: Raw -104143.950368 + Penalty 4098.426081 = -100045.524288 nChanged 747 SP:Iteration 1F (2548.053506 sec): 3 clusters Score: Raw -104674.005565 + Penalty 4098.426081 = -100575.579484 nChanged 174 SP:Iteration 2F (2548.156205 sec): 3 clusters Score: Raw -104826.693733 + Penalty 4098.426081 = -100728.267652 nChanged 114 SP:Iteration 3Q (2548.254592 sec): 3 clusters Score: Raw -104933.133117 + Penalty 4098.426081 = -100834.707036 nChanged 89 SP:Iteration 4Q (2548.367808 sec): 3 clusters Score: Raw -105000.315791 + Penalty 4098.426081 = -100901.889711 nChanged 55 SP:Iteration 5Q (2548.472344 sec): 3 clusters Score: Raw -105043.514003 + Penalty 4098.426081 = -100945.087922 nChanged 36 SP:Iteration 6Q (2548.566097 sec): 3 clusters Score: Raw -105072.818779 + Penalty 4098.426081 = -100974.392698 nChanged 28 SP:Iteration 7Q (2548.672722 sec): 3 clusters Score: Raw -105092.484374 + Penalty 4098.426081 = -100994.058293 nChanged 26 SP:Iteration 8Q (2548.775066 sec): 3 clusters Score: Raw -105107.334188 + Penalty 4098.426081 = -101008.908107 nChanged 22 SP:Iteration 9Q (2548.869323 sec): 3 clusters Score: Raw -105121.802624 + Penalty 4098.426081 = -101023.376543 nChanged 25 SP:Iteration 10Q (2548.964580 sec): 3 clusters Score: Raw -105138.738962 + Penalty 4098.426081 = -101040.312881 nChanged 21 SP:Iteration 11Q (2549.065213 sec): 3 clusters Score: Raw -105152.507042 + Penalty 4098.426081 = -101054.080961 nChanged 18 SP:Iteration 12Q (2549.153005 sec): 3 clusters Score: Raw -105166.174480 + Penalty 4098.426081 = -101067.748400 nChanged 22 SP:Iteration 13Q (2549.282085 sec): 3 clusters Score: Raw -105179.373709 + Penalty 4098.426081 = -101080.947629 nChanged 19 SP:Iteration 14Q (2549.375897 sec): 3 clusters Score: Raw -105193.555857 + Penalty 4098.426081 = -101095.129777 nChanged 23 SP:Iteration 15Q (2549.464214 sec): 3 clusters Score: Raw -105207.504336 + Penalty 4098.426081 = -101109.078256 nChanged 18 SP:Iteration 16Q (2549.569138 sec): 3 clusters Score: Raw -105220.203430 + Penalty 4098.426081 = -101121.777350 nChanged 22 SP:Iteration 17Q (2549.661338 sec): 3 clusters Score: Raw -105235.192622 + Penalty 4098.426081 = -101136.766541 nChanged 22 SP:Iteration 18Q (2549.773746 sec): 3 clusters Score: Raw -105248.451959 + Penalty 4098.426081 = -101150.025878 nChanged 15 SP:Iteration 19Q (2549.852605 sec): 3 clusters Score: Raw -105258.823317 + Penalty 4098.426081 = -101160.397237 nChanged 15 SP:Iteration 20F (2549.928369 sec): 3 clusters Score: Raw -105268.963442 + Penalty 4098.426081 = -101170.537361 nChanged 17 SP:Iteration 21Q (2550.013573 sec): 3 clusters Score: Raw -105282.790138 + Penalty 4098.426081 = -101184.364057 nChanged 15 SP:Iteration 22Q (2550.131470 sec): 3 clusters Score: Raw -105290.564514 + Penalty 4098.426081 = -101192.138434 nChanged 11 SP:Iteration 23Q (2550.215522 sec): 3 clusters Score: Raw -105304.138939 + Penalty 4098.426081 = -101205.712859 nChanged 19 SP:Iteration 24Q (2550.343661 sec): 3 clusters Score: Raw -105318.926478 + Penalty 4098.426081 = -101220.500397 nChanged 12 SP:Iteration 25Q (2550.434328 sec): 3 clusters Score: Raw -105325.370639 + Penalty 4098.426081 = -101226.944558 nChanged 13 SP:Iteration 26Q (2550.544171 sec): 3 clusters Score: Raw -105332.189802 + Penalty 4098.426081 = -101233.763721 nChanged 10 SP:Iteration 27Q (2550.649560 sec): 3 clusters Score: Raw -105338.339116 + Penalty 4098.426081 = -101239.913035 nChanged 8 SP:Iteration 28Q (2550.755184 sec): 3 clusters Score: Raw -105342.509530 + Penalty 4098.426081 = -101244.083450 nChanged 10 SP:Iteration 29Q (2550.864927 sec): 3 clusters Score: Raw -105348.293454 + Penalty 4098.426081 = -101249.867373 nChanged 6 SP:Iteration 30Q (2550.977481 sec): 3 clusters Score: Raw -105353.116184 + Penalty 4098.426081 = -101254.690104 nChanged 10 SP:Iteration 31Q (2551.117393 sec): 3 clusters Score: Raw -105361.653888 + Penalty 4098.426081 = -101263.227807 nChanged 7 SP:Iteration 32Q (2551.207335 sec): 3 clusters Score: Raw -105366.364934 + Penalty 4098.426081 = -101267.938854 nChanged 5 SP:Iteration 33Q (2551.314605 sec): 3 clusters Score: Raw -105369.038041 + Penalty 4098.426081 = -101270.611960 nChanged 5 SP:Iteration 34Q (2551.410201 sec): 3 clusters Score: Raw -105372.933165 + Penalty 4098.426081 = -101274.507084 nChanged 2 SP:Iteration 35Q (2551.519663 sec): 3 clusters Score: Raw -105373.747662 + Penalty 4098.426081 = -101275.321582 nChanged 1 SP:Iteration 36Q (2551.623697 sec): 3 clusters Score: Raw -105374.193209 + Penalty 4098.426081 = -101275.767128 nChanged 0 SP:Iteration 37F (2551.710622 sec): 3 clusters Score: Raw -105374.193209 + Penalty 4098.426081 = -101275.767128 nChanged 0 Trying to split cluster 5 (9907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2551.827760 sec): 2 clusters Score: Raw -403990.127096 + Penalty 