FileBase DT3_rLS_rCA1_20150929_732um_576um ElecNo 12 UseFeatures DropLastNFeatures 1 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0-nogit Setting RAM limit to total physical memory, 15.63 GB. Expected memory usage by array (largest first): Array LogP will use between 0.05 and 0.07 GB. - 8 bytes per element (scalar), 3296750 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.02 and 0.03 GB. - 8 bytes per element (scalar), 1186830 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.00 and 0.01 GB. - 2 bytes per element (data_int), 1186830 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 1186830 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 1186830 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 16200 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=65935, nDims=18, MaxPossibleClusters=50 Total memory usage will be between 0.08 and 0.11 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 65935 data points of dimension 18. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 65935 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 12 (300 points): Lose 37.150419 but Gain 1054.160345 Iteration 0F (1.412215 sec): 19 clusters Score: Raw -3829635.381853 + Penalty 18974.886215 = -3810660.495638 nChanged 61742 Deleting Class 11 (349 points): Lose 316.051041 but Gain 1054.160345 Iteration 1F (2.297063 sec): 18 clusters Score: Raw -3987835.740519 + Penalty 17920.725870 = -3969915.014649 nChanged 16790 Deleting Class 19 (317 points): Lose 356.662920 but Gain 1054.160345 Iteration 2F (3.165024 sec): 17 clusters Score: Raw -4005501.157716 + Penalty 16866.565525 = -3988634.592191 nChanged 10636 Deleting Class 5 (255 points): Lose 351.642548 but Gain 1054.160345 Iteration 3F (3.983191 sec): 16 clusters Score: Raw -4014818.532093 + Penalty 15812.405179 = -3999006.126913 nChanged 8415 Deleting Class 14 (254 points): Lose 417.025464 but Gain 1054.160345 Iteration 4F (4.772619 sec): 15 clusters Score: Raw -4023077.684023 + Penalty 14758.244834 = -4008319.439189 nChanged 7466 Deleting Class 3 (331 points): Lose 469.058618 but Gain 1054.160345 Iteration 5F (5.501532 sec): 14 clusters Score: Raw -4030222.348462 + Penalty 13704.084489 = -4016518.263974 nChanged 6231 Deleting Class 15 (331 points): Lose 493.381040 but Gain 1054.160345 Iteration 6F (6.176416 sec): 13 clusters Score: Raw -4035532.812151 + Penalty 12649.924143 = -4022882.888007 nChanged 4626 Deleting Class 16 (344 points): Lose 403.639298 but Gain 1054.160345 Iteration 7F (6.774091 sec): 12 clusters Score: Raw -4038832.050490 + Penalty 11595.763798 = -4027236.286692 nChanged 3381 Iteration 8F (7.312152 sec): 12 clusters Score: Raw -4041184.231304 + Penalty 11595.763798 = -4029588.467505 nChanged 2080 Iteration 9Q (7.786240 sec): 12 clusters Score: Raw -4042190.662540 + Penalty 11595.763798 = -4030594.898741 nChanged 1687 Iteration 10Q (8.256590 sec): 12 clusters Score: Raw -4042956.833008 + Penalty 11595.763798 = -4031361.069210 nChanged 1374 Iteration 11Q (8.700730 sec): 12 clusters Score: Raw -4043611.930798 + Penalty 11595.763798 = -4032016.167000 nChanged 1236 Iteration 12Q (9.178254 sec): 12 clusters Score: Raw -4044210.493648 + Penalty 11595.763798 = -4032614.729850 nChanged 1141 Iteration 13Q (9.657493 sec): 12 clusters Score: Raw -4044701.579007 + Penalty 11595.763798 = -4033105.815208 nChanged 994 Iteration 14Q (10.114900 sec): 12 clusters Score: Raw -4045082.393600 + Penalty 11595.763798 = -4033486.629802 nChanged 877 Iteration 15Q (10.582384 sec): 12 clusters Score: Raw -4045392.124592 + Penalty 11595.763798 = -4033796.360793 nChanged 760 Iteration 16Q (11.040522 sec): 12 clusters Score: Raw -4045650.146244 + Penalty 11595.763798 = -4034054.382446 nChanged 640 Iteration 17Q (11.501463 sec): 12 clusters Score: Raw -4045870.178832 + Penalty 11595.763798 = -4034274.415034 nChanged 627 Iteration 18Q (11.978244 sec): 12 clusters Score: Raw -4046080.168242 + Penalty 11595.763798 = -4034484.404444 nChanged 581 Iteration 19Q (12.435504 sec): 12 clusters Score: Raw -4046249.804044 + Penalty 11595.763798 = -4034654.040245 nChanged 474 Writing temp clu file Because OldScore, -4034484.404444, is greater than current (better) Score,-4034654.040245 Compute initial score before splitting: Score: Raw -4046249.804044 + Penalty 11595.763798 = -4034654.040245 Trying to split cluster 1 (51015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.529200 sec): 2 clusters Score: Raw -3201775.841213 + Penalty 1029.788124 = -3200746.053089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.633717 sec): 3 clusters Score: Raw -3168764.640643 + Penalty 2059.576247 = -3166705.064396 nChanged 24345 SP:Iteration 1F (12.732719 sec): 3 clusters Score: Raw -3183584.803579 + Penalty 2059.576247 = -3181525.227331 nChanged 2764 SP:Iteration 2F (12.842612 sec): 3 clusters Score: Raw -3185158.642768 + Penalty 2059.576247 = -3183099.066521 nChanged 3552 SP:Iteration 3F (12.953551 sec): 3 clusters Score: Raw -3188442.210914 + Penalty 2059.576247 = -3186382.634667 nChanged 4687 SP:Iteration 4F (13.065730 sec): 3 clusters Score: Raw -3196836.290576 + Penalty 2059.576247 = -3194776.714329 nChanged 5425 SP:Iteration 5F (13.182683 sec): 3 clusters Score: Raw -3216701.659772 + Penalty 2059.576247 = -3214642.083525 nChanged 3162 SP:Iteration 6F (13.294539 sec): 3 clusters Score: Raw -3234214.023757 + Penalty 2059.576247 = -3232154.447509 nChanged 339 SP:Iteration 7Q (13.399591 sec): 3 clusters Score: Raw -3236542.718555 + Penalty 2059.576247 = -3234483.142307 nChanged 3 SP:Iteration 8Q (13.501186 sec): 3 clusters Score: Raw -3236543.019749 + Penalty 2059.576247 = -3234483.443502 nChanged 0 SP:Iteration 9F (13.615281 sec): 3 clusters Score: Raw -3236543.019749 + Penalty 2059.576247 = -3234483.443502 nChanged 0 Score: Raw -4081093.097273 + Penalty 12649.924143 = -4068443.173130 Splitting cluster 1 changes total score from -4034654.040245 to -4068443.173130 So it's getting split into cluster 3. Trying to split cluster 2 (2196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.274965 sec): 2 clusters Score: Raw -135171.944842 + Penalty 730.967316 = -134440.977526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.324878 sec): 3 clusters Score: Raw -134069.814545 + Penalty 1461.934632 = -132607.879912 nChanged 851 SP:Iteration 1F (14.371018 sec): 3 clusters Score: Raw -134583.202942 + Penalty 1461.934632 = -133121.268309 nChanged 162 SP:Iteration 2F (14.408438 sec): 3 clusters Score: Raw -134663.066050 + Penalty 1461.934632 = -133201.131417 nChanged 103 SP:Iteration 3Q (14.455675 sec): 3 clusters Score: Raw -134714.625237 + Penalty 1461.934632 = -133252.690605 nChanged 71 SP:Iteration 4Q (14.507535 sec): 3 clusters Score: Raw -134750.939284 + Penalty 1461.934632 = -133289.004651 nChanged 65 SP:Iteration 5Q (14.564096 sec): 3 clusters Score: Raw -134777.735150 + Penalty 1461.934632 = -133315.800518 nChanged 48 SP:Iteration 6Q (14.608329 sec): 3 clusters Score: Raw -134793.996427 + Penalty 1461.934632 = -133332.061795 nChanged 44 SP:Iteration 7Q (14.665815 sec): 3 clusters Score: Raw -134810.656923 + Penalty 1461.934632 = -133348.722290 nChanged 43 SP:Iteration 8Q (14.708179 sec): 3 clusters Score: Raw -134832.894422 + Penalty 1461.934632 = -133370.959790 nChanged 45 SP:Iteration 9Q (14.764917 sec): 3 clusters Score: Raw -134851.831966 + Penalty 1461.934632 = -133389.897333 nChanged 31 SP:Iteration 10Q (14.820325 sec): 3 clusters Score: Raw -134863.638412 + Penalty 1461.934632 = -133401.703779 nChanged 29 SP:Iteration 11Q (14.872102 sec): 3 clusters Score: Raw -134874.197127 + Penalty 1461.934632 = -133412.262494 nChanged 25 SP:Iteration 12Q (14.911529 sec): 3 clusters Score: Raw -134884.018136 + Penalty 1461.934632 = -133422.083504 nChanged 21 SP:Iteration 13Q (14.962235 sec): 3 clusters Score: Raw -134893.731185 + Penalty 1461.934632 = -133431.796553 nChanged 24 SP:Iteration 14Q (15.008605 sec): 3 clusters Score: Raw -134902.748572 + Penalty 1461.934632 = -133440.813939 nChanged 16 SP:Iteration 15Q (15.061685 sec): 3 clusters Score: Raw -134907.479330 + Penalty 1461.934632 = -133445.544697 nChanged 20 SP:Iteration 16Q (15.117269 sec): 3 clusters Score: Raw -134913.674614 + Penalty 1461.934632 = -133451.739982 nChanged 20 SP:Iteration 17Q (15.165645 sec): 3 clusters Score: Raw -134919.992187 + Penalty 1461.934632 = -133458.057555 nChanged 17 SP:Iteration 18Q (15.214877 sec): 3 clusters Score: Raw -134926.303625 + Penalty 1461.934632 = -133464.368992 nChanged 16 SP:Iteration 19Q (15.261044 sec): 3 clusters Score: Raw -134933.331466 + Penalty 1461.934632 = -133471.396834 nChanged 15 SP:Iteration 20F (15.309007 sec): 3 clusters Score: Raw -134937.801885 + Penalty 1461.934632 = -133475.867252 nChanged 11 SP:Iteration 21Q (15.353315 sec): 3 clusters Score: Raw -134940.584410 + Penalty 1461.934632 = -133478.649777 nChanged 6 SP:Iteration 22Q (15.410795 sec): 3 clusters Score: Raw -134941.978754 + Penalty 1461.934632 = -133480.044121 nChanged 7 SP:Iteration 23Q (15.456698 sec): 3 clusters Score: Raw -134943.736026 + Penalty 1461.934632 = -133481.801394 nChanged 7 SP:Iteration 24Q (15.503676 sec): 3 clusters Score: Raw -134946.339804 + Penalty 1461.934632 = -133484.405171 nChanged 9 SP:Iteration 25Q (15.540148 sec): 3 clusters Score: Raw -134949.971513 + Penalty 1461.934632 = -133488.036880 nChanged 10 SP:Iteration 26Q (15.591661 sec): 3 clusters Score: Raw -134953.803599 + Penalty 1461.934632 = -133491.868966 nChanged 14 SP:Iteration 27Q (15.638551 sec): 3 clusters Score: Raw -134959.333664 + Penalty 1461.934632 = -133497.399031 nChanged 14 SP:Iteration 28Q (15.687637 sec): 3 clusters Score: Raw -134964.274974 + Penalty 1461.934632 = -133502.340341 nChanged 15 SP:Iteration 29Q (15.735126 sec): 3 clusters Score: Raw -134968.980285 + Penalty 1461.934632 = -133507.045652 nChanged 13 SP:Iteration 30Q (15.773640 sec): 3 clusters Score: Raw -134975.971029 + Penalty 1461.934632 = -133514.036396 nChanged 16 SP:Iteration 31Q (15.826060 sec): 3 clusters Score: Raw -134983.883563 + Penalty 1461.934632 = -133521.948931 nChanged 22 SP:Iteration 32Q (15.864446 sec): 3 clusters Score: Raw -135000.117447 + Penalty 1461.934632 = -133538.182814 nChanged 29 SP:Iteration 33Q (15.913082 sec): 3 clusters Score: Raw -135030.850567 + Penalty 1461.934632 = -133568.915935 nChanged 53 SP:Iteration 34Q (15.957958 sec): 3 clusters Score: Raw -135098.806155 + Penalty 1461.934632 = -133636.871522 nChanged 64 SP:Iteration 35Q (16.010243 sec): 3 clusters Score: Raw -135214.838683 + Penalty 1461.934632 = -133752.904051 nChanged 66 SP:Iteration 36Q (16.051934 sec): 3 clusters Score: Raw -135270.202794 + Penalty 1461.934632 = -133808.268161 nChanged 51 SP:Iteration 37Q (16.097224 sec): 3 clusters Score: Raw -135306.364446 + Penalty 1461.934632 = -133844.429814 nChanged 44 SP:Iteration 38Q (16.134987 sec): 3 clusters Score: Raw -135327.761043 + Penalty 1461.934632 = -133865.826410 nChanged 36 SP:Iteration 39Q (16.180236 sec): 3 clusters Score: Raw -135348.099592 + Penalty 1461.934632 = -133886.164959 nChanged 39 SP:Iteration 40F (16.234036 sec): 3 clusters Score: Raw -135368.760639 + Penalty 1461.934632 = -133906.826007 nChanged 36 SP:Iteration 41Q (16.281011 sec): 3 clusters Score: Raw -135383.459774 + Penalty 1461.934632 = -133921.525141 nChanged 29 SP:Iteration 42Q (16.322110 sec): 3 clusters Score: Raw -135393.588141 + Penalty 1461.934632 = -133931.653509 nChanged 21 SP:Iteration 43Q (16.364956 sec): 3 clusters Score: Raw -135404.154684 + Penalty 1461.934632 = -133942.220052 nChanged 20 SP:Iteration 44Q (16.420756 sec): 3 clusters Score: Raw -135410.998934 + Penalty 1461.934632 = -133949.064302 nChanged 18 SP:Iteration 45Q (16.460839 sec): 3 clusters Score: Raw -135417.329105 + Penalty 1461.934632 = -133955.394473 nChanged 22 SP:Iteration 46Q (16.499147 sec): 3 clusters Score: Raw -135426.115556 + Penalty 1461.934632 = -133964.180923 nChanged 17 SP:Iteration 47Q (16.540782 sec): 3 clusters Score: Raw -135432.565160 + Penalty 1461.934632 = -133970.630527 nChanged 19 SP:Iteration 48Q (16.588637 sec): 3 clusters Score: Raw -135439.072808 + Penalty 1461.934632 = -133977.138175 nChanged 14 SP:Iteration 49Q (16.628662 sec): 3 clusters Score: Raw -135444.803749 + Penalty 1461.934632 = -133982.869116 nChanged 16 SP:Iteration 50Q (16.678369 sec): 3 clusters Score: Raw -135451.751521 + Penalty 1461.934632 = -133989.816889 nChanged 11 SP:Iteration 51Q (16.725291 sec): 3 clusters Score: Raw -135455.486212 + Penalty 1461.934632 = -133993.551579 nChanged 12 SP:Iteration 52Q (16.779375 sec): 3 clusters Score: Raw -135458.740512 + Penalty 1461.934632 = -133996.805879 nChanged 5 SP:Iteration 53Q (16.835945 sec): 3 clusters Score: Raw -135460.211395 + Penalty 1461.934632 = -133998.276763 nChanged 5 SP:Iteration 54Q (16.875372 sec): 3 clusters Score: Raw -135461.751104 + Penalty 1461.934632 = -133999.816471 nChanged 5 SP:Iteration 55Q (16.927283 sec): 3 clusters Score: Raw -135463.352009 + Penalty 1461.934632 = -134001.417376 nChanged 8 SP:Iteration 56Q (16.979902 sec): 3 clusters Score: Raw -135467.286884 + Penalty 1461.934632 = -134005.352251 nChanged 7 SP:Iteration 57Q (17.029145 sec): 3 clusters Score: Raw -135470.658086 + Penalty 1461.934632 = -134008.723453 nChanged 9 SP:Iteration 58Q (17.087058 sec): 3 clusters Score: Raw -135473.814640 + Penalty 1461.934632 = -134011.880007 nChanged 9 SP:Iteration 59Q (17.125887 sec): 3 clusters Score: Raw -135477.264351 + Penalty 1461.934632 = -134015.329718 nChanged 8 SP:Iteration 60F (17.185989 sec): 3 clusters Score: Raw -135480.055939 + Penalty 1461.934632 = -134018.121307 nChanged 3 SP:Iteration 61Q (17.236980 sec): 3 clusters Score: Raw -135481.159074 + Penalty 1461.934632 = -134019.224442 nChanged 4 SP:Iteration 62Q (17.282435 sec): 3 clusters Score: Raw -135482.002256 + Penalty 1461.934632 = -134020.067623 nChanged 3 SP:Iteration 63Q (17.331808 sec): 3 clusters Score: Raw -135482.822676 + Penalty 1461.934632 = -134020.888044 nChanged 2 SP:Iteration 64Q (17.386370 sec): 3 clusters Score: Raw -135483.071603 + Penalty 1461.934632 = -134021.136971 nChanged 1 SP:Iteration 65Q (17.434473 sec): 3 clusters Score: Raw -135483.326660 + Penalty 1461.934632 = -134021.392028 nChanged 1 SP:Iteration 66Q (17.480838 sec): 3 clusters Score: Raw -135483.465450 + Penalty 1461.934632 = -134021.530817 nChanged 1 SP:Iteration 67Q (17.532652 sec): 3 clusters Score: Raw -135483.594886 + Penalty 1461.934632 = -134021.660253 nChanged 1 SP:Iteration 68Q (17.592990 sec): 3 clusters Score: Raw -135483.772069 + Penalty 1461.934632 = -134021.837436 nChanged 1 SP:Iteration 69Q (17.642107 sec): 3 clusters Score: Raw -135484.216930 + Penalty 1461.934632 = -134022.282297 nChanged 3 SP:Iteration 70Q (17.692449 sec): 3 clusters Score: Raw -135485.459622 + Penalty 1461.934632 = -134023.524990 nChanged 2 SP:Iteration 71Q (17.732261 sec): 3 clusters Score: Raw -135486.623907 + Penalty 1461.934632 = -134024.689275 nChanged 4 SP:Iteration 72Q (17.792343 sec): 3 clusters Score: Raw -135488.204188 + Penalty 1461.934632 = -134026.269556 nChanged 7 SP:Iteration 73Q (17.836652 sec): 3 clusters Score: Raw -135490.148139 + Penalty 1461.934632 = -134028.213506 nChanged 5 SP:Iteration 74Q (17.880227 sec): 3 clusters Score: Raw -135491.383145 + Penalty 1461.934632 = -134029.448513 nChanged 6 SP:Iteration 75Q (17.930634 sec): 3 clusters Score: Raw -135492.902609 + Penalty 1461.934632 = -134030.967976 nChanged 6 SP:Iteration 76Q (17.979302 sec): 3 clusters Score: Raw -135494.382535 + Penalty 1461.934632 = -134032.447902 nChanged 5 SP:Iteration 77Q (18.043067 sec): 3 clusters Score: Raw -135495.926506 + Penalty 1461.934632 = -134033.991874 nChanged 6 SP:Iteration 78Q (18.084278 sec): 3 clusters Score: Raw -135497.935048 + Penalty 1461.934632 = -134036.000416 nChanged 5 SP:Iteration 79Q (18.138552 sec): 3 clusters Score: Raw -135499.130038 + Penalty 1461.934632 = -134037.195406 nChanged 8 SP:Iteration 80F (18.189861 sec): 3 clusters Score: Raw -135501.971166 + Penalty 1461.934632 = -134040.036533 nChanged 11 SP:Iteration 81Q (18.237740 sec): 3 clusters Score: Raw -135505.337604 + Penalty 1461.934632 = -134043.402972 nChanged 8 SP:Iteration 82Q (18.290870 sec): 3 clusters Score: Raw -135507.950562 + Penalty 1461.934632 = -134046.015930 nChanged 11 SP:Iteration 83Q (18.328758 sec): 3 clusters Score: Raw -135511.832291 + Penalty 1461.934632 = -134049.897659 nChanged 12 SP:Iteration 84Q (18.377044 sec): 3 clusters Score: Raw -135516.580914 + Penalty 1461.934632 = -134054.646282 nChanged 13 SP:Iteration 85Q (18.429576 sec): 3 clusters Score: Raw -135520.489730 + Penalty 1461.934632 = -134058.555098 nChanged 9 SP:Iteration 86Q (18.480958 sec): 3 clusters Score: Raw -135522.789907 + Penalty 1461.934632 = -134060.855274 nChanged 8 SP:Iteration 87Q (18.533731 sec): 3 clusters Score: Raw -135525.044203 + Penalty 1461.934632 = -134063.109570 nChanged 5 SP:Iteration 88Q (18.586354 sec): 3 clusters Score: Raw -135526.632439 + Penalty 1461.934632 = -134064.697807 nChanged 6 SP:Iteration 89Q (18.638797 sec): 3 clusters Score: Raw -135528.500494 + Penalty 1461.934632 = -134066.565861 nChanged 4 SP:Iteration 90Q (18.688091 sec): 3 clusters Score: Raw -135529.739505 + Penalty 1461.934632 = -134067.804873 nChanged 1 SP:Iteration 91Q (18.740518 sec): 3 clusters Score: Raw -135529.972966 + Penalty 1461.934632 = -134068.038333 nChanged 1 SP:Iteration 92Q (18.786364 sec): 3 clusters Score: Raw -135530.172594 + Penalty 1461.934632 = -134068.237961 nChanged 0 SP:Iteration 93F (18.839365 sec): 3 clusters Score: Raw -135530.172594 + Penalty 1461.934632 = -134068.237961 nChanged 0 Trying to split cluster 4 (859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.865291 sec): 2 clusters Score: Raw -48057.837173 + Penalty 641.798048 = -47416.039125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.921218 sec): 3 clusters Score: Raw -47684.682956 + Penalty 1283.596095 = -46401.086861 nChanged 312 SP:Iteration 1F (18.972183 sec): 3 clusters Score: Raw -47901.557579 + Penalty 1283.596095 = -46617.961484 nChanged 66 SP:Iteration 2F (19.027642 sec): 3 clusters Score: Raw -47961.725477 + Penalty 1283.596095 = -46678.129382 nChanged 41 SP:Iteration 3Q (19.078767 sec): 3 clusters Score: Raw -47992.227925 + Penalty 1283.596095 = -46708.631829 nChanged 34 SP:Iteration 4Q (19.128253 sec): 3 clusters Score: Raw -48013.278629 + Penalty 1283.596095 = -46729.682534 nChanged 17 SP:Iteration 5Q (19.167776 sec): 3 clusters Score: Raw -48022.493834 + Penalty 1283.596095 = -46738.897739 nChanged 12 SP:Iteration 6Q (19.217773 sec): 3 clusters Score: Raw -48030.519242 + Penalty 1283.596095 = -46746.923146 nChanged 11 SP:Iteration 7Q (19.266091 sec): 3 clusters Score: Raw -48037.152705 + Penalty 1283.596095 = -46753.556610 nChanged 5 SP:Iteration 8Q (19.315195 sec): 3 clusters Score: Raw -48039.329294 + Penalty 1283.596095 = -46755.733199 nChanged 1 SP:Iteration 9Q (19.364697 sec): 3 clusters Score: Raw -48039.846286 + Penalty 1283.596095 = -46756.250191 nChanged 1 SP:Iteration 10Q (19.413739 sec): 3 clusters Score: Raw -48040.384134 + Penalty 1283.596095 = -46756.788039 nChanged 0 SP:Iteration 11F (19.464918 sec): 3 clusters Score: Raw -48040.384134 + Penalty 1283.596095 = -46756.788039 nChanged 0 Trying to split cluster 6 (1659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.492423 sec): 2 clusters Score: Raw -105747.551206 + Penalty 704.327178 = -105043.224029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.541686 sec): 3 clusters Score: Raw -104937.649393 + Penalty 1408.654355 = -103528.995038 nChanged 638 SP:Iteration 1F (19.593120 sec): 3 clusters Score: Raw -105300.511386 + Penalty 1408.654355 = -103891.857031 nChanged 107 SP:Iteration 2F (19.643091 sec): 3 clusters Score: Raw -105368.519678 + Penalty 1408.654355 = -103959.865323 nChanged 67 SP:Iteration 3Q (19.692980 sec): 3 clusters Score: Raw -105402.579026 + Penalty 1408.654355 = -103993.924671 nChanged 53 SP:Iteration 4Q (19.743357 sec): 3 clusters Score: Raw -105434.961815 + Penalty 1408.654355 = -104026.307460 nChanged 41 SP:Iteration 5Q (19.802313 sec): 3 clusters Score: Raw -105458.744852 + Penalty 1408.654355 = -104050.090497 nChanged 39 SP:Iteration 6Q (19.854049 sec): 3 clusters Score: Raw -105476.940447 + Penalty 1408.654355 = -104068.286092 nChanged 26 SP:Iteration 7Q (19.904420 sec): 3 clusters Score: Raw -105488.783515 + Penalty 1408.654355 = -104080.129160 nChanged 22 SP:Iteration 8Q (19.942170 sec): 3 clusters Score: Raw -105500.843374 + Penalty 1408.654355 = -104092.189018 nChanged 22 SP:Iteration 9Q (20.003959 sec): 3 clusters Score: Raw -105512.248332 + Penalty 1408.654355 = -104103.593976 nChanged 15 SP:Iteration 10Q (20.056612 sec): 3 clusters Score: Raw -105517.401694 + Penalty 1408.654355 = -104108.747339 nChanged 16 SP:Iteration 11Q (20.108706 sec): 3 clusters Score: Raw -105522.226193 + Penalty 1408.654355 = -104113.571838 nChanged 19 SP:Iteration 12Q (20.154512 sec): 3 clusters Score: Raw -105530.653118 + Penalty 1408.654355 = -104121.998763 nChanged 11 SP:Iteration 13Q (20.205523 sec): 3 clusters Score: Raw -105534.236161 + Penalty 1408.654355 = -104125.581805 nChanged 8 SP:Iteration 14Q (20.254722 sec): 3 clusters Score: Raw -105539.112009 + Penalty 1408.654355 = -104130.457653 nChanged 12 SP:Iteration 15Q (20.303307 sec): 3 clusters Score: Raw -105544.156396 + Penalty 1408.654355 = -104135.502040 nChanged 7 SP:Iteration 16Q (20.360514 sec): 3 clusters Score: Raw -105548.006081 + Penalty 1408.654355 = -104139.351726 nChanged 11 SP:Iteration 17Q (20.405921 sec): 3 clusters Score: Raw -105552.871881 + Penalty 1408.654355 = -104144.217526 nChanged 14 SP:Iteration 18Q (20.456235 sec): 3 clusters Score: Raw -105558.353300 + Penalty 1408.654355 = -104149.698945 nChanged 11 SP:Iteration 19Q (20.504329 sec): 3 clusters Score: Raw -105563.337044 + Penalty 1408.654355 = -104154.682689 nChanged 9 SP:Iteration 20F (20.553979 sec): 3 clusters Score: Raw -105565.756810 + Penalty 1408.654355 = -104157.102455 nChanged 4 SP:Iteration 21Q (20.606181 sec): 3 clusters Score: Raw -105567.117287 + Penalty 1408.654355 = -104158.462932 nChanged 6 SP:Iteration 22Q (20.659154 sec): 3 clusters Score: Raw -105569.400301 + Penalty 1408.654355 = -104160.745946 nChanged 4 SP:Iteration 23Q (20.698901 sec): 3 clusters Score: Raw -105570.958355 + Penalty 1408.654355 = -104162.304000 nChanged 4 SP:Iteration 24Q (20.749931 sec): 3 clusters Score: Raw -105572.891912 + Penalty 1408.654355 = -104164.237557 nChanged 5 SP:Iteration 25Q (20.788534 sec): 3 clusters Score: Raw -105573.993720 + Penalty 1408.654355 = -104165.339365 nChanged 2 SP:Iteration 26Q (20.834059 sec): 3 clusters Score: Raw -105574.280015 + Penalty 1408.654355 = -104165.625659 nChanged 1 SP:Iteration 27Q (20.882634 sec): 3 clusters Score: Raw -105574.497937 + Penalty 1408.654355 = -104165.843582 nChanged 2 SP:Iteration 28Q (20.927036 sec): 3 clusters Score: Raw -105575.126701 + Penalty 1408.654355 = -104166.472346 nChanged 2 SP:Iteration 29Q (20.968406 sec): 3 clusters Score: Raw -105575.474727 + Penalty 1408.654355 = -104166.820372 nChanged 1 SP:Iteration 30Q (21.013328 sec): 3 clusters Score: Raw -105575.765096 + Penalty 1408.654355 = -104167.110741 nChanged 3 SP:Iteration 31Q (21.065143 sec): 3 clusters Score: Raw -105576.700303 + Penalty 1408.654355 = -104168.045948 nChanged 2 SP:Iteration 32Q (21.098441 sec): 3 clusters Score: Raw -105577.332100 + Penalty 1408.654355 = -104168.677744 nChanged 1 SP:Iteration 33Q (21.142946 sec): 3 clusters Score: Raw -105577.510667 + Penalty 1408.654355 = -104168.856312 nChanged 2 SP:Iteration 34Q (21.187437 sec): 3 clusters Score: Raw -105578.710258 + Penalty 1408.654355 = -104170.055903 nChanged 5 SP:Iteration 35Q (21.233293 sec): 3 clusters Score: Raw -105580.167863 + Penalty 1408.654355 = -104171.513508 nChanged 2 SP:Iteration 36Q (21.274200 sec): 3 clusters Score: Raw -105581.007069 + Penalty 1408.654355 = -104172.352713 nChanged 1 SP:Iteration 37Q (21.314349 sec): 3 clusters Score: Raw -105582.704441 + Penalty 1408.654355 = -104174.050086 nChanged 4 SP:Iteration 38Q (21.358902 sec): 3 clusters Score: Raw -105584.047123 + Penalty 1408.654355 = -104175.392768 nChanged 1 SP:Iteration 39Q (21.403438 sec): 3 clusters Score: Raw -105584.091732 + Penalty 1408.654355 = -104175.437377 nChanged 0 SP:Iteration 40F (21.451891 sec): 3 clusters Score: Raw -105584.091732 + Penalty 1408.654355 = -104175.437377 nChanged 0 Trying to split cluster 7 (1574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.484515 sec): 2 clusters Score: Raw -98874.196179 + Penalty 699.330666 = -98174.865513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.524440 sec): 3 clusters Score: Raw -98126.677917 + Penalty 1398.661332 = -96728.016586 nChanged 600 SP:Iteration 1F (21.574169 sec): 3 clusters Score: Raw -98453.950847 + Penalty 1398.661332 = -97055.289516 nChanged 118 SP:Iteration 2F (21.622120 sec): 3 clusters Score: Raw -98537.965233 + Penalty 1398.661332 = -97139.303902 nChanged 84 SP:Iteration 3F (21.670680 sec): 3 clusters Score: Raw -98595.085346 + Penalty 1398.661332 = -97196.424014 nChanged 63 SP:Iteration 4Q (21.720961 sec): 3 clusters Score: Raw -98639.043058 + Penalty 1398.661332 = -97240.381727 nChanged 58 SP:Iteration 5Q (21.768426 sec): 3 clusters Score: Raw -98680.620693 + Penalty 1398.661332 = -97281.959361 nChanged 52 SP:Iteration 6Q (21.823251 sec): 3 clusters Score: Raw -98712.532386 + Penalty 1398.661332 = -97313.871054 nChanged 50 SP:Iteration 7Q (21.870777 sec): 3 clusters Score: Raw -98747.112806 + Penalty 1398.661332 = -97348.451475 nChanged 46 SP:Iteration 8Q (21.915733 sec): 3 clusters Score: Raw -98779.878494 + Penalty 1398.661332 = -97381.217162 nChanged 36 SP:Iteration 9Q (21.972780 sec): 3 clusters Score: Raw -98804.954185 + Penalty 1398.661332 = -97406.292854 nChanged 38 SP:Iteration 10Q (22.019082 sec): 3 clusters Score: Raw -98832.962182 + Penalty 1398.661332 = -97434.300850 nChanged 34 SP:Iteration 11Q (22.072602 sec): 3 clusters Score: Raw -98854.975664 + Penalty 1398.661332 = -97456.314333 nChanged 35 SP:Iteration 12Q (22.126564 sec): 3 clusters Score: Raw -98876.670356 + Penalty 1398.661332 = -97478.009024 nChanged 26 SP:Iteration 13Q (22.164819 sec): 3 clusters Score: Raw -98893.679894 + Penalty 1398.661332 = -97495.018562 nChanged 16 SP:Iteration 14Q (22.217618 sec): 3 clusters Score: Raw -98899.491463 + Penalty 1398.661332 = -97500.830132 nChanged 11 SP:Iteration 15Q (22.272297 sec): 3 clusters Score: Raw -98904.275616 + Penalty 1398.661332 = -97505.614285 nChanged 13 SP:Iteration 16Q (22.316536 sec): 3 clusters Score: Raw -98911.271794 + Penalty 1398.661332 = -97512.610463 nChanged 10 SP:Iteration 17Q (22.376922 sec): 3 clusters Score: Raw -98919.667743 + Penalty 1398.661332 = -97521.006411 nChanged 11 SP:Iteration 18Q (22.420568 sec): 3 clusters Score: Raw -98926.580995 + Penalty 1398.661332 = -97527.919663 nChanged 9 SP:Iteration 19Q (22.473258 sec): 3 clusters Score: Raw -98932.717291 + Penalty 1398.661332 = -97534.055960 nChanged 14 SP:Iteration 20F (22.516379 sec): 3 clusters Score: Raw -98945.686794 + Penalty 1398.661332 = -97547.025462 nChanged 19 SP:Iteration 21Q (22.568011 sec): 3 clusters Score: Raw -98959.381241 + Penalty 1398.661332 = -97560.719909 nChanged 27 SP:Iteration 22Q (22.622576 sec): 3 clusters Score: Raw -98984.529525 + Penalty 1398.661332 = -97585.868193 nChanged 32 SP:Iteration 23Q (22.674883 sec): 3 clusters Score: Raw -99013.154149 + Penalty 1398.661332 = -97614.492818 nChanged 28 SP:Iteration 24Q (22.723075 sec): 3 clusters Score: Raw -99035.663509 + Penalty 1398.661332 = -97637.002178 nChanged 21 SP:Iteration 25Q (22.773109 sec): 3 clusters Score: Raw -99049.797578 + Penalty 1398.661332 = -97651.136247 nChanged 13 SP:Iteration 26Q (22.819110 sec): 3 clusters Score: Raw -99058.582923 + Penalty 1398.661332 = -97659.921592 nChanged 13 SP:Iteration 27Q (22.862094 sec): 3 clusters Score: Raw -99066.190075 + Penalty 1398.661332 = -97667.528744 nChanged 7 SP:Iteration 28Q (22.915410 sec): 3 clusters Score: Raw -99070.190786 + Penalty 1398.661332 = -97671.529454 nChanged 2 SP:Iteration 29Q (22.961052 sec): 3 clusters Score: Raw -99071.674227 + Penalty 1398.661332 = -97673.012895 nChanged 2 SP:Iteration 30Q (23.012834 sec): 3 clusters Score: Raw -99072.382386 + Penalty 1398.661332 = -97673.721054 nChanged 2 SP:Iteration 31Q (23.061720 sec): 3 clusters Score: Raw -99073.284857 + Penalty 1398.661332 = -97674.623525 nChanged 0 SP:Iteration 32F (23.114656 sec): 3 clusters Score: Raw -99073.284857 + Penalty 1398.661332 = -97674.623525 nChanged 0 Trying to split cluster 8 (1958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.142069 sec): 2 clusters Score: Raw -126867.707120 + Penalty 720.069488 = -126147.637631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.186313 sec): 3 clusters Score: Raw -125897.500883 + Penalty 1440.138976 = -124457.361906 nChanged 763 SP:Iteration 1F (23.239866 sec): 3 clusters Score: Raw -126369.529499 + Penalty 1440.138976 = -124929.390522 nChanged 159 SP:Iteration 2F (23.292445 sec): 3 clusters Score: Raw -126479.944167 + Penalty 1440.138976 = -125039.805191 nChanged 113 SP:Iteration 3F (23.343892 sec): 3 clusters Score: Raw -126567.159379 + Penalty 1440.138976 = -125127.020403 nChanged 111 SP:Iteration 4F (23.396197 sec): 3 clusters Score: Raw -126654.487605 + Penalty 1440.138976 = -125214.348628 nChanged 96 SP:Iteration 5Q (23.448237 sec): 3 clusters Score: Raw -126728.122495 + Penalty 1440.138976 = -125287.983518 nChanged 77 SP:Iteration 6Q (23.500879 sec): 3 clusters Score: Raw -126786.620063 + Penalty 1440.138976 = -125346.481087 nChanged 59 SP:Iteration 7Q (23.545669 sec): 3 clusters Score: Raw -126842.133050 + Penalty 1440.138976 = -125401.994073 nChanged 56 SP:Iteration 8Q (23.582582 sec): 3 clusters Score: Raw -126877.032834 + Penalty 1440.138976 = -125436.893857 nChanged 51 SP:Iteration 9Q (23.627712 sec): 3 clusters Score: Raw -126906.868541 + Penalty 1440.138976 = -125466.729565 nChanged 36 SP:Iteration 10Q (23.679469 sec): 3 clusters Score: Raw -126930.712359 + Penalty 1440.138976 = -125490.573382 nChanged 34 SP:Iteration 11Q (23.731189 sec): 3 clusters Score: Raw -126957.957296 + Penalty 1440.138976 = -125517.818320 nChanged 42 SP:Iteration 12Q (23.782911 sec): 3 clusters Score: Raw -126994.173239 + Penalty 1440.138976 = -125554.034263 nChanged 36 SP:Iteration 13Q (23.834520 sec): 3 clusters Score: Raw -127031.502563 + Penalty 1440.138976 = -125591.363587 nChanged 46 SP:Iteration 14Q (23.886218 sec): 3 clusters Score: Raw -127077.608239 + Penalty 1440.138976 = -125637.469262 nChanged 42 SP:Iteration 15Q (23.936720 sec): 3 clusters Score: Raw -127119.532609 + Penalty 1440.138976 = -125679.393632 nChanged 54 SP:Iteration 16Q (23.992605 sec): 3 clusters Score: Raw -127168.342449 + Penalty 1440.138976 = -125728.203472 nChanged 57 SP:Iteration 17Q (24.048151 sec): 3 clusters Score: Raw -127229.375233 + Penalty 1440.138976 = -125789.236256 nChanged 60 SP:Iteration 18Q (24.100666 sec): 3 clusters Score: Raw -127301.174017 + Penalty 1440.138976 = -125861.035041 nChanged 54 SP:Iteration 19Q (24.148251 sec): 3 clusters Score: Raw -127362.205099 + Penalty 1440.138976 = -125922.066123 nChanged 58 SP:Iteration 20F (24.201266 sec): 3 clusters Score: Raw -127424.232846 + Penalty 1440.138976 = -125984.093870 nChanged 36 SP:Iteration 21Q (24.252138 sec): 3 clusters Score: Raw -127453.351179 + Penalty 1440.138976 = -126013.212202 nChanged 28 SP:Iteration 22Q (24.302849 sec): 3 clusters Score: Raw -127474.574147 + Penalty 1440.138976 = -126034.435170 nChanged 18 SP:Iteration 23Q (24.354387 sec): 3 clusters Score: Raw -127492.783720 + Penalty 1440.138976 = -126052.644743 nChanged 16 SP:Iteration 24Q (24.399112 sec): 3 clusters Score: Raw -127512.168046 + Penalty 1440.138976 = -126072.029070 nChanged 17 SP:Iteration 25Q (24.450536 sec): 3 clusters Score: Raw -127525.029671 + Penalty 1440.138976 = -126084.890695 nChanged 11 SP:Iteration 26Q (24.497632 sec): 3 clusters Score: Raw -127531.554646 + Penalty 1440.138976 = -126091.415670 nChanged 9 SP:Iteration 27Q (24.540932 sec): 3 clusters Score: Raw -127537.424611 + Penalty 1440.138976 = -126097.285635 nChanged 4 SP:Iteration 28Q (24.593913 sec): 3 clusters Score: Raw -127539.262321 + Penalty 1440.138976 = -126099.123344 nChanged 6 SP:Iteration 29Q (24.646629 sec): 3 clusters Score: Raw -127542.916785 + Penalty 1440.138976 = -126102.777809 nChanged 5 SP:Iteration 30Q (24.697113 sec): 3 clusters Score: Raw -127545.433538 + Penalty 1440.138976 = -126105.294562 nChanged 5 SP:Iteration 31Q (24.742786 sec): 3 clusters Score: Raw -127547.872639 + Penalty 1440.138976 = -126107.733663 nChanged 5 SP:Iteration 32Q (24.793153 sec): 3 clusters Score: Raw -127550.857707 + Penalty 1440.138976 = -126110.718730 nChanged 4 SP:Iteration 33Q (24.848309 sec): 3 clusters Score: Raw -127553.314645 + Penalty 1440.138976 = -126113.175669 nChanged 3 SP:Iteration 34Q (24.902050 sec): 3 clusters Score: Raw -127554.785108 + Penalty 1440.138976 = -126114.646132 nChanged 2 SP:Iteration 35Q (24.953254 sec): 3 clusters Score: Raw -127556.028889 + Penalty 1440.138976 = -126115.889913 nChanged 1 SP:Iteration 36Q (25.008646 sec): 3 clusters Score: Raw -127556.223920 + Penalty 1440.138976 = -126116.084943 nChanged 0 SP:Iteration 37F (25.055803 sec): 3 clusters Score: Raw -127556.223920 + Penalty 1440.138976 = -126116.084943 nChanged 0 Trying to split cluster 9 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.086965 sec): 2 clusters Score: Raw -8897.723097 + Penalty 493.857218 = -8403.865879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.132610 sec): 3 clusters Score: Raw -8962.572302 + Penalty 987.714436 = -7974.857866 nChanged 32 SP:Iteration 1F (25.182049 sec): 3 clusters Score: Raw -9037.908326 + Penalty 987.714436 = -8050.193890 nChanged 8 SP:Iteration 2Q (25.221231 sec): 3 clusters Score: Raw -9060.625266 + Penalty 987.714436 = -8072.910830 nChanged 2 SP:Iteration 3Q (25.270938 sec): 3 clusters Score: Raw -9068.180084 + Penalty 987.714436 = -8080.465649 nChanged 1 SP:Iteration 4Q (25.317068 sec): 3 clusters Score: Raw -9074.611000 + Penalty 987.714436 = -8086.896564 nChanged 1 SP:Iteration 5Q (25.355773 sec): 3 clusters Score: Raw -9079.924851 + Penalty 987.714436 = -8092.210415 nChanged 1 SP:Iteration 6Q (25.400283 sec): 3 clusters Score: Raw -9081.072734 + Penalty 987.714436 = -8093.358298 nChanged 0 SP:Iteration 7F (25.439318 sec): 3 clusters Score: Raw -9081.072734 + Penalty 987.714436 = -8093.358298 nChanged 0 Trying to split cluster 10 (721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.458464 sec): 2 clusters Score: Raw -42320.709735 + Penalty 625.160718 = -41695.549017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.507925 sec): 3 clusters Score: Raw -42102.500773 + Penalty 1250.321436 = -40852.179337 nChanged 220 SP:Iteration 1F (25.551148 sec): 3 clusters Score: Raw -42296.091994 + Penalty 1250.321436 = -41045.770557 nChanged 44 SP:Iteration 2F (25.592361 sec): 3 clusters Score: Raw -42335.601785 + Penalty 1250.321436 = -41085.280349 nChanged 22 SP:Iteration 3Q (25.633352 sec): 3 clusters Score: Raw -42361.248458 + Penalty 1250.321436 = -41110.927022 nChanged 15 SP:Iteration 4Q (25.681518 sec): 3 clusters Score: Raw -42375.149323 + Penalty 1250.321436 = -41124.827887 nChanged 10 SP:Iteration 5Q (25.735844 sec): 3 clusters Score: Raw -42382.945340 + Penalty 1250.321436 = -41132.623903 nChanged 6 SP:Iteration 6Q (25.772431 sec): 3 clusters Score: Raw -42386.899167 + Penalty 1250.321436 = -41136.577731 nChanged 9 SP:Iteration 7Q (25.832016 sec): 3 clusters Score: Raw -42396.217402 + Penalty 1250.321436 = -41145.895966 nChanged 5 SP:Iteration 8Q (25.868524 sec): 3 clusters Score: Raw -42398.520160 + Penalty 1250.321436 = -41148.198724 nChanged 3 SP:Iteration 9Q (25.916157 sec): 3 clusters Score: Raw -42400.632068 + Penalty 1250.321436 = -41150.310632 nChanged 0 SP:Iteration 10F (25.957067 sec): 3 clusters Score: Raw -42400.632068 + Penalty 1250.321436 = -41150.310632 nChanged 0 Trying to split cluster 13 (805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.993902 sec): 2 clusters Score: Raw -49362.263685 + Penalty 635.630016 = -48726.633669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.036922 sec): 3 clusters Score: Raw -49074.136803 + Penalty 1271.260033 = -47802.876770 nChanged 259 SP:Iteration 1F (26.095655 sec): 3 clusters Score: Raw -49235.228424 + Penalty 1271.260033 = -47963.968392 nChanged 45 SP:Iteration 2F (26.142932 sec): 3 clusters Score: Raw -49271.203531 + Penalty 1271.260033 = -47999.943499 nChanged 22 SP:Iteration 3Q (26.188530 sec): 3 clusters Score: Raw -49290.003244 + Penalty 1271.260033 = -48018.743211 nChanged 24 SP:Iteration 4Q (26.247310 sec): 3 clusters Score: Raw -49308.776070 + Penalty 1271.260033 = -48037.516038 nChanged 15 SP:Iteration 5Q (26.299624 sec): 3 clusters Score: Raw -49320.738350 + Penalty 1271.260033 = -48049.478317 nChanged 12 SP:Iteration 6Q (26.353664 sec): 3 clusters Score: Raw -49327.866624 + Penalty 1271.260033 = -48056.606591 nChanged 8 SP:Iteration 7Q (26.404392 sec): 3 clusters Score: Raw -49331.538432 + Penalty 1271.260033 = -48060.278399 nChanged 3 SP:Iteration 8Q (26.447402 sec): 3 clusters Score: Raw -49333.534542 + Penalty 1271.260033 = -48062.274509 nChanged 2 SP:Iteration 9Q (26.497120 sec): 3 clusters Score: Raw -49335.339154 + Penalty 1271.260033 = -48064.079121 nChanged 2 SP:Iteration 10Q (26.543343 sec): 3 clusters Score: Raw -49335.859726 + Penalty 1271.260033 = -48064.599694 nChanged 0 SP:Iteration 11F (26.599628 sec): 3 clusters Score: Raw -49335.859726 + Penalty 1271.260033 = -48064.599694 nChanged 0 Trying to split cluster 17 (2865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.617770 sec): 2 clusters Score: Raw -167673.945428 + Penalty 756.230745 = -166917.714683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.672248 sec): 3 clusters Score: Raw -166206.928547 + Penalty 1512.461490 = -164694.467058 nChanged 1139 SP:Iteration 1F (26.717973 sec): 3 clusters Score: Raw -166829.478462 + Penalty 1512.461490 = -165317.016973 nChanged 189 SP:Iteration 2F (26.764785 sec): 3 clusters Score: Raw -166956.463643 + Penalty 1512.461490 = -165444.002153 nChanged 179 SP:Iteration 3F (26.825641 sec): 3 clusters Score: Raw -167108.987432 + Penalty 1512.461490 = -165596.525942 nChanged 162 SP:Iteration 4F (26.876516 sec): 3 clusters Score: Raw -167275.263805 + Penalty 1512.461490 = -165762.802316 nChanged 154 SP:Iteration 5F (26.919198 sec): 3 clusters Score: Raw -167445.823384 + Penalty 1512.461490 = -165933.361894 nChanged 154 SP:Iteration 6F (26.974752 sec): 3 clusters Score: Raw -167592.898588 + Penalty 1512.461490 = -166080.437099 nChanged 161 SP:Iteration 7F (27.033689 sec): 3 clusters Score: Raw -167719.241472 + Penalty 1512.461490 = -166206.779983 nChanged 156 SP:Iteration 8F (27.086382 sec): 3 clusters Score: Raw -167830.228308 + Penalty 1512.461490 = -166317.766819 nChanged 121 SP:Iteration 9Q (27.127240 sec): 3 clusters Score: Raw -167910.068275 + Penalty 1512.461490 = -166397.606786 nChanged 115 SP:Iteration 10Q (27.188277 sec): 3 clusters Score: Raw -167981.280510 + Penalty 1512.461490 = -166468.819021 nChanged 95 SP:Iteration 11Q (27.234263 sec): 3 clusters Score: Raw -168037.868159 + Penalty 1512.461490 = -166525.406670 nChanged 78 SP:Iteration 12Q (27.294168 sec): 3 clusters Score: Raw -168080.670042 + Penalty 1512.461490 = -166568.208553 nChanged 61 SP:Iteration 13Q (27.350727 sec): 3 clusters Score: Raw -168112.686339 + Penalty 1512.461490 = -166600.224849 nChanged 46 SP:Iteration 14Q (27.388964 sec): 3 clusters Score: Raw -168135.808412 + Penalty 1512.461490 = -166623.346922 nChanged 29 SP:Iteration 15Q (27.435998 sec): 3 clusters Score: Raw -168149.273140 + Penalty 1512.461490 = -166636.811650 nChanged 23 SP:Iteration 16Q (27.488725 sec): 3 clusters Score: Raw -168159.505311 + Penalty 1512.461490 = -166647.043821 nChanged 17 SP:Iteration 17Q (27.536709 sec): 3 clusters Score: Raw -168164.746497 + Penalty 1512.461490 = -166652.285008 nChanged 14 SP:Iteration 18Q (27.586468 sec): 3 clusters Score: Raw -168170.800831 + Penalty 1512.461490 = -166658.339341 nChanged 12 SP:Iteration 19Q (27.636181 sec): 3 clusters Score: Raw -168173.789020 + Penalty 1512.461490 = -166661.327530 nChanged 5 SP:Iteration 20F (27.685495 sec): 3 clusters Score: Raw -168175.163361 + Penalty 1512.461490 = -166662.701872 nChanged 3 SP:Iteration 21Q (27.744647 sec): 3 clusters Score: Raw -168175.760413 + Penalty 1512.461490 = -166663.298924 nChanged 3 SP:Iteration 22Q (27.789531 sec): 3 clusters Score: Raw -168176.774901 + Penalty 1512.461490 = -166664.313412 nChanged 4 SP:Iteration 23Q (27.847085 sec): 3 clusters Score: Raw -168178.068875 + Penalty 1512.461490 = -166665.607385 nChanged 1 SP:Iteration 24Q (27.900273 sec): 3 clusters Score: Raw -168178.316484 + Penalty 1512.461490 = -166665.854995 nChanged 1 SP:Iteration 25Q (27.944419 sec): 3 clusters Score: Raw -168178.990180 + Penalty 1512.461490 = -166666.528690 nChanged 4 SP:Iteration 26Q (27.991274 sec): 3 clusters Score: Raw -168181.025767 + Penalty 1512.461490 = -166668.564277 nChanged 3 SP:Iteration 27Q (28.038583 sec): 3 clusters Score: Raw -168182.190376 + Penalty 1512.461490 = -166669.728887 nChanged 5 SP:Iteration 28Q (28.090980 sec): 3 clusters Score: Raw -168184.171815 + Penalty 1512.461490 = -166671.710326 nChanged 8 SP:Iteration 29Q (28.144129 sec): 3 clusters Score: Raw -168187.150396 + Penalty 1512.461490 = -166674.688906 nChanged 5 SP:Iteration 30Q (28.197870 sec): 3 clusters Score: Raw -168188.546194 + Penalty 1512.461490 = -166676.084704 nChanged 2 SP:Iteration 31Q (28.257258 sec): 3 clusters Score: Raw -168189.281843 + Penalty 1512.461490 = -166676.820353 nChanged 2 SP:Iteration 32Q (28.300585 sec): 3 clusters Score: Raw -168190.206669 + Penalty 1512.461490 = -166677.745179 nChanged 5 SP:Iteration 33Q (28.352590 sec): 3 clusters Score: Raw -168192.260591 + Penalty 1512.461490 = -166679.799102 nChanged 3 SP:Iteration 34Q (28.405113 sec): 3 clusters Score: Raw -168192.919995 + Penalty 1512.461490 = -166680.458506 nChanged 1 SP:Iteration 35Q (28.454784 sec): 3 clusters Score: Raw -168192.991021 + Penalty 1512.461490 = -166680.529531 nChanged 0 SP:Iteration 36F (28.497698 sec): 3 clusters Score: Raw -168192.991021 + Penalty 1512.461490 = -166680.529531 nChanged 0 Trying to split cluster 18 (2091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.528147 sec): 2 clusters Score: Raw -128893.175115 + Penalty 726.312781 = -128166.862333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.576347 sec): 3 clusters Score: Raw -127864.507419 + Penalty 1452.625563 = -126411.881856 nChanged 793 SP:Iteration 1F (28.626174 sec): 3 clusters Score: Raw -128304.008317 + Penalty 1452.625563 = -126851.382754 nChanged 159 SP:Iteration 2F (28.677911 sec): 3 clusters Score: Raw -128415.841506 + Penalty 1452.625563 = -126963.215943 nChanged 121 SP:Iteration 3F (28.732918 sec): 3 clusters Score: Raw -128497.915034 + Penalty 1452.625563 = -127045.289471 nChanged 90 SP:Iteration 4Q (28.786134 sec): 3 clusters Score: Raw -128570.510121 + Penalty 1452.625563 = -127117.884558 nChanged 87 SP:Iteration 5Q (28.838441 sec): 3 clusters Score: Raw -128627.595850 + Penalty 1452.625563 = -127174.970287 nChanged 80 SP:Iteration 6Q (28.887961 sec): 3 clusters Score: Raw -128682.094736 + Penalty 1452.625563 = -127229.469173 nChanged 63 SP:Iteration 7Q (28.937558 sec): 3 clusters Score: Raw -128715.254572 + Penalty 1452.625563 = -127262.629009 nChanged 46 SP:Iteration 8Q (28.987051 sec): 3 clusters Score: Raw -128743.342766 + Penalty 1452.625563 = -127290.717203 nChanged 46 SP:Iteration 9Q (29.034904 sec): 3 clusters Score: Raw -128773.284367 + Penalty 1452.625563 = -127320.658804 nChanged 41 SP:Iteration 10Q (29.074787 sec): 3 clusters Score: Raw -128796.728924 + Penalty 1452.625563 = -127344.103361 nChanged 39 SP:Iteration 11Q (29.124282 sec): 3 clusters Score: Raw -128817.361371 + Penalty 1452.625563 = -127364.735808 nChanged 40 SP:Iteration 12Q (29.180633 sec): 3 clusters Score: Raw -128835.233819 + Penalty 1452.625563 = -127382.608256 nChanged 31 SP:Iteration 13Q (29.222015 sec): 3 clusters Score: Raw -128851.078480 + Penalty 1452.625563 = -127398.452917 nChanged 24 SP:Iteration 14Q (29.258298 sec): 3 clusters Score: Raw -128863.177974 + Penalty 1452.625563 = -127410.552411 nChanged 19 SP:Iteration 15Q (29.306467 sec): 3 clusters Score: Raw -128870.763731 + Penalty 1452.625563 = -127418.138168 nChanged 20 SP:Iteration 16Q (29.344998 sec): 3 clusters Score: Raw -128880.959588 + Penalty 1452.625563 = -127428.334025 nChanged 15 SP:Iteration 17Q (29.397559 sec): 3 clusters Score: Raw -128886.324278 + Penalty 1452.625563 = -127433.698715 nChanged 11 SP:Iteration 18Q (29.457996 sec): 3 clusters Score: Raw -128890.653352 + Penalty 1452.625563 = -127438.027789 nChanged 16 SP:Iteration 19Q (29.509370 sec): 3 clusters Score: Raw -128898.854317 + Penalty 1452.625563 = -127446.228755 nChanged 18 SP:Iteration 20F (29.554663 sec): 3 clusters Score: Raw -128910.213535 + Penalty 1452.625563 = -127457.587972 nChanged 22 SP:Iteration 21Q (29.596881 sec): 3 clusters Score: Raw -128918.098214 + Penalty 1452.625563 = -127465.472651 nChanged 11 SP:Iteration 22Q (29.640202 sec): 3 clusters Score: Raw -128922.490081 + Penalty 1452.625563 = -127469.864518 nChanged 14 SP:Iteration 23Q (29.681233 sec): 3 clusters Score: Raw -128927.115496 + Penalty 1452.625563 = -127474.489934 nChanged 7 SP:Iteration 24Q (29.719641 sec): 3 clusters Score: Raw -128930.385038 + Penalty 1452.625563 = -127477.759475 nChanged 6 SP:Iteration 25Q (29.767962 sec): 3 clusters Score: Raw -128931.884566 + Penalty 1452.625563 = -127479.259003 nChanged 6 SP:Iteration 26Q (29.815890 sec): 3 clusters Score: Raw -128934.151862 + Penalty 1452.625563 = -127481.526299 nChanged 2 SP:Iteration 27Q (29.852674 sec): 3 clusters Score: Raw -128934.624576 + Penalty 1452.625563 = -127481.999014 nChanged 2 SP:Iteration 28Q (29.899872 sec): 3 clusters Score: Raw -128935.019936 + Penalty 1452.625563 = -127482.394373 nChanged 2 SP:Iteration 29Q (29.953360 sec): 3 clusters Score: Raw -128935.361817 + Penalty 1452.625563 = -127482.736254 nChanged 0 SP:Iteration 30F (30.003448 sec): 3 clusters Score: Raw -128935.361817 + Penalty 1452.625563 = -127482.736254 nChanged 0 Iteration 20F (30.663870 sec): 13 clusters Score: Raw -4085260.154623 + Penalty 12649.924143 = -4072610.230479 nChanged 2857 Iteration 21Q (31.140327 sec): 13 clusters Score: Raw -4088237.519509 + Penalty 12649.924143 = -4075587.595366 nChanged 1550 Iteration 22Q (31.614245 sec): 13 clusters Score: Raw -4089110.248597 + Penalty 12649.924143 = -4076460.324454 nChanged 960 Iteration 23Q (32.093896 sec): 13 clusters Score: Raw -4089516.817138 + Penalty 12649.924143 = -4076866.892994 nChanged 672 Iteration 24Q (32.543937 sec): 13 clusters Score: Raw -4089766.098766 + Penalty 12649.924143 = -4077116.174622 nChanged 509 Iteration 25Q (33.002598 sec): 13 clusters Score: Raw -4089946.518245 + Penalty 12649.924143 = -4077296.594102 nChanged 425 Iteration 26Q (33.467074 sec): 13 clusters Score: Raw -4090087.288700 + Penalty 12649.924143 = -4077437.364557 nChanged 356 Iteration 27Q (33.916272 sec): 13 clusters Score: Raw -4090211.133106 + Penalty 12649.924143 = -4077561.208962 nChanged 335 Iteration 28Q (34.382390 sec): 13 clusters Score: Raw -4090336.849663 + Penalty 12649.924143 = -4077686.925519 nChanged 350 Iteration 29Q (34.848987 sec): 13 clusters Score: Raw -4090466.043004 + Penalty 12649.924143 = -4077816.118861 nChanged 346 Iteration 30Q (35.310094 sec): 13 clusters Score: Raw -4090584.561305 + Penalty 12649.924143 = -4077934.637161 nChanged 329 Iteration 31Q (35.752673 sec): 13 clusters Score: Raw -4090699.612366 + Penalty 12649.924143 = -4078049.688223 nChanged 362 Iteration 32Q (36.240767 sec): 13 clusters Score: Raw -4090824.519309 + Penalty 12649.924143 = -4078174.595166 nChanged 323 Iteration 33Q (36.679107 sec): 13 clusters Score: Raw -4090920.570205 + Penalty 12649.924143 = -4078270.646061 nChanged 276 Iteration 34Q (37.137312 sec): 13 clusters Score: Raw -4091010.391460 + Penalty 12649.924143 = -4078360.467316 nChanged 310 Iteration 35Q (37.581631 sec): 13 clusters Score: Raw -4091112.127715 + Penalty 12649.924143 = -4078462.203571 nChanged 293 Iteration 36Q (38.039758 sec): 13 clusters Score: Raw -4091208.810318 + Penalty 12649.924143 = -4078558.886175 nChanged 282 Iteration 37Q (38.482589 sec): 13 clusters Score: Raw -4091319.992283 + Penalty 12649.924143 = -4078670.068139 nChanged 308 Iteration 38Q (38.952554 sec): 13 clusters Score: Raw -4091434.160029 + Penalty 12649.924143 = -4078784.235886 nChanged 308 Iteration 39Q (39.389271 sec): 13 clusters Score: Raw -4091537.511580 + Penalty 12649.924143 = -4078887.587437 nChanged 280 Iteration 40F (40.021190 sec): 13 clusters Score: Raw -4091713.369412 + Penalty 12649.924143 = -4079063.445269 nChanged 366 Iteration 41Q (40.480815 sec): 13 clusters Score: Raw -4091875.708850 + Penalty 12649.924143 = -4079225.784706 nChanged 356 Iteration 42Q (40.951958 sec): 13 clusters Score: Raw -4092012.044783 + Penalty 12649.924143 = -4079362.120639 nChanged 306 Iteration 43Q (41.459160 sec): 13 clusters Score: Raw -4092094.599573 + Penalty 12649.924143 = -4079444.675430 nChanged 265 Iteration 44Q (41.953360 sec): 13 clusters Score: Raw -4092163.972950 + Penalty 12649.924143 = -4079514.048807 nChanged 247 Iteration 45Q (42.381164 sec): 13 clusters Score: Raw -4092234.316060 + Penalty 12649.924143 = -4079584.391917 nChanged 232 Iteration 46Q (42.849810 sec): 13 clusters Score: Raw -4092302.235707 + Penalty 12649.924143 = -4079652.311563 nChanged 245 Iteration 47Q (43.310896 sec): 13 clusters Score: Raw -4092368.095608 + Penalty 12649.924143 = -4079718.171464 nChanged 224 Iteration 48Q (43.745548 sec): 13 clusters Score: Raw -4092430.806201 + Penalty 12649.924143 = -4079780.882058 nChanged 222 Iteration 49Q (44.187528 sec): 13 clusters Score: Raw -4092493.970683 + Penalty 12649.924143 = -4079844.046540 nChanged 216 Iteration 50Q (44.671972 sec): 13 clusters Score: Raw -4092561.264767 + Penalty 12649.924143 = -4079911.340623 nChanged 224 Iteration 51Q (45.113339 sec): 13 clusters Score: Raw -4092627.467757 + Penalty 12649.924143 = -4079977.543614 nChanged 211 Iteration 52Q (45.540592 sec): 13 clusters Score: Raw -4092687.795156 + Penalty 12649.924143 = -4080037.871013 nChanged 178 Iteration 53Q (45.993896 sec): 13 clusters Score: Raw -4092740.066048 + Penalty 12649.924143 = -4080090.141905 nChanged 167 Iteration 54Q (46.430214 sec): 13 clusters Score: Raw -4092788.704147 + Penalty 12649.924143 = -4080138.780004 nChanged 158 Iteration 55Q (46.894835 sec): 13 clusters Score: Raw -4092833.921165 + Penalty 12649.924143 = -4080183.997022 nChanged 143 Iteration 56Q (47.331218 sec): 13 clusters Score: Raw -4092873.176922 + Penalty 12649.924143 = -4080223.252779 nChanged 144 Iteration 57Q (47.761270 sec): 13 clusters Score: Raw -4092912.559621 + Penalty 12649.924143 = -4080262.635477 nChanged 137 Iteration 58Q (48.189519 sec): 13 clusters Score: Raw -4092946.387959 + Penalty 12649.924143 = -4080296.463815 nChanged 142 Writing temp clu file Because OldScore, -4080262.635477, is greater than current (better) Score,-4080296.463815 Compute initial score before splitting: Score: Raw -4092946.387959 + Penalty 12649.924143 = -4080296.463815 Trying to split cluster 1 (31427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.277820 sec): 2 clusters Score: Raw -2019792.594519 + Penalty 983.765154 = -2018808.829365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.364580 sec): 3 clusters Score: Raw -1999861.140112 + Penalty 1967.530308 = -1997893.609804 nChanged 14671 SP:Iteration 1F (48.450664 sec): 3 clusters Score: Raw -2009007.488877 + Penalty 1967.530308 = -2007039.958568 nChanged 1774 SP:Iteration 2F (48.526748 sec): 3 clusters Score: Raw -2009769.771339 + Penalty 1967.530308 = -2007802.241030 nChanged 1776 SP:Iteration 3F (48.614008 sec): 3 clusters Score: Raw -2010609.430469 + Penalty 1967.530308 = -2008641.900160 nChanged 1771 SP:Iteration 4F (48.714622 sec): 3 clusters Score: Raw -2011543.008050 + Penalty 1967.530308 = -2009575.477742 nChanged 1848 SP:Iteration 5F (48.799655 sec): 3 clusters Score: Raw -2012709.776243 + Penalty 1967.530308 = -2010742.245935 nChanged 1892 SP:Iteration 6F (48.886957 sec): 3 clusters Score: Raw -2014105.758759 + Penalty 1967.530308 = -2012138.228451 nChanged 1896 SP:Iteration 7F (48.973569 sec): 3 clusters Score: Raw -2015658.808273 + Penalty 1967.530308 = -2013691.277964 nChanged 1715 SP:Iteration 8F (49.060756 sec): 3 clusters Score: Raw -2017143.735821 + Penalty 1967.530308 = -2015176.205512 nChanged 1311 SP:Iteration 9Q (49.152058 sec): 3 clusters Score: Raw -2018309.924451 + Penalty 1967.530308 = -2016342.394142 nChanged 894 SP:Iteration 10Q (49.237188 sec): 3 clusters Score: Raw -2019084.483644 + Penalty 1967.530308 = -2017116.953336 nChanged 555 SP:Iteration 11Q (49.319019 sec): 3 clusters Score: Raw -2019530.075945 + Penalty 1967.530308 = -2017562.545636 nChanged 374 SP:Iteration 12Q (49.402805 sec): 3 clusters Score: Raw -2019775.660594 + Penalty 1967.530308 = -2017808.130286 nChanged 266 SP:Iteration 13Q (49.487372 sec): 3 clusters Score: Raw -2019921.206707 + Penalty 1967.530308 = -2017953.676398 nChanged 172 SP:Iteration 14Q (49.569359 sec): 3 clusters Score: Raw -2020009.864914 + Penalty 1967.530308 = -2018042.334606 nChanged 127 SP:Iteration 15Q (49.651303 sec): 3 clusters Score: Raw -2020059.547209 + Penalty 1967.530308 = -2018092.016901 nChanged 89 SP:Iteration 16Q (49.731463 sec): 3 clusters Score: Raw -2020096.199414 + Penalty 1967.530308 = -2018128.669106 nChanged 87 SP:Iteration 17Q (49.809630 sec): 3 clusters Score: Raw -2020141.947761 + Penalty 1967.530308 = -2018174.417452 nChanged 92 SP:Iteration 18Q (49.889456 sec): 3 clusters Score: Raw -2020171.556167 + Penalty 1967.530308 = -2018204.025859 nChanged 74 SP:Iteration 19Q (49.969800 sec): 3 clusters Score: Raw -2020191.456781 + Penalty 1967.530308 = -2018223.926473 nChanged 39 SP:Iteration 20F (50.057035 sec): 3 clusters Score: Raw -2020202.314751 + Penalty 1967.530308 = -2018234.784443 nChanged 28 SP:Iteration 21Q (50.135378 sec): 3 clusters Score: Raw -2020208.195500 + Penalty 1967.530308 = -2018240.665192 nChanged 25 SP:Iteration 22Q (50.215377 sec): 3 clusters Score: Raw -2020214.526338 + Penalty 1967.530308 = -2018246.996030 nChanged 22 SP:Iteration 23Q (50.292943 sec): 3 clusters Score: Raw -2020221.624359 + Penalty 1967.530308 = -2018254.094051 nChanged 21 SP:Iteration 24Q (50.372461 sec): 3 clusters Score: Raw -2020227.757145 + Penalty 1967.530308 = -2018260.226837 nChanged 21 SP:Iteration 25Q (50.456901 sec): 3 clusters Score: Raw -2020233.801935 + Penalty 1967.530308 = -2018266.271627 nChanged 19 SP:Iteration 26Q (50.536965 sec): 3 clusters Score: Raw -2020237.440089 + Penalty 1967.530308 = -2018269.909781 nChanged 11 SP:Iteration 27Q (50.614649 sec): 3 clusters Score: Raw -2020239.516255 + Penalty 1967.530308 = -2018271.985947 nChanged 14 SP:Iteration 28Q (50.694937 sec): 3 clusters Score: Raw -2020241.561673 + Penalty 1967.530308 = -2018274.031365 nChanged 9 SP:Iteration 29Q (50.775164 sec): 3 clusters Score: Raw -2020242.881305 + Penalty 1967.530308 = -2018275.350997 nChanged 8 SP:Iteration 30Q (50.854499 sec): 3 clusters Score: Raw -2020244.303560 + Penalty 1967.530308 = -2018276.773252 nChanged 8 SP:Iteration 31Q (50.934004 sec): 3 clusters Score: Raw -2020246.073354 + Penalty 1967.530308 = -2018278.543046 nChanged 8 SP:Iteration 32Q (51.013348 sec): 3 clusters Score: Raw -2020248.140251 + Penalty 1967.530308 = -2018280.609943 nChanged 9 SP:Iteration 33Q (51.087171 sec): 3 clusters Score: Raw -2020250.737828 + Penalty 1967.530308 = -2018283.207519 nChanged 15 SP:Iteration 34Q (51.177667 sec): 3 clusters Score: Raw -2020256.359723 + Penalty 1967.530308 = -2018288.829415 nChanged 24 SP:Iteration 35Q (51.260683 sec): 3 clusters Score: Raw -2020264.359154 + Penalty 1967.530308 = -2018296.828845 nChanged 18 SP:Iteration 36Q (51.339330 sec): 3 clusters Score: Raw -2020269.269164 + Penalty 1967.530308 = -2018301.738856 nChanged 18 SP:Iteration 37Q (51.420376 sec): 3 clusters Score: Raw -2020277.252310 + Penalty 1967.530308 = -2018309.722002 nChanged 32 SP:Iteration 38Q (51.496948 sec): 3 clusters Score: Raw -2020289.403135 + Penalty 1967.530308 = -2018321.872827 nChanged 37 SP:Iteration 39Q (51.582647 sec): 3 clusters Score: Raw -2020307.097393 + Penalty 1967.530308 = -2018339.567085 nChanged 32 SP:Iteration 40F (51.664831 sec): 3 clusters Score: Raw -2020319.044753 + Penalty 1967.530308 = -2018351.514445 nChanged 37 SP:Iteration 41Q (51.750434 sec): 3 clusters Score: Raw -2020332.140767 + Penalty 1967.530308 = -2018364.610459 nChanged 35 SP:Iteration 42Q (51.830348 sec): 3 clusters Score: Raw -2020347.127801 + Penalty 1967.530308 = -2018379.597493 nChanged 47 SP:Iteration 43Q (51.911896 sec): 3 clusters Score: Raw -2020364.597601 + Penalty 1967.530308 = -2018397.067293 nChanged 46 SP:Iteration 44Q (51.991958 sec): 3 clusters Score: Raw -2020382.320603 + Penalty 1967.530308 = -2018414.790295 nChanged 44 SP:Iteration 45Q (52.070105 sec): 3 clusters Score: Raw -2020397.190009 + Penalty 1967.530308 = -2018429.659701 nChanged 46 SP:Iteration 46Q (52.147918 sec): 3 clusters Score: Raw -2020412.987914 + Penalty 1967.530308 = -2018445.457605 nChanged 57 SP:Iteration 47Q (52.229246 sec): 3 clusters Score: Raw -2020437.592214 + Penalty 1967.530308 = -2018470.061905 nChanged 59 SP:Iteration 48Q (52.303902 sec): 3 clusters Score: Raw -2020459.197712 + Penalty 1967.530308 = -2018491.667404 nChanged 71 SP:Iteration 49Q (52.384757 sec): 3 clusters Score: Raw -2020481.765786 + Penalty 1967.530308 = -2018514.235477 nChanged 63 SP:Iteration 50Q (52.469145 sec): 3 clusters Score: Raw -2020506.336692 + Penalty 1967.530308 = -2018538.806383 nChanged 66 SP:Iteration 51Q (52.550265 sec): 3 clusters Score: Raw -2020534.948943 + Penalty 1967.530308 = -2018567.418635 nChanged 83 SP:Iteration 52Q (52.629451 sec): 3 clusters Score: Raw -2020570.584853 + Penalty 1967.530308 = -2018603.054545 nChanged 93 SP:Iteration 53Q (52.709991 sec): 3 clusters Score: Raw -2020608.916429 + Penalty 1967.530308 = -2018641.386121 nChanged 98 SP:Iteration 54Q (52.785296 sec): 3 clusters Score: Raw -2020654.393251 + Penalty 1967.530308 = -2018686.862942 nChanged 98 SP:Iteration 55Q (52.866406 sec): 3 clusters Score: Raw -2020699.074642 + Penalty 1967.530308 = -2018731.544334 nChanged 101 SP:Iteration 56Q (52.947996 sec): 3 clusters Score: Raw -2020736.549148 + Penalty 1967.530308 = -2018769.018840 nChanged 101 SP:Iteration 57Q (53.028672 sec): 3 clusters Score: Raw -2020769.582320 + Penalty 1967.530308 = -2018802.052011 nChanged 78 SP:Iteration 58Q (53.111477 sec): 3 clusters Score: Raw -2020791.239520 + Penalty 1967.530308 = -2018823.709212 nChanged 63 SP:Iteration 59Q (53.182457 sec): 3 clusters Score: Raw -2020807.601561 + Penalty 1967.530308 = -2018840.071252 nChanged 47 SP:Iteration 60F (53.271771 sec): 3 clusters Score: Raw -2020931.020985 + Penalty 1967.530308 = -2018963.490676 nChanged 164 SP:Iteration 61Q (53.356058 sec): 3 clusters Score: Raw -2021074.172022 + Penalty 1967.530308 = -2019106.641714 nChanged 213 SP:Iteration 62Q (53.440692 sec): 3 clusters Score: Raw -2021215.232738 + Penalty 1967.530308 = -2019247.702430 nChanged 247 SP:Iteration 63Q (53.522202 sec): 3 clusters Score: Raw -2021378.926219 + Penalty 1967.530308 = -2019411.395911 nChanged 297 SP:Iteration 64Q (53.604089 sec): 3 clusters Score: Raw -2021564.370520 + Penalty 1967.530308 = -2019596.840212 nChanged 318 SP:Iteration 65Q (53.683001 sec): 3 clusters Score: Raw -2021746.653071 + Penalty 1967.530308 = -2019779.122763 nChanged 335 SP:Iteration 66Q (53.765510 sec): 3 clusters Score: Raw -2021948.606330 + Penalty 1967.530308 = -2019981.076022 nChanged 380 SP:Iteration 67Q (53.849265 sec): 3 clusters Score: Raw -2022166.510668 + Penalty 1967.530308 = -2020198.980360 nChanged 404 SP:Iteration 68Q (53.926405 sec): 3 clusters Score: Raw -2022374.977079 + Penalty 1967.530308 = -2020407.446770 nChanged 408 SP:Iteration 69Q (54.016021 sec): 3 clusters Score: Raw -2022557.623828 + Penalty 1967.530308 = -2020590.093520 nChanged 349 SP:Iteration 70Q (54.099838 sec): 3 clusters Score: Raw -2022697.354748 + Penalty 1967.530308 = -2020729.824439 nChanged 297 SP:Iteration 71Q (54.181123 sec): 3 clusters Score: Raw -2022796.584390 + Penalty 1967.530308 = -2020829.054082 nChanged 264 SP:Iteration 72Q (54.262689 sec): 3 clusters Score: Raw -2022870.588461 + Penalty 1967.530308 = -2020903.058153 nChanged 221 SP:Iteration 73Q (54.344256 sec): 3 clusters Score: Raw -2022933.761061 + Penalty 1967.530308 = -2020966.230753 nChanged 186 SP:Iteration 74Q (54.430347 sec): 3 clusters Score: Raw -2022977.888743 + Penalty 1967.530308 = -2021010.358435 nChanged 135 SP:Iteration 75Q (54.516598 sec): 3 clusters Score: Raw -2023004.948313 + Penalty 1967.530308 = -2021037.418004 nChanged 116 SP:Iteration 76Q (54.594308 sec): 3 clusters Score: Raw -2023028.312417 + Penalty 1967.530308 = -2021060.782108 nChanged 96 SP:Iteration 77Q (54.672361 sec): 3 clusters Score: Raw -2023046.077650 + Penalty 1967.530308 = -2021078.547342 nChanged 84 SP:Iteration 78Q (54.755102 sec): 3 clusters Score: Raw -2023065.500338 + Penalty 1967.530308 = -2021097.970030 nChanged 79 SP:Iteration 79Q (54.835300 sec): 3 clusters Score: Raw -2023075.860231 + Penalty 1967.530308 = -2021108.329923 nChanged 63 SP:Iteration 80F (54.912800 sec): 3 clusters Score: Raw -2023413.810095 + Penalty 1967.530308 = -2021446.279787 nChanged 480 SP:Iteration 81Q (55.001280 sec): 3 clusters Score: Raw -2023794.250635 + Penalty 1967.530308 = -2021826.720326 nChanged 479 SP:Iteration 82Q (55.085992 sec): 3 clusters Score: Raw -2024050.634154 + Penalty 1967.530308 = -2022083.103846 nChanged 453 SP:Iteration 83Q (55.167235 sec): 3 clusters Score: Raw -2024254.200875 + Penalty 1967.530308 = -2022286.670566 nChanged 439 SP:Iteration 84Q (55.253333 sec): 3 clusters Score: Raw -2024442.348252 + Penalty 1967.530308 = -2022474.817943 nChanged 446 SP:Iteration 85Q (55.341919 sec): 3 clusters Score: Raw -2024626.176404 + Penalty 1967.530308 = -2022658.646096 nChanged 458 SP:Iteration 86Q (55.421797 sec): 3 clusters Score: Raw -2024803.585823 + Penalty 1967.530308 = -2022836.055515 nChanged 398 SP:Iteration 87Q (55.507462 sec): 3 clusters Score: Raw -2024947.763169 + Penalty 1967.530308 = -2022980.232861 nChanged 367 SP:Iteration 88Q (55.595982 sec): 3 clusters Score: Raw -2025068.043042 + Penalty 1967.530308 = -2023100.512734 nChanged 321 SP:Iteration 89Q (55.671325 sec): 3 clusters Score: Raw -2025159.223782 + Penalty 1967.530308 = -2023191.693473 nChanged 276 SP:Iteration 90Q (55.753167 sec): 3 clusters Score: Raw -2025233.364638 + Penalty 1967.530308 = -2023265.834329 nChanged 211 SP:Iteration 91Q (55.834569 sec): 3 clusters Score: Raw -2025280.011483 + Penalty 1967.530308 = -2023312.481175 nChanged 185 SP:Iteration 92Q (55.917573 sec): 3 clusters Score: Raw -2025313.310060 + Penalty 1967.530308 = -2023345.779752 nChanged 157 SP:Iteration 93Q (55.977983 sec): 3 clusters Score: Raw -2025337.560590 + Penalty 1967.530308 = -2023370.030282 nChanged 138 SP:Iteration 94Q (56.065119 sec): 3 clusters Score: Raw -2025356.352474 + Penalty 1967.530308 = -2023388.822166 nChanged 118 SP:Iteration 95Q (56.142609 sec): 3 clusters Score: Raw -2025370.071513 + Penalty 1967.530308 = -2023402.541204 nChanged 97 SP:Iteration 96Q (56.233814 sec): 3 clusters Score: Raw -2025379.191121 + Penalty 1967.530308 = -2023411.660813 nChanged 80 SP:Iteration 97Q (56.305566 sec): 3 clusters Score: Raw -2025385.585342 + Penalty 1967.530308 = -2023418.055034 nChanged 68 SP:Iteration 98Q (56.397125 sec): 3 clusters Score: Raw -2025391.423031 + Penalty 1967.530308 = -2023423.892723 nChanged 59 SP:Iteration 99Q (56.478837 sec): 3 clusters Score: Raw -2025395.082046 + Penalty 1967.530308 = -2023427.551737 nChanged 43 SP:Iteration 100F (56.560244 sec): 3 clusters Score: Raw -2025424.966831 + Penalty 1967.530308 = -2023457.436522 nChanged 95 SP:Iteration 101Q (56.649680 sec): 3 clusters Score: Raw -2025447.509669 + Penalty 1967.530308 = -2023479.979361 nChanged 116 SP:Iteration 102Q (56.737796 sec): 3 clusters Score: Raw -2025464.262139 + Penalty 1967.530308 = -2023496.731831 nChanged 99 SP:Iteration 103Q (56.824216 sec): 3 clusters Score: Raw -2025477.303827 + Penalty 1967.530308 = -2023509.773519 nChanged 95 SP:Iteration 104Q (56.909442 sec): 3 clusters Score: Raw -2025489.282549 + Penalty 1967.530308 = -2023521.752240 nChanged 104 SP:Iteration 105Q (56.989277 sec): 3 clusters Score: Raw -2025501.533982 + Penalty 1967.530308 = -2023534.003674 nChanged 87 SP:Iteration 106Q (57.073192 sec): 3 clusters Score: Raw -2025509.775109 + Penalty 1967.530308 = -2023542.244801 nChanged 67 SP:Iteration 107Q (57.161028 sec): 3 clusters Score: Raw -2025514.708682 + Penalty 1967.530308 = -2023547.178373 nChanged 67 SP:Iteration 108Q (57.249605 sec): 3 clusters Score: Raw -2025520.668394 + Penalty 1967.530308 = -2023553.138086 nChanged 69 SP:Iteration 109Q (57.333574 sec): 3 clusters Score: Raw -2025526.605264 + Penalty 1967.530308 = -2023559.074956 nChanged 53 SP:Iteration 110Q (57.414824 sec): 3 clusters Score: Raw -2025530.411902 + Penalty 1967.530308 = -2023562.881593 nChanged 46 SP:Iteration 111Q (57.486290 sec): 3 clusters Score: Raw -2025534.223379 + Penalty 1967.530308 = -2023566.693071 nChanged 45 SP:Iteration 112Q (57.576859 sec): 3 clusters Score: Raw -2025538.080497 + Penalty 1967.530308 = -2023570.550189 nChanged 46 SP:Iteration 113Q (57.663058 sec): 3 clusters Score: Raw -2025541.481830 + Penalty 1967.530308 = -2023573.951522 nChanged 39 SP:Iteration 114Q (57.748019 sec): 3 clusters Score: Raw -2025544.589969 + Penalty 1967.530308 = -2023577.059661 nChanged 52 SP:Iteration 115Q (57.833664 sec): 3 clusters Score: Raw -2025548.955049 + Penalty 1967.530308 = -2023581.424741 nChanged 62 SP:Iteration 116Q (57.919321 sec): 3 clusters Score: Raw -2025556.271784 + Penalty 1967.530308 = -2023588.741476 nChanged 66 SP:Iteration 117Q (58.008339 sec): 3 clusters Score: Raw -2025561.038407 + Penalty 1967.530308 = -2023593.508099 nChanged 53 SP:Iteration 118Q (58.095423 sec): 3 clusters Score: Raw -2025564.108775 + Penalty 1967.530308 = -2023596.578466 nChanged 39 SP:Iteration 119Q (58.182415 sec): 3 clusters Score: Raw -2025565.791335 + Penalty 1967.530308 = -2023598.261027 nChanged 28 SP:Iteration 120F (58.268345 sec): 3 clusters Score: Raw -2025566.904151 + Penalty 1967.530308 = -2023599.373843 nChanged 22 SP:Iteration 121Q (58.349512 sec): 3 clusters Score: Raw -2025567.569054 + Penalty 1967.530308 = -2023600.038746 nChanged 10 SP:Iteration 122Q (58.438309 sec): 3 clusters Score: Raw -2025567.817605 + Penalty 1967.530308 = -2023600.287297 nChanged 11 SP:Iteration 123Q (58.513602 sec): 3 clusters Score: Raw -2025568.180873 + Penalty 1967.530308 = -2023600.650565 nChanged 10 SP:Iteration 124Q (58.603278 sec): 3 clusters Score: Raw -2025568.465352 + Penalty 1967.530308 = -2023600.935044 nChanged 12 SP:Iteration 125Q (58.678426 sec): 3 clusters Score: Raw -2025568.903215 + Penalty 1967.530308 = -2023601.372907 nChanged 13 SP:Iteration 126Q (58.766854 sec): 3 clusters Score: Raw -2025569.421589 + Penalty 1967.530308 = -2023601.891281 nChanged 19 SP:Iteration 127Q (58.845976 sec): 3 clusters Score: Raw -2025570.242947 + Penalty 1967.530308 = -2023602.712639 nChanged 14 SP:Iteration 128Q (58.939650 sec): 3 clusters Score: Raw -2025570.750151 + Penalty 1967.530308 = -2023603.219843 nChanged 16 SP:Iteration 129Q (59.018070 sec): 3 clusters Score: Raw -2025571.260559 + Penalty 1967.530308 = -2023603.730250 nChanged 10 SP:Iteration 130Q (59.102489 sec): 3 clusters Score: Raw -2025571.557094 + Penalty 1967.530308 = -2023604.026785 nChanged 6 SP:Iteration 131Q (59.176445 sec): 3 clusters Score: Raw -2025571.672487 + Penalty 1967.530308 = -2023604.142179 nChanged 5 SP:Iteration 132Q (59.268814 sec): 3 clusters Score: Raw -2025571.861309 + Penalty 1967.530308 = -2023604.331001 nChanged 3 SP:Iteration 133Q (59.347058 sec): 3 clusters Score: Raw -2025571.948879 + Penalty 1967.530308 = -2023604.418571 nChanged 2 SP:Iteration 134Q (59.440455 sec): 3 clusters Score: Raw -2025572.005085 + Penalty 1967.530308 = -2023604.474777 nChanged 0 SP:Iteration 135F (59.522830 sec): 3 clusters Score: Raw -2025572.005085 + Penalty 1967.530308 = -2023604.474777 nChanged 0 Score: Raw -4098754.253707 + Penalty 13704.084489 = -4085050.169219 Splitting cluster 1 changes total score from -4080296.463815 to -4085050.169219 So it's getting split into cluster 5. Trying to split cluster 2 (1202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.255688 sec): 2 clusters Score: Raw -72927.070420 + Penalty 673.715501 = -72253.354920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.300438 sec): 3 clusters Score: Raw -72408.012392 + Penalty 1347.431002 = -71060.581390 nChanged 449 SP:Iteration 1F (60.341199 sec): 3 clusters Score: Raw -72743.940092 + Penalty 1347.431002 = -71396.509091 nChanged 85 SP:Iteration 2F (60.374784 sec): 3 clusters Score: Raw -72808.974295 + Penalty 1347.431002 = -71461.543294 nChanged 49 SP:Iteration 3Q (60.427578 sec): 3 clusters Score: Raw -72840.956405 + Penalty 1347.431002 = -71493.525403 nChanged 25 SP:Iteration 4Q (60.474149 sec): 3 clusters Score: Raw -72853.085531 + Penalty 1347.431002 = -71505.654529 nChanged 24 SP:Iteration 5Q (60.518288 sec): 3 clusters Score: Raw -72868.298580 + Penalty 1347.431002 = -71520.867578 nChanged 25 SP:Iteration 6Q (60.554549 sec): 3 clusters Score: Raw -72884.702021 + Penalty 1347.431002 = -71537.271019 nChanged 19 SP:Iteration 7Q (60.603821 sec): 3 clusters Score: Raw -72897.104345 + Penalty 1347.431002 = -71549.673343 nChanged 17 SP:Iteration 8Q (60.648463 sec): 3 clusters Score: Raw -72909.519090 + Penalty 1347.431002 = -71562.088088 nChanged 11 SP:Iteration 9Q (60.698572 sec): 3 clusters Score: Raw -72914.432865 + Penalty 1347.431002 = -71567.001863 nChanged 5 SP:Iteration 10Q (60.751918 sec): 3 clusters Score: Raw -72916.369889 + Penalty 1347.431002 = -71568.938887 nChanged 2 SP:Iteration 11Q (60.797153 sec): 3 clusters Score: Raw -72916.788552 + Penalty 1347.431002 = -71569.357551 nChanged 1 SP:Iteration 12Q (60.836167 sec): 3 clusters Score: Raw -72917.625427 + Penalty 1347.431002 = -71570.194425 nChanged 3 SP:Iteration 13Q (60.891680 sec): 3 clusters Score: Raw -72918.815140 + Penalty 1347.431002 = -71571.384138 nChanged 3 SP:Iteration 14Q (60.942993 sec): 3 clusters Score: Raw -72920.158973 + Penalty 1347.431002 = -71572.727972 nChanged 4 SP:Iteration 15Q (60.980894 sec): 3 clusters Score: Raw -72921.904521 + Penalty 1347.431002 = -71574.473519 nChanged 3 SP:Iteration 16Q (61.041314 sec): 3 clusters Score: Raw -72922.616942 + Penalty 1347.431002 = -71575.185941 nChanged 0 SP:Iteration 17F (61.087034 sec): 3 clusters Score: Raw -72922.616942 + Penalty 1347.431002 = -71575.185941 nChanged 0 Trying to split cluster 3 (19898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.135103 sec): 2 clusters Score: Raw -1280028.316978 + Penalty 940.345578 = -1279087.971400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.208784 sec): 3 clusters Score: Raw -1267716.725520 + Penalty 1880.691156 = -1265836.034365 nChanged 9168 SP:Iteration 1F (61.283178 sec): 3 clusters Score: Raw -1273047.645562 + Penalty 1880.691156 = -1271166.954406 nChanged 1295 SP:Iteration 2F (61.355788 sec): 3 clusters Score: Raw -1273903.228589 + Penalty 1880.691156 = -1272022.537433 nChanged 1563 SP:Iteration 3F (61.429467 sec): 3 clusters Score: Raw -1275318.037197 + Penalty 1880.691156 = -1273437.346041 nChanged 1678 SP:Iteration 4F (61.491925 sec): 3 clusters Score: Raw -1277110.034624 + Penalty 1880.691156 = -1275229.343468 nChanged 1676 SP:Iteration 5F (61.573101 sec): 3 clusters Score: Raw -1278985.148732 + Penalty 1880.691156 = -1277104.457577 nChanged 1406 SP:Iteration 6F (61.630454 sec): 3 clusters Score: Raw -1280570.505735 + Penalty 1880.691156 = -1278689.814580 nChanged 1199 SP:Iteration 7F (61.705663 sec): 3 clusters Score: Raw -1281905.735219 + Penalty 1880.691156 = -1280025.044064 nChanged 997 SP:Iteration 8F (61.778098 sec): 3 clusters Score: Raw -1283071.645560 + Penalty 1880.691156 = -1281190.954405 nChanged 846 SP:Iteration 9Q (61.864030 sec): 3 clusters Score: Raw -1283970.585211 + Penalty 1880.691156 = -1282089.894055 nChanged 634 SP:Iteration 10Q (61.923115 sec): 3 clusters Score: Raw -1284497.703792 + Penalty 1880.691156 = -1282617.012636 nChanged 431 SP:Iteration 11Q (62.007928 sec): 3 clusters Score: Raw -1284761.777454 + Penalty 1880.691156 = -1282881.086298 nChanged 255 SP:Iteration 12Q (62.081186 sec): 3 clusters Score: Raw -1284865.890599 + Penalty 1880.691156 = -1282985.199443 nChanged 157 SP:Iteration 13Q (62.150872 sec): 3 clusters Score: Raw -1284905.579236 + Penalty 1880.691156 = -1283024.888080 nChanged 98 SP:Iteration 14Q (62.224553 sec): 3 clusters Score: Raw -1284920.599135 + Penalty 1880.691156 = -1283039.907980 nChanged 66 SP:Iteration 15Q (62.287589 sec): 3 clusters Score: Raw -1284929.079352 + Penalty 1880.691156 = -1283048.388196 nChanged 41 SP:Iteration 16Q (62.370391 sec): 3 clusters Score: Raw -1284933.440124 + Penalty 1880.691156 = -1283052.748968 nChanged 31 SP:Iteration 17Q (62.430119 sec): 3 clusters Score: Raw -1284935.767064 + Penalty 1880.691156 = -1283055.075909 nChanged 17 SP:Iteration 18Q (62.513791 sec): 3 clusters Score: Raw -1284936.805309 + Penalty 1880.691156 = -1283056.114153 nChanged 6 SP:Iteration 19Q (62.585393 sec): 3 clusters Score: Raw -1284937.162657 + Penalty 1880.691156 = -1283056.471501 nChanged 2 SP:Iteration 20F (62.648192 sec): 3 clusters Score: Raw -1284937.216656 + Penalty 1880.691156 = -1283056.525501 nChanged 0 Score: Raw -4103663.153386 + Penalty 14758.244834 = -4088904.908552 Splitting cluster 3 changes total score from -4080296.463815 to -4088904.908552 So it's getting split into cluster 11. Trying to split cluster 4 (2395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.422644 sec): 2 clusters Score: Raw -137304.850766 + Penalty 739.208158 = -136565.642608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.470922 sec): 3 clusters Score: Raw -136116.173043 + Penalty 1478.416317 = -134637.756727 nChanged 954 SP:Iteration 1F (63.523455 sec): 3 clusters Score: Raw -136644.192979 + Penalty 1478.416317 = -135165.776662 nChanged 184 SP:Iteration 2F (63.566772 sec): 3 clusters Score: Raw -136768.290103 + Penalty 1478.416317 = -135289.873786 nChanged 119 SP:Iteration 3Q (63.616333 sec): 3 clusters Score: Raw -136838.414311 + Penalty 1478.416317 = -135359.997994 nChanged 97 SP:Iteration 4Q (63.655732 sec): 3 clusters Score: Raw -136905.835802 + Penalty 1478.416317 = -135427.419485 nChanged 103 SP:Iteration 5Q (63.711955 sec): 3 clusters Score: Raw -136968.262025 + Penalty 1478.416317 = -135489.845708 nChanged 86 SP:Iteration 6Q (63.754591 sec): 3 clusters Score: Raw -137022.689426 + Penalty 1478.416317 = -135544.273109 nChanged 61 SP:Iteration 7Q (63.793766 sec): 3 clusters Score: Raw -137049.222356 + Penalty 1478.416317 = -135570.806039 nChanged 41 SP:Iteration 8Q (63.839212 sec): 3 clusters Score: Raw -137064.980102 + Penalty 1478.416317 = -135586.563785 nChanged 31 SP:Iteration 9Q (63.888204 sec): 3 clusters Score: Raw -137077.431487 + Penalty 1478.416317 = -135599.015170 nChanged 25 SP:Iteration 10Q (63.942872 sec): 3 clusters Score: Raw -137087.213674 + Penalty 1478.416317 = -135608.797357 nChanged 18 SP:Iteration 11Q (63.993501 sec): 3 clusters Score: Raw -137093.338391 + Penalty 1478.416317 = -135614.922074 nChanged 20 SP:Iteration 12Q (64.041867 sec): 3 clusters Score: Raw -137098.526455 + Penalty 1478.416317 = -135620.110138 nChanged 18 SP:Iteration 13Q (64.091627 sec): 3 clusters Score: Raw -137103.398236 + Penalty 1478.416317 = -135624.981919 nChanged 18 SP:Iteration 14Q (64.137617 sec): 3 clusters Score: Raw -137108.230009 + Penalty 1478.416317 = -135629.813692 nChanged 12 SP:Iteration 15Q (64.193902 sec): 3 clusters Score: Raw -137111.018392 + Penalty 1478.416317 = -135632.602075 nChanged 12 SP:Iteration 16Q (64.245750 sec): 3 clusters Score: Raw -137113.922743 + Penalty 1478.416317 = -135635.506426 nChanged 6 SP:Iteration 17Q (64.297718 sec): 3 clusters Score: Raw -137114.811349 + Penalty 1478.416317 = -135636.395032 nChanged 5 SP:Iteration 18Q (64.352564 sec): 3 clusters Score: Raw -137115.417665 + Penalty 1478.416317 = -135637.001348 nChanged 6 SP:Iteration 19Q (64.404583 sec): 3 clusters Score: Raw -137116.816542 + Penalty 1478.416317 = -135638.400225 nChanged 6 SP:Iteration 20F (64.458380 sec): 3 clusters Score: Raw -137117.832810 + Penalty 1478.416317 = -135639.416493 nChanged 4 SP:Iteration 21Q (64.510998 sec): 3 clusters Score: Raw -137118.277502 + Penalty 1478.416317 = -135639.861185 nChanged 5 SP:Iteration 22Q (64.560893 sec): 3 clusters Score: Raw -137119.527810 + Penalty 1478.416317 = -135641.111493 nChanged 3 SP:Iteration 23Q (64.605847 sec): 3 clusters Score: Raw -137119.855026 + Penalty 1478.416317 = -135641.438709 nChanged 2 SP:Iteration 24Q (64.669934 sec): 3 clusters Score: Raw -137120.129817 + Penalty 1478.416317 = -135641.713500 nChanged 0 SP:Iteration 25F (64.712586 sec): 3 clusters Score: Raw -137120.129817 + Penalty 1478.416317 = -135641.713500 nChanged 0 Trying to split cluster 6 (868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.734451 sec): 2 clusters Score: Raw -55227.101097 + Penalty 642.788213 = -54584.312885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.788344 sec): 3 clusters Score: Raw -54878.187338 + Penalty 1285.576426 = -53592.610912 nChanged 277 SP:Iteration 1F (64.847662 sec): 3 clusters Score: Raw -55065.374667 + Penalty 1285.576426 = -53779.798241 nChanged 75 SP:Iteration 2F (64.894544 sec): 3 clusters Score: Raw -55124.272942 + Penalty 1285.576426 = -53838.696516 nChanged 45 SP:Iteration 3F (64.946553 sec): 3 clusters Score: Raw -55156.690400 + Penalty 1285.576426 = -53871.113975 nChanged 19 SP:Iteration 4Q (64.996598 sec): 3 clusters Score: Raw -55169.859546 + Penalty 1285.576426 = -53884.283121 nChanged 13 SP:Iteration 5Q (65.046877 sec): 3 clusters Score: Raw -55177.913742 + Penalty 1285.576426 = -53892.337316 nChanged 12 SP:Iteration 6Q (65.083903 sec): 3 clusters Score: Raw -55185.691692 + Penalty 1285.576426 = -53900.115266 nChanged 10 SP:Iteration 7Q (65.128048 sec): 3 clusters Score: Raw -55195.434090 + Penalty 1285.576426 = -53909.857665 nChanged 13 SP:Iteration 8Q (65.184672 sec): 3 clusters Score: Raw -55203.839461 + Penalty 1285.576426 = -53918.263035 nChanged 7 SP:Iteration 9Q (65.227469 sec): 3 clusters Score: Raw -55208.263581 + Penalty 1285.576426 = -53922.687155 nChanged 1 SP:Iteration 10Q (65.275311 sec): 3 clusters Score: Raw -55208.601736 + Penalty 1285.576426 = -53923.025310 nChanged 0 SP:Iteration 11F (65.331570 sec): 3 clusters Score: Raw -55208.601736 + Penalty 1285.576426 = -53923.025310 nChanged 0 Trying to split cluster 7 (2637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.361408 sec): 2 clusters Score: Raw -165039.489612 + Penalty 748.352733 = -164291.136880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.411563 sec): 3 clusters Score: Raw -163746.908922 + Penalty 1496.705465 = -162250.203457 nChanged 1018 SP:Iteration 1F (65.455972 sec): 3 clusters Score: Raw -164301.252864 + Penalty 1496.705465 = -162804.547399 nChanged 178 SP:Iteration 2F (65.501463 sec): 3 clusters Score: Raw -164399.295650 + Penalty 1496.705465 = -162902.590184 nChanged 119 SP:Iteration 3Q (65.559992 sec): 3 clusters Score: Raw -164465.165742 + Penalty 1496.705465 = -162968.460276 nChanged 89 SP:Iteration 4Q (65.598940 sec): 3 clusters Score: Raw -164503.833835 + Penalty 1496.705465 = -163007.128370 nChanged 78 SP:Iteration 5Q (65.647522 sec): 3 clusters Score: Raw -164535.470378 + Penalty 1496.705465 = -163038.764912 nChanged 66 SP:Iteration 6Q (65.692636 sec): 3 clusters Score: Raw -164566.896895 + Penalty 1496.705465 = -163070.191430 nChanged 70 SP:Iteration 7Q (65.737341 sec): 3 clusters Score: Raw -164595.786154 + Penalty 1496.705465 = -163099.080688 nChanged 63 SP:Iteration 8Q (65.784844 sec): 3 clusters Score: Raw -164626.036734 + Penalty 1496.705465 = -163129.331268 nChanged 48 SP:Iteration 9Q (65.840352 sec): 3 clusters Score: Raw -164645.398766 + Penalty 1496.705465 = -163148.693300 nChanged 46 SP:Iteration 10Q (65.890043 sec): 3 clusters Score: Raw -164665.509348 + Penalty 1496.705465 = -163168.803883 nChanged 39 SP:Iteration 11Q (65.941695 sec): 3 clusters Score: Raw -164690.777662 + Penalty 1496.705465 = -163194.072197 nChanged 47 SP:Iteration 12Q (65.989381 sec): 3 clusters Score: Raw -164715.147138 + Penalty 1496.705465 = -163218.441673 nChanged 43 SP:Iteration 13Q (66.042759 sec): 3 clusters Score: Raw -164733.408589 + Penalty 1496.705465 = -163236.703123 nChanged 44 SP:Iteration 14Q (66.093713 sec): 3 clusters Score: Raw -164752.256477 + Penalty 1496.705465 = -163255.551011 nChanged 45 SP:Iteration 15Q (66.129763 sec): 3 clusters Score: Raw -164770.957629 + Penalty 1496.705465 = -163274.252164 nChanged 43 SP:Iteration 16Q (66.191354 sec): 3 clusters Score: Raw -164789.460373 + Penalty 1496.705465 = -163292.754908 nChanged 40 SP:Iteration 17Q (66.237061 sec): 3 clusters Score: Raw -164803.500220 + Penalty 1496.705465 = -163306.794754 nChanged 35 SP:Iteration 18Q (66.284711 sec): 3 clusters Score: Raw -164817.268931 + Penalty 1496.705465 = -163320.563466 nChanged 32 SP:Iteration 19Q (66.335136 sec): 3 clusters Score: Raw -164829.181832 + Penalty 1496.705465 = -163332.476367 nChanged 22 SP:Iteration 20F (66.385599 sec): 3 clusters Score: Raw -164838.483327 + Penalty 1496.705465 = -163341.777862 nChanged 23 SP:Iteration 21Q (66.436223 sec): 3 clusters Score: Raw -164851.969721 + Penalty 1496.705465 = -163355.264256 nChanged 22 SP:Iteration 22Q (66.488276 sec): 3 clusters Score: Raw -164865.625934 + Penalty 1496.705465 = -163368.920468 nChanged 25 SP:Iteration 23Q (66.533788 sec): 3 clusters Score: Raw -164874.757668 + Penalty 1496.705465 = -163378.052202 nChanged 24 SP:Iteration 24Q (66.587101 sec): 3 clusters Score: Raw -164881.011212 + Penalty 1496.705465 = -163384.305747 nChanged 18 SP:Iteration 25Q (66.627850 sec): 3 clusters Score: Raw -164886.872338 + Penalty 1496.705465 = -163390.166873 nChanged 18 SP:Iteration 26Q (66.685540 sec): 3 clusters Score: Raw -164891.817257 + Penalty 1496.705465 = -163395.111791 nChanged 11 SP:Iteration 27Q (66.733091 sec): 3 clusters Score: Raw -164894.537984 + Penalty 1496.705465 = -163397.832519 nChanged 7 SP:Iteration 28Q (66.776256 sec): 3 clusters Score: Raw -164897.254320 + Penalty 1496.705465 = -163400.548855 nChanged 13 SP:Iteration 29Q (66.830573 sec): 3 clusters Score: Raw -164901.186212 + Penalty 1496.705465 = -163404.480746 nChanged 10 SP:Iteration 30Q (66.878564 sec): 3 clusters Score: Raw -164905.898999 + Penalty 1496.705465 = -163409.193534 nChanged 11 SP:Iteration 31Q (66.924507 sec): 3 clusters Score: Raw -164909.489037 + Penalty 1496.705465 = -163412.783572 nChanged 18 SP:Iteration 32Q (66.968763 sec): 3 clusters Score: Raw -164916.393434 + Penalty 1496.705465 = -163419.687969 nChanged 18 SP:Iteration 33Q (67.014667 sec): 3 clusters Score: Raw -164920.665248 + Penalty 1496.705465 = -163423.959783 nChanged 11 SP:Iteration 34Q (67.053849 sec): 3 clusters Score: Raw -164925.186442 + Penalty 1496.705465 = -163428.480977 nChanged 8 SP:Iteration 35Q (67.102473 sec): 3 clusters Score: Raw -164928.249795 + Penalty 1496.705465 = -163431.544330 nChanged 11 SP:Iteration 36Q (67.144698 sec): 3 clusters Score: Raw -164931.340580 + Penalty 1496.705465 = -163434.635114 nChanged 10 SP:Iteration 37Q (67.195936 sec): 3 clusters Score: Raw -164933.669154 + Penalty 1496.705465 = -163436.963688 nChanged 9 SP:Iteration 38Q (67.243521 sec): 3 clusters Score: Raw -164935.664951 + Penalty 1496.705465 = -163438.959485 nChanged 2 SP:Iteration 39Q (67.283454 sec): 3 clusters Score: Raw -164935.957903 + Penalty 1496.705465 = -163439.252438 nChanged 2 SP:Iteration 40F (67.332759 sec): 3 clusters Score: Raw -164936.123866 + Penalty 1496.705465 = -163439.418400 nChanged 0 Trying to split cluster 8 (955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.358173 sec): 2 clusters Score: Raw -64144.798377 + Penalty 651.862577 = -63492.935800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.411386 sec): 3 clusters Score: Raw -63780.877540 + Penalty 1303.725155 = -62477.152385 nChanged 293 SP:Iteration 1F (67.462207 sec): 3 clusters Score: Raw -63985.388620 + Penalty 1303.725155 = -62681.663465 nChanged 66 SP:Iteration 2F (67.505540 sec): 3 clusters Score: Raw -64048.112019 + Penalty 1303.725155 = -62744.386865 nChanged 52 SP:Iteration 3F (67.562852 sec): 3 clusters Score: Raw -64095.227885 + Penalty 1303.725155 = -62791.502730 nChanged 32 SP:Iteration 4Q (67.609954 sec): 3 clusters Score: Raw -64116.289232 + Penalty 1303.725155 = -62812.564077 nChanged 20 SP:Iteration 5Q (67.651031 sec): 3 clusters Score: Raw -64130.789373 + Penalty 1303.725155 = -62827.064218 nChanged 20 SP:Iteration 6Q (67.706772 sec): 3 clusters Score: Raw -64143.526277 + Penalty 1303.725155 = -62839.801123 nChanged 19 SP:Iteration 7Q (67.744630 sec): 3 clusters Score: Raw -64150.902740 + Penalty 1303.725155 = -62847.177586 nChanged 5 SP:Iteration 8Q (67.794447 sec): 3 clusters Score: Raw -64154.125431 + Penalty 1303.725155 = -62850.400276 nChanged 5 SP:Iteration 9Q (67.844297 sec): 3 clusters Score: Raw -64158.005862 + Penalty 1303.725155 = -62854.280708 nChanged 3 SP:Iteration 10Q (67.894931 sec): 3 clusters Score: Raw -64160.485292 + Penalty 1303.725155 = -62856.760137 nChanged 4 SP:Iteration 11Q (67.944667 sec): 3 clusters Score: Raw -64162.497715 + Penalty 1303.725155 = -62858.772561 nChanged 2 SP:Iteration 12Q (67.997898 sec): 3 clusters Score: Raw -64163.386040 + Penalty 1303.725155 = -62859.660885 nChanged 1 SP:Iteration 13Q (68.038482 sec): 3 clusters Score: Raw -64165.268582 + Penalty 1303.725155 = -62861.543428 nChanged 5 SP:Iteration 14Q (68.088391 sec): 3 clusters Score: Raw -64169.810119 + Penalty 1303.725155 = -62866.084964 nChanged 4 SP:Iteration 15Q (68.135165 sec): 3 clusters Score: Raw -64173.060245 + Penalty 1303.725155 = -62869.335090 nChanged 9 SP:Iteration 16Q (68.173666 sec): 3 clusters Score: Raw -64177.993474 + Penalty 1303.725155 = -62874.268319 nChanged 5 SP:Iteration 17Q (68.229505 sec): 3 clusters Score: Raw -64181.760073 + Penalty 1303.725155 = -62878.034918 nChanged 3 SP:Iteration 18Q (68.274996 sec): 3 clusters Score: Raw -64183.828402 + Penalty 1303.725155 = -62880.103247 nChanged 1 SP:Iteration 19Q (68.320382 sec): 3 clusters Score: Raw -64184.109275 + Penalty 1303.725155 = -62880.384120 nChanged 0 SP:Iteration 20F (68.364347 sec): 3 clusters Score: Raw -64184.109275 + Penalty 1303.725155 = -62880.384120 nChanged 0 Trying to split cluster 9 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.395586 sec): 2 clusters Score: Raw -6574.264895 + Penalty 466.702214 = -6107.562681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.434997 sec): 3 clusters Score: Raw -6618.217486 + Penalty 933.404428 = -5684.813057 nChanged 27 SP:Iteration 1F (68.479106 sec): 3 clusters Score: Raw -6700.111633 + Penalty 933.404428 = -5766.707205 nChanged 7 SP:Iteration 2F (68.525133 sec): 3 clusters Score: Raw -6730.723445 + Penalty 933.404428 = -5797.319017 nChanged 1 SP:Iteration 3Q (68.572790 sec): 3 clusters Score: Raw -6733.054053 + Penalty 933.404428 = -5799.649625 nChanged 0 SP:Iteration 4F (68.618806 sec): 3 clusters Score: Raw -6733.054053 + Penalty 933.404428 = -5799.649625 nChanged 0 Trying to split cluster 10 (888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.634243 sec): 2 clusters Score: Raw -51797.573309 + Penalty 644.952316 = -51152.620994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.678752 sec): 3 clusters Score: Raw -51441.726789 + Penalty 1289.904631 = -50151.822158 nChanged 312 SP:Iteration 1F (68.728613 sec): 3 clusters Score: Raw -51663.096057 + Penalty 1289.904631 = -50373.191426 nChanged 84 SP:Iteration 2F (68.777251 sec): 3 clusters Score: Raw -51719.918204 + Penalty 1289.904631 = -50430.013573 nChanged 43 SP:Iteration 3Q (68.825516 sec): 3 clusters Score: Raw -51753.050534 + Penalty 1289.904631 = -50463.145902 nChanged 30 SP:Iteration 4Q (68.863322 sec): 3 clusters Score: Raw -51774.525902 + Penalty 1289.904631 = -50484.621270 nChanged 12 SP:Iteration 5Q (68.923584 sec): 3 clusters Score: Raw -51785.372616 + Penalty 1289.904631 = -50495.467985 nChanged 13 SP:Iteration 6Q (68.966020 sec): 3 clusters Score: Raw -51797.343226 + Penalty 1289.904631 = -50507.438595 nChanged 13 SP:Iteration 7Q (69.020106 sec): 3 clusters Score: Raw -51805.806819 + Penalty 1289.904631 = -50515.902187 nChanged 9 SP:Iteration 8Q (69.067836 sec): 3 clusters Score: Raw -51815.075930 + Penalty 1289.904631 = -50525.171298 nChanged 7 SP:Iteration 9Q (69.119175 sec): 3 clusters Score: Raw -51819.244415 + Penalty 1289.904631 = -50529.339784 nChanged 8 SP:Iteration 10Q (69.175854 sec): 3 clusters Score: Raw -51825.584368 + Penalty 1289.904631 = -50535.679737 nChanged 9 SP:Iteration 11Q (69.221358 sec): 3 clusters Score: Raw -51835.506310 + Penalty 1289.904631 = -50545.601679 nChanged 11 SP:Iteration 12Q (69.268170 sec): 3 clusters Score: Raw -51850.475449 + Penalty 1289.904631 = -50560.570818 nChanged 14 SP:Iteration 13Q (69.319306 sec): 3 clusters Score: Raw -51862.002124 + Penalty 1289.904631 = -50572.097492 nChanged 11 SP:Iteration 14Q (69.368533 sec): 3 clusters Score: Raw -51867.760074 + Penalty 1289.904631 = -50577.855443 nChanged 0 SP:Iteration 15F (69.417740 sec): 3 clusters Score: Raw -51867.760074 + Penalty 1289.904631 = -50577.855443 nChanged 0 Trying to split cluster 13 (3444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.443553 sec): 2 clusters Score: Raw -214289.900799 + Penalty 773.716942 = -213516.183857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.492486 sec): 3 clusters Score: Raw -212472.827332 + Penalty 1547.433884 = -210925.393448 nChanged 1434 SP:Iteration 1F (69.549841 sec): 3 clusters Score: Raw -213242.751986 + Penalty 1547.433884 = -211695.318102 nChanged 242 SP:Iteration 2F (69.601248 sec): 3 clusters Score: Raw -213363.413186 + Penalty 1547.433884 = -211815.979301 nChanged 160 SP:Iteration 3Q (69.642945 sec): 3 clusters Score: Raw -213430.788317 + Penalty 1547.433884 = -211883.354432 nChanged 128 SP:Iteration 4Q (69.706826 sec): 3 clusters Score: Raw -213487.874956 + Penalty 1547.433884 = -211940.441072 nChanged 104 SP:Iteration 5Q (69.762843 sec): 3 clusters Score: Raw -213535.833772 + Penalty 1547.433884 = -211988.399888 nChanged 100 SP:Iteration 6Q (69.814518 sec): 3 clusters Score: Raw -213579.697167 + Penalty 1547.433884 = -212032.263282 nChanged 98 SP:Iteration 7Q (69.854154 sec): 3 clusters Score: Raw -213626.734347 + Penalty 1547.433884 = -212079.300463 nChanged 106 SP:Iteration 8Q (69.908777 sec): 3 clusters Score: Raw -213680.329442 + Penalty 1547.433884 = -212132.895558 nChanged 102 SP:Iteration 9Q (69.948038 sec): 3 clusters Score: Raw -213742.458806 + Penalty 1547.433884 = -212195.024922 nChanged 128 SP:Iteration 10Q (70.003037 sec): 3 clusters Score: Raw -213829.496932 + Penalty 1547.433884 = -212282.063048 nChanged 135 SP:Iteration 11Q (70.043949 sec): 3 clusters Score: Raw -213938.122620 + Penalty 1547.433884 = -212390.688736 nChanged 138 SP:Iteration 12Q (70.097458 sec): 3 clusters Score: Raw -214054.311411 + Penalty 1547.433884 = -212506.877527 nChanged 99 SP:Iteration 13Q (70.136518 sec): 3 clusters Score: Raw -214149.123864 + Penalty 1547.433884 = -212601.689980 nChanged 97 SP:Iteration 14Q (70.190096 sec): 3 clusters Score: Raw -214233.717153 + Penalty 1547.433884 = -212686.283268 nChanged 68 SP:Iteration 15Q (70.245114 sec): 3 clusters Score: Raw -214295.542765 + Penalty 1547.433884 = -212748.108880 nChanged 47 SP:Iteration 16Q (70.296094 sec): 3 clusters Score: Raw -214342.950135 + Penalty 1547.433884 = -212795.516251 nChanged 31 SP:Iteration 17Q (70.336868 sec): 3 clusters Score: Raw -214375.902359 + Penalty 1547.433884 = -212828.468475 nChanged 20 SP:Iteration 18Q (70.388333 sec): 3 clusters Score: Raw -214392.974895 + Penalty 1547.433884 = -212845.541011 nChanged 11 SP:Iteration 19Q (70.437192 sec): 3 clusters Score: Raw -214399.867147 + Penalty 1547.433884 = -212852.433262 nChanged 4 SP:Iteration 20F (70.488542 sec): 3 clusters Score: Raw -214403.849742 + Penalty 1547.433884 = -212856.415858 nChanged 7 SP:Iteration 21Q (70.545253 sec): 3 clusters Score: Raw -214409.818489 + Penalty 1547.433884 = -212862.384605 nChanged 3 SP:Iteration 22Q (70.599805 sec): 3 clusters Score: Raw -214411.762941 + Penalty 1547.433884 = -212864.329056 nChanged 3 SP:Iteration 23Q (70.642757 sec): 3 clusters Score: Raw -214413.122992 + Penalty 1547.433884 = -212865.689108 nChanged 1 SP:Iteration 24Q (70.689744 sec): 3 clusters Score: Raw -214413.963614 + Penalty 1547.433884 = -212866.529729 nChanged 0 SP:Iteration 25F (70.742476 sec): 3 clusters Score: Raw -214413.963614 + Penalty 1547.433884 = -212866.529729 nChanged 0 Trying to split cluster 17 (799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.769632 sec): 2 clusters Score: Raw -46995.697921 + Penalty 634.919290 = -46360.778631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.817085 sec): 3 clusters Score: Raw -46699.019753 + Penalty 1269.838580 = -45429.181174 nChanged 268 SP:Iteration 1F (70.867695 sec): 3 clusters Score: Raw -46885.459973 + Penalty 1269.838580 = -45615.621394 nChanged 74 SP:Iteration 2F (70.912463 sec): 3 clusters Score: Raw -46944.436043 + Penalty 1269.838580 = -45674.597463 nChanged 43 SP:Iteration 3F (70.959325 sec): 3 clusters Score: Raw -46981.785614 + Penalty 1269.838580 = -45711.947035 nChanged 24 SP:Iteration 4Q (71.012079 sec): 3 clusters Score: Raw -47005.298767 + Penalty 1269.838580 = -45735.460187 nChanged 20 SP:Iteration 5Q (71.059961 sec): 3 clusters Score: Raw -47023.092677 + Penalty 1269.838580 = -45753.254098 nChanged 18 SP:Iteration 6Q (71.107795 sec): 3 clusters Score: Raw -47036.032788 + Penalty 1269.838580 = -45766.194208 nChanged 10 SP:Iteration 7Q (71.145975 sec): 3 clusters Score: Raw -47044.265295 + Penalty 1269.838580 = -45774.426715 nChanged 13 SP:Iteration 8Q (71.188265 sec): 3 clusters Score: Raw -47053.356145 + Penalty 1269.838580 = -45783.517565 nChanged 7 SP:Iteration 9Q (71.238948 sec): 3 clusters Score: Raw -47056.716368 + Penalty 1269.838580 = -45786.877788 nChanged 2 SP:Iteration 10Q (71.286249 sec): 3 clusters Score: Raw -47057.303158 + Penalty 1269.838580 = -45787.464578 nChanged 3 SP:Iteration 11Q (71.319729 sec): 3 clusters Score: Raw -47059.318749 + Penalty 1269.838580 = -45789.480170 nChanged 6 SP:Iteration 12Q (71.377625 sec): 3 clusters Score: Raw -47065.059477 + Penalty 1269.838580 = -45795.220897 nChanged 10 SP:Iteration 13Q (71.424454 sec): 3 clusters Score: Raw -47072.685535 + Penalty 1269.838580 = -45802.846955 nChanged 11 SP:Iteration 14Q (71.470552 sec): 3 clusters Score: Raw -47078.228743 + Penalty 1269.838580 = -45808.390164 nChanged 7 SP:Iteration 15Q (71.512789 sec): 3 clusters Score: Raw -47087.083166 + Penalty 1269.838580 = -45817.244586 nChanged 7 SP:Iteration 16Q (71.564849 sec): 3 clusters Score: Raw -47097.107726 + Penalty 1269.838580 = -45827.269146 nChanged 15 SP:Iteration 17Q (71.615717 sec): 3 clusters Score: Raw -47112.388473 + Penalty 1269.838580 = -45842.549893 nChanged 10 SP:Iteration 18Q (71.650533 sec): 3 clusters Score: Raw -47120.165126 + Penalty 1269.838580 = -45850.326546 nChanged 12 SP:Iteration 19Q (71.701106 sec): 3 clusters Score: Raw -47128.889095 + Penalty 1269.838580 = -45859.050516 nChanged 7 SP:Iteration 20F (71.744586 sec): 3 clusters Score: Raw -47132.181556 + Penalty 1269.838580 = -45862.342976 nChanged 4 SP:Iteration 21Q (71.786332 sec): 3 clusters Score: Raw -47136.657931 + Penalty 1269.838580 = -45866.819351 nChanged 3 SP:Iteration 22Q (71.821121 sec): 3 clusters Score: Raw -47139.270810 + Penalty 1269.838580 = -45869.432230 nChanged 1 SP:Iteration 23Q (71.864231 sec): 3 clusters Score: Raw -47140.735992 + Penalty 1269.838580 = -45870.897412 nChanged 3 SP:Iteration 24Q (71.906349 sec): 3 clusters Score: Raw -47142.946016 + Penalty 1269.838580 = -45873.107437 nChanged 5 SP:Iteration 25Q (71.949742 sec): 3 clusters Score: Raw -47147.964223 + Penalty 1269.838580 = -45878.125643 nChanged 8 SP:Iteration 26Q (71.999424 sec): 3 clusters Score: Raw -47156.155062 + Penalty 1269.838580 = -45886.316482 nChanged 7 SP:Iteration 27Q (72.037934 sec): 3 clusters Score: Raw -47162.033466 + Penalty 1269.838580 = -45892.194886 nChanged 6 SP:Iteration 28Q (72.084823 sec): 3 clusters Score: Raw -47167.499933 + Penalty 1269.838580 = -45897.661354 nChanged 6 SP:Iteration 29Q (72.129453 sec): 3 clusters Score: Raw -47172.128999 + Penalty 1269.838580 = -45902.290419 nChanged 4 SP:Iteration 30Q (72.167016 sec): 3 clusters Score: Raw -47174.853408 + Penalty 1269.838580 = -45905.014828 nChanged 4 SP:Iteration 31Q (72.210551 sec): 3 clusters Score: Raw -47177.313089 + Penalty 1269.838580 = -45907.474509 nChanged 5 SP:Iteration 32Q (72.260193 sec): 3 clusters Score: Raw -47180.357508 + Penalty 1269.838580 = -45910.518929 nChanged 8 SP:Iteration 33Q (72.305511 sec): 3 clusters Score: Raw -47194.233091 + Penalty 1269.838580 = -45924.394511 nChanged 7 SP:Iteration 34Q (72.348093 sec): 3 clusters Score: Raw -47219.096976 + Penalty 1269.838580 = -45949.258396 nChanged 21 SP:Iteration 35Q (72.406323 sec): 3 clusters Score: Raw -47292.263499 + Penalty 1269.838580 = -46022.424919 nChanged 25 SP:Iteration 36Q (72.446496 sec): 3 clusters Score: Raw -47379.543490 + Penalty 1269.838580 = -46109.704910 nChanged 26 SP:Iteration 37Q (72.503386 sec): 3 clusters Score: Raw -47443.690791 + Penalty 1269.838580 = -46173.852211 nChanged 17 SP:Iteration 38Q (72.556522 sec): 3 clusters Score: Raw -47485.113833 + Penalty 1269.838580 = -46215.275253 nChanged 10 SP:Iteration 39Q (72.607842 sec): 3 clusters Score: Raw -47498.916206 + Penalty 1269.838580 = -46229.077627 nChanged 8 SP:Iteration 40F (72.659984 sec): 3 clusters Score: Raw -47508.412777 + Penalty 1269.838580 = -46238.574197 nChanged 6 SP:Iteration 41Q (72.705180 sec): 3 clusters Score: Raw -47516.558817 + Penalty 1269.838580 = -46246.720237 nChanged 6 SP:Iteration 42Q (72.751801 sec): 3 clusters Score: Raw -47524.231669 + Penalty 1269.838580 = -46254.393090 nChanged 4 SP:Iteration 43Q (72.796112 sec): 3 clusters Score: Raw -47528.052395 + Penalty 1269.838580 = -46258.213816 nChanged 4 SP:Iteration 44Q (72.852693 sec): 3 clusters Score: Raw -47532.773841 + Penalty 1269.838580 = -46262.935261 nChanged 4 SP:Iteration 45Q (72.895394 sec): 3 clusters Score: Raw -47537.660025 + Penalty 1269.838580 = -46267.821445 nChanged 2 SP:Iteration 46Q (72.940881 sec): 3 clusters Score: Raw -47539.666449 + Penalty 1269.838580 = -46269.827869 nChanged 1 SP:Iteration 47Q (72.994267 sec): 3 clusters Score: Raw -47540.747460 + Penalty 1269.838580 = -46270.908881 nChanged 0 SP:Iteration 48F (73.037829 sec): 3 clusters Score: Raw -47540.747460 + Penalty 1269.838580 = -46270.908881 nChanged 0 Trying to split cluster 18 (1278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.056039 sec): 2 clusters Score: Raw -78483.256981 + Penalty 679.539905 = -77803.717076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.115486 sec): 3 clusters Score: Raw -77913.629398 + Penalty 1359.079811 = -76554.549587 nChanged 461 SP:Iteration 1F (73.156972 sec): 3 clusters Score: Raw -78166.514877 + Penalty 1359.079811 = -76807.435066 nChanged 87 SP:Iteration 2F (73.216127 sec): 3 clusters Score: Raw -78225.224785 + Penalty 1359.079811 = -76866.144975 nChanged 57 SP:Iteration 3Q (73.254383 sec): 3 clusters Score: Raw -78263.777385 + Penalty 1359.079811 = -76904.697574 nChanged 40 SP:Iteration 4Q (73.309929 sec): 3 clusters Score: Raw -78281.851448 + Penalty 1359.079811 = -76922.771637 nChanged 27 SP:Iteration 5Q (73.355935 sec): 3 clusters Score: Raw -78292.967018 + Penalty 1359.079811 = -76933.887207 nChanged 20 SP:Iteration 6Q (73.394846 sec): 3 clusters Score: Raw -78301.975700 + Penalty 1359.079811 = -76942.895889 nChanged 20 SP:Iteration 7Q (73.443205 sec): 3 clusters Score: Raw -78314.386920 + Penalty 1359.079811 = -76955.307110 nChanged 15 SP:Iteration 8Q (73.497623 sec): 3 clusters Score: Raw -78322.976554 + Penalty 1359.079811 = -76963.896744 nChanged 17 SP:Iteration 9Q (73.548241 sec): 3 clusters Score: Raw -78331.100884 + Penalty 1359.079811 = -76972.021073 nChanged 12 SP:Iteration 10Q (73.594055 sec): 3 clusters Score: Raw -78337.469090 + Penalty 1359.079811 = -76978.389279 nChanged 18 SP:Iteration 11Q (73.640009 sec): 3 clusters Score: Raw -78346.641946 + Penalty 1359.079811 = -76987.562135 nChanged 7 SP:Iteration 12Q (73.689953 sec): 3 clusters Score: Raw -78348.857431 + Penalty 1359.079811 = -76989.777620 nChanged 7 SP:Iteration 13Q (73.734485 sec): 3 clusters Score: Raw -78351.334453 + Penalty 1359.079811 = -76992.254643 nChanged 6 SP:Iteration 14Q (73.783192 sec): 3 clusters Score: Raw -78353.782516 + Penalty 1359.079811 = -76994.702705 nChanged 6 SP:Iteration 15Q (73.824105 sec): 3 clusters Score: Raw -78359.065556 + Penalty 1359.079811 = -76999.985745 nChanged 5 SP:Iteration 16Q (73.875677 sec): 3 clusters Score: Raw -78363.026768 + Penalty 1359.079811 = -77003.946957 nChanged 7 SP:Iteration 17Q (73.922080 sec): 3 clusters Score: Raw -78368.647212 + Penalty 1359.079811 = -77009.567401 nChanged 9 SP:Iteration 18Q (73.966116 sec): 3 clusters Score: Raw -78372.485657 + Penalty 1359.079811 = -77013.405846 nChanged 5 SP:Iteration 19Q (74.014534 sec): 3 clusters Score: Raw -78374.837662 + Penalty 1359.079811 = -77015.757852 nChanged 3 SP:Iteration 20F (74.063872 sec): 3 clusters Score: Raw -78376.095353 + Penalty 1359.079811 = -77017.015542 nChanged 2 SP:Iteration 21Q (74.103758 sec): 3 clusters Score: Raw -78376.692724 + Penalty 1359.079811 = -77017.612913 nChanged 2 SP:Iteration 22Q (74.152394 sec): 3 clusters Score: Raw -78377.247134 + Penalty 1359.079811 = -77018.167323 nChanged 1 SP:Iteration 23Q (74.204214 sec): 3 clusters Score: Raw -78377.800817 + Penalty 1359.079811 = -77018.721007 nChanged 1 SP:Iteration 24Q (74.258949 sec): 3 clusters Score: Raw -78378.119490 + Penalty 1359.079811 = -77019.039679 nChanged 1 SP:Iteration 25Q (74.313389 sec): 3 clusters Score: Raw -78378.250735 + Penalty 1359.079811 = -77019.170925 nChanged 1 SP:Iteration 26Q (74.355488 sec): 3 clusters Score: Raw -78378.692444 + Penalty 1359.079811 = -77019.612633 nChanged 2 SP:Iteration 27Q (74.403023 sec): 3 clusters Score: Raw -78379.545658 + Penalty 1359.079811 = -77020.465848 nChanged 1 SP:Iteration 28Q (74.461425 sec): 3 clusters Score: Raw -78379.742115 + Penalty 1359.079811 = -77020.662305 nChanged 0 SP:Iteration 29F (74.514963 sec): 3 clusters Score: Raw -78379.742115 + Penalty 1359.079811 = -77020.662305 nChanged 0 Iteration 59Q (75.150486 sec): 15 clusters Score: Raw -4104715.246545 + Penalty 14758.244834 = -4089957.001711 nChanged 1258 Iteration 60F (75.895313 sec): 15 clusters Score: Raw -4105223.068491 + Penalty 14758.244834 = -4090464.823657 nChanged 630 Iteration 61Q (76.459410 sec): 15 clusters Score: Raw -4105400.638567 + Penalty 14758.244834 = -4090642.393733 nChanged 442 Iteration 62Q (77.032192 sec): 15 clusters Score: Raw -4105521.905742 + Penalty 14758.244834 = -4090763.660908 nChanged 361 Iteration 63Q (77.587682 sec): 15 clusters Score: Raw -4105613.490957 + Penalty 14758.244834 = -4090855.246122 nChanged 310 Iteration 64Q (78.154698 sec): 15 clusters Score: Raw -4105700.977075 + Penalty 14758.244834 = -4090942.732241 nChanged 275 Iteration 65Q (78.681483 sec): 15 clusters Score: Raw -4105790.103597 + Penalty 14758.244834 = -4091031.858763 nChanged 270 Iteration 66Q (79.179539 sec): 15 clusters Score: Raw -4105944.775504 + Penalty 14758.244834 = -4091186.530669 nChanged 290 Iteration 67Q (79.695992 sec): 15 clusters Score: Raw -4106117.311363 + Penalty 14758.244834 = -4091359.066529 nChanged 327 Iteration 68Q (80.253072 sec): 15 clusters Score: Raw -4106309.854669 + Penalty 14758.244834 = -4091551.609835 nChanged 328 Iteration 69Q (80.788281 sec): 15 clusters Score: Raw -4106451.330449 + Penalty 14758.244834 = -4091693.085615 nChanged 308 Iteration 70Q (81.311225 sec): 15 clusters Score: Raw -4106559.579003 + Penalty 14758.244834 = -4091801.334169 nChanged 282 Iteration 71Q (81.891734 sec): 15 clusters Score: Raw -4106635.853091 + Penalty 14758.244834 = -4091877.608256 nChanged 262 Iteration 72Q (82.443449 sec): 15 clusters Score: Raw -4106703.705931 + Penalty 14758.244834 = -4091945.461097 nChanged 259 Iteration 73Q (82.925756 sec): 15 clusters Score: Raw -4106759.836730 + Penalty 14758.244834 = -4092001.591896 nChanged 227 Iteration 74Q (83.416908 sec): 15 clusters Score: Raw -4106803.031404 + Penalty 14758.244834 = -4092044.786569 nChanged 204 Iteration 75Q (83.894826 sec): 15 clusters Score: Raw -4106845.798571 + Penalty 14758.244834 = -4092087.553737 nChanged 219 Iteration 76Q (84.404172 sec): 15 clusters Score: Raw -4106892.440122 + Penalty 14758.244834 = -4092134.195288 nChanged 185 Iteration 77Q (84.946473 sec): 15 clusters Score: Raw -4106921.586516 + Penalty 14758.244834 = -4092163.341682 nChanged 164 Iteration 78Q (85.471838 sec): 15 clusters Score: Raw -4106949.684499 + Penalty 14758.244834 = -4092191.439665 nChanged 171 Iteration 79Q (85.985048 sec): 15 clusters Score: Raw -4106979.842420 + Penalty 14758.244834 = -4092221.597586 nChanged 170 Iteration 80F (86.738268 sec): 15 clusters Score: Raw -4107008.657992 + Penalty 14758.244834 = -4092250.413158 nChanged 156 Iteration 81Q (87.279590 sec): 15 clusters Score: Raw -4107037.995461 + Penalty 14758.244834 = -4092279.750627 nChanged 159 Iteration 82Q (87.794105 sec): 15 clusters Score: Raw -4107073.860843 + Penalty 14758.244834 = -4092315.616009 nChanged 164 Iteration 83Q (88.337729 sec): 15 clusters Score: Raw -4107103.593765 + Penalty 14758.244834 = -4092345.348931 nChanged 166 Iteration 84Q (88.886649 sec): 15 clusters Score: Raw -4107131.828482 + Penalty 14758.244834 = -4092373.583648 nChanged 155 Iteration 85Q (89.441210 sec): 15 clusters Score: Raw -4107158.545593 + Penalty 14758.244834 = -4092400.300759 nChanged 167 Iteration 86Q (89.979287 sec): 15 clusters Score: Raw -4107185.520780 + Penalty 14758.244834 = -4092427.275946 nChanged 155 Iteration 87Q (90.502052 sec): 15 clusters Score: Raw -4107212.145552 + Penalty 14758.244834 = -4092453.900718 nChanged 163 Iteration 88Q (91.040501 sec): 15 clusters Score: Raw -4107242.580740 + Penalty 14758.244834 = -4092484.335906 nChanged 156 Iteration 89Q (91.574011 sec): 15 clusters Score: Raw -4107273.346227 + Penalty 14758.244834 = -4092515.101393 nChanged 150 Iteration 90Q (92.073997 sec): 15 clusters Score: Raw -4107308.316415 + Penalty 14758.244834 = -4092550.071581 nChanged 157 Iteration 91Q (92.598146 sec): 15 clusters Score: Raw -4107349.043840 + Penalty 14758.244834 = -4092590.799006 nChanged 184 Iteration 92Q (93.144201 sec): 15 clusters Score: Raw -4107407.288852 + Penalty 14758.244834 = -4092649.044018 nChanged 189 Iteration 93Q (93.677287 sec): 15 clusters Score: Raw -4107463.257913 + Penalty 14758.244834 = -4092705.013079 nChanged 194 Iteration 94Q (94.146204 sec): 15 clusters Score: Raw -4107523.896489 + Penalty 14758.244834 = -4092765.651655 nChanged 232 Iteration 95Q (94.637373 sec): 15 clusters Score: Raw -4107604.338909 + Penalty 14758.244834 = -4092846.094075 nChanged 270 Iteration 96Q (95.164392 sec): 15 clusters Score: Raw -4107711.101484 + Penalty 14758.244834 = -4092952.856650 nChanged 313 Iteration 97Q (95.704302 sec): 15 clusters Score: Raw -4107822.142661 + Penalty 14758.244834 = -4093063.897827 nChanged 321 Iteration 98Q (96.225527 sec): 15 clusters Score: Raw -4107927.044081 + Penalty 14758.244834 = -4093168.799247 nChanged 318 Writing temp clu file Because OldScore, -4093063.897827, is greater than current (better) Score,-4093168.799247 Compute initial score before splitting: Score: Raw -4107927.044081 + Penalty 14758.244834 = -4093168.799247 Trying to split cluster 1 (15261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.293489 sec): 2 clusters Score: Raw -996194.237088 + Penalty 915.140304 = -995279.096784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.358260 sec): 3 clusters Score: Raw -986840.453012 + Penalty 1830.280608 = -985010.172404 nChanged 6996 SP:Iteration 1F (96.420986 sec): 3 clusters Score: Raw -990957.702230 + Penalty 1830.280608 = -989127.421622 nChanged 854 SP:Iteration 2F (96.487890 sec): 3 clusters Score: Raw -991323.558319 + Penalty 1830.280608 = -989493.277710 nChanged 852 SP:Iteration 3F (96.559065 sec): 3 clusters Score: Raw -991746.860908 + Penalty 1830.280608 = -989916.580299 nChanged 888 SP:Iteration 4F (96.624805 sec): 3 clusters Score: Raw -992263.934618 + Penalty 1830.280608 = -990433.654009 nChanged 906 SP:Iteration 5F (96.695745 sec): 3 clusters Score: Raw -992876.452438 + Penalty 1830.280608 = -991046.171829 nChanged 920 SP:Iteration 6F (96.761384 sec): 3 clusters Score: Raw -993532.686706 + Penalty 1830.280608 = -991702.406098 nChanged 804 SP:Iteration 7F (96.826721 sec): 3 clusters Score: Raw -994135.025788 + Penalty 1830.280608 = -992304.745179 nChanged 703 SP:Iteration 8Q (96.901274 sec): 3 clusters Score: Raw -994657.664199 + Penalty 1830.280608 = -992827.383591 nChanged 519 SP:Iteration 9Q (96.967538 sec): 3 clusters Score: Raw -995030.844664 + Penalty 1830.280608 = -993200.564055 nChanged 422 SP:Iteration 10Q (97.037708 sec): 3 clusters Score: Raw -995290.459824 + Penalty 1830.280608 = -993460.179216 nChanged 305 SP:Iteration 11Q (97.101499 sec): 3 clusters Score: Raw -995468.224216 + Penalty 1830.280608 = -993637.943608 nChanged 226 SP:Iteration 12Q (97.159432 sec): 3 clusters Score: Raw -995627.577187 + Penalty 1830.280608 = -993797.296579 nChanged 191 SP:Iteration 13Q (97.227441 sec): 3 clusters Score: Raw -995745.640042 + Penalty 1830.280608 = -993915.359434 nChanged 166 SP:Iteration 14Q (97.292004 sec): 3 clusters Score: Raw -995843.359340 + Penalty 1830.280608 = -994013.078732 nChanged 166 SP:Iteration 15Q (97.364606 sec): 3 clusters Score: Raw -995935.597448 + Penalty 1830.280608 = -994105.316840 nChanged 151 SP:Iteration 16Q (97.428498 sec): 3 clusters Score: Raw -996003.974383 + Penalty 1830.280608 = -994173.693774 nChanged 142 SP:Iteration 17Q (97.495091 sec): 3 clusters Score: Raw -996062.588212 + Penalty 1830.280608 = -994232.307604 nChanged 114 SP:Iteration 18Q (97.547256 sec): 3 clusters Score: Raw -996101.984537 + Penalty 1830.280608 = -994271.703929 nChanged 100 SP:Iteration 19Q (97.624921 sec): 3 clusters Score: Raw -996130.806909 + Penalty 1830.280608 = -994300.526301 nChanged 85 SP:Iteration 20F (97.689760 sec): 3 clusters Score: Raw -996155.187572 + Penalty 1830.280608 = -994324.906964 nChanged 69 SP:Iteration 21Q (97.744168 sec): 3 clusters Score: Raw -996172.781662 + Penalty 1830.280608 = -994342.501054 nChanged 67 SP:Iteration 22Q (97.819884 sec): 3 clusters Score: Raw -996190.535023 + Penalty 1830.280608 = -994360.254415 nChanged 67 SP:Iteration 23Q (97.885668 sec): 3 clusters Score: Raw -996207.572181 + Penalty 1830.280608 = -994377.291572 nChanged 58 SP:Iteration 24Q (97.951851 sec): 3 clusters Score: Raw -996221.765902 + Penalty 1830.280608 = -994391.485294 nChanged 55 SP:Iteration 25Q (98.018978 sec): 3 clusters Score: Raw -996233.496476 + Penalty 1830.280608 = -994403.215867 nChanged 50 SP:Iteration 26Q (98.071501 sec): 3 clusters Score: Raw -996244.334306 + Penalty 1830.280608 = -994414.053698 nChanged 47 SP:Iteration 27Q (98.139781 sec): 3 clusters Score: Raw -996253.790947 + Penalty 1830.280608 = -994423.510339 nChanged 45 SP:Iteration 28Q (98.209451 sec): 3 clusters Score: Raw -996261.314189 + Penalty 1830.280608 = -994431.033581 nChanged 36 SP:Iteration 29Q (98.272071 sec): 3 clusters Score: Raw -996268.050886 + Penalty 1830.280608 = -994437.770278 nChanged 34 SP:Iteration 30Q (98.332591 sec): 3 clusters Score: Raw -996273.486330 + Penalty 1830.280608 = -994443.205722 nChanged 30 SP:Iteration 31Q (98.386758 sec): 3 clusters Score: Raw -996278.749026 + Penalty 1830.280608 = -994448.468418 nChanged 28 SP:Iteration 32Q (98.459329 sec): 3 clusters Score: Raw -996283.492133 + Penalty 1830.280608 = -994453.211524 nChanged 25 SP:Iteration 33Q (98.525020 sec): 3 clusters Score: Raw -996287.743989 + Penalty 1830.280608 = -994457.463381 nChanged 26 SP:Iteration 34Q (98.589186 sec): 3 clusters Score: Raw -996292.670898 + Penalty 1830.280608 = -994462.390290 nChanged 30 SP:Iteration 35Q (98.647286 sec): 3 clusters Score: Raw -996298.685336 + Penalty 1830.280608 = -994468.404728 nChanged 36 SP:Iteration 36Q (98.719319 sec): 3 clusters Score: Raw -996307.108676 + Penalty 1830.280608 = -994476.828068 nChanged 35 SP:Iteration 37Q (98.770473 sec): 3 clusters Score: Raw -996313.706700 + Penalty 1830.280608 = -994483.426092 nChanged 33 SP:Iteration 38Q (98.840328 sec): 3 clusters Score: Raw -996319.480703 + Penalty 1830.280608 = -994489.200095 nChanged 35 SP:Iteration 39Q (98.910099 sec): 3 clusters Score: Raw -996328.021901 + Penalty 1830.280608 = -994497.741293 nChanged 38 SP:Iteration 40F (98.964972 sec): 3 clusters Score: Raw -996337.199431 + Penalty 1830.280608 = -994506.918823 nChanged 32 SP:Iteration 41Q (99.034089 sec): 3 clusters Score: Raw -996344.596932 + Penalty 1830.280608 = -994514.316324 nChanged 28 SP:Iteration 42Q (99.090355 sec): 3 clusters Score: Raw -996351.338972 + Penalty 1830.280608 = -994521.058364 nChanged 25 SP:Iteration 43Q (99.155031 sec): 3 clusters Score: Raw -996356.734222 + Penalty 1830.280608 = -994526.453613 nChanged 30 SP:Iteration 44Q (99.226884 sec): 3 clusters Score: Raw -996362.546388 + Penalty 1830.280608 = -994532.265780 nChanged 19 SP:Iteration 45Q (99.291059 sec): 3 clusters Score: Raw -996366.245955 + Penalty 1830.280608 = -994535.965346 nChanged 17 SP:Iteration 46Q (99.349125 sec): 3 clusters Score: Raw -996368.975071 + Penalty 1830.280608 = -994538.694462 nChanged 21 SP:Iteration 47Q (99.413438 sec): 3 clusters Score: Raw -996372.885786 + Penalty 1830.280608 = -994542.605177 nChanged 26 SP:Iteration 48Q (99.477848 sec): 3 clusters Score: Raw -996377.141240 + Penalty 1830.280608 = -994546.860632 nChanged 13 SP:Iteration 49Q (99.529776 sec): 3 clusters Score: Raw -996379.493564 + Penalty 1830.280608 = -994549.212956 nChanged 16 SP:Iteration 50Q (99.604763 sec): 3 clusters Score: Raw -996381.812403 + Penalty 1830.280608 = -994551.531795 nChanged 14 SP:Iteration 51Q (99.670817 sec): 3 clusters Score: Raw -996384.155658 + Penalty 1830.280608 = -994553.875050 nChanged 19 SP:Iteration 52Q (99.723355 sec): 3 clusters Score: Raw -996388.539144 + Penalty 1830.280608 = -994558.258536 nChanged 25 SP:Iteration 53Q (99.787410 sec): 3 clusters Score: Raw -996392.662274 + Penalty 1830.280608 = -994562.381666 nChanged 17 SP:Iteration 54Q (99.854159 sec): 3 clusters Score: Raw -996395.288405 + Penalty 1830.280608 = -994565.007797 nChanged 13 SP:Iteration 55Q (99.926133 sec): 3 clusters Score: Raw -996397.263914 + Penalty 1830.280608 = -994566.983306 nChanged 13 SP:Iteration 56Q (99.981957 sec): 3 clusters Score: Raw -996398.964002 + Penalty 1830.280608 = -994568.683393 nChanged 10 SP:Iteration 57Q (100.054983 sec): 3 clusters Score: Raw -996400.373134 + Penalty 