2429.063170 = -401561.063926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2551.950540 sec): 3 clusters Score: Raw -398816.032758 + Penalty 4858.126340 = -393957.906418 nChanged 4058 SP:Iteration 1F (2552.068142 sec): 3 clusters Score: Raw -401068.018803 + Penalty 4858.126340 = -396209.892463 nChanged 708 SP:Iteration 2F (2552.207375 sec): 3 clusters Score: Raw -401428.201220 + Penalty 4858.126340 = -396570.074879 nChanged 536 SP:Iteration 3F (2552.328983 sec): 3 clusters Score: Raw -401710.402013 + Penalty 4858.126340 = -396852.275673 nChanged 474 SP:Iteration 4Q (2552.457061 sec): 3 clusters Score: Raw -401963.082643 + Penalty 4858.126340 = -397104.956303 nChanged 405 SP:Iteration 5Q (2552.604207 sec): 3 clusters Score: Raw -402170.920124 + Penalty 4858.126340 = -397312.793784 nChanged 381 SP:Iteration 6Q (2552.780653 sec): 3 clusters Score: Raw -402358.533387 + Penalty 4858.126340 = -397500.407047 nChanged 317 SP:Iteration 7Q (2552.897212 sec): 3 clusters Score: Raw -402522.165286 + Penalty 4858.126340 = -397664.038946 nChanged 311 SP:Iteration 8Q (2553.053721 sec): 3 clusters Score: Raw -402667.310392 + Penalty 4858.126340 = -397809.184051 nChanged 242 SP:Iteration 9Q (2553.213638 sec): 3 clusters Score: Raw -402787.386417 + Penalty 4858.126340 = -397929.260077 nChanged 245 SP:Iteration 10Q (2553.365408 sec): 3 clusters Score: Raw -402899.639623 + Penalty 4858.126340 = -398041.513283 nChanged 247 SP:Iteration 11Q (2553.522114 sec): 3 clusters Score: Raw -403014.815951 + Penalty 4858.126340 = -398156.689611 nChanged 224 SP:Iteration 12Q (2553.663813 sec): 3 clusters Score: Raw -403135.949925 + Penalty 4858.126340 = -398277.823584 nChanged 236 SP:Iteration 13Q (2553.776932 sec): 3 clusters Score: Raw -403247.582395 + Penalty 4858.126340 = -398389.456054 nChanged 236 SP:Iteration 14Q (2553.931057 sec): 3 clusters Score: Raw -403349.674158 + Penalty 4858.126340 = -398491.547818 nChanged 203 SP:Iteration 15Q (2554.067075 sec): 3 clusters Score: Raw -403434.230597 + Penalty 4858.126340 = -398576.104256 nChanged 177 SP:Iteration 16Q (2554.195003 sec): 3 clusters Score: Raw -403509.411225 + Penalty 4858.126340 = -398651.284885 nChanged 166 SP:Iteration 17Q (2554.315566 sec): 3 clusters Score: Raw -403580.378370 + Penalty 4858.126340 = -398722.252029 nChanged 159 SP:Iteration 18Q (2554.460974 sec): 3 clusters Score: Raw -403640.755651 + Penalty 4858.126340 = -398782.629311 nChanged 139 SP:Iteration 19Q (2554.603519 sec): 3 clusters Score: Raw -403690.934496 + Penalty 4858.126340 = -398832.808156 nChanged 124 SP:Iteration 20F (2554.736183 sec): 3 clusters Score: Raw -403736.974634 + Penalty 4858.126340 = -398878.848294 nChanged 99 SP:Iteration 21Q (2554.899072 sec): 3 clusters Score: Raw -403775.785323 + Penalty 4858.126340 = -398917.658983 nChanged 105 SP:Iteration 22Q (2554.998538 sec): 3 clusters Score: Raw -403812.728514 + Penalty 4858.126340 = -398954.602173 nChanged 95 SP:Iteration 23Q (2555.145371 sec): 3 clusters Score: Raw -403844.028136 + Penalty 4858.126340 = -398985.901795 nChanged 96 SP:Iteration 24Q (2555.284125 sec): 3 clusters Score: Raw -403874.510189 + Penalty 4858.126340 = -399016.383848 nChanged 87 SP:Iteration 25Q (2555.400298 sec): 3 clusters Score: Raw -403902.500918 + Penalty 4858.126340 = -399044.374578 nChanged 80 SP:Iteration 26Q (2555.516338 sec): 3 clusters Score: Raw -403927.720292 + Penalty 4858.126340 = -399069.593952 nChanged 66 SP:Iteration 27Q (2555.676746 sec): 3 clusters Score: Raw -403948.219543 + Penalty 4858.126340 = -399090.093202 nChanged 68 SP:Iteration 28Q (2555.824567 sec): 3 clusters Score: Raw -403966.737492 + Penalty 4858.126340 = -399108.611152 nChanged 52 SP:Iteration 29Q (2555.976616 sec): 3 clusters Score: Raw -403982.215719 + Penalty 4858.126340 = -399124.089379 nChanged 52 SP:Iteration 30Q (2556.115950 sec): 3 clusters Score: Raw -403995.783074 + Penalty 4858.126340 = -399137.656734 nChanged 49 SP:Iteration 31Q (2556.261283 sec): 3 clusters Score: Raw -404006.473819 + Penalty 4858.126340 = -399148.347479 nChanged 42 SP:Iteration 32Q (2556.382071 sec): 3 clusters Score: Raw -404019.603877 + Penalty 4858.126340 = -399161.477536 nChanged 58 SP:Iteration 33Q (2556.521130 sec): 3 clusters Score: Raw -404035.477443 + Penalty 4858.126340 = -399177.351102 nChanged 52 SP:Iteration 34Q (2556.667183 sec): 3 clusters Score: Raw -404048.172990 + Penalty 4858.126340 = -399190.046650 nChanged 49 SP:Iteration 35Q (2556.796973 sec): 3 clusters Score: Raw -404062.419975 + Penalty 4858.126340 = -399204.293635 nChanged 56 SP:Iteration 36Q (2556.916945 sec): 3 clusters Score: Raw -404078.116394 + Penalty 4858.126340 = -399219.990053 nChanged 62 SP:Iteration 37Q (2557.036841 sec): 3 clusters Score: Raw -404094.015324 + Penalty 4858.126340 = -399235.888984 nChanged 