1830.280608 = -994570.092525 nChanged 8 SP:Iteration 58Q (100.106972 sec): 3 clusters Score: Raw -996401.357511 + Penalty 1830.280608 = -994571.076903 nChanged 6 SP:Iteration 59Q (100.178188 sec): 3 clusters Score: Raw -996401.806108 + Penalty 1830.280608 = -994571.525499 nChanged 3 SP:Iteration 60F (100.249990 sec): 3 clusters Score: Raw -996402.062148 + Penalty 1830.280608 = -994571.781539 nChanged 1 SP:Iteration 61Q (100.299798 sec): 3 clusters Score: Raw -996402.143728 + Penalty 1830.280608 = -994571.863119 nChanged 0 SP:Iteration 62F (100.376936 sec): 3 clusters Score: Raw -996402.143728 + Penalty 1830.280608 = -994571.863119 nChanged 0 Trying to split cluster 2 (554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.405597 sec): 2 clusters Score: Raw -34397.577434 + Penalty 600.130645 = -33797.446789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.444031 sec): 3 clusters Score: Raw -34247.936519 + Penalty 1200.261290 = -33047.675228 nChanged 158 SP:Iteration 1F (100.494556 sec): 3 clusters Score: Raw -34374.145113 + Penalty 1200.261290 = -33173.883823 nChanged 30 SP:Iteration 2F (100.549322 sec): 3 clusters Score: Raw -34411.675594 + Penalty 1200.261290 = -33211.414304 nChanged 20 SP:Iteration 3Q (100.598355 sec): 3 clusters Score: Raw -34436.567492 + Penalty 1200.261290 = -33236.306202 nChanged 16 SP:Iteration 4Q (100.651613 sec): 3 clusters Score: Raw -34451.978318 + Penalty 1200.261290 = -33251.717028 nChanged 5 SP:Iteration 5Q (100.688059 sec): 3 clusters Score: Raw -34456.599942 + Penalty 1200.261290 = -33256.338652 nChanged 2 SP:Iteration 6Q (100.747143 sec): 3 clusters Score: Raw -34458.736973 + Penalty 1200.261290 = -33258.475682 nChanged 2 SP:Iteration 7Q (100.780641 sec): 3 clusters Score: Raw -34459.812812 + Penalty 1200.261290 = -33259.551522 nChanged 0 SP:Iteration 8F (100.831136 sec): 3 clusters Score: Raw -34459.812812 + Penalty 1200.261290 = -33259.551522 nChanged 0 Trying to split cluster 3 (10982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.872693 sec): 2 clusters Score: Raw -717921.092558 + Penalty 883.881221 = -717037.211337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.933788 sec): 3 clusters Score: Raw -711431.919595 + Penalty 1767.762441 = -709664.157154 nChanged 4872 SP:Iteration 1F (100.982710 sec): 3 clusters Score: Raw -714126.628488 + Penalty 1767.762441 = -712358.866047 nChanged 620 SP:Iteration 2F (101.045718 sec): 3 clusters Score: Raw -714409.764271 + Penalty 1767.762441 = -712642.001830 nChanged 638 SP:Iteration 3F (101.115958 sec): 3 clusters Score: Raw -714707.425768 + Penalty 1767.762441 = -712939.663327 nChanged 609 SP:Iteration 4F (101.176786 sec): 3 clusters Score: Raw -715062.432029 + Penalty 1767.762441 = -713294.669587 nChanged 642 SP:Iteration 5F (101.234321 sec): 3 clusters Score: Raw -715505.215924 + Penalty 1767.762441 = -713737.453483 nChanged 636 SP:Iteration 6F (101.300009 sec): 3 clusters Score: Raw -716029.386870 + Penalty 1767.762441 = -714261.624429 nChanged 610 SP:Iteration 7F (101.358684 sec): 3 clusters Score: Raw -716599.460463 + Penalty 1767.762441 = -714831.698022 nChanged 516 SP:Iteration 8Q (101.411136 sec): 3 clusters Score: Raw -717042.118009 + Penalty 1767.762441 = -715274.355568 nChanged 414 SP:Iteration 9Q (101.481453 sec): 3 clusters Score: Raw -717337.376839 + Penalty 1767.762441 = -715569.614397 nChanged 293 SP:Iteration 10Q (101.527652 sec): 3 clusters Score: Raw -717502.874462 + Penalty 1767.762441 = -715735.112020 nChanged 200 SP:Iteration 11Q (101.598908 sec): 3 clusters Score: Raw -717595.701506 + Penalty 1767.762441 = -715827.939065 nChanged 134 SP:Iteration 12Q (101.647883 sec): 3 clusters Score: Raw -717657.938959 + Penalty 1767.762441 = -715890.176518 nChanged 131 SP:Iteration 13Q (101.716345 sec): 3 clusters Score: Raw -717710.064314 + Penalty 1767.762441 = -715942.301873 nChanged 120 SP:Iteration 14Q (101.768028 sec): 3 clusters Score: Raw -717759.468656 + Penalty 1767.762441 = -715991.706215 nChanged 110 SP:Iteration 15Q (101.828626 sec): 3 clusters Score: Raw -717803.495618 + Penalty 1767.762441 = -716035.733177 nChanged 94 SP:Iteration 16Q (101.889467 sec): 3 clusters Score: Raw -717834.454923 + Penalty 1767.762441 = -716066.692482 nChanged 70 SP:Iteration 17Q (101.959809 sec): 3 clusters Score: Raw -717855.531122 + Penalty 1767.762441 = -716087.768681 nChanged 60 SP:Iteration 18Q (102.018483 sec): 3 clusters Score: Raw -717872.139647 + Penalty 1767.762441 = -716104.377206 nChanged 48 SP:Iteration 19Q (102.079017 sec): 3 clusters Score: Raw -717884.945138 + Penalty 1767.762441 = -716117.182697 nChanged 42 SP:Iteration 20F (102.143241 sec): 3 clusters Score: Raw -717893.621257 + Penalty 1767.762441 = -716125.858816 nChanged 18 SP:Iteration 21Q (102.190317 sec): 3 clusters Score: Raw -717896.389802 + Penalty 1767.762441 = -716128.627361 nChanged 14 SP:Iteration 22Q (102.251852 sec): 3 clusters Score: Raw -717898.526287 + Penalty 1767.762441 = -716130.763845 nChanged 15 SP:Iteration 23Q (102.311668 sec): 3 clusters Score: Raw -717901.266482 + Penalty 1767.762441 = -716133.504041 nChanged 19 SP:Iteration 24Q (102.384174 sec): 3 clusters Score: Raw -717904.577489 + Penalty 1767.762441 = -716136.815048 nChanged 19 SP:Iteration 25Q (102.442493 sec): 3 clusters Score: Raw -717907.426655 + Penalty 1767.762441 = -716139.664214 nChanged 20 SP:Iteration 26Q (102.500218 sec): 3 clusters Score: Raw -717912.421315 + Penalty 1767.762441 = -716144.658874 nChanged 22 SP:Iteration 27Q (102.562061 sec): 3 clusters Score: Raw -717916.914775 + Penalty 1767.762441 = -716149.152334 nChanged 22 SP:Iteration 28Q (102.622906 sec): 3 clusters Score: Raw -717920.214846 + Penalty 1767.762441 = -716152.452405 nChanged 15 SP:Iteration 29Q (102.682328 sec): 3 clusters Score: Raw -717923.489737 + Penalty 1767.762441 = -716155.727296 nChanged 19 SP:Iteration 30Q (102.735548 sec): 3 clusters Score: Raw -717928.867255 + Penalty 1767.762441 = -716161.104814 nChanged 23 SP:Iteration 31Q (102.802994 sec): 3 clusters Score: Raw -717937.309384 + Penalty 1767.762441 = -716169.546943 nChanged 30 SP:Iteration 32Q (102.864559 sec): 3 clusters Score: Raw -717946.139529 + Penalty 1767.762441 = -716178.377088 nChanged 25 SP:Iteration 33Q (102.918300 sec): 3 clusters Score: Raw -717951.886896 + Penalty 1767.762441 = -716184.124455 nChanged 17 SP:Iteration 34Q (102.976600 sec): 3 clusters Score: Raw -717953.754939 + Penalty 1767.762441 = -716185.992498 nChanged 10 SP:Iteration 35Q (103.034760 sec): 3 clusters Score: Raw -717955.022669 + Penalty 1767.762441 = -716187.260228 nChanged 6 SP:Iteration 36Q (103.081576 sec): 3 clusters Score: Raw -717955.818241 + Penalty 1767.762441 = -716188.055799 nChanged 5 SP:Iteration 37Q (103.151675 sec): 3 clusters Score: Raw -717956.630903 + Penalty 1767.762441 = -716188.868461 nChanged 3 SP:Iteration 38Q (103.202207 sec): 3 clusters Score: Raw -717957.158710 + Penalty 1767.762441 = -716189.396268 nChanged 3 SP:Iteration 39Q (103.267720 sec): 3 clusters Score: Raw -717957.226060 + Penalty 1767.762441 = -716189.463619 nChanged 2 SP:Iteration 40F (103.320131 sec): 3 clusters Score: Raw -717957.339513 + Penalty 1767.762441 = -716189.577072 nChanged 0 Trying to split cluster 4 (3372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.348321 sec): 2 clusters Score: Raw -193841.376099 + Penalty 771.709825 = -193069.666274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.410476 sec): 3 clusters Score: Raw -192043.004405 + Penalty 1543.419651 = -190499.584754 nChanged 1367 SP:Iteration 1F (103.466055 sec): 3 clusters Score: Raw -192845.447146 + Penalty 1543.419651 = -191302.027495 nChanged 295 SP:Iteration 2F (103.508146 sec): 3 clusters Score: Raw -193110.210715 + Penalty 1543.419651 = -191566.791065 nChanged 287 SP:Iteration 3F (103.556658 sec): 3 clusters Score: Raw -193368.991013 + Penalty 1543.419651 = -191825.571362 nChanged 248 SP:Iteration 4F (103.621549 sec): 3 clusters Score: Raw -193584.693278 + Penalty 1543.419651 = -192041.273628 nChanged 214 SP:Iteration 5F (103.672849 sec): 3 clusters Score: Raw -193746.204454 + Penalty 1543.419651 = -192202.784803 nChanged 153 SP:Iteration 6Q (103.714223 sec): 3 clusters Score: Raw -193856.666271 + Penalty 1543.419651 = -192313.246621 nChanged 127 SP:Iteration 7Q (103.773291 sec): 3 clusters Score: Raw -193946.495504 + Penalty 1543.419651 = -192403.075853 nChanged 114 SP:Iteration 8Q (103.818288 sec): 3 clusters Score: Raw -194018.834401 + Penalty 1543.419651 = -192475.414751 nChanged 59 SP:Iteration 9Q (103.877775 sec): 3 clusters Score: Raw -194050.625713 + Penalty 1543.419651 = -192507.206063 nChanged 46 SP:Iteration 10Q (103.921294 sec): 3 clusters Score: Raw -194075.031479 + Penalty 1543.419651 = -192531.611828 nChanged 50 SP:Iteration 11Q (103.968786 sec): 3 clusters Score: Raw -194099.113638 + Penalty 1543.419651 = -192555.693987 nChanged 33 SP:Iteration 12Q (104.009210 sec): 3 clusters Score: Raw -194115.687480 + Penalty 1543.419651 = -192572.267829 nChanged 30 SP:Iteration 13Q (104.060009 sec): 3 clusters Score: Raw -194132.196281 + Penalty 1543.419651 = -192588.776630 nChanged 19 SP:Iteration 14Q (104.107224 sec): 3 clusters Score: Raw -194144.474066 + Penalty 1543.419651 = -192601.054416 nChanged 20 SP:Iteration 15Q (104.157969 sec): 3 clusters Score: Raw -194153.045630 + Penalty 1543.419651 = -192609.625980 nChanged 15 SP:Iteration 16Q (104.208419 sec): 3 clusters Score: Raw -194160.279193 + Penalty 1543.419651 = -192616.859543 nChanged 18 SP:Iteration 17Q (104.263022 sec): 3 clusters Score: Raw -194170.197255 + Penalty 1543.419651 = -192626.777604 nChanged 10 SP:Iteration 18Q (104.316858 sec): 3 clusters Score: Raw -194173.512475 + Penalty 1543.419651 = -192630.092824 nChanged 5 SP:Iteration 19Q (104.374790 sec): 3 clusters Score: Raw -194176.002315 + Penalty 1543.419651 = -192632.582664 nChanged 7 SP:Iteration 20F (104.429078 sec): 3 clusters Score: Raw -194179.545451 + Penalty 1543.419651 = -192636.125800 nChanged 4 SP:Iteration 21Q (104.480580 sec): 3 clusters Score: Raw -194181.548803 + Penalty 1543.419651 = -192638.129152 nChanged 2 SP:Iteration 22Q (104.533551 sec): 3 clusters Score: Raw -194182.543503 + Penalty 1543.419651 = -192639.123853 nChanged 3 SP:Iteration 23Q (104.574912 sec): 3 clusters Score: Raw -194183.059781 + Penalty 1543.419651 = -192639.640130 nChanged 0 SP:Iteration 24F (104.631400 sec): 3 clusters Score: Raw -194183.059781 + Penalty 1543.419651 = -192639.640130 nChanged 0 Trying to split cluster 5 (13958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.672428 sec): 2 clusters Score: Raw -917599.469273 + Penalty 906.661769 = -916692.807504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.737052 sec): 3 clusters Score: Raw -909087.048568 + Penalty 1813.323539 = -907273.725029 nChanged 6369 SP:Iteration 1F (104.792678 sec): 3 clusters Score: Raw -912681.735406 + Penalty 1813.323539 = -910868.411867 nChanged 781 SP:Iteration 2F (104.866422 sec): 3 clusters Score: Raw -913010.437547 + Penalty 1813.323539 = -911197.114008 nChanged 785 SP:Iteration 3F (104.936669 sec): 3 clusters Score: Raw -913368.406944 + Penalty 1813.323539 = -911555.083405 nChanged 806 SP:Iteration 4F (104.991414 sec): 3 clusters Score: Raw -913838.221115 + Penalty 1813.323539 = -912024.897576 nChanged 913 SP:Iteration 5F (105.065998 sec): 3 clusters Score: Raw -914471.934987 + Penalty 1813.323539 = -912658.611448 nChanged 912 SP:Iteration 6F (105.126737 sec): 3 clusters Score: Raw -915207.955209 + Penalty 1813.323539 = -913394.631670 nChanged 785 SP:Iteration 7F (105.180368 sec): 3 clusters Score: Raw -915894.581205 + Penalty 1813.323539 = -914081.257666 nChanged 664 SP:Iteration 8Q (105.246061 sec): 3 clusters Score: Raw -916480.778438 + Penalty 1813.323539 = -914667.454899 nChanged 453 SP:Iteration 9Q (105.308747 sec): 3 clusters Score: Raw -916841.457745 + Penalty 1813.323539 = -915028.134206 nChanged 315 SP:Iteration 10Q (105.377670 sec): 3 clusters Score: Raw -917077.456664 + Penalty 1813.323539 = -915264.133125 nChanged 227 SP:Iteration 11Q (105.436917 sec): 3 clusters Score: Raw -917238.305230 + Penalty 1813.323539 = -915424.981691 nChanged 173 SP:Iteration 12Q (105.508200 sec): 3 clusters Score: Raw -917345.840575 + Penalty 1813.323539 = -915532.517036 nChanged 142 SP:Iteration 13Q (105.573188 sec): 3 clusters Score: Raw -917428.138465 + Penalty 1813.323539 = -915614.814926 nChanged 124 SP:Iteration 14Q (105.628704 sec): 3 clusters Score: Raw -917505.548811 + Penalty 1813.323539 = -915692.225272 nChanged 103 SP:Iteration 15Q (105.697391 sec): 3 clusters Score: Raw -917556.366270 + Penalty 1813.323539 = -915743.042731 nChanged 67 SP:Iteration 16Q (105.757679 sec): 3 clusters Score: Raw -917592.698269 + Penalty 1813.323539 = -915779.374730 nChanged 59 SP:Iteration 17Q (105.826387 sec): 3 clusters Score: Raw -917621.620626 + Penalty 1813.323539 = -915808.297088 nChanged 50 SP:Iteration 18Q (105.888955 sec): 3 clusters Score: Raw -917648.343605 + Penalty 1813.323539 = -915835.020066 nChanged 47 SP:Iteration 19Q (105.942103 sec): 3 clusters Score: Raw -917680.618669 + Penalty 1813.323539 = -915867.295130 nChanged 51 SP:Iteration 20F (106.008811 sec): 3 clusters Score: Raw -917711.715779 + Penalty 1813.323539 = -915898.392240 nChanged 36 SP:Iteration 21Q (106.080518 sec): 3 clusters Score: Raw -917731.402102 + Penalty 1813.323539 = -915918.078563 nChanged 24 SP:Iteration 22Q (106.132797 sec): 3 clusters Score: Raw -917745.472946 + Penalty 1813.323539 = -915932.149407 nChanged 17 SP:Iteration 23Q (106.206574 sec): 3 clusters Score: Raw -917754.829076 + Penalty 1813.323539 = -915941.505537 nChanged 19 SP:Iteration 24Q (106.260633 sec): 3 clusters Score: Raw -917765.721911 + Penalty 1813.323539 = -915952.398372 nChanged 18 SP:Iteration 25Q (106.331197 sec): 3 clusters Score: Raw -917774.556613 + Penalty 1813.323539 = -915961.233074 nChanged 12 SP:Iteration 26Q (106.383866 sec): 3 clusters Score: Raw -917779.596795 + Penalty 1813.323539 = -915966.273256 nChanged 10 SP:Iteration 27Q (106.454585 sec): 3 clusters Score: Raw -917783.078243 + Penalty 1813.323539 = -915969.754704 nChanged 4 SP:Iteration 28Q (106.511726 sec): 3 clusters Score: Raw -917784.070050 + Penalty 1813.323539 = -915970.746511 nChanged 7 SP:Iteration 29Q (106.584024 sec): 3 clusters Score: Raw -917785.500272 + Penalty 1813.323539 = -915972.176733 nChanged 6 SP:Iteration 30Q (106.651265 sec): 3 clusters Score: Raw -917788.071249 + Penalty 1813.323539 = -915974.747710 nChanged 5 SP:Iteration 31Q (106.714432 sec): 3 clusters Score: Raw -917789.906532 + Penalty 1813.323539 = -915976.582993 nChanged 2 SP:Iteration 32Q (106.777281 sec): 3 clusters Score: Raw -917790.956375 + Penalty 1813.323539 = -915977.632836 nChanged 3 SP:Iteration 33Q (106.840831 sec): 3 clusters Score: Raw -917792.093133 + Penalty 1813.323539 = -915978.769594 nChanged 2 SP:Iteration 34Q (106.893139 sec): 3 clusters Score: Raw -917793.222789 + Penalty 1813.323539 = -915979.899250 nChanged 1 SP:Iteration 35Q (106.954671 sec): 3 clusters Score: Raw -917793.341160 + Penalty 1813.323539 = -915980.017621 nChanged 1 SP:Iteration 36Q (107.030383 sec): 3 clusters Score: Raw -917793.581546 + Penalty 1813.323539 = -915980.258007 nChanged 3 SP:Iteration 37Q (107.092829 sec): 3 clusters Score: Raw -917794.157386 + Penalty 1813.323539 = -915980.833847 nChanged 1 SP:Iteration 38Q (107.155599 sec): 3 clusters Score: Raw -917794.575531 + Penalty 1813.323539 = -915981.251992 nChanged 0 SP:Iteration 39F (107.219931 sec): 3 clusters Score: Raw -917794.575531 + Penalty 1813.323539 = -915981.251992 nChanged 0 Trying to split cluster 6 (610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.248711 sec): 2 clusters Score: Raw -38502.790682 + Penalty 609.278601 = -37893.512081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.290076 sec): 3 clusters Score: Raw -38330.268602 + Penalty 1218.557202 = -37111.711401 nChanged 184 SP:Iteration 1F (107.350255 sec): 3 clusters Score: Raw -38460.221729 + Penalty 1218.557202 = -37241.664527 nChanged 21 SP:Iteration 2Q (107.387658 sec): 3 clusters Score: Raw -38485.425415 + Penalty 1218.557202 = -37266.868213 nChanged 20 SP:Iteration 3Q (107.444400 sec): 3 clusters Score: Raw -38503.690479 + Penalty 1218.557202 = -37285.133277 nChanged 11 SP:Iteration 4Q (107.494197 sec): 3 clusters Score: Raw -38514.720392 + Penalty 1218.557202 = -37296.163191 nChanged 7 SP:Iteration 5Q (107.543835 sec): 3 clusters Score: Raw -38517.465232 + Penalty 1218.557202 = -37298.908030 nChanged 2 SP:Iteration 6Q (107.586513 sec): 3 clusters Score: Raw -38519.636800 + Penalty 1218.557202 = -37301.079598 nChanged 2 SP:Iteration 7Q (107.641027 sec): 3 clusters Score: Raw -38520.890009 + Penalty 1218.557202 = -37302.332807 nChanged 0 SP:Iteration 8F (107.689519 sec): 3 clusters Score: Raw -38520.890009 + Penalty 1218.557202 = -37302.332807 nChanged 0 Trying to split cluster 7 (3961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.704342 sec): 2 clusters Score: Raw -249649.057687 + Penalty 787.003921 = -248862.053766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.767391 sec): 3 clusters Score: Raw -247568.964520 + Penalty 1574.007842 = -245994.956678 nChanged 1662 SP:Iteration 1F (107.814906 sec): 3 clusters Score: Raw -248554.906979 + Penalty 1574.007842 = -246980.899137 nChanged 274 SP:Iteration 2F (107.859831 sec): 3 clusters Score: Raw -248679.704446 + Penalty 1574.007842 = -247105.696605 nChanged 192 SP:Iteration 3Q (107.916278 sec): 3 clusters Score: Raw -248759.672513 + Penalty 1574.007842 = -247185.664672 nChanged 158 SP:Iteration 4Q (107.975461 sec): 3 clusters Score: Raw -248819.034739 + Penalty 1574.007842 = -247245.026898 nChanged 122 SP:Iteration 5Q (108.023668 sec): 3 clusters Score: Raw -248859.080323 + Penalty 1574.007842 = -247285.072482 nChanged 90 SP:Iteration 6Q (108.073106 sec): 3 clusters Score: Raw -248889.684362 + Penalty 1574.007842 = -247315.676521 nChanged 81 SP:Iteration 7Q (108.118184 sec): 3 clusters Score: Raw -248919.540982 + Penalty 1574.007842 = -247345.533141 nChanged 89 SP:Iteration 8Q (108.159980 sec): 3 clusters Score: Raw -248954.461160 + Penalty 1574.007842 = -247380.453318 nChanged 98 SP:Iteration 9Q (108.214141 sec): 3 clusters Score: Raw -249001.751011 + Penalty 1574.007842 = -247427.743169 nChanged 104 SP:Iteration 10Q (108.262833 sec): 3 clusters Score: Raw -249055.825700 + Penalty 1574.007842 = -247481.817858 nChanged 107 SP:Iteration 11Q (108.306647 sec): 3 clusters Score: Raw -249116.463191 + Penalty 1574.007842 = -247542.455349 nChanged 115 SP:Iteration 12Q (108.346345 sec): 3 clusters Score: Raw -249200.028825 + Penalty 1574.007842 = -247626.020984 nChanged 127 SP:Iteration 13Q (108.402651 sec): 3 clusters Score: Raw -249272.409168 + Penalty 1574.007842 = -247698.401327 nChanged 101 SP:Iteration 14Q (108.454485 sec): 3 clusters Score: Raw -249318.155069 + Penalty 1574.007842 = -247744.147227 nChanged 75 SP:Iteration 15Q (108.496985 sec): 3 clusters Score: Raw -249351.808661 + Penalty 1574.007842 = -247777.800820 nChanged 68 SP:Iteration 16Q (108.560759 sec): 3 clusters Score: Raw -249380.145344 + Penalty 1574.007842 = -247806.137502 nChanged 53 SP:Iteration 17Q (108.605943 sec): 3 clusters Score: Raw -249399.560411 + Penalty 1574.007842 = -247825.552570 nChanged 42 SP:Iteration 18Q (108.661445 sec): 3 clusters Score: Raw -249416.601898 + Penalty 1574.007842 = -247842.594057 nChanged 39 SP:Iteration 19Q (108.709665 sec): 3 clusters Score: Raw -249430.285610 + Penalty 1574.007842 = -247856.277769 nChanged 40 SP:Iteration 20F (108.747583 sec): 3 clusters Score: Raw -249443.592244 + Penalty 1574.007842 = -247869.584402 nChanged 45 SP:Iteration 21Q (108.795824 sec): 3 clusters Score: Raw -249459.052167 + Penalty 1574.007842 = -247885.044326 nChanged 42 SP:Iteration 22Q (108.852554 sec): 3 clusters Score: Raw -249470.051903 + Penalty 1574.007842 = -247896.044061 nChanged 37 SP:Iteration 23Q (108.903791 sec): 3 clusters Score: Raw -249479.236881 + Penalty 1574.007842 = -247905.229040 nChanged 33 SP:Iteration 24Q (108.944975 sec): 3 clusters Score: Raw -249489.723963 + Penalty 1574.007842 = -247915.716122 nChanged 35 SP:Iteration 25Q (108.991995 sec): 3 clusters Score: Raw -249504.270918 + Penalty 1574.007842 = -247930.263077 nChanged 46 SP:Iteration 26Q (109.036606 sec): 3 clusters Score: Raw -249526.997663 + Penalty 1574.007842 = -247952.989822 nChanged 44 SP:Iteration 27Q (109.095266 sec): 3 clusters Score: Raw -249546.191697 + Penalty 1574.007842 = -247972.183855 nChanged 40 SP:Iteration 28Q (109.137954 sec): 3 clusters Score: Raw -249560.952335 + Penalty 1574.007842 = -247986.944493 nChanged 43 SP:Iteration 29Q (109.190040 sec): 3 clusters Score: Raw -249579.847917 + Penalty 1574.007842 = -248005.840075 nChanged 45 SP:Iteration 30Q (109.250353 sec): 3 clusters Score: Raw -249603.875482 + Penalty 1574.007842 = -248029.867640 nChanged 38 SP:Iteration 31Q (109.304503 sec): 3 clusters Score: Raw -249622.392742 + Penalty 1574.007842 = -248048.384901 nChanged 48 SP:Iteration 32Q (109.350871 sec): 3 clusters Score: Raw -249648.805198 + Penalty 1574.007842 = -248074.797356 nChanged 46 SP:Iteration 33Q (109.405669 sec): 3 clusters Score: Raw -249673.576084 + Penalty 1574.007842 = -248099.568243 nChanged 42 SP:Iteration 34Q (109.458997 sec): 3 clusters Score: Raw -249697.784285 + Penalty 1574.007842 = -248123.776443 nChanged 36 SP:Iteration 35Q (109.511902 sec): 3 clusters Score: Raw -249713.535839 + Penalty 1574.007842 = -248139.527998 nChanged 26 SP:Iteration 36Q (109.564743 sec): 3 clusters Score: Raw -249722.177025 + Penalty 1574.007842 = -248148.169183 nChanged 24 SP:Iteration 37Q (109.616053 sec): 3 clusters Score: Raw -249731.733204 + Penalty 1574.007842 = -248157.725362 nChanged 27 SP:Iteration 38Q (109.656802 sec): 3 clusters Score: Raw -249743.705700 + Penalty 1574.007842 = -248169.697858 nChanged 21 SP:Iteration 39Q (109.720966 sec): 3 clusters Score: Raw -249751.372218 + Penalty 1574.007842 = -248177.364376 nChanged 23 SP:Iteration 40F (109.773091 sec): 3 clusters Score: Raw -249759.830104 + Penalty 1574.007842 = -248185.822262 nChanged 19 SP:Iteration 41Q (109.824031 sec): 3 clusters Score: Raw -249765.323923 + Penalty 1574.007842 = -248191.316081 nChanged 11 SP:Iteration 42Q (109.874190 sec): 3 clusters Score: Raw -249768.752577 + Penalty 1574.007842 = -248194.744736 nChanged 10 SP:Iteration 43Q (109.919295 sec): 3 clusters Score: Raw -249771.082371 + Penalty 1574.007842 = -248197.074530 nChanged 7 SP:Iteration 44Q (109.958050 sec): 3 clusters Score: Raw -249773.160777 + Penalty 1574.007842 = -248199.152936 nChanged 7 SP:Iteration 45Q (110.005711 sec): 3 clusters Score: Raw -249774.729228 + Penalty 1574.007842 = -248200.721387 nChanged 7 SP:Iteration 46Q (110.067835 sec): 3 clusters Score: Raw -249776.844720 + Penalty 1574.007842 = -248202.836879 nChanged 8 SP:Iteration 47Q (110.117272 sec): 3 clusters Score: Raw -249780.051432 + Penalty 1574.007842 = -248206.043590 nChanged 10 SP:Iteration 48Q (110.168197 sec): 3 clusters Score: Raw -249784.651329 + Penalty 1574.007842 = -248210.643487 nChanged 15 SP:Iteration 49Q (110.219237 sec): 3 clusters Score: Raw -249792.403724 + Penalty 1574.007842 = -248218.395883 nChanged 16 SP:Iteration 50Q (110.274690 sec): 3 clusters Score: Raw -249799.584187 + Penalty 1574.007842 = -248225.576345 nChanged 11 SP:Iteration 51Q (110.319528 sec): 3 clusters Score: Raw -249802.665159 + Penalty 1574.007842 = -248228.657317 nChanged 11 SP:Iteration 52Q (110.374850 sec): 3 clusters Score: Raw -249805.667316 + Penalty 1574.007842 = -248231.659474 nChanged 9 SP:Iteration 53Q (110.427737 sec): 3 clusters Score: Raw -249808.442008 + Penalty 1574.007842 = -248234.434166 nChanged 10 SP:Iteration 54Q (110.477025 sec): 3 clusters Score: Raw -249810.458901 + Penalty 1574.007842 = -248236.451060 nChanged 5 SP:Iteration 55Q (110.521701 sec): 3 clusters Score: Raw -249811.194609 + Penalty 1574.007842 = -248237.186768 nChanged 0 SP:Iteration 56F (110.580851 sec): 3 clusters Score: Raw -249811.194609 + Penalty 1574.007842 = -248237.186768 nChanged 0 Trying to split cluster 8 (771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.609664 sec): 2 clusters Score: Raw -52858.604277 + Penalty 631.530395 = -52227.073881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.658435 sec): 3 clusters Score: Raw -52575.284769 + Penalty 1263.060791 = -51312.223978 nChanged 248 SP:Iteration 1F (110.708053 sec): 3 clusters Score: Raw -52794.295378 + Penalty 1263.060791 = -51531.234587 nChanged 54 SP:Iteration 2F (110.746987 sec): 3 clusters Score: Raw -52845.688754 + Penalty 1263.060791 = -51582.627963 nChanged 37 SP:Iteration 3Q (110.794700 sec): 3 clusters Score: Raw -52875.202089 + Penalty 1263.060791 = -51612.141298 nChanged 17 SP:Iteration 4Q (110.846085 sec): 3 clusters Score: Raw -52885.537191 + Penalty 1263.060791 = -51622.476400 nChanged 9 SP:Iteration 5Q (110.891405 sec): 3 clusters Score: Raw -52892.226284 + Penalty 1263.060791 = -51629.165493 nChanged 3 SP:Iteration 6Q (110.932388 sec): 3 clusters Score: Raw -52894.334596 + Penalty 1263.060791 = -51631.273805 nChanged 2 SP:Iteration 7Q (110.972576 sec): 3 clusters Score: Raw -52896.497653 + Penalty 1263.060791 = -51633.436862 nChanged 2 SP:Iteration 8Q (111.020546 sec): 3 clusters Score: Raw -52899.979462 + Penalty 1263.060791 = -51636.918671 nChanged 4 SP:Iteration 9Q (111.065149 sec): 3 clusters Score: Raw -52903.783327 + Penalty 1263.060791 = -51640.722536 nChanged 6 SP:Iteration 10Q (111.114905 sec): 3 clusters Score: Raw -52907.522436 + Penalty 1263.060791 = -51644.461645 nChanged 3 SP:Iteration 11Q (111.165532 sec): 3 clusters Score: Raw -52909.260374 + Penalty 1263.060791 = -51646.199583 nChanged 2 SP:Iteration 12Q (111.209657 sec): 3 clusters Score: Raw -52910.169914 + Penalty 1263.060791 = -51647.109123 nChanged 2 SP:Iteration 13Q (111.249390 sec): 3 clusters Score: Raw -52910.849177 + Penalty 1263.060791 = -51647.788386 nChanged 1 SP:Iteration 14Q (111.298926 sec): 3 clusters Score: Raw -52911.523261 + Penalty 1263.060791 = -51648.462470 nChanged 0 SP:Iteration 15F (111.337407 sec): 3 clusters Score: Raw -52911.523261 + Penalty 1263.060791 = -51648.462470 nChanged 0 Trying to split cluster 9 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.369269 sec): 2 clusters Score: Raw -6969.470715 + Penalty 472.789706 = -6496.681009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.411252 sec): 3 clusters Score: Raw -7023.736813 + Penalty 945.579411 = -6078.157402 nChanged 32 SP:Iteration 1F (111.451016 sec): 3 clusters Score: Raw -7116.928404 + Penalty 945.579411 = -6171.348993 nChanged 8 SP:Iteration 2F (111.493228 sec): 3 clusters Score: Raw -7140.457456 + Penalty 945.579411 = -6194.878045 nChanged 5 SP:Iteration 3Q (111.527120 sec): 3 clusters Score: Raw -7153.101406 + Penalty 945.579411 = -6207.521995 nChanged 0 SP:Iteration 4F (111.559784 sec): 3 clusters Score: Raw -7153.101406 + Penalty 945.579411 = -6207.521995 nChanged 0 Trying to split cluster 10 (977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.589742 sec): 2 clusters Score: Raw -57251.600324 + Penalty 654.026232 = -56597.574092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.623232 sec): 3 clusters Score: Raw -56834.294847 + Penalty 1308.052464 = -55526.242383 nChanged 319 SP:Iteration 1F (111.663069 sec): 3 clusters Score: Raw -57057.744291 + Penalty 1308.052464 = -55749.691827 nChanged 80 SP:Iteration 2F (111.701392 sec): 3 clusters Score: Raw -57117.554891 + Penalty 1308.052464 = -55809.502427 nChanged 40 SP:Iteration 3Q (111.748227 sec): 3 clusters Score: Raw -57144.953990 + Penalty 1308.052464 = -55836.901526 nChanged 35 SP:Iteration 4Q (111.782260 sec): 3 clusters Score: Raw -57166.118281 + Penalty 1308.052464 = -55858.065817 nChanged 20 SP:Iteration 5Q (111.827263 sec): 3 clusters Score: Raw -57179.693932 + Penalty 1308.052464 = -55871.641468 nChanged 18 SP:Iteration 6Q (111.872326 sec): 3 clusters Score: Raw -57192.138447 + Penalty 1308.052464 = -55884.085983 nChanged 14 SP:Iteration 7Q (111.907639 sec): 3 clusters Score: Raw -57198.221050 + Penalty 1308.052464 = -55890.168586 nChanged 9 SP:Iteration 8Q (111.961316 sec): 3 clusters Score: Raw -57203.560617 + Penalty 1308.052464 = -55895.508153 nChanged 9 SP:Iteration 9Q (111.994377 sec): 3 clusters Score: Raw -57210.210160 + Penalty 1308.052464 = -55902.157696 nChanged 11 SP:Iteration 10Q (112.046058 sec): 3 clusters Score: Raw -57215.389327 + Penalty 1308.052464 = -55907.336863 nChanged 10 SP:Iteration 11Q (112.089957 sec): 3 clusters Score: Raw -57223.608615 + Penalty 1308.052464 = -55915.556151 nChanged 14 SP:Iteration 12Q (112.129477 sec): 3 clusters Score: Raw -57229.527998 + Penalty 1308.052464 = -55921.475534 nChanged 10 SP:Iteration 13Q (112.174927 sec): 3 clusters Score: Raw -57234.376560 + Penalty 1308.052464 = -55926.324096 nChanged 4 SP:Iteration 14Q (112.212284 sec): 3 clusters Score: Raw -57236.080236 + Penalty 1308.052464 = -55928.027772 nChanged 1 SP:Iteration 15Q (112.261834 sec): 3 clusters Score: Raw -57236.210710 + Penalty 1308.052464 = -55928.158246 nChanged 0 SP:Iteration 16F (112.314274 sec): 3 clusters Score: Raw -57236.210710 + Penalty 1308.052464 = -55928.158246 nChanged 0 Trying to split cluster 11 (8106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.350096 sec): 2 clusters Score: Raw -532978.755245 + Penalty 855.034182 = -532123.721064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.397825 sec): 3 clusters Score: Raw -528159.199434 + Penalty 1710.068363 = -526449.131071 nChanged 3630 SP:Iteration 1F (112.457627 sec): 3 clusters Score: Raw -530179.182981 + Penalty 1710.068363 = -528469.114618 nChanged 421 SP:Iteration 2F (112.515547 sec): 3 clusters Score: Raw -530356.687426 + Penalty 1710.068363 = -528646.619063 nChanged 396 SP:Iteration 3Q (112.572717 sec): 3 clusters Score: Raw -530562.619395 + Penalty 1710.068363 = -528852.551032 nChanged 416 SP:Iteration 4F (112.642613 sec): 3 clusters Score: Raw -530834.406144 + Penalty 1710.068363 = -529124.337781 nChanged 445 SP:Iteration 5F (112.690543 sec): 3 clusters Score: Raw -531158.003519 + Penalty 1710.068363 = -529447.935156 nChanged 447 SP:Iteration 6F (112.747542 sec): 3 clusters Score: Raw -531516.867288 + Penalty 1710.068363 = -529806.798925 nChanged 424 SP:Iteration 7F (112.813407 sec): 3 clusters Score: Raw -531834.951387 + Penalty 1710.068363 = -530124.883024 nChanged 345 SP:Iteration 8Q (112.876927 sec): 3 clusters Score: Raw -532083.119027 + Penalty 1710.068363 = -530373.050664 nChanged 283 SP:Iteration 9Q (112.924345 sec): 3 clusters Score: Raw -532264.985658 + Penalty 1710.068363 = -530554.917295 nChanged 221 SP:Iteration 10Q (112.982962 sec): 3 clusters Score: Raw -532390.192425 + Penalty 1710.068363 = -530680.124061 nChanged 175 SP:Iteration 11Q (113.042702 sec): 3 clusters Score: Raw -532490.671549 + Penalty 1710.068363 = -530780.603186 nChanged 171 SP:Iteration 12Q (113.104622 sec): 3 clusters Score: Raw -532590.015332 + Penalty 1710.068363 = -530879.946969 nChanged 146 SP:Iteration 13Q (113.169235 sec): 3 clusters Score: Raw -532669.398756 + Penalty 1710.068363 = -530959.330393 nChanged 126 SP:Iteration 14Q (113.223181 sec): 3 clusters Score: Raw -532740.386067 + Penalty 1710.068363 = -531030.317703 nChanged 96 SP:Iteration 15Q (113.280685 sec): 3 clusters Score: Raw -532800.380657 + Penalty 1710.068363 = -531090.312293 nChanged 93 SP:Iteration 16Q (113.331696 sec): 3 clusters Score: Raw -532866.904123 + Penalty 1710.068363 = -531156.835759 nChanged 76 SP:Iteration 17Q (113.388076 sec): 3 clusters Score: Raw -532918.937114 + Penalty 1710.068363 = -531208.868751 nChanged 61 SP:Iteration 18Q (113.441086 sec): 3 clusters Score: Raw -532959.090867 + Penalty 1710.068363 = -531249.022503 nChanged 53 SP:Iteration 19Q (113.493099 sec): 3 clusters Score: Raw -533001.314766 + Penalty 1710.068363 = -531291.246403 nChanged 31 SP:Iteration 20F (113.556638 sec): 3 clusters Score: Raw -533024.752761 + Penalty 1710.068363 = -531314.684398 nChanged 29 SP:Iteration 21Q (113.611055 sec): 3 clusters Score: Raw -533040.330106 + Penalty 1710.068363 = -531330.261742 nChanged 23 SP:Iteration 22Q (113.664980 sec): 3 clusters Score: Raw -533051.079222 + Penalty 1710.068363 = -531341.010858 nChanged 17 SP:Iteration 23Q (113.721715 sec): 3 clusters Score: Raw -533058.487575 + Penalty 1710.068363 = -531348.419211 nChanged 15 SP:Iteration 24Q (113.777674 sec): 3 clusters Score: Raw -533065.622691 + Penalty 1710.068363 = -531355.554327 nChanged 12 SP:Iteration 25Q (113.833498 sec): 3 clusters Score: Raw -533072.917856 + Penalty 1710.068363 = -531362.849493 nChanged 16 SP:Iteration 26Q (113.895672 sec): 3 clusters Score: Raw -533086.219723 + Penalty 1710.068363 = -531376.151360 nChanged 12 SP:Iteration 27Q (113.952818 sec): 3 clusters Score: Raw -533095.835764 + Penalty 1710.068363 = -531385.767400 nChanged 10 SP:Iteration 28Q (114.015231 sec): 3 clusters Score: Raw -533102.419257 + Penalty 1710.068363 = -531392.350894 nChanged 11 SP:Iteration 29Q (114.072762 sec): 3 clusters Score: Raw -533110.512638 + Penalty 1710.068363 = -531400.444275 nChanged 9 SP:Iteration 30Q (114.121378 sec): 3 clusters Score: Raw -533117.698757 + Penalty 1710.068363 = -531407.630394 nChanged 9 SP:Iteration 31Q (114.169488 sec): 3 clusters Score: Raw -533126.405669 + Penalty 1710.068363 = -531416.337305 nChanged 7 SP:Iteration 32Q (114.236794 sec): 3 clusters Score: Raw -533129.481383 + Penalty 1710.068363 = -531419.413020 nChanged 3 SP:Iteration 33Q (114.282298 sec): 3 clusters Score: Raw -533130.319934 + Penalty 1710.068363 = -531420.251570 nChanged 2 SP:Iteration 34Q (114.343727 sec): 3 clusters Score: Raw -533131.563271 + Penalty 1710.068363 = -531421.494908 nChanged 2 SP:Iteration 35Q (114.402934 sec): 3 clusters Score: Raw -533133.077964 + Penalty 1710.068363 = -531423.009601 nChanged 6 SP:Iteration 36Q (114.456231 sec): 3 clusters Score: Raw -533137.015036 + Penalty 1710.068363 = -531426.946672 nChanged 4 SP:Iteration 37Q (114.512824 sec): 3 clusters Score: Raw -533139.772666 + Penalty 1710.068363 = -531429.704303 nChanged 2 SP:Iteration 38Q (114.564637 sec): 3 clusters Score: Raw -533140.651312 + Penalty 1710.068363 = -531430.582949 nChanged 3 SP:Iteration 39Q (114.617749 sec): 3 clusters Score: Raw -533141.368860 + Penalty 1710.068363 = -531431.300497 nChanged 1 SP:Iteration 40F (114.662894 sec): 3 clusters Score: Raw -533142.135016 + Penalty 1710.068363 = -531432.066653 nChanged 1 SP:Iteration 41Q (114.720673 sec): 3 clusters Score: Raw -533142.341548 + Penalty 1710.068363 = -531432.273185 nChanged 0 SP:Iteration 42F (114.772785 sec): 3 clusters Score: Raw -533142.341548 + Penalty 1710.068363 = -531432.273185 nChanged 0 Trying to split cluster 13 (4328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.800983 sec): 2 clusters Score: Raw -269924.919782 + Penalty 795.421778 = -269129.498004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.858271 sec): 3 clusters Score: Raw -267509.047221 + Penalty 1590.843556 = -265918.203665 nChanged 1832 SP:Iteration 1F (114.915503 sec): 3 clusters Score: Raw -268472.430252 + Penalty 1590.843556 = -266881.586696 nChanged 256 SP:Iteration 2F (114.967859 sec): 3 clusters Score: Raw -268585.130886 + Penalty 1590.843556 = -266994.287330 nChanged 197 SP:Iteration 3Q (115.013156 sec): 3 clusters Score: Raw -268668.138383 + Penalty 1590.843556 = -267077.294827 nChanged 155 SP:Iteration 4Q (115.055230 sec): 3 clusters Score: Raw -268721.025348 + Penalty 1590.843556 = -267130.181792 nChanged 147 SP:Iteration 5Q (115.109266 sec): 3 clusters Score: Raw -268777.913230 + Penalty 1590.843556 = -267187.069674 nChanged 123 SP:Iteration 6Q (115.163697 sec): 3 clusters Score: Raw -268819.986864 + Penalty 1590.843556 = -267229.143308 nChanged 114 SP:Iteration 7Q (115.218239 sec): 3 clusters Score: Raw -268855.789730 + Penalty 1590.843556 = -267264.946175 nChanged 90 SP:Iteration 8Q (115.273502 sec): 3 clusters Score: Raw -268880.334046 + Penalty 1590.843556 = -267289.490490 nChanged 85 SP:Iteration 9Q (115.325757 sec): 3 clusters Score: Raw -268909.137040 + Penalty 1590.843556 = -267318.293485 nChanged 90 SP:Iteration 10Q (115.375142 sec): 3 clusters Score: Raw -268942.667629 + Penalty 1590.843556 = -267351.824073 nChanged 104 SP:Iteration 11Q (115.436640 sec): 3 clusters Score: Raw -268986.774425 + Penalty 1590.843556 = -267395.930869 nChanged 103 SP:Iteration 12Q (115.485443 sec): 3 clusters Score: Raw -269025.625802 + Penalty 1590.843556 = -267434.782246 nChanged 96 SP:Iteration 13Q (115.533679 sec): 3 clusters Score: Raw -269064.479057 + Penalty 1590.843556 = -267473.635501 nChanged 109 SP:Iteration 14Q (115.572481 sec): 3 clusters Score: Raw -269120.619488 + Penalty 1590.843556 = -267529.775932 nChanged 123 SP:Iteration 15Q (115.627339 sec): 3 clusters Score: Raw -269177.129017 + Penalty 1590.843556 = -267586.285461 nChanged 125 SP:Iteration 16Q (115.689579 sec): 3 clusters Score: Raw -269237.968644 + Penalty 1590.843556 = -267647.125088 nChanged 118 SP:Iteration 17Q (115.744918 sec): 3 clusters Score: Raw -269303.056122 + Penalty 1590.843556 = -267712.212566 nChanged 108 SP:Iteration 18Q (115.797806 sec): 3 clusters Score: Raw -269378.101062 + Penalty 1590.843556 = -267787.257506 nChanged 117 SP:Iteration 19Q (115.841988 sec): 3 clusters Score: Raw -269455.402100 + Penalty 1590.843556 = -267864.558544 nChanged 110 SP:Iteration 20F (115.899850 sec): 3 clusters Score: Raw -269532.971652 + Penalty 1590.843556 = -267942.128096 nChanged 105 SP:Iteration 21Q (115.957008 sec): 3 clusters Score: Raw -269604.080439 + Penalty 1590.843556 = -268013.236883 nChanged 86 SP:Iteration 22Q (116.012703 sec): 3 clusters Score: Raw -269656.195574 + Penalty 1590.843556 = -268065.352018 nChanged 71 SP:Iteration 23Q (116.062949 sec): 3 clusters Score: Raw -269689.313543 + Penalty 1590.843556 = -268098.469987 nChanged 60 SP:Iteration 24Q (116.113469 sec): 3 clusters Score: Raw -269717.442388 + Penalty 1590.843556 = -268126.598833 nChanged 65 SP:Iteration 25Q (116.153427 sec): 3 clusters Score: Raw -269753.830576 + Penalty 1590.843556 = -268162.987020 nChanged 67 SP:Iteration 26Q (116.214282 sec): 3 clusters Score: Raw -269794.932903 + Penalty 1590.843556 = -268204.089347 nChanged 57 SP:Iteration 27Q (116.260364 sec): 3 clusters Score: Raw -269819.865070 + Penalty 1590.843556 = -268229.021514 nChanged 39 SP:Iteration 28Q (116.315230 sec): 3 clusters Score: Raw -269835.481976 + Penalty 1590.843556 = -268244.638420 nChanged 36 SP:Iteration 29Q (116.367770 sec): 3 clusters Score: Raw -269851.706651 + Penalty 1590.843556 = -268260.863095 nChanged 30 SP:Iteration 30Q (116.421832 sec): 3 clusters Score: Raw -269865.257860 + Penalty 1590.843556 = -268274.414304 nChanged 29 SP:Iteration 31Q (116.463410 sec): 3 clusters Score: Raw -269886.272149 + Penalty 1590.843556 = -268295.428593 nChanged 32 SP:Iteration 32Q (116.523396 sec): 3 clusters Score: Raw -269903.321899 + Penalty 1590.843556 = -268312.478343 nChanged 18 SP:Iteration 33Q (116.577384 sec): 3 clusters Score: Raw -269909.188697 + Penalty 1590.843556 = -268318.345141 nChanged 14 SP:Iteration 34Q (116.629780 sec): 3 clusters Score: Raw -269914.072998 + Penalty 1590.843556 = -268323.229443 nChanged 7 SP:Iteration 35Q (116.682199 sec): 3 clusters Score: Raw -269915.472425 + Penalty 1590.843556 = -268324.628869 nChanged 5 SP:Iteration 36Q (116.724072 sec): 3 clusters Score: Raw -269917.134085 + Penalty 1590.843556 = -268326.290529 nChanged 6 SP:Iteration 37Q (116.779176 sec): 3 clusters Score: Raw -269920.179235 + Penalty 1590.843556 = -268329.335680 nChanged 7 SP:Iteration 38Q (116.832787 sec): 3 clusters Score: Raw -269922.334807 + Penalty 1590.843556 = -268331.491251 nChanged 6 SP:Iteration 39Q (116.889059 sec): 3 clusters Score: Raw -269924.249621 + Penalty 1590.843556 = -268333.406065 nChanged 6 SP:Iteration 40F (116.943200 sec): 3 clusters Score: Raw -269926.075604 + Penalty 1590.843556 = -268335.232048 nChanged 3 SP:Iteration 41Q (116.994140 sec): 3 clusters Score: Raw -269928.131908 + Penalty 1590.843556 = -268337.288352 nChanged 3 SP:Iteration 42Q (117.044439 sec): 3 clusters Score: Raw -269930.384545 + Penalty 1590.843556 = -268339.540990 nChanged 6 SP:Iteration 43Q (117.087814 sec): 3 clusters Score: Raw -269934.455070 + Penalty 1590.843556 = -268343.611514 nChanged 10 SP:Iteration 44Q (117.141788 sec): 3 clusters Score: Raw -269938.744982 + Penalty 1590.843556 = -268347.901426 nChanged 6 SP:Iteration 45Q (117.205003 sec): 3 clusters Score: Raw -269940.569955 + Penalty 1590.843556 = -268349.726399 nChanged 4 SP:Iteration 46Q (117.254215 sec): 3 clusters Score: Raw -269942.651539 + Penalty 1590.843556 = -268351.807983 nChanged 6 SP:Iteration 47Q (117.310954 sec): 3 clusters Score: Raw -269944.719529 + Penalty 1590.843556 = -268353.875973 nChanged 2 SP:Iteration 48Q (117.363355 sec): 3 clusters Score: Raw -269945.531876 + Penalty 1590.843556 = -268354.688320 nChanged 3 SP:Iteration 49Q (117.416254 sec): 3 clusters Score: Raw -269946.698500 + Penalty 1590.843556 = -268355.854944 nChanged 3 SP:Iteration 50Q (117.462280 sec): 3 clusters Score: Raw -269947.977847 + Penalty 1590.843556 = -268357.134291 nChanged 2 SP:Iteration 51Q (117.521710 sec): 3 clusters Score: Raw -269948.958967 + Penalty 1590.843556 = -268358.115412 nChanged 3 SP:Iteration 52Q (117.579563 sec): 3 clusters Score: Raw -269949.412748 + Penalty 1590.843556 = -268358.569192 nChanged 0 SP:Iteration 53F (117.629713 sec): 3 clusters Score: Raw -269949.412748 + Penalty 1590.843556 = -268358.569192 nChanged 0 Trying to split cluster 17 (1839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.655419 sec): 2 clusters Score: Raw -113049.963002 + Penalty 714.112836 = -112335.850166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.708982 sec): 3 clusters Score: Raw -112193.351717 + Penalty 1428.225673 = -110765.126044 nChanged 706 SP:Iteration 1F (117.756576 sec): 3 clusters Score: Raw -112629.047400 + Penalty 1428.225673 = -111200.821727 nChanged 129 SP:Iteration 2F (117.803057 sec): 3 clusters Score: Raw -112733.021619 + Penalty 1428.225673 = -111304.795946 nChanged 100 SP:Iteration 3F (117.846419 sec): 3 clusters Score: Raw -112805.916081 + Penalty 1428.225673 = -111377.690409 nChanged 83 SP:Iteration 4Q (117.902583 sec): 3 clusters Score: Raw -112876.748683 + Penalty 1428.225673 = -111448.523010 nChanged 89 SP:Iteration 5Q (117.944915 sec): 3 clusters Score: Raw -112974.888860 + Penalty 1428.225673 = -111546.663187 nChanged 82 SP:Iteration 6Q (118.001781 sec): 3 clusters Score: Raw -113035.461672 + Penalty 1428.225673 = -111607.236000 nChanged 67 SP:Iteration 7Q (118.055702 sec): 3 clusters Score: Raw -113082.137232 + Penalty 1428.225673 = -111653.911559 nChanged 51 SP:Iteration 8Q (118.100912 sec): 3 clusters Score: Raw -113113.313173 + Penalty 1428.225673 = -111685.087500 nChanged 48 SP:Iteration 9Q (118.150039 sec): 3 clusters Score: Raw -113136.040371 + Penalty 1428.225673 = -111707.814698 nChanged 35 SP:Iteration 10Q (118.191419 sec): 3 clusters Score: Raw -113151.541171 + Penalty 1428.225673 = -111723.315498 nChanged 19 SP:Iteration 11Q (118.245537 sec): 3 clusters Score: Raw -113159.211003 + Penalty 1428.225673 = -111730.985330 nChanged 23 SP:Iteration 12Q (118.293834 sec): 3 clusters Score: Raw -113168.904753 + Penalty 1428.225673 = -111740.679080 nChanged 25 SP:Iteration 13Q (118.350634 sec): 3 clusters Score: Raw -113185.630661 + Penalty 1428.225673 = -111757.404988 nChanged 22 SP:Iteration 14Q (118.395867 sec): 3 clusters Score: Raw -113201.194079 + Penalty 1428.225673 = -111772.968406 nChanged 25 SP:Iteration 15Q (118.453334 sec): 3 clusters Score: Raw -113212.329375 + Penalty 1428.225673 = -111784.103702 nChanged 22 SP:Iteration 16Q (118.500278 sec): 3 clusters Score: Raw -113223.211612 + Penalty 1428.225673 = -111794.985939 nChanged 17 SP:Iteration 17Q (118.554559 sec): 3 clusters Score: Raw -113232.232843 + Penalty 1428.225673 = -111804.007170 nChanged 20 SP:Iteration 18Q (118.603712 sec): 3 clusters Score: Raw -113241.621892 + Penalty 1428.225673 = -111813.396219 nChanged 17 SP:Iteration 19Q (118.656556 sec): 3 clusters Score: Raw -113248.156400 + Penalty 1428.225673 = -111819.930728 nChanged 12 SP:Iteration 20F (118.709499 sec): 3 clusters Score: Raw -113253.925999 + Penalty 1428.225673 = -111825.700326 nChanged 10 SP:Iteration 21Q (118.762096 sec): 3 clusters Score: Raw -113258.408014 + Penalty 1428.225673 = -111830.182341 nChanged 14 SP:Iteration 22Q (118.817045 sec): 3 clusters Score: Raw -113264.718760 + Penalty 1428.225673 = -111836.493087 nChanged 11 SP:Iteration 23Q (118.867911 sec): 3 clusters Score: Raw -113269.832916 + Penalty 1428.225673 = -111841.607244 nChanged 14 SP:Iteration 24Q (118.907684 sec): 3 clusters Score: Raw -113277.069270 + Penalty 1428.225673 = -111848.843597 nChanged 11 SP:Iteration 25Q (118.961209 sec): 3 clusters Score: Raw -113281.702684 + Penalty 1428.225673 = -111853.477011 nChanged 9 SP:Iteration 26Q (119.010707 sec): 3 clusters Score: Raw -113286.451483 + Penalty 1428.225673 = -111858.225811 nChanged 13 SP:Iteration 27Q (119.056448 sec): 3 clusters Score: Raw -113291.668317 + Penalty 1428.225673 = -111863.442645 nChanged 8 SP:Iteration 28Q (119.104227 sec): 3 clusters Score: Raw -113294.626700 + Penalty 1428.225673 = -111866.401027 nChanged 8 SP:Iteration 29Q (119.158914 sec): 3 clusters Score: Raw -113297.925041 + Penalty 1428.225673 = -111869.699368 nChanged 9 SP:Iteration 30Q (119.217101 sec): 3 clusters Score: Raw -113302.688217 + Penalty 1428.225673 = -111874.462545 nChanged 12 SP:Iteration 31Q (119.264073 sec): 3 clusters Score: Raw -113309.488594 + Penalty 1428.225673 = -111881.262922 nChanged 11 SP:Iteration 32Q (119.310621 sec): 3 clusters Score: Raw -113314.145119 + Penalty 1428.225673 = -111885.919446 nChanged 11 SP:Iteration 33Q (119.362978 sec): 3 clusters Score: Raw -113318.006111 + Penalty 1428.225673 = -111889.780438 nChanged 11 SP:Iteration 34Q (119.415032 sec): 3 clusters Score: Raw -113323.322939 + Penalty 1428.225673 = -111895.097266 nChanged 12 SP:Iteration 35Q (119.467204 sec): 3 clusters Score: Raw -113326.699193 + Penalty 1428.225673 = -111898.473520 nChanged 9 SP:Iteration 36Q (119.518049 sec): 3 clusters Score: Raw -113330.584701 + Penalty 1428.225673 = -111902.359029 nChanged 11 SP:Iteration 37Q (119.560395 sec): 3 clusters Score: Raw -113337.798688 + Penalty 1428.225673 = -111909.573016 nChanged 10 SP:Iteration 38Q (119.598393 sec): 3 clusters Score: Raw -113342.121112 + Penalty 1428.225673 = -111913.895439 nChanged 8 SP:Iteration 39Q (119.655772 sec): 3 clusters Score: Raw -113345.396867 + Penalty 1428.225673 = -111917.171194 nChanged 6 SP:Iteration 40F (119.693608 sec): 3 clusters Score: Raw -113347.747747 + Penalty 1428.225673 = -111919.522074 nChanged 6 SP:Iteration 41Q (119.745903 sec): 3 clusters Score: Raw -113349.572204 + Penalty 1428.225673 = -111921.346531 nChanged 3 SP:Iteration 42Q (119.794628 sec): 3 clusters Score: Raw -113351.561021 + Penalty 1428.225673 = -111923.335349 nChanged 5 SP:Iteration 43Q (119.841376 sec): 3 clusters Score: Raw -113354.116899 + Penalty 1428.225673 = -111925.891226 nChanged 4 SP:Iteration 44Q (119.888668 sec): 3 clusters Score: Raw -113356.873501 + Penalty 1428.225673 = -111928.647828 nChanged 6 SP:Iteration 45Q (119.948920 sec): 3 clusters Score: Raw -113359.965183 + Penalty 1428.225673 = -111931.739510 nChanged 6 SP:Iteration 46Q (119.997487 sec): 3 clusters Score: Raw -113362.809073 + Penalty 1428.225673 = -111934.583400 nChanged 4 SP:Iteration 47Q (120.050238 sec): 3 clusters Score: Raw -113364.144682 + Penalty 1428.225673 = -111935.919009 nChanged 4 SP:Iteration 48Q (120.102177 sec): 3 clusters Score: Raw -113366.482222 + Penalty 1428.225673 = -111938.256549 nChanged 1 SP:Iteration 49Q (120.149311 sec): 3 clusters Score: Raw -113366.995815 + Penalty 1428.225673 = -111938.770142 nChanged 0 SP:Iteration 50F (120.197273 sec): 3 clusters Score: Raw -113366.995815 + Penalty 1428.225673 = -111938.770142 nChanged 0 Trying to split cluster 18 (1063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.229939 sec): 2 clusters Score: Raw -65442.710582 + Penalty 662.040786 = -64780.669796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.281257 sec): 3 clusters Score: Raw -64995.102010 + Penalty 1324.081572 = -63671.020438 nChanged 373 SP:Iteration 1F (120.330303 sec): 3 clusters Score: Raw -65238.548556 + Penalty 1324.081572 = -63914.466984 nChanged 74 SP:Iteration 2F (120.381299 sec): 3 clusters Score: Raw -65289.023544 + Penalty 1324.081572 = -63964.941972 nChanged 34 SP:Iteration 3Q (120.419910 sec): 3 clusters Score: Raw -65312.990468 + Penalty 1324.081572 = -63988.908896 nChanged 24 SP:Iteration 4Q (120.473148 sec): 3 clusters Score: Raw -65326.761655 + Penalty 1324.081572 = -64002.680083 nChanged 20 SP:Iteration 5Q (120.529919 sec): 3 clusters Score: Raw -65337.532396 + Penalty 1324.081572 = -64013.450824 nChanged 11 SP:Iteration 6Q (120.572540 sec): 3 clusters Score: Raw -65343.639661 + Penalty 1324.081572 = -64019.558089 nChanged 17 SP:Iteration 7Q (120.623517 sec): 3 clusters Score: Raw -65352.129389 + Penalty 1324.081572 = -64028.047817 nChanged 6 SP:Iteration 8Q (120.673139 sec): 3 clusters Score: Raw -65354.137650 + Penalty 1324.081572 = -64030.056078 nChanged 4 SP:Iteration 9Q (120.717248 sec): 3 clusters Score: Raw -65355.993158 + Penalty 1324.081572 = -64031.911586 nChanged 3 SP:Iteration 10Q (120.761576 sec): 3 clusters Score: Raw -65357.182711 + Penalty 1324.081572 = -64033.101139 nChanged 3 SP:Iteration 11Q (120.821357 sec): 3 clusters Score: Raw -65361.215070 + Penalty 1324.081572 = -64037.133498 nChanged 4 SP:Iteration 12Q (120.870501 sec): 3 clusters Score: Raw -65364.198548 + Penalty 1324.081572 = -64040.116976 nChanged 9 SP:Iteration 13Q (120.922181 sec): 3 clusters Score: Raw -65370.164540 + Penalty 1324.081572 = -64046.082968 nChanged 14 SP:Iteration 14Q (120.961272 sec): 3 clusters Score: Raw -65380.973991 + Penalty 1324.081572 = -64056.892419 nChanged 14 SP:Iteration 15Q (121.015229 sec): 3 clusters Score: Raw -65388.580512 + Penalty 1324.081572 = -64064.498940 nChanged 12 SP:Iteration 16Q (121.063050 sec): 3 clusters Score: Raw -65397.409062 + Penalty 1324.081572 = -64073.327490 nChanged 12 SP:Iteration 17Q (121.113388 sec): 3 clusters Score: Raw -65403.329126 + Penalty 1324.081572 = -64079.247554 nChanged 6 SP:Iteration 18Q (121.158036 sec): 3 clusters Score: Raw -65404.807007 + Penalty 1324.081572 = -64080.725436 nChanged 0 SP:Iteration 19F (121.211619 sec): 3 clusters Score: Raw -65404.807007 + Penalty 1324.081572 = -64080.725436 nChanged 0 Iteration 99Q (121.712614 sec): 15 clusters Score: Raw -4108016.385653 + Penalty 14758.244834 = -4093258.140819 nChanged 305 Iteration 100F (122.441401 sec): 15 clusters Score: Raw -4108095.372088 + Penalty 14758.244834 = -4093337.127254 nChanged 267 Deleting Class 2 (482 points): Lose 1042.872736 but Gain 1054.160345 Iteration 101Q (123.002717 sec): 14 clusters Score: Raw -4107126.708133 + Penalty 13704.084489 = -4093422.623645 nChanged 739 Iteration 102Q (123.497080 sec): 14 clusters Score: Raw -4108000.025630 + Penalty 13704.084489 = -4094295.941141 nChanged 364 Iteration 103Q (123.989998 sec): 14 clusters Score: Raw -4108121.592967 + Penalty 13704.084489 = -4094417.508478 nChanged 325 Iteration 104Q (124.486121 sec): 14 clusters Score: Raw -4108218.306594 + Penalty 13704.084489 = -4094514.222105 nChanged 293 Iteration 105Q (125.008408 sec): 14 clusters Score: Raw -4108306.965536 + Penalty 13704.084489 = -4094602.881048 nChanged 292 Iteration 106Q (125.541198 sec): 14 clusters Score: Raw -4108400.413509 + Penalty 13704.084489 = -4094696.329020 nChanged 285 Iteration 107Q (126.033185 sec): 14 clusters Score: Raw -4108471.548137 + Penalty 13704.084489 = -4094767.463648 nChanged 277 Deleting Class 6 (453 points): Lose 1008.540275 but Gain 1054.160345 Iteration 108Q (126.508924 sec): 13 clusters Score: Raw -4107531.016208 + Penalty 12649.924143 = -4094881.092064 nChanged 697 Iteration 109Q (126.969484 sec): 13 clusters Score: Raw -4108347.883034 + Penalty 12649.924143 = -4095697.958890 nChanged 274 Iteration 110Q (127.405702 sec): 13 clusters Score: Raw -4108410.199597 + Penalty 12649.924143 = -4095760.275453 nChanged 261 Iteration 111Q (127.850679 sec): 13 clusters Score: Raw -4108451.038041 + Penalty 12649.924143 = -4095801.113897 nChanged 207 Iteration 112Q (128.323943 sec): 13 clusters Score: Raw -4108476.986132 + Penalty 12649.924143 = -4095827.061988 nChanged 163 Iteration 113Q (128.749561 sec): 13 clusters Score: Raw -4108496.578363 + Penalty 12649.924143 = -4095846.654219 nChanged 125 Iteration 114Q (129.167251 sec): 13 clusters Score: Raw -4108511.715811 + Penalty 12649.924143 = -4095861.791668 nChanged 126 Iteration 115Q (129.640944 sec): 13 clusters Score: Raw -4108526.284721 + Penalty 12649.924143 = -4095876.360578 nChanged 119 Iteration 116Q (130.091815 sec): 13 clusters Score: Raw -4108539.423473 + Penalty 12649.924143 = -4095889.499330 nChanged 107 Iteration 117Q (130.547027 sec): 13 clusters Score: Raw -4108549.540201 + Penalty 12649.924143 = -4095899.616057 nChanged 93 Iteration 118Q (130.987073 sec): 13 clusters Score: Raw -4108558.457184 + Penalty 12649.924143 = -4095908.533041 nChanged 93 Iteration 119Q (131.443914 sec): 13 clusters Score: Raw -4108567.761797 + Penalty 12649.924143 = -4095917.837654 nChanged 96 Iteration 120F (132.089129 sec): 13 clusters Score: Raw -4108580.052710 + Penalty 12649.924143 = -4095930.128566 nChanged 116 Iteration 121Q (132.536977 sec): 13 clusters Score: Raw -4108610.291739 + Penalty 12649.924143 = -4095960.367595 nChanged 106 Iteration 122Q (133.012296 sec): 13 clusters Score: Raw -4108621.923582 + Penalty 12649.924143 = -4095971.999438 nChanged 99 Iteration 123Q (133.457031 sec): 13 clusters Score: Raw -4108634.202116 + Penalty 12649.924143 = -4095984.277973 nChanged 83 Iteration 124Q (133.908624 sec): 13 clusters Score: Raw -4108643.489129 + Penalty 12649.924143 = -4095993.564985 nChanged 71 Iteration 125Q (134.387994 sec): 13 clusters Score: Raw -4108655.784985 + Penalty 12649.924143 = -4096005.860842 nChanged 79 Iteration 126Q (134.830061 sec): 13 clusters Score: Raw -4108665.694538 + Penalty 12649.924143 = -4096015.770395 nChanged 65 Iteration 127Q (135.274233 sec): 13 clusters Score: Raw -4108674.161535 + Penalty 12649.924143 = -4096024.237391 nChanged 77 Iteration 128Q (135.763485 sec): 13 clusters Score: Raw -4108683.543253 + Penalty 12649.924143 = -4096033.619109 nChanged 80 Iteration 129Q (136.223154 sec): 13 clusters Score: Raw -4108691.796009 + Penalty 12649.924143 = -4096041.871866 nChanged 75 Iteration 130Q (136.710777 sec): 13 clusters Score: Raw -4108700.278617 + Penalty 12649.924143 = -4096050.354473 nChanged 78 Iteration 131Q (137.201693 sec): 13 clusters Score: Raw -4108707.185279 + Penalty 12649.924143 = -4096057.261135 nChanged 67 Iteration 132Q (137.643064 sec): 13 clusters Score: Raw -4108713.007434 + Penalty 12649.924143 = -4096063.083291 nChanged 63 Iteration 133Q (138.150407 sec): 13 clusters Score: Raw -4108719.178892 + Penalty 12649.924143 = -4096069.254749 nChanged 66 Iteration 134Q (138.585463 sec): 13 clusters Score: Raw -4108725.477001 + Penalty 12649.924143 = -4096075.552858 nChanged 69 Iteration 135Q (139.033132 sec): 13 clusters Score: Raw -4108731.594078 + Penalty 12649.924143 = -4096081.669935 nChanged 55 Iteration 136Q (139.496119 sec): 13 clusters Score: Raw -4108737.076157 + Penalty 12649.924143 = -4096087.152013 nChanged 49 Iteration 137Q (139.932207 sec): 13 clusters Score: Raw -4108740.740541 + Penalty 12649.924143 = -4096090.816397 nChanged 50 Iteration 138Q (140.376260 sec): 13 clusters Score: Raw -4108745.550588 + Penalty 12649.924143 = -4096095.626445 nChanged 46 Writing temp clu file Because OldScore, -4096090.816397, is greater than current (better) Score,-4096095.626445 Compute initial score before splitting: Score: Raw -4108745.550588 + Penalty 12649.924143 = -4096095.626445 Trying to split cluster 1 (13672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.434838 sec): 2 clusters Score: Raw -895133.052159 + Penalty 904.694996 = -894228.357163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.502317 sec): 3 clusters Score: Raw -886851.431630 + Penalty 1809.389993 = -885042.041637 nChanged 6298 SP:Iteration 1F (140.565651 sec): 3 clusters Score: Raw -890504.633637 + Penalty 1809.389993 = -888695.243644 nChanged 774 SP:Iteration 2F (140.630276 sec): 3 clusters Score: Raw -890879.424496 + Penalty 1809.389993 = -889070.034503 nChanged 819 SP:Iteration 3F (140.695446 sec): 3 clusters Score: Raw -891346.429295 + Penalty 1809.389993 = -889537.039302 nChanged 859 SP:Iteration 4F (140.760782 sec): 3 clusters Score: Raw -891927.220755 + Penalty 1809.389993 = -890117.830762 nChanged 932 SP:Iteration 5F (140.828245 sec): 3 clusters Score: Raw -892635.555162 + Penalty 1809.389993 = -890826.165169 nChanged 865 SP:Iteration 6F (140.882246 sec): 3 clusters Score: Raw -893416.033945 + Penalty 1809.389993 = -891606.643953 nChanged 700 SP:Iteration 7F (140.957962 sec): 3 clusters Score: Raw -894086.258509 + Penalty 1809.389993 = -892276.868516 nChanged 519 SP:Iteration 8Q (141.011545 sec): 3 clusters Score: Raw -894536.631860 + Penalty 1809.389993 = -892727.241867 nChanged 337 SP:Iteration 9Q (141.082263 sec): 3 clusters Score: Raw -894814.341601 + Penalty 1809.389993 = -893004.951609 nChanged 231 SP:Iteration 10Q (141.138789 sec): 3 clusters Score: Raw -894967.875831 + Penalty 1809.389993 = -893158.485839 nChanged 200 SP:Iteration 11Q (141.201140 sec): 3 clusters Score: Raw -895089.110173 + Penalty 1809.389993 = -893279.720180 nChanged 147 SP:Iteration 12Q (141.266920 sec): 3 clusters Score: Raw -895156.428527 + Penalty 