48 SP:Iteration 38Q (2557.189302 sec): 3 clusters Score: Raw -404107.513888 + Penalty 4858.126340 = -399249.387548 nChanged 43 SP:Iteration 39Q (2557.327855 sec): 3 clusters Score: Raw -404118.900866 + Penalty 4858.126340 = -399260.774525 nChanged 44 SP:Iteration 40F (2557.477105 sec): 3 clusters Score: Raw -404129.142095 + Penalty 4858.126340 = -399271.015754 nChanged 34 SP:Iteration 41Q (2557.622145 sec): 3 clusters Score: Raw -404136.476054 + Penalty 4858.126340 = -399278.349713 nChanged 30 SP:Iteration 42Q (2557.769612 sec): 3 clusters Score: Raw -404144.200766 + Penalty 4858.126340 = -399286.074426 nChanged 35 SP:Iteration 43Q (2557.905802 sec): 3 clusters Score: Raw -404153.925549 + Penalty 4858.126340 = -399295.799208 nChanged 36 SP:Iteration 44Q (2558.044549 sec): 3 clusters Score: Raw -404165.590247 + Penalty 4858.126340 = -399307.463906 nChanged 33 SP:Iteration 45Q (2558.186363 sec): 3 clusters Score: Raw -404173.323161 + Penalty 4858.126340 = -399315.196820 nChanged 30 SP:Iteration 46Q (2558.316082 sec): 3 clusters Score: Raw -404179.974829 + Penalty 4858.126340 = -399321.848489 nChanged 20 SP:Iteration 47Q (2558.434566 sec): 3 clusters Score: Raw -404183.901665 + Penalty 4858.126340 = -399325.775325 nChanged 15 SP:Iteration 48Q (2558.551562 sec): 3 clusters Score: Raw -404186.947862 + Penalty 4858.126340 = -399328.821521 nChanged 22 SP:Iteration 49Q (2558.699841 sec): 3 clusters Score: Raw -404191.254149 + Penalty 4858.126340 = -399333.127808 nChanged 20 SP:Iteration 50Q (2558.818516 sec): 3 clusters Score: Raw -404194.686867 + Penalty 4858.126340 = -399336.560527 nChanged 15 SP:Iteration 51Q (2558.924108 sec): 3 clusters Score: Raw -404197.347597 + Penalty 4858.126340 = -399339.221257 nChanged 9 SP:Iteration 52Q (2559.034459 sec): 3 clusters Score: Raw -404199.418339 + Penalty 4858.126340 = -399341.291998 nChanged 8 SP:Iteration 53Q (2559.164640 sec): 3 clusters Score: Raw -404201.819119 + Penalty 4858.126340 = -399343.692778 nChanged 16 SP:Iteration 54Q (2559.308953 sec): 3 clusters Score: Raw -404206.819099 + Penalty 4858.126340 = -399348.692759 nChanged 17 SP:Iteration 55Q (2559.441951 sec): 3 clusters Score: Raw -404211.673305 + Penalty 4858.126340 = -399353.546965 nChanged 25 SP:Iteration 56Q (2559.575046 sec): 3 clusters Score: Raw -404218.300330 + Penalty 4858.126340 = -399360.173990 nChanged 26 SP:Iteration 57Q (2559.709952 sec): 3 clusters Score: Raw -404226.955960 + Penalty 4858.126340 = -399368.829619 nChanged 25 SP:Iteration 58Q (2559.853656 sec): 3 clusters Score: Raw -404233.563077 + Penalty 4858.126340 = -399375.436737 nChanged 20 SP:Iteration 59Q (2560.001408 sec): 3 clusters Score: Raw -404238.084037 + Penalty 4858.126340 = -399379.957696 nChanged 15 SP:Iteration 60F (2560.124886 sec): 3 clusters Score: Raw -404240.463156 + Penalty 4858.126340 = -399382.336816 nChanged 13 SP:Iteration 61Q (2560.249454 sec): 3 clusters Score: Raw -404242.610238 + Penalty 4858.126340 = -399384.483897 nChanged 5 SP:Iteration 62Q (2560.381662 sec): 3 clusters Score: Raw -404243.809713 + Penalty 4858.126340 = -399385.683373 nChanged 5 SP:Iteration 63Q (2560.514231 sec): 3 clusters Score: Raw -404244.853739 + Penalty 4858.126340 = -399386.727399 nChanged 6 SP:Iteration 64Q (2560.634741 sec): 3 clusters Score: Raw -404245.805222 + Penalty 4858.126340 = -399387.678881 nChanged 3 SP:Iteration 65Q (2560.781848 sec): 3 clusters Score: Raw -404246.149692 + Penalty 4858.126340 = -399388.023351 nChanged 1 SP:Iteration 66Q (2560.922872 sec): 3 clusters Score: Raw -404246.245803 + Penalty 4858.126340 = -399388.119462 nChanged 1 SP:Iteration 67Q (2561.032130 sec): 3 clusters Score: Raw -404246.404913 + Penalty 4858.126340 = -399388.278573 nChanged 0 SP:Iteration 68F (2561.178744 sec): 3 clusters Score: Raw -404246.404913 + Penalty 4858.126340 = -399388.278573 nChanged 0 Trying to split cluster 6 (32419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2561.350036 sec): 2 clusters Score: Raw -1499936.505333 + Penalty 2742.035987 = -1497194.469346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2561.609498 sec): 3 clusters Score: Raw -1480476.792321 + Penalty 5484.071973 = -1474992.720348 nChanged 14665 SP:Iteration 1F (2561.833394 sec): 3 clusters Score: Raw -1488771.671163 + Penalty 5484.071973 = -1483287.599189 nChanged 1874 SP:Iteration 2F (2562.033093 sec): 3 clusters Score: Raw -1489646.642775 + Penalty 5484.071973 = -1484162.570801 nChanged 1829 SP:Iteration 3F (2562.239110 sec): 3 clusters Score: Raw -1490492.694441 + Penalty 5484.071973 = -1485008.622467 nChanged 1809 SP:Iteration 4F (2562.467997 sec): 3 clusters Score: Raw -1491345.974928 + Penalty 5484.071973 = -1485861.902954 nChanged 1760 SP:Iteration 5F (2562.663116 sec): 3 clusters Score: Raw -1492156.467592 + Penalty 5484.071973 = -1486672.395619 nChanged 1582 SP:Iteration 6Q (2562.881071 sec): 3 clusters Score: Raw -1492865.284589 + Penalty 5484.071973 = -1487381.212616 nChanged 1426 SP:Iteration 7Q (2563.071091 sec): 3 clusters Score: Raw -1493514.852547 + Penalty 5484.071973 = -1488030.780574 nChanged 1361 SP:Iteration 8Q (2563.310733 sec): 3 clusters Score: Raw -1494195.943571 + Penalty 5484.071973 = -1488711.871598 nChanged 1335 SP:Iteration 9Q (2563.496831 sec): 3 clusters Score: Raw -1494928.623762 + Penalty 5484.071973 = -1489444.551789 nChanged 1418 SP:Iteration 10Q (2563.727239 sec): 3 clusters Score: Raw -1495783.699284 + Penalty 5484.071973 = -1490299.627310 nChanged 1339 SP:Iteration 11Q (2563.929453 sec): 3 clusters Score: Raw -1496670.237144 + Penalty 5484.071973 = -1491186.165170 nChanged 1244 SP:Iteration 12Q (2564.153822 sec): 3 clusters Score: Raw -1497557.133440 + Penalty 5484.071973 = -1492073.061467 nChanged 1116 SP:Iteration 13Q (2564.386920 sec): 3 clusters Score: Raw -1498353.011172 + Penalty 5484.071973 = -1492868.939198 nChanged 901 SP:Iteration 14Q (2564.605492 sec): 3 clusters Score: Raw -1498980.739949 + Penalty 5484.071973 = -1493496.667975 nChanged 643 SP:Iteration 15Q (2564.804198 sec): 3 clusters Score: Raw -1499450.528413 + Penalty 5484.071973 = -1493966.456439 nChanged 444 SP:Iteration 16Q (2565.000889 sec): 3 clusters Score: Raw -1499755.496298 + Penalty 5484.071973 = -1494271.424324 nChanged 329 SP:Iteration 17Q (2565.225794 sec): 3 clusters Score: Raw -1499987.409990 + Penalty 5484.071973 = -1494503.338016 nChanged 206 SP:Iteration 18Q (2565.395386 sec): 3 clusters Score: Raw -1500134.613027 + Penalty 5484.071973 = -1494650.541054 nChanged 134 SP:Iteration 19Q (2565.591173 sec): 3 clusters Score: Raw -1500216.884859 + Penalty 5484.071973 = -1494732.812885 nChanged 109 SP:Iteration 20F (2565.855659 sec): 3 clusters Score: Raw -1500291.293792 + Penalty 5484.071973 = -1494807.221819 nChanged 83 SP:Iteration 21Q (2566.061191 sec): 3 clusters Score: Raw -1500338.682643 + Penalty 5484.071973 = -1494854.610670 nChanged 50 SP:Iteration 22Q (2566.239658 sec): 3 clusters Score: Raw -1500366.900424 + Penalty 5484.071973 = -1494882.828451 nChanged 43 SP:Iteration 23Q (2566.506386 sec): 3 clusters Score: Raw -1500393.665297 + Penalty 5484.071973 = -1494909.593323 nChanged 41 SP:Iteration 24Q (2566.679892 sec): 3 clusters Score: Raw -1500419.468285 + Penalty 5484.071973 = -1494935.396312 nChanged 34 SP:Iteration 25Q (2566.850145 sec): 3 clusters Score: Raw -1500440.260043 + Penalty 5484.071973 = -1494956.188069 nChanged 26 SP:Iteration 26Q (2567.066385 sec): 3 clusters Score: Raw -1500454.275796 + Penalty 5484.071973 = -1494970.203822 nChanged 19 SP:Iteration 27Q (2567.253034 sec): 3 clusters Score: Raw -1500465.382103 + Penalty 5484.071973 = -1494981.310130 nChanged 19 SP:Iteration 28Q (2567.435037 sec): 3 clusters Score: Raw -1500475.931370 + Penalty 5484.071973 = -1494991.859397 nChanged 17 SP:Iteration 29Q (2567.637683 sec): 3 clusters Score: Raw -1500488.688900 + Penalty 5484.071973 = -1495004.616927 nChanged 19 SP:Iteration 30Q (2567.825671 sec): 3 clusters Score: Raw -1500501.406027 + Penalty 5484.071973 = -1495017.334054 nChanged 15 SP:Iteration 31Q (2568.039000 sec): 3 clusters Score: Raw -1500511.770327 + Penalty 5484.071973 = -1495027.698354 nChanged 22 SP:Iteration 32Q (2568.226144 sec): 3 clusters Score: Raw -1500524.422905 + Penalty 5484.071973 = -1495040.350932 nChanged 13 SP:Iteration 33Q (2568.416502 sec): 3 clusters Score: Raw -1500534.799942 + Penalty 5484.071973 = -1495050.727968 nChanged 16 SP:Iteration 34Q (2568.604406 sec): 3 clusters Score: Raw -1500545.900157 + Penalty 5484.071973 = -1495061.828183 nChanged 12 SP:Iteration 35Q (2568.793013 sec): 3 clusters Score: Raw -1500551.435394 + Penalty 5484.071973 = -1495067.363420 nChanged 5 SP:Iteration 36Q (2568.982476 sec): 3 clusters Score: Raw -1500553.981056 + Penalty 5484.071973 = -1495069.909083 nChanged 8 SP:Iteration 37Q (2569.191789 sec): 3 clusters Score: Raw -1500557.148470 + Penalty 5484.071973 = -1495073.076496 nChanged 2 SP:Iteration 38Q (2569.362600 sec): 3 clusters Score: Raw -1500558.203650 + Penalty 5484.071973 = -1495074.131677 nChanged 2 SP:Iteration 39Q (2569.542272 sec): 3 clusters Score: Raw -1500559.935481 + Penalty 5484.071973 = -1495075.863508 nChanged 3 SP:Iteration 40F (2569.745292 sec): 3 clusters Score: Raw -1500561.444480 + Penalty 5484.071973 = -1495077.372507 nChanged 3 SP:Iteration 41Q (2569.953663 sec): 3 clusters Score: Raw -1500562.932898 + Penalty 5484.071973 = -1495078.860925 nChanged 2 SP:Iteration 42Q (2570.078473 sec): 3 clusters Score: Raw -1500563.560558 + Penalty 5484.071973 = -1495079.488584 nChanged 1 SP:Iteration 43Q (2570.199929 sec): 3 clusters Score: Raw -1500563.734179 + Penalty 5484.071973 = -1495079.662206 nChanged 0 SP:Iteration 44F (2570.490197 sec): 3 clusters Score: Raw -1500563.734179 + Penalty 5484.071973 = -1495079.662206 nChanged 0 Trying to split cluster 7 (1132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2570.597924 sec): 2 clusters Score: Raw -48262.007468 + Penalty 1856.379692 = -46405.627775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2570.612088 sec): 3 clusters Score: Raw -47990.265112 + Penalty 3712.759385 = -44277.505728 nChanged 282 SP:Iteration 1F (2570.634985 sec): 3 clusters Score: Raw -48269.941926 + Penalty 3712.759385 = -44557.182542 nChanged 68 SP:Iteration 2F (2570.657934 sec): 3 clusters Score: Raw -48343.383512 + Penalty 3712.759385 = -44630.624127 nChanged 31 SP:Iteration 3Q (2570.680921 sec): 3 clusters Score: Raw -48378.879974 + Penalty 3712.759385 = -44666.120590 nChanged 21 SP:Iteration 4Q (2570.703786 sec): 3 clusters Score: Raw -48404.374290 + Penalty 3712.759385 = -44691.614905 nChanged 18 SP:Iteration 5Q (2570.726829 sec): 3 clusters Score: Raw -48425.158765 + Penalty 3712.759385 = -44712.399380 nChanged 5 SP:Iteration 6Q (2570.765701 sec): 3 clusters Score: Raw -48430.982521 + Penalty 3712.759385 = -44718.223136 nChanged 5 SP:Iteration 7Q (2570.788544 sec): 3 clusters Score: Raw -48435.638476 + Penalty 3712.759385 = -44722.879091 nChanged 2 SP:Iteration 8Q (2570.813095 sec): 3 clusters Score: Raw -48437.424772 + Penalty 3712.759385 = -44724.665388 nChanged 3 SP:Iteration 9Q (2570.835939 sec): 3 clusters Score: Raw -48442.588604 + Penalty 3712.759385 = -44729.829219 nChanged 3 SP:Iteration 10Q (2570.858726 sec): 3 clusters Score: Raw -48446.709817 + Penalty 3712.759385 = -44733.950432 nChanged 3 SP:Iteration 11Q (2570.881590 sec): 3 clusters Score: Raw -48449.977908 + Penalty 3712.759385 = -44737.218523 nChanged 2 SP:Iteration 12Q (2570.903955 sec): 3 clusters Score: Raw -48452.981630 + Penalty 3712.759385 = -44740.222246 nChanged 3 SP:Iteration 13Q (2570.953012 sec): 3 clusters Score: Raw -48456.386632 + Penalty 3712.759385 = -44743.627247 nChanged 4 SP:Iteration 14Q (2571.068711 sec): 3 clusters Score: Raw -48459.966782 + Penalty 3712.759385 = -44747.207398 nChanged 3 SP:Iteration 15Q (2571.176089 sec): 3 clusters Score: Raw -48462.484006 + Penalty 3712.759385 = -44749.724622 nChanged 2 SP:Iteration 16Q (2571.283745 sec): 3 clusters Score: Raw -48464.529366 + Penalty 3712.759385 = -44751.769981 nChanged 1 SP:Iteration 17Q (2571.389342 sec): 3 clusters Score: Raw -48465.892005 + Penalty 3712.759385 = -44753.132621 nChanged 0 SP:Iteration 18F (2571.472822 sec): 3 clusters Score: Raw -48465.892005 + Penalty 3712.759385 = -44753.132621 nChanged 0 Trying to split cluster 9 (3953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2571.540314 sec): 2 clusters Score: Raw -196010.124534 + Penalty 2186.508737 = -193823.615798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2571.677252 sec): 3 clusters Score: Raw -194272.382208 + Penalty 4373.017473 = -189899.364735 nChanged 1420 SP:Iteration 1F (2571.812163 sec): 3 clusters Score: Raw -195127.395927 + Penalty 4373.017473 = -190754.378454 nChanged 288 SP:Iteration 2F (2571.929425 sec): 3 clusters Score: Raw -195319.944531 + Penalty 4373.017473 = -190946.927058 nChanged 188 SP:Iteration 3Q (2572.032125 sec): 3 clusters Score: Raw -195437.300055 + Penalty 4373.017473 = -191064.282582 nChanged 119 SP:Iteration 4Q (2572.149008 sec): 3 clusters Score: Raw -195501.422736 + Penalty 4373.017473 = -191128.405263 nChanged 94 SP:Iteration 5Q (2572.271142 sec): 3 clusters Score: Raw -195550.241624 + Penalty 4373.017473 = -191177.224151 nChanged 80 SP:Iteration 6Q (2572.367912 sec): 3 clusters Score: Raw -195593.148699 + Penalty 4373.017473 = -191220.131225 nChanged 71 SP:Iteration 7Q (2572.479200 sec): 3 clusters Score: Raw -195634.179556 + Penalty 4373.017473 = -191261.162082 nChanged 61 SP:Iteration 8Q (2572.608060 sec): 3 clusters Score: Raw -195665.051191 + Penalty 4373.017473 = -191292.033718 nChanged 49 SP:Iteration 9Q (2572.745122 sec): 3 clusters Score: Raw -195686.374542 + Penalty 4373.017473 = -191313.357069 nChanged 38 SP:Iteration 10Q (2572.863174 sec): 3 clusters Score: Raw -195701.593918 + Penalty 4373.017473 = -191328.576444 nChanged 36 SP:Iteration 11Q (2572.964876 sec): 3 clusters Score: Raw -195714.834909 + Penalty 4373.017473 = -191341.817435 nChanged 38 SP:Iteration 12Q (2573.078020 sec): 3 clusters Score: Raw -195731.481491 + Penalty 4373.017473 = -191358.464018 nChanged 35 SP:Iteration 13Q (2573.201973 sec): 3 clusters Score: Raw -195747.294451 + Penalty 4373.017473 = -191374.276977 nChanged 41 SP:Iteration 14Q (2573.329289 sec): 3 clusters Score: Raw -195764.302710 + Penalty 4373.017473 = -191391.285237 nChanged 44 SP:Iteration 15Q (2573.456959 sec): 3 clusters Score: Raw -195785.690345 + Penalty 4373.017473 = -191412.672871 nChanged 50 SP:Iteration 16Q (2573.564879 sec): 3 clusters Score: Raw -195810.801298 + Penalty 4373.017473 = -191437.783825 nChanged 48 SP:Iteration 17Q (2573.681508 sec): 3 clusters Score: Raw -195835.061754 + Penalty 4373.017473 = -191462.044281 nChanged 43 SP:Iteration 18Q (2573.802894 sec): 3 clusters Score: Raw -195854.752593 + Penalty 4373.017473 = -191481.735119 nChanged 34 SP:Iteration 19Q (2573.914515 sec): 3 clusters Score: Raw -195874.320635 + Penalty 4373.017473 = -191501.303161 nChanged 34 SP:Iteration 20F (2574.058316 sec): 3 clusters Score: Raw -195891.774211 + Penalty 4373.017473 = -191518.756738 nChanged 40 SP:Iteration 21Q (2574.134455 sec): 3 clusters Score: Raw -195912.563504 + Penalty 4373.017473 = -191539.546030 nChanged 32 SP:Iteration 22Q (2574.258743 sec): 3 clusters Score: Raw -195930.012972 + Penalty 4373.017473 = -191556.995498 nChanged 38 SP:Iteration 23Q (2574.372175 sec): 3 clusters Score: Raw -195948.140716 + Penalty 4373.017473 = -191575.123243 nChanged 37 SP:Iteration 24Q (2574.495653 sec): 3 clusters Score: Raw -195964.690981 + Penalty 4373.017473 = -191591.673508 nChanged 25 SP:Iteration 25Q (2574.585775 sec): 3 clusters Score: Raw -195977.120599 + Penalty 4373.017473 = -191604.103126 nChanged 28 SP:Iteration 26Q (2574.697614 sec): 3 clusters Score: Raw -195992.757546 + Penalty 4373.017473 = -191619.740072 nChanged 25 SP:Iteration 27Q (2574.827284 sec): 3 clusters Score: Raw -196003.904995 + Penalty 4373.017473 = -191630.887522 nChanged 25 SP:Iteration 28Q (2574.955543 sec): 3 clusters Score: Raw -196017.902304 + Penalty 4373.017473 = -191644.884831 nChanged 26 SP:Iteration 29Q (2575.062440 sec): 3 clusters Score: Raw -196033.197418 + Penalty 4373.017473 = -191660.179944 nChanged 23 SP:Iteration 30Q (2575.164073 sec): 3 clusters Score: Raw -196050.822374 + Penalty 4373.017473 = -191677.804901 nChanged 34 SP:Iteration 31Q (2575.271994 sec): 3 clusters Score: Raw -196068.049606 + Penalty 4373.017473 = -191695.032133 nChanged 22 SP:Iteration 32Q (2575.386988 sec): 3 clusters Score: Raw -196080.171096 + Penalty 4373.017473 = -191707.153623 nChanged 21 SP:Iteration 33Q (2575.504852 sec): 3 clusters Score: Raw -196091.442822 + Penalty 4373.017473 = -191718.425349 nChanged 22 SP:Iteration 34Q (2575.625492 sec): 3 clusters Score: Raw -196102.204593 + Penalty 4373.017473 = -191729.187120 nChanged 23 SP:Iteration 35Q (2575.739323 sec): 3 clusters Score: Raw -196114.941230 + Penalty 4373.017473 = -191741.923756 nChanged 22 SP:Iteration 36Q (2575.851756 sec): 3 clusters Score: Raw -196125.199647 + Penalty 4373.017473 = -191752.182174 nChanged 13 SP:Iteration 37Q (2575.963763 sec): 3 clusters Score: Raw -196131.986492 + Penalty 4373.017473 = -191758.969018 nChanged 10 SP:Iteration 38Q (2576.091609 sec): 3 clusters Score: Raw -196139.036380 + Penalty 4373.017473 = -191766.018907 nChanged 12 SP:Iteration 39Q (2576.207235 sec): 3 clusters Score: Raw -196146.753553 + Penalty 4373.017473 = -191773.736079 nChanged 14 SP:Iteration 40F (2576.322775 sec): 3 clusters Score: Raw -196151.841838 + Penalty 4373.017473 = -191778.824365 nChanged 7 SP:Iteration 41Q (2576.441119 sec): 3 clusters Score: Raw -196154.335643 + Penalty 4373.017473 = -191781.318170 nChanged 3 SP:Iteration 42Q (2576.555841 sec): 3 clusters Score: Raw -196155.831457 + Penalty 4373.017473 = -191782.813983 nChanged 4 SP:Iteration 43Q (2576.675538 sec): 3 clusters Score: Raw -196158.080439 + Penalty 4373.017473 = -191785.062965 nChanged 6 SP:Iteration 44Q (2576.795613 sec): 3 clusters Score: Raw -196161.024084 + Penalty 4373.017473 = -191788.006611 nChanged 7 SP:Iteration 45Q (2576.928264 sec): 3 clusters Score: Raw -196165.985480 + Penalty 4373.017473 = -191792.968007 nChanged 10 SP:Iteration 46Q (2577.034040 sec): 3 clusters Score: Raw -196170.311045 + Penalty 4373.017473 = -191797.293571 nChanged 5 SP:Iteration 47Q (2577.173050 sec): 3 clusters Score: Raw -196173.398499 + Penalty 4373.017473 = -191800.381025 nChanged 7 SP:Iteration 48Q (2577.261482 sec): 3 clusters Score: Raw -196177.000043 + Penalty 4373.017473 = -191803.982569 nChanged 8 SP:Iteration 49Q (2577.374036 sec): 3 clusters Score: Raw -196180.827276 + Penalty 4373.017473 = -191807.809802 nChanged 7 SP:Iteration 50Q (2577.474540 sec): 3 clusters Score: Raw -196184.096594 + Penalty 4373.017473 = -191811.079120 nChanged 10 SP:Iteration 51Q (2577.593813 sec): 3 clusters Score: Raw -196190.791553 + Penalty 4373.017473 = -191817.774080 nChanged 12 SP:Iteration 52Q (2577.719118 sec): 3 clusters Score: Raw -196197.632662 + Penalty 4373.017473 = -191824.615188 nChanged 10 SP:Iteration 53Q (2577.849204 sec): 3 clusters Score: Raw -196202.697002 + Penalty 4373.017473 = -191829.679528 nChanged 11 SP:Iteration 54Q (2577.980798 