1809.389993 = -893347.038534 nChanged 110 SP:Iteration 13Q (141.324081 sec): 3 clusters Score: Raw -895196.004378 + Penalty 1809.389993 = -893386.614385 nChanged 74 SP:Iteration 14Q (141.397965 sec): 3 clusters Score: Raw -895216.396045 + Penalty 1809.389993 = -893407.006052 nChanged 62 SP:Iteration 15Q (141.460833 sec): 3 clusters Score: Raw -895233.388024 + Penalty 1809.389993 = -893423.998032 nChanged 57 SP:Iteration 16Q (141.524594 sec): 3 clusters Score: Raw -895246.866416 + Penalty 1809.389993 = -893437.476423 nChanged 51 SP:Iteration 17Q (141.589307 sec): 3 clusters Score: Raw -895256.964550 + Penalty 1809.389993 = -893447.574557 nChanged 42 SP:Iteration 18Q (141.641563 sec): 3 clusters Score: Raw -895263.618686 + Penalty 1809.389993 = -893454.228693 nChanged 36 SP:Iteration 19Q (141.703080 sec): 3 clusters Score: Raw -895269.703861 + Penalty 1809.389993 = -893460.313869 nChanged 32 SP:Iteration 20F (141.772785 sec): 3 clusters Score: Raw -895274.277255 + Penalty 1809.389993 = -893464.887262 nChanged 25 SP:Iteration 21Q (141.848356 sec): 3 clusters Score: Raw -895277.489368 + Penalty 1809.389993 = -893468.099375 nChanged 23 SP:Iteration 22Q (141.913380 sec): 3 clusters Score: Raw -895280.317395 + Penalty 1809.389993 = -893470.927402 nChanged 22 SP:Iteration 23Q (141.976010 sec): 3 clusters Score: Raw -895282.941720 + Penalty 1809.389993 = -893473.551728 nChanged 13 SP:Iteration 24Q (142.030715 sec): 3 clusters Score: Raw -895283.918568 + Penalty 1809.389993 = -893474.528575 nChanged 13 SP:Iteration 25Q (142.097035 sec): 3 clusters Score: Raw -895285.706493 + Penalty 1809.389993 = -893476.316501 nChanged 13 SP:Iteration 26Q (142.156318 sec): 3 clusters Score: Raw -895287.356687 + Penalty 1809.389993 = -893477.966694 nChanged 14 SP:Iteration 27Q (142.234207 sec): 3 clusters Score: Raw -895288.953112 + Penalty 1809.389993 = -893479.563120 nChanged 18 SP:Iteration 28Q (142.288548 sec): 3 clusters Score: Raw -895291.252776 + Penalty 1809.389993 = -893481.862783 nChanged 19 SP:Iteration 29Q (142.350929 sec): 3 clusters Score: Raw -895293.529125 + Penalty 1809.389993 = -893484.139132 nChanged 16 SP:Iteration 30Q (142.417301 sec): 3 clusters Score: Raw -895295.527089 + Penalty 1809.389993 = -893486.137096 nChanged 13 SP:Iteration 31Q (142.486723 sec): 3 clusters Score: Raw -895297.855117 + Penalty 1809.389993 = -893488.465124 nChanged 13 SP:Iteration 32Q (142.551084 sec): 3 clusters Score: Raw -895299.769710 + Penalty 1809.389993 = -893490.379717 nChanged 14 SP:Iteration 33Q (142.614755 sec): 3 clusters Score: Raw -895302.143132 + Penalty 1809.389993 = -893492.753140 nChanged 18 SP:Iteration 34Q (142.666931 sec): 3 clusters Score: Raw -895305.070926 + Penalty 1809.389993 = -893495.680933 nChanged 18 SP:Iteration 35Q (142.731408 sec): 3 clusters Score: Raw -895308.702789 + Penalty 1809.389993 = -893499.312796 nChanged 22 SP:Iteration 36Q (142.797811 sec): 3 clusters Score: Raw -895312.519539 + Penalty 1809.389993 = -893503.129546 nChanged 16 SP:Iteration 37Q (142.870175 sec): 3 clusters Score: Raw -895315.219156 + Penalty 1809.389993 = -893505.829163 nChanged 22 SP:Iteration 38Q (142.934964 sec): 3 clusters Score: Raw -895318.284557 + Penalty 1809.389993 = -893508.894564 nChanged 16 SP:Iteration 39Q (142.998319 sec): 3 clusters Score: Raw -895319.933243 + Penalty 1809.389993 = -893510.543250 nChanged 10 SP:Iteration 40F (143.064293 sec): 3 clusters Score: Raw -895321.319734 + Penalty 1809.389993 = -893511.929741 nChanged 14 SP:Iteration 41Q (143.122735 sec): 3 clusters Score: Raw -895324.408920 + Penalty 1809.389993 = -893515.018928 nChanged 18 SP:Iteration 42Q (143.189162 sec): 3 clusters Score: Raw -895327.621198 + Penalty 1809.389993 = -893518.231206 nChanged 21 SP:Iteration 43Q (143.252634 sec): 3 clusters Score: Raw -895331.877655 + Penalty 1809.389993 = -893522.487662 nChanged 22 SP:Iteration 44Q (143.305387 sec): 3 clusters Score: Raw -895336.333347 + Penalty 1809.389993 = -893526.943354 nChanged 25 SP:Iteration 45Q (143.361867 sec): 3 clusters Score: Raw -895342.065508 + Penalty 1809.389993 = -893532.675516 nChanged 27 SP:Iteration 46Q (143.424082 sec): 3 clusters Score: Raw -895347.394992 + Penalty 1809.389993 = -893538.004999 nChanged 25 SP:Iteration 47Q (143.497979 sec): 3 clusters Score: Raw -895352.537471 + Penalty 1809.389993 = -893543.147479 nChanged 28 SP:Iteration 48Q (143.549915 sec): 3 clusters Score: Raw -895358.087760 + Penalty 1809.389993 = -893548.697768 nChanged 20 SP:Iteration 49Q (143.620597 sec): 3 clusters Score: Raw -895361.474522 + Penalty 1809.389993 = -893552.084529 nChanged 14 SP:Iteration 50Q (143.672472 sec): 3 clusters Score: Raw -895364.407764 + Penalty 1809.389993 = -893555.017772 nChanged 15 SP:Iteration 51Q (143.742021 sec): 3 clusters Score: Raw -895367.052099 + Penalty 1809.389993 = -893557.662106 nChanged 13 SP:Iteration 52Q (143.800185 sec): 3 clusters Score: Raw -895369.424990 + Penalty 1809.389993 = -893560.034998 nChanged 16 SP:Iteration 53Q (143.864522 sec): 3 clusters Score: Raw -895372.046495 + Penalty 1809.389993 = -893562.656503 nChanged 12 SP:Iteration 54Q (143.920152 sec): 3 clusters Score: Raw -895374.682237 + Penalty 1809.389993 = -893565.292245 nChanged 17 SP:Iteration 55Q (143.987599 sec): 3 clusters Score: Raw -895378.092980 + Penalty 1809.389993 = -893568.702987 nChanged 14 SP:Iteration 56Q (144.033179 sec): 3 clusters Score: Raw -895381.131153 + Penalty 1809.389993 = -893571.741160 nChanged 16 SP:Iteration 57Q (144.101440 sec): 3 clusters Score: Raw -895383.779962 + Penalty 1809.389993 = -893574.389969 nChanged 10 SP:Iteration 58Q (144.170641 sec): 3 clusters Score: Raw -895385.295790 + Penalty 1809.389993 = -893575.905798 nChanged 11 SP:Iteration 59Q (144.231640 sec): 3 clusters Score: Raw -895387.153575 + Penalty 1809.389993 = -893577.763582 nChanged 10 SP:Iteration 60F (144.296136 sec): 3 clusters Score: Raw -895389.041191 + Penalty 1809.389993 = -893579.651199 nChanged 8 SP:Iteration 61Q (144.347847 sec): 3 clusters Score: Raw -895390.914419 + Penalty 1809.389993 = -893581.524427 nChanged 4 SP:Iteration 62Q (144.420750 sec): 3 clusters Score: Raw -895391.797406 + Penalty 1809.389993 = -893582.407413 nChanged 4 SP:Iteration 63Q (144.483299 sec): 3 clusters Score: Raw -895392.390403 + Penalty 1809.389993 = -893583.000411 nChanged 1 SP:Iteration 64Q (144.534708 sec): 3 clusters Score: Raw -895392.490784 + Penalty 1809.389993 = -893583.100792 nChanged 1 SP:Iteration 65Q (144.598310 sec): 3 clusters Score: Raw -895392.559417 + Penalty 1809.389993 = -893583.169425 nChanged 1 SP:Iteration 66Q (144.663700 sec): 3 clusters Score: Raw -895392.670267 + Penalty 1809.389993 = -893583.280275 nChanged 2 SP:Iteration 67Q (144.736901 sec): 3 clusters Score: Raw -895392.740522 + Penalty 1809.389993 = -893583.350529 nChanged 0 SP:Iteration 68F (144.801647 sec): 3 clusters Score: Raw -895392.740522 + Penalty 1809.389993 = -893583.350529 nChanged 0 Trying to split cluster 3 (10221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.834263 sec): 2 clusters Score: Raw -670635.902058 + Penalty 877.058972 = -669758.843086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.885003 sec): 3 clusters Score: Raw -664579.775157 + Penalty 1754.117944 = -662825.657213 nChanged 4564 SP:Iteration 1F (144.941191 sec): 3 clusters Score: Raw -667022.168829 + Penalty 1754.117944 = -665268.050885 nChanged 567 SP:Iteration 2F (145.007527 sec): 3 clusters Score: Raw -667269.897987 + Penalty 1754.117944 = -665515.780042 nChanged 554 SP:Iteration 3F (145.066055 sec): 3 clusters Score: Raw -667552.671981 + Penalty 1754.117944 = -665798.554037 nChanged 545 SP:Iteration 4F (145.123623 sec): 3 clusters Score: Raw -667859.323083 + Penalty 1754.117944 = -666105.205139 nChanged 564 SP:Iteration 5F (145.187784 sec): 3 clusters Score: Raw -668241.285906 + Penalty 1754.117944 = -666487.167962 nChanged 617 SP:Iteration 6F (145.244066 sec): 3 clusters Score: Raw -668699.362015 + Penalty 1754.117944 = -666945.244071 nChanged 608 SP:Iteration 7F (145.305651 sec): 3 clusters Score: Raw -669151.745657 + Penalty 1754.117944 = -667397.627713 nChanged 536 SP:Iteration 8F (145.369668 sec): 3 clusters Score: Raw -669474.959503 + Penalty 1754.117944 = -667720.841558 nChanged 384 SP:Iteration 9Q (145.422508 sec): 3 clusters Score: Raw -669685.415838 + Penalty 1754.117944 = -667931.297894 nChanged 327 SP:Iteration 10Q (145.488799 sec): 3 clusters Score: Raw -669821.887714 + Penalty 1754.117944 = -668067.769770 nChanged 238 SP:Iteration 11Q (145.553001 sec): 3 clusters Score: Raw -669904.519228 + Penalty 1754.117944 = -668150.401283 nChanged 197 SP:Iteration 12Q (145.603531 sec): 3 clusters Score: Raw -669973.036093 + Penalty 1754.117944 = -668218.918149 nChanged 161 SP:Iteration 13Q (145.664474 sec): 3 clusters Score: Raw -670018.906141 + Penalty 1754.117944 = -668264.788197 nChanged 132 SP:Iteration 14Q (145.734558 sec): 3 clusters Score: Raw -670054.761731 + Penalty 1754.117944 = -668300.643787 nChanged 129 SP:Iteration 15Q (145.799873 sec): 3 clusters Score: Raw -670095.611707 + Penalty 1754.117944 = -668341.493763 nChanged 140 SP:Iteration 16Q (145.857147 sec): 3 clusters Score: Raw -670138.038046 + Penalty 1754.117944 = -668383.920102 nChanged 148 SP:Iteration 17Q (145.905322 sec): 3 clusters Score: Raw -670185.568461 + Penalty 1754.117944 = -668431.450517 nChanged 128 SP:Iteration 18Q (145.973311 sec): 3 clusters Score: Raw -670232.084554 + Penalty 1754.117944 = -668477.966609 nChanged 142 SP:Iteration 19Q (146.029031 sec): 3 clusters Score: Raw -670290.529280 + Penalty 1754.117944 = -668536.411336 nChanged 137 SP:Iteration 20F (146.088113 sec): 3 clusters Score: Raw -670347.411194 + Penalty 1754.117944 = -668593.293250 nChanged 116 SP:Iteration 21Q (146.134348 sec): 3 clusters Score: Raw -670394.076632 + Penalty 1754.117944 = -668639.958688 nChanged 143 SP:Iteration 22Q (146.197457 sec): 3 clusters Score: Raw -670453.585318 + Penalty 1754.117944 = -668699.467374 nChanged 135 SP:Iteration 23Q (146.247267 sec): 3 clusters Score: Raw -670505.301053 + Penalty 1754.117944 = -668751.183109 nChanged 110 SP:Iteration 24Q (146.315984 sec): 3 clusters Score: Raw -670550.251399 + Penalty 1754.117944 = -668796.133454 nChanged 111 SP:Iteration 25Q (146.371213 sec): 3 clusters Score: Raw -670597.186259 + Penalty 1754.117944 = -668843.068314 nChanged 95 SP:Iteration 26Q (146.438437 sec): 3 clusters Score: Raw -670632.884134 + Penalty 1754.117944 = -668878.766190 nChanged 91 SP:Iteration 27Q (146.488039 sec): 3 clusters Score: Raw -670669.398041 + Penalty 1754.117944 = -668915.280097 nChanged 96 SP:Iteration 28Q (146.549975 sec): 3 clusters Score: Raw -670703.897543 + Penalty 1754.117944 = -668949.779599 nChanged 74 SP:Iteration 29Q (146.611462 sec): 3 clusters Score: Raw -670727.116605 + Penalty 1754.117944 = -668972.998661 nChanged 89 SP:Iteration 30Q (146.676756 sec): 3 clusters Score: Raw -670760.829018 + Penalty 1754.117944 = -669006.711074 nChanged 80 SP:Iteration 31Q (146.729005 sec): 3 clusters Score: Raw -670789.644764 + Penalty 1754.117944 = -669035.526819 nChanged 64 SP:Iteration 32Q (146.788425 sec): 3 clusters Score: Raw -670808.518155 + Penalty 1754.117944 = -669054.400211 nChanged 50 SP:Iteration 33Q (146.849727 sec): 3 clusters Score: Raw -670825.613016 + Penalty 1754.117944 = -669071.495071 nChanged 53 SP:Iteration 34Q (146.899963 sec): 3 clusters Score: Raw -670841.462731 + Penalty 1754.117944 = -669087.344787 nChanged 35 SP:Iteration 35Q (146.968671 sec): 3 clusters Score: Raw -670849.191021 + Penalty 1754.117944 = -669095.073077 nChanged 38 SP:Iteration 36Q (147.018361 sec): 3 clusters Score: Raw -670861.318310 + Penalty 1754.117944 = -669107.200366 nChanged 41 SP:Iteration 37Q (147.074952 sec): 3 clusters Score: Raw -670873.946678 + Penalty 1754.117944 = -669119.828734 nChanged 36 SP:Iteration 38Q (147.143259 sec): 3 clusters Score: Raw -670885.748161 + Penalty 1754.117944 = -669131.630217 nChanged 34 SP:Iteration 39Q (147.204232 sec): 3 clusters Score: Raw -670896.504732 + Penalty 1754.117944 = -669142.386787 nChanged 39 SP:Iteration 40F (147.256655 sec): 3 clusters Score: Raw -670909.315453 + Penalty 1754.117944 = -669155.197508 nChanged 35 SP:Iteration 41Q (147.325110 sec): 3 clusters Score: Raw -670921.358237 + Penalty 1754.117944 = -669167.240292 nChanged 35 SP:Iteration 42Q (147.384729 sec): 3 clusters Score: Raw -670930.521119 + Penalty 1754.117944 = -669176.403175 nChanged 25 SP:Iteration 43Q (147.438406 sec): 3 clusters Score: Raw -670934.867060 + Penalty 1754.117944 = -669180.749115 nChanged 19 SP:Iteration 44Q (147.502295 sec): 3 clusters Score: Raw -670938.056685 + Penalty 1754.117944 = -669183.938741 nChanged 12 SP:Iteration 45Q (147.548720 sec): 3 clusters Score: Raw -670940.534979 + Penalty 1754.117944 = -669186.417034 nChanged 12 SP:Iteration 46Q (147.608626 sec): 3 clusters Score: Raw -670942.979248 + Penalty 1754.117944 = -669188.861304 nChanged 7 SP:Iteration 47Q (147.668408 sec): 3 clusters Score: Raw -670944.002484 + Penalty 1754.117944 = -669189.884540 nChanged 5 SP:Iteration 48Q (147.721992 sec): 3 clusters Score: Raw -670944.568424 + Penalty 1754.117944 = -669190.450480 nChanged 2 SP:Iteration 49Q (147.777824 sec): 3 clusters Score: Raw -670944.920193 + Penalty 1754.117944 = -669190.802249 nChanged 5 SP:Iteration 50Q (147.833299 sec): 3 clusters Score: Raw -670945.585156 + Penalty 1754.117944 = -669191.467212 nChanged 3 SP:Iteration 51Q (147.902751 sec): 3 clusters Score: Raw -670945.999664 + Penalty 1754.117944 = -669191.881720 nChanged 3 SP:Iteration 52Q (147.963636 sec): 3 clusters Score: Raw -670946.600794 + Penalty 1754.117944 = -669192.482850 nChanged 2 SP:Iteration 53Q (148.017695 sec): 3 clusters Score: Raw -670947.125745 + Penalty 1754.117944 = -669193.007800 nChanged 4 SP:Iteration 54Q (148.080135 sec): 3 clusters Score: Raw -670948.094220 + Penalty 1754.117944 = -669193.976275 nChanged 6 SP:Iteration 55Q (148.141940 sec): 3 clusters Score: Raw -670948.944160 + Penalty 1754.117944 = -669194.826215 nChanged 5 SP:Iteration 56Q (148.203511 sec): 3 clusters Score: Raw -670949.873470 + Penalty 1754.117944 = -669195.755525 nChanged 4 SP:Iteration 57Q (148.260742 sec): 3 clusters Score: Raw -670950.829057 + Penalty 1754.117944 = -669196.711113 nChanged 7 SP:Iteration 58Q (148.323708 sec): 3 clusters Score: Raw -670951.731602 + Penalty 1754.117944 = -669197.613657 nChanged 4 SP:Iteration 59Q (148.373170 sec): 3 clusters Score: Raw -670952.410233 + Penalty 1754.117944 = -669198.292288 nChanged 3 SP:Iteration 60F (148.436202 sec): 3 clusters Score: Raw -670952.694338 + Penalty 1754.117944 = -669198.576394 nChanged 1 SP:Iteration 61Q (148.492348 sec): 3 clusters Score: Raw -670952.713247 + Penalty 1754.117944 = -669198.595303 nChanged 0 SP:Iteration 62F (148.553872 sec): 3 clusters Score: Raw -670952.713247 + Penalty 1754.117944 = -669198.595303 nChanged 0 Trying to split cluster 4 (3875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.579072 sec): 2 clusters Score: Raw -223365.496969 + Penalty 784.918589 = -222580.578379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.630685 sec): 3 clusters Score: Raw -221336.373315 + Penalty 1569.837179 = -219766.536136 nChanged 1626 SP:Iteration 1F (148.671919 sec): 3 clusters Score: Raw -222250.641720 + Penalty 1569.837179 = -220680.804541 nChanged 301 SP:Iteration 2F (148.727988 sec): 3 clusters Score: Raw -222420.693852 + Penalty 1569.837179 = -220850.856673 nChanged 230 SP:Iteration 3F (148.768965 sec): 3 clusters Score: Raw -222568.499484 + Penalty 1569.837179 = -220998.662305 nChanged 229 SP:Iteration 4F (148.827434 sec): 3 clusters Score: Raw -222742.188529 + Penalty 1569.837179 = -221172.351350 nChanged 216 SP:Iteration 5F (148.866116 sec): 3 clusters Score: Raw -222897.801835 + Penalty 1569.837179 = -221327.964656 nChanged 197 SP:Iteration 6F (148.915864 sec): 3 clusters Score: Raw -223048.057292 + Penalty 1569.837179 = -221478.220113 nChanged 194 SP:Iteration 7F (148.957505 sec): 3 clusters Score: Raw -223202.912903 + Penalty 1569.837179 = -221633.075724 nChanged 184 SP:Iteration 8Q (149.006419 sec): 3 clusters Score: Raw -223340.886411 + Penalty 1569.837179 = -221771.049232 nChanged 151 SP:Iteration 9Q (149.053926 sec): 3 clusters Score: Raw -223457.058420 + Penalty 1569.837179 = -221887.221241 nChanged 108 SP:Iteration 10Q (149.112488 sec): 3 clusters Score: Raw -223540.490799 + Penalty 1569.837179 = -221970.653620 nChanged 82 SP:Iteration 11Q (149.158967 sec): 3 clusters Score: Raw -223586.163212 + Penalty 1569.837179 = -222016.326033 nChanged 48 SP:Iteration 12Q (149.206869 sec): 3 clusters Score: Raw -223613.174175 + Penalty 1569.837179 = -222043.336996 nChanged 36 SP:Iteration 13Q (149.255246 sec): 3 clusters Score: Raw -223630.972994 + Penalty 1569.837179 = -222061.135815 nChanged 34 SP:Iteration 14Q (149.303021 sec): 3 clusters Score: Raw -223646.054401 + Penalty 1569.837179 = -222076.217222 nChanged 26 SP:Iteration 15Q (149.340614 sec): 3 clusters Score: Raw -223658.516711 + Penalty 1569.837179 = -222088.679532 nChanged 20 SP:Iteration 16Q (149.398842 sec): 3 clusters Score: Raw -223666.446371 + Penalty 1569.837179 = -222096.609192 nChanged 14 SP:Iteration 17Q (149.446910 sec): 3 clusters Score: Raw -223672.452232 + Penalty 1569.837179 = -222102.615053 nChanged 16 SP:Iteration 18Q (149.495322 sec): 3 clusters Score: Raw -223679.495033 + Penalty 1569.837179 = -222109.657854 nChanged 19 SP:Iteration 19Q (149.542914 sec): 3 clusters Score: Raw -223686.819180 + Penalty 1569.837179 = -222116.982001 nChanged 12 SP:Iteration 20F (149.580842 sec): 3 clusters Score: Raw -223691.597630 + Penalty 1569.837179 = -222121.760451 nChanged 9 SP:Iteration 21Q (149.639512 sec): 3 clusters Score: Raw -223695.267832 + Penalty 1569.837179 = -222125.430653 nChanged 6 SP:Iteration 22Q (149.677958 sec): 3 clusters Score: Raw -223697.022379 + Penalty 1569.837179 = -222127.185200 nChanged 7 SP:Iteration 23Q (149.739605 sec): 3 clusters Score: Raw -223698.862347 + Penalty 1569.837179 = -222129.025168 nChanged 6 SP:Iteration 24Q (149.792121 sec): 3 clusters Score: Raw -223700.825388 + Penalty 1569.837179 = -222130.988209 nChanged 4 SP:Iteration 25Q (149.832877 sec): 3 clusters Score: Raw -223702.010609 + Penalty 1569.837179 = -222132.173430 nChanged 3 SP:Iteration 26Q (149.882566 sec): 3 clusters Score: Raw -223703.595257 + Penalty 1569.837179 = -222133.758078 nChanged 4 SP:Iteration 27Q (149.934863 sec): 3 clusters Score: Raw -223704.899192 + Penalty 1569.837179 = -222135.062014 nChanged 3 SP:Iteration 28Q (149.982192 sec): 3 clusters Score: Raw -223706.427666 + Penalty 1569.837179 = -222136.590487 nChanged 3 SP:Iteration 29Q (150.040719 sec): 3 clusters Score: Raw -223707.443417 + Penalty 1569.837179 = -222137.606238 nChanged 0 SP:Iteration 30F (150.086673 sec): 3 clusters Score: Raw -223707.443417 + Penalty 1569.837179 = -222137.606238 nChanged 0 Trying to split cluster 5 (14015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (150.129713 sec): 2 clusters Score: Raw -921640.164691 + Penalty 907.048929 = -920733.115762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (150.204257 sec): 3 clusters Score: Raw -913105.211024 + Penalty 1814.097858 = -911291.113166 nChanged 6321 SP:Iteration 1F (150.272895 sec): 3 clusters Score: Raw -916499.803713 + Penalty 1814.097858 = -914685.705855 nChanged 747 SP:Iteration 2F (150.327939 sec): 3 clusters Score: Raw -916781.052997 + Penalty 1814.097858 = -914966.955139 nChanged 745 SP:Iteration 3F (150.405297 sec): 3 clusters Score: Raw -917084.326136 + Penalty 1814.097858 = -915270.228277 nChanged 737 SP:Iteration 4F (150.463915 sec): 3 clusters Score: Raw -917439.393156 + Penalty 1814.097858 = -915625.295298 nChanged 801 SP:Iteration 5F (150.527159 sec): 3 clusters Score: Raw -917900.880769 + Penalty 1814.097858 = -916086.782911 nChanged 885 SP:Iteration 6F (150.594298 sec): 3 clusters Score: Raw -918458.168622 + Penalty 1814.097858 = -916644.070763 nChanged 883 SP:Iteration 7F (150.668704 sec): 3 clusters Score: Raw -919046.593164 + Penalty 1814.097858 = -917232.495306 nChanged 843 SP:Iteration 8F (150.729696 sec): 3 clusters Score: Raw -919648.534488 + Penalty 1814.097858 = -917834.436630 nChanged 702 SP:Iteration 9F (150.798075 sec): 3 clusters Score: Raw -920173.542541 + Penalty 1814.097858 = -918359.444683 nChanged 518 SP:Iteration 10Q (150.864939 sec): 3 clusters Score: Raw -920577.545619 + Penalty 1814.097858 = -918763.447761 nChanged 407 SP:Iteration 11Q (150.940997 sec): 3 clusters Score: Raw -920895.458618 + Penalty 1814.097858 = -919081.360760 nChanged 325 SP:Iteration 12Q (150.996364 sec): 3 clusters Score: Raw -921138.808248 + Penalty 1814.097858 = -919324.710390 nChanged 253 SP:Iteration 13Q (151.072463 sec): 3 clusters Score: Raw -921296.108272 + Penalty 1814.097858 = -919482.010414 nChanged 182 SP:Iteration 14Q (151.123235 sec): 3 clusters Score: Raw -921402.967126 + Penalty 1814.097858 = -919588.869268 nChanged 174 SP:Iteration 15Q (151.182856 sec): 3 clusters Score: Raw -921486.656908 + Penalty 1814.097858 = -919672.559050 nChanged 127 SP:Iteration 16Q (151.247836 sec): 3 clusters Score: Raw -921538.995393 + Penalty 1814.097858 = -919724.897535 nChanged 119 SP:Iteration 17Q (151.302052 sec): 3 clusters Score: Raw -921594.459437 + Penalty 1814.097858 = -919780.361579 nChanged 108 SP:Iteration 18Q (151.365082 sec): 3 clusters Score: Raw -921638.677629 + Penalty 1814.097858 = -919824.579771 nChanged 85 SP:Iteration 19Q (151.420419 sec): 3 clusters Score: Raw -921670.894138 + Penalty 1814.097858 = -919856.796280 nChanged 88 SP:Iteration 20F (151.481624 sec): 3 clusters Score: Raw -921704.267052 + Penalty 1814.097858 = -919890.169194 nChanged 82 SP:Iteration 21Q (151.545588 sec): 3 clusters Score: Raw -921731.737268 + Penalty 1814.097858 = -919917.639409 nChanged 71 SP:Iteration 22Q (151.615648 sec): 3 clusters Score: Raw -921752.708097 + Penalty 1814.097858 = -919938.610239 nChanged 58 SP:Iteration 23Q (151.668552 sec): 3 clusters Score: Raw -921769.204982 + Penalty 1814.097858 = -919955.107124 nChanged 62 SP:Iteration 24Q (151.732559 sec): 3 clusters Score: Raw -921786.982213 + Penalty 1814.097858 = -919972.884355 nChanged 49 SP:Iteration 25Q (151.801151 sec): 3 clusters Score: Raw -921800.027255 + Penalty 1814.097858 = -919985.929397 nChanged 40 SP:Iteration 26Q (151.868981 sec): 3 clusters Score: Raw -921807.164187 + Penalty 1814.097858 = -919993.066328 nChanged 23 SP:Iteration 27Q (151.931250 sec): 3 clusters Score: Raw -921810.826911 + Penalty 1814.097858 = -919996.729053 nChanged 12 SP:Iteration 28Q (151.991451 sec): 3 clusters Score: Raw -921812.798326 + Penalty 1814.097858 = -919998.700468 nChanged 16 SP:Iteration 29Q (152.030308 sec): 3 clusters Score: Raw -921816.691922 + Penalty 1814.097858 = -920002.594064 nChanged 18 SP:Iteration 30Q (152.084623 sec): 3 clusters Score: Raw -921819.018087 + Penalty 1814.097858 = -920004.920228 nChanged 8 SP:Iteration 31Q (152.146152 sec): 3 clusters Score: Raw -921819.705284 + Penalty 1814.097858 = -920005.607426 nChanged 5 SP:Iteration 32Q (152.209740 sec): 3 clusters Score: Raw -921820.571722 + Penalty 1814.097858 = -920006.473864 nChanged 4 SP:Iteration 33Q (152.280198 sec): 3 clusters Score: Raw -921820.920209 + Penalty 1814.097858 = -920006.822351 nChanged 1 SP:Iteration 34Q (152.346820 sec): 3 clusters Score: Raw -921821.042941 + Penalty 1814.097858 = -920006.945083 nChanged 2 SP:Iteration 35Q (152.394569 sec): 3 clusters Score: Raw -921821.405003 + Penalty 1814.097858 = -920007.307145 nChanged 1 SP:Iteration 36Q (152.466119 sec): 3 clusters Score: Raw -921821.564363 + Penalty 1814.097858 = -920007.466505 nChanged 4 SP:Iteration 37Q (152.526524 sec): 3 clusters Score: Raw -921822.231974 + Penalty 1814.097858 = -920008.134116 nChanged 3 SP:Iteration 38Q (152.590721 sec): 3 clusters Score: Raw -921822.849045 + Penalty 1814.097858 = -920008.751187 nChanged 3 SP:Iteration 39Q (152.657648 sec): 3 clusters Score: Raw -921823.016947 + Penalty 1814.097858 = -920008.919089 nChanged 5 SP:Iteration 40F (152.713084 sec): 3 clusters Score: Raw -921823.572056 + Penalty 1814.097858 = -920009.474197 nChanged 2 SP:Iteration 41Q (152.789450 sec): 3 clusters Score: Raw -921823.803183 + Penalty 1814.097858 = -920009.705325 nChanged 2 SP:Iteration 42Q (152.848836 sec): 3 clusters Score: Raw -921824.049045 + Penalty 1814.097858 = -920009.951187 nChanged 3 SP:Iteration 43Q (152.914147 sec): 3 clusters Score: Raw -921824.292943 + Penalty 1814.097858 = -920010.195085 nChanged 1 SP:Iteration 44Q (152.977854 sec): 3 clusters Score: Raw -921824.378717 + Penalty 1814.097858 = -920010.280859 nChanged 1 SP:Iteration 45Q (153.041537 sec): 3 clusters Score: Raw -921824.450020 + Penalty 1814.097858 = -920010.352162 nChanged 1 SP:Iteration 46Q (153.102903 sec): 3 clusters Score: Raw -921824.493482 + Penalty 1814.097858 = -920010.395624 nChanged 1 SP:Iteration 47Q (153.163725 sec): 3 clusters Score: Raw -921824.510260 + Penalty 1814.097858 = -920010.412402 nChanged 0 SP:Iteration 48F (153.219790 sec): 3 clusters Score: Raw -921824.510260 + Penalty 1814.097858 = -920010.412402 nChanged 0 Trying to split cluster 7 (5014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.261303 sec): 2 clusters Score: Raw -320436.006076 + Penalty 809.398981 = -319626.607095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.307781 sec): 3 clusters Score: Raw -317705.148107 + Penalty 1618.797963 = -316086.350144 nChanged 2075 SP:Iteration 1F (153.360675 sec): 3 clusters Score: Raw -318992.320763 + Penalty 1618.797963 = -317373.522800 nChanged 391 SP:Iteration 2F (153.416979 sec): 3 clusters Score: Raw -319240.003831 + Penalty 1618.797963 = -317621.205868 nChanged 295 SP:Iteration 3F (153.466854 sec): 3 clusters Score: Raw -319413.101797 + Penalty 1618.797963 = -317794.303834 nChanged 266 SP:Iteration 4F (153.517834 sec): 3 clusters Score: Raw -319596.088495 + Penalty 1618.797963 = -317977.290532 nChanged 253 SP:Iteration 5F (153.575712 sec): 3 clusters Score: Raw -319765.082669 + Penalty 1618.797963 = -318146.284706 nChanged 207 SP:Iteration 6Q (153.629366 sec): 3 clusters Score: Raw -319905.136868 + Penalty 1618.797963 = -318286.338905 nChanged 154 SP:Iteration 7Q (153.680183 sec): 3 clusters Score: Raw -320004.093037 + Penalty 1618.797963 = -318385.295074 nChanged 143 SP:Iteration 8Q (153.740709 sec): 3 clusters Score: Raw -320082.244476 + Penalty 1618.797963 = -318463.446513 nChanged 121 SP:Iteration 9Q (153.798465 sec): 3 clusters Score: Raw -320143.334149 + Penalty 1618.797963 = -318524.536186 nChanged 112 SP:Iteration 10Q (153.843281 sec): 3 clusters Score: Raw -320187.647679 + Penalty 1618.797963 = -318568.849716 nChanged 83 SP:Iteration 11Q (153.901659 sec): 3 clusters Score: Raw -320211.996508 + Penalty 1618.797963 = -318593.198545 nChanged 56 SP:Iteration 12Q (153.956342 sec): 3 clusters Score: Raw -320223.481232 + Penalty 1618.797963 = -318604.683270 nChanged 32 SP:Iteration 13Q (154.010699 sec): 3 clusters Score: Raw -320231.434597 + Penalty 1618.797963 = -318612.636634 nChanged 38 SP:Iteration 14Q (154.069832 sec): 3 clusters Score: Raw -320240.616961 + Penalty 1618.797963 = -318621.818998 nChanged 29 SP:Iteration 15Q (154.111600 sec): 3 clusters Score: Raw -320246.407121 + Penalty 1618.797963 = -318627.609158 nChanged 16 SP:Iteration 16Q (154.178329 sec): 3 clusters Score: Raw -320249.413445 + Penalty 1618.797963 = -318630.615482 nChanged 17 SP:Iteration 17Q (154.222616 sec): 3 clusters Score: Raw -320252.322388 + Penalty 1618.797963 = -318633.524425 nChanged 12 SP:Iteration 18Q (154.281489 sec): 3 clusters Score: Raw -320254.154569 + Penalty 1618.797963 = -318635.356606 nChanged 11 SP:Iteration 19Q (154.338705 sec): 3 clusters Score: Raw -320255.472049 + Penalty 1618.797963 = -318636.674087 nChanged 12 SP:Iteration 20F (154.380102 sec): 3 clusters Score: Raw -320257.873882 + Penalty 1618.797963 = -318639.075919 nChanged 17 SP:Iteration 21Q (154.436343 sec): 3 clusters Score: Raw -320261.759426 + Penalty 1618.797963 = -318642.961463 nChanged 17 SP:Iteration 22Q (154.495293 sec): 3 clusters Score: Raw -320265.005395 + Penalty 1618.797963 = -318646.207432 nChanged 19 SP:Iteration 23Q (154.546343 sec): 3 clusters Score: Raw -320269.096655 + Penalty 1618.797963 = -318650.298692 nChanged 20 SP:Iteration 24Q (154.605201 sec): 3 clusters Score: Raw -320273.411186 + Penalty 1618.797963 = -318654.613223 nChanged 15 SP:Iteration 25Q (154.643371 sec): 3 clusters Score: Raw -320276.273458 + Penalty 1618.797963 = -318657.475495 nChanged 10 SP:Iteration 26Q (154.711298 sec): 3 clusters Score: Raw -320279.377990 + Penalty 1618.797963 = -318660.580027 nChanged 10 SP:Iteration 27Q (154.753479 sec): 3 clusters Score: Raw -320281.340362 + Penalty 1618.797963 = -318662.542400 nChanged 6 SP:Iteration 28Q (154.814208 sec): 3 clusters Score: Raw -320282.511101 + Penalty 1618.797963 = -318663.713138 nChanged 6 SP:Iteration 29Q (154.858845 sec): 3 clusters Score: Raw -320283.508969 + Penalty 1618.797963 = -318664.711006 nChanged 4 SP:Iteration 30Q (154.921115 sec): 3 clusters Score: Raw -320284.061160 + Penalty 1618.797963 = -318665.263197 nChanged 4 SP:Iteration 31Q (154.973988 sec): 3 clusters Score: Raw -320284.632796 + Penalty 1618.797963 = -318665.834833 nChanged 4 SP:Iteration 32Q (155.022269 sec): 3 clusters Score: Raw -320285.333055 + Penalty 1618.797963 = -318666.535092 nChanged 3 SP:Iteration 33Q (155.074271 sec): 3 clusters Score: Raw -320285.595322 + Penalty 1618.797963 = -318666.797359 nChanged 4 SP:Iteration 34Q (155.126066 sec): 3 clusters Score: Raw -320285.977560 + Penalty 1618.797963 = -318667.179597 nChanged 3 SP:Iteration 35Q (155.183407 sec): 3 clusters Score: Raw -320286.236324 + Penalty 1618.797963 = -318667.438361 nChanged 4 SP:Iteration 36Q (155.238368 sec): 3 clusters Score: Raw -320286.562874 + Penalty 1618.797963 = -318667.764911 nChanged 1 SP:Iteration 37Q (155.297319 sec): 3 clusters Score: Raw -320286.623139 + Penalty 1618.797963 = -318667.825176 nChanged 0 SP:Iteration 38F (155.357694 sec): 3 clusters Score: Raw -320286.623139 + Penalty 1618.797963 = -318667.825176 nChanged 0 Trying to split cluster 8 (758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (155.382634 sec): 2 clusters Score: Raw -52071.287722 + Penalty 629.914922 = -51441.372800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (155.420979 sec): 3 clusters Score: Raw -51771.221467 + Penalty 1259.829843 = -50511.391624 nChanged 257 SP:Iteration 1F (155.475671 sec): 3 clusters Score: Raw -51974.738861 + Penalty 1259.829843 = -50714.909017 nChanged 56 SP:Iteration 2F (155.527452 sec): 3 clusters Score: Raw -52033.186647 + Penalty 1259.829843 = -50773.356804 nChanged 28 SP:Iteration 3Q (155.570290 sec): 3 clusters Score: Raw -52056.763954 + Penalty 1259.829843 = -50796.934111 nChanged 19 SP:Iteration 4Q (155.625245 sec): 3 clusters Score: Raw -52067.489591 + Penalty 1259.829843 = -50807.659748 nChanged 8 SP:Iteration 5Q (155.667146 sec): 3 clusters Score: Raw -52071.865259 + Penalty 1259.829843 = -50812.035416 nChanged 2 SP:Iteration 6Q (155.712316 sec): 3 clusters Score: Raw -52072.754742 + Penalty 1259.829843 = -50812.924899 nChanged 2 SP:Iteration 7Q (155.753960 sec): 3 clusters Score: Raw -52073.790810 + Penalty 1259.829843 = -50813.960967 nChanged 2 SP:Iteration 8Q (155.804871 sec): 3 clusters Score: Raw -52074.836031 + Penalty 1259.829843 = -50815.006188 nChanged 1 SP:Iteration 9Q (155.854419 sec): 3 clusters Score: Raw -52076.087262 + Penalty 1259.829843 = -50816.257419 nChanged 0 SP:Iteration 10F (155.903881 sec): 3 clusters Score: Raw -52076.087262 + Penalty 1259.829843 = -50816.257419 nChanged 0 Trying to split cluster 9 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (155.929117 sec): 2 clusters Score: Raw -8302.907550 + Penalty 490.654668 = -7812.252882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (155.973154 sec): 3 clusters Score: Raw -8347.782781 + Penalty 981.309335 = -7366.473445 nChanged 37 SP:Iteration 1F (156.011621 sec): 3 clusters Score: Raw -8439.263907 + Penalty 981.309335 = -7457.954572 nChanged 12 SP:Iteration 2F (156.057202 sec): 3 clusters Score: Raw -8500.263711 + Penalty 981.309335 = -7518.954376 nChanged 6 SP:Iteration 3Q (156.101553 sec): 3 clusters Score: Raw -8523.473782 + Penalty 981.309335 = -7542.164447 nChanged 4 SP:Iteration 4Q (156.142499 sec): 3 clusters Score: Raw -8535.699585 + Penalty 981.309335 = -7554.390250 nChanged 0 SP:Iteration 5F (156.191835 sec): 3 clusters Score: Raw -8535.699585 + Penalty 981.309335 = -7554.390250 nChanged 0 Trying to split cluster 10 (978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.211957 sec): 2 clusters Score: Raw -57295.947519 + Penalty 654.123419 = -56641.824100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.267316 sec): 3 clusters Score: Raw -56906.281955 + Penalty 1308.246837 = -55598.035118 nChanged 343 SP:Iteration 1F (156.313112 sec): 3 clusters Score: Raw -57155.649085 + Penalty 1308.246837 = -55847.402247 nChanged 77 SP:Iteration 2F (156.357483 sec): 3 clusters Score: Raw -57220.719992 + Penalty 1308.246837 = -55912.473154 nChanged 49 SP:Iteration 3F (156.414641 sec): 3 clusters Score: Raw -57266.270818 + Penalty 1308.246837 = -55958.023981 nChanged 30 SP:Iteration 4Q (156.454540 sec): 3 clusters Score: Raw -57289.435869 + Penalty 1308.246837 = -55981.189032 nChanged 21 SP:Iteration 5Q (156.504075 sec): 3 clusters Score: Raw -57300.316396 + Penalty 1308.246837 = -55992.069558 nChanged 10 SP:Iteration 6Q (156.555689 sec): 3 clusters Score: Raw -57309.077033 + Penalty 1308.246837 = -56000.830195 nChanged 10 SP:Iteration 7Q (156.594280 sec): 3 clusters Score: Raw -57315.531610 + Penalty 1308.246837 = -56007.284772 nChanged 9 SP:Iteration 8Q (156.642036 sec): 3 clusters Score: Raw -57320.677436 + Penalty 1308.246837 = -56012.430599 nChanged 7 SP:Iteration 9Q (156.697547 sec): 3 clusters Score: Raw -57327.207380 + Penalty 1308.246837 = -56018.960542 nChanged 6 SP:Iteration 10Q (156.741413 sec): 3 clusters Score: Raw -57329.568198 + Penalty 1308.246837 = -56021.321360 nChanged 4 SP:Iteration 11Q (156.789460 sec): 3 clusters Score: Raw -57331.542866 + Penalty 1308.246837 = -56023.296029 nChanged 4 SP:Iteration 12Q (156.832956 sec): 3 clusters Score: Raw -57333.965948 + Penalty 1308.246837 = -56025.719110 nChanged 2 SP:Iteration 13Q (156.883216 sec): 3 clusters Score: Raw -57334.505326 + Penalty 1308.246837 = -56026.258489 nChanged 2 SP:Iteration 14Q (156.932433 sec): 3 clusters Score: Raw -57335.664518 + Penalty 1308.246837 = -56027.417680 nChanged 1 SP:Iteration 15Q (156.976458 sec): 3 clusters Score: Raw -57335.873042 + Penalty 1308.246837 = -56027.626205 nChanged 1 SP:Iteration 16Q (157.029337 sec): 3 clusters Score: Raw -57336.044515 + Penalty 1308.246837 = -56027.797677 nChanged 0 SP:Iteration 17F (157.079612 sec): 3 clusters Score: Raw -57336.044515 + Penalty 1308.246837 = -56027.797677 nChanged 0 Trying to split cluster 11 (8208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.100806 sec): 2 clusters Score: Raw -540191.006587 + Penalty 856.222134 = -539334.784453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.167414 sec): 3 clusters Score: Raw -535419.948054 + Penalty 1712.444268 = -533707.503786 nChanged 3596 SP:Iteration 1F (157.219487 sec): 3 clusters Score: Raw -537516.434575 + Penalty 1712.444268 = -535803.990307 nChanged 512 SP:Iteration 2F (157.268932 sec): 3 clusters Score: Raw -537792.014683 + Penalty 1712.444268 = -536079.570415 nChanged 496 SP:Iteration 3F (157.339328 sec): 3 clusters Score: Raw -538102.884587 + Penalty 1712.444268 = -536390.440319 nChanged 508 SP:Iteration 4F (157.388189 sec): 3 clusters Score: Raw -538454.488973 + Penalty 1712.444268 = -536742.044705 nChanged 491 SP:Iteration 5F (157.446664 sec): 3 clusters Score: Raw -538861.058834 + Penalty 1712.444268 = -537148.614567 nChanged 461 SP:Iteration 6F (157.511023 sec): 3 clusters Score: Raw -539290.406944 + Penalty 1712.444268 = -537577.962676 nChanged 321 SP:Iteration 7Q (157.569147 sec): 3 clusters Score: Raw -539539.015219 + Penalty 1712.444268 = -537826.570951 nChanged 231 SP:Iteration 8Q (157.632882 sec): 3 clusters Score: Raw -539691.537218 + Penalty 1712.444268 = -537979.092951 nChanged 173 SP:Iteration 9Q (157.690381 sec): 3 clusters Score: Raw -539799.962839 + Penalty 1712.444268 = -538087.518571 nChanged 142 SP:Iteration 10Q (157.745992 sec): 3 clusters Score: Raw -539871.223952 + Penalty 1712.444268 = -538158.779684 nChanged 98 SP:Iteration 11Q (157.802034 sec): 3 clusters Score: Raw -539917.078366 + Penalty 1712.444268 = -538204.634098 nChanged 86 SP:Iteration 12Q (157.861212 sec): 3 clusters Score: Raw -539956.376582 + Penalty 1712.444268 = -538243.932314 nChanged 74 SP:Iteration 13Q (157.907363 sec): 3 clusters Score: Raw -539992.528716 + Penalty 1712.444268 = -538280.084448 nChanged 49 SP:Iteration 14Q (157.978280 sec): 3 clusters Score: Raw -540013.078340 + Penalty 1712.444268 = -538300.634072 nChanged 49 SP:Iteration 15Q (158.037592 sec): 3 clusters Score: Raw -540033.118440 + Penalty 1712.444268 = -538320.674172 nChanged 48 SP:Iteration 16Q (158.095019 sec): 3 clusters Score: Raw -540053.890450 + Penalty 1712.444268 = -538341.446182 nChanged 36 SP:Iteration 17Q (158.155064 sec): 3 clusters Score: Raw -540067.858368 + Penalty 1712.444268 = -538355.414100 nChanged 37 SP:Iteration 18Q (158.202977 sec): 3 clusters Score: Raw -540081.009354 + Penalty 1712.444268 = -538368.565087 nChanged 35 SP:Iteration 19Q (158.251016 sec): 3 clusters Score: Raw -540094.341780 + Penalty 1712.444268 = -538381.897513 nChanged 35 SP:Iteration 20F (158.320152 sec): 3 clusters Score: Raw -540108.810844 + Penalty 1712.444268 = -538396.366576 nChanged 36 SP:Iteration 21Q (158.377540 sec): 3 clusters Score: Raw -540126.185979 + Penalty 1712.444268 = -538413.741711 nChanged 35 SP:Iteration 22Q (158.421597 sec): 3 clusters Score: Raw -540140.024497 + Penalty 1712.444268 = -538427.580229 nChanged 24 SP:Iteration 23Q (158.476773 sec): 3 clusters Score: Raw -540152.379739 + Penalty 1712.444268 = -538439.935471 nChanged 22 SP:Iteration 24Q (158.536028 sec): 3 clusters Score: Raw -540162.354928 + Penalty 1712.444268 = -538449.910660 nChanged 21 SP:Iteration 25Q (158.579417 sec): 3 clusters Score: Raw -540171.402576 + Penalty 1712.444268 = -538458.958308 nChanged 14 SP:Iteration 26Q (158.640622 sec): 3 clusters Score: Raw -540177.328200 + Penalty 1712.444268 = -538464.883932 nChanged 25 SP:Iteration 27Q (158.692631 sec): 3 clusters Score: Raw -540187.423117 + Penalty 1712.444268 = -538474.978849 nChanged 17 SP:Iteration 28Q (158.748864 sec): 3 clusters Score: Raw -540196.424089 + Penalty 1712.444268 = -538483.979822 nChanged 16 SP:Iteration 29Q (158.794434 sec): 3 clusters Score: Raw -540203.775526 + Penalty 1712.444268 = -538491.331258 nChanged 16 SP:Iteration 30Q (158.860448 sec): 3 clusters Score: Raw -540212.013332 + Penalty 1712.444268 = -538499.569065 nChanged 22 SP:Iteration 31Q (158.911131 sec): 3 clusters Score: Raw -540222.317244 + Penalty 1712.444268 = -538509.872977 nChanged 17 SP:Iteration 32Q (158.965127 sec): 3 clusters Score: Raw -540230.280237 + Penalty 1712.444268 = -538517.835970 nChanged 16 SP:Iteration 33Q (159.018364 sec): 3 clusters Score: Raw -540240.450463 + Penalty 1712.444268 = -538528.006195 nChanged 16 SP:Iteration 34Q (159.068241 sec): 3 clusters Score: Raw -540250.478181 + Penalty 1712.444268 = -538538.033913 nChanged 9 SP:Iteration 35Q (159.126587 sec): 3 clusters Score: Raw -540254.532172 + Penalty 1712.444268 = -538542.087904 nChanged 9 SP:Iteration 36Q (159.185248 sec): 3 clusters Score: Raw -540258.619758 + Penalty 1712.444268 = -538546.175490 nChanged 7 SP:Iteration 37Q (159.247495 sec): 3 clusters Score: Raw -540261.748109 + Penalty 1712.444268 = -538549.303841 nChanged 5 SP:Iteration 38Q (159.309728 sec): 3 clusters Score: Raw -540263.176203 + Penalty 1712.444268 = -538550.731935 nChanged 3 SP:Iteration 39Q (159.368643 sec): 3 clusters Score: Raw -540264.251039 + Penalty 1712.444268 = -538551.806772 nChanged 4 SP:Iteration 40F (159.421497 sec): 3 clusters Score: Raw -540267.027065 + Penalty 1712.444268 = -538554.582797 nChanged 6 SP:Iteration 41Q (159.481605 sec): 3 clusters Score: Raw -540270.060296 + Penalty 1712.444268 = -538557.616029 nChanged 5 SP:Iteration 42Q (159.536807 sec): 3 clusters Score: Raw -540273.370269 + Penalty 1712.444268 = -538560.926001 nChanged 8 SP:Iteration 43Q (159.590155 sec): 3 clusters Score: Raw -540277.499202 + Penalty 1712.444268 = -538565.054934 nChanged 5 SP:Iteration 44Q (159.639241 sec): 3 clusters Score: Raw -540279.867911 + Penalty 1712.444268 = -538567.423643 nChanged 5 SP:Iteration 45Q (159.696299 sec): 3 clusters Score: Raw -540282.004674 + Penalty 1712.444268 = -538569.560406 nChanged 4 SP:Iteration 46Q (159.761249 sec): 3 clusters Score: Raw -540283.546858 + Penalty 1712.444268 = -538571.102591 nChanged 1 SP:Iteration 47Q (159.817369 sec): 3 clusters Score: Raw -540283.835926 + Penalty 1712.444268 = -538571.391658 nChanged 1 SP:Iteration 48Q (159.865107 sec): 3 clusters Score: Raw -540284.299077 + Penalty 1712.444268 = -538571.854809 nChanged 2 SP:Iteration 49Q (159.922154 sec): 3 clusters Score: Raw -540285.329696 + Penalty 1712.444268 = -538572.885429 nChanged 2 SP:Iteration 50Q (159.976389 sec): 3 clusters Score: Raw -540286.032146 + Penalty 1712.444268 = -538573.587879 nChanged 1 SP:Iteration 51Q (160.032932 sec): 3 clusters Score: Raw -540286.101842 + Penalty 1712.444268 = -538573.657574 nChanged 1 SP:Iteration 52Q (160.097595 sec): 3 clusters Score: Raw -540286.275917 + Penalty 1712.444268 = -538573.831649 nChanged 1 SP:Iteration 53Q (160.153446 sec): 3 clusters Score: Raw -540286.832101 + Penalty 1712.444268 = -538574.387833 nChanged 3 SP:Iteration 54Q (160.212819 sec): 3 clusters Score: Raw -540289.096312 + Penalty 1712.444268 = -538576.652045 nChanged 3 SP:Iteration 55Q (160.254309 sec): 3 clusters Score: Raw -540290.074318 + Penalty 1712.444268 = -538577.630051 nChanged 4 SP:Iteration 56Q (160.317927 sec): 3 clusters Score: Raw -540292.240892 + Penalty 1712.444268 = -538579.796624 nChanged 1 SP:Iteration 57Q (160.359322 sec): 3 clusters Score: Raw -540292.838645 + Penalty 1712.444268 = -538580.394377 nChanged 1 SP:Iteration 58Q (160.413146 sec): 3 clusters Score: Raw -540292.995301 + Penalty 1712.444268 = -538580.551033 nChanged 0 SP:Iteration 59F (160.479573 sec): 3 clusters Score: Raw -540292.995301 + Penalty 1712.444268 = -538580.551033 nChanged 0 Trying to split cluster 13 (4918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (160.507763 sec): 2 clusters Score: Raw -305722.556940 + Penalty 807.562436 = -304914.994504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (160.561596 sec): 3 clusters Score: Raw -302997.863662 + Penalty 1615.124872 = -301382.738790 nChanged 2080 SP:Iteration 1F (160.613549 sec): 3 clusters Score: Raw -304158.963235 + Penalty 1615.124872 = -302543.838363 nChanged 337 SP:Iteration 2F (160.661059 sec): 3 clusters Score: Raw -304306.136053 + Penalty 1615.124872 = -302691.011181 nChanged 245 SP:Iteration 3Q (160.707229 sec): 3 clusters Score: Raw -304416.352512 + Penalty 1615.124872 = -302801.227639 nChanged 210 SP:Iteration 4Q (160.767025 sec): 3 clusters Score: Raw -304531.433847 + Penalty 1615.124872 = -302916.308975 nChanged 235 SP:Iteration 5Q (160.812506 sec): 3 clusters Score: Raw -304673.259408 + Penalty 1615.124872 = -303058.134535 nChanged 228 SP:Iteration 6Q (160.863576 sec): 3 clusters Score: Raw -304809.914792 + Penalty 1615.124872 = -303194.789920 nChanged 194 SP:Iteration 7Q (160.928860 sec): 3 clusters Score: Raw -304919.981930 + Penalty 1615.124872 = -303304.857058 nChanged 173 SP:Iteration 8Q (160.979601 sec): 3 clusters Score: Raw -305011.257500 + Penalty 1615.124872 = -303396.132628 nChanged 156 SP:Iteration 9Q (161.025581 sec): 3 clusters Score: Raw -305077.869943 + Penalty 1615.124872 = -303462.745071 nChanged 127 SP:Iteration 10Q (161.086181 sec): 3 clusters Score: Raw -305142.607659 + Penalty 1615.124872 = -303527.482786 nChanged 134 SP:Iteration 11Q (161.137547 sec): 3 clusters Score: Raw -305206.439242 + Penalty 1615.124872 = -303591.314370 nChanged 116 SP:Iteration 12Q (161.186169 sec): 3 clusters Score: Raw -305255.756951 + Penalty 1615.124872 = -303640.632079 nChanged 107 SP:Iteration 13Q (161.242251 sec): 3 clusters Score: Raw -305302.056325 + Penalty 1615.124872 = -303686.931452 nChanged 88 SP:Iteration 14Q (161.298708 sec): 3 clusters Score: Raw -305330.931052 + Penalty 1615.124872 = -303715.806179 nChanged 54 SP:Iteration 15Q (161.354086 sec): 3 clusters Score: Raw -305347.674976 + Penalty 1615.124872 = -303732.550104 nChanged 50 SP:Iteration 16Q (161.410423 sec): 3 clusters Score: Raw -305362.258006 + Penalty 1615.124872 = -303747.133133 nChanged 47 SP:Iteration 17Q (161.452837 sec): 3 clusters Score: Raw -305374.917344 + Penalty 1615.124872 = -303759.792472 nChanged 39 SP:Iteration 18Q (161.513418 sec): 3 clusters Score: Raw -305385.774484 + Penalty 1615.124872 = -303770.649612 nChanged 42 SP:Iteration 19Q (161.576424 sec): 3 clusters Score: Raw -305395.572139 + Penalty 1615.124872 = -303780.447267 nChanged 33 SP:Iteration 20F (161.632193 sec): 3 clusters Score: Raw -305405.179074 + Penalty 1615.124872 = -303790.054202 nChanged 27 SP:Iteration 21Q (161.677051 sec): 3 clusters Score: Raw -305409.972586 + Penalty 1615.124872 = -303794.847713 nChanged 12 SP:Iteration 22Q (161.732987 sec): 3 clusters Score: Raw -305412.603996 + Penalty 1615.124872 = -303797.479124 nChanged 20 SP:Iteration 23Q (161.790412 sec): 3 clusters Score: Raw -305416.495821 + Penalty 1615.124872 = -303801.370949 nChanged 14 SP:Iteration 24Q (161.843614 sec): 3 clusters Score: Raw -305419.140922 + Penalty 1615.124872 = -303804.016050 nChanged 17 SP:Iteration 25Q (161.898306 sec): 3 clusters Score: Raw -305422.344304 + Penalty 1615.124872 = -303807.219432 nChanged 19 SP:Iteration 26Q (161.948590 sec): 3 clusters Score: Raw -305425.246288 + Penalty 1615.124872 = -303810.121415 nChanged 5 SP:Iteration 27Q (162.001657 sec): 3 clusters Score: Raw -305426.127276 + Penalty 1615.124872 = -303811.002404 nChanged 5 SP:Iteration 28Q (162.054504 sec): 3 clusters Score: Raw -305426.973396 + Penalty 1615.124872 = -303811.848523 nChanged 2 SP:Iteration 29Q (162.098619 sec): 3 clusters Score: Raw -305427.297454 + Penalty 1615.124872 = -303812.172582 nChanged 6 SP:Iteration 30Q (162.149917 sec): 3 clusters Score: Raw -305428.200911 + Penalty 1615.124872 = -303813.076039 nChanged 5 SP:Iteration 31Q (162.209675 sec): 3 clusters Score: Raw -305428.891350 + Penalty 1615.124872 = -303813.766477 nChanged 6 SP:Iteration 32Q (162.258906 sec): 3 clusters Score: Raw -305429.955516 + Penalty 1615.124872 = -303814.830643 nChanged 10 SP:Iteration 33Q (162.304243 sec): 3 clusters Score: Raw -305431.726855 + Penalty 1615.124872 = -303816.601983 nChanged 9 SP:Iteration 34Q (162.366021 sec): 3 clusters Score: Raw -305433.010069 + Penalty 1615.124872 = -303817.885196 nChanged 3 SP:Iteration 35Q (162.416577 sec): 3 clusters Score: Raw -305433.336022 + Penalty 1615.124872 = -303818.211150 nChanged 2 SP:Iteration 36Q (162.470118 sec): 3 clusters Score: Raw -305433.666510 + Penalty 1615.124872 = -303818.541638 nChanged 4 SP:Iteration 37Q (162.520737 sec): 3 clusters Score: Raw -305434.084512 + Penalty 1615.124872 = -303818.959639 nChanged 4 SP:Iteration 38Q (162.576596 sec): 3 clusters Score: Raw -305434.915274 + Penalty 1615.124872 = -303819.790402 nChanged 8 SP:Iteration 39Q (162.635761 sec): 3 clusters Score: Raw -305436.670729 + Penalty 1615.124872 = -303821.545857 nChanged 10 SP:Iteration 40F (162.690433 sec): 3 clusters Score: Raw -305438.546356 + Penalty 1615.124872 = -303823.421483 nChanged 15 SP:Iteration 41Q (162.727882 sec): 3 clusters Score: Raw -305441.217991 + Penalty 1615.124872 = -303826.093118 nChanged 17 SP:Iteration 42Q (162.788723 sec): 3 clusters Score: Raw -305445.344739 + Penalty 1615.124872 = -303830.219867 nChanged 17 SP:Iteration 43Q (162.834571 sec): 3 clusters Score: Raw -305448.643026 + Penalty 1615.124872 = -303833.518154 nChanged 19 SP:Iteration 44Q (162.890982 sec): 3 clusters Score: Raw -305452.365002 + Penalty 1615.124872 = -303837.240129 nChanged 19 SP:Iteration 45Q (162.944297 sec): 3 clusters Score: Raw -305455.354464 + Penalty 1615.124872 = -303840.229592 nChanged 15 SP:Iteration 46Q (163.000525 sec): 3 clusters Score: Raw -305457.823280 + Penalty 1615.124872 = -303842.698408 nChanged 17 SP:Iteration 47Q (163.069495 sec): 3 clusters Score: Raw -305460.886884 + Penalty 1615.124872 = -303845.762012 nChanged 16 SP:Iteration 48Q (163.122335 sec): 3 clusters Score: Raw -305464.393573 + Penalty 1615.124872 = -303849.268700 nChanged 10 SP:Iteration 49Q (163.169328 sec): 3 clusters Score: Raw -305466.750947 + Penalty 1615.124872 = -303851.626075 nChanged 12 SP:Iteration 50Q (163.221057 sec): 3 clusters Score: Raw -305469.176418 + Penalty 1615.124872 = -303854.051545 nChanged 10 SP:Iteration 51Q (163.271382 sec): 3 clusters Score: Raw -305471.289432 + Penalty 1615.124872 = -303856.164560 nChanged 11 SP:Iteration 52Q (163.326013 sec): 3 clusters Score: Raw -305473.702739 + Penalty 1615.124872 = -303858.577867 nChanged 11 SP:Iteration 53Q (163.375313 sec): 3 clusters Score: Raw -305475.186596 + Penalty 1615.124872 = -303860.061724 nChanged 11 SP:Iteration 54Q (163.424484 sec): 3 clusters Score: Raw -305477.076188 + Penalty 1615.124872 = -303861.951316 nChanged 17 SP:Iteration 55Q (163.480146 sec): 3 clusters Score: Raw -305480.960134 + Penalty 1615.124872 = -303865.835262 nChanged 23 SP:Iteration 56Q (163.537633 sec): 3 clusters Score: Raw -305488.172445 + Penalty 1615.124872 = -303873.047573 nChanged 30 SP:Iteration 57Q (163.590993 sec): 3 clusters Score: Raw -305498.066914 + Penalty 1615.124872 = -303882.942042 nChanged 35 SP:Iteration 58Q (163.637548 sec): 3 clusters Score: Raw -305508.114659 + Penalty 1615.124872 = -303892.989787 nChanged 31 SP:Iteration 59Q (163.697971 sec): 3 clusters Score: Raw -305516.153980 + Penalty 1615.124872 = -303901.029108 nChanged 33 SP:Iteration 60F (163.742952 sec): 3 clusters Score: Raw -305523.459664 + Penalty 1615.124872 = -303908.334792 nChanged 23 SP:Iteration 61Q (163.806243 sec): 3 clusters Score: Raw -305528.468483 + Penalty 1615.124872 = -303913.343611 nChanged 22 SP:Iteration 62Q (163.855596 sec): 3 clusters Score: Raw -305533.216887 + Penalty 1615.124872 = -303918.092015 nChanged 18 SP:Iteration 63Q (163.912938 sec): 3 clusters Score: Raw -305537.285608 + Penalty 1615.124872 = -303922.160735 nChanged 18 SP:Iteration 64Q (163.963818 sec): 3 clusters Score: Raw -305541.643520 + Penalty 1615.124872 = -303926.518648 nChanged 20 SP:Iteration 65Q (164.030124 sec): 3 clusters Score: Raw -305547.610577 + Penalty 1615.124872 = -303932.485705 nChanged 17 SP:Iteration 66Q (164.078265 sec): 3 clusters Score: Raw -305551.416200 + Penalty 1615.124872 = -303936.291328 nChanged 17 SP:Iteration 67Q (164.131783 sec): 3 clusters Score: Raw -305554.940514 + Penalty 1615.124872 = -303939.815642 nChanged 12 SP:Iteration 68Q (164.185125 sec): 3 clusters Score: Raw -305557.669401 + Penalty 1615.124872 = -303942.544529 nChanged 13 SP:Iteration 69Q (164.242262 sec): 3 clusters Score: Raw -305560.020008 + Penalty 1615.124872 = -303944.895136 nChanged 11 SP:Iteration 70Q (164.297101 sec): 3 clusters Score: Raw -305562.738117 + Penalty 1615.124872 = -303947.613245 nChanged 10 SP:Iteration 71Q (164.346514 sec): 3 clusters Score: Raw -305564.903440 + Penalty 1615.124872 = -303949.778568 nChanged 14 SP:Iteration 72Q (164.405131 sec): 3 clusters Score: Raw -305568.645929 + Penalty 1615.124872 = -303953.521057 nChanged 16 SP:Iteration 73Q (164.461665 sec): 3 clusters Score: Raw -305572.291792 + Penalty 1615.124872 = -303957.166920 nChanged 18 SP:Iteration 74Q (164.507012 sec): 3 clusters Score: Raw -305576.916096 + Penalty 1615.124872 = -303961.791224 nChanged 21 SP:Iteration 75Q (164.559075 sec): 3 clusters Score: Raw -305583.772805 + Penalty 1615.124872 = -303968.647932 nChanged 22 SP:Iteration 76Q (164.621833 sec): 3 clusters Score: Raw -305590.096068 + Penalty 1615.124872 = -303974.971195 nChanged 25 SP:Iteration 77Q (164.673963 sec): 3 clusters Score: Raw -305598.034038 + Penalty 1615.124872 = -303982.909166 nChanged 21 SP:Iteration 78Q (164.729547 sec): 3 clusters Score: Raw -305605.187582 + Penalty 1615.124872 = -303990.062710 nChanged 30 SP:Iteration 79Q (164.777235 sec): 3 clusters Score: Raw -305611.856848 + Penalty 1615.124872 = -303996.731975 nChanged 20 SP:Iteration 80F (164.830090 sec): 3 clusters Score: Raw -305618.241334 + Penalty 1615.124872 = -304003.116462 nChanged 25 SP:Iteration 81Q (164.875502 sec): 3 clusters Score: Raw -305626.465965 + Penalty 1615.124872 = -304011.341093 nChanged 26 SP:Iteration 82Q (164.937050 sec): 3 clusters Score: Raw -305635.490809 + Penalty 1615.124872 = -304020.365937 nChanged 24 SP:Iteration 83Q (164.985396 sec): 3 clusters Score: Raw -305642.364408 + Penalty 1615.124872 = -304027.239535 nChanged 27 SP:Iteration 84Q (165.034591 sec): 3 clusters Score: Raw -305650.128163 + Penalty 1615.124872 = -304035.003291 nChanged 25 SP:Iteration 85Q (165.088176 sec): 3 clusters Score: Raw -305656.592997 + Penalty 1615.124872 = -304041.468125 nChanged 21 SP:Iteration 86Q (165.147096 sec): 3 clusters Score: Raw -305663.174423 + Penalty 1615.124872 = -304048.049550 nChanged 22 SP:Iteration 87Q (165.191835 sec): 3 clusters Score: Raw -305669.656964 + Penalty 1615.124872 = -304054.532091 nChanged 20 SP:Iteration 88Q (165.251761 sec): 3 clusters Score: Raw -305675.665683 + Penalty 1615.124872 = -304060.540811 nChanged 23 SP:Iteration 89Q (165.294497 sec): 3 clusters Score: Raw -305682.894177 + Penalty 1615.124872 = -304067.769305 nChanged 27 SP:Iteration 90Q (165.360299 sec): 3 clusters Score: Raw -305692.657031 + Penalty 1615.124872 = -304077.532158 nChanged 24 SP:Iteration 91Q (165.410993 sec): 3 clusters Score: Raw -305702.248266 + Penalty 1615.124872 = -304087.123394 nChanged 20 SP:Iteration 92Q (165.466642 sec): 3 clusters Score: Raw -305708.749620 + Penalty 1615.124872 = -304093.624747 nChanged 19 SP:Iteration 93Q (165.519868 sec): 3 clusters Score: Raw -305714.752014 + Penalty 1615.124872 = -304099.627142 nChanged 15 SP:Iteration 94Q (165.574716 sec): 3 clusters Score: Raw -305720.388545 + Penalty 1615.124872 = -304105.263672 nChanged 17 SP:Iteration 95Q (165.621941 sec): 3 clusters Score: Raw -305728.015192 + Penalty 1615.124872 = -304112.890319 nChanged 20 SP:Iteration 96Q (165.677409 sec): 3 clusters Score: Raw -305735.953265 + Penalty 1615.124872 = -304120.828393 nChanged 18 SP:Iteration 97Q (165.735692 sec): 3 clusters Score: Raw -305742.639120 + Penalty 1615.124872 = -304127.514248 nChanged 14 SP:Iteration 98Q (165.790506 sec): 3 clusters Score: Raw -305749.684036 + Penalty 1615.124872 = -304134.559163 nChanged 18 SP:Iteration 99Q (165.845982 sec): 3 clusters Score: Raw -305757.570237 + Penalty 1615.124872 = -304142.445364 nChanged 14 SP:Iteration 100F (165.891295 sec): 3 clusters Score: Raw -305763.576923 + Penalty 1615.124872 = -304148.452051 nChanged 13 SP:Iteration 101Q (165.944503 sec): 3 clusters Score: Raw -305767.502869 + Penalty 1615.124872 = -304152.377996 nChanged 16 SP:Iteration 102Q (165.994426 sec): 3 clusters Score: Raw -305775.348440 + Penalty 1615.124872 = -304160.223568 nChanged 13 SP:Iteration 103Q (166.050200 sec): 3 clusters Score: Raw -305781.317951 + Penalty 1615.124872 = -304166.193079 nChanged 13 SP:Iteration 104Q (166.109960 sec): 3 clusters Score: Raw -305787.316961 + Penalty 1615.124872 = -304172.192089 nChanged 14 SP:Iteration 105Q (166.165299 sec): 3 clusters Score: Raw -305792.090753 + Penalty 1615.124872 = -304176.965881 nChanged 9 SP:Iteration 106Q (166.225032 sec): 3 clusters Score: Raw -305795.048423 + Penalty 1615.124872 = -304179.923551 nChanged 8 SP:Iteration 107Q (166.266061 sec): 3 clusters Score: Raw -305797.587626 + Penalty 1615.124872 = -304182.462753 nChanged 9 SP:Iteration 108Q (166.328969 sec): 3 clusters Score: Raw -305801.173544 + Penalty 1615.124872 = -304186.048671 nChanged 8 SP:Iteration 109Q (166.372308 sec): 3 clusters Score: Raw -305803.970066 + Penalty 1615.124872 = -304188.845194 nChanged 3 SP:Iteration 110Q (166.419557 sec): 3 clusters Score: Raw -305804.735702 + Penalty 1615.124872 = -304189.610830 nChanged 4 SP:Iteration 111Q (166.474219 sec): 3 clusters Score: Raw -305805.481565 + Penalty 1615.124872 = -304190.356693 nChanged 1 SP:Iteration 112Q (166.531126 sec): 3 clusters Score: Raw -305805.677008 + Penalty 1615.124872 = -304190.552136 nChanged 0 SP:Iteration 113F (166.582169 sec): 3 clusters Score: Raw -305805.677008 + Penalty 1615.124872 = -304190.552136 nChanged 0 Trying to split cluster 17 (3091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.613200 sec): 2 clusters Score: Raw -190189.473226 + Penalty 763.443745 = -189426.029482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.657535 sec): 3 clusters Score: Raw -188641.242307 + Penalty 1526.887489 = -187114.354818 nChanged 1220 SP:Iteration 1F (166.710670 sec): 3 clusters Score: Raw -189718.565853 + Penalty 1526.887489 = -188191.678364 nChanged 414 SP:Iteration 2F (166.758077 sec): 3 clusters Score: Raw -190293.478122 + Penalty 1526.887489 = -188766.590633 nChanged 330 SP:Iteration 3F (166.805196 sec): 3 clusters Score: Raw -190708.782355 + Penalty 1526.887489 = -189181.894866 nChanged 166 SP:Iteration 4F (166.852021 sec): 3 clusters Score: Raw -190912.005592 + Penalty 1526.887489 = -189385.118103 nChanged 89 SP:Iteration 5Q (166.899041 sec): 3 clusters Score: Raw -190992.963991 + Penalty 1526.887489 = -189466.076502 nChanged 36 SP:Iteration 6Q (166.935499 sec): 3 clusters Score: Raw -191009.823354 + Penalty 1526.887489 = -189482.935865 nChanged 17 SP:Iteration 7Q (166.980382 sec): 3 clusters Score: Raw -191016.775684 + Penalty 1526.887489 = -189489.888195 nChanged 12 SP:Iteration 8Q (167.032081 sec): 3 clusters Score: Raw -191020.848424 + Penalty 1526.887489 = -189493.960935 nChanged 7 SP:Iteration 9Q (167.090439 sec): 3 clusters Score: Raw -191023.825744 + Penalty 1526.887489 = -189496.938255 nChanged 5 SP:Iteration 10Q (167.131261 sec): 3 clusters Score: Raw -191024.979089 + Penalty 1526.887489 = -189498.091600 nChanged 3 SP:Iteration 11Q (167.176888 sec): 3 clusters Score: Raw -191025.568412 + Penalty 1526.887489 = -189498.680923 nChanged 0 SP:Iteration 12F (167.223335 sec): 3 clusters Score: Raw -191025.568412 + Penalty 1526.887489 = -189498.680923 nChanged 0 Score: Raw -4109584.512114 + Penalty 13704.084489 = -4095880.427626 Splitting cluster 17 changes total score from -4096095.626445 to -4095880.427626 So it's not getting split. Trying to split cluster 18 (1003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (167.962705 sec): 2 clusters Score: Raw -62051.109097 + Penalty 656.521325 = -61394.587772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (168.010854 sec): 3 clusters Score: Raw -61621.626634 + Penalty 1313.042650 = -60308.583984 nChanged 363 SP:Iteration 1F (168.058840 sec): 3 clusters Score: Raw -61838.821761 + Penalty 1313.042650 = -60525.779112 nChanged 85 SP:Iteration 2F (168.096712 sec): 3 clusters Score: Raw -61907.268529 + Penalty 1313.042650 = -60594.225880 nChanged 55 SP:Iteration 3F (168.154203 sec): 3 clusters Score: Raw -61953.946376 + Penalty 1313.042650 = -60640.903726 nChanged 29 SP:Iteration 4Q (168.196250 sec): 3 clusters Score: Raw -61984.336244 + Penalty 1313.042650 = -60671.293594 nChanged 28 SP:Iteration 5Q (168.248736 sec): 3 clusters Score: Raw -62008.386712 + Penalty 1313.042650 = -60695.344062 nChanged 18 SP:Iteration 6Q (168.293145 sec): 3 clusters Score: Raw -62017.275521 + Penalty 1313.042650 = -60704.232872 nChanged 14 SP:Iteration 7Q (168.337303 sec): 3 clusters Score: Raw -62026.783192 + Penalty 1313.042650 = -60713.740542 nChanged 11 SP:Iteration 8Q (168.385075 sec): 3 clusters Score: Raw -62034.424287 + Penalty 1313.042650 = -60721.381637 nChanged 10 SP:Iteration 9Q (168.422176 sec): 3 clusters Score: Raw -62041.603556 + Penalty 1313.042650 = -60728.560907 nChanged 8 SP:Iteration 10Q (168.468982 sec): 3 clusters Score: Raw -62047.130668 + Penalty 1313.042650 = -60734.088018 nChanged 5 SP:Iteration 11Q (168.499754 sec): 3 clusters Score: Raw -62052.557271 + Penalty 1313.042650 = -60739.514621 nChanged 8 SP:Iteration 12Q (168.560518 sec): 3 clusters Score: Raw -62059.842156 + Penalty 1313.042650 = -60746.799506 nChanged 9 SP:Iteration 13Q (168.604805 sec): 3 clusters Score: Raw -62064.564499 + Penalty 1313.042650 = -60751.521850 nChanged 6 SP:Iteration 14Q (168.652309 sec): 3 clusters Score: Raw -62066.344247 + Penalty 1313.042650 = -60753.301598 nChanged 5 SP:Iteration 15Q (168.708911 sec): 3 clusters Score: Raw -62068.749452 + Penalty 1313.042650 = -60755.706802 nChanged 3 SP:Iteration 16Q (168.757289 sec): 3 clusters Score: Raw -62069.794606 + Penalty 1313.042650 = -60756.751956 nChanged 1 SP:Iteration 17Q (168.800264 sec): 3 clusters Score: Raw -62070.103184 + Penalty 1313.042650 = -60757.060535 nChanged 0 SP:Iteration 18F (168.844285 sec): 3 clusters Score: Raw -62070.103184 + Penalty 1313.042650 = -60757.060535 nChanged 0 Iteration 139Q (169.296058 sec): 13 clusters Score: Raw -4108749.239072 + Penalty 12649.924143 = -4096099.314929 nChanged 36 Iteration 140F (169.933681 sec): 13 clusters Score: Raw -4108752.355157 + Penalty 12649.924143 = -4096102.431013 nChanged 38 Iteration 141Q (170.391737 sec): 13 clusters Score: Raw -4108755.641819 + Penalty 12649.924143 = -4096105.717676 nChanged 51 Iteration 142Q (170.866830 sec): 13 clusters Score: Raw -4108759.588134 + Penalty 12649.924143 = -4096109.663990 nChanged 42 Iteration 143Q (171.336184 sec): 13 clusters Score: Raw -4108761.931759 + Penalty 12649.924143 = -4096112.007616 nChanged 36 Iteration 144Q (171.767284 sec): 13 clusters Score: Raw -4108764.442780 + Penalty 12649.924143 = -4096114.518637 nChanged 35 Iteration 145Q (172.190692 sec): 13 clusters Score: Raw -4108766.547835 + Penalty 12649.924143 = -4096116.623692 nChanged 34 Iteration 146Q (172.669945 sec): 13 clusters Score: Raw -4108768.834284 + Penalty 12649.924143 = -4096118.910140 nChanged 26 Iteration 147Q (173.129592 sec): 13 clusters Score: Raw -4108770.554940 + Penalty 12649.924143 = -4096120.630796 nChanged 23 Iteration 148Q (173.566438 sec): 13 clusters Score: Raw -4108771.804763 + Penalty 12649.924143 = -4096121.880620 nChanged 21 Iteration 149Q (174.057705 sec): 13 clusters Score: Raw -4108773.174129 + Penalty 12649.924143 = -4096123.249985 nChanged 29 Iteration 150Q (174.528431 sec): 13 clusters Score: Raw -4108775.128651 + Penalty 12649.924143 = -4096125.204507 nChanged 28 Iteration 151Q (175.041696 sec): 13 clusters Score: Raw -4108777.569405 + Penalty 12649.924143 = -4096127.645262 nChanged 24 Iteration 152Q (175.507801 sec): 13 clusters Score: Raw -4108779.136149 + Penalty 12649.924143 = -4096129.212006 nChanged 18 Iteration 153Q (175.971344 sec): 13 clusters Score: Raw -4108781.232726 + Penalty 12649.924143 = -4096131.308583 nChanged 25 Iteration 154Q (176.402797 sec): 13 clusters Score: Raw -4108784.292225 + Penalty 12649.924143 = -4096134.368081 nChanged 30 Iteration 155Q (176.849140 sec): 13 clusters Score: Raw -4108787.323129 + Penalty 12649.924143 = -4096137.398985 nChanged 23 Iteration 156Q (177.282001 sec): 13 clusters Score: Raw -4108789.403216 + Penalty 12649.924143 = -4096139.479073 nChanged 21 Iteration 157Q (177.750943 sec): 13 clusters Score: Raw -4108791.104996 + Penalty 12649.924143 = -4096141.180853 nChanged 20 Iteration 158Q (178.241889 sec): 13 clusters Score: Raw -4108792.405660 + Penalty 12649.924143 = -4096142.481516 nChanged 21 Iteration 159Q (178.673215 sec): 13 clusters Score: Raw -4108793.821932 + Penalty 12649.924143 = -4096143.897789 nChanged 21 Iteration 160F (179.325298 sec): 13 clusters Score: Raw -4108795.018688 + Penalty 12649.924143 = -4096145.094544 nChanged 25 Iteration 161Q (179.791943 sec): 13 clusters Score: Raw -4108796.532484 + Penalty 12649.924143 = -4096146.608340 nChanged 32 Iteration 162Q (180.265915 sec): 13 clusters Score: Raw -4108798.508841 + Penalty 12649.924143 = -4096148.584697 nChanged 31 Iteration 163Q (180.748262 sec): 13 clusters Score: Raw -4108800.614666 + Penalty 12649.924143 = -4096150.690523 nChanged 30 Iteration 164Q (181.207226 sec): 13 clusters Score: Raw -4108802.523030 + Penalty 12649.924143 = -4096152.598886 nChanged 28 Iteration 165Q (181.689335 sec): 13 clusters Score: Raw -4108804.281804 + Penalty 12649.924143 = -4096154.357660 nChanged 32 Iteration 166Q (182.134274 sec): 13 clusters Score: Raw -4108806.085624 + Penalty 12649.924143 = -4096156.161481 nChanged 29 Iteration 167Q (182.601490 sec): 13 clusters Score: Raw -4108807.805183 + Penalty 12649.924143 = -4096157.881040 nChanged 26 Iteration 168Q (183.040768 sec): 13 clusters Score: Raw -4108809.518108 + Penalty 12649.924143 = -4096159.593965 nChanged 26 Iteration 169Q (183.487664 sec): 13 clusters Score: Raw -4108810.853338 + Penalty 12649.924143 = -4096160.929195 nChanged 26 Iteration 170Q (183.948432 sec): 13 clusters Score: Raw -4108812.488153 + Penalty 12649.924143 = -4096162.564009 nChanged 27 Iteration 171Q (184.393398 sec): 13 clusters Score: Raw -4108813.782726 + Penalty 12649.924143 = -4096163.858582 nChanged 21 Iteration 172Q (184.832935 sec): 13 clusters Score: Raw -4108814.836965 + Penalty 12649.924143 = -4096164.912821 nChanged 18 Iteration 173Q (185.304679 sec): 13 clusters Score: Raw -4108815.796552 + Penalty 12649.924143 = -4096165.872409 nChanged 23 Iteration 174Q (185.782938 sec): 13 clusters Score: Raw -4108817.255953 + Penalty 12649.924143 = -4096167.331810 nChanged 22 Iteration 175Q (186.237121 sec): 13 clusters Score: Raw -4108818.750292 + Penalty 12649.924143 = -4096168.826148 nChanged 21 Iteration 176Q (186.659885 sec): 13 clusters Score: Raw -4108819.962320 + Penalty 12649.924143 = -4096170.038177 nChanged 27 Iteration 177Q (187.103974 sec): 13 clusters Score: Raw -4108821.426339 + Penalty 12649.924143 = -4096171.502195 nChanged 15 Iteration 178Q (187.532693 sec): 13 clusters Score: Raw -4108822.255433 + Penalty 12649.924143 = -4096172.331290 nChanged 22 Writing temp clu file Because OldScore, -4096171.502195, is greater than current (better) Score,-4096172.331290 Compute initial score before splitting: Score: Raw -4108822.255433 + Penalty 12649.924143 = -4096172.331290 Trying to split cluster 1 (13253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (187.599976 sec): 2 clusters Score: Raw -868457.726727 + Penalty 901.738026 = -867555.988701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (187.666292 sec): 3 clusters Score: Raw -860405.931910 + Penalty 1803.476052 = -858602.455858 nChanged 5968 SP:Iteration 1F (187.731542 sec): 3 clusters Score: Raw -863941.524727 + Penalty 1803.476052 = -862138.048675 nChanged 786 SP:Iteration 2F (187.796869 sec): 3 clusters Score: Raw -864384.500798 + Penalty 1803.476052 = -862581.024746 nChanged 764 SP:Iteration 3F (187.848252 sec): 3 clusters Score: Raw -864857.617100 + Penalty 1803.476052 = -863054.141049 nChanged 771 SP:Iteration 4F (187.920133 sec): 3 clusters Score: Raw -865394.146309 + Penalty 1803.476052 = -863590.670257 nChanged 774 SP:Iteration 5F (187.987722 sec): 3 clusters Score: Raw -865945.061659 + Penalty 1803.476052 = -864141.585607 nChanged 733 SP:Iteration 6F (188.040169 sec): 3 clusters Score: Raw -866465.892192 + Penalty 1803.476052 = -864662.416140 nChanged 609 SP:Iteration 7Q (188.103932 sec): 3 clusters Score: Raw -866806.967817 + Penalty 1803.476052 = -865003.491765 nChanged 442 SP:Iteration 8Q (188.166859 sec): 3 clusters Score: Raw -866985.321967 + Penalty 1803.476052 = -865181.845915 nChanged 314 SP:Iteration 9Q (188.229035 sec): 3 clusters Score: Raw -867087.707391 + Penalty 1803.476052 = -865284.231339 nChanged 254 SP:Iteration 10Q (188.301983 sec): 3 clusters Score: Raw -867161.963608 + Penalty 1803.476052 = -865358.487556 nChanged 198 SP:Iteration 11Q (188.354969 sec): 3 clusters Score: Raw -867211.092857 + Penalty 1803.476052 = -865407.616805 nChanged 159 SP:Iteration 12Q (188.429953 sec): 3 clusters Score: Raw -867245.782343 + Penalty 1803.476052 = -865442.306291 nChanged 133 SP:Iteration 13Q (188.479413 sec): 3 clusters Score: Raw -867275.144101 + Penalty 1803.476052 = -865471.668050 nChanged 114 SP:Iteration 14Q (188.541782 sec): 3 clusters Score: Raw -867297.444114 + Penalty 1803.476052 = -865493.968062 nChanged 105 SP:Iteration 15Q (188.609554 sec): 3 clusters Score: Raw -867317.570200 + Penalty 1803.476052 = -865514.094148 nChanged 84 SP:Iteration 16Q (188.675816 sec): 3 clusters Score: Raw -867336.288640 + Penalty 1803.476052 = -865532.812588 nChanged 99 SP:Iteration 17Q (188.737435 sec): 3 clusters Score: Raw -867355.421127 + Penalty 1803.476052 = -865551.945075 nChanged 85 SP:Iteration 18Q (188.805668 sec): 3 clusters Score: Raw -867371.384835 + Penalty 1803.476052 = -865567.908783 nChanged 92 SP:Iteration 19Q (188.869968 sec): 3 clusters Score: Raw -867385.202716 + Penalty 1803.476052 = -865581.726664 nChanged 85 SP:Iteration 20F (188.934149 sec): 3 clusters Score: Raw -867398.976413 + Penalty 1803.476052 = -865595.500361 nChanged 75 SP:Iteration 21Q (188.989018 sec): 3 clusters Score: Raw -867411.151087 + Penalty 1803.476052 = -865607.675035 nChanged 67 SP:Iteration 22Q (189.061888 sec): 3 clusters Score: Raw -867420.496634 + Penalty 1803.476052 = -865617.020582 nChanged 63 SP:Iteration 23Q (189.122262 sec): 3 clusters Score: Raw -867429.695514 + Penalty 1803.476052 = -865626.219462 nChanged 63 SP:Iteration 24Q (189.192339 sec): 3 clusters Score: Raw -867439.288914 + Penalty 1803.476052 = -865635.812862 nChanged 67 SP:Iteration 25Q (189.244698 sec): 3 clusters Score: Raw -867451.436046 + Penalty 1803.476052 = -865647.959994 nChanged 76 SP:Iteration 26Q (189.312173 sec): 3 clusters Score: Raw -867468.177715 + Penalty 1803.476052 = -865664.701663 nChanged 95 SP:Iteration 27Q (189.371600 sec): 3 clusters Score: Raw -867490.593599 + Penalty 1803.476052 = -865687.117547 nChanged 99 SP:Iteration 28Q (189.432849 sec): 3 clusters Score: Raw -867511.628955 + Penalty 1803.476052 = -865708.152903 nChanged 94 SP:Iteration 29Q (189.484210 sec): 3 clusters Score: Raw -867531.767990 + Penalty 1803.476052 = -865728.291938 nChanged 87 SP:Iteration 30Q (189.546288 sec): 3 clusters Score: Raw -867549.659372 + Penalty 1803.476052 = -865746.183320 nChanged 100 SP:Iteration 31Q (189.617106 sec): 3 clusters Score: Raw -867574.639872 + Penalty 1803.476052 = -865771.163820 nChanged 116 SP:Iteration 32Q (189.680790 sec): 3 clusters Score: Raw -867602.501379 + Penalty 1803.476052 = -865799.025327 nChanged 108 SP:Iteration 33Q (189.736945 sec): 3 clusters Score: Raw -867623.536099 + Penalty 1803.476052 = -865820.060047 nChanged 105 SP:Iteration 34Q (189.799173 sec): 3 clusters Score: Raw -867647.022636 + Penalty 1803.476052 = -865843.546584 nChanged 116 SP:Iteration 35Q (189.855337 sec): 3 clusters Score: Raw -867677.337893 + Penalty 1803.476052 = -865873.861841 nChanged 134 SP:Iteration 36Q (189.906426 sec): 3 clusters Score: Raw -867713.903014 + Penalty 1803.476052 = -865910.426962 nChanged 146 SP:Iteration 37Q (189.973351 sec): 3 clusters Score: Raw -867753.426973 + Penalty 1803.476052 = -865949.950921 nChanged 132 SP:Iteration 38Q (190.031922 sec): 3 clusters Score: Raw -867786.956579 + Penalty 1803.476052 = -865983.480527 nChanged 118 SP:Iteration 39Q (190.095105 sec): 3 clusters Score: Raw -867817.105846 + Penalty 1803.476052 = -866013.629794 nChanged 124 SP:Iteration 40F (190.160433 sec): 3 clusters Score: Raw -867849.463887 + Penalty 1803.476052 = -866045.987835 nChanged 117 SP:Iteration 41Q (190.226174 sec): 3 clusters Score: Raw -867886.580514 + Penalty 1803.476052 = -866083.104462 nChanged 139 SP:Iteration 42Q (190.290232 sec): 3 clusters Score: Raw -867934.461750 + Penalty 1803.476052 = -866130.985698 nChanged 140 SP:Iteration 43Q (190.364233 sec): 3 clusters Score: Raw -867984.199002 + Penalty 1803.476052 = -866180.722950 nChanged 147 SP:Iteration 44Q (190.425135 sec): 3 clusters Score: Raw -868040.948221 + Penalty 1803.476052 = -866237.472170 nChanged 150 SP:Iteration 45Q (190.487782 sec): 3 clusters Score: Raw -868094.228429 + Penalty 1803.476052 = -866290.752377 nChanged 128 SP:Iteration 46Q (190.548023 sec): 3 clusters Score: Raw -868137.087149 + Penalty 1803.476052 = -866333.611097 nChanged 116 SP:Iteration 47Q (190.609145 sec): 3 clusters Score: Raw -868178.429952 + Penalty 1803.476052 = -866374.953900 nChanged 109 SP:Iteration 48Q (190.665852 sec): 3 clusters Score: Raw -868218.538565 + Penalty 1803.476052 = -866415.062513 nChanged 119 SP:Iteration 49Q (190.720246 sec): 3 clusters Score: Raw -868267.398462 + Penalty 1803.476052 = -866463.922410 nChanged 124 SP:Iteration 50Q (190.784606 sec): 3 clusters Score: Raw -868325.481163 + Penalty 1803.476052 = -866522.005111 nChanged 92 SP:Iteration 51Q (190.838112 sec): 3 clusters Score: Raw -868363.713565 + Penalty 1803.476052 = -866560.237513 nChanged 73 SP:Iteration 52Q (190.898459 sec): 3 clusters Score: Raw -868389.964923 + Penalty 1803.476052 = -866586.488871 nChanged 63 SP:Iteration 53Q (190.970515 sec): 3 clusters Score: Raw -868411.940996 + Penalty 1803.476052 = -866608.464944 nChanged 59 SP:Iteration 54Q (191.029886 sec): 3 clusters Score: Raw -868432.542796 + Penalty 1803.476052 = -866629.066744 nChanged 58 SP:Iteration 55Q (191.095179 sec): 3 clusters Score: Raw -868459.790332 + Penalty 1803.476052 = -866656.314280 nChanged 68 SP:Iteration 56Q (191.146171 sec): 3 clusters Score: Raw -868488.873254 + Penalty 1803.476052 = -866685.397202 nChanged 56 SP:Iteration 57Q (191.206646 sec): 3 clusters Score: Raw -868513.510093 + Penalty 1803.476052 = -866710.034041 nChanged 48 SP:Iteration 58Q (191.275163 sec): 3 clusters Score: Raw -868529.887127 + Penalty 1803.476052 = -866726.411075 nChanged 44 SP:Iteration 59Q (191.339966 sec): 3 clusters Score: Raw -868543.822170 + Penalty 1803.476052 = -866740.346118 nChanged 35 SP:Iteration 60F (191.392626 sec): 3 clusters Score: Raw -868551.658820 + Penalty 1803.476052 = -866748.182768 nChanged 22 SP:Iteration 61Q (191.451185 sec): 3 clusters Score: Raw -868557.174503 + Penalty 1803.476052 = -866753.698451 nChanged 20 SP:Iteration 62Q (191.511882 sec): 3 clusters Score: Raw -868562.333970 + Penalty 1803.476052 = -866758.857918 nChanged 21 SP:Iteration 63Q (191.583174 sec): 3 clusters Score: Raw -868568.717591 + Penalty 1803.476052 = -866765.241539 nChanged 22 SP:Iteration 64Q (191.632197 sec): 3 clusters Score: Raw -868575.315945 + Penalty 1803.476052 = -866771.839893 nChanged 26 SP:Iteration 65Q (191.701709 sec): 3 clusters Score: Raw -868582.365104 + Penalty 1803.476052 = -866778.889052 nChanged 21 SP:Iteration 66Q (191.754245 sec): 3 clusters Score: Raw -868587.681554 + Penalty 1803.476052 = -866784.205502 nChanged 20 SP:Iteration 67Q (191.822474 sec): 3 clusters Score: Raw -868592.285820 + Penalty 1803.476052 = -866788.809768 nChanged 25 SP:Iteration 68Q (191.870888 sec): 3 clusters Score: Raw -868597.683511 + Penalty 1803.476052 = -866794.207459 nChanged 23 SP:Iteration 69Q (191.930340 sec): 3 clusters Score: Raw -868603.664849 + Penalty 1803.476052 = -866800.188797 nChanged 20 SP:Iteration 70Q (191.980834 sec): 3 clusters Score: Raw -868609.207778 + Penalty 1803.476052 = -866805.731726 nChanged 20 SP:Iteration 71Q (192.046207 sec): 3 clusters Score: Raw -868612.671395 + Penalty 1803.476052 = -866809.195343 nChanged 15 SP:Iteration 72Q (192.093418 sec): 3 clusters Score: Raw -868616.143234 + Penalty 1803.476052 = -866812.667182 nChanged 10 SP:Iteration 73Q (192.150590 sec): 3 clusters Score: Raw -868618.974784 + Penalty 1803.476052 = -866815.498732 nChanged 10 SP:Iteration 74Q (192.210761 sec): 3 clusters Score: Raw -868620.978840 + Penalty 1803.476052 = -866817.502788 nChanged 6 SP:Iteration 75Q (192.277949 sec): 3 clusters Score: Raw -868622.608377 + Penalty 1803.476052 = -866819.132325 nChanged 6 SP:Iteration 76Q (192.335565 sec): 3 clusters Score: Raw -868623.934877 + Penalty 1803.476052 = -866820.458825 nChanged 6 SP:Iteration 77Q (192.387791 sec): 3 clusters Score: Raw -868625.000961 + Penalty 1803.476052 = -866821.524909 nChanged 8 SP:Iteration 78Q (192.455418 sec): 3 clusters Score: Raw -868627.748864 + Penalty 1803.476052 = -866824.272812 nChanged 11 SP:Iteration 79Q (192.511217 sec): 3 clusters Score: Raw -868631.119728 + Penalty 1803.476052 = -866827.643676 nChanged 14 SP:Iteration 80F (192.571684 sec): 3 clusters Score: Raw -868635.150410 + Penalty 1803.476052 = -866831.674358 nChanged 11 SP:Iteration 81Q (192.635623 sec): 3 clusters Score: Raw -868638.401891 + Penalty 1803.476052 = -866834.925839 nChanged 4 SP:Iteration 82Q (192.697259 sec): 3 clusters Score: Raw -868639.685664 + Penalty 1803.476052 = -866836.209612 nChanged 6 SP:Iteration 83Q (192.752721 sec): 3 clusters Score: Raw -868641.273734 + Penalty 1803.476052 = -866837.797682 nChanged 6 SP:Iteration 84Q (192.825848 sec): 3 clusters Score: Raw -868642.339110 + Penalty 1803.476052 = -866838.863058 nChanged 1 SP:Iteration 85Q (192.879092 sec): 3 clusters Score: Raw -868642.718727 + Penalty 1803.476052 = -866839.242675 nChanged 3 SP:Iteration 86Q (192.938630 sec): 3 clusters Score: Raw -868643.346032 + Penalty 1803.476052 = -866839.869980 nChanged 5 SP:Iteration 87Q (193.004274 sec): 3 clusters Score: Raw -868644.238413 + Penalty 1803.476052 = -866840.762361 nChanged 5 SP:Iteration 88Q (193.065744 sec): 3 clusters Score: Raw -868645.737425 + Penalty 1803.476052 = -866842.261373 nChanged 5 SP:Iteration 89Q (193.124160 sec): 3 clusters Score: Raw -868647.297262 + Penalty 1803.476052 = -866843.821210 nChanged 3 SP:Iteration 90Q (193.179975 sec): 3 clusters Score: Raw -868648.199893 + Penalty 1803.476052 = -866844.723841 nChanged 3 SP:Iteration 91Q (193.247779 sec): 3 clusters Score: Raw -868649.605672 + Penalty 1803.476052 = -866846.129620 nChanged 1 SP:Iteration 92Q (193.309702 sec): 3 clusters Score: Raw -868650.183330 + Penalty 1803.476052 = -866846.707278 nChanged 3 SP:Iteration 93Q (193.359578 sec): 3 clusters Score: Raw -868651.129732 + Penalty 1803.476052 = -866847.653680 nChanged 3 SP:Iteration 94Q (193.413645 sec): 3 clusters Score: Raw -868651.602466 + Penalty 1803.476052 = -866848.126414 nChanged 2 SP:Iteration 95Q (193.480597 sec): 3 clusters Score: Raw -868652.024613 + Penalty 1803.476052 = -866848.548561 nChanged 0 SP:Iteration 96F (193.532743 sec): 3 clusters Score: Raw -868652.024613 + Penalty 1803.476052 = -866848.548561 nChanged 0 Trying to split cluster 3 (10221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.579558 sec): 2 clusters Score: Raw -670635.902058 + Penalty 877.058972 = -669758.843086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.628454 sec): 3 clusters Score: Raw -664518.964041 + Penalty 1754.117944 = -662764.846097 nChanged 4604 SP:Iteration 1F (193.697505 sec): 3 clusters Score: Raw -667113.813030 + Penalty 1754.117944 = -665359.695086 nChanged 649 SP:Iteration 2F (193.752307 sec): 3 clusters Score: Raw -667485.818817 + Penalty 1754.117944 = -665731.700873 nChanged 669 SP:Iteration 3F (193.809824 sec): 3 clusters Score: Raw -667943.332181 + Penalty 1754.117944 = -666189.214237 nChanged 771 SP:Iteration 4F (193.872918 sec): 3 clusters Score: Raw -668593.583421 + Penalty 1754.117944 = -666839.465476 nChanged 826 SP:Iteration 5F (193.932095 sec): 3 clusters Score: Raw -669372.521096 + Penalty 1754.117944 = -667618.403151 nChanged 672 SP:Iteration 6F (193.993477 sec): 3 clusters Score: Raw -670028.577104 + Penalty 1754.117944 = -668274.459160 nChanged 421 SP:Iteration 7Q (194.050758 sec): 3 clusters Score: Raw -670447.432992 + Penalty 1754.117944 = -668693.315048 nChanged 203 SP:Iteration 8Q (194.107226 sec): 3 clusters Score: Raw -670660.394029 + Penalty 1754.117944 = -668906.276084 nChanged 84 SP:Iteration 9Q (194.169060 sec): 3 clusters Score: Raw -670772.708029 + Penalty 1754.117944 = -669018.590085 nChanged 57 SP:Iteration 10Q (194.220115 sec): 3 clusters Score: Raw -670859.053527 + Penalty 1754.117944 = -669104.935583 nChanged 41 SP:Iteration 11Q (194.284205 sec): 3 clusters Score: Raw -670910.714214 + Penalty 1754.117944 = -669156.596270 nChanged 32 SP:Iteration 12Q (194.331025 sec): 3 clusters Score: Raw -670936.293662 + Penalty 1754.117944 = -669182.175718 nChanged 23 SP:Iteration 13Q (194.389556 sec): 3 clusters Score: Raw -670950.628183 + Penalty 1754.117944 = -669196.510239 nChanged 14 SP:Iteration 14Q (194.442775 sec): 3 clusters Score: Raw -670960.215411 + Penalty 1754.117944 = -669206.097466 nChanged 9 SP:Iteration 15Q (194.501456 sec): 3 clusters Score: Raw -670964.373775 + Penalty 1754.117944 = -669210.255831 nChanged 10 SP:Iteration 16Q (194.565283 sec): 3 clusters Score: Raw -670969.541004 + Penalty 1754.117944 = -669215.423060 nChanged 12 SP:Iteration 17Q (194.626704 sec): 3 clusters Score: Raw -670977.537051 + Penalty 1754.117944 = -669223.419107 nChanged 6 SP:Iteration 18Q (194.683831 sec): 3 clusters Score: Raw -670980.746181 + Penalty 1754.117944 = -669226.628237 nChanged 2 SP:Iteration 19Q (194.727943 sec): 3 clusters Score: Raw -670981.658757 + Penalty 1754.117944 = -669227.540812 nChanged 3 SP:Iteration 20F (194.793503 sec): 3 clusters Score: Raw -670983.450544 + Penalty 1754.117944 = -669229.332600 nChanged 2 SP:Iteration 21Q (194.853381 sec): 3 clusters Score: Raw -670984.672544 + Penalty 1754.117944 = -669230.554600 nChanged 2 SP:Iteration 22Q (194.911012 sec): 3 clusters Score: Raw -670985.308136 + Penalty 1754.117944 = -669231.190192 nChanged 0 SP:Iteration 23F (194.959868 sec): 3 clusters Score: Raw -670985.308136 + Penalty 1754.117944 = -669231.190192 nChanged 0 Trying to split cluster 4 (3932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (194.987206 sec): 2 clusters Score: Raw -226714.735260 + Penalty 786.305831 = -225928.429429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (195.047604 sec): 3 clusters Score: Raw -224592.675056 + Penalty 1572.611661 = -223020.063395 nChanged 1658 SP:Iteration 1F (195.091613 sec): 3 clusters Score: Raw -225593.072225 + Penalty 1572.611661 = -224020.460563 nChanged 316 SP:Iteration 2F (195.152292 sec): 3 clusters Score: Raw -225764.950630 + Penalty 1572.611661 = -224192.338969 nChanged 239 SP:Iteration 3F (195.193309 sec): 3 clusters Score: Raw -225914.445903 + Penalty 1572.611661 = -224341.834242 nChanged 206 SP:Iteration 4F (195.254833 sec): 3 clusters Score: Raw -226017.883782 + Penalty 1572.611661 = -224445.272121 nChanged 180 SP:Iteration 5Q (195.301730 sec): 3 clusters Score: Raw -226102.089005 + Penalty 1572.611661 = -224529.477344 nChanged 156 SP:Iteration 6Q (195.364453 sec): 3 clusters Score: Raw -226178.139712 + Penalty 1572.611661 = -224605.528051 nChanged 156 SP:Iteration 7Q (195.416888 sec): 3 clusters Score: Raw -226261.324213 + Penalty 1572.611661 = -224688.712551 nChanged 162 SP:Iteration 8Q (195.471561 sec): 3 clusters Score: Raw -226359.450896 + Penalty 1572.611661 = -224786.839234 nChanged 180 SP:Iteration 9Q (195.513638 sec): 3 clusters Score: Raw -226479.403346 + Penalty 1572.611661 = -224906.791685 nChanged 172 SP:Iteration 10Q (195.567731 sec): 3 clusters Score: Raw -226592.539394 + Penalty 1572.611661 = -225019.927733 nChanged 164 SP:Iteration 11Q (195.620047 sec): 3 clusters Score: Raw -226716.701543 + Penalty 1572.611661 = -225144.089882 nChanged 147 SP:Iteration 12Q (195.676530 sec): 3 clusters Score: Raw -226826.227592 + Penalty 1572.611661 = -225253.615931 nChanged 128 SP:Iteration 13Q (195.731133 sec): 3 clusters Score: Raw -226919.424869 + Penalty 1572.611661 = -225346.813207 nChanged 78 SP:Iteration 14Q (195.776324 sec): 3 clusters Score: Raw -226971.658144 + Penalty 1572.611661 = -225399.046483 nChanged 52 SP:Iteration 15Q (195.833477 sec): 3 clusters Score: Raw -226994.722441 + Penalty 1572.611661 = -225422.110779 nChanged 39 SP:Iteration 16Q (195.886926 sec): 3 clusters Score: Raw -227010.881821 + Penalty 1572.611661 = -225438.270159 nChanged 28 SP:Iteration 17Q (195.940087 sec): 3 clusters Score: Raw -227019.957358 + Penalty 1572.611661 = -225447.345696 nChanged 22 SP:Iteration 18Q (195.990926 sec): 3 clusters Score: Raw -227027.264039 + Penalty 1572.611661 = -225454.652377 nChanged 15 SP:Iteration 19Q (196.044350 sec): 3 clusters Score: Raw -227033.016261 + Penalty 1572.611661 = -225460.404600 nChanged 19 SP:Iteration 20F (196.093698 sec): 3 clusters Score: Raw -227041.271798 + Penalty 1572.611661 = -225468.660137 nChanged 20 SP:Iteration 21Q (196.142131 sec): 3 clusters Score: Raw -227050.685179 + Penalty 1572.611661 = -225478.073518 nChanged 13 SP:Iteration 22Q (196.198021 sec): 3 clusters Score: Raw -227054.913648 + Penalty 1572.611661 = -225482.301986 nChanged 6 SP:Iteration 23Q (196.250206 sec): 3 clusters Score: Raw -227056.805304 + Penalty 1572.611661 = -225484.193643 nChanged 7 SP:Iteration 24Q (196.305672 sec): 3 clusters Score: Raw -227059.019916 + Penalty 1572.611661 = -225486.408255 nChanged 7 SP:Iteration 25Q (196.359754 sec): 3 clusters Score: Raw -227060.951721 + Penalty 1572.611661 = -225488.340059 nChanged 8 SP:Iteration 26Q (196.416140 sec): 3 clusters Score: Raw -227062.828680 + Penalty 1572.611661 = -225490.217018 nChanged 6 SP:Iteration 27Q (196.465817 sec): 3 clusters Score: Raw -227064.374848 + Penalty 1572.611661 = -225491.763187 nChanged 6 SP:Iteration 28Q (196.517643 sec): 3 clusters Score: Raw -227066.147730 + Penalty 1572.611661 = -225493.536069 nChanged 4 SP:Iteration 29Q (196.568078 sec): 3 clusters Score: Raw -227067.630434 + Penalty 1572.611661 = -225495.018773 nChanged 4 SP:Iteration 30Q (196.623128 sec): 3 clusters Score: Raw -227068.690156 + Penalty 1572.611661 = -225496.078495 nChanged 5 SP:Iteration 31Q (196.668210 sec): 3 clusters Score: Raw -227070.763156 + Penalty 1572.611661 = -225498.151495 nChanged 5 SP:Iteration 32Q (196.725952 sec): 3 clusters Score: Raw -227072.347869 + Penalty 1572.611661 = -225499.736208 nChanged 7 SP:Iteration 33Q (196.771809 sec): 3 clusters Score: Raw -227075.729271 + Penalty 1572.611661 = -225503.117609 nChanged 7 SP:Iteration 34Q (196.832870 sec): 3 clusters Score: Raw -227078.522079 + Penalty 1572.611661 = -225505.910418 nChanged 6 SP:Iteration 35Q (196.881349 sec): 3 clusters Score: Raw -227081.043778 + Penalty 1572.611661 = -225508.432117 nChanged 9 SP:Iteration 36Q (196.929591 sec): 3 clusters Score: Raw -227085.422259 + Penalty 1572.611661 = -225512.810597 nChanged 6 SP:Iteration 37Q (196.977698 sec): 3 clusters Score: Raw -227089.164135 + Penalty 1572.611661 = -225516.552474 nChanged 3 SP:Iteration 38Q (197.015580 sec): 3 clusters Score: Raw -227092.342557 + Penalty 1572.611661 = -225519.730896 nChanged 3 SP:Iteration 39Q (197.066229 sec): 3 clusters Score: Raw -227094.362576 + Penalty 1572.611661 = -225521.750915 nChanged 2 SP:Iteration 40F (197.110657 sec): 3 clusters Score: Raw -227095.033042 + Penalty 1572.611661 = -225522.421380 nChanged 1 SP:Iteration 41Q (197.162266 sec): 3 clusters Score: Raw -227095.389709 + Penalty 1572.611661 = -225522.778047 nChanged 1 SP:Iteration 42Q (197.209961 sec): 3 clusters Score: Raw -227095.601267 + Penalty 1572.611661 = -225522.989605 nChanged 0 SP:Iteration 43F (197.254512 sec): 3 clusters Score: Raw -227095.601267 + Penalty 1572.611661 = -225522.989605 nChanged 0 Trying to split cluster 5 (13982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (197.293932 sec): 2 clusters Score: Raw -919724.915485 + Penalty 906.824976 = -918818.090508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (197.348005 sec): 3 clusters Score: Raw -911263.757662 + Penalty 1813.649953 = -909450.107709 nChanged 6335 SP:Iteration 1F (197.420799 sec): 3 clusters Score: Raw -914908.528595 + Penalty 1813.649953 = -913094.878643 nChanged 726 SP:Iteration 2F (197.489862 sec): 3 clusters Score: Raw -915227.994109 + Penalty 1813.649953 = -913414.344156 nChanged 672 SP:Iteration 3Q (197.559462 sec): 3 clusters Score: Raw -915530.328255 + Penalty 1813.649953 = -913716.678303 nChanged 692 SP:Iteration 4Q (197.624651 sec): 3 clusters Score: Raw -915850.802957 + Penalty 1813.649953 = -914037.153005 nChanged 677 SP:Iteration 5Q (197.681380 sec): 3 clusters Score: Raw -916183.793065 + Penalty 1813.649953 = -914370.143113 nChanged 706 SP:Iteration 6F (197.747499 sec): 3 clusters Score: Raw -916532.057132 + Penalty 1813.649953 = -914718.407180 nChanged 640 SP:Iteration 7Q (197.809315 sec): 3 clusters Score: Raw -916826.399942 + Penalty 1813.649953 = -915012.749989 nChanged 566 SP:Iteration 8Q (197.874415 sec): 3 clusters Score: Raw -917104.329242 + Penalty 1813.649953 = -915290.679290 nChanged 534 SP:Iteration 9Q (197.941404 sec): 3 clusters Score: Raw -917388.745444 + Penalty 1813.649953 = -915575.095491 nChanged 509 SP:Iteration 10Q (198.008248 sec): 3 clusters Score: Raw -917636.076565 + Penalty 1813.649953 = -915822.426612 nChanged 469 SP:Iteration 11Q (198.083801 sec): 3 clusters Score: Raw -917865.020234 + Penalty 1813.649953 = -916051.370281 nChanged 437 SP:Iteration 12Q (198.152968 sec): 3 clusters Score: Raw -918081.345267 + Penalty 1813.649953 = -916267.695314 nChanged 405 SP:Iteration 13Q (198.206571 sec): 3 clusters Score: Raw -918276.713635 + Penalty 1813.649953 = -916463.063682 nChanged 339 SP:Iteration 14Q (198.276039 sec): 3 clusters Score: Raw -918432.987911 + Penalty 1813.649953 = -916619.337958 nChanged 324 SP:Iteration 15Q (198.347547 sec): 3 clusters Score: Raw -918582.579207 + Penalty 1813.649953 = -916768.929254 nChanged 320 SP:Iteration 16Q (198.413469 sec): 3 clusters Score: Raw -918735.194272 + Penalty 1813.649953 = -916921.544319 nChanged 309 SP:Iteration 17Q (198.478616 sec): 3 clusters Score: Raw -918884.794393 + Penalty 1813.649953 = -917071.144440 nChanged 269 SP:Iteration 18Q (198.535855 sec): 3 clusters Score: Raw -919011.563495 + Penalty 1813.649953 = -917197.913542 nChanged 253 SP:Iteration 19Q (198.594981 sec): 3 clusters Score: Raw -919145.261662 + Penalty 1813.649953 = -917331.611709 nChanged 235 SP:Iteration 20F (198.668331 sec): 3 clusters Score: Raw -919266.373738 + Penalty 1813.649953 = -917452.723785 nChanged 210 SP:Iteration 21Q (198.735910 sec): 3 clusters Score: Raw -919373.308472 + Penalty 1813.649953 = -917559.658520 nChanged 178 SP:Iteration 22Q (198.800517 sec): 3 clusters Score: Raw -919474.645579 + Penalty 1813.649953 = -917660.995626 nChanged 152 SP:Iteration 23Q (198.863883 sec): 3 clusters Score: Raw -919563.590696 + Penalty 1813.649953 = -917749.940743 nChanged 138 SP:Iteration 24Q (198.926069 sec): 3 clusters Score: Raw -919644.917112 + Penalty 1813.649953 = -917831.267160 nChanged 88 SP:Iteration 25Q (198.990051 sec): 3 clusters Score: Raw -919698.449750 + Penalty 1813.649953 = -917884.799797 nChanged 82 SP:Iteration 26Q (199.046996 sec): 3 clusters Score: Raw -919748.916050 + Penalty 1813.649953 = -917935.266097 nChanged 60 SP:Iteration 27Q (199.103791 sec): 3 clusters Score: Raw -919777.215428 + Penalty 1813.649953 = -917963.565475 nChanged 36 SP:Iteration 28Q (199.158309 sec): 3 clusters Score: Raw -919796.676620 + Penalty 1813.649953 = -917983.026667 nChanged 29 SP:Iteration 29Q (199.226091 sec): 3 clusters Score: Raw -919813.768048 + Penalty 1813.649953 = -918000.118096 nChanged 21 SP:Iteration 30Q (199.291123 sec): 3 clusters Score: Raw -919825.646528 + Penalty 1813.649953 = -918011.996576 nChanged 25 SP:Iteration 31Q (199.337921 sec): 3 clusters Score: Raw -919840.999314 + Penalty 1813.649953 = -918027.349361 nChanged 18 SP:Iteration 32Q (199.411707 sec): 3 clusters Score: Raw -919851.658867 + Penalty 1813.649953 = -918038.008914 nChanged 18 SP:Iteration 33Q (199.475666 sec): 3 clusters Score: Raw -919861.702671 + Penalty 1813.649953 = -918048.052718 nChanged 14 SP:Iteration 34Q (199.540558 sec): 3 clusters Score: Raw -919869.544788 + Penalty 1813.649953 = -918055.894835 nChanged 11 SP:Iteration 35Q (199.591148 sec): 3 clusters Score: Raw -919873.918613 + Penalty 1813.649953 = -918060.268661 nChanged 10 SP:Iteration 36Q (199.653104 sec): 3 clusters Score: Raw -919879.589056 + Penalty 1813.649953 = -918065.939103 nChanged 10 SP:Iteration 37Q (199.713275 sec): 3 clusters Score: Raw -919883.339926 + Penalty 1813.649953 = -918069.689973 nChanged 1 SP:Iteration 38Q (199.764516 sec): 3 clusters Score: Raw -919883.977585 + Penalty 1813.649953 = -918070.327632 nChanged 2 SP:Iteration 39Q (199.826673 sec): 3 clusters Score: Raw -919885.613956 + Penalty 1813.649953 = -918071.964003 nChanged 4 SP:Iteration 40F (199.893302 sec): 3 clusters Score: Raw -919886.705669 + Penalty 1813.649953 = -918073.055717 nChanged 2 SP:Iteration 41Q (199.955465 sec): 3 clusters Score: Raw -919887.956945 + Penalty 1813.649953 = -918074.306992 nChanged 2 SP:Iteration 42Q (200.017529 sec): 3 clusters Score: Raw -919888.950221 + Penalty 1813.649953 = -918075.300268 nChanged 2 SP:Iteration 43Q (200.079564 sec): 3 clusters Score: Raw -919890.104648 + Penalty 1813.649953 = -918076.454696 nChanged 1 SP:Iteration 44Q (200.153012 sec): 3 clusters Score: Raw -919891.223446 + Penalty 1813.649953 = -918077.573493 nChanged 2 SP:Iteration 45Q (200.213863 sec): 3 clusters Score: Raw -919892.565367 + Penalty 1813.649953 = -918078.915414 nChanged 3 SP:Iteration 46Q (200.274940 sec): 3 clusters Score: Raw -919893.666245 + Penalty 1813.649953 = -918080.016293 nChanged 3 SP:Iteration 47Q (200.326046 sec): 3 clusters Score: Raw -919896.575570 + Penalty 1813.649953 = -918082.925617 nChanged 6 SP:Iteration 48Q (200.396857 sec): 3 clusters Score: Raw -919901.103905 + Penalty 1813.649953 = -918087.453952 nChanged 8 SP:Iteration 49Q (200.457457 sec): 3 clusters Score: Raw -919907.238723 + Penalty 1813.649953 = -918093.588770 nChanged 8 SP:Iteration 50Q (200.524264 sec): 3 clusters Score: Raw -919912.596623 + Penalty 1813.649953 = -918098.946671 nChanged 8 SP:Iteration 51Q (200.587288 sec): 3 clusters Score: Raw -919916.533606 + Penalty 1813.649953 = -918102.883653 nChanged 5 SP:Iteration 52Q (200.645849 sec): 3 clusters Score: Raw -919919.735143 + Penalty 1813.649953 = -918106.085191 nChanged 4 SP:Iteration 53Q (200.706331 sec): 3 clusters Score: Raw -919922.474979 + Penalty 1813.649953 = -918108.825026 nChanged 5 SP:Iteration 54Q (200.764169 sec): 3 clusters Score: Raw -919925.791164 + Penalty 1813.649953 = -918112.141212 nChanged 2 SP:Iteration 55Q (200.814516 sec): 3 clusters Score: Raw -919927.832239 + Penalty 1813.649953 = -918114.182286 nChanged 3 SP:Iteration 56Q (200.880866 sec): 3 clusters Score: Raw -919931.451563 + Penalty 1813.649953 = -918117.801610 nChanged 2 SP:Iteration 57Q (200.934946 sec): 3 clusters Score: Raw -919933.514820 + Penalty 1813.649953 = -918119.864867 nChanged 1 SP:Iteration 58Q (200.994113 sec): 3 clusters Score: Raw -919934.304995 + Penalty 1813.649953 = -918120.655042 nChanged 1 SP:Iteration 59Q (201.045104 sec): 3 clusters Score: Raw -919934.701226 + Penalty 1813.649953 = -918121.051273 nChanged 1 SP:Iteration 60F (201.106746 sec): 3 clusters Score: Raw -919935.760154 + Penalty 1813.649953 = -918122.110201 nChanged 2 SP:Iteration 61Q (201.177435 sec): 3 clusters Score: Raw -919936.950343 + Penalty 1813.649953 = -918123.300391 nChanged 0 SP:Iteration 62F (201.243724 sec): 3 clusters Score: Raw -919936.950343 + Penalty 1813.649953 = -918123.300391 nChanged 0 Trying to split cluster 7 (5311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.275100 sec): 2 clusters Score: Raw -339988.350353 + Penalty 814.865865 = -339173.484488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.331041 sec): 3 clusters Score: Raw -336981.596161 + Penalty 1629.731730 = -335351.864431 nChanged 2308 SP:Iteration 1F (201.375163 sec): 3 clusters Score: Raw -338235.819079 + Penalty 1629.731730 = -336606.087349 nChanged 342 SP:Iteration 2F (201.437881 sec): 3 clusters Score: Raw -338380.321034 + Penalty 1629.731730 = -336750.589304 nChanged 252 SP:Iteration 3Q (201.491684 sec): 3 clusters Score: Raw -338488.671079 + Penalty 1629.731730 = -336858.939349 nChanged 232 SP:Iteration 4Q (201.537436 sec): 3 clusters Score: Raw -338584.500585 + Penalty 1629.731730 = -336954.768856 nChanged 167 SP:Iteration 5Q (201.601280 sec): 3 clusters Score: Raw -338645.031254 + Penalty 1629.731730 = -337015.299524 nChanged 148 SP:Iteration 6Q (201.643044 sec): 3 clusters Score: Raw -338695.701930 + Penalty 1629.731730 = -337065.970201 nChanged 114 SP:Iteration 7Q (201.702145 sec): 3 clusters Score: Raw -338733.460258 + Penalty 1629.731730 = -337103.728528 nChanged 114 SP:Iteration 8Q (201.748582 sec): 3 clusters Score: Raw -338781.734365 + Penalty 1629.731730 = -337152.002635 nChanged 138 SP:Iteration 9Q (201.807529 sec): 3 clusters Score: Raw -338836.486194 + Penalty 1629.731730 = -337206.754464 nChanged 139 SP:Iteration 10Q (201.870791 sec): 3 clusters Score: Raw -338887.587409 + Penalty 1629.731730 = -337257.855679 nChanged 139 SP:Iteration 11Q (201.916597 sec): 3 clusters Score: Raw -338932.804831 + Penalty 1629.731730 = -337303.073101 nChanged 120 SP:Iteration 12Q (201.971847 sec): 3 clusters Score: Raw -338973.219061 + Penalty 1629.731730 = -337343.487331 nChanged 128 SP:Iteration 13Q (202.025427 sec): 3 clusters Score: Raw -339029.675962 + Penalty 1629.731730 = -337399.944233 nChanged 151 SP:Iteration 14Q (202.081704 sec): 3 clusters Score: Raw -339096.929110 + Penalty 1629.731730 = -337467.197380 nChanged 143 SP:Iteration 15Q (202.141436 sec): 3 clusters Score: Raw -339168.053636 + Penalty 1629.731730 = -337538.321907 nChanged 156 SP:Iteration 16Q (202.194040 sec): 3 clusters Score: Raw -339239.436914 + Penalty 1629.731730 = -337609.705185 nChanged 149 SP:Iteration 17Q (202.249624 sec): 3 clusters Score: Raw -339311.786278 + Penalty 1629.731730 = -337682.054548 nChanged 140 SP:Iteration 18Q (202.304348 sec): 3 clusters Score: Raw -339385.983569 + Penalty 1629.731730 = -337756.251839 nChanged 138 SP:Iteration 19Q (202.366619 sec): 3 clusters Score: Raw -339447.469365 + Penalty 1629.731730 = -337817.737635 nChanged 110 SP:Iteration 20F (202.422851 sec): 3 clusters Score: Raw -339499.863609 + Penalty 1629.731730 = -337870.131879 nChanged 106 SP:Iteration 21Q (202.476227 sec): 3 clusters Score: Raw -339539.768135 + Penalty 1629.731730 = -337910.036405 nChanged 82 SP:Iteration 22Q (202.530464 sec): 3 clusters Score: Raw -339576.358889 + Penalty 1629.731730 = -337946.627159 nChanged 96 SP:Iteration 23Q (202.586962 sec): 3 clusters Score: Raw -339613.198076 + Penalty 1629.731730 = -337983.466346 nChanged 80 SP:Iteration 24Q (202.640357 sec): 3 clusters Score: Raw -339638.956236 + Penalty 1629.731730 = -338009.224507 nChanged 72 SP:Iteration 25Q (202.693914 sec): 3 clusters Score: Raw -339670.224630 + Penalty 1629.731730 = -338040.492900 nChanged 82 SP:Iteration 26Q (202.746198 sec): 3 clusters Score: Raw -339704.469836 + Penalty 1629.731730 = -338074.738106 nChanged 68 SP:Iteration 27Q (202.802805 sec): 3 clusters Score: Raw -339735.293135 + Penalty 1629.731730 = -338105.561405 nChanged 78 SP:Iteration 28Q (202.863537 sec): 3 clusters Score: Raw -339766.734106 + Penalty 1629.731730 = -338137.002377 nChanged 55 SP:Iteration 29Q (202.907500 sec): 3 clusters Score: Raw -339784.665329 + Penalty 1629.731730 = -338154.933599 nChanged 55 SP:Iteration 30Q (202.976189 sec): 3 clusters Score: Raw -339804.402191 + Penalty 1629.731730 = -338174.670462 nChanged 65 SP:Iteration 31Q (203.029455 sec): 3 clusters Score: Raw -339834.474484 + Penalty 1629.731730 = -338204.742754 nChanged 72 SP:Iteration 32Q (203.081327 sec): 3 clusters Score: Raw -339868.459615 + Penalty 1629.731730 = -338238.727886 nChanged 71 SP:Iteration 33Q (203.136021 sec): 3 clusters Score: Raw -339903.815611 + Penalty 1629.731730 = -338274.083881 nChanged 73 SP:Iteration 34Q (203.190042 sec): 3 clusters Score: Raw -339938.137014 + Penalty 1629.731730 = -338308.405284 nChanged 72 SP:Iteration 35Q (203.235566 sec): 3 clusters Score: Raw -339966.747388 + Penalty 1629.731730 = -338337.015659 nChanged 70 SP:Iteration 36Q (203.303655 sec): 3 clusters Score: Raw -340004.627786 + Penalty 1629.731730 = -338374.896056 nChanged 85 SP:Iteration 37Q (203.354091 sec): 3 clusters Score: Raw -340050.287097 + Penalty 1629.731730 = -338420.555367 nChanged 64 SP:Iteration 38Q (203.412965 sec): 3 clusters Score: Raw -340075.074532 + Penalty 1629.731730 = -338445.342802 nChanged 44 SP:Iteration 39Q (203.465145 sec): 3 clusters Score: Raw -340091.234343 + Penalty 1629.731730 = -338461.502614 nChanged 42 SP:Iteration 40F (203.523130 sec): 3 clusters Score: Raw -340108.143468 + Penalty 1629.731730 = -338478.411738 nChanged 45 SP:Iteration 41Q (203.577115 sec): 3 clusters Score: Raw -340125.292972 + Penalty 1629.731730 = -338495.561242 nChanged 40 SP:Iteration 42Q (203.621076 sec): 3 clusters Score: Raw -340138.813820 + Penalty 1629.731730 = -338509.082090 nChanged 29 SP:Iteration 43Q (203.687094 sec): 3 clusters Score: Raw -340147.140720 + Penalty 1629.731730 = -338517.408990 nChanged 32 SP:Iteration 44Q (203.741217 sec): 3 clusters Score: Raw -340157.624915 + Penalty 1629.731730 = -338527.893186 nChanged 34 SP:Iteration 45Q (203.788298 sec): 3 clusters Score: Raw -340167.254120 + Penalty 1629.731730 = -338537.522390 nChanged 27 SP:Iteration 46Q (203.839535 sec): 3 clusters Score: Raw -340174.320018 + Penalty 1629.731730 = -338544.588288 nChanged 24 SP:Iteration 47Q (203.886834 sec): 3 clusters Score: Raw -340180.136879 + Penalty 1629.731730 = -338550.405149 nChanged 18 SP:Iteration 48Q (203.940966 sec): 3 clusters Score: Raw -340182.590482 + Penalty 1629.731730 = -338552.858752 nChanged 16 SP:Iteration 49Q (204.000265 sec): 3 clusters Score: Raw -340185.369298 + Penalty 1629.731730 = -338555.637568 nChanged 16 SP:Iteration 50Q (204.051377 sec): 3 clusters Score: Raw -340189.362768 + Penalty 1629.731730 = -338559.631038 nChanged 17 SP:Iteration 51Q (204.115988 sec): 3 clusters Score: Raw -340192.181056 + Penalty 1629.731730 = -338562.449326 nChanged 16 SP:Iteration 52Q (204.165153 sec): 3 clusters Score: Raw -340195.922320 + Penalty 1629.731730 = -338566.190590 nChanged 21 SP:Iteration 53Q (204.209357 sec): 3 clusters Score: Raw -340200.403957 + Penalty 1629.731730 = -338570.672228 nChanged 22 SP:Iteration 54Q (204.271577 sec): 3 clusters Score: Raw -340205.794939 + Penalty 1629.731730 = -338576.063209 nChanged 17 SP:Iteration 55Q (204.320532 sec): 3 clusters Score: Raw -340209.298285 + Penalty 1629.731730 = -338579.566555 nChanged 17 SP:Iteration 56Q (204.384511 sec): 3 clusters Score: Raw -340212.536771 + Penalty 1629.731730 = -338582.805041 nChanged 14 SP:Iteration 57Q (204.429746 sec): 3 clusters Score: Raw -340215.362902 + Penalty 1629.731730 = -338585.631172 nChanged 13 SP:Iteration 58Q (204.490417 sec): 3 clusters Score: Raw -340217.908172 + Penalty 1629.731730 = -338588.176443 nChanged 13 SP:Iteration 59Q (204.544241 sec): 3 clusters Score: Raw -340220.923367 + Penalty 1629.731730 = -338591.191637 nChanged 16 SP:Iteration 60F (204.601898 sec): 3 clusters Score: Raw -340222.982538 + Penalty 1629.731730 = -338593.250808 nChanged 16 SP:Iteration 61Q (204.653968 sec): 3 clusters Score: Raw -340225.670545 + Penalty 1629.731730 = -338595.938815 nChanged 9 SP:Iteration 62Q (204.704698 sec): 3 clusters Score: Raw -340227.067063 + Penalty 1629.731730 = -338597.335333 nChanged 13 SP:Iteration 63Q (204.759866 sec): 3 clusters Score: Raw -340229.232280 + Penalty 1629.731730 = -338599.500550 nChanged 13 SP:Iteration 64Q (204.810987 sec): 3 clusters Score: Raw -340231.086795 + Penalty 1629.731730 = -338601.355065 nChanged 8 SP:Iteration 65Q (204.853284 sec): 3 clusters Score: Raw -340232.045926 + Penalty 1629.731730 = -338602.314196 nChanged 7 SP:Iteration 66Q (204.919189 sec): 3 clusters Score: Raw -340232.612756 + Penalty 1629.731730 = -338602.881026 nChanged 3 SP:Iteration 67Q (204.972523 sec): 3 clusters Score: Raw -340232.973693 + Penalty 1629.731730 = -338603.241963 nChanged 4 SP:Iteration 68Q (205.030643 sec): 3 clusters Score: Raw -340233.647970 + Penalty 1629.731730 = -338603.916240 nChanged 3 SP:Iteration 69Q (205.073966 sec): 3 clusters Score: Raw -340233.991393 + Penalty 1629.731730 = -338604.259663 nChanged 3 SP:Iteration 70Q (205.138136 sec): 3 clusters Score: Raw -340234.531497 + Penalty 1629.731730 = -338604.799767 nChanged 5 SP:Iteration 71Q (205.177155 sec): 3 clusters Score: Raw -340235.665234 + Penalty 1629.731730 = -338605.933504 nChanged 11 SP:Iteration 72Q (205.226106 sec): 3 clusters Score: Raw -340238.325958 + Penalty 1629.731730 = -338608.594228 nChanged 9 SP:Iteration 73Q (205.287527 sec): 3 clusters Score: Raw -340240.421803 + Penalty 1629.731730 = -338610.690073 nChanged 16 SP:Iteration 74Q (205.334574 sec): 3 clusters Score: Raw -340244.250202 + Penalty 1629.731730 = -338614.518472 nChanged 16 SP:Iteration 75Q (205.387506 sec): 3 clusters Score: Raw -340248.611685 + Penalty 1629.731730 = -338618.879955 nChanged 14 SP:Iteration 76Q (205.444575 sec): 3 clusters Score: Raw -340251.999256 + Penalty 1629.731730 = -338622.267526 nChanged 10 SP:Iteration 77Q (205.499473 sec): 3 clusters Score: Raw -340254.298362 + Penalty 1629.731730 = -338624.566632 nChanged 8 SP:Iteration 78Q (205.538850 sec): 3 clusters Score: Raw -340255.417776 + Penalty 1629.731730 = -338625.686046 nChanged 5 SP:Iteration 79Q (205.588756 sec): 3 clusters Score: Raw -340255.965425 + Penalty 1629.731730 = -338626.233695 nChanged 4 SP:Iteration 80F (205.646627 sec): 3 clusters Score: Raw -340256.669975 + Penalty 1629.731730 = -338626.938245 nChanged 5 SP:Iteration 81Q (205.701581 sec): 3 clusters Score: Raw -340258.327387 + Penalty 1629.731730 = -338628.595657 nChanged 7 SP:Iteration 82Q (205.754700 sec): 3 clusters Score: Raw -340259.685284 + Penalty 1629.731730 = -338629.953554 nChanged 5 SP:Iteration 83Q (205.817395 sec): 3 clusters Score: Raw -340260.332246 + Penalty 1629.731730 = -338630.600516 nChanged 4 SP:Iteration 84Q (205.872732 sec): 3 clusters Score: Raw -340260.708213 + Penalty 1629.731730 = -338630.976483 nChanged 2 SP:Iteration 85Q (205.918085 sec): 3 clusters Score: Raw -340260.983237 + Penalty 1629.731730 = -338631.251507 nChanged 2 SP:Iteration 86Q (205.972469 sec): 3 clusters Score: Raw -340261.518643 + Penalty 1629.731730 = -338631.786913 nChanged 7 SP:Iteration 87Q (206.020487 sec): 3 clusters Score: Raw -340262.784623 + Penalty 1629.731730 = -338633.052893 nChanged 3 SP:Iteration 88Q (206.065757 sec): 3 clusters Score: Raw -340263.816319 + Penalty 1629.731730 = -338634.084589 nChanged 4 SP:Iteration 89Q (206.127080 sec): 3 clusters Score: Raw -340264.419325 + Penalty 1629.731730 = -338634.687595 nChanged 0 SP:Iteration 90F (206.174457 sec): 3 clusters Score: Raw -340264.419325 + Penalty 1629.731730 = -338634.687595 nChanged 0 Trying to split cluster 8 (758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.208969 sec): 2 clusters Score: Raw -52071.287722 + Penalty 629.914922 = -51441.372800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.245582 sec): 3 clusters Score: Raw -51796.029281 + Penalty 1259.829843 = -50536.199438 nChanged 226 SP:Iteration 1F (206.291386 sec): 3 clusters Score: Raw -51955.840567 + Penalty 1259.829843 = -50696.010723 nChanged 43 SP:Iteration 2F (206.336964 sec): 3 clusters Score: Raw -51991.251866 + Penalty 1259.829843 = -50731.422023 nChanged 27 SP:Iteration 3Q (206.386246 sec): 3 clusters Score: Raw -52014.466788 + Penalty 1259.829843 = -50754.636945 nChanged 23 SP:Iteration 4Q (206.434970 sec): 3 clusters Score: Raw -52030.332378 + Penalty 1259.829843 = -50770.502535 nChanged 13 SP:Iteration 5Q (206.485215 sec): 3 clusters Score: Raw -52038.282595 + Penalty 1259.829843 = -50778.452752 nChanged 7 SP:Iteration 6Q (206.533907 sec): 3 clusters Score: Raw -52041.702964 + Penalty 1259.829843 = -50781.873121 nChanged 5 SP:Iteration 7Q (206.589640 sec): 3 clusters Score: Raw -52047.096561 + Penalty 1259.829843 = -50787.266717 nChanged 4 SP:Iteration 8Q (206.641095 sec): 3 clusters Score: Raw -52051.703360 + Penalty 1259.829843 = -50791.873516 nChanged 3 SP:Iteration 9Q (206.687973 sec): 3 clusters Score: Raw -52053.931811 + Penalty 1259.829843 = -50794.101968 nChanged 4 SP:Iteration 10Q (206.736646 sec): 3 clusters Score: Raw -52057.879577 + Penalty 1259.829843 = -50798.049734 nChanged 8 SP:Iteration 11Q (206.783501 sec): 3 clusters Score: Raw -52063.518635 + Penalty 1259.829843 = -50803.688792 nChanged 4 SP:Iteration 12Q (206.831736 sec): 3 clusters Score: Raw -52067.101720 + Penalty 1259.829843 = -50807.271876 nChanged 6 SP:Iteration 13Q (206.885250 sec): 3 clusters Score: Raw -52073.800545 + Penalty 1259.829843 = -50813.970702 nChanged 6 SP:Iteration 14Q (206.929970 sec): 3 clusters Score: Raw -52080.611409 + Penalty 1259.829843 = -50820.781566 nChanged 8 SP:Iteration 15Q (206.980624 sec): 3 clusters Score: Raw -52086.201148 + Penalty 1259.829843 = -50826.371305 nChanged 4 SP:Iteration 16Q (207.029921 sec): 3 clusters Score: Raw -52089.408223 + Penalty 1259.829843 = -50829.578380 nChanged 3 SP:Iteration 17Q (207.088173 sec): 3 clusters Score: Raw -52091.325992 + Penalty 1259.829843 = -50831.496149 nChanged 3 SP:Iteration 18Q (207.126284 sec): 3 clusters Score: Raw -52092.389929 + Penalty 1259.829843 = -50832.560086 nChanged 2 SP:Iteration 19Q (207.176171 sec): 3 clusters Score: Raw -52094.345751 + Penalty 1259.829843 = -50834.515908 nChanged 1 SP:Iteration 20F (207.224090 sec): 3 clusters Score: Raw -52095.938760 + Penalty 1259.829843 = -50836.108917 nChanged 2 SP:Iteration 21Q (207.278508 sec): 3 clusters Score: Raw -52097.119006 + Penalty 1259.829843 = -50837.289162 nChanged 4 SP:Iteration 22Q (207.327305 sec): 3 clusters Score: Raw -52099.479831 + Penalty 1259.829843 = -50839.649988 nChanged 3 SP:Iteration 23Q (207.376251 sec): 3 clusters Score: Raw -52101.716667 + Penalty 1259.829843 = -50841.886824 nChanged 1 SP:Iteration 24Q (207.425746 sec): 3 clusters Score: Raw -52101.965180 + Penalty 1259.829843 = -50842.135337 nChanged 1 SP:Iteration 25Q (207.485498 sec): 3 clusters Score: Raw -52102.845533 + Penalty 1259.829843 = -50843.015690 nChanged 2 SP:Iteration 26Q (207.536669 sec): 3 clusters Score: Raw -52103.382394 + Penalty 1259.829843 = -50843.552551 nChanged 1 SP:Iteration 27Q (207.582710 sec): 3 clusters Score: Raw -52103.899196 + Penalty 1259.829843 = -50844.069353 nChanged 2 SP:Iteration 28Q (207.638772 sec): 3 clusters Score: Raw -52106.144588 + Penalty 1259.829843 = -50846.314744 nChanged 6 SP:Iteration 29Q (207.685430 sec): 3 clusters Score: Raw -52110.029332 + Penalty 1259.829843 = -50850.199488 nChanged 2 SP:Iteration 30Q (207.734377 sec): 3 clusters Score: Raw -52110.512481 + Penalty 1259.829843 = -50850.682638 nChanged 1 SP:Iteration 31Q (207.788372 sec): 3 clusters Score: Raw -52111.059469 + Penalty 1259.829843 = -50851.229625 nChanged 1 SP:Iteration 32Q (207.837409 sec): 3 clusters Score: Raw -52111.268539 + Penalty 1259.829843 = -50851.438696 nChanged 0 SP:Iteration 33F (207.888230 sec): 3 clusters Score: Raw -52111.268539 + Penalty 1259.829843 = -50851.438696 nChanged 0 Trying to split cluster 9 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.917020 sec): 2 clusters Score: Raw -8302.907550 + Penalty 490.654668 = -7812.252882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.965139 sec): 3 clusters Score: Raw -8362.163283 + Penalty 981.309335 = -7380.853948 nChanged 31 SP:Iteration 1F (208.014292 sec): 3 clusters Score: Raw -8454.966284 + Penalty 981.309335 = -7473.656949 nChanged 12 SP:Iteration 2F (208.065048 sec): 3 clusters Score: Raw -8494.561851 + Penalty 981.309335 = -7513.252516 nChanged 3 SP:Iteration 3Q (208.115959 sec): 3 clusters Score: Raw -8500.116090 + Penalty 981.309335 = -7518.806755 nChanged 1 SP:Iteration 4Q (208.157992 sec): 3 clusters Score: Raw -8501.661698 + Penalty 981.309335 = -7520.352363 nChanged 1 SP:Iteration 5Q (208.211033 sec): 3 clusters Score: Raw -8507.221523 + Penalty 981.309335 = -7525.912188 nChanged 2 SP:Iteration 6Q (208.258580 sec): 3 clusters Score: Raw -8520.827772 + Penalty 981.309335 = -7539.518437 nChanged 4 SP:Iteration 7Q (208.293073 sec): 3 clusters Score: Raw -8538.879222 + Penalty 981.309335 = -7557.569887 nChanged 2 SP:Iteration 8Q (208.337582 sec): 3 clusters Score: Raw -8548.936325 + Penalty 981.309335 = -7567.626990 nChanged 1 SP:Iteration 9Q (208.387602 sec): 3 clusters Score: Raw -8550.811877 + Penalty 981.309335 = -7569.502542 nChanged 0 SP:Iteration 10F (208.434591 sec): 3 clusters Score: Raw -8550.811877 + Penalty 981.309335 = -7569.502542 nChanged 0 Trying to split cluster 10 (982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (208.472149 sec): 2 clusters Score: Raw -57514.625875 + Penalty 654.511174 = -56860.114701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (208.509293 sec): 3 clusters Score: Raw -57131.459761 + Penalty 1309.022349 = -55822.437412 nChanged 340 SP:Iteration 1F (208.558118 sec): 3 clusters Score: Raw -57400.413703 + Penalty 1309.022349 = -56091.391354 nChanged 81 SP:Iteration 2F (208.612664 sec): 3 clusters Score: Raw -57468.397569 + Penalty 1309.022349 = -56159.375221 nChanged 37 SP:Iteration 3Q (208.661296 sec): 3 clusters Score: Raw -57500.074292 + Penalty 1309.022349 = -56191.051944 nChanged 29 SP:Iteration 4Q (208.712199 sec): 3 clusters Score: Raw -57521.275403 + Penalty 1309.022349 = -56212.253055 nChanged 27 SP:Iteration 5Q (208.763649 sec): 3 clusters Score: Raw -57544.682071 + Penalty 1309.022349 = -56235.659722 nChanged 23 SP:Iteration 6Q (208.805814 sec): 3 clusters Score: Raw -57556.437333 + Penalty 1309.022349 = -56247.414984 nChanged 13 SP:Iteration 7Q (208.869169 sec): 3 clusters Score: Raw -57563.883819 + Penalty 1309.022349 = -56254.861470 nChanged 5 SP:Iteration 8Q (208.906504 sec): 3 clusters Score: Raw -57568.345130 + Penalty 1309.022349 = -56259.322781 nChanged 7 SP:Iteration 9Q (208.957790 sec): 3 clusters Score: Raw -57571.135072 + Penalty 1309.022349 = -56262.112723 nChanged 1 SP:Iteration 10Q (209.009353 sec): 3 clusters Score: Raw -57571.452292 + Penalty 1309.022349 = -56262.429944 nChanged 2 SP:Iteration 11Q (209.060433 sec): 3 clusters Score: Raw -57572.590922 + Penalty 1309.022349 = -56263.568573 nChanged 4 SP:Iteration 12Q (209.097458 sec): 3 clusters Score: Raw -57574.361406 + Penalty 1309.022349 = -56265.339058 nChanged 5 SP:Iteration 13Q (209.153618 sec): 3 clusters Score: Raw -57578.026028 + Penalty 1309.022349 = -56269.003679 nChanged 5 SP:Iteration 14Q (209.195057 sec): 3 clusters Score: Raw -57583.958293 + Penalty 1309.022349 = -56274.935944 nChanged 8 SP:Iteration 15Q (209.248493 sec): 3 clusters Score: Raw -57590.991461 + Penalty 1309.022349 = -56281.969112 nChanged 9 SP:Iteration 16Q (209.296571 sec): 3 clusters Score: Raw -57594.347114 + Penalty 1309.022349 = -56285.324765 nChanged 4 SP:Iteration 17Q (209.352331 sec): 3 clusters Score: Raw -57596.353463 + Penalty 1309.022349 = -56287.331115 nChanged 4 SP:Iteration 18Q (209.397129 sec): 3 clusters Score: Raw -57597.714661 + Penalty 1309.022349 = -56288.692312 nChanged 0 SP:Iteration 19F (209.442469 sec): 3 clusters Score: Raw -57597.714661 + Penalty 1309.022349 = -56288.692312 nChanged 0 Trying to split cluster 11 (8208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (209.473950 sec): 2 clusters Score: Raw -540191.006587 + Penalty 856.222134 = -539334.784453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (209.529479 sec): 3 clusters Score: Raw -535448.516224 + Penalty 1712.444268 = -533736.071956 nChanged 3596 SP:Iteration 1F (209.587441 sec): 3 clusters Score: Raw -537386.610449 + Penalty 1712.444268 = -535674.166181 nChanged 