sec): 3 clusters Score: Raw -196209.607174 + Penalty 4373.017473 = -191836.589700 nChanged 5 SP:Iteration 55Q (2578.078416 sec): 3 clusters Score: Raw -196212.442291 + Penalty 4373.017473 = -191839.424817 nChanged 3 SP:Iteration 56Q (2578.209005 sec): 3 clusters Score: Raw -196214.494675 + Penalty 4373.017473 = -191841.477202 nChanged 2 SP:Iteration 57Q (2578.340096 sec): 3 clusters Score: Raw -196216.251315 + Penalty 4373.017473 = -191843.233841 nChanged 3 SP:Iteration 58Q (2578.444916 sec): 3 clusters Score: Raw -196217.060061 + Penalty 4373.017473 = -191844.042588 nChanged 2 SP:Iteration 59Q (2578.553263 sec): 3 clusters Score: Raw -196217.825621 + Penalty 4373.017473 = -191844.808148 nChanged 1 SP:Iteration 60F (2578.677993 sec): 3 clusters Score: Raw -196218.431660 + Penalty 4373.017473 = -191845.414186 nChanged 2 SP:Iteration 61Q (2578.774475 sec): 3 clusters Score: Raw -196219.430585 + Penalty 4373.017473 = -191846.413112 nChanged 0 SP:Iteration 62F (2578.908750 sec): 3 clusters Score: Raw -196219.430585 + Penalty 4373.017473 = -191846.413112 nChanged 0 Trying to split cluster 10 (6883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2578.990750 sec): 2 clusters Score: Raw -354088.798379 + Penalty 2332.917809 = -351755.880570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2579.112236 sec): 3 clusters Score: Raw -350517.909534 + Penalty 4665.835618 = -345852.073916 nChanged 2735 SP:Iteration 1F (2579.231209 sec): 3 clusters Score: Raw -352025.191252 + Penalty 4665.835618 = -347359.355634 nChanged 509 SP:Iteration 2F (2579.365830 sec): 3 clusters Score: Raw -352310.692009 + Penalty 4665.835618 = -347644.856391 nChanged 362 SP:Iteration 3F (2579.485289 sec): 3 clusters Score: Raw -352494.252675 + Penalty 4665.835618 = -347828.417057 nChanged 293 SP:Iteration 4Q (2579.624444 sec): 3 clusters Score: Raw -352635.560041 + Penalty 4665.835618 = -347969.724423 nChanged 241 SP:Iteration 5Q (2579.765801 sec): 3 clusters Score: Raw -352750.629767 + Penalty 4665.835618 = -348084.794149 nChanged 225 SP:Iteration 6Q (2579.923499 sec): 3 clusters Score: Raw -352858.213108 + Penalty 4665.835618 = -348192.377490 nChanged 204 SP:Iteration 7Q (2580.048435 sec): 3 clusters Score: Raw -352941.872984 + Penalty 4665.835618 = -348276.037366 nChanged 162 SP:Iteration 8Q (2580.188555 sec): 3 clusters Score: Raw -353006.616724 + Penalty 4665.835618 = -348340.781106 nChanged 152 SP:Iteration 9Q (2580.320717 sec): 3 clusters Score: Raw -353079.612961 + Penalty 4665.835618 = -348413.777343 nChanged 153 SP:Iteration 10Q (2580.428858 sec): 3 clusters Score: Raw -353146.795301 + Penalty 4665.835618 = -348480.959683 nChanged 135 SP:Iteration 11Q (2580.544582 sec): 3 clusters Score: Raw -353201.955711 + Penalty 4665.835618 = -348536.120093 nChanged 131 SP:Iteration 12Q (2580.675624 sec): 3 clusters Score: Raw -353255.184337 + Penalty 4665.835618 = -348589.348719 nChanged 120 SP:Iteration 13Q (2580.811429 sec): 3 clusters Score: Raw -353304.529275 + Penalty 4665.835618 = -348638.693657 nChanged 113 SP:Iteration 14Q (2580.919594 sec): 3 clusters Score: Raw -353349.307805 + Penalty 4665.835618 = -348683.472187 nChanged 117 SP:Iteration 15Q (2581.034970 sec): 3 clusters Score: Raw -353406.135784 + Penalty 4665.835618 = -348740.300166 nChanged 128 SP:Iteration 16Q (2581.167568 sec): 3 clusters Score: Raw -353469.898235 + Penalty 4665.835618 = -348804.062617 nChanged 122 SP:Iteration 17Q (2581.303475 sec): 3 clusters Score: Raw -353527.419902 + Penalty 4665.835618 = -348861.584284 nChanged 111 SP:Iteration 18Q (2581.407240 sec): 3 clusters Score: Raw -353576.657670 + Penalty 4665.835618 = -348910.822053 nChanged 92 SP:Iteration 19Q (2581.537704 sec): 3 clusters Score: Raw -353621.831134 + Penalty 4665.835618 = -348955.995516 nChanged 103 SP:Iteration 20F (2581.696802 sec): 3 clusters Score: Raw -353673.761431 + Penalty 4665.835618 = -349007.925813 nChanged 102 SP:Iteration 21Q (2581.821634 sec): 3 clusters Score: Raw -353720.882587 + Penalty 4665.835618 = -349055.046969 nChanged 78 SP:Iteration 22Q (2581.929858 sec): 3 clusters Score: Raw -353755.624967 + Penalty 4665.835618 = -349089.789349 nChanged 69 SP:Iteration 23Q (2582.052729 sec): 3 clusters Score: Raw -353792.454150 + Penalty 4665.835618 = -349126.618532 nChanged 78 SP:Iteration 24Q (2582.187488 sec): 3 clusters Score: Raw -353830.406334 + Penalty 4665.835618 = -349164.570716 nChanged 57 SP:Iteration 25Q (2582.320083 sec): 3 clusters Score: Raw -353853.563142 + Penalty 4665.835618 = -349187.727524 nChanged 56 SP:Iteration 26Q (2582.436770 sec): 3 clusters Score: Raw -353877.014342 + Penalty 4665.835618 = -349211.178725 nChanged 39 SP:Iteration 27Q (2582.560652 sec): 3 clusters Score: Raw -353897.017261 + Penalty 4665.835618 = -349231.181643 nChanged 52 SP:Iteration 28Q (2582.699082 sec): 3 clusters Score: Raw -353922.071903 + Penalty 4665.835618 = -349256.236286 nChanged 48 SP:Iteration 29Q (2582.853979 sec): 3 clusters Score: Raw -353949.824524 + Penalty 4665.835618 = -349283.988906 nChanged 57 SP:Iteration 30Q (2582.955740 sec): 3 clusters Score: Raw -353984.255080 + Penalty 4665.835618 = -349318.419462 nChanged 62 SP:Iteration 31Q (2583.095661 sec): 3 clusters Score: Raw -354025.095929 + Penalty 4665.835618 = -349359.260311 nChanged 58 SP:Iteration 32Q (2583.236031 sec): 3 clusters Score: Raw -354058.493962 + Penalty 4665.835618 = -349392.658344 nChanged 58 SP:Iteration 33Q (2583.352003 sec): 3 clusters Score: Raw -354096.638269 + Penalty 4665.835618 = -349430.802651 nChanged 63 SP:Iteration 34Q (2583.481280 sec): 3 clusters Score: Raw -354129.997002 + Penalty 4665.835618 = -349464.161384 nChanged 44 SP:Iteration 35Q (2583.608481 sec): 3 clusters Score: Raw -354153.010343 + Penalty 4665.835618 = -349487.174725 nChanged 40 SP:Iteration 36Q (2583.748358 sec): 3 clusters Score: Raw -354181.237528 + Penalty 4665.835618 = -349515.401910 nChanged 36 SP:Iteration 37Q (2583.832586 sec): 3 clusters Score: Raw -354203.446828 + Penalty 4665.835618 = -349537.611210 nChanged 39 SP:Iteration 38Q (2583.958555 sec): 3 clusters Score: Raw -354228.899154 + Penalty 4665.835618 = -349563.063536 nChanged 31 SP:Iteration 39Q (2584.096147 sec): 3 clusters Score: Raw -354245.610595 + Penalty 4665.835618 = -349579.774977 nChanged 15 SP:Iteration 40F (2584.216015 sec): 3 clusters Score: Raw -354253.970868 + Penalty 4665.835618 = -349588.135250 nChanged 13 SP:Iteration 41Q (2584.331708 sec): 3 clusters Score: Raw -354261.249735 + Penalty 4665.835618 = -349595.414117 nChanged 13 SP:Iteration 42Q (2584.463753 sec): 3 clusters Score: Raw -354267.413293 + Penalty 4665.835618 = -349601.577675 nChanged 12 SP:Iteration 43Q (2584.592833 sec): 3 clusters Score: Raw -354274.162127 + Penalty 4665.835618 = -349608.326509 nChanged 14 SP:Iteration 44Q (2584.708285 sec): 3 clusters Score: Raw -354281.751950 + Penalty 4665.835618 = -349615.916332 nChanged 16 SP:Iteration 45Q (2584.844300 sec): 3 clusters Score: Raw -354291.192211 + Penalty 4665.835618 = -349625.356593 nChanged 19 SP:Iteration 46Q (2584.990961 sec): 3 clusters Score: Raw -354302.504202 + Penalty 4665.835618 = -349636.668584 nChanged 18 SP:Iteration 47Q (2585.078493 sec): 3 clusters Score: Raw -354313.790167 + Penalty 4665.835618 = -349647.954549 nChanged 21 SP:Iteration 48Q (2585.204648 sec): 3 clusters Score: Raw -354324.931511 + Penalty 4665.835618 = -349659.095893 nChanged 14 SP:Iteration 49Q (2585.299934 sec): 3 clusters Score: Raw -354333.862988 + Penalty 4665.835618 = -349668.027371 nChanged 15 SP:Iteration 50Q (2585.420902 sec): 3 clusters Score: Raw -354342.255931 + Penalty 4665.835618 = -349676.420313 nChanged 14 SP:Iteration 51Q (2585.528365 sec): 3 clusters Score: Raw -354350.700330 + Penalty 4665.835618 = -349684.864712 nChanged 12 SP:Iteration 52Q (2585.653031 sec): 3 clusters Score: Raw -354358.915392 + Penalty 4665.835618 = -349693.079774 nChanged 17 SP:Iteration 53Q (2585.768370 sec): 3 clusters Score: Raw -354369.162910 + Penalty 4665.835618 = -349703.327292 nChanged 8 SP:Iteration 54Q (2585.916502 sec): 3 clusters Score: Raw -354374.208858 + Penalty 4665.835618 = -349708.373240 nChanged 8 SP:Iteration 55Q (2586.074019 sec): 3 clusters Score: Raw -354378.662919 + Penalty 4665.835618 = -349712.827301 nChanged 6 SP:Iteration 56Q (2586.185209 sec): 3 clusters Score: Raw -354382.296136 + Penalty 4665.835618 = -349716.460518 nChanged 7 SP:Iteration 57Q (2586.332463 sec): 3 clusters Score: Raw -354385.688196 + Penalty 4665.835618 = -349719.852578 nChanged 5 SP:Iteration 58Q (2586.450383 sec): 3 clusters Score: Raw -354387.671144 + Penalty 4665.835618 = -349721.835526 nChanged 2 SP:Iteration 59Q (2586.581042 sec): 3 clusters Score: Raw -354388.737234 + Penalty 4665.835618 = -349722.901616 nChanged 3 SP:Iteration 60F (2586.706347 sec): 3 clusters Score: Raw -354390.277238 + Penalty 4665.835618 = -349724.441620 nChanged 1 SP:Iteration 61Q (2586.858132 sec): 3 clusters Score: Raw -354390.546512 + Penalty 4665.835618 = -349724.710895 nChanged 0 SP:Iteration 62F (2586.982087 sec): 3 clusters Score: Raw -354390.546512 + Penalty 4665.835618 = -349724.710895 nChanged 0 Time taken for this iteration:329.921604 seconds. 12->9 Clusters: Score -2915954.347756, best is -2919496.199812 Main iterations: 1185 (time per iteration =358.165450 ms) Total iterations: 14059 (time per iteration =30.188922 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 227824152758.000000 (time per metric unit =1.862955ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 7062548735498.000000 (time per metric unit=60.095310ps) That took 424.426058 seconds.