472 SP:Iteration 2F (209.639375 sec): 3 clusters Score: Raw -537569.895139 + Penalty 1712.444268 = -535857.450871 nChanged 413 SP:Iteration 3F (209.689917 sec): 3 clusters Score: Raw -537732.662056 + Penalty 1712.444268 = -536020.217789 nChanged 359 SP:Iteration 4Q (209.749962 sec): 3 clusters Score: Raw -537885.461867 + Penalty 1712.444268 = -536173.017599 nChanged 341 SP:Iteration 5Q (209.815150 sec): 3 clusters Score: Raw -538035.239519 + Penalty 1712.444268 = -536322.795251 nChanged 350 SP:Iteration 6Q (209.878854 sec): 3 clusters Score: Raw -538207.140020 + Penalty 1712.444268 = -536494.695752 nChanged 361 SP:Iteration 7Q (209.942595 sec): 3 clusters Score: Raw -538412.437890 + Penalty 1712.444268 = -536699.993623 nChanged 385 SP:Iteration 8Q (210.000773 sec): 3 clusters Score: Raw -538683.238892 + Penalty 1712.444268 = -536970.794624 nChanged 431 SP:Iteration 9F (210.062901 sec): 3 clusters Score: Raw -539002.621489 + Penalty 1712.444268 = -537290.177221 nChanged 396 SP:Iteration 10Q (210.115649 sec): 3 clusters Score: Raw -539346.896044 + Penalty 1712.444268 = -537634.451777 nChanged 367 SP:Iteration 11Q (210.175470 sec): 3 clusters Score: Raw -539677.915686 + Penalty 1712.444268 = -537965.471418 nChanged 244 SP:Iteration 12Q (210.237559 sec): 3 clusters Score: Raw -539884.374900 + Penalty 1712.444268 = -538171.930632 nChanged 165 SP:Iteration 13Q (210.286705 sec): 3 clusters Score: Raw -540004.312816 + Penalty 1712.444268 = -538291.868548 nChanged 104 SP:Iteration 14Q (210.340761 sec): 3 clusters Score: Raw -540072.067411 + Penalty 1712.444268 = -538359.623143 nChanged 88 SP:Iteration 15Q (210.398909 sec): 3 clusters Score: Raw -540132.750737 + Penalty 1712.444268 = -538420.306469 nChanged 69 SP:Iteration 16Q (210.448133 sec): 3 clusters Score: Raw -540181.541363 + Penalty 1712.444268 = -538469.097095 nChanged 49 SP:Iteration 17Q (210.500584 sec): 3 clusters Score: Raw -540219.199370 + Penalty 1712.444268 = -538506.755102 nChanged 31 SP:Iteration 18Q (210.562427 sec): 3 clusters Score: Raw -540240.385654 + Penalty 1712.444268 = -538527.941386 nChanged 27 SP:Iteration 19Q (210.617468 sec): 3 clusters Score: Raw -540254.386760 + Penalty 1712.444268 = -538541.942492 nChanged 9 SP:Iteration 20F (210.665693 sec): 3 clusters Score: Raw -540259.168641 + Penalty 1712.444268 = -538546.724373 nChanged 9 SP:Iteration 21Q (210.722987 sec): 3 clusters Score: Raw -540265.443159 + Penalty 1712.444268 = -538552.998891 nChanged 9 SP:Iteration 22Q (210.777897 sec): 3 clusters Score: Raw -540270.188857 + Penalty 1712.444268 = -538557.744590 nChanged 11 SP:Iteration 23Q (210.836362 sec): 3 clusters Score: Raw -540276.540543 + Penalty 1712.444268 = -538564.096275 nChanged 10 SP:Iteration 24Q (210.899124 sec): 3 clusters Score: Raw -540284.156276 + Penalty 1712.444268 = -538571.712008 nChanged 9 SP:Iteration 25Q (210.959683 sec): 3 clusters Score: Raw -540289.729314 + Penalty 1712.444268 = -538577.285046 nChanged 6 SP:Iteration 26Q (211.011501 sec): 3 clusters Score: Raw -540291.995852 + Penalty 1712.444268 = -538579.551584 nChanged 3 SP:Iteration 27Q (211.063747 sec): 3 clusters Score: Raw -540294.880157 + Penalty 1712.444268 = -538582.435889 nChanged 5 SP:Iteration 28Q (211.130129 sec): 3 clusters Score: Raw -540297.327839 + Penalty 1712.444268 = -538584.883571 nChanged 2 SP:Iteration 29Q (211.176813 sec): 3 clusters Score: Raw -540298.000121 + Penalty 1712.444268 = -538585.555853 nChanged 0 SP:Iteration 30F (211.246863 sec): 3 clusters Score: Raw -540298.000121 + Penalty 1712.444268 = -538585.555853 nChanged 0 Trying to split cluster 13 (5000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (211.275434 sec): 2 clusters Score: Raw -310985.583068 + Penalty 809.133353 = -310176.449714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (211.317264 sec): 3 clusters Score: Raw -308250.689474 + Penalty 1618.266706 = -306632.422768 nChanged 2077 SP:Iteration 1F (211.378533 sec): 3 clusters Score: Raw -309432.956092 + Penalty 1618.266706 = -307814.689385 nChanged 331 SP:Iteration 2F (211.436021 sec): 3 clusters Score: Raw -309594.249389 + Penalty 1618.266706 = -307975.982682 nChanged 266 SP:Iteration 3F (211.487791 sec): 3 clusters Score: Raw -309745.951166 + Penalty 1618.266706 = -308127.684460 nChanged 253 SP:Iteration 4F (211.545370 sec): 3 clusters Score: Raw -309892.807353 + Penalty 1618.266706 = -308274.540647 nChanged 241 SP:Iteration 5Q (211.587278 sec): 3 clusters Score: Raw -310033.235252 + Penalty 1618.266706 = -308414.968546 nChanged 202 SP:Iteration 6Q (211.646920 sec): 3 clusters Score: Raw -310157.077631 + Penalty 1618.266706 = -308538.810925 nChanged 203 SP:Iteration 7Q (211.701209 sec): 3 clusters Score: Raw -310295.248380 + Penalty 1618.266706 = -308676.981674 nChanged 205 SP:Iteration 8Q (211.756311 sec): 3 clusters Score: Raw -310447.794755 + Penalty 1618.266706 = -308829.528048 nChanged 213 SP:Iteration 9Q (211.805909 sec): 3 clusters Score: Raw -310586.070110 + Penalty 1618.266706 = -308967.803404 nChanged 165 SP:Iteration 10Q (211.858576 sec): 3 clusters Score: Raw -310677.993293 + Penalty 1618.266706 = -309059.726586 nChanged 127 SP:Iteration 11Q (211.910546 sec): 3 clusters Score: Raw -310731.250289 + Penalty 1618.266706 = -309112.983583 nChanged 86 SP:Iteration 12Q (211.953394 sec): 3 clusters Score: Raw -310767.256139 + Penalty 1618.266706 = -309148.989433 nChanged 84 SP:Iteration 13Q (212.014854 sec): 3 clusters Score: Raw -310797.600910 + Penalty 1618.266706 = -309179.334203 nChanged 64 SP:Iteration 14Q (212.065419 sec): 3 clusters Score: Raw -310823.333312 + Penalty 1618.266706 = -309205.066606 nChanged 63 SP:Iteration 15Q (212.109145 sec): 3 clusters Score: Raw -310849.533312 + Penalty 1618.266706 = -309231.266606 nChanged 54 SP:Iteration 16Q (212.168904 sec): 3 clusters Score: Raw -310872.828846 + Penalty 1618.266706 = -309254.562140 nChanged 62 SP:Iteration 17Q (212.215812 sec): 3 clusters Score: Raw -310909.201561 + Penalty 1618.266706 = -309290.934855 nChanged 69 SP:Iteration 18Q (212.272479 sec): 3 clusters Score: Raw -310951.066888 + Penalty 1618.266706 = -309332.800182 nChanged 67 SP:Iteration 19Q (212.324126 sec): 3 clusters Score: Raw -310982.889843 + Penalty 1618.266706 = -309364.623137 nChanged 51 SP:Iteration 20F (212.371989 sec): 3 clusters Score: Raw -311006.734872 + Penalty 1618.266706 = -309388.468165 nChanged 44 SP:Iteration 21Q (212.428899 sec): 3 clusters Score: Raw -311022.924721 + Penalty 1618.266706 = -309404.658015 nChanged 37 SP:Iteration 22Q (212.479239 sec): 3 clusters Score: Raw -311031.415257 + Penalty 1618.266706 = -309413.148550 nChanged 28 SP:Iteration 23Q (212.531079 sec): 3 clusters Score: Raw -311039.133155 + Penalty 1618.266706 = -309420.866448 nChanged 31 SP:Iteration 24Q (212.574774 sec): 3 clusters Score: Raw -311049.097070 + Penalty 1618.266706 = -309430.830364 nChanged 25 SP:Iteration 25Q (212.628488 sec): 3 clusters Score: Raw -311056.621401 + Penalty 1618.266706 = -309438.354695 nChanged 27 SP:Iteration 26Q (212.685387 sec): 3 clusters Score: Raw -311065.211837 + Penalty 1618.266706 = -309446.945131 nChanged 27 SP:Iteration 27Q (212.740485 sec): 3 clusters Score: Raw -311072.330599 + Penalty 1618.266706 = -309454.063893 nChanged 19 SP:Iteration 28Q (212.783209 sec): 3 clusters Score: Raw -311076.502772 + Penalty 1618.266706 = -309458.236065 nChanged 12 SP:Iteration 29Q (212.839230 sec): 3 clusters Score: Raw -311079.694611 + Penalty 1618.266706 = -309461.427904 nChanged 13 SP:Iteration 30Q (212.892030 sec): 3 clusters Score: Raw -311083.708622 + Penalty 1618.266706 = -309465.441916 nChanged 10 SP:Iteration 31Q (212.935626 sec): 3 clusters Score: Raw -311086.399365 + Penalty 1618.266706 = -309468.132659 nChanged 14 SP:Iteration 32Q (212.996153 sec): 3 clusters Score: Raw -311089.895200 + Penalty 1618.266706 = -309471.628494 nChanged 15 SP:Iteration 33Q (213.046371 sec): 3 clusters Score: Raw -311093.293092 + Penalty 1618.266706 = -309475.026386 nChanged 6 SP:Iteration 34Q (213.100967 sec): 3 clusters Score: Raw -311094.654064 + Penalty 1618.266706 = -309476.387358 nChanged 5 SP:Iteration 35Q (213.149013 sec): 3 clusters Score: Raw -311096.144631 + Penalty 1618.266706 = -309477.877925 nChanged 5 SP:Iteration 36Q (213.205738 sec): 3 clusters Score: Raw -311097.164325 + Penalty 1618.266706 = -309478.897619 nChanged 2 SP:Iteration 37Q (213.247722 sec): 3 clusters Score: Raw -311097.548404 + Penalty 1618.266706 = -309479.281697 nChanged 4 SP:Iteration 38Q (213.306510 sec): 3 clusters Score: Raw -311097.907370 + Penalty 1618.266706 = -309479.640664 nChanged 1 SP:Iteration 39Q (213.358356 sec): 3 clusters Score: Raw -311097.979140 + Penalty 1618.266706 = -309479.712434 nChanged 0 SP:Iteration 40F (213.410149 sec): 3 clusters Score: Raw -311097.979140 + Penalty 1618.266706 = -309479.712434 nChanged 0 Trying to split cluster 17 (3091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (213.442838 sec): 2 clusters Score: Raw -190189.473226 + Penalty 763.443745 = -189426.029482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.488208 sec): 3 clusters Score: Raw -188616.866172 + Penalty 1526.887489 = -187089.978683 nChanged 1268 SP:Iteration 1F (213.534720 sec): 3 clusters Score: Raw -189332.026066 + Penalty 1526.887489 = -187805.138577 nChanged 244 SP:Iteration 2F (213.590344 sec): 3 clusters Score: Raw -189566.535310 + Penalty 1526.887489 = -188039.647821 nChanged 216 SP:Iteration 3F (213.640167 sec): 3 clusters Score: Raw -189833.602853 + Penalty 1526.887489 = -188306.715364 nChanged 227 SP:Iteration 4F (213.689468 sec): 3 clusters Score: Raw -190078.819333 + Penalty 1526.887489 = -188551.931844 nChanged 210 SP:Iteration 5F (213.729151 sec): 3 clusters Score: Raw -190253.373020 + Penalty 1526.887489 = -188726.485531 nChanged 180 SP:Iteration 6F (213.781654 sec): 3 clusters Score: Raw -190384.701993 + Penalty 1526.887489 = -188857.814504 nChanged 150 SP:Iteration 7Q (213.829928 sec): 3 clusters Score: Raw -190500.270416 + Penalty 1526.887489 = -188973.382927 nChanged 130 SP:Iteration 8Q (213.872389 sec): 3 clusters Score: Raw -190599.308510 + Penalty 1526.887489 = -189072.421021 nChanged 104 SP:Iteration 9Q (213.920462 sec): 3 clusters Score: Raw -190671.252994 + Penalty 1526.887489 = -189144.365505 nChanged 76 SP:Iteration 10Q (213.970772 sec): 3 clusters Score: Raw -190719.400665 + Penalty 1526.887489 = -189192.513176 nChanged 64 SP:Iteration 11Q (214.027431 sec): 3 clusters Score: Raw -190761.676068 + Penalty 1526.887489 = -189234.788579 nChanged 53 SP:Iteration 12Q (214.073867 sec): 3 clusters Score: Raw -190792.747928 + Penalty 1526.887489 = -189265.860439 nChanged 42 SP:Iteration 13Q (214.125267 sec): 3 clusters Score: Raw -190817.052223 + Penalty 1526.887489 = -189290.164734 nChanged 53 SP:Iteration 14Q (214.172358 sec): 3 clusters Score: Raw -190855.843974 + Penalty 1526.887489 = -189328.956485 nChanged 58 SP:Iteration 15Q (214.224573 sec): 3 clusters Score: Raw -190884.313477 + Penalty 1526.887489 = -189357.425988 nChanged 45 SP:Iteration 16Q (214.275293 sec): 3 clusters Score: Raw -190901.623434 + Penalty 1526.887489 = -189374.735945 nChanged 35 SP:Iteration 17Q (214.318734 sec): 3 clusters Score: Raw -190913.829665 + Penalty 1526.887489 = -189386.942176 nChanged 25 SP:Iteration 18Q (214.367348 sec): 3 clusters Score: Raw -190923.994449 + Penalty 1526.887489 = -189397.106960 nChanged 16 SP:Iteration 19Q (214.417191 sec): 3 clusters Score: Raw -190929.688091 + Penalty 1526.887489 = -189402.800602 nChanged 12 SP:Iteration 20F (214.457617 sec): 3 clusters Score: Raw -190933.462068 + Penalty 1526.887489 = -189406.574579 nChanged 7 SP:Iteration 21Q (214.499379 sec): 3 clusters Score: Raw -190935.693837 + Penalty 1526.887489 = -189408.806348 nChanged 12 SP:Iteration 22Q (214.552950 sec): 3 clusters Score: Raw -190939.185291 + Penalty 1526.887489 = -189412.297802 nChanged 7 SP:Iteration 23Q (214.595290 sec): 3 clusters Score: Raw -190941.668580 + Penalty 1526.887489 = -189414.781091 nChanged 10 SP:Iteration 24Q (214.654192 sec): 3 clusters Score: Raw -190946.661612 + Penalty 1526.887489 = -189419.774123 nChanged 12 SP:Iteration 25Q (214.692191 sec): 3 clusters Score: Raw -190952.439582 + Penalty 1526.887489 = -189425.552093 nChanged 17 SP:Iteration 26Q (214.739858 sec): 3 clusters Score: Raw -190957.966181 + Penalty 1526.887489 = -189431.078692 nChanged 13 SP:Iteration 27Q (214.793018 sec): 3 clusters Score: Raw -190963.211031 + Penalty 1526.887489 = -189436.323542 nChanged 16 SP:Iteration 28Q (214.833261 sec): 3 clusters Score: Raw -190970.663218 + Penalty 1526.887489 = -189443.775729 nChanged 14 SP:Iteration 29Q (214.883803 sec): 3 clusters Score: Raw -190977.864220 + Penalty 1526.887489 = -189450.976731 nChanged 10 SP:Iteration 30Q (214.933788 sec): 3 clusters Score: Raw -190984.152996 + Penalty 1526.887489 = -189457.265507 nChanged 11 SP:Iteration 31Q (214.973836 sec): 3 clusters Score: Raw -190992.498664 + Penalty 1526.887489 = -189465.611175 nChanged 10 SP:Iteration 32Q (215.015823 sec): 3 clusters Score: Raw -190999.200693 + Penalty 1526.887489 = -189472.313204 nChanged 8 SP:Iteration 33Q (215.072744 sec): 3 clusters Score: Raw -191003.174791 + Penalty 1526.887489 = -189476.287302 nChanged 7 SP:Iteration 34Q (215.118967 sec): 3 clusters Score: Raw -191006.548177 + Penalty 1526.887489 = -189479.660688 nChanged 6 SP:Iteration 35Q (215.163772 sec): 3 clusters Score: Raw -191008.293914 + Penalty 1526.887489 = -189481.406425 nChanged 2 SP:Iteration 36Q (215.211041 sec): 3 clusters Score: Raw -191008.465761 + Penalty 1526.887489 = -189481.578272 nChanged 0 SP:Iteration 37F (215.257796 sec): 3 clusters Score: Raw -191008.465761 + Penalty 1526.887489 = -189481.578272 nChanged 0 Score: Raw -4109642.424251 + Penalty 13704.084489 = -4095938.339762 Splitting cluster 17 changes total score from -4096172.331290 to -4095938.339762 So it's not getting split. Trying to split cluster 18 (1015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (215.956642 sec): 2 clusters Score: Raw -62813.429581 + Penalty 657.651170 = -62155.778412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.006630 sec): 3 clusters Score: Raw -62373.625986 + Penalty 1315.302339 = -61058.323647 nChanged 349 SP:Iteration 1F (216.052455 sec): 3 clusters Score: Raw -62631.885140 + Penalty 1315.302339 = -61316.582800 nChanged 87 SP:Iteration 2F (216.105505 sec): 3 clusters Score: Raw -62698.896896 + Penalty 1315.302339 = -61383.594556 nChanged 48 SP:Iteration 3Q (216.153425 sec): 3 clusters Score: Raw -62734.419800 + Penalty 1315.302339 = -61419.117461 nChanged 34 SP:Iteration 4Q (216.195740 sec): 3 clusters Score: Raw -62759.901836 + Penalty 1315.302339 = -61444.599496 nChanged 22 SP:Iteration 5Q (216.242409 sec): 3 clusters Score: Raw -62773.323520 + Penalty 1315.302339 = -61458.021181 nChanged 16 SP:Iteration 6Q (216.292389 sec): 3 clusters Score: Raw -62783.964250 + Penalty 1315.302339 = -61468.661911 nChanged 9 SP:Iteration 7Q (216.344633 sec): 3 clusters Score: Raw -62788.236061 + Penalty 1315.302339 = -61472.933722 nChanged 6 SP:Iteration 8Q (216.394698 sec): 3 clusters Score: Raw -62790.995332 + Penalty 1315.302339 = -61475.692992 nChanged 6 SP:Iteration 9Q (216.440105 sec): 3 clusters Score: Raw -62794.983333 + Penalty 1315.302339 = -61479.680994 nChanged 2 SP:Iteration 10Q (216.497491 sec): 3 clusters Score: Raw -62795.893156 + Penalty 1315.302339 = -61480.590817 nChanged 2 SP:Iteration 11Q (216.546108 sec): 3 clusters Score: Raw -62796.904762 + Penalty 1315.302339 = -61481.602422 nChanged 2 SP:Iteration 12Q (216.589913 sec): 3 clusters Score: Raw -62797.969141 + Penalty 1315.302339 = -61482.666802 nChanged 1 SP:Iteration 13Q (216.630095 sec): 3 clusters Score: Raw -62798.329136 + Penalty 1315.302339 = -61483.026797 nChanged 0 SP:Iteration 14F (216.690321 sec): 3 clusters Score: Raw -62798.329136 + Penalty 1315.302339 = -61483.026797 nChanged 0 Iteration 179Q (217.134699 sec): 13 clusters Score: Raw -4108823.837923 + Penalty 12649.924143 = -4096173.913780 nChanged 28 Iteration 180F (217.786856 sec): 13 clusters Score: Raw -4108826.533941 + Penalty 12649.924143 = -4096176.609798 nChanged 23 Iteration 181Q (218.215941 sec): 13 clusters Score: Raw -4108828.628040 + Penalty 12649.924143 = -4096178.703896 nChanged 15 Iteration 182Q (218.646991 sec): 13 clusters Score: Raw -4108830.814970 + Penalty 12649.924143 = -4096180.890826 nChanged 20 Iteration 183Q (219.133627 sec): 13 clusters Score: Raw -4108834.181643 + Penalty 12649.924143 = -4096184.257499 nChanged 16 Iteration 184Q (219.575257 sec): 13 clusters Score: Raw -4108837.192439 + Penalty 12649.924143 = -4096187.268295 nChanged 25 Iteration 185Q (220.030563 sec): 13 clusters Score: Raw -4108841.296360 + Penalty 12649.924143 = -4096191.372217 nChanged 22 Iteration 186Q (220.455637 sec): 13 clusters Score: Raw -4108844.185920 + Penalty 12649.924143 = -4096194.261776 nChanged 19 Iteration 187Q (220.936518 sec): 13 clusters Score: Raw -4108846.190517 + Penalty 12649.924143 = -4096196.266373 nChanged 17 Iteration 188Q (221.369695 sec): 13 clusters Score: Raw -4108849.031968 + Penalty 12649.924143 = -4096199.107824 nChanged 18 Iteration 189Q (221.809593 sec): 13 clusters Score: Raw -4108850.576865 + Penalty 12649.924143 = -4096200.652722 nChanged 14 Iteration 190Q (222.266265 sec): 13 clusters Score: Raw -4108852.200676 + Penalty 12649.924143 = -4096202.276533 nChanged 12 Iteration 191Q (222.736537 sec): 13 clusters Score: Raw -4108854.059261 + Penalty 12649.924143 = -4096204.135118 nChanged 7 Iteration 192Q (223.203817 sec): 13 clusters Score: Raw -4108854.664301 + Penalty 12649.924143 = -4096204.740158 nChanged 12 Iteration 193Q (223.668957 sec): 13 clusters Score: Raw -4108856.044820 + Penalty 12649.924143 = -4096206.120676 nChanged 14 Iteration 194Q (224.136907 sec): 13 clusters Score: Raw -4108857.634863 + Penalty 12649.924143 = -4096207.710719 nChanged 18 Iteration 195Q (224.587442 sec): 13 clusters Score: Raw -4108859.074882 + Penalty 12649.924143 = -4096209.150738 nChanged 19 Iteration 196Q (225.006972 sec): 13 clusters Score: Raw -4108860.538277 + Penalty 12649.924143 = -4096210.614133 nChanged 13 Iteration 197Q (225.479462 sec): 13 clusters Score: Raw -4108862.423323 + Penalty 12649.924143 = -4096212.499179 nChanged 16 Iteration 198Q (225.933095 sec): 13 clusters Score: Raw -4108864.016968 + Penalty 12649.924143 = -4096214.092824 nChanged 8 Iteration 199Q (226.381288 sec): 13 clusters Score: Raw -4108864.628183 + Penalty 12649.924143 = -4096214.704039 nChanged 10 Iteration 200F (227.032333 sec): 13 clusters Score: Raw -4108865.315815 + Penalty 12649.924143 = -4096215.391672 nChanged 10 Iteration 201Q (227.483156 sec): 13 clusters Score: Raw -4108865.867358 + Penalty 12649.924143 = -4096215.943214 nChanged 6 Iteration 202Q (227.911540 sec): 13 clusters Score: Raw -4108866.377172 + Penalty 12649.924143 = -4096216.453029 nChanged 5 Iteration 203Q (228.369939 sec): 13 clusters Score: Raw -4108866.482157 + Penalty 12649.924143 = -4096216.558014 nChanged 1 Iteration 204Q (228.791988 sec): 13 clusters Score: Raw -4108866.503212 + Penalty 12649.924143 = -4096216.579068 nChanged 1 Iteration 205Q (229.238769 sec): 13 clusters Score: Raw -4108866.510879 + Penalty 12649.924143 = -4096216.586736 nChanged 0 Iteration 206F (229.886215 sec): 13 clusters Score: Raw -4108866.510879 + Penalty 12649.924143 = -4096216.586736 nChanged 0 Compute initial score before splitting: Score: Raw -4108866.510879 + Penalty 12649.924143 = -4096216.586736 Trying to split cluster 1 (13180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (229.936563 sec): 2 clusters Score: Raw -863893.583726 + Penalty 901.213302 = -862992.370424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (230.001166 sec): 3 clusters Score: Raw -855841.393359 + Penalty 1802.426604 = -854038.966756 nChanged 6074 SP:Iteration 1F (230.057256 sec): 3 clusters Score: Raw -859245.114318 + Penalty 1802.426604 = -857442.687715 nChanged 738 SP:Iteration 2F (230.134696 sec): 3 clusters Score: Raw -859626.929803 + Penalty 1802.426604 = -857824.503199 nChanged 766 SP:Iteration 3F (230.195376 sec): 3 clusters Score: Raw -860073.137767 + Penalty 1802.426604 = -858270.711163 nChanged 773 SP:Iteration 4F (230.265076 sec): 3 clusters Score: Raw -860606.371914 + Penalty 1802.426604 = -858803.945311 nChanged 809 SP:Iteration 5F (230.331096 sec): 3 clusters Score: Raw -861210.827204 + Penalty 1802.426604 = -859408.400600 nChanged 794 SP:Iteration 6F (230.384426 sec): 3 clusters Score: Raw -861746.277740 + Penalty 1802.426604 = -859943.851137 nChanged 690 SP:Iteration 7F (230.461668 sec): 3 clusters Score: Raw -862100.171245 + Penalty 1802.426604 = -860297.744641 nChanged 456 SP:Iteration 8Q (230.515936 sec): 3 clusters Score: Raw -862259.891688 + Penalty 1802.426604 = -860457.465085 nChanged 307 SP:Iteration 9Q (230.581436 sec): 3 clusters Score: Raw -862363.271129 + Penalty 1802.426604 = -860560.844525 nChanged 240 SP:Iteration 10Q (230.649472 sec): 3 clusters Score: Raw -862441.116715 + Penalty 1802.426604 = -860638.690111 nChanged 212 SP:Iteration 11Q (230.721621 sec): 3 clusters Score: Raw -862507.461086 + Penalty 1802.426604 = -860705.034483 nChanged 201 SP:Iteration 12Q (230.790701 sec): 3 clusters Score: Raw -862578.218706 + Penalty 1802.426604 = -860775.792103 nChanged 201 SP:Iteration 13Q (230.844127 sec): 3 clusters Score: Raw -862647.069216 + Penalty 1802.426604 = -860844.642612 nChanged 202 SP:Iteration 14Q (230.916808 sec): 3 clusters Score: Raw -862719.494823 + Penalty 1802.426604 = -860917.068220 nChanged 207 SP:Iteration 15Q (230.980499 sec): 3 clusters Score: Raw -862803.023981 + Penalty 1802.426604 = -861000.597377 nChanged 226 SP:Iteration 16Q (231.045035 sec): 3 clusters Score: Raw -862896.952905 + Penalty 1802.426604 = -861094.526301 nChanged 209 SP:Iteration 17Q (231.098215 sec): 3 clusters Score: Raw -862978.886718 + Penalty 1802.426604 = -861176.460115 nChanged 216 SP:Iteration 18Q (231.170426 sec): 3 clusters Score: Raw -863056.089993 + Penalty 1802.426604 = -861253.663389 nChanged 195 SP:Iteration 19Q (231.231416 sec): 3 clusters Score: Raw -863125.622730 + Penalty 1802.426604 = -861323.196127 nChanged 200 SP:Iteration 20F (231.295001 sec): 3 clusters Score: Raw -863197.857966 + Penalty 1802.426604 = -861395.431362 nChanged 193 SP:Iteration 21Q (231.354892 sec): 3 clusters Score: Raw -863268.410375 + Penalty 1802.426604 = -861465.983771 nChanged 180 SP:Iteration 22Q (231.425646 sec): 3 clusters Score: Raw -863332.742136 + Penalty 1802.426604 = -861530.315533 nChanged 177 SP:Iteration 23Q (231.487508 sec): 3 clusters Score: Raw -863403.831402 + Penalty 1802.426604 = -861601.404799 nChanged 179 SP:Iteration 24Q (231.538120 sec): 3 clusters Score: Raw -863480.640706 + Penalty 1802.426604 = -861678.214103 nChanged 168 SP:Iteration 25Q (231.599265 sec): 3 clusters Score: Raw -863551.330939 + Penalty 1802.426604 = -861748.904336 nChanged 155 SP:Iteration 26Q (231.674283 sec): 3 clusters Score: Raw -863613.536367 + Penalty 1802.426604 = -861811.109764 nChanged 147 SP:Iteration 27Q (231.733988 sec): 3 clusters Score: Raw -863666.716786 + Penalty 1802.426604 = -861864.290183 nChanged 130 SP:Iteration 28Q (231.787186 sec): 3 clusters Score: Raw -863709.287151 + Penalty 1802.426604 = -861906.860548 nChanged 119 SP:Iteration 29Q (231.856443 sec): 3 clusters Score: Raw -863743.656957 + Penalty 1802.426604 = -861941.230354 nChanged 99 SP:Iteration 30Q (231.916479 sec): 3 clusters Score: Raw -863769.063673 + Penalty 1802.426604 = -861966.637069 nChanged 98 SP:Iteration 31Q (231.981709 sec): 3 clusters Score: Raw -863794.736542 + Penalty 1802.426604 = -861992.309939 nChanged 99 SP:Iteration 32Q (232.042922 sec): 3 clusters Score: Raw -863819.061519 + Penalty 1802.426604 = -862016.634915 nChanged 79 SP:Iteration 33Q (232.100934 sec): 3 clusters Score: Raw -863841.408069 + Penalty 1802.426604 = -862038.981465 nChanged 87 SP:Iteration 34Q (232.158215 sec): 3 clusters Score: Raw -863864.523267 + Penalty 1802.426604 = -862062.096664 nChanged 77 SP:Iteration 35Q (232.218097 sec): 3 clusters Score: Raw -863884.276776 + Penalty 1802.426604 = -862081.850173 nChanged 73 SP:Iteration 36Q (232.291716 sec): 3 clusters Score: Raw -863902.814766 + Penalty 1802.426604 = -862100.388162 nChanged 60 SP:Iteration 37Q (232.350058 sec): 3 clusters Score: Raw -863917.005679 + Penalty 1802.426604 = -862114.579076 nChanged 57 SP:Iteration 38Q (232.412073 sec): 3 clusters Score: Raw -863930.330496 + Penalty 1802.426604 = -862127.903893 nChanged 52 SP:Iteration 39Q (232.473372 sec): 3 clusters Score: Raw -863941.773848 + Penalty 1802.426604 = -862139.347244 nChanged 44 SP:Iteration 40F (232.542550 sec): 3 clusters Score: Raw -863950.441530 + Penalty 1802.426604 = -862148.014926 nChanged 37 SP:Iteration 41Q (232.607092 sec): 3 clusters Score: Raw -863958.353760 + Penalty 1802.426604 = -862155.927157 nChanged 32 SP:Iteration 42Q (232.657630 sec): 3 clusters Score: Raw -863963.925863 + Penalty 1802.426604 = -862161.499260 nChanged 27 SP:Iteration 43Q (232.727329 sec): 3 clusters Score: Raw -863968.048573 + Penalty 1802.426604 = -862165.621969 nChanged 21 SP:Iteration 44Q (232.779721 sec): 3 clusters Score: Raw -863971.949857 + Penalty 1802.426604 = -862169.523253 nChanged 24 SP:Iteration 45Q (232.842861 sec): 3 clusters Score: Raw -863976.042139 + Penalty 1802.426604 = -862173.615535 nChanged 25 SP:Iteration 46Q (232.916807 sec): 3 clusters Score: Raw -863981.182277 + Penalty 1802.426604 = -862178.755674 nChanged 22 SP:Iteration 47Q (232.967786 sec): 3 clusters Score: Raw -863986.177932 + Penalty 1802.426604 = -862183.751329 nChanged 21 SP:Iteration 48Q (233.037721 sec): 3 clusters Score: Raw -863989.922131 + Penalty 1802.426604 = -862187.495528 nChanged 16 SP:Iteration 49Q (233.091461 sec): 3 clusters Score: Raw -863993.573093 + Penalty 1802.426604 = -862191.146489 nChanged 23 SP:Iteration 50Q (233.153951 sec): 3 clusters Score: Raw -863998.816350 + Penalty 1802.426604 = -862196.389746 nChanged 21 SP:Iteration 51Q (233.225155 sec): 3 clusters Score: Raw -864003.611255 + Penalty 1802.426604 = -862201.184651 nChanged 21 SP:Iteration 52Q (233.288778 sec): 3 clusters Score: Raw -864006.576489 + Penalty 1802.426604 = -862204.149885 nChanged 14 SP:Iteration 53Q (233.351522 sec): 3 clusters Score: Raw -864008.540269 + Penalty 1802.426604 = -862206.113665 nChanged 13 SP:Iteration 54Q (233.406866 sec): 3 clusters Score: Raw -864010.778523 + Penalty 1802.426604 = -862208.351920 nChanged 12 SP:Iteration 55Q (233.473216 sec): 3 clusters Score: Raw -864012.366271 + Penalty 1802.426604 = -862209.939668 nChanged 10 SP:Iteration 56Q (233.546665 sec): 3 clusters Score: Raw -864013.796090 + Penalty 1802.426604 = -862211.369486 nChanged 11 SP:Iteration 57Q (233.599942 sec): 3 clusters Score: Raw -864014.991190 + Penalty 1802.426604 = -862212.564586 nChanged 8 SP:Iteration 58Q (233.664372 sec): 3 clusters Score: Raw -864016.309966 + Penalty 1802.426604 = -862213.883363 nChanged 12 SP:Iteration 59Q (233.739656 sec): 3 clusters Score: Raw -864018.236648 + Penalty 1802.426604 = -862215.810044 nChanged 11 SP:Iteration 60F (233.794229 sec): 3 clusters Score: Raw -864019.335648 + Penalty 1802.426604 = -862216.909044 nChanged 8 SP:Iteration 61Q (233.861377 sec): 3 clusters Score: Raw -864020.315822 + Penalty 1802.426604 = -862217.889219 nChanged 9 SP:Iteration 62Q (233.916228 sec): 3 clusters Score: Raw -864021.367148 + Penalty 1802.426604 = -862218.940544 nChanged 6 SP:Iteration 63Q (233.985883 sec): 3 clusters Score: Raw -864022.060604 + Penalty 1802.426604 = -862219.634000 nChanged 10 SP:Iteration 64Q (234.031325 sec): 3 clusters Score: Raw -864023.289776 + Penalty 1802.426604 = -862220.863172 nChanged 9 SP:Iteration 65Q (234.102574 sec): 3 clusters Score: Raw -864023.967952 + Penalty 1802.426604 = -862221.541348 nChanged 3 SP:Iteration 66Q (234.161735 sec): 3 clusters Score: Raw -864024.267140 + Penalty 1802.426604 = -862221.840536 nChanged 4 SP:Iteration 67Q (234.221134 sec): 3 clusters Score: Raw -864024.693284 + Penalty 1802.426604 = -862222.266680 nChanged 4 SP:Iteration 68Q (234.275382 sec): 3 clusters Score: Raw -864025.484184 + Penalty 1802.426604 = -862223.057581 nChanged 5 SP:Iteration 69Q (234.327279 sec): 3 clusters Score: Raw -864026.167458 + Penalty 1802.426604 = -862223.740854 nChanged 8 SP:Iteration 70Q (234.397024 sec): 3 clusters Score: Raw -864027.159399 + Penalty 1802.426604 = -862224.732796 nChanged 9 SP:Iteration 71Q (234.445983 sec): 3 clusters Score: Raw -864028.804711 + Penalty 1802.426604 = -862226.378107 nChanged 7 SP:Iteration 72Q (234.503593 sec): 3 clusters Score: Raw -864029.505969 + Penalty 1802.426604 = -862227.079365 nChanged 5 SP:Iteration 73Q (234.565401 sec): 3 clusters Score: Raw -864030.203793 + Penalty 1802.426604 = -862227.777189 nChanged 5 SP:Iteration 74Q (234.615250 sec): 3 clusters Score: Raw -864030.725281 + Penalty 1802.426604 = -862228.298678 nChanged 3 SP:Iteration 75Q (234.680493 sec): 3 clusters Score: Raw -864031.194907 + Penalty 1802.426604 = -862228.768304 nChanged 9 SP:Iteration 76Q (234.748144 sec): 3 clusters Score: Raw -864032.378551 + Penalty 1802.426604 = -862229.951948 nChanged 5 SP:Iteration 77Q (234.813700 sec): 3 clusters Score: Raw -864032.734338 + Penalty 1802.426604 = -862230.307734 nChanged 4 SP:Iteration 78Q (234.873555 sec): 3 clusters Score: Raw -864033.004685 + Penalty 1802.426604 = -862230.578081 nChanged 7 SP:Iteration 79Q (234.926757 sec): 3 clusters Score: Raw -864033.655392 + Penalty 1802.426604 = -862231.228788 nChanged 8 SP:Iteration 80F (234.991515 sec): 3 clusters Score: Raw -864034.800106 + Penalty 1802.426604 = -862232.373502 nChanged 9 SP:Iteration 81Q (235.059295 sec): 3 clusters Score: Raw -864035.799204 + Penalty 1802.426604 = -862233.372600 nChanged 10 SP:Iteration 82Q (235.115702 sec): 3 clusters Score: Raw -864036.595036 + Penalty 1802.426604 = -862234.168432 nChanged 5 SP:Iteration 83Q (235.177245 sec): 3 clusters Score: Raw -864037.043501 + Penalty 1802.426604 = -862234.616898 nChanged 5 SP:Iteration 84Q (235.245050 sec): 3 clusters Score: Raw -864037.514249 + Penalty 1802.426604 = -862235.087645 nChanged 5 SP:Iteration 85Q (235.300378 sec): 3 clusters Score: Raw -864038.344659 + Penalty 1802.426604 = -862235.918056 nChanged 6 SP:Iteration 86Q (235.369774 sec): 3 clusters Score: Raw -864038.920764 + Penalty 1802.426604 = -862236.494160 nChanged 5 SP:Iteration 87Q (235.433278 sec): 3 clusters Score: Raw -864039.335541 + Penalty 1802.426604 = -862236.908937 nChanged 6 SP:Iteration 88Q (235.487732 sec): 3 clusters Score: Raw -864040.044518 + Penalty 1802.426604 = -862237.617914 nChanged 8 SP:Iteration 89Q (235.543229 sec): 3 clusters Score: Raw -864040.867034 + Penalty 1802.426604 = -862238.440430 nChanged 10 SP:Iteration 90Q (235.605894 sec): 3 clusters Score: Raw -864041.935478 + Penalty 1802.426604 = -862239.508874 nChanged 7 SP:Iteration 91Q (235.674752 sec): 3 clusters Score: Raw -864042.925861 + Penalty 1802.426604 = -862240.499258 nChanged 5 SP:Iteration 92Q (235.730496 sec): 3 clusters Score: Raw -864043.699321 + Penalty 1802.426604 = -862241.272717 nChanged 3 SP:Iteration 93Q (235.788529 sec): 3 clusters Score: Raw -864043.997646 + Penalty 1802.426604 = -862241.571042 nChanged 3 SP:Iteration 94Q (235.847090 sec): 3 clusters Score: Raw -864044.175023 + Penalty 1802.426604 = -862241.748419 nChanged 3 SP:Iteration 95Q (235.906573 sec): 3 clusters Score: Raw -864044.416511 + Penalty 1802.426604 = -862241.989908 nChanged 4 SP:Iteration 96Q (235.962784 sec): 3 clusters Score: Raw -864044.750681 + Penalty 1802.426604 = -862242.324077 nChanged 4 SP:Iteration 97Q (236.034598 sec): 3 clusters Score: Raw -864044.985571 + Penalty 1802.426604 = -862242.558968 nChanged 4 SP:Iteration 98Q (236.093723 sec): 3 clusters Score: Raw -864045.320746 + Penalty 1802.426604 = -862242.894143 nChanged 1 SP:Iteration 99Q (236.155208 sec): 3 clusters Score: Raw -864045.376511 + Penalty 1802.426604 = -862242.949907 nChanged 1 SP:Iteration 100F (236.221455 sec): 3 clusters Score: Raw -864045.576666 + Penalty 1802.426604 = -862243.150062 nChanged 1 SP:Iteration 101Q (236.275669 sec): 3 clusters Score: Raw -864045.696009 + Penalty 1802.426604 = -862243.269405 nChanged 0 SP:Iteration 102F (236.329695 sec): 3 clusters Score: Raw -864045.696009 + Penalty 1802.426604 = -862243.269405 nChanged 0 Trying to split cluster 3 (10221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (236.373291 sec): 2 clusters Score: Raw -670635.902058 + Penalty 877.058972 = -669758.843086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (236.419589 sec): 3 clusters Score: Raw -664667.130150 + Penalty 1754.117944 = -662913.012206 nChanged 4554 SP:Iteration 1F (236.485997 sec): 3 clusters Score: Raw -667014.799280 + Penalty 1754.117944 = -665260.681336 nChanged 585 SP:Iteration 2F (236.549315 sec): 3 clusters Score: Raw -667237.800630 + Penalty 1754.117944 = -665483.682685 nChanged 500 SP:Iteration 3Q (236.606272 sec): 3 clusters Score: Raw -667446.698943 + Penalty 1754.117944 = -665692.580999 nChanged 479 SP:Iteration 4Q (236.671735 sec): 3 clusters Score: Raw -667672.134746 + Penalty 1754.117944 = -665918.016802 nChanged 477 SP:Iteration 5Q (236.732842 sec): 3 clusters Score: Raw -667912.775357 + Penalty 1754.117944 = -666158.657413 nChanged 498 SP:Iteration 6Q (236.783473 sec): 3 clusters Score: Raw -668192.337180 + Penalty 1754.117944 = -666438.219236 nChanged 504 SP:Iteration 7Q (236.854719 sec): 3 clusters Score: Raw -668506.907347 + Penalty 1754.117944 = -666752.789403 nChanged 519 SP:Iteration 8F (236.904554 sec): 3 clusters Score: Raw -668848.788297 + Penalty 1754.117944 = -667094.670353 nChanged 533 SP:Iteration 9F (236.974656 sec): 3 clusters Score: Raw -669192.953029 + Penalty 1754.117944 = -667438.835085 nChanged 503 SP:Iteration 10Q (237.023410 sec): 3 clusters Score: Raw -669495.227488 + Penalty 1754.117944 = -667741.109544 nChanged 412 SP:Iteration 11Q (237.097398 sec): 3 clusters Score: Raw -669695.222924 + Penalty 1754.117944 = -667941.104979 nChanged 304 SP:Iteration 12Q (237.147151 sec): 3 clusters Score: Raw -669819.436578 + Penalty 1754.117944 = -668065.318634 nChanged 217 SP:Iteration 13Q (237.215840 sec): 3 clusters Score: Raw -669878.402672 + Penalty 1754.117944 = -668124.284727 nChanged 144 SP:Iteration 14Q (237.269796 sec): 3 clusters Score: Raw -669922.045484 + Penalty 1754.117944 = -668167.927539 nChanged 127 SP:Iteration 15Q (237.328184 sec): 3 clusters Score: Raw -669961.936880 + Penalty 1754.117944 = -668207.818936 nChanged 132 SP:Iteration 16Q (237.402029 sec): 3 clusters Score: Raw -669998.219632 + Penalty 1754.117944 = -668244.101687 nChanged 114 SP:Iteration 17Q (237.456675 sec): 3 clusters Score: Raw -670027.372025 + Penalty 1754.117944 = -668273.254081 nChanged 105 SP:Iteration 18Q (237.515871 sec): 3 clusters Score: Raw -670053.390266 + Penalty 1754.117944 = -668299.272322 nChanged 120 SP:Iteration 19Q (237.580215 sec): 3 clusters Score: Raw -670088.613563 + Penalty 1754.117944 = -668334.495619 nChanged 125 SP:Iteration 20F (237.631007 sec): 3 clusters Score: Raw -670126.589249 + Penalty 1754.117944 = -668372.471304 nChanged 122 SP:Iteration 21Q (237.690076 sec): 3 clusters Score: Raw -670158.237389 + Penalty 1754.117944 = -668404.119445 nChanged 121 SP:Iteration 22Q (237.745488 sec): 3 clusters Score: Raw -670194.123984 + Penalty 1754.117944 = -668440.006040 nChanged 136 SP:Iteration 23Q (237.811528 sec): 3 clusters Score: Raw -670233.540774 + Penalty 1754.117944 = -668479.422830 nChanged 137 SP:Iteration 24Q (237.870838 sec): 3 clusters Score: Raw -670279.976318 + Penalty 1754.117944 = -668525.858373 nChanged 121 SP:Iteration 25Q (237.922835 sec): 3 clusters Score: Raw -670319.167883 + Penalty 1754.117944 = -668565.049939 nChanged 122 SP:Iteration 26Q (237.980436 sec): 3 clusters Score: Raw -670358.115127 + Penalty 1754.117944 = -668603.997182 nChanged 111 SP:Iteration 27Q (238.039216 sec): 3 clusters Score: Raw -670393.348622 + Penalty 1754.117944 = -668639.230678 nChanged 100 SP:Iteration 28Q (238.090989 sec): 3 clusters Score: Raw -670421.353934 + Penalty 1754.117944 = -668667.235990 nChanged 98 SP:Iteration 29Q (238.156350 sec): 3 clusters Score: Raw -670448.917972 + Penalty 1754.117944 = -668694.800027 nChanged 103 SP:Iteration 30Q (238.200620 sec): 3 clusters Score: Raw -670478.155644 + Penalty 1754.117944 = -668724.037700 nChanged 93 SP:Iteration 31Q (238.254535 sec): 3 clusters Score: Raw -670505.060575 + Penalty 1754.117944 = -668750.942631 nChanged 97 SP:Iteration 32Q (238.315042 sec): 3 clusters Score: Raw -670531.483065 + Penalty 1754.117944 = -668777.365121 nChanged 94 SP:Iteration 33Q (238.380811 sec): 3 clusters Score: Raw -670559.344649 + Penalty 1754.117944 = -668805.226705 nChanged 92 SP:Iteration 34Q (238.434959 sec): 3 clusters Score: Raw -670590.103246 + Penalty 1754.117944 = -668835.985302 nChanged 85 SP:Iteration 35Q (238.491479 sec): 3 clusters Score: Raw -670621.870881 + Penalty 1754.117944 = -668867.752936 nChanged 79 SP:Iteration 36Q (238.543967 sec): 3 clusters Score: Raw -670650.671739 + Penalty 1754.117944 = -668896.553795 nChanged 68 SP:Iteration 37Q (238.606912 sec): 3 clusters Score: Raw -670676.984174 + Penalty 1754.117944 = -668922.866230 nChanged 69 SP:Iteration 38Q (238.670769 sec): 3 clusters Score: Raw -670705.062472 + Penalty 1754.117944 = -668950.944527 nChanged 67 SP:Iteration 39Q (238.718013 sec): 3 clusters Score: Raw -670729.045436 + Penalty 1754.117944 = -668974.927492 nChanged 61 SP:Iteration 40F (238.775492 sec): 3 clusters Score: Raw -670750.197201 + Penalty 1754.117944 = -668996.079256 nChanged 64 SP:Iteration 41Q (238.847755 sec): 3 clusters Score: Raw -670772.737266 + Penalty 1754.117944 = -669018.619322 nChanged 50 SP:Iteration 42Q (238.908760 sec): 3 clusters Score: Raw -670790.234264 + Penalty 1754.117944 = -669036.116319 nChanged 48 SP:Iteration 43Q (238.953427 sec): 3 clusters Score: Raw -670808.191964 + Penalty 1754.117944 = -669054.074019 nChanged 40 SP:Iteration 44Q (239.006839 sec): 3 clusters Score: Raw -670822.266303 + Penalty 1754.117944 = -669068.148359 nChanged 40 SP:Iteration 45Q (239.066786 sec): 3 clusters Score: Raw -670836.147374 + Penalty 1754.117944 = -669082.029429 nChanged 36 SP:Iteration 46Q (239.123416 sec): 3 clusters Score: Raw -670849.990775 + Penalty 1754.117944 = -669095.872831 nChanged 39 SP:Iteration 47Q (239.173820 sec): 3 clusters Score: Raw -670861.586221 + Penalty 1754.117944 = -669107.468277 nChanged 39 SP:Iteration 48Q (239.232617 sec): 3 clusters Score: Raw -670874.322295 + Penalty 1754.117944 = -669120.204351 nChanged 30 SP:Iteration 49Q (239.300489 sec): 3 clusters Score: Raw -670881.986690 + Penalty 1754.117944 = -669127.868746 nChanged 18 SP:Iteration 50Q (239.359205 sec): 3 clusters Score: Raw -670886.814875 + Penalty 1754.117944 = -669132.696931 nChanged 21 SP:Iteration 51Q (239.420605 sec): 3 clusters Score: Raw -670893.708772 + Penalty 1754.117944 = -669139.590828 nChanged 23 SP:Iteration 52Q (239.464764 sec): 3 clusters Score: Raw -670903.053004 + Penalty 1754.117944 = -669148.935060 nChanged 26 SP:Iteration 53Q (239.530317 sec): 3 clusters Score: Raw -670909.133284 + Penalty 1754.117944 = -669155.015340 nChanged 16 SP:Iteration 54Q (239.583334 sec): 3 clusters Score: Raw -670912.063575 + Penalty 1754.117944 = -669157.945631 nChanged 14 SP:Iteration 55Q (239.652584 sec): 3 clusters Score: Raw -670914.073819 + Penalty 1754.117944 = -669159.955875 nChanged 17 SP:Iteration 56Q (239.702456 sec): 3 clusters Score: Raw -670918.320053 + Penalty 1754.117944 = -669164.202109 nChanged 13 SP:Iteration 57Q (239.759850 sec): 3 clusters Score: Raw -670921.875166 + Penalty 1754.117944 = -669167.757222 nChanged 11 SP:Iteration 58Q (239.816163 sec): 3 clusters Score: Raw -670924.706256 + Penalty 1754.117944 = -669170.588312 nChanged 11 SP:Iteration 59Q (239.872636 sec): 3 clusters Score: Raw -670926.869984 + Penalty 1754.117944 = -669172.752040 nChanged 7 SP:Iteration 60F (239.939590 sec): 3 clusters Score: Raw -670928.053009 + Penalty 1754.117944 = -669173.935065 nChanged 9 SP:Iteration 61Q (240.003583 sec): 3 clusters Score: Raw -670929.982348 + Penalty 1754.117944 = -669175.864404 nChanged 12 SP:Iteration 62Q (240.050318 sec): 3 clusters Score: Raw -670932.567142 + Penalty 1754.117944 = -669178.449198 nChanged 8 SP:Iteration 63Q (240.121578 sec): 3 clusters Score: Raw -670934.248214 + Penalty 1754.117944 = -669180.130269 nChanged 4 SP:Iteration 64Q (240.181684 sec): 3 clusters Score: Raw -670935.255193 + Penalty 1754.117944 = -669181.137249 nChanged 6 SP:Iteration 65Q (240.228553 sec): 3 clusters Score: Raw -670937.720287 + Penalty 1754.117944 = -669183.602343 nChanged 4 SP:Iteration 66Q (240.288620 sec): 3 clusters Score: Raw -670938.265047 + Penalty 1754.117944 = -669184.147103 nChanged 3 SP:Iteration 67Q (240.358805 sec): 3 clusters Score: Raw -670938.624604 + Penalty 1754.117944 = -669184.506660 nChanged 3 SP:Iteration 68Q (240.413155 sec): 3 clusters Score: Raw -670939.115104 + Penalty 1754.117944 = -669184.997160 nChanged 5 SP:Iteration 69Q (240.469311 sec): 3 clusters Score: Raw -670939.583365 + Penalty 1754.117944 = -669185.465421 nChanged 1 SP:Iteration 70Q (240.526893 sec): 3 clusters Score: Raw -670939.691523 + Penalty 1754.117944 = -669185.573579 nChanged 0 SP:Iteration 71F (240.574117 sec): 3 clusters Score: Raw -670939.691523 + Penalty 1754.117944 = -669185.573579 nChanged 0 Trying to split cluster 4 (3910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (240.601774 sec): 2 clusters Score: Raw -225434.845323 + Penalty 785.772802 = -224649.072521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (240.652967 sec): 3 clusters Score: Raw -223314.995348 + Penalty 1571.545604 = -221743.449744 nChanged 1647 SP:Iteration 1F (240.702269 sec): 3 clusters Score: Raw -224258.411848 + Penalty 1571.545604 = -222686.866244 nChanged 307 SP:Iteration 2F (240.760377 sec): 3 clusters Score: Raw -224509.545375 + Penalty 1571.545604 = -222937.999771 nChanged 290 SP:Iteration 3F (240.814783 sec): 3 clusters Score: Raw -224738.091423 + Penalty 1571.545604 = -223166.545818 nChanged 252 SP:Iteration 4F (240.858636 sec): 3 clusters Score: Raw -224895.171394 + Penalty 1571.545604 = -223323.625790 nChanged 197 SP:Iteration 5F (240.909934 sec): 3 clusters Score: Raw -225015.804131 + Penalty 1571.545604 = -223444.258527 nChanged 179 SP:Iteration 6Q (240.966828 sec): 3 clusters Score: Raw -225121.398144 + Penalty 1571.545604 = -223549.852540 nChanged 138 SP:Iteration 7Q (241.021724 sec): 3 clusters Score: Raw -225207.194796 + Penalty 1571.545604 = -223635.649192 nChanged 137 SP:Iteration 8Q (241.069455 sec): 3 clusters Score: Raw -225299.198761 + Penalty 1571.545604 = -223727.653157 nChanged 144 SP:Iteration 9Q (241.117157 sec): 3 clusters Score: Raw -225397.188445 + Penalty 1571.545604 = -223825.642840 nChanged 133 SP:Iteration 10Q (241.168098 sec): 3 clusters Score: Raw -225472.958332 + Penalty 1571.545604 = -223901.412728 nChanged 102 SP:Iteration 11Q (241.224948 sec): 3 clusters Score: Raw -225523.266968 + Penalty 1571.545604 = -223951.721363 nChanged 76 SP:Iteration 12Q (241.268706 sec): 3 clusters Score: Raw -225562.329854 + Penalty 1571.545604 = -223990.784250 nChanged 69 SP:Iteration 13Q (241.322804 sec): 3 clusters Score: Raw -225600.327028 + Penalty 1571.545604 = -224028.781424 nChanged 67 SP:Iteration 14Q (241.386119 sec): 3 clusters Score: Raw -225635.524258 + Penalty 1571.545604 = -224063.978654 nChanged 58 SP:Iteration 15Q (241.437666 sec): 3 clusters Score: Raw -225668.688127 + Penalty 1571.545604 = -224097.142523 nChanged 58 SP:Iteration 16Q (241.481267 sec): 3 clusters Score: Raw -225700.563218 + Penalty 1571.545604 = -224129.017614 nChanged 44 SP:Iteration 17Q (241.531651 sec): 3 clusters Score: Raw -225725.430992 + Penalty 1571.545604 = -224153.885388 nChanged 31 SP:Iteration 18Q (241.590563 sec): 3 clusters Score: Raw -225743.314940 + Penalty 1571.545604 = -224171.769336 nChanged 25 SP:Iteration 19Q (241.638209 sec): 3 clusters Score: Raw -225754.035298 + Penalty 1571.545604 = -224182.489694 nChanged 26 SP:Iteration 20F (241.686636 sec): 3 clusters Score: Raw -225769.514031 + Penalty 1571.545604 = -224197.968427 nChanged 23 SP:Iteration 21Q (241.736806 sec): 3 clusters Score: Raw -225779.884886 + Penalty 1571.545604 = -224208.339282 nChanged 12 SP:Iteration 22Q (241.783756 sec): 3 clusters Score: Raw -225783.844548 + Penalty 1571.545604 = -224212.298944 nChanged 5 SP:Iteration 23Q (241.821310 sec): 3 clusters Score: Raw -225785.075009 + Penalty 1571.545604 = -224213.529405 nChanged 2 SP:Iteration 24Q (241.873473 sec): 3 clusters Score: Raw -225785.653581 + Penalty 1571.545604 = -224214.107977 nChanged 3 SP:Iteration 25Q (241.928452 sec): 3 clusters Score: Raw -225786.559141 + Penalty 1571.545604 = -224215.013537 nChanged 3 SP:Iteration 26Q (241.984439 sec): 3 clusters Score: Raw -225787.193846 + Penalty 1571.545604 = -224215.648242 nChanged 4 SP:Iteration 27Q (242.041639 sec): 3 clusters Score: Raw -225788.254664 + Penalty 1571.545604 = -224216.709060 nChanged 0 SP:Iteration 28F (242.095566 sec): 3 clusters Score: Raw -225788.254664 + Penalty 1571.545604 = -224216.709060 nChanged 0 Trying to split cluster 5 (13960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (242.134560 sec): 2 clusters Score: Raw -918356.866610 + Penalty 906.675381 = -917450.191229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (242.200999 sec): 3 clusters Score: Raw -909846.006611 + Penalty 1813.350762 = -908032.655849 nChanged 6311 SP:Iteration 1F (242.255199 sec): 3 clusters Score: Raw -913240.097426 + Penalty 1813.350762 = -911426.746665 nChanged 753 SP:Iteration 2F (242.332943 sec): 3 clusters Score: Raw -913555.610960 + Penalty 1813.350762 = -911742.260199 nChanged 772 SP:Iteration 3F (242.399409 sec): 3 clusters Score: Raw -913954.223028 + Penalty 1813.350762 = -912140.872267 nChanged 909 SP:Iteration 4F (242.453937 sec): 3 clusters Score: Raw -914504.167419 + Penalty 1813.350762 = -912690.816658 nChanged 985 SP:Iteration 5F (242.523944 sec): 3 clusters Score: Raw -915198.451480 + Penalty 1813.350762 = -913385.100719 nChanged 1014 SP:Iteration 6F (242.593669 sec): 3 clusters Score: Raw -915973.351130 + Penalty 1813.350762 = -914160.000368 nChanged 888 SP:Iteration 7F (242.660941 sec): 3 clusters Score: Raw -916732.358284 + Penalty 1813.350762 = -914919.007522 nChanged 671 SP:Iteration 8Q (242.729958 sec): 3 clusters Score: Raw -917311.479288 + Penalty 1813.350762 = -915498.128527 nChanged 465 SP:Iteration 9Q (242.795027 sec): 3 clusters Score: Raw -917723.198254 + Penalty 1813.350762 = -915909.847492 nChanged 320 SP:Iteration 10Q (242.861809 sec): 3 clusters Score: Raw -918039.287200 + Penalty 1813.350762 = -916225.936438 nChanged 203 SP:Iteration 11Q (242.928891 sec): 3 clusters Score: Raw -918213.710971 + Penalty 1813.350762 = -916400.360210 nChanged 137 SP:Iteration 12Q (242.992652 sec): 3 clusters Score: Raw -918330.689182 + Penalty 1813.350762 = -916517.338420 nChanged 100 SP:Iteration 13Q (243.050322 sec): 3 clusters Score: Raw -918402.865213 + Penalty 1813.350762 = -916589.514452 nChanged 78 SP:Iteration 14Q (243.118640 sec): 3 clusters Score: Raw -918449.755569 + Penalty 1813.350762 = -916636.404808 nChanged 62 SP:Iteration 15Q (243.182675 sec): 3 clusters Score: Raw -918479.050656 + Penalty 1813.350762 = -916665.699894 nChanged 48 SP:Iteration 16Q (243.246829 sec): 3 clusters Score: Raw -918494.025105 + Penalty 1813.350762 = -916680.674344 nChanged 31 SP:Iteration 17Q (243.307462 sec): 3 clusters Score: Raw -918504.928127 + Penalty 1813.350762 = -916691.577366 nChanged 30 SP:Iteration 18Q (243.370411 sec): 3 clusters Score: Raw -918513.716725 + Penalty 1813.350762 = -916700.365964 nChanged 19 SP:Iteration 19Q (243.434858 sec): 3 clusters Score: Raw -918518.008722 + Penalty 1813.350762 = -916704.657960 nChanged 14 SP:Iteration 20F (243.500815 sec): 3 clusters Score: Raw -918521.593954 + Penalty 1813.350762 = -916708.243192 nChanged 12 SP:Iteration 21Q (243.556160 sec): 3 clusters Score: Raw -918523.829338 + Penalty 1813.350762 = -916710.478576 nChanged 6 SP:Iteration 22Q (243.622700 sec): 3 clusters Score: Raw -918525.066047 + Penalty 1813.350762 = -916711.715285 nChanged 5 SP:Iteration 23Q (243.686112 sec): 3 clusters Score: Raw -918526.284493 + Penalty 1813.350762 = -916712.933732 nChanged 7 SP:Iteration 24Q (243.732978 sec): 3 clusters Score: Raw -918527.488079 + Penalty 1813.350762 = -916714.137317 nChanged 0 SP:Iteration 25F (243.797893 sec): 3 clusters Score: Raw -918527.488079 + Penalty 1813.350762 = -916714.137317 nChanged 0 Trying to split cluster 7 (5345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (243.832179 sec): 2 clusters Score: Raw -342346.372500 + Penalty 815.472098 = -341530.900402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (243.876410 sec): 3 clusters Score: Raw -339345.108773 + Penalty 1630.944196 = -337714.164577 nChanged 2257 SP:Iteration 1F (243.943779 sec): 3 clusters Score: Raw -340568.763992 + Penalty 1630.944196 = -338937.819796 nChanged 322 SP:Iteration 2F (243.997310 sec): 3 clusters Score: Raw -340723.341019 + Penalty 1630.944196 = -339092.396823 nChanged 256 SP:Iteration 3Q (244.052403 sec): 3 clusters Score: Raw -340844.954431 + Penalty 1630.944196 = -339214.010235 nChanged 252 SP:Iteration 4Q (244.099785 sec): 3 clusters Score: Raw -340958.607128 + Penalty 1630.944196 = -339327.662932 nChanged 243 SP:Iteration 5Q (244.146578 sec): 3 clusters Score: Raw -341072.680816 + Penalty 1630.944196 = -339441.736619 nChanged 206 SP:Iteration 6Q (244.210776 sec): 3 clusters Score: Raw -341175.152896 + Penalty 1630.944196 = -339544.208700 nChanged 227 SP:Iteration 7Q (244.253615 sec): 3 clusters Score: Raw -341291.842954 + Penalty 1630.944196 = -339660.898758 nChanged 220 SP:Iteration 8Q (244.306727 sec): 3 clusters Score: Raw -341424.587095 + Penalty 1630.944196 = -339793.642898 nChanged 221 SP:Iteration 9Q (244.358320 sec): 3 clusters Score: Raw -341570.267008 + Penalty 1630.944196 = -339939.322812 nChanged 190 SP:Iteration 10Q (244.404236 sec): 3 clusters Score: Raw -341692.518423 + Penalty 1630.944196 = -340061.574227 nChanged 175 SP:Iteration 11Q (244.462029 sec): 3 clusters Score: Raw -341806.409074 + Penalty 1630.944196 = -340175.464878 nChanged 145 SP:Iteration 12Q (244.515932 sec): 3 clusters Score: Raw -341883.099888 + Penalty 1630.944196 = -340252.155692 nChanged 117 SP:Iteration 13Q (244.559294 sec): 3 clusters Score: Raw -341939.627792 + Penalty 1630.944196 = -340308.683595 nChanged 104 SP:Iteration 14Q (244.611618 sec): 3 clusters Score: Raw -341982.003221 + Penalty 1630.944196 = -340351.059025 nChanged 78 SP:Iteration 15Q (244.663043 sec): 3 clusters Score: Raw -342006.838228 + Penalty 1630.944196 = -340375.894032 nChanged 58 SP:Iteration 16Q (244.717508 sec): 3 clusters Score: Raw -342023.410326 + Penalty 1630.944196 = -340392.466130 nChanged 48 SP:Iteration 17Q (244.765442 sec): 3 clusters Score: Raw -342039.595475 + Penalty 1630.944196 = -340408.651278 nChanged 46 SP:Iteration 18Q (244.817415 sec): 3 clusters Score: Raw -342052.876479 + Penalty 1630.944196 = -340421.932283 nChanged 48 SP:Iteration 19Q (244.876997 sec): 3 clusters Score: Raw -342068.050772 + Penalty 1630.944196 = -340437.106576 nChanged 48 SP:Iteration 20F (244.929226 sec): 3 clusters Score: Raw -342082.198390 + Penalty 1630.944196 = -340451.254194 nChanged 44 SP:Iteration 21Q (244.990336 sec): 3 clusters Score: Raw -342096.097673 + Penalty 1630.944196 = -340465.153477 nChanged 46 SP:Iteration 22Q (245.045743 sec): 3 clusters Score: Raw -342114.804341 + Penalty 1630.944196 = -340483.860145 nChanged 44 SP:Iteration 23Q (245.090127 sec): 3 clusters Score: Raw -342129.367137 + Penalty 1630.944196 = -340498.422940 nChanged 36 SP:Iteration 24Q (245.145304 sec): 3 clusters Score: Raw -342139.271422 + Penalty 1630.944196 = -340508.327226 nChanged 33 SP:Iteration 25Q (245.201121 sec): 3 clusters Score: Raw -342148.587365 + Penalty 1630.944196 = -340517.643169 nChanged 23 SP:Iteration 26Q (245.253844 sec): 3 clusters Score: Raw -342153.176288 + Penalty 1630.944196 = -340522.232092 nChanged 19 SP:Iteration 27Q (245.308319 sec): 3 clusters Score: Raw -342157.255312 + Penalty 1630.944196 = -340526.311116 nChanged 16 SP:Iteration 28Q (245.363582 sec): 3 clusters Score: Raw -342160.754153 + Penalty 1630.944196 = -340529.809956 nChanged 8 SP:Iteration 29Q (245.417899 sec): 3 clusters Score: Raw -342163.628259 + Penalty 1630.944196 = -340532.684062 nChanged 13 SP:Iteration 30Q (245.469537 sec): 3 clusters Score: Raw -342166.853825 + Penalty 1630.944196 = -340535.909629 nChanged 11 SP:Iteration 31Q (245.527892 sec): 3 clusters Score: Raw -342169.107485 + Penalty 1630.944196 = -340538.163289 nChanged 20 SP:Iteration 32Q (245.578991 sec): 3 clusters Score: Raw -342174.028163 + Penalty 1630.944196 = -340543.083966 nChanged 16 SP:Iteration 33Q (245.635644 sec): 3 clusters Score: Raw -342177.557025 + Penalty 1630.944196 = -340546.612828 nChanged 16 SP:Iteration 34Q (245.696424 sec): 3 clusters Score: Raw -342180.005946 + Penalty 1630.944196 = -340549.061749 nChanged 10 SP:Iteration 35Q (245.750186 sec): 3 clusters Score: Raw -342181.715214 + Penalty 1630.944196 = -340550.771017 nChanged 8 SP:Iteration 36Q (245.810359 sec): 3 clusters Score: Raw -342183.189150 + Penalty 1630.944196 = -340552.244953 nChanged 10 SP:Iteration 37Q (245.852969 sec): 3 clusters Score: Raw -342185.786360 + Penalty 1630.944196 = -340554.842164 nChanged 20 SP:Iteration 38Q (245.915863 sec): 3 clusters Score: Raw -342191.010548 + Penalty 1630.944196 = -340560.066351 nChanged 20 SP:Iteration 39Q (245.967056 sec): 3 clusters Score: Raw -342198.186824 + Penalty 1630.944196 = -340567.242627 nChanged 21 SP:Iteration 40F (246.017546 sec): 3 clusters Score: Raw -342204.792058 + Penalty 1630.944196 = -340573.847861 nChanged 25 SP:Iteration 41Q (246.068820 sec): 3 clusters Score: Raw -342212.120422 + Penalty 1630.944196 = -340581.176226 nChanged 29 SP:Iteration 42Q (246.116981 sec): 3 clusters Score: Raw -342219.936134 + Penalty 1630.944196 = -340588.991938 nChanged 22 SP:Iteration 43Q (246.163250 sec): 3 clusters Score: Raw -342228.129054 + Penalty 1630.944196 = -340597.184858 nChanged 26 SP:Iteration 44Q (246.219953 sec): 3 clusters Score: Raw -342237.067169 + Penalty 1630.944196 = -340606.122973 nChanged 22 SP:Iteration 45Q (246.267815 sec): 3 clusters Score: Raw -342243.739987 + Penalty 1630.944196 = -340612.795790 nChanged 28 SP:Iteration 46Q (246.331545 sec): 3 clusters Score: Raw -342258.992088 + Penalty 1630.944196 = -340628.047892 nChanged 25 SP:Iteration 47Q (246.386223 sec): 3 clusters Score: Raw -342271.128744 + Penalty 1630.944196 = -340640.184547 nChanged 26 SP:Iteration 48Q (246.433178 sec): 3 clusters Score: Raw -342281.512302 + Penalty 1630.944196 = -340650.568105 nChanged 18 SP:Iteration 49Q (246.486932 sec): 3 clusters Score: Raw -342288.468407 + Penalty 1630.944196 = -340657.524210 nChanged 18 SP:Iteration 50Q (246.539624 sec): 3 clusters Score: Raw -342293.432172 + Penalty 1630.944196 = -340662.487976 nChanged 20 SP:Iteration 51Q (246.592883 sec): 3 clusters Score: Raw -342301.978057 + Penalty 1630.944196 = -340671.033860 nChanged 27 SP:Iteration 52Q (246.652841 sec): 3 clusters Score: Raw -342313.217301 + Penalty 1630.944196 = -340682.273105 nChanged 22 SP:Iteration 53Q (246.708852 sec): 3 clusters Score: Raw -342325.136268 + Penalty 1630.944196 = -340694.192072 nChanged 27 SP:Iteration 54Q (246.762847 sec): 3 clusters Score: Raw -342340.577168 + Penalty 1630.944196 = -340709.632971 nChanged 25 SP:Iteration 55Q (246.814813 sec): 3 clusters Score: Raw -342355.230689 + Penalty 1630.944196 = -340724.286493 nChanged 31 SP:Iteration 56Q (246.857824 sec): 3 clusters Score: Raw -342371.113205 + Penalty 1630.944196 = -340740.169008 nChanged 28 SP:Iteration 57Q (246.902279 sec): 3 clusters Score: Raw -342386.301044 + Penalty 1630.944196 = -340755.356847 nChanged 25 SP:Iteration 58Q (246.963899 sec): 3 clusters Score: Raw -342402.968479 + Penalty 1630.944196 = -340772.024282 nChanged 23 SP:Iteration 59Q (247.021850 sec): 3 clusters Score: Raw -342422.839143 + Penalty 1630.944196 = -340791.894947 nChanged 25 SP:Iteration 60F (247.070431 sec): 3 clusters Score: Raw -342443.557565 + Penalty 1630.944196 = -340812.613368 nChanged 24 SP:Iteration 61Q (247.130668 sec): 3 clusters Score: Raw -342460.595029 + Penalty 1630.944196 = -340829.650833 nChanged 19 SP:Iteration 62Q (247.177833 sec): 3 clusters Score: Raw -342475.802323 + Penalty 1630.944196 = -340844.858126 nChanged 18 SP:Iteration 63Q (247.230543 sec): 3 clusters Score: Raw -342489.839085 + Penalty 1630.944196 = -340858.894888 nChanged 14 SP:Iteration 64Q (247.286670 sec): 3 clusters Score: Raw -342499.507768 + Penalty 1630.944196 = -340868.563572 nChanged 7 SP:Iteration 65Q (247.329204 sec): 3 clusters Score: Raw -342506.931514 + Penalty 1630.944196 = -340875.987317 nChanged 4 SP:Iteration 66Q (247.393457 sec): 3 clusters Score: Raw -342509.446393 + Penalty 1630.944196 = -340878.502197 nChanged 3 SP:Iteration 67Q (247.448430 sec): 3 clusters Score: Raw -342510.531739 + Penalty 1630.944196 = -340879.587542 nChanged 1 SP:Iteration 68Q (247.490717 sec): 3 clusters Score: Raw -342511.143082 + Penalty 1630.944196 = -340880.198885 nChanged 1 SP:Iteration 69Q (247.545695 sec): 3 clusters Score: Raw -342511.497964 + Penalty 1630.944196 = -340880.553767 nChanged 2 SP:Iteration 70Q (247.603994 sec): 3 clusters Score: Raw -342511.954642 + Penalty 1630.944196 = -340881.010445 nChanged 0 SP:Iteration 71F (247.664331 sec): 3 clusters Score: Raw -342511.954642 + Penalty 1630.944196 = -340881.010445 nChanged 0 Trying to split cluster 8 (758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (247.689042 sec): 2 clusters Score: Raw -52071.287722 + Penalty 629.914922 = -51441.372800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (247.740678 sec): 3 clusters Score: Raw -51793.640564 + Penalty 1259.829843 = -50533.810721 nChanged 252 SP:Iteration 1F (247.788602 sec): 3 clusters Score: Raw -51966.799221 + Penalty 1259.829843 = -50706.969378 nChanged 45 SP:Iteration 2F (247.838439 sec): 3 clusters Score: Raw -52002.106226 + Penalty 1259.829843 = -50742.276382 nChanged 35 SP:Iteration 3Q (247.892406 sec): 3 clusters Score: Raw -52029.251928 + Penalty 1259.829843 = -50769.422085 nChanged 14 SP:Iteration 4Q (247.941508 sec): 3 clusters Score: Raw -52042.915001 + Penalty 1259.829843 = -50783.085158 nChanged 13 SP:Iteration 5Q (247.989805 sec): 3 clusters Score: Raw -52052.215155 + Penalty 1259.829843 = -50792.385312 nChanged 11 SP:Iteration 6Q (248.030314 sec): 3 clusters Score: Raw -52057.606627 + Penalty 1259.829843 = -50797.776784 nChanged 4 SP:Iteration 7Q (248.073139 sec): 3 clusters Score: Raw -52060.041153 + Penalty 1259.829843 = -50800.211310 nChanged 4 SP:Iteration 8Q (248.131782 sec): 3 clusters Score: Raw -52064.511846 + Penalty 1259.829843 = -50804.682002 nChanged 7 SP:Iteration 9Q (248.179963 sec): 3 clusters Score: Raw -52071.169989 + Penalty 1259.829843 = -50811.340145 nChanged 7 SP:Iteration 10Q (248.216742 sec): 3 clusters Score: Raw -52076.786992 + Penalty 1259.829843 = -50816.957149 nChanged 4 SP:Iteration 11Q (248.257686 sec): 3 clusters Score: Raw -52079.910462 + Penalty 1259.829843 = -50820.080618 nChanged 2 SP:Iteration 12Q (248.301477 sec): 3 clusters Score: Raw -52080.764562 + Penalty 1259.829843 = -50820.934719 nChanged 2 SP:Iteration 13Q (248.352859 sec): 3 clusters Score: Raw -52082.455361 + Penalty 1259.829843 = -50822.625518 nChanged 3 SP:Iteration 14Q (248.398518 sec): 3 clusters Score: Raw -52083.778727 + Penalty 1259.829843 = -50823.948884 nChanged 2 SP:Iteration 15Q (248.450367 sec): 3 clusters Score: Raw -52084.634529 + Penalty 1259.829843 = -50824.804686 nChanged 3 SP:Iteration 16Q (248.500669 sec): 3 clusters Score: Raw -52085.353175 + Penalty 1259.829843 = -50825.523331 nChanged 1 SP:Iteration 17Q (248.533474 sec): 3 clusters Score: Raw -52085.575867 + Penalty 1259.829843 = -50825.746024 nChanged 1 SP:Iteration 18Q (248.592368 sec): 3 clusters Score: Raw -52085.665223 + Penalty 1259.829843 = -50825.835380 nChanged 1 SP:Iteration 19Q (248.631816 sec): 3 clusters Score: Raw -52085.961924 + Penalty 1259.829843 = -50826.132081 nChanged 1 SP:Iteration 20F (248.687837 sec): 3 clusters Score: Raw -52087.396828 + Penalty 1259.829843 = -50827.566985 nChanged 1 SP:Iteration 21Q (248.737663 sec): 3 clusters Score: Raw -52087.695468 + Penalty 1259.829843 = -50827.865624 nChanged 1 SP:Iteration 22Q (248.789816 sec): 3 clusters Score: Raw -52088.376002 + Penalty 1259.829843 = -50828.546159 nChanged 1 SP:Iteration 23Q (248.825496 sec): 3 clusters Score: Raw -52089.142778 + Penalty 1259.829843 = -50829.312935 nChanged 0 SP:Iteration 24F (248.883896 sec): 3 clusters Score: Raw -52089.142778 + Penalty 1259.829843 = -50829.312935 nChanged 0 Trying to split cluster 9 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (248.907406 sec): 2 clusters Score: Raw -8302.907550 + Penalty 490.654668 = -7812.252882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (248.950166 sec): 3 clusters Score: Raw -8386.896488 + Penalty 981.309335 = -7405.587153 nChanged 43 SP:Iteration 1F (248.996343 sec): 3 clusters Score: Raw -8530.369097 + Penalty 981.309335 = -7549.059762 nChanged 11 SP:Iteration 2F (249.041354 sec): 3 clusters Score: Raw -8553.063437 + Penalty 981.309335 = -7571.754102 nChanged 5 SP:Iteration 3Q (249.089433 sec): 3 clusters Score: Raw -8572.269312 + Penalty 981.309335 = -7590.959977 nChanged 3 SP:Iteration 4Q (249.139444 sec): 3 clusters Score: Raw -8605.457247 + Penalty 981.309335 = -7624.147912 nChanged 2 SP:Iteration 5Q (249.185559 sec): 3 clusters Score: Raw -8608.666287 + Penalty 981.309335 = -7627.356952 nChanged 0 SP:Iteration 6F (249.237829 sec): 3 clusters Score: Raw -8608.666287 + Penalty 981.309335 = -7627.356952 nChanged 0 Trying to split cluster 10 (988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (249.261814 sec): 2 clusters Score: Raw -57865.963651 + Penalty 655.089856 = -57210.873795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (249.308203 sec): 3 clusters Score: Raw -57447.151602 + Penalty 1310.179713 = -56136.971889 nChanged 330 SP:Iteration 1F (249.356608 sec): 3 clusters Score: Raw -57679.435182 + Penalty 1310.179713 = -56369.255470 nChanged 86 SP:Iteration 2F (249.401689 sec): 3 clusters Score: Raw -57761.766876 + Penalty 1310.179713 = -56451.587163 nChanged 53 SP:Iteration 3F (249.450635 sec): 3 clusters Score: Raw -57800.311147 + Penalty 1310.179713 = -56490.131434 nChanged 30 SP:Iteration 4Q (249.497600 sec): 3 clusters Score: Raw -57832.620247 + Penalty 1310.179713 = -56522.440534 nChanged 27 SP:Iteration 5Q (249.544247 sec): 3 clusters Score: Raw -57858.958435 + Penalty 1310.179713 = -56548.778722 nChanged 27 SP:Iteration 6Q (249.591329 sec): 3 clusters Score: Raw -57885.119724 + Penalty 1310.179713 = -56574.940012 nChanged 17 SP:Iteration 7Q (249.631659 sec): 3 clusters Score: Raw -57901.657789 + Penalty 1310.179713 = -56591.478076 nChanged 17 SP:Iteration 8Q (249.667382 sec): 3 clusters Score: Raw -57920.228545 + Penalty 1310.179713 = -56610.048833 nChanged 19 SP:Iteration 9Q (249.711317 sec): 3 clusters Score: Raw -57939.821382 + Penalty 1310.179713 = -56629.641669 nChanged 16 SP:Iteration 10Q (249.756900 sec): 3 clusters Score: Raw -57959.735163 + Penalty 1310.179713 = -56649.555451 nChanged 16 SP:Iteration 11Q (249.807286 sec): 3 clusters Score: Raw -57983.892931 + Penalty 1310.179713 = -56673.713218 nChanged 18 SP:Iteration 12Q (249.840741 sec): 3 clusters Score: Raw -58010.492458 + Penalty 1310.179713 = -56700.312746 nChanged 17 SP:Iteration 13Q (249.883175 sec): 3 clusters Score: Raw -58025.619929 + Penalty 1310.179713 = -56715.440216 nChanged 15 SP:Iteration 14Q (249.927309 sec): 3 clusters Score: Raw -58038.993036 + Penalty 1310.179713 = -56728.813323 nChanged 10 SP:Iteration 15Q (249.982017 sec): 3 clusters Score: Raw -58046.889057 + Penalty 1310.179713 = -56736.709344 nChanged 14 SP:Iteration 16Q (250.016237 sec): 3 clusters Score: Raw -58065.056634 + Penalty 1310.179713 = -56754.876922 nChanged 18 SP:Iteration 17Q (250.061239 sec): 3 clusters Score: Raw -58080.531345 + Penalty 1310.179713 = -56770.351633 nChanged 15 SP:Iteration 18Q (250.107599 sec): 3 clusters Score: Raw -58093.022771 + Penalty 1310.179713 = -56782.843058 nChanged 7 SP:Iteration 19Q (250.146109 sec): 3 clusters Score: Raw -58096.562233 + Penalty 1310.179713 = -56786.382521 nChanged 2 SP:Iteration 20F (250.190073 sec): 3 clusters Score: Raw -58097.516091 + Penalty 1310.179713 = -56787.336378 nChanged 1 SP:Iteration 21Q (250.239341 sec): 3 clusters Score: Raw -58098.402321 + Penalty 1310.179713 = -56788.222608 nChanged 2 SP:Iteration 22Q (250.285826 sec): 3 clusters Score: Raw -58100.464161 + Penalty 1310.179713 = -56790.284448 nChanged 1 SP:Iteration 23Q (250.330473 sec): 3 clusters Score: Raw -58100.845989 + Penalty 1310.179713 = -56790.666277 nChanged 1 SP:Iteration 24Q (250.382630 sec): 3 clusters Score: Raw -58101.352533 + Penalty 1310.179713 = -56791.172820 nChanged 3 SP:Iteration 25Q (250.426684 sec): 3 clusters Score: Raw -58104.045998 + Penalty 1310.179713 = -56793.866286 nChanged 1 SP:Iteration 26Q (250.474930 sec): 3 clusters Score: Raw -58105.508281 + Penalty 1310.179713 = -56795.328568 nChanged 3 SP:Iteration 27Q (250.513736 sec): 3 clusters Score: Raw -58108.487996 + Penalty 1310.179713 = -56798.308284 nChanged 4 SP:Iteration 28Q (250.571713 sec): 3 clusters Score: Raw -58114.536093 + Penalty 1310.179713 = -56804.356380 nChanged 8 SP:Iteration 29Q (250.620528 sec): 3 clusters Score: Raw -58126.205007 + Penalty 1310.179713 = -56816.025294 nChanged 4 SP:Iteration 30Q (250.662004 sec): 3 clusters Score: Raw -58129.573603 + Penalty 1310.179713 = -56819.393891 nChanged 3 SP:Iteration 31Q (250.721384 sec): 3 clusters Score: Raw -58131.787884 + Penalty 1310.179713 = -56821.608171 nChanged 3 SP:Iteration 32Q (250.771350 sec): 3 clusters Score: Raw -58133.736772 + Penalty 1310.179713 = -56823.557059 nChanged 3 SP:Iteration 33Q (250.822996 sec): 3 clusters Score: Raw -58136.215389 + Penalty 1310.179713 = -56826.035677 nChanged 1 SP:Iteration 34Q (250.866538 sec): 3 clusters Score: Raw -58136.393944 + Penalty 1310.179713 = -56826.214231 nChanged 1 SP:Iteration 35Q (250.923965 sec): 3 clusters Score: Raw -58136.928432 + Penalty 1310.179713 = -56826.748719 nChanged 2 SP:Iteration 36Q (250.963439 sec): 3 clusters Score: Raw -58138.138970 + Penalty 1310.179713 = -56827.959257 nChanged 1 SP:Iteration 37Q (251.015742 sec): 3 clusters Score: Raw -58139.148237 + Penalty 1310.179713 = -56828.968525 nChanged 0 SP:Iteration 38F (251.069413 sec): 3 clusters Score: Raw -58139.148237 + Penalty 1310.179713 = -56828.968525 nChanged 0 Trying to split cluster 11 (8207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.103627 sec): 2 clusters Score: Raw -540134.329363 + Penalty 856.210559 = -539278.118804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.161532 sec): 3 clusters Score: Raw -535380.675929 + Penalty 1712.421118 = -533668.254811 nChanged 3659 SP:Iteration 1F (251.220308 sec): 3 clusters Score: Raw -537287.300480 + Penalty 1712.421118 = -535574.879362 nChanged 457 SP:Iteration 2F (251.279563 sec): 3 clusters Score: Raw -537481.707182 + Penalty 1712.421118 = -535769.286064 nChanged 429 SP:Iteration 3F (251.325406 sec): 3 clusters Score: Raw -537692.811492 + Penalty 1712.421118 = -535980.390374 nChanged 414 SP:Iteration 4F (251.388406 sec): 3 clusters Score: Raw -537925.790536 + Penalty 1712.421118 = -536213.369418 nChanged 444 SP:Iteration 5F (251.446203 sec): 3 clusters Score: Raw -538220.754015 + Penalty 1712.421118 = -536508.332897 nChanged 469 SP:Iteration 6F (251.492487 sec): 3 clusters Score: Raw -538545.176851 + Penalty 1712.421118 = -536832.755733 nChanged 441 SP:Iteration 7F (251.544384 sec): 3 clusters Score: Raw -538849.561909 + Penalty 1712.421118 = -537137.140791 nChanged 398 SP:Iteration 8Q (251.602515 sec): 3 clusters Score: Raw -539133.831897 + Penalty 1712.421118 = -537421.410779 nChanged 345 SP:Iteration 9Q (251.651440 sec): 3 clusters Score: Raw -539359.301570 + Penalty 1712.421118 = -537646.880452 nChanged 281 SP:Iteration 10Q (251.714601 sec): 3 clusters Score: Raw -539556.406260 + Penalty 1712.421118 = -537843.985141 nChanged 225 SP:Iteration 11Q (251.762613 sec): 3 clusters Score: Raw -539697.732825 + Penalty 1712.421118 = -537985.311707 nChanged 192 SP:Iteration 12Q (251.830062 sec): 3 clusters Score: Raw -539814.901740 + Penalty 1712.421118 = -538102.480622 nChanged 148 SP:Iteration 13Q (251.880580 sec): 3 clusters Score: Raw -539900.025279 + Penalty 1712.421118 = -538187.604161 nChanged 131 SP:Iteration 14Q (251.942083 sec): 3 clusters Score: Raw -539976.844586 + Penalty 1712.421118 = -538264.423468 nChanged 108 SP:Iteration 15Q (251.997988 sec): 3 clusters Score: Raw -540036.418175 + Penalty 1712.421118 = -538323.997057 nChanged 82 SP:Iteration 16Q (252.056642 sec): 3 clusters Score: Raw -540085.129140 + Penalty 1712.421118 = -538372.708022 nChanged 88 SP:Iteration 17Q (252.115243 sec): 3 clusters Score: Raw -540139.898131 + Penalty 1712.421118 = -538427.477013 nChanged 76 SP:Iteration 18Q (252.161699 sec): 3 clusters Score: Raw -540188.101567 + Penalty 1712.421118 = -538475.680449 nChanged 71 SP:Iteration 19Q (252.216628 sec): 3 clusters Score: Raw -540236.875117 + Penalty 1712.421118 = -538524.453998 nChanged 54 SP:Iteration 20F (252.279003 sec): 3 clusters Score: Raw -540267.708355 + Penalty 1712.421118 = -538555.287236 nChanged 52 SP:Iteration 21Q (252.344809 sec): 3 clusters Score: Raw -540290.426793 + Penalty 1712.421118 = -538578.005674 nChanged 38 SP:Iteration 22Q (252.397615 sec): 3 clusters Score: Raw -540305.269491 + Penalty 1712.421118 = -538592.848373 nChanged 32 SP:Iteration 23Q (252.457489 sec): 3 clusters Score: Raw -540318.849470 + Penalty 1712.421118 = -538606.428352 nChanged 25 SP:Iteration 24Q (252.514872 sec): 3 clusters Score: Raw -540330.010952 + Penalty 1712.421118 = -538617.589834 nChanged 23 SP:Iteration 25Q (252.574429 sec): 3 clusters Score: Raw -540339.239386 + Penalty 1712.421118 = -538626.818268 nChanged 18 SP:Iteration 26Q (252.621353 sec): 3 clusters Score: Raw -540345.777492 + Penalty 1712.421118 = -538633.356374 nChanged 16 SP:Iteration 27Q (252.689648 sec): 3 clusters Score: Raw -540351.280289 + Penalty 1712.421118 = -538638.859171 nChanged 13 SP:Iteration 28Q (252.736628 sec): 3 clusters Score: Raw -540354.760930 + Penalty 1712.421118 = -538642.339812 nChanged 15 SP:Iteration 29Q (252.792960 sec): 3 clusters Score: Raw -540359.346495 + Penalty 1712.421118 = -538646.925377 nChanged 11 SP:Iteration 30Q (252.849692 sec): 3 clusters Score: Raw -540362.794348 + Penalty 1712.421118 = -538650.373229 nChanged 9 SP:Iteration 31Q (252.912938 sec): 3 clusters Score: Raw -540365.476022 + Penalty 1712.421118 = -538653.054903 nChanged 8 SP:Iteration 32Q (252.968316 sec): 3 clusters Score: Raw -540367.296701 + Penalty 1712.421118 = -538654.875583 nChanged 7 SP:Iteration 33Q (253.033112 sec): 3 clusters Score: Raw -540369.343669 + Penalty 1712.421118 = -538656.922551 nChanged 12 SP:Iteration 34Q (253.081308 sec): 3 clusters Score: Raw -540372.547285 + Penalty 1712.421118 = -538660.126167 nChanged 6 SP:Iteration 35Q (253.135629 sec): 3 clusters Score: Raw -540374.189354 + Penalty 1712.421118 = -538661.768236 nChanged 6 SP:Iteration 36Q (253.197530 sec): 3 clusters Score: Raw -540375.149682 + Penalty 1712.421118 = -538662.728563 nChanged 2 SP:Iteration 37Q (253.246110 sec): 3 clusters Score: Raw -540375.320786 + Penalty 1712.421118 = -538662.899668 nChanged 0 SP:Iteration 38F (253.312170 sec): 3 clusters Score: Raw -540375.320786 + Penalty 1712.421118 = -538662.899668 nChanged 0 Trying to split cluster 13 (5083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.329423 sec): 2 clusters Score: Raw -315912.354278 + Penalty 810.697407 = -315101.656871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.381205 sec): 3 clusters Score: Raw -313085.708921 + Penalty 1621.394814 = -311464.314106 nChanged 2176 SP:Iteration 1F (253.447092 sec): 3 clusters Score: Raw -314271.787073 + Penalty 1621.394814 = -312650.392259 nChanged 345 SP:Iteration 2F (253.484873 sec): 3 clusters Score: Raw -314428.757246 + Penalty 1621.394814 = -312807.362431 nChanged 280 SP:Iteration 3F (253.541942 sec): 3 clusters Score: Raw -314566.027625 + Penalty 1621.394814 = -312944.632810 nChanged 241 SP:Iteration 4Q (253.583492 sec): 3 clusters Score: Raw -314696.265832 + Penalty 1621.394814 = -313074.871018 nChanged 238 SP:Iteration 5Q (253.645632 sec): 3 clusters Score: Raw -314830.958055 + Penalty 1621.394814 = -313209.563240 nChanged 244 SP:Iteration 6Q (253.691040 sec): 3 clusters Score: Raw -314992.316984 + Penalty 1621.394814 = -313370.922170 nChanged 259 SP:Iteration 7F (253.751378 sec): 3 clusters Score: Raw -315184.559677 + Penalty 1621.394814 = -313563.164863 nChanged 232 SP:Iteration 8Q (253.811669 sec): 3 clusters Score: Raw -315360.699250 + Penalty 1621.394814 = -313739.304436 nChanged 193 SP:Iteration 9Q (253.865232 sec): 3 clusters Score: Raw -315528.045628 + Penalty 1621.394814 = -313906.650813 nChanged 154 SP:Iteration 10Q (253.922992 sec): 3 clusters Score: Raw -315665.133508 + Penalty 1621.394814 = -314043.738694 nChanged 118 SP:Iteration 11Q (253.974391 sec): 3 clusters Score: Raw -315773.335367 + Penalty 1621.394814 = -314151.940553 nChanged 74 SP:Iteration 12Q (254.025424 sec): 3 clusters Score: Raw -315835.769701 + Penalty 1621.394814 = -314214.374886 nChanged 50 SP:Iteration 13Q (254.066993 sec): 3 clusters Score: Raw -315888.813689 + Penalty 1621.394814 = -314267.418874 nChanged 41 SP:Iteration 14Q (254.126913 sec): 3 clusters Score: Raw -315929.032641 + Penalty 1621.394814 = -314307.637827 nChanged 28 SP:Iteration 15Q (254.172604 sec): 3 clusters Score: Raw -315959.959359 + Penalty 1621.394814 = -314338.564545 nChanged 22 SP:Iteration 16Q (254.237113 sec): 3 clusters Score: Raw -315991.136875 + Penalty 1621.394814 = -314369.742061 nChanged 17 SP:Iteration 17Q (254.281787 sec): 3 clusters Score: Raw -316007.251971 + Penalty 1621.394814 = -314385.857157 nChanged 13 SP:Iteration 18Q (254.343174 sec): 3 clusters Score: Raw -316016.125760 + Penalty 1621.394814 = -314394.730946 nChanged 7 SP:Iteration 19Q (254.389785 sec): 3 clusters Score: Raw -316021.883694 + Penalty 1621.394814 = -314400.488880 nChanged 9 SP:Iteration 20F (254.434146 sec): 3 clusters Score: Raw -316030.287498 + Penalty 1621.394814 = -314408.892683 nChanged 9 SP:Iteration 21Q (254.482954 sec): 3 clusters Score: Raw -316039.411876 + Penalty 1621.394814 = -314418.017062 nChanged 7 SP:Iteration 22Q (254.545566 sec): 3 clusters Score: Raw -316046.621495 + Penalty 1621.394814 = -314425.226681 nChanged 4 SP:Iteration 23Q (254.588420 sec): 3 clusters Score: Raw -316050.622533 + Penalty 1621.394814 = -314429.227719 nChanged 4 SP:Iteration 24Q (254.640003 sec): 3 clusters Score: Raw -316052.607040 + Penalty 1621.394814 = -314431.212225 nChanged 1 SP:Iteration 25Q (254.704043 sec): 3 clusters Score: Raw -316053.072700 + Penalty 1621.394814 = -314431.677885 nChanged 0 SP:Iteration 26F (254.761427 sec): 3 clusters Score: Raw -316053.072700 + Penalty 1621.394814 = -314431.677885 nChanged 0 Trying to split cluster 17 (3091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (254.780022 sec): 2 clusters Score: Raw -190189.473226 + Penalty 763.443745 = -189426.029482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (254.835067 sec): 3 clusters Score: Raw -188574.550172 + Penalty 1526.887489 = -187047.662683 nChanged 1306 SP:Iteration 1F (254.886996 sec): 3 clusters Score: Raw -189331.764932 + Penalty 1526.887489 = -187804.877443 nChanged 223 SP:Iteration 2F (254.942120 sec): 3 clusters Score: Raw -189468.198966 + Penalty 1526.887489 = -187941.311477 nChanged 190 SP:Iteration 3F (254.985235 sec): 3 clusters Score: Raw -189593.810678 + Penalty 1526.887489 = -188066.923189 nChanged 151 SP:Iteration 4Q (255.044210 sec): 3 clusters Score: Raw -189704.512045 + Penalty 1526.887489 = -188177.624556 nChanged 147 SP:Iteration 5Q (255.094745 sec): 3 clusters Score: Raw -189822.395448 + Penalty 1526.887489 = -188295.507959 nChanged 149 SP:Iteration 6Q (255.141822 sec): 3 clusters Score: Raw -189980.642439 + Penalty 1526.887489 = -188453.754950 nChanged 170 SP:Iteration 7F (255.190216 sec): 3 clusters Score: Raw -190256.475704 + Penalty 1526.887489 = -188729.588215 nChanged 178 SP:Iteration 8F (255.235857 sec): 3 clusters Score: Raw -190524.315065 + Penalty 1526.887489 = -188997.427576 nChanged 153 SP:Iteration 9Q (255.283223 sec): 3 clusters Score: Raw -190674.169640 + Penalty 1526.887489 = -189147.282151 nChanged 130 SP:Iteration 10Q (255.335920 sec): 3 clusters Score: Raw -190755.975482 + Penalty 1526.887489 = -189229.087993 nChanged 75 SP:Iteration 11Q (255.389269 sec): 3 clusters Score: Raw -190790.615124 + Penalty 1526.887489 = -189263.727635 nChanged 42 SP:Iteration 12Q (255.441457 sec): 3 clusters Score: Raw -190808.683782 + Penalty 1526.887489 = -189281.796293 nChanged 40 SP:Iteration 13Q (255.494375 sec): 3 clusters Score: Raw -190825.580731 + Penalty 1526.887489 = -189298.693242 nChanged 32 SP:Iteration 14Q (255.548385 sec): 3 clusters Score: Raw -190839.271194 + Penalty 1526.887489 = -189312.383705 nChanged 28 SP:Iteration 15Q (255.591667 sec): 3 clusters Score: Raw -190849.318925 + Penalty 1526.887489 = -189322.431436 nChanged 24 SP:Iteration 16Q (255.646597 sec): 3 clusters Score: Raw -190856.923094 + Penalty 1526.887489 = -189330.035605 nChanged 20 SP:Iteration 17Q (255.701310 sec): 3 clusters Score: Raw -190862.526452 + Penalty 1526.887489 = -189335.638963 nChanged 15 SP:Iteration 18Q (255.754602 sec): 3 clusters Score: Raw -190865.256716 + Penalty 1526.887489 = -189338.369227 nChanged 7 SP:Iteration 19Q (255.803456 sec): 3 clusters Score: Raw -190866.878029 + Penalty 1526.887489 = -189339.990540 nChanged 5 SP:Iteration 20F (255.859330 sec): 3 clusters Score: Raw -190867.786381 + Penalty 1526.887489 = -189340.898892 nChanged 5 SP:Iteration 21Q (255.887406 sec): 3 clusters Score: Raw -190869.040810 + Penalty 1526.887489 = -189342.153321 nChanged 4 SP:Iteration 22Q (255.946424 sec): 3 clusters Score: Raw -190869.875148 + Penalty 1526.887489 = -189342.987659 nChanged 2 SP:Iteration 23Q (255.997962 sec): 3 clusters Score: Raw -190870.170836 + Penalty 1526.887489 = -189343.283347 nChanged 0 SP:Iteration 24F (256.040247 sec): 3 clusters Score: Raw -190870.170836 + Penalty 1526.887489 = -189343.283347 nChanged 0 Trying to split cluster 18 (1010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.074375 sec): 2 clusters Score: Raw -62576.765070 + Penalty 657.182033 = -61919.583037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.124665 sec): 3 clusters Score: Raw -62174.529706 + Penalty 1314.364066 = -60860.165640 nChanged 345 SP:Iteration 1F (256.165160 sec): 3 clusters Score: Raw -62391.609598 + Penalty 1314.364066 = -61077.245533 nChanged 68 SP:Iteration 2F (256.202135 sec): 3 clusters Score: Raw -62437.000492 + Penalty 1314.364066 = -61122.636426 nChanged 43 SP:Iteration 3Q (256.250757 sec): 3 clusters Score: Raw -62463.362653 + Penalty 1314.364066 = -61148.998588 nChanged 28 SP:Iteration 4Q (256.292603 sec): 3 clusters Score: Raw -62479.000094 + Penalty 1314.364066 = -61164.636028 nChanged 20 SP:Iteration 5Q (256.338109 sec): 3 clusters Score: Raw -62489.556358 + Penalty 1314.364066 = -61175.192292 nChanged 7 SP:Iteration 6Q (256.378487 sec): 3 clusters Score: Raw -62493.312185 + Penalty 1314.364066 = -61178.948119 nChanged 7 SP:Iteration 7Q (256.422219 sec): 3 clusters Score: Raw -62496.656373 + Penalty 1314.364066 = -61182.292307 nChanged 8 SP:Iteration 8Q (256.466102 sec): 3 clusters Score: Raw -62500.207178 + Penalty 1314.364066 = -61185.843113 nChanged 7 SP:Iteration 9Q (256.513755 sec): 3 clusters Score: Raw -62504.219847 + Penalty 1314.364066 = -61189.855782 nChanged 6 SP:Iteration 10Q (256.549480 sec): 3 clusters Score: Raw -62508.650073 + Penalty 1314.364066 = -61194.286007 nChanged 8 SP:Iteration 11Q (256.593473 sec): 3 clusters Score: Raw -62512.341037 + Penalty 1314.364066 = -61197.976971 nChanged 7 SP:Iteration 12Q (256.650207 sec): 3 clusters Score: Raw -62516.410773 + Penalty 1314.364066 = -61202.046707 nChanged 5 SP:Iteration 13Q (256.683758 sec): 3 clusters Score: Raw -62519.312930 + Penalty 1314.364066 = -61204.948864 nChanged 4 SP:Iteration 14Q (256.726309 sec): 3 clusters Score: Raw -62520.823726 + Penalty 1314.364066 = -61206.459660 nChanged 4 SP:Iteration 15Q (256.775628 sec): 3 clusters Score: Raw -62521.729928 + Penalty 1314.364066 = -61207.365862 nChanged 1 SP:Iteration 16Q (256.812659 sec): 3 clusters Score: Raw -62522.010270 + Penalty 1314.364066 = -61207.646204 nChanged 0 SP:Iteration 17F (256.857293 sec): 3 clusters Score: Raw -62522.010270 + Penalty 1314.364066 = -61207.646204 nChanged 0 Time taken for this iteration:256.409999 seconds. 20->13 Clusters: Score -4096216.586736, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 65935 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 13 (711 points): Lose 81.521583 but Gain 1054.160345 Iteration 0F (257.938366 sec): 20 clusters Score: Raw -3825854.665368 + Penalty 20029.046560 = -3805825.618807 nChanged 61966 Deleting Class 7 (247 points): Lose 308.778732 but Gain 1054.160345 Iteration 1F (258.897621 sec): 19 clusters Score: Raw -3990500.976381 + Penalty 18974.886215 = -3971526.090166 nChanged 15804 Deleting Class 16 (352 points): Lose 369.939405 but Gain 1054.160345 Iteration 2F (259.813410 sec): 18 clusters Score: Raw -4007711.554233 + Penalty 17920.725870 = -3989790.828363 nChanged 9400 Deleting Class 5 (188 points): Lose 491.807656 but Gain 1054.160345 Iteration 3F (260.705295 sec): 17 clusters Score: Raw -4016611.514848 + Penalty 16866.565525 = -3999744.949323 nChanged 6480 Deleting Class 11 (331 points): Lose 449.348442 but Gain 1054.160345 Iteration 4F (261.568443 sec): 16 clusters Score: Raw -4021124.783276 + Penalty 15812.405179 = -4005312.378097 nChanged 5378 Deleting Class 1 (315 points): Lose 450.540296 but Gain 1054.160345 Iteration 5F (262.362285 sec): 15 clusters Score: Raw -4024309.237125 + Penalty 14758.244834 = -4009550.992291 nChanged 4735 Deleting Class 15 (340 points): Lose 481.599945 but Gain 1054.160345 Iteration 6F (263.108871 sec): 14 clusters Score: Raw -4027021.455010 + Penalty 13704.084489 = -4013317.370521 nChanged 4485 Deleting Class 20 (400 points): Lose 685.239545 but Gain 1054.160345 Iteration 7F (263.796038 sec): 13 clusters Score: Raw -4029603.340942 + Penalty 12649.924143 = -4016953.416798 nChanged 4428 Deleting Class 4 (501 points): Lose 701.692624 but Gain 1054.160345 Iteration 8F (264.427956 sec): 12 clusters Score: Raw -4032910.190280 + Penalty 11595.763798 = -4021314.426482 nChanged 4380 Deleting Class 6 (410 points): Lose 976.213391 but Gain 1054.160345 Iteration 9F (265.037123 sec): 11 clusters Score: Raw -4035920.162750 + Penalty 10541.603453 = -4025378.559297 nChanged 4268 Iteration 10F (265.585691 sec): 11 clusters Score: Raw -4039052.649279 + Penalty 10541.603453 = -4028511.045826 nChanged 3360 Iteration 11F (266.131902 sec): 11 clusters Score: Raw -4041053.941322 + Penalty 10541.603453 = -4030512.337869 nChanged 2833 Iteration 12Q (266.581080 sec): 11 clusters Score: Raw -4042768.327224 + Penalty 10541.603453 = -4032226.723771 nChanged 2485 Iteration 13Q (267.013312 sec): 11 clusters Score: Raw -4044255.398957 + Penalty 10541.603453 = -4033713.795504 nChanged 2209 Iteration 14Q (267.451980 sec): 11 clusters Score: Raw -4045574.232200 + Penalty 10541.603453 = -4035032.628748 nChanged 1888 Deleting Class 12 (779 points): Lose 806.771562 but Gain 1054.160345 Iteration 15Q (267.877450 sec): 10 clusters Score: Raw -4045871.801316 + Penalty 9487.443108 = -4036384.358208 nChanged 2515 Iteration 16Q (268.277538 sec): 10 clusters Score: Raw -4047918.755651 + Penalty 9487.443108 = -4038431.312543 nChanged 1561 Iteration 17Q (268.638455 sec): 10 clusters Score: Raw -4048576.398857 + Penalty 9487.443108 = -4039088.955750 nChanged 1653 Iteration 18Q (269.033326 sec): 10 clusters Score: Raw -4049338.603270 + Penalty 9487.443108 = -4039851.160162 nChanged 1913 Iteration 19Q (269.396316 sec): 10 clusters Score: Raw -4050302.815258 + Penalty 9487.443108 = -4040815.372150 nChanged 2224 Writing temp clu file Because OldScore, -4039851.160162, is greater than current (better) Score,-4040815.372150 Compute initial score before splitting: Score: Raw -4050302.815258 + Penalty 9487.443108 = -4040815.372150 Trying to split cluster 2 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (269.440557 sec): 2 clusters Score: Raw -28573.057087 + Penalty 586.509680 = -27986.547407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (269.484667 sec): 3 clusters Score: Raw -28431.607716 + Penalty 1173.019360 = -27258.588356 nChanged 149 SP:Iteration 1F (269.521090 sec): 3 clusters Score: Raw -28584.838224 + Penalty 1173.019360 = -27411.818864 nChanged 32 SP:Iteration 2F (269.575507 sec): 3 clusters Score: Raw -28620.102519 + Penalty 1173.019360 = -27447.083159 nChanged 11 SP:Iteration 3Q (269.624636 sec): 3 clusters Score: Raw -28628.984782 + Penalty 1173.019360 = -27455.965422 nChanged 3 SP:Iteration 4Q (269.666248 sec): 3 clusters Score: Raw -28630.456353 + Penalty 1173.019360 = -27457.436994 nChanged 2 SP:Iteration 5Q (269.705729 sec): 3 clusters Score: Raw -28632.377137 + Penalty 1173.019360 = -27459.357777 nChanged 2 SP:Iteration 6Q (269.747153 sec): 3 clusters Score: Raw -28633.999252 + Penalty 1173.019360 = -27460.979892 nChanged 4 SP:Iteration 7Q (269.791543 sec): 3 clusters Score: Raw -28636.309609 + Penalty 1173.019360 = -27463.290250 nChanged 1 SP:Iteration 8Q (269.838811 sec): 3 clusters Score: Raw -28636.746169 + Penalty 1173.019360 = -27463.726809 nChanged 0 SP:Iteration 9F (269.884330 sec): 3 clusters Score: Raw -28636.746169 + Penalty 1173.019360 = -27463.726809 nChanged 0 Trying to split cluster 3 (3324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (269.909792 sec): 2 clusters Score: Raw -224328.084401 + Penalty 770.347795 = -223557.736606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (269.961644 sec): 3 clusters Score: Raw -222556.715040 + Penalty 1540.695590 = -221016.019450 nChanged 1364 SP:Iteration 1F (270.008765 sec): 3 clusters Score: Raw -223345.666574 + Penalty 1540.695590 = -221804.970985 nChanged 244 SP:Iteration 2F (270.056254 sec): 3 clusters Score: Raw -223484.894368 + Penalty 1540.695590 = -221944.198779 nChanged 176 SP:Iteration 3F (270.102586 sec): 3 clusters Score: Raw -223593.325902 + Penalty 1540.695590 = -222052.630313 nChanged 163 SP:Iteration 4Q (270.154086 sec): 3 clusters Score: Raw -223712.842514 + Penalty 1540.695590 = -222172.146925 nChanged 176 SP:Iteration 5F (270.195075 sec): 3 clusters Score: Raw -223849.105838 + Penalty 1540.695590 = -222308.410248 nChanged 156 SP:Iteration 6Q (270.248309 sec): 3 clusters Score: Raw -223962.605777 + Penalty 1540.695590 = -222421.910188 nChanged 134 SP:Iteration 7Q (270.304362 sec): 3 clusters Score: Raw -224066.105784 + Penalty 1540.695590 = -222525.410194 nChanged 121 SP:Iteration 8Q (270.347654 sec): 3 clusters Score: Raw -224161.704683 + Penalty 1540.695590 = -222621.009094 nChanged 86 SP:Iteration 9Q (270.404859 sec): 3 clusters Score: Raw -224239.286334 + Penalty 1540.695590 = -222698.590744 nChanged 65 SP:Iteration 10Q (270.448986 sec): 3 clusters Score: Raw -224306.701659 + Penalty 1540.695590 = -222766.006069 nChanged 46 SP:Iteration 11Q (270.513898 sec): 3 clusters Score: Raw -224351.967918 + Penalty 1540.695590 = -222811.272329 nChanged 31 SP:Iteration 12Q (270.553871 sec): 3 clusters Score: Raw -224391.192326 + Penalty 1540.695590 = -222850.496737 nChanged 21 SP:Iteration 13Q (270.601663 sec): 3 clusters Score: Raw -224416.975705 + Penalty 1540.695590 = -222876.280115 nChanged 11 SP:Iteration 14Q (270.653601 sec): 3 clusters Score: Raw -224430.136244 + Penalty 1540.695590 = -222889.440654 nChanged 13 SP:Iteration 15Q (270.704046 sec): 3 clusters Score: Raw -224448.520559 + Penalty 1540.695590 = -222907.824969 nChanged 4 SP:Iteration 16Q (270.756569 sec): 3 clusters Score: Raw -224453.998503 + Penalty 1540.695590 = -222913.302913 nChanged 4 SP:Iteration 17Q (270.808924 sec): 3 clusters Score: Raw -224456.110839 + Penalty 1540.695590 = -222915.415249 nChanged 4 SP:Iteration 18Q (270.855489 sec): 3 clusters Score: Raw -224464.241198 + Penalty 1540.695590 = -222923.545608 nChanged 5 SP:Iteration 19Q (270.910301 sec): 3 clusters Score: Raw -224468.329164 + Penalty 1540.695590 = -222927.633574 nChanged 3 SP:Iteration 20F (270.950260 sec): 3 clusters Score: Raw -224471.805667 + Penalty 1540.695590 = -222931.110077 nChanged 1 SP:Iteration 21Q (271.000331 sec): 3 clusters Score: Raw -224473.828385 + Penalty 1540.695590 = -222933.132795 nChanged 0 SP:Iteration 22F (271.053955 sec): 3 clusters Score: Raw -224473.828385 + Penalty 1540.695590 = -222933.132795 nChanged 0 Trying to split cluster 8 (5833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (271.084710 sec): 2 clusters Score: Raw -340686.908391 + Penalty 823.772239 = -339863.136152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (271.130693 sec): 3 clusters Score: Raw -337353.687645 + Penalty 1647.544478 = -335706.143167 nChanged 2544 SP:Iteration 1F (271.190486 sec): 3 clusters Score: Raw -338976.976112 + Penalty 1647.544478 = -337329.431634 nChanged 536 SP:Iteration 2F (271.253492 sec): 3 clusters Score: Raw -339389.886327 + Penalty 1647.544478 = -337742.341849 nChanged 492 SP:Iteration 3F (271.306459 sec): 3 clusters Score: Raw -339828.024299 + Penalty 1647.544478 = -338180.479821 nChanged 444 SP:Iteration 4F (271.346503 sec): 3 clusters Score: Raw -340200.605560 + Penalty 1647.544478 = -338553.061082 nChanged 370 SP:Iteration 5F (271.403681 sec): 3 clusters Score: Raw -340471.481834 + Penalty 1647.544478 = -338823.937356 nChanged 280 SP:Iteration 6Q (271.443521 sec): 3 clusters Score: Raw -340652.175858 + Penalty 1647.544478 = -339004.631379 nChanged 192 SP:Iteration 7Q (271.507060 sec): 3 clusters Score: Raw -340759.331739 + Penalty 1647.544478 = -339111.787261 nChanged 147 SP:Iteration 8Q (271.558275 sec): 3 clusters Score: Raw -340841.174277 + Penalty 1647.544478 = -339193.629799 nChanged 115 SP:Iteration 9Q (271.614454 sec): 3 clusters Score: Raw -340904.368965 + Penalty 1647.544478 = -339256.824487 nChanged 105 SP:Iteration 10Q (271.666923 sec): 3 clusters Score: Raw -340960.212423 + Penalty 1647.544478 = -339312.667944 nChanged 84 SP:Iteration 11Q (271.725990 sec): 3 clusters Score: Raw -341002.916580 + Penalty 1647.544478 = -339355.372102 nChanged 57 SP:Iteration 12Q (271.783364 sec): 3 clusters Score: Raw -341040.476807 + Penalty 1647.544478 = -339392.932329 nChanged 39 SP:Iteration 13Q (271.836715 sec): 3 clusters Score: Raw -341065.139259 + Penalty 1647.544478 = -339417.594781 nChanged 37 SP:Iteration 14Q (271.884223 sec): 3 clusters Score: Raw -341087.775375 + Penalty 1647.544478 = -339440.230897 nChanged 29 SP:Iteration 15Q (271.941184 sec): 3 clusters Score: Raw -341104.077592 + Penalty 1647.544478 = -339456.533114 nChanged 34 SP:Iteration 16Q (271.997672 sec): 3 clusters Score: Raw -341123.296850 + Penalty 1647.544478 = -339475.752372 nChanged 29 SP:Iteration 17Q (272.048461 sec): 3 clusters Score: Raw -341141.384396 + Penalty 1647.544478 = -339493.839918 nChanged 24 SP:Iteration 18Q (272.106397 sec): 3 clusters Score: Raw -341154.187448 + Penalty 1647.544478 = -339506.642970 nChanged 22 SP:Iteration 19Q (272.166414 sec): 3 clusters Score: Raw -341166.322322 + Penalty 1647.544478 = -339518.777844 nChanged 21 SP:Iteration 20F (272.223599 sec): 3 clusters Score: Raw -341176.328004 + Penalty 1647.544478 = -339528.783526 nChanged 11 SP:Iteration 21Q (272.280715 sec): 3 clusters Score: Raw -341180.264037 + Penalty 1647.544478 = -339532.719559 nChanged 11 SP:Iteration 22Q (272.332137 sec): 3 clusters Score: Raw -341184.233853 + Penalty 1647.544478 = -339536.689375 nChanged 8 SP:Iteration 23Q (272.384239 sec): 3 clusters Score: Raw -341187.482032 + Penalty 1647.544478 = -339539.937554 nChanged 9 SP:Iteration 24Q (272.429404 sec): 3 clusters Score: Raw -341190.163090 + Penalty 1647.544478 = -339542.618612 nChanged 5 SP:Iteration 25Q (272.476899 sec): 3 clusters Score: Raw -341190.925152 + Penalty 1647.544478 = -339543.380674 nChanged 1 SP:Iteration 26Q (272.531581 sec): 3 clusters Score: Raw -341191.072374 + Penalty 1647.544478 = -339543.527896 nChanged 1 SP:Iteration 27Q (272.587892 sec): 3 clusters Score: Raw -341191.168469 + Penalty 1647.544478 = -339543.623991 nChanged 0 SP:Iteration 28F (272.643093 sec): 3 clusters Score: Raw -341191.168469 + Penalty 1647.544478 = -339543.623991 nChanged 0 Trying to split cluster 9 (36634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (272.713015 sec): 2 clusters Score: Raw -2306187.301943 + Penalty 998.329545 = -2305188.972398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (272.807325 sec): 3 clusters Score: Raw -2282933.337909 + Penalty 1996.659089 = -2280936.678819 nChanged 17197 SP:Iteration 1F (272.907457 sec): 3 clusters Score: Raw -2293648.823226 + Penalty 1996.659089 = -2291652.164136 nChanged 2232 SP:Iteration 2F (273.002101 sec): 3 clusters Score: Raw -2295025.759850 + Penalty 1996.659089 = -2293029.100760 nChanged 2520 SP:Iteration 3F (273.084413 sec): 3 clusters Score: Raw -2297117.262370 + Penalty 1996.659089 = -2295120.603281 nChanged 2740 SP:Iteration 4F (273.180068 sec): 3 clusters Score: Raw -2300401.305534 + Penalty 1996.659089 = -2298404.646444 nChanged 3006 SP:Iteration 5F (273.282519 sec): 3 clusters Score: Raw -2305535.230752 + Penalty 1996.659089 = -2303538.571663 nChanged 2959 SP:Iteration 6F (273.374036 sec): 3 clusters Score: Raw -2315474.092884 + Penalty 1996.659089 = -2313477.433795 nChanged 2390 SP:Iteration 7F (273.470136 sec): 3 clusters Score: Raw -2331625.620759 + Penalty 1996.659089 = -2329628.961669 nChanged 461 SP:Iteration 8Q (273.548093 sec): 3 clusters Score: Raw -2333773.609417 + Penalty 1996.659089 = -2331776.950328 nChanged 10 SP:Iteration 9Q (273.629754 sec): 3 clusters Score: Raw -2333775.983211 + Penalty 1996.659089 = -2331779.324122 nChanged 0 SP:Iteration 10F (273.724585 sec): 3 clusters Score: Raw -2333775.983211 + Penalty 1996.659089 = -2331779.324122 nChanged 0 Score: Raw -4078487.390039 + Penalty 10541.603453 = -4067945.786586 Splitting cluster 9 changes total score from -4040815.372150 to -4067945.786586 So it's getting split into cluster 1. Trying to split cluster 10 (653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (274.275801 sec): 2 clusters Score: Raw -37401.014302 + Penalty 615.749827 = -36785.264475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (274.322782 sec): 3 clusters Score: Raw -37206.257623 + Penalty 1231.499655 = -35974.757968 nChanged 218 SP:Iteration 1F (274.363514 sec): 3 clusters Score: Raw -37411.505137 + Penalty 1231.499655 = -36180.005483 nChanged 54 SP:Iteration 2F (274.416763 sec): 3 clusters Score: Raw -37492.489466 + Penalty 1231.499655 = -36260.989811 nChanged 46 SP:Iteration 3F (274.466493 sec): 3 clusters Score: Raw -37578.630192 + Penalty 1231.499655 = -36347.130537 nChanged 50 SP:Iteration 4F (274.520660 sec): 3 clusters Score: Raw -37715.578152 + Penalty 1231.499655 = -36484.078497 nChanged 45 SP:Iteration 5F (274.568709 sec): 3 clusters Score: Raw -37815.066478 + Penalty 1231.499655 = -36583.566824 nChanged 30 SP:Iteration 6Q (274.617443 sec): 3 clusters Score: Raw -37858.257276 + Penalty 1231.499655 = -36626.757621 nChanged 17 SP:Iteration 7Q (274.663875 sec): 3 clusters Score: Raw -37892.701900 + Penalty 1231.499655 = -36661.202245 nChanged 16 SP:Iteration 8Q (274.710642 sec): 3 clusters Score: Raw -37919.061912 + Penalty 1231.499655 = -36687.562257 nChanged 9 SP:Iteration 9Q (274.755955 sec): 3 clusters Score: Raw -37927.060839 + Penalty 1231.499655 = -36695.561184 nChanged 2 SP:Iteration 10Q (274.804614 sec): 3 clusters Score: Raw -37929.205738 + Penalty 1231.499655 = -36697.706084 nChanged 1 SP:Iteration 11Q (274.850078 sec): 3 clusters Score: Raw -37930.552791 + Penalty 1231.499655 = -36699.053136 nChanged 1 SP:Iteration 12Q (274.899710 sec): 3 clusters Score: Raw -37932.720400 + Penalty 1231.499655 = -36701.220745 nChanged 1 SP:Iteration 13Q (274.949248 sec): 3 clusters Score: Raw -37934.874441 + Penalty 1231.499655 = -36703.374786 nChanged 2 SP:Iteration 14Q (275.004918 sec): 3 clusters Score: Raw -37937.520046 + Penalty 1231.499655 = -36706.020392 nChanged 2 SP:Iteration 15Q (275.052206 sec): 3 clusters Score: Raw -37940.524192 + Penalty 1231.499655 = -36709.024537 nChanged 0 SP:Iteration 16F (275.096897 sec): 3 clusters Score: Raw -37941.214780 + Penalty 1231.499655 = -36709.715126 nChanged 1 SP:Iteration 17Q (275.154161 sec): 3 clusters Score: Raw -37944.787153 + Penalty 1231.499655 = -36713.287499 nChanged 0 SP:Iteration 18F (275.190367 sec): 3 clusters Score: Raw -37944.787153 + Penalty 1231.499655 = -36713.287499 nChanged 0 Trying to split cluster 14 (15704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (275.239453 sec): 2 clusters Score: Raw -996189.978416 + Penalty 917.858720 = -995272.119697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (275.301701 sec): 3 clusters Score: Raw -986525.110027 + Penalty 1835.717440 = -984689.392587 nChanged 7204 SP:Iteration 1F (275.361434 sec): 3 clusters Score: Raw -990602.174116 + Penalty 1835.717440 = -988766.456676 nChanged 881 SP:Iteration 2F (275.434374 sec): 3 clusters Score: Raw -990941.142502 + Penalty 1835.717440 = -989105.425063 nChanged 824 SP:Iteration 3F (275.495511 sec): 3 clusters Score: Raw -991289.055396 + Penalty 1835.717440 = -989453.337956 nChanged 898 SP:Iteration 4F (275.561981 sec): 3 clusters Score: Raw -991788.244321 + Penalty 1835.717440 = -989952.526881 nChanged 1034 SP:Iteration 5F (275.618118 sec): 3 clusters Score: Raw -992533.995538 + Penalty 1835.717440 = -990698.278098 nChanged 1153 SP:Iteration 6F (275.687457 sec): 3 clusters Score: Raw -993514.966136 + Penalty 1835.717440 = -991679.248696 nChanged 1130 SP:Iteration 7F (275.748435 sec): 3 clusters Score: Raw -994568.462981 + Penalty 1835.717440 = -992732.745541 nChanged 948 SP:Iteration 8F (275.816246 sec): 3 clusters Score: Raw -995427.801297 + Penalty 1835.717440 = -993592.083858 nChanged 675 SP:Iteration 9Q (275.887331 sec): 3 clusters Score: Raw -995966.616844 + Penalty 1835.717440 = -994130.899404 nChanged 510 SP:Iteration 10Q (275.950816 sec): 3 clusters Score: Raw -996269.883274 + Penalty 1835.717440 = -994434.165834 nChanged 372 SP:Iteration 11Q (276.019887 sec): 3 clusters Score: Raw -996433.148405 + Penalty 1835.717440 = -994597.430965 nChanged 263 SP:Iteration 12Q (276.074668 sec): 3 clusters Score: Raw -996534.871530 + Penalty 1835.717440 = -994699.154091 nChanged 200 SP:Iteration 13Q (276.144554 sec): 3 clusters Score: Raw -996604.553567 + Penalty 1835.717440 = -994768.836128 nChanged 155 SP:Iteration 14Q (276.210844 sec): 3 clusters Score: Raw -996659.352430 + Penalty 1835.717440 = -994823.634990 nChanged 127 SP:Iteration 15Q (276.276309 sec): 3 clusters Score: Raw -996711.074276 + Penalty 1835.717440 = -994875.356837 nChanged 111 SP:Iteration 16Q (276.343785 sec): 3 clusters Score: Raw -996762.194111 + Penalty 1835.717440 = -994926.476671 nChanged 115 SP:Iteration 17Q (276.404973 sec): 3 clusters Score: Raw -996819.033454 + Penalty 1835.717440 = -994983.316014 nChanged 130 SP:Iteration 18Q (276.462731 sec): 3 clusters Score: Raw -996901.354688 + Penalty 1835.717440 = -995065.637248 nChanged 122 SP:Iteration 19Q (276.537108 sec): 3 clusters Score: Raw -996958.316354 + Penalty 1835.717440 = -995122.598914 nChanged 101 SP:Iteration 20F (276.599188 sec): 3 clusters Score: Raw -997003.278109 + Penalty 1835.717440 = -995167.560669 nChanged 85 SP:Iteration 21Q (276.655937 sec): 3 clusters Score: Raw -997039.227097 + Penalty 1835.717440 = -995203.509657 nChanged 69 SP:Iteration 22Q (276.734813 sec): 3 clusters Score: Raw -997068.805166 + Penalty 1835.717440 = -995233.087726 nChanged 77 SP:Iteration 23Q (276.802653 sec): 3 clusters Score: Raw -997092.654888 + Penalty 1835.717440 = -995256.937448 nChanged 65 SP:Iteration 24Q (276.869852 sec): 3 clusters Score: Raw -997106.714951 + Penalty 1835.717440 = -995270.997511 nChanged 56 SP:Iteration 25Q (276.925132 sec): 3 clusters Score: Raw -997116.926942 + Penalty 1835.717440 = -995281.209502 nChanged 41 SP:Iteration 26Q (277.000985 sec): 3 clusters Score: Raw -997122.727663 + Penalty 1835.717440 = -995287.010223 nChanged 30 SP:Iteration 27Q (277.061269 sec): 3 clusters Score: Raw -997125.523173 + Penalty 1835.717440 = -995289.805733 nChanged 20 SP:Iteration 28Q (277.132084 sec): 3 clusters Score: Raw -997127.244460 + Penalty 1835.717440 = -995291.527020 nChanged 8 SP:Iteration 29Q (277.201505 sec): 3 clusters Score: Raw -997128.091371 + Penalty 1835.717440 = -995292.373931 nChanged 7 SP:Iteration 30Q (277.259708 sec): 3 clusters Score: Raw -997128.701598 + Penalty 1835.717440 = -995292.984158 nChanged 5 SP:Iteration 31Q (277.326980 sec): 3 clusters Score: Raw -997129.110149 + Penalty 1835.717440 = -995293.392709 nChanged 4 SP:Iteration 32Q (277.394553 sec): 3 clusters Score: Raw -997129.251364 + Penalty 1835.717440 = -995293.533924 nChanged 3 SP:Iteration 33Q (277.464703 sec): 3 clusters Score: Raw -997129.390856 + Penalty 1835.717440 = -995293.673416 nChanged 3 SP:Iteration 34Q (277.525432 sec): 3 clusters Score: Raw -997129.507748 + Penalty 1835.717440 = -995293.790308 nChanged 3 SP:Iteration 35Q (277.597844 sec): 3 clusters Score: Raw -997129.588744 + Penalty 1835.717440 = -995293.871304 nChanged 0 SP:Iteration 36F (277.664112 sec): 3 clusters Score: Raw -997129.588744 + Penalty 1835.717440 = -995293.871304 nChanged 0 Score: Raw -4079427.000366 + Penalty 11595.763798 = -4067831.236568 Splitting cluster 14 changes total score from -4040815.372150 to -4067831.236568 So it's getting split into cluster 4. Trying to split cluster 17 (2317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (278.270371 sec): 2 clusters Score: Raw -145576.154170 + Penalty 736.062710 = -144840.091460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (278.327140 sec): 3 clusters Score: Raw -144436.274647 + Penalty 1472.125420 = -142964.149227 nChanged 902 SP:Iteration 1F (278.372628 sec): 3 clusters Score: Raw -145099.735888 + Penalty 1472.125420 = -143627.610469 nChanged 298 SP:Iteration 2F (278.415099 sec): 3 clusters Score: Raw -145535.047034 + Penalty 1472.125420 = -144062.921614 nChanged 235 SP:Iteration 3F (278.456352 sec): 3 clusters Score: Raw -145821.383632 + Penalty 1472.125420 = -144349.258212 nChanged 146 SP:Iteration 4F (278.511789 sec): 3 clusters Score: Raw -145961.508599 + Penalty 1472.125420 = -144489.383180 nChanged 100 SP:Iteration 5Q (278.560558 sec): 3 clusters Score: Raw -146032.018086 + Penalty 1472.125420 = -144559.892666 nChanged 59 SP:Iteration 6Q (278.598002 sec): 3 clusters Score: Raw -146088.446029 + Penalty 1472.125420 = -144616.320609 nChanged 60 SP:Iteration 7Q (278.658441 sec): 3 clusters Score: Raw -146132.236605 + Penalty 1472.125420 = -144660.111185 nChanged 58 SP:Iteration 8Q (278.708704 sec): 3 clusters Score: Raw -146176.982907 + Penalty 1472.125420 = -144704.857487 nChanged 58 SP:Iteration 9Q (278.749118 sec): 3 clusters Score: Raw -146212.711886 + Penalty 1472.125420 = -144740.586467 nChanged 50 SP:Iteration 10Q (278.792261 sec): 3 clusters Score: Raw -146245.372686 + Penalty 1472.125420 = -144773.247266 nChanged 44 SP:Iteration 11Q (278.843385 sec): 3 clusters Score: Raw -146276.210091 + Penalty 1472.125420 = -144804.084672 nChanged 50 SP:Iteration 12Q (278.899437 sec): 3 clusters Score: Raw -146311.508042 + Penalty 1472.125420 = -144839.382622 nChanged 50 SP:Iteration 13Q (278.949258 sec): 3 clusters Score: Raw -146347.921528 + Penalty 1472.125420 = -144875.796108 nChanged 44 SP:Iteration 14Q (278.999319 sec): 3 clusters Score: Raw -146376.141071 + Penalty 1472.125420 = -144904.015651 nChanged 41 SP:Iteration 15Q (279.055996 sec): 3 clusters Score: Raw -146406.674966 + Penalty 1472.125420 = -144934.549547 nChanged 49 SP:Iteration 16Q (279.098323 sec): 3 clusters Score: Raw -146441.982813 + Penalty 1472.125420 = -144969.857394 nChanged 46 SP:Iteration 17Q (279.148075 sec): 3 clusters Score: Raw -146478.200538 + Penalty 1472.125420 = -145006.075118 nChanged 49 SP:Iteration 18Q (279.200491 sec): 3 clusters Score: Raw -146522.758982 + Penalty 1472.125420 = -145050.633563 nChanged 39 SP:Iteration 19Q (279.262604 sec): 3 clusters Score: Raw -146556.800334 + Penalty 1472.125420 = -145084.674915 nChanged 24 SP:Iteration 20F (279.302425 sec): 3 clusters Score: Raw -146576.239521 + Penalty 1472.125420 = -145104.114101 nChanged 23 SP:Iteration 21Q (279.356621 sec): 3 clusters Score: Raw -146593.845820 + Penalty 1472.125420 = -145121.720401 nChanged 19 SP:Iteration 22Q (279.413574 sec): 3 clusters Score: Raw -146604.318299 + Penalty 1472.125420 = -145132.192880 nChanged 13 SP:Iteration 23Q (279.454852 sec): 3 clusters Score: Raw -146612.347758 + Penalty 1472.125420 = -145140.222338 nChanged 15 SP:Iteration 24Q (279.515921 sec): 3 clusters Score: Raw -146621.747927 + Penalty 1472.125420 = -145149.622507 nChanged 8 SP:Iteration 25Q (279.556819 sec): 3 clusters Score: Raw -146624.973339 + Penalty 1472.125420 = -145152.847919 nChanged 3 SP:Iteration 26Q (279.610353 sec): 3 clusters Score: Raw -146626.006387 + Penalty 1472.125420 = -145153.880968 nChanged 3 SP:Iteration 27Q (279.656665 sec): 3 clusters Score: Raw -146627.270069 + Penalty 1472.125420 = -145155.144650 nChanged 3 SP:Iteration 28Q (279.702535 sec): 3 clusters Score: Raw -146629.216005 + Penalty 1472.125420 = -145157.090585 nChanged 6 SP:Iteration 29Q (279.751662 sec): 3 clusters Score: Raw -146633.206651 + Penalty 1472.125420 = -145161.081231 nChanged 9 SP:Iteration 30Q (279.793802 sec): 3 clusters Score: Raw -146639.765664 + Penalty 1472.125420 = -145167.640244 nChanged 5 SP:Iteration 31Q (279.836484 sec): 3 clusters Score: Raw -146643.213807 + Penalty 1472.125420 = -145171.088388 nChanged 10 SP:Iteration 32Q (279.876359 sec): 3 clusters Score: Raw -146648.276977 + Penalty 1472.125420 = -145176.151558 nChanged 9 SP:Iteration 33Q (279.925561 sec): 3 clusters Score: Raw -146651.376542 + Penalty 1472.125420 = -145179.251122 nChanged 2 SP:Iteration 34Q (279.968075 sec): 3 clusters Score: Raw -146652.026682 + Penalty 1472.125420 = -145179.901262 nChanged 1 SP:Iteration 35Q (280.023975 sec): 3 clusters Score: Raw -146652.487790 + Penalty 1472.125420 = -145180.362371 nChanged 1 SP:Iteration 36Q (280.059012 sec): 3 clusters Score: Raw -146652.916933 + Penalty 1472.125420 = -145180.791514 nChanged 0 SP:Iteration 37F (280.101433 sec): 3 clusters Score: Raw -146652.916933 + Penalty 1472.125420 = -145180.791514 nChanged 0 Score: Raw -4080503.763129 + Penalty 12649.924143 = -4067853.838986 Splitting cluster 17 changes total score from -4040815.372150 to -4067853.838986 So it's getting split into cluster 5. Trying to split cluster 18 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (280.754799 sec): 2 clusters Score: Raw -45777.918251 + Penalty 627.245850 = -45150.672401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (280.805285 sec): 3 clusters Score: Raw -45477.864630 + Penalty 1254.491700 = -44223.372930 nChanged 236 SP:Iteration 1F (280.842071 sec): 3 clusters Score: Raw -45657.675744 + Penalty 1254.491700 = -44403.184044 nChanged 64 SP:Iteration 2F (280.899297 sec): 3 clusters Score: Raw -45716.364985 + Penalty 1254.491700 = -44461.873285 nChanged 32 SP:Iteration 3Q (280.946995 sec): 3 clusters Score: Raw -45746.770957 + Penalty 1254.491700 = -44492.279257 nChanged 25 SP:Iteration 4Q (280.989493 sec): 3 clusters Score: Raw -45765.981077 + Penalty 1254.491700 = -44511.489378 nChanged 12 SP:Iteration 5Q (281.044717 sec): 3 clusters Score: Raw -45774.224695 + Penalty 1254.491700 = -44519.732996 nChanged 9 SP:Iteration 6Q (281.092030 sec): 3 clusters Score: Raw -45780.479141 + Penalty 1254.491700 = -44525.987441 nChanged 5 SP:Iteration 7Q (281.138434 sec): 3 clusters Score: Raw -45783.821466 + Penalty 1254.491700 = -44529.329767 nChanged 8 SP:Iteration 8Q (281.175107 sec): 3 clusters Score: Raw -45790.430862 + Penalty 1254.491700 = -44535.939162 nChanged 5 SP:Iteration 9Q (281.225649 sec): 3 clusters Score: Raw -45794.634594 + Penalty 1254.491700 = -44540.142894 nChanged 4 SP:Iteration 10Q (281.266547 sec): 3 clusters Score: Raw -45797.681026 + Penalty 1254.491700 = -44543.189327 nChanged 4 SP:Iteration 11Q (281.312668 sec): 3 clusters Score: Raw -45799.681884 + Penalty 1254.491700 = -44545.190185 nChanged 0 SP:Iteration 12F (281.368631 sec): 3 clusters Score: Raw -45799.681884 + Penalty 1254.491700 = -44545.190185 nChanged 0 Trying to split cluster 19 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (281.393419 sec): 2 clusters Score: Raw -12214.648042 + Penalty 520.264037 = -11694.384004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (281.438184 sec): 3 clusters Score: Raw -12216.461302 + Penalty 1040.528075 = -11175.933228 nChanged 62 SP:Iteration 1F (281.486862 sec): 3 clusters Score: Raw -12356.662729 + Penalty 1040.528075 = -11316.134654 nChanged 14 SP:Iteration 2F (281.531843 sec): 3 clusters Score: Raw -12390.043784 + Penalty 1040.528075 = -11349.515709 nChanged 7 SP:Iteration 3Q (281.581199 sec): 3 clusters Score: Raw -12410.290865 + Penalty 1040.528075 = -11369.762790 nChanged 3 SP:Iteration 4Q (281.630055 sec): 3 clusters Score: Raw -12421.056125 + Penalty 1040.528075 = -11380.528050 nChanged 1 SP:Iteration 5Q (281.667059 sec): 3 clusters Score: Raw -12424.086362 + Penalty 1040.528075 = -11383.558288 nChanged 1 SP:Iteration 6Q (281.728427 sec): 3 clusters Score: Raw -12425.625907 + Penalty 1040.528075 = -11385.097833 nChanged 0 SP:Iteration 7F (281.771488 sec): 3 clusters Score: Raw -12425.625907 + Penalty 1040.528075 = -11385.097833 nChanged 0 Iteration 20F (282.423217 sec): 13 clusters Score: Raw -4084660.299404 + Penalty 12649.924143 = -4072010.375261 nChanged 3677 Iteration 21F (283.067799 sec): 13 clusters Score: Raw -4087729.033983 + Penalty 12649.924143 = -4075079.109840 nChanged 2301 Iteration 22Q (283.524789 sec): 13 clusters Score: Raw -4089062.966401 + Penalty 12649.924143 = -4076413.042257 nChanged 1733 Iteration 23Q (284.012798 sec): 13 clusters Score: Raw -4089921.259738 + Penalty 12649.924143 = -4077271.335595 nChanged 1260 Iteration 24Q (284.478598 sec): 13 clusters Score: Raw -4090569.971339 + Penalty 12649.924143 = -4077920.047196 nChanged 1071 Iteration 25Q (284.931094 sec): 13 clusters Score: Raw -4091191.457800 + Penalty 12649.924143 = -4078541.533656 nChanged 920 Iteration 26Q (285.376400 sec): 13 clusters Score: Raw -4091731.932067 + Penalty 12649.924143 = -4079082.007924 nChanged 853 Iteration 27Q (285.799972 sec): 13 clusters Score: Raw -4092149.148062 + Penalty 12649.924143 = -4079499.223918 nChanged 803 Iteration 28Q (286.212710 sec): 13 clusters Score: Raw -4092538.154328 + Penalty 12649.924143 = -4079888.230185 nChanged 762 Iteration 29Q (286.677226 sec): 13 clusters Score: Raw -4092907.604277 + Penalty 12649.924143 = -4080257.680133 nChanged 735 Iteration 30Q (287.124281 sec): 13 clusters Score: Raw -4093283.448089 + Penalty 12649.924143 = -4080633.523945 nChanged 752 Iteration 31Q (287.626796 sec): 13 clusters Score: Raw -4093692.255412 + Penalty 12649.924143 = -4081042.331268 nChanged 746 Iteration 32Q (288.060275 sec): 13 clusters Score: Raw -4094078.089224 + Penalty 12649.924143 = -4081428.165081 nChanged 700 Iteration 33Q (288.510142 sec): 13 clusters Score: Raw -4094481.987148 + Penalty 12649.924143 = -4081832.063004 nChanged 681 Iteration 34Q (288.967228 sec): 13 clusters Score: Raw -4094940.038470 + Penalty 12649.924143 = -4082290.114326 nChanged 710 Iteration 35Q (289.434851 sec): 13 clusters Score: Raw -4095576.928364 + Penalty 12649.924143 = -4082927.004220 nChanged 785 Iteration 36Q (289.897817 sec): 13 clusters Score: Raw -4096215.660538 + Penalty 12649.924143 = -4083565.736394 nChanged 818 Iteration 37Q (290.352998 sec): 13 clusters Score: Raw -4096789.209720 + Penalty 12649.924143 = -4084139.285577 nChanged 778 Iteration 38Q (290.800675 sec): 13 clusters Score: Raw -4097247.328502 + Penalty 12649.924143 = -4084597.404358 nChanged 690 Iteration 39Q (291.224494 sec): 13 clusters Score: Raw -4097675.340371 + Penalty 12649.924143 = -4085025.416228 nChanged 710 Iteration 40F (291.861728 sec): 13 clusters Score: Raw -4098674.186626 + Penalty 12649.924143 = -4086024.262483 nChanged 1135 Iteration 41Q (292.330532 sec): 13 clusters Score: Raw -4099644.672264 + Penalty 12649.924143 = -4086994.748120 nChanged 1160 Iteration 42Q (292.809177 sec): 13 clusters Score: Raw -4100480.970146 + Penalty 12649.924143 = -4087831.046003 nChanged 1105 Iteration 43Q (293.241102 sec): 13 clusters Score: Raw -4101155.948322 + Penalty 12649.924143 = -4088506.024178 nChanged 972 Iteration 44Q (293.723332 sec): 13 clusters Score: Raw -4101633.273466 + Penalty 12649.924143 = -4088983.349322 nChanged 874 Iteration 45Q (294.174037 sec): 13 clusters Score: Raw -4101982.975757 + Penalty 12649.924143 = -4089333.051614 nChanged 746 Iteration 46Q (294.611572 sec): 13 clusters Score: Raw -4102242.763365 + Penalty 12649.924143 = -4089592.839221 nChanged 666 Iteration 47Q (295.043809 sec): 13 clusters Score: Raw -4102441.279161 + Penalty 12649.924143 = -4089791.355017 nChanged 584 Iteration 48Q (295.511581 sec): 13 clusters Score: Raw -4102591.424510 + Penalty 12649.924143 = -4089941.500367 nChanged 531 Iteration 49Q (295.936285 sec): 13 clusters Score: Raw -4102720.428745 + Penalty 12649.924143 = -4090070.504601 nChanged 440 Iteration 50Q (296.386985 sec): 13 clusters Score: Raw -4102807.076223 + Penalty 12649.924143 = -4090157.152080 nChanged 395 Iteration 51Q (296.825661 sec): 13 clusters Score: Raw -4102887.197500 + Penalty 12649.924143 = -4090237.273357 nChanged 340 Iteration 52Q (297.321244 sec): 13 clusters Score: Raw -4102948.284217 + Penalty 12649.924143 = -4090298.360073 nChanged 307 Iteration 53Q (297.792314 sec): 13 clusters Score: Raw -4103007.286904 + Penalty 12649.924143 = -4090357.362760 nChanged 301 Iteration 54Q (298.231912 sec): 13 clusters Score: Raw -4103060.920442 + Penalty 12649.924143 = -4090410.996299 nChanged 257 Iteration 55Q (298.704339 sec): 13 clusters Score: Raw -4103108.676782 + Penalty 12649.924143 = -4090458.752639 nChanged 238 Iteration 56Q (299.168321 sec): 13 clusters Score: Raw -4103147.856875 + Penalty 12649.924143 = -4090497.932732 nChanged 221 Iteration 57Q (299.659561 sec): 13 clusters Score: Raw -4103185.520953 + Penalty 12649.924143 = -4090535.596809 nChanged 221 Iteration 58Q (300.151516 sec): 13 clusters Score: Raw -4103222.528036 + Penalty 12649.924143 = -4090572.603892 nChanged 228 Writing temp clu file Because OldScore, -4090535.596809, is greater than current (better) Score,-4090572.603892 Compute initial score before splitting: Score: Raw -4103222.528036 + Penalty 12649.924143 = -4090572.603892 Trying to split cluster 1 (18923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (300.215530 sec): 2 clusters Score: Raw -1221814.129539 + Penalty 935.572672 = -1220878.556867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (300.292740 sec): 3 clusters Score: Raw -1210146.779269 + Penalty 1871.145345 = -1208275.633924 nChanged 8737 SP:Iteration 1F (300.363723 sec): 3 clusters Score: Raw -1215188.462230 + Penalty 1871.145345 = -1213317.316886 nChanged 1107 SP:Iteration 2F (300.435925 sec): 3 clusters Score: Raw -1215871.058016 + Penalty 1871.145345 = -1213999.912671 nChanged 1270 SP:Iteration 3F (300.507837 sec): 3 clusters Score: Raw -1217071.366850 + Penalty 1871.145345 = -1215200.221506 nChanged 1601 SP:Iteration 4F (300.578415 sec): 3 clusters Score: Raw -1219215.588406 + Penalty 1871.145345 = -1217344.443062 nChanged 1885 SP:Iteration 5F (300.647423 sec): 3 clusters Score: Raw -1222081.326948 + Penalty 1871.145345 = -1220210.181603 nChanged 1775 SP:Iteration 6F (300.725458 sec): 3 clusters Score: Raw -1224466.584631 + Penalty 1871.145345 = -1222595.439286 nChanged 1221 SP:Iteration 7F (300.798253 sec): 3 clusters Score: Raw -1225776.219114 + Penalty 1871.145345 = -1223905.073769 nChanged 748 SP:Iteration 8Q (300.868963 sec): 3 clusters Score: Raw -1226380.644736 + Penalty 1871.145345 = -1224509.499392 nChanged 470 SP:Iteration 9Q (300.925434 sec): 3 clusters Score: Raw -1226710.507822 + Penalty 1871.145345 = -1224839.362478 nChanged 348 SP:Iteration 10Q (301.004099 sec): 3 clusters Score: Raw -1226955.574199 + Penalty 1871.145345 = -1225084.428855 nChanged 238 SP:Iteration 11Q (301.068168 sec): 3 clusters Score: Raw -1227092.588358 + Penalty 1871.145345 = -1225221.443014 nChanged 135 SP:Iteration 12Q (301.134919 sec): 3 clusters Score: Raw -1227134.337168 + Penalty 1871.145345 = -1225263.191824 nChanged 74 SP:Iteration 13Q (301.197014 sec): 3 clusters Score: Raw -1227145.082453 + Penalty 1871.145345 = -1225273.937108 nChanged 41 SP:Iteration 14Q (301.274804 sec): 3 clusters Score: Raw -1227149.501321 + Penalty 1871.145345 = -1225278.355977 nChanged 21 SP:Iteration 15Q (301.345757 sec): 3 clusters Score: Raw -1227150.985505 + Penalty 1871.145345 = -1225279.840160 nChanged 13 SP:Iteration 16Q (301.415806 sec): 3 clusters Score: Raw -1227151.945739 + Penalty 1871.145345 = -1225280.800395 nChanged 10 SP:Iteration 17Q (301.485229 sec): 3 clusters Score: Raw -1227152.763478 + Penalty 1871.145345 = -1225281.618134 nChanged 11 SP:Iteration 18Q (301.545775 sec): 3 clusters Score: Raw -1227153.526596 + Penalty 1871.145345 = -1225282.381251 nChanged 9 SP:Iteration 19Q (301.626113 sec): 3 clusters Score: Raw -1227154.318930 + Penalty 1871.145345 = -1225283.173586 nChanged 12 SP:Iteration 20F (301.697834 sec): 3 clusters Score: Raw -1227155.439404 + Penalty 1871.145345 = -1225284.294060 nChanged 9 SP:Iteration 21Q (301.764615 sec): 3 clusters Score: Raw -1227156.132969 + Penalty 1871.145345 = -1225284.987625 nChanged 14 SP:Iteration 22Q (301.834166 sec): 3 clusters Score: Raw -1227157.161234 + Penalty 1871.145345 = -1225286.015889 nChanged 9 SP:Iteration 23Q (301.905367 sec): 3 clusters Score: Raw -1227157.689690 + Penalty 1871.145345 = -1225286.544345 nChanged 12 SP:Iteration 24Q (301.975169 sec): 3 clusters Score: Raw -1227158.308363 + Penalty 1871.145345 = -1225287.163019 nChanged 10 SP:Iteration 25Q (302.039889 sec): 3 clusters Score: Raw -1227159.040535 + Penalty 1871.145345 = -1225287.895190 nChanged 9 SP:Iteration 26Q (302.112327 sec): 3 clusters Score: Raw -1227159.586134 + Penalty 1871.145345 = -1225288.440790 nChanged 10 SP:Iteration 27Q (302.187358 sec): 3 clusters Score: Raw -1227160.140744 + Penalty 1871.145345 = -1225288.995400 nChanged 4 SP:Iteration 28Q (302.257504 sec): 3 clusters Score: Raw -1227160.229215 + Penalty 1871.145345 = -1225289.083870 nChanged 2 SP:Iteration 29Q (302.329698 sec): 3 clusters Score: Raw -1227160.352049 + Penalty 1871.145345 = -1225289.206705 nChanged 3 SP:Iteration 30Q (302.401595 sec): 3 clusters Score: Raw -1227160.450709 + Penalty 1871.145345 = -1225289.305365 nChanged 3 SP:Iteration 31Q (302.470480 sec): 3 clusters Score: Raw -1227160.517848 + Penalty 1871.145345 = -1225289.372504 nChanged 2 SP:Iteration 32Q (302.537719 sec): 3 clusters Score: Raw -1227160.557035 + Penalty 1871.145345 = -1225289.411690 nChanged 1 SP:Iteration 33Q (302.609412 sec): 3 clusters Score: Raw -1227160.583705 + Penalty 1871.145345 = -1225289.438361 nChanged 2 SP:Iteration 34Q (302.678461 sec): 3 clusters Score: Raw -1227160.629690 + Penalty 1871.145345 = -1225289.484345 nChanged 1 SP:Iteration 35Q (302.748027 sec): 3 clusters Score: Raw -1227160.715293 + Penalty 1871.145345 = -1225289.569948 nChanged 4 SP:Iteration 36Q (302.814842 sec): 3 clusters Score: Raw -1227160.955838 + Penalty 1871.145345 = -1225289.810493 nChanged 5 SP:Iteration 37Q (302.872782 sec): 3 clusters Score: Raw -1227161.239305 + Penalty 1871.145345 = -1225290.093960 nChanged 2 SP:Iteration 38Q (302.952750 sec): 3 clusters Score: Raw -1227161.367949 + Penalty 1871.145345 = -1225290.222604 nChanged 3 SP:Iteration 39Q (303.025114 sec): 3 clusters Score: Raw -1227161.495858 + Penalty 1871.145345 = -1225290.350514 nChanged 3 SP:Iteration 40F (303.092486 sec): 3 clusters Score: Raw -1227161.630126 + Penalty 1871.145345 = -1225290.484781 nChanged 3 SP:Iteration 41Q (303.169639 sec): 3 clusters Score: Raw -1227161.785541 + Penalty 1871.145345 = -1225290.640196 nChanged 2 SP:Iteration 42Q (303.233949 sec): 3 clusters Score: Raw -1227161.822104 + Penalty 1871.145345 = -1225290.676759 nChanged 0 SP:Iteration 43F (303.308001 sec): 3 clusters Score: Raw -1227161.822104 + Penalty 1871.145345 = -1225290.676759 nChanged 0 Score: Raw -4108590.431453 + Penalty 13704.084489 = -4094886.346964 Splitting cluster 1 changes total score from -4090572.603892 to -4094886.346964 So it's getting split into cluster 6. Trying to split cluster 2 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (304.038969 sec): 2 clusters Score: Raw -21189.144724 + Penalty 558.118419 = -20631.026305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (304.088664 sec): 3 clusters Score: Raw -21096.148680 + Penalty 1116.236839 = -19979.911842 nChanged 93 SP:Iteration 1F (304.136228 sec): 3 clusters Score: Raw -21200.522339 + Penalty 1116.236839 = -20084.285500 nChanged 24 SP:Iteration 2F (304.185539 sec): 3 clusters Score: Raw -21243.374527 + Penalty 1116.236839 = -20127.137688 nChanged 11 SP:Iteration 3Q (304.237730 sec): 3 clusters Score: Raw -21263.046858 + Penalty 1116.236839 = -20146.810019 nChanged 7 SP:Iteration 4Q (304.286856 sec): 3 clusters Score: Raw -21272.067330 + Penalty 1116.236839 = -20155.830491 nChanged 5 SP:Iteration 5Q (304.334318 sec): 3 clusters Score: Raw -21279.190131 + Penalty 1116.236839 = -20162.953292 nChanged 4 SP:Iteration 6Q (304.379218 sec): 3 clusters Score: Raw -21284.242585 + Penalty 1116.236839 = -20168.005746 nChanged 2 SP:Iteration 7Q (304.416179 sec): 3 clusters Score: Raw -21288.114265 + Penalty 1116.236839 = -20171.877426 nChanged 3 SP:Iteration 8Q (304.467895 sec): 3 clusters Score: Raw -21291.829919 + Penalty 1116.236839 = -20175.593080 nChanged 2 SP:Iteration 9Q (304.514029 sec): 3 clusters Score: Raw -21293.022211 + Penalty 1116.236839 = -20176.785372 nChanged 0 SP:Iteration 10F (304.566151 sec): 3 clusters Score: Raw -21293.022211 + Penalty 1116.236839 = -20176.785372 nChanged 0 Trying to split cluster 3 (11709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (304.602897 sec): 2 clusters Score: Raw -774651.686450 + Penalty 889.970740 = -773761.715710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (304.655460 sec): 3 clusters Score: Raw -767546.599337 + Penalty 1779.941481 = -765766.657856 nChanged 5316 SP:Iteration 1F (304.719898 sec): 3 clusters Score: Raw -770472.030447 + Penalty 1779.941481 = -768692.088966 nChanged 565 SP:Iteration 2Q (304.784545 sec): 3 clusters Score: Raw -770688.151283 + Penalty 1779.941481 = -768908.209802 nChanged 558 SP:Iteration 3Q (304.858517 sec): 3 clusters Score: Raw -770931.272197 + Penalty 1779.941481 = -769151.330716 nChanged 566 SP:Iteration 4Q (304.912147 sec): 3 clusters Score: Raw -771197.392888 + Penalty 1779.941481 = -769417.451407 nChanged 563 SP:Iteration 5Q (304.981358 sec): 3 clusters Score: Raw -771493.548929 + Penalty 1779.941481 = -769713.607449 nChanged 578 SP:Iteration 6Q (305.035136 sec): 3 clusters Score: Raw -771819.660620 + Penalty 1779.941481 = -770039.719140 nChanged 578 SP:Iteration 7Q (305.103134 sec): 3 clusters Score: Raw -772188.311701 + Penalty 1779.941481 = -770408.370220 nChanged 562 SP:Iteration 8Q (305.155150 sec): 3 clusters Score: Raw -772547.510186 + Penalty 1779.941481 = -770767.568706 nChanged 517 SP:Iteration 9Q (305.220772 sec): 3 clusters Score: Raw -772886.840970 + Penalty 1779.941481 = -771106.899489 nChanged 491 SP:Iteration 10Q (305.286620 sec): 3 clusters Score: Raw -773182.283593 + Penalty 1779.941481 = -771402.342113 nChanged 384 SP:Iteration 11Q (305.358225 sec): 3 clusters Score: Raw -773383.903881 + Penalty 1779.941481 = -771603.962400 nChanged 329 SP:Iteration 12Q (305.421688 sec): 3 clusters Score: Raw -773545.469262 + Penalty 1779.941481 = -771765.527782 nChanged 242 SP:Iteration 13Q (305.479012 sec): 3 clusters Score: Raw -773662.425570 + Penalty 1779.941481 = -771882.484089 nChanged 213 SP:Iteration 14Q (305.548097 sec): 3 clusters Score: Raw -773754.195953 + Penalty 1779.941481 = -771974.254472 nChanged 187 SP:Iteration 15Q (305.604389 sec): 3 clusters Score: Raw -773829.069142 + Penalty 1779.941481 = -772049.127661 nChanged 154 SP:Iteration 16Q (305.667297 sec): 3 clusters Score: Raw -773900.924317 + Penalty 1779.941481 = -772120.982836 nChanged 163 SP:Iteration 17Q (305.720791 sec): 3 clusters Score: Raw -773981.060937 + Penalty 1779.941481 = -772201.119457 nChanged 171 SP:Iteration 18Q (305.784672 sec): 3 clusters Score: Raw -774069.393640 + Penalty 1779.941481 = -772289.452159 nChanged 168 SP:Iteration 19Q (305.842011 sec): 3 clusters Score: Raw -774159.725203 + Penalty 1779.941481 = -772379.783722 nChanged 157 SP:Iteration 20F (305.892766 sec): 3 clusters Score: Raw -774236.163184 + Penalty 1779.941481 = -772456.221704 nChanged 131 SP:Iteration 21Q (305.945830 sec): 3 clusters Score: Raw -774291.290637 + Penalty 1779.941481 = -772511.349157 nChanged 120 SP:Iteration 22Q (305.999790 sec): 3 clusters Score: Raw -774348.678752 + Penalty 1779.941481 = -772568.737271 nChanged 122 SP:Iteration 23Q (306.057957 sec): 3 clusters Score: Raw -774409.234773 + Penalty 1779.941481 = -772629.293292 nChanged 108 SP:Iteration 24Q (306.109227 sec): 3 clusters Score: Raw -774466.300222 + Penalty 1779.941481 = -772686.358742 nChanged 113 SP:Iteration 25Q (306.175968 sec): 3 clusters Score: Raw -774525.374533 + Penalty 1779.941481 = -772745.433053 nChanged 108 SP:Iteration 26Q (306.241088 sec): 3 clusters Score: Raw -774580.785287 + Penalty 1779.941481 = -772800.843806 nChanged 87 SP:Iteration 27Q (306.296648 sec): 3 clusters Score: Raw -774626.569803 + Penalty 1779.941481 = -772846.628322 nChanged 92 SP:Iteration 28Q (306.356947 sec): 3 clusters Score: Raw -774677.623871 + Penalty 1779.941481 = -772897.682391 nChanged 69 SP:Iteration 29Q (306.411309 sec): 3 clusters Score: Raw -774719.139569 + Penalty 1779.941481 = -772939.198088 nChanged 62 SP:Iteration 30Q (306.463505 sec): 3 clusters Score: Raw -774754.116837 + Penalty 1779.941481 = -772974.175357 nChanged 49 SP:Iteration 31Q (306.524175 sec): 3 clusters Score: Raw -774776.786213 + Penalty 1779.941481 = -772996.844733 nChanged 31 SP:Iteration 32Q (306.587575 sec): 3 clusters Score: Raw -774791.013236 + Penalty 1779.941481 = -773011.071755 nChanged 33 SP:Iteration 33Q (306.641940 sec): 3 clusters Score: Raw -774806.579840 + Penalty 1779.941481 = -773026.638360 nChanged 24 SP:Iteration 34Q (306.702663 sec): 3 clusters Score: Raw -774817.320696 + Penalty 1779.941481 = -773037.379215 nChanged 21 SP:Iteration 35Q (306.753758 sec): 3 clusters Score: Raw -774829.288182 + Penalty 1779.941481 = -773049.346702 nChanged 19 SP:Iteration 36Q (306.824001 sec): 3 clusters Score: Raw -774837.505060 + Penalty 1779.941481 = -773057.563579 nChanged 14 SP:Iteration 37Q (306.880835 sec): 3 clusters Score: Raw -774844.057951 + Penalty 1779.941481 = -773064.116470 nChanged 10 SP:Iteration 38Q (306.940961 sec): 3 clusters Score: Raw -774848.796345 + Penalty 1779.941481 = -773068.854864 nChanged 9 SP:Iteration 39Q (306.997793 sec): 3 clusters Score: Raw -774852.954200 + Penalty 1779.941481 = -773073.012720 nChanged 10 SP:Iteration 40F (307.066541 sec): 3 clusters Score: Raw -774856.742676 + Penalty 1779.941481 = -773076.801195 nChanged 7 SP:Iteration 41Q (307.128481 sec): 3 clusters Score: Raw -774858.640586 + Penalty 1779.941481 = -773078.699105 nChanged 6 SP:Iteration 42Q (307.186809 sec): 3 clusters Score: Raw -774862.007488 + Penalty 1779.941481 = -773082.066007 nChanged 4 SP:Iteration 43Q (307.248551 sec): 3 clusters Score: Raw -774864.956673 + Penalty 1779.941481 = -773085.015192 nChanged 5 SP:Iteration 44Q (307.311994 sec): 3 clusters Score: Raw -774867.838020 + Penalty 1779.941481 = -773087.896540 nChanged 7 SP:Iteration 45Q (307.371295 sec): 3 clusters Score: Raw -774871.487362 + Penalty 1779.941481 = -773091.545881 nChanged 6 SP:Iteration 46Q (307.435497 sec): 3 clusters Score: Raw -774874.633980 + Penalty 1779.941481 = -773094.692499 nChanged 5 SP:Iteration 47Q (307.501559 sec): 3 clusters Score: Raw -774876.358172 + Penalty 1779.941481 = -773096.416692 nChanged 2 SP:Iteration 48Q (307.564434 sec): 3 clusters Score: Raw -774877.041600 + Penalty 1779.941481 = -773097.100120 nChanged 2 SP:Iteration 49Q (307.620015 sec): 3 clusters Score: Raw -774877.738464 + Penalty 1779.941481 = -773097.796983 nChanged 3 SP:Iteration 50Q (307.682029 sec): 3 clusters Score: Raw -774878.942316 + Penalty 1779.941481 = -773099.000835 nChanged 1 SP:Iteration 51Q (307.742302 sec): 3 clusters Score: Raw -774879.488903 + Penalty 1779.941481 = -773099.547422 nChanged 2 SP:Iteration 52Q (307.803929 sec): 3 clusters Score: Raw -774880.475937 + Penalty 1779.941481 = -773100.534456 nChanged 0 SP:Iteration 53F (307.852390 sec): 3 clusters Score: Raw -774880.475937 + Penalty 1779.941481 = -773100.534456 nChanged 0 Trying to split cluster 4 (6696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (307.891056 sec): 2 clusters Score: Raw -430524.832665 + Penalty 836.880233 = -429687.952432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (307.950122 sec): 3 clusters Score: Raw -426684.701617 + Penalty 1673.760466 = -425010.941151 nChanged 2896 SP:Iteration 1F (308.006759 sec): 3 clusters Score: Raw -428323.490236 + Penalty 1673.760466 = -426649.729770 nChanged 409 SP:Iteration 2F (308.050711 sec): 3 clusters Score: Raw -428528.173795 + Penalty 1673.760466 = -426854.413328 nChanged 348 SP:Iteration 3F (308.103784 sec): 3 clusters Score: Raw -428694.701441 + Penalty 1673.760466 = -427020.940975 nChanged 311 SP:Iteration 4Q (308.170802 sec): 3 clusters Score: Raw -428838.447338 + Penalty 1673.760466 = -427164.686871 nChanged 283 SP:Iteration 5Q (308.228856 sec): 3 clusters Score: Raw -428959.976168 + Penalty 1673.760466 = -427286.215702 nChanged 258 SP:Iteration 6Q (308.279507 sec): 3 clusters Score: Raw -429073.597678 + Penalty 1673.760466 = -427399.837212 nChanged 257 SP:Iteration 7Q (308.337098 sec): 3 clusters Score: Raw -429196.872449 + Penalty 1673.760466 = -427523.111983 nChanged 255 SP:Iteration 8Q (308.391311 sec): 3 clusters Score: Raw -429311.436856 + Penalty 1673.760466 = -427637.676390 nChanged 247 SP:Iteration 9Q (308.444234 sec): 3 clusters Score: Raw -429412.123399 + Penalty 1673.760466 = -427738.362933 nChanged 210 SP:Iteration 10Q (308.497264 sec): 3 clusters Score: Raw -429498.870563 + Penalty 1673.760466 = -427825.110096 nChanged 178 SP:Iteration 11Q (308.539040 sec): 3 clusters Score: Raw -429579.178673 + Penalty 1673.760466 = -427905.418207 nChanged 185 SP:Iteration 12Q (308.602912 sec): 3 clusters Score: Raw -429675.563439 + Penalty 1673.760466 = -428001.802973 nChanged 186 SP:Iteration 13Q (308.660259 sec): 3 clusters Score: Raw -429778.579343 + Penalty 1673.760466 = -428104.818876 nChanged 175 SP:Iteration 14Q (308.710935 sec): 3 clusters Score: Raw -429891.346230 + Penalty 1673.760466 = -428217.585763 nChanged 186 SP:Iteration 15Q (308.774730 sec): 3 clusters Score: Raw -429996.586175 + Penalty 1673.760466 = -428322.825708 nChanged 145 SP:Iteration 16Q (308.831430 sec): 3 clusters Score: Raw -430064.224793 + Penalty 1673.760466 = -428390.464327 nChanged 111 SP:Iteration 17Q (308.884246 sec): 3 clusters Score: Raw -430106.863667 + Penalty 1673.760466 = -428433.103201 nChanged 86 SP:Iteration 18Q (308.947810 sec): 3 clusters Score: Raw -430144.492937 + Penalty 1673.760466 = -428470.732471 nChanged 88 SP:Iteration 19Q (308.987169 sec): 3 clusters Score: Raw -430178.742486 + Penalty 1673.760466 = -428504.982020 nChanged 77 SP:Iteration 20F (309.054216 sec): 3 clusters Score: Raw -430204.274330 + Penalty 1673.760466 = -428530.513864 nChanged 62 SP:Iteration 21Q (309.100063 sec): 3 clusters Score: Raw -430224.748615 + Penalty 1673.760466 = -428550.988149 nChanged 61 SP:Iteration 22Q (309.151143 sec): 3 clusters Score: Raw -430245.471696 + Penalty 1673.760466 = -428571.711230 nChanged 62 SP:Iteration 23Q (309.219358 sec): 3 clusters Score: Raw -430263.195001 + Penalty 1673.760466 = -428589.434535 nChanged 56 SP:Iteration 24Q (309.273772 sec): 3 clusters Score: Raw -430277.788664 + Penalty 1673.760466 = -428604.028197 nChanged 48 SP:Iteration 25Q (309.320714 sec): 3 clusters Score: Raw -430290.245712 + Penalty 1673.760466 = -428616.485246 nChanged 56 SP:Iteration 26Q (309.373302 sec): 3 clusters Score: Raw -430307.637807 + Penalty 1673.760466 = -428633.877341 nChanged 53 SP:Iteration 27Q (309.417140 sec): 3 clusters Score: Raw -430324.424650 + Penalty 1673.760466 = -428650.664184 nChanged 54 SP:Iteration 28Q (309.469252 sec): 3 clusters Score: Raw -430340.841245 + Penalty 1673.760466 = -428667.080779 nChanged 65 SP:Iteration 29Q (309.533261 sec): 3 clusters Score: Raw -430360.610967 + Penalty 1673.760466 = -428686.850501 nChanged 65 SP:Iteration 30Q (309.591081 sec): 3 clusters Score: Raw -430382.094765 + Penalty 1673.760466 = -428708.334299 nChanged 54 SP:Iteration 31Q (309.646589 sec): 3 clusters Score: Raw -430396.831256 + Penalty 1673.760466 = -428723.070789 nChanged 39 SP:Iteration 32Q (309.699197 sec): 3 clusters Score: Raw -430408.890494 + Penalty 1673.760466 = -428735.130028 nChanged 36 SP:Iteration 33Q (309.745431 sec): 3 clusters Score: Raw -430420.254729 + Penalty 1673.760466 = -428746.494262 nChanged 44 SP:Iteration 34Q (309.804624 sec): 3 clusters Score: Raw -430431.945829 + Penalty 1673.760466 = -428758.185362 nChanged 46 SP:Iteration 35Q (309.862854 sec): 3 clusters Score: Raw -430444.844894 + Penalty 1673.760466 = -428771.084428 nChanged 45 SP:Iteration 36Q (309.922008 sec): 3 clusters Score: Raw -430457.862866 + Penalty 1673.760466 = -428784.102400 nChanged 38 SP:Iteration 37Q (309.974295 sec): 3 clusters Score: Raw -430467.033126 + Penalty 1673.760466 = -428793.272659 nChanged 34 SP:Iteration 38Q (310.030070 sec): 3 clusters Score: Raw -430473.246270 + Penalty 1673.760466 = -428799.485804 nChanged 23 SP:Iteration 39Q (310.081363 sec): 3 clusters Score: Raw -430477.395662 + Penalty 1673.760466 = -428803.635195 nChanged 18 SP:Iteration 40F (310.136999 sec): 3 clusters Score: Raw -430481.196382 + Penalty 1673.760466 = -428807.435916 nChanged 20 SP:Iteration 41Q (310.184630 sec): 3 clusters Score: Raw -430487.032198 + Penalty 1673.760466 = -428813.271732 nChanged 29 SP:Iteration 42Q (310.241423 sec): 3 clusters Score: Raw -430497.436809 + Penalty 1673.760466 = -428823.676342 nChanged 30 SP:Iteration 43Q (310.291732 sec): 3 clusters Score: Raw -430507.550246 + Penalty 1673.760466 = -428833.789780 nChanged 27 SP:Iteration 44Q (310.353080 sec): 3 clusters Score: Raw -430516.026387 + Penalty 1673.760466 = -428842.265921 nChanged 33 SP:Iteration 45Q (310.406504 sec): 3 clusters Score: Raw -430527.328353 + Penalty 1673.760466 = -428853.567886 nChanged 36 SP:Iteration 46Q (310.459954 sec): 3 clusters Score: Raw -430536.894745 + Penalty 1673.760466 = -428863.134279 nChanged 38 SP:Iteration 47Q (310.501609 sec): 3 clusters Score: Raw -430547.346737 + Penalty 1673.760466 = -428873.586271 nChanged 32 SP:Iteration 48Q (310.563705 sec): 3 clusters Score: Raw -430558.385497 + Penalty 1673.760466 = -428884.625031 nChanged 36 SP:Iteration 49Q (310.609402 sec): 3 clusters Score: Raw -430570.266064 + Penalty 1673.760466 = -428896.505598 nChanged 29 SP:Iteration 50Q (310.674430 sec): 3 clusters Score: Raw -430580.646779 + Penalty 1673.760466 = -428906.886312 nChanged 28 SP:Iteration 51Q (310.725842 sec): 3 clusters Score: Raw -430591.009058 + Penalty 1673.760466 = -428917.248592 nChanged 25 SP:Iteration 52Q (310.784852 sec): 3 clusters Score: Raw -430598.531096 + Penalty 1673.760466 = -428924.770630 nChanged 26 SP:Iteration 53Q (310.839601 sec): 3 clusters Score: Raw -430606.699698 + Penalty 1673.760466 = -428932.939231 nChanged 17 SP:Iteration 54Q (310.893113 sec): 3 clusters Score: Raw -430611.122352 + Penalty 1673.760466 = -428937.361886 nChanged 17 SP:Iteration 55Q (310.945379 sec): 3 clusters Score: Raw -430616.284678 + Penalty 1673.760466 = -428942.524212 nChanged 11 SP:Iteration 56Q (311.002031 sec): 3 clusters Score: Raw -430619.388042 + Penalty 1673.760466 = -428945.627575 nChanged 13 SP:Iteration 57Q (311.050064 sec): 3 clusters Score: Raw -430623.153251 + Penalty 1673.760466 = -428949.392785 nChanged 19 SP:Iteration 58Q (311.112090 sec): 3 clusters Score: Raw -430628.654331 + Penalty 1673.760466 = -428954.893864 nChanged 17 SP:Iteration 59Q (311.166589 sec): 3 clusters Score: Raw -430634.080411 + Penalty 1673.760466 = -428960.319945 nChanged 14 SP:Iteration 60F (311.211524 sec): 3 clusters Score: Raw -430638.314599 + Penalty 1673.760466 = -428964.554133 nChanged 16 SP:Iteration 61Q (311.262517 sec): 3 clusters Score: Raw -430641.746048 + Penalty 1673.760466 = -428967.985581 nChanged 13 SP:Iteration 62Q (311.314788 sec): 3 clusters Score: Raw -430644.181360 + Penalty 1673.760466 = -428970.420893 nChanged 11 SP:Iteration 63Q (311.377173 sec): 3 clusters Score: Raw -430646.638754 + Penalty 1673.760466 = -428972.878287 nChanged 11 SP:Iteration 64Q (311.423970 sec): 3 clusters Score: Raw -430649.227707 + Penalty 1673.760466 = -428975.467241 nChanged 13 SP:Iteration 65Q (311.472552 sec): 3 clusters Score: Raw -430652.942149 + Penalty 1673.760466 = -428979.181683 nChanged 12 SP:Iteration 66Q (311.526550 sec): 3 clusters Score: Raw -430656.514676 + Penalty 1673.760466 = -428982.754210 nChanged 9 SP:Iteration 67Q (311.579496 sec): 3 clusters Score: Raw -430659.582967 + Penalty 1673.760466 = -428985.822501 nChanged 10 SP:Iteration 68Q (311.636176 sec): 3 clusters Score: Raw -430661.385619 + Penalty 1673.760466 = -428987.625153 nChanged 5 SP:Iteration 69Q (311.697078 sec): 3 clusters Score: Raw -430662.563036 + Penalty 1673.760466 = -428988.802570 nChanged 5 SP:Iteration 70Q (311.751263 sec): 3 clusters Score: Raw -430663.389426 + Penalty 1673.760466 = -428989.628960 nChanged 6 SP:Iteration 71Q (311.808364 sec): 3 clusters Score: Raw -430665.096108 + Penalty 1673.760466 = -428991.335642 nChanged 14 SP:Iteration 72Q (311.865300 sec): 3 clusters Score: Raw -430668.971516 + Penalty 1673.760466 = -428995.211050 nChanged 21 SP:Iteration 73Q (311.906090 sec): 3 clusters Score: Raw -430676.675478 + Penalty 1673.760466 = -429002.915011 nChanged 22 SP:Iteration 74Q (311.963845 sec): 3 clusters Score: Raw -430681.742431 + Penalty 1673.760466 = -429007.981965 nChanged 12 SP:Iteration 75Q (312.011011 sec): 3 clusters Score: Raw -430684.560315 + Penalty 1673.760466 = -429010.799849 nChanged 14 SP:Iteration 76Q (312.068327 sec): 3 clusters Score: Raw -430689.055025 + Penalty 1673.760466 = -429015.294559 nChanged 11 SP:Iteration 77Q (312.128150 sec): 3 clusters Score: Raw -430691.479619 + Penalty 1673.760466 = -429017.719153 nChanged 10 SP:Iteration 78Q (312.167026 sec): 3 clusters Score: Raw -430694.384436 + Penalty 1673.760466 = -429020.623969 nChanged 7 SP:Iteration 79Q (312.225035 sec): 3 clusters Score: Raw -430696.004223 + Penalty 1673.760466 = -429022.243756 nChanged 8 SP:Iteration 80F (312.283844 sec): 3 clusters Score: Raw -430697.506094 + Penalty 1673.760466 = -429023.745628 nChanged 4 SP:Iteration 81Q (312.335090 sec): 3 clusters Score: Raw -430698.307541 + Penalty 1673.760466 = -429024.547075 nChanged 5 SP:Iteration 82Q (312.384207 sec): 3 clusters Score: Raw -430699.969986 + Penalty 1673.760466 = -429026.209520 nChanged 7 SP:Iteration 83Q (312.439785 sec): 3 clusters Score: Raw -430702.069884 + Penalty 1673.760466 = -429028.309418 nChanged 9 SP:Iteration 84Q (312.494281 sec): 3 clusters Score: Raw -430703.763648 + Penalty 1673.760466 = -429030.003182 nChanged 5 SP:Iteration 85Q (312.550130 sec): 3 clusters Score: Raw -430705.341743 + Penalty 1673.760466 = -429031.581277 nChanged 4 SP:Iteration 86Q (312.606546 sec): 3 clusters Score: Raw -430706.394417 + Penalty 1673.760466 = -429032.633951 nChanged 4 SP:Iteration 87Q (312.650013 sec): 3 clusters Score: Raw -430707.165720 + Penalty 1673.760466 = -429033.405254 nChanged 5 SP:Iteration 88Q (312.711887 sec): 3 clusters Score: Raw -430708.681734 + Penalty 1673.760466 = -429034.921268 nChanged 5 SP:Iteration 89Q (312.758950 sec): 3 clusters Score: Raw -430710.371620 + Penalty 1673.760466 = -429036.611154 nChanged 4 SP:Iteration 90Q (312.814742 sec): 3 clusters Score: Raw -430711.489871 + Penalty 1673.760466 = -429037.729405 nChanged 4 SP:Iteration 91Q (312.881252 sec): 3 clusters Score: Raw -430712.859567 + Penalty 1673.760466 = -429039.099101 nChanged 6 SP:Iteration 92Q (312.930879 sec): 3 clusters Score: Raw -430714.432314 + Penalty 1673.760466 = -429040.671848 nChanged 6 SP:Iteration 93Q (312.981676 sec): 3 clusters Score: Raw -430717.252006 + Penalty 1673.760466 = -429043.491539 nChanged 5 SP:Iteration 94Q (313.046106 sec): 3 clusters Score: Raw -430718.814451 + Penalty 1673.760466 = -429045.053985 nChanged 4 SP:Iteration 95Q (313.100817 sec): 3 clusters Score: Raw -430719.745313 + Penalty 1673.760466 = -429045.984847 nChanged 1 SP:Iteration 96Q (313.142291 sec): 3 clusters Score: Raw -430719.973570 + Penalty 1673.760466 = -429046.213103 nChanged 1 SP:Iteration 97Q (313.207750 sec): 3 clusters Score: Raw -430720.053736 + Penalty 1673.760466 = -429046.293269 nChanged 0 SP:Iteration 98F (313.253912 sec): 3 clusters Score: Raw -430720.053736 + Penalty 1673.760466 = -429046.293269 nChanged 0 Trying to split cluster 5 (614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (313.279448 sec): 2 clusters Score: Raw -42871.394718 + Penalty 609.899518 = -42261.495199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (313.341170 sec): 3 clusters Score: Raw -42686.228611 + Penalty 1219.799036 = -41466.429575 nChanged 180 SP:Iteration 1F (313.389172 sec): 3 clusters Score: Raw -42825.950213 + Penalty 1219.799036 = -41606.151177 nChanged 37 SP:Iteration 2F (313.424714 sec): 3 clusters Score: Raw -42858.070914 + Penalty 1219.799036 = -41638.271878 nChanged 23 SP:Iteration 3Q (313.482844 sec): 3 clusters Score: Raw -42880.727725 + Penalty 1219.799036 = -41660.928688 nChanged 17 SP:Iteration 4Q (313.531134 sec): 3 clusters Score: Raw -42892.110087 + Penalty 1219.799036 = -41672.311051 nChanged 6 SP:Iteration 5Q (313.570973 sec): 3 clusters Score: Raw -42896.626608 + Penalty 1219.799036 = -41676.827572 nChanged 4 SP:Iteration 6Q (313.628579 sec): 3 clusters Score: Raw -42898.910273 + Penalty 1219.799036 = -41679.111236 nChanged 3 SP:Iteration 7Q (313.682269 sec): 3 clusters Score: Raw -42901.124402 + Penalty 1219.799036 = -41681.325365 nChanged 4 SP:Iteration 8Q (313.723691 sec): 3 clusters Score: Raw -42904.306709 + Penalty 1219.799036 = -41684.507673 nChanged 4 SP:Iteration 9Q (313.768833 sec): 3 clusters Score: Raw -42906.559056 + Penalty 1219.799036 = -41686.760019 nChanged 1 SP:Iteration 10Q (313.811265 sec): 3 clusters Score: Raw -42908.682567 + Penalty 1219.799036 = -41688.883530 nChanged 1 SP:Iteration 11Q (313.851075 sec): 3 clusters Score: Raw -42909.619167 + Penalty 1219.799036 = -41689.820131 nChanged 4 SP:Iteration 12Q (313.897285 sec): 3 clusters Score: Raw -42913.750189 + Penalty 1219.799036 = -41693.951152 nChanged 5 SP:Iteration 13Q (313.945271 sec): 3 clusters Score: Raw -42916.640342 + Penalty 1219.799036 = -41696.841306 nChanged 0 SP:Iteration 14F (313.989034 sec): 3 clusters Score: Raw -42916.640342 + Penalty 1219.799036 = -41696.841306 nChanged 0 Trying to split cluster 8 (5658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (314.015559 sec): 2 clusters Score: Raw -330571.448343 + Penalty 820.878446 = -329750.569897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (314.081024 sec): 3 clusters Score: Raw -327380.168970 + Penalty 1641.756893 = -325738.412077 nChanged 2443 SP:Iteration 1F (314.125436 sec): 3 clusters Score: Raw -328734.610941 + Penalty 1641.756893 = -327092.854048 nChanged 401 SP:Iteration 2F (314.193428 sec): 3 clusters Score: Raw -328929.775052 + Penalty 1641.756893 = -327288.018159 nChanged 317 SP:Iteration 3F (314.246106 sec): 3 clusters Score: Raw -329085.549538 + Penalty 1641.756893 = -327443.792645 nChanged 263 SP:Iteration 4Q (314.286006 sec): 3 clusters Score: Raw -329192.848009 + Penalty 1641.756893 = -327551.091116 nChanged 221 SP:Iteration 5Q (314.336815 sec): 3 clusters Score: Raw -329303.780435 + Penalty 1641.756893 = -327662.023543 nChanged 229 SP:Iteration 6Q (314.398155 sec): 3 clusters Score: Raw -329421.299322 + Penalty 1641.756893 = -327779.542430 nChanged 222 SP:Iteration 7Q (314.452252 sec): 3 clusters Score: Raw -329548.885059 + Penalty 1641.756893 = -327907.128166 nChanged 224 SP:Iteration 8Q (314.508402 sec): 3 clusters Score: Raw -329670.765778 + Penalty 1641.756893 = -328029.008885 nChanged 203 SP:Iteration 9Q (314.555856 sec): 3 clusters Score: Raw -329793.495385 + Penalty 1641.756893 = -328151.738492 nChanged 212 SP:Iteration 10Q (314.611727 sec): 3 clusters Score: Raw -329935.608012 + Penalty 1641.756893 = -328293.851119 nChanged 209 SP:Iteration 11Q (314.663130 sec): 3 clusters Score: Raw -330090.506748 + Penalty 1641.756893 = -328448.749855 nChanged 175 SP:Iteration 12Q (314.724405 sec): 3 clusters Score: Raw -330214.465590 + Penalty 1641.756893 = -328572.708697 nChanged 163 SP:Iteration 13Q (314.767225 sec): 3 clusters Score: Raw -330320.672458 + Penalty 1641.756893 = -328678.915565 nChanged 134 SP:Iteration 14Q (314.823080 sec): 3 clusters Score: Raw -330399.197814 + Penalty 1641.756893 = -328757.440921 nChanged 108 SP:Iteration 15Q (314.881686 sec): 3 clusters Score: Raw -330462.368058 + Penalty 1641.756893 = -328820.611165 nChanged 87 SP:Iteration 16Q (314.928456 sec): 3 clusters Score: Raw -330506.809699 + Penalty 1641.756893 = -328865.052806 nChanged 79 SP:Iteration 17Q (314.982858 sec): 3 clusters Score: Raw -330545.430563 + Penalty 1641.756893 = -328903.673670 nChanged 64 SP:Iteration 18Q (315.043777 sec): 3 clusters Score: Raw -330577.582766 + Penalty 1641.756893 = -328935.825873 nChanged 55 SP:Iteration 19Q (315.101154 sec): 3 clusters Score: Raw -330603.460292 + Penalty 1641.756893 = -328961.703399 nChanged 46 SP:Iteration 20F (315.152499 sec): 3 clusters Score: Raw -330621.814591 + Penalty 1641.756893 = -328980.057698 nChanged 51 SP:Iteration 21Q (315.206714 sec): 3 clusters Score: Raw -330644.141466 + Penalty 1641.756893 = -329002.384573 nChanged 35 SP:Iteration 22Q (315.253774 sec): 3 clusters Score: Raw -330658.014345 + Penalty 1641.756893 = -329016.257453 nChanged 26 SP:Iteration 23Q (315.315000 sec): 3 clusters Score: Raw -330669.805287 + Penalty 1641.756893 = -329028.048394 nChanged 24 SP:Iteration 24Q (315.358148 sec): 3 clusters Score: Raw -330683.759862 + Penalty 1641.756893 = -329042.002969 nChanged 18 SP:Iteration 25Q (315.421804 sec): 3 clusters Score: Raw -330691.691376 + Penalty 1641.756893 = -329049.934484 nChanged 13 SP:Iteration 26Q (315.473967 sec): 3 clusters Score: Raw -330697.776940 + Penalty 1641.756893 = -329056.020048 nChanged 11 SP:Iteration 27Q (315.515464 sec): 3 clusters Score: Raw -330703.356667 + Penalty 1641.756893 = -329061.599774 nChanged 10 SP:Iteration 28Q (315.572847 sec): 3 clusters Score: Raw -330712.293022 + Penalty 1641.756893 = -329070.536129 nChanged 16 SP:Iteration 29Q (315.627616 sec): 3 clusters Score: Raw -330722.660052 + Penalty 1641.756893 = -329080.903159 nChanged 11 SP:Iteration 30Q (315.677925 sec): 3 clusters Score: Raw -330732.479868 + Penalty 1641.756893 = -329090.722975 nChanged 7 SP:Iteration 31Q (315.731877 sec): 3 clusters Score: Raw -330736.645032 + Penalty 1641.756893 = -329094.888139 nChanged 8 SP:Iteration 32Q (315.775587 sec): 3 clusters Score: Raw -330740.199615 + Penalty 1641.756893 = -329098.442722 nChanged 7 SP:Iteration 33Q (315.820380 sec): 3 clusters Score: Raw -330742.926073 + Penalty 1641.756893 = -329101.169180 nChanged 0 SP:Iteration 34F (315.877100 sec): 3 clusters Score: Raw -330742.926073 + Penalty 1641.756893 = -329101.169180 nChanged 0 Trying to split cluster 9 (13286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (315.927612 sec): 2 clusters Score: Raw -870325.544909 + Penalty 901.974282 = -869423.570627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (315.990400 sec): 3 clusters Score: Raw -862335.887094 + Penalty 1803.948564 = -860531.938530 nChanged 5983 SP:Iteration 1F (316.043361 sec): 3 clusters Score: Raw -865751.348803 + Penalty 1803.948564 = -863947.400239 nChanged 793 SP:Iteration 2F (316.118303 sec): 3 clusters Score: Raw -866141.943194 + Penalty 1803.948564 = -864337.994630 nChanged 854 SP:Iteration 3F (316.183322 sec): 3 clusters Score: Raw -866632.077120 + Penalty 1803.948564 = -864828.128556 nChanged 929 SP:Iteration 4F (316.233375 sec): 3 clusters Score: Raw -867253.539744 + Penalty 1803.948564 = -865449.591180 nChanged 965 SP:Iteration 5F (316.292241 sec): 3 clusters Score: Raw -867981.158996 + Penalty 1803.948564 = -866177.210431 nChanged 888 SP:Iteration 6F (316.362934 sec): 3 clusters Score: Raw -868728.989008 + Penalty 1803.948564 = -866925.040444 nChanged 691 SP:Iteration 7F (316.412778 sec): 3 clusters Score: Raw -869310.678318 + Penalty 1803.948564 = -867506.729753 nChanged 462 SP:Iteration 8Q (316.481741 sec): 3 clusters Score: Raw -869730.220294 + Penalty 1803.948564 = -867926.271729 nChanged 302 SP:Iteration 9Q (316.544859 sec): 3 clusters Score: Raw -870010.381785 + Penalty 1803.948564 = -868206.433220 nChanged 209 SP:Iteration 10Q (316.608099 sec): 3 clusters Score: Raw -870222.507096 + Penalty 1803.948564 = -868418.558531 nChanged 152 SP:Iteration 11Q (316.669817 sec): 3 clusters Score: Raw -870362.043102 + Penalty 1803.948564 = -868558.094538 nChanged 121 SP:Iteration 12Q (316.727675 sec): 3 clusters Score: Raw -870454.173042 + Penalty 1803.948564 = -868650.224478 nChanged 78 SP:Iteration 13Q (316.796419 sec): 3 clusters Score: Raw -870500.039536 + Penalty 1803.948564 = -868696.090971 nChanged 59 SP:Iteration 14Q (316.849511 sec): 3 clusters Score: Raw -870530.361207 + Penalty 1803.948564 = -868726.412642 nChanged 47 SP:Iteration 15Q (316.913523 sec): 3 clusters Score: Raw -870545.870449 + Penalty 1803.948564 = -868741.921885 nChanged 30 SP:Iteration 16Q (316.981879 sec): 3 clusters Score: Raw -870554.113949 + Penalty 1803.948564 = -868750.165385 nChanged 23 SP:Iteration 17Q (317.050698 sec): 3 clusters Score: Raw -870560.522068 + Penalty 1803.948564 = -868756.573504 nChanged 15 SP:Iteration 18Q (317.103249 sec): 3 clusters Score: Raw -870563.853713 + Penalty 1803.948564 = -868759.905149 nChanged 11 SP:Iteration 19Q (317.169527 sec): 3 clusters Score: Raw -870566.583725 + Penalty 1803.948564 = -868762.635161 nChanged 12 SP:Iteration 20F (317.234085 sec): 3 clusters Score: Raw -870569.292679 + Penalty 1803.948564 = -868765.344114 nChanged 7 SP:Iteration 21Q (317.297550 sec): 3 clusters Score: Raw -870570.851770 + Penalty 1803.948564 = -868766.903206 nChanged 6 SP:Iteration 22Q (317.369766 sec): 3 clusters Score: Raw -870572.335978 + Penalty 1803.948564 = -868768.387414 nChanged 4 SP:Iteration 23Q (317.432887 sec): 3 clusters Score: Raw -870574.114584 + Penalty 1803.948564 = -868770.166020 nChanged 8 SP:Iteration 24Q (317.493265 sec): 3 clusters Score: Raw -870575.310272 + Penalty 1803.948564 = -868771.361707 nChanged 5 SP:Iteration 25Q (317.544392 sec): 3 clusters Score: Raw -870576.210611 + Penalty 1803.948564 = -868772.262047 nChanged 1 SP:Iteration 26Q (317.608070 sec): 3 clusters Score: Raw -870576.282205 + Penalty 1803.948564 = -868772.333641 nChanged 1 SP:Iteration 27Q (317.674644 sec): 3 clusters Score: Raw -870576.500422 + Penalty 1803.948564 = -868772.551858 nChanged 0 SP:Iteration 28F (317.743587 sec): 3 clusters Score: Raw -870576.500422 + Penalty 1803.948564 = -868772.551858 nChanged 0 Trying to split cluster 10 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (317.768981 sec): 2 clusters Score: Raw -19349.699552 + Penalty 556.503650 = -18793.195902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (317.813002 sec): 3 clusters Score: Raw -19266.626512 + Penalty 1113.007299 = -18153.619213 nChanged 84 SP:Iteration 1F (317.845477 sec): 3 clusters Score: Raw -19370.776781 + Penalty 1113.007299 = -18257.769482 nChanged 11 SP:Iteration 2Q (317.888617 sec): 3 clusters Score: Raw -19386.857197 + Penalty 1113.007299 = -18273.849897 nChanged 11 SP:Iteration 3Q (317.944628 sec): 3 clusters Score: Raw -19403.963230 + Penalty 1113.007299 = -18290.955931 nChanged 5 SP:Iteration 4Q (317.992214 sec): 3 clusters Score: Raw -19414.169403 + Penalty 1113.007299 = -18301.162104 nChanged 7 SP:Iteration 5Q (318.035398 sec): 3 clusters Score: Raw -19423.120637 + Penalty 1113.007299 = -18310.113337 nChanged 5 SP:Iteration 6Q (318.086152 sec): 3 clusters Score: Raw -19430.490441 + Penalty 1113.007299 = -18317.483142 nChanged 4 SP:Iteration 7Q (318.143878 sec): 3 clusters Score: Raw -19435.181525 + Penalty 1113.007299 = -18322.174226 nChanged 2 SP:Iteration 8Q (318.187117 sec): 3 clusters Score: Raw -19438.830961 + Penalty 1113.007299 = -18325.823662 nChanged 1 SP:Iteration 9Q (318.239658 sec): 3 clusters Score: Raw -19439.797229 + Penalty 1113.007299 = -18326.789930 nChanged 0 SP:Iteration 10F (318.281107 sec): 3 clusters Score: Raw -19439.797229 + Penalty 1113.007299 = -18326.789930 nChanged 0 Trying to split cluster 14 (4945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (318.310506 sec): 2 clusters Score: Raw -311433.088336 + Penalty 808.082563 = -310625.005772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (318.358534 sec): 3 clusters Score: Raw -308749.225306 + Penalty 1616.165126 = -307133.060180 nChanged 2063 SP:Iteration 1F (318.415274 sec): 3 clusters Score: Raw -309830.440960 + Penalty 1616.165126 = -308214.275834 nChanged 266 SP:Iteration 2F (318.482748 sec): 3 clusters Score: Raw -309932.817828 + Penalty 1616.165126 = -308316.652701 nChanged 221 SP:Iteration 3Q (318.526516 sec): 3 clusters Score: Raw -310027.050152 + Penalty 1616.165126 = -308410.885025 nChanged 203 SP:Iteration 4Q (318.589618 sec): 3 clusters Score: Raw -310110.768941 + Penalty 1616.165126 = -308494.603815 nChanged 177 SP:Iteration 5Q (318.631608 sec): 3 clusters Score: Raw -310178.619107 + Penalty 1616.165126 = -308562.453981 nChanged 168 SP:Iteration 6Q (318.677483 sec): 3 clusters Score: Raw -310248.438828 + Penalty 1616.165126 = -308632.273702 nChanged 181 SP:Iteration 7Q (318.736483 sec): 3 clusters Score: Raw -310330.844199 + Penalty 1616.165126 = -308714.679073 nChanged 181 SP:Iteration 8Q (318.787133 sec): 3 clusters Score: Raw -310414.791160 + Penalty 1616.165126 = -308798.626033 nChanged 188 SP:Iteration 9Q (318.827369 sec): 3 clusters Score: Raw -310517.794305 + Penalty 1616.165126 = -308901.629179 nChanged 219 SP:Iteration 10Q (318.883056 sec): 3 clusters Score: Raw -310659.307760 + Penalty 1616.165126 = -309043.142634 nChanged 200 SP:Iteration 11Q (318.927216 sec): 3 clusters Score: Raw -310792.821510 + Penalty 1616.165126 = -309176.656383 nChanged 196 SP:Iteration 12Q (318.992503 sec): 3 clusters Score: Raw -310941.307866 + Penalty 1616.165126 = -309325.142740 nChanged 178 SP:Iteration 13Q (319.041151 sec): 3 clusters Score: Raw -311085.663229 + Penalty 1616.165126 = -309469.498102 nChanged 144 SP:Iteration 14Q (319.091888 sec): 3 clusters Score: Raw -311204.162571 + Penalty 1616.165126 = -309587.997445 nChanged 115 SP:Iteration 15Q (319.146501 sec): 3 clusters Score: Raw -311291.173220 + Penalty 1616.165126 = -309675.008094 nChanged 81 SP:Iteration 16Q (319.204618 sec): 3 clusters Score: Raw -311356.918360 + Penalty 1616.165126 = -309740.753234 nChanged 60 SP:Iteration 17Q (319.260847 sec): 3 clusters Score: Raw -311395.936098 + Penalty 1616.165126 = -309779.770971 nChanged 49 SP:Iteration 18Q (319.313340 sec): 3 clusters Score: Raw -311431.394535 + Penalty 1616.165126 = -309815.229409 nChanged 42 SP:Iteration 19Q (319.365741 sec): 3 clusters Score: Raw -311465.829749 + Penalty 1616.165126 = -309849.664623 nChanged 41 SP:Iteration 20F (319.421537 sec): 3 clusters Score: Raw -311497.203743 + Penalty 1616.165126 = -309881.038617 nChanged 31 SP:Iteration 21Q (319.472514 sec): 3 clusters Score: Raw -311515.795163 + Penalty 1616.165126 = -309899.630037 nChanged 14 SP:Iteration 22Q (319.529059 sec): 3 clusters Score: Raw -311525.324584 + Penalty 1616.165126 = -309909.159458 nChanged 15 SP:Iteration 23Q (319.574061 sec): 3 clusters Score: Raw -311533.135709 + Penalty 1616.165126 = -309916.970583 nChanged 5 SP:Iteration 24Q (319.631583 sec): 3 clusters Score: Raw -311535.749478 + Penalty 1616.165126 = -309919.584351 nChanged 7 SP:Iteration 25Q (319.681834 sec): 3 clusters Score: Raw -311539.871351 + Penalty 1616.165126 = -309923.706225 nChanged 3 SP:Iteration 26Q (319.733612 sec): 3 clusters Score: Raw -311542.121264 + Penalty 1616.165126 = -309925.956138 nChanged 4 SP:Iteration 27Q (319.793069 sec): 3 clusters Score: Raw -311543.324159 + Penalty 1616.165126 = -309927.159032 nChanged 0 SP:Iteration 28F (319.845260 sec): 3 clusters Score: Raw -311543.324159 + Penalty 1616.165126 = -309927.159032 nChanged 0 Trying to split cluster 17 (800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (319.865514 sec): 2 clusters Score: Raw -48506.800864 + Penalty 635.038114 = -47871.762750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (319.921241 sec): 3 clusters Score: Raw -48200.809851 + Penalty 1270.076228 = -46930.733623 nChanged 272 SP:Iteration 1F (319.971112 sec): 3 clusters Score: Raw -48422.665911 + Penalty 1270.076228 = -47152.589682 nChanged 78 SP:Iteration 2F (320.022509 sec): 3 clusters Score: Raw -48484.384206 + Penalty 1270.076228 = -47214.307978 nChanged 33 SP:Iteration 3Q (320.059537 sec): 3 clusters Score: Raw -48513.640638 + Penalty 1270.076228 = -47243.564410 nChanged 20 SP:Iteration 4Q (320.109772 sec): 3 clusters Score: Raw -48529.649665 + Penalty 1270.076228 = -47259.573436 nChanged 18 SP:Iteration 5Q (320.161053 sec): 3 clusters Score: Raw -48545.137014 + Penalty 1270.076228 = -47275.060786 nChanged 11 SP:Iteration 6Q (320.212634 sec): 3 clusters Score: Raw -48553.175952 + Penalty 1270.076228 = -47283.099724 nChanged 5 SP:Iteration 7Q (320.263994 sec): 3 clusters Score: Raw -48556.733569 + Penalty 1270.076228 = -47286.657341 nChanged 7 SP:Iteration 8Q (320.316572 sec): 3 clusters Score: Raw -48562.409575 + Penalty 1270.076228 = -47292.333347 nChanged 6 SP:Iteration 9Q (320.366842 sec): 3 clusters Score: Raw -48565.265710 + Penalty 1270.076228 = -47295.189481 nChanged 3 SP:Iteration 10Q (320.428926 sec): 3 clusters Score: Raw -48568.647186 + Penalty 1270.076228 = -47298.570958 nChanged 5 SP:Iteration 11Q (320.471757 sec): 3 clusters Score: Raw -48570.574730 + Penalty 1270.076228 = -47300.498502 nChanged 2 SP:Iteration 12Q (320.522909 sec): 3 clusters Score: Raw -48571.745314 + Penalty 1270.076228 = -47301.669086 nChanged 1 SP:Iteration 13Q (320.570795 sec): 3 clusters Score: Raw -48572.166824 + Penalty 1270.076228 = -47302.090596 nChanged 0 SP:Iteration 14F (320.619504 sec): 3 clusters Score: Raw -48572.166824 + Penalty 1270.076228 = -47302.090596 nChanged 0 Trying to split cluster 18 (2415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (320.649789 sec): 2 clusters Score: Raw -149870.784131 + Penalty 739.998184 = -149130.785947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (320.695776 sec): 3 clusters Score: Raw -148627.127668 + Penalty 1479.996368 = -147147.131301 nChanged 982 SP:Iteration 1F (320.738484 sec): 3 clusters Score: Raw -149182.647163 + Penalty 1479.996368 = -147702.650795 nChanged 175 SP:Iteration 2F (320.788387 sec): 3 clusters Score: Raw -149283.380208 + Penalty 1479.996368 = -147803.383841 nChanged 140 SP:Iteration 3F (320.841446 sec): 3 clusters Score: Raw -149371.324799 + Penalty 1479.996368 = -147891.328432 nChanged 127 SP:Iteration 4F (320.889563 sec): 3 clusters Score: Raw -149456.007471 + Penalty 1479.996368 = -147976.011104 nChanged 105 SP:Iteration 5Q (320.936173 sec): 3 clusters Score: Raw -149520.690077 + Penalty 1479.996368 = -148040.693710 nChanged 98 SP:Iteration 6Q (320.970192 sec): 3 clusters Score: Raw -149587.625046 + Penalty 1479.996368 = -148107.628679 nChanged 91 SP:Iteration 7Q (321.015784 sec): 3 clusters Score: Raw -149656.966632 + Penalty 1479.996368 = -148176.970265 nChanged 91 SP:Iteration 8Q (321.071511 sec): 3 clusters Score: Raw -149727.546902 + Penalty 1479.996368 = -148247.550535 nChanged 99 SP:Iteration 9Q (321.118089 sec): 3 clusters Score: Raw -149807.926980 + Penalty 1479.996368 = -148327.930613 nChanged 94 SP:Iteration 10Q (321.166109 sec): 3 clusters Score: Raw -149888.086835 + Penalty 1479.996368 = -148408.090467 nChanged 90 SP:Iteration 11Q (321.210799 sec): 3 clusters Score: Raw -149963.602516 + Penalty 1479.996368 = -148483.606149 nChanged 69 SP:Iteration 12Q (321.244992 sec): 3 clusters Score: Raw -150024.645574 + Penalty 1479.996368 = -148544.649206 nChanged 62 SP:Iteration 13Q (321.294241 sec): 3 clusters Score: Raw -150076.865322 + Penalty 1479.996368 = -148596.868954 nChanged 51 SP:Iteration 14Q (321.335653 sec): 3 clusters Score: Raw -150109.832639 + Penalty 1479.996368 = -148629.836272 nChanged 45 SP:Iteration 15Q (321.378127 sec): 3 clusters Score: Raw -150139.730474 + Penalty 1479.996368 = -148659.734106 nChanged 27 SP:Iteration 16Q (321.429293 sec): 3 clusters Score: Raw -150154.383375 + Penalty 1479.996368 = -148674.387008 nChanged 16 SP:Iteration 17Q (321.467510 sec): 3 clusters Score: Raw -150163.150468 + Penalty 1479.996368 = -148683.154101 nChanged 12 SP:Iteration 18Q (321.517036 sec): 3 clusters Score: Raw -150167.937757 + Penalty 1479.996368 = -148687.941390 nChanged 11 SP:Iteration 19Q (321.566026 sec): 3 clusters Score: Raw -150171.666704 + Penalty 1479.996368 = -148691.670336 nChanged 7 SP:Iteration 20F (321.605104 sec): 3 clusters Score: Raw -150173.662784 + Penalty 1479.996368 = -148693.666416 nChanged 6 SP:Iteration 21Q (321.658436 sec): 3 clusters Score: Raw -150176.309046 + Penalty 1479.996368 = -148696.312678 nChanged 5 SP:Iteration 22Q (321.697607 sec): 3 clusters Score: Raw -150178.299990 + Penalty 1479.996368 = -148698.303622 nChanged 4 SP:Iteration 23Q (321.754178 sec): 3 clusters Score: Raw -150179.351465 + Penalty 1479.996368 = -148699.355097 nChanged 1 SP:Iteration 24Q (321.795479 sec): 3 clusters Score: Raw -150179.675354 + Penalty 1479.996368 = -148699.678986 nChanged 1 SP:Iteration 25Q (321.842838 sec): 3 clusters Score: Raw -150180.107391 + Penalty 1479.996368 = -148700.111023 nChanged 0 SP:Iteration 26F (321.882080 sec): 3 clusters Score: Raw -150180.107391 + Penalty 1479.996368 = -148700.111023 nChanged 0 Trying to split cluster 19 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (321.911075 sec): 2 clusters Score: Raw -8485.310179 + Penalty 487.900852 = -7997.409327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (321.942749 sec): 3 clusters Score: Raw -8541.831405 + Penalty 975.801703 = -7566.029702 nChanged 33 SP:Iteration 1F (321.987184 sec): 3 clusters Score: Raw -8602.248367 + Penalty 975.801703 = -7626.446664 nChanged 12 SP:Iteration 2F (322.029951 sec): 3 clusters Score: Raw -8623.411608 + Penalty 975.801703 = -7647.609905 nChanged 3 SP:Iteration 3Q (322.066340 sec): 3 clusters Score: Raw -8631.708196 + Penalty 975.801703 = -7655.906493 nChanged 1 SP:Iteration 4Q (322.109131 sec): 3 clusters Score: Raw -8632.318338 + Penalty 975.801703 = -7656.516635 nChanged 0 SP:Iteration 5F (322.151592 sec): 3 clusters Score: Raw -8632.318338 + Penalty 975.801703 = -7656.516635 nChanged 0 Iteration 59Q (322.711206 sec): 14 clusters Score: Raw -4108984.952309 + Penalty 13704.084489 = -4095280.867820 nChanged 555 Iteration 60F (323.412557 sec): 14 clusters Score: Raw -4109280.569115 + Penalty 13704.084489 = -4095576.484627 nChanged 501 Iteration 61Q (323.951263 sec): 14 clusters Score: Raw -4109403.022354 + Penalty 13704.084489 = -4095698.937865 nChanged 349 Iteration 62Q (324.469146 sec): 14 clusters Score: Raw -4109468.895195 + Penalty 13704.084489 = -4095764.810706 nChanged 287 Iteration 63Q (324.936676 sec): 14 clusters Score: Raw -4109519.754885 + Penalty 13704.084489 = -4095815.670396 nChanged 274 Iteration 64Q (325.437595 sec): 14 clusters Score: Raw -4109565.819175 + Penalty 13704.084489 = -4095861.734686 nChanged 264 Iteration 65Q (325.938489 sec): 14 clusters Score: Raw -4109604.407200 + Penalty 13704.084489 = -4095900.322711 nChanged 207 Iteration 66Q (326.406784 sec): 14 clusters Score: Raw -4109633.361347 + Penalty 13704.084489 = -4095929.276858 nChanged 219 Iteration 67Q (326.936372 sec): 14 clusters Score: Raw -4109665.853727 + Penalty 13704.084489 = -4095961.769238 nChanged 220 Iteration 68Q (327.459970 sec): 14 clusters Score: Raw -4109698.062073 + Penalty 13704.084489 = -4095993.977584 nChanged 204 Iteration 69Q (327.929584 sec): 14 clusters Score: Raw -4109724.854877 + Penalty 13704.084489 = -4096020.770389 nChanged 199 Iteration 70Q (328.425464 sec): 14 clusters Score: Raw -4109753.543926 + Penalty 13704.084489 = -4096049.459437 nChanged 191 Iteration 71Q (328.880836 sec): 14 clusters Score: Raw -4109781.304026 + Penalty 13704.084489 = -4096077.219537 nChanged 210 Iteration 72Q (329.343939 sec): 14 clusters Score: Raw -4109812.353385 + Penalty 13704.084489 = -4096108.268897 nChanged 212 Iteration 73Q (329.833187 sec): 14 clusters Score: Raw -4109842.544023 + Penalty 13704.084489 = -4096138.459534 nChanged 188 Iteration 74Q (330.294505 sec): 14 clusters Score: Raw -4109868.109138 + Penalty 13704.084489 = -4096164.024649 nChanged 161 Iteration 75Q (330.756415 sec): 14 clusters Score: Raw -4109886.945661 + Penalty 13704.084489 = -4096182.861172 nChanged 138 Iteration 76Q (331.271071 sec): 14 clusters Score: Raw -4109903.842087 + Penalty 13704.084489 = -4096199.757598 nChanged 134 Iteration 77Q (331.778265 sec): 14 clusters Score: Raw -4109918.753774 + Penalty 13704.084489 = -4096214.669285 nChanged 122 Iteration 78Q (332.276055 sec): 14 clusters Score: Raw -4109932.311893 + Penalty 13704.084489 = -4096228.227405 nChanged 110 Iteration 79Q (332.738480 sec): 14 clusters Score: Raw -4109944.335490 + Penalty 13704.084489 = -4096240.251002 nChanged 110 Iteration 80F (333.443161 sec): 14 clusters Score: Raw -4109956.843511 + Penalty 13704.084489 = -4096252.759022 nChanged 113 Iteration 81Q (333.914832 sec): 14 clusters Score: Raw -4109967.700375 + Penalty 13704.084489 = -4096263.615886 nChanged 89 Iteration 82Q (334.436534 sec): 14 clusters Score: Raw -4109974.842772 + Penalty 13704.084489 = -4096270.758283 nChanged 57 Iteration 83Q (334.931329 sec): 14 clusters Score: Raw -4109979.701705 + Penalty 13704.084489 = -4096275.617216 nChanged 69 Iteration 84Q (335.430694 sec): 14 clusters Score: Raw -4109986.202308 + Penalty 13704.084489 = -4096282.117819 nChanged 64 Iteration 85Q (335.911816 sec): 14 clusters Score: Raw -4109991.837785 + Penalty 13704.084489 = -4096287.753296 nChanged 63 Iteration 86Q (336.381692 sec): 14 clusters Score: Raw -4109997.863780 + Penalty 13704.084489 = -4096293.779291 nChanged 58 Iteration 87Q (336.869903 sec): 14 clusters Score: Raw -4110002.831210 + Penalty 13704.084489 = -4096298.746721 nChanged 62 Iteration 88Q (337.355669 sec): 14 clusters Score: Raw -4110007.785814 + Penalty 13704.084489 = -4096303.701325 nChanged 45 Iteration 89Q (337.851722 sec): 14 clusters Score: Raw -4110010.429621 + Penalty 13704.084489 = -4096306.345132 nChanged 48 Iteration 90Q (338.370109 sec): 14 clusters Score: Raw -4110013.787431 + Penalty 13704.084489 = -4096309.702942 nChanged 46 Iteration 91Q (338.877459 sec): 14 clusters Score: Raw -4110017.208869 + Penalty 13704.084489 = -4096313.124380 nChanged 37 Iteration 92Q (339.381739 sec): 14 clusters Score: Raw -4110019.451728 + Penalty 13704.084489 = -4096315.367239 nChanged 31 Iteration 93Q (339.831699 sec): 14 clusters Score: Raw -4110022.933513 + Penalty 13704.084489 = -4096318.849024 nChanged 43 Iteration 94Q (340.346295 sec): 14 clusters Score: Raw -4110028.029591 + Penalty 13704.084489 = -4096323.945102 nChanged 34 Iteration 95Q (340.847796 sec): 14 clusters Score: Raw -4110030.181278 + Penalty 13704.084489 = -4096326.096790 nChanged 30 Iteration 96Q (341.352695 sec): 14 clusters Score: Raw -4110033.754810 + Penalty 13704.084489 = -4096329.670322 nChanged 30 Iteration 97Q (341.857119 sec): 14 clusters Score: Raw -4110037.549953 + Penalty 13704.084489 = -4096333.465465 nChanged 22 Iteration 98Q (342.351451 sec): 14 clusters Score: Raw -4110038.974526 + Penalty 13704.084489 = -4096334.890037 nChanged 18 Writing temp clu file Because OldScore, -4096333.465465, is greater than current (better) Score,-4096334.890037 Compute initial score before splitting: Score: Raw -4110038.974526 + Penalty 13704.084489 = -4096334.890037 Trying to split cluster 1 (8153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (342.409121 sec): 2 clusters Score: Raw -537002.875044 + Penalty 855.583417 = -536147.291627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (342.464627 sec): 3 clusters Score: Raw -532239.693543 + Penalty 1711.166835 = -530528.526708 nChanged 3620 SP:Iteration 1F (342.520933 sec): 3 clusters Score: Raw -534180.491269 + Penalty 1711.166835 = -532469.324434 nChanged 457 SP:Iteration 2F (342.582238 sec): 3 clusters Score: Raw -534372.767712 + Penalty 1711.166835 = -532661.600877 nChanged 411 SP:Iteration 3F (342.627970 sec): 3 clusters Score: Raw -534548.633512 + Penalty 1711.166835 = -532837.466677 nChanged 363 SP:Iteration 4Q (342.683040 sec): 3 clusters Score: Raw -534720.489065 + Penalty 1711.166835 = -533009.322230 nChanged 362 SP:Iteration 5Q (342.751534 sec): 3 clusters Score: Raw -534909.466707 + Penalty 1711.166835 = -533198.299872 nChanged 383 SP:Iteration 6Q (342.808568 sec): 3 clusters Score: Raw -535116.029789 + Penalty 1711.166835 = -533404.862954 nChanged 389 SP:Iteration 7Q (342.865975 sec): 3 clusters Score: Raw -535319.228373 + Penalty 1711.166835 = -533608.061538 nChanged 363 SP:Iteration 8Q (342.923098 sec): 3 clusters Score: Raw -535533.608672 + Penalty 1711.166835 = -533822.441837 nChanged 340 SP:Iteration 9Q (342.980571 sec): 3 clusters Score: Raw -535734.383085 + Penalty 1711.166835 = -534023.216250 nChanged 285 SP:Iteration 10Q (343.026590 sec): 3 clusters Score: Raw -535860.450972 + Penalty 1711.166835 = -534149.284137 nChanged 222 SP:Iteration 11Q (343.083152 sec): 3 clusters Score: Raw -535937.119778 + Penalty 1711.166835 = -534225.952943 nChanged 175 SP:Iteration 12Q (343.146532 sec): 3 clusters Score: Raw -535996.284258 + Penalty 1711.166835 = -534285.117424 nChanged 136 SP:Iteration 13Q (343.191642 sec): 3 clusters Score: Raw -536030.059436 + Penalty 1711.166835 = -534318.892601 nChanged 90 SP:Iteration 14Q (343.256472 sec): 3 clusters Score: Raw -536050.986319 + Penalty 1711.166835 = -534339.819484 nChanged 87 SP:Iteration 15Q (343.307704 sec): 3 clusters Score: Raw -536074.208943 + Penalty 1711.166835 = -534363.042108 nChanged 97 SP:Iteration 16Q (343.367180 sec): 3 clusters Score: Raw -536100.133723 + Penalty 1711.166835 = -534388.966888 nChanged 87 SP:Iteration 17Q (343.414321 sec): 3 clusters Score: Raw -536119.551820 + Penalty 1711.166835 = -534408.384985 nChanged 71 SP:Iteration 18Q (343.481546 sec): 3 clusters Score: Raw -536135.908556 + Penalty 1711.166835 = -534424.741721 nChanged 77 SP:Iteration 19Q (343.538785 sec): 3 clusters Score: Raw -536153.472498 + Penalty 1711.166835 = -534442.305663 nChanged 76 SP:Iteration 20F (343.595519 sec): 3 clusters Score: Raw -536170.726479 + Penalty 1711.166835 = -534459.559644 nChanged 78 SP:Iteration 21Q (343.636623 sec): 3 clusters Score: Raw -536188.481309 + Penalty 1711.166835 = -534477.314474 nChanged 88 SP:Iteration 22Q (343.694110 sec): 3 clusters Score: Raw -536209.235568 + Penalty 1711.166835 = -534498.068733 nChanged 81 SP:Iteration 23Q (343.759319 sec): 3 clusters Score: Raw -536231.337530 + Penalty 1711.166835 = -534520.170695 nChanged 86 SP:Iteration 24Q (343.819399 sec): 3 clusters Score: Raw -536257.545612 + Penalty 1711.166835 = -534546.378777 nChanged 98 SP:Iteration 25Q (343.865401 sec): 3 clusters Score: Raw -536291.673953 + Penalty 1711.166835 = -534580.507118 nChanged 136 SP:Iteration 26Q (343.925041 sec): 3 clusters Score: Raw -536340.563513 + Penalty 1711.166835 = -534629.396678 nChanged 126 SP:Iteration 27Q (343.982362 sec): 3 clusters Score: Raw -536385.711215 + Penalty 1711.166835 = -534674.544380 nChanged 124 SP:Iteration 28Q (344.039684 sec): 3 clusters Score: Raw -536433.790202 + Penalty 1711.166835 = -534722.623367 nChanged 131 SP:Iteration 29Q (344.099920 sec): 3 clusters Score: Raw -536483.726968 + Penalty 1711.166835 = -534772.560133 nChanged 136 SP:Iteration 30Q (344.150278 sec): 3 clusters Score: Raw -536538.590865 + Penalty 1711.166835 = -534827.424030 nChanged 132 SP:Iteration 31Q (344.208246 sec): 3 clusters Score: Raw -536593.223827 + Penalty 1711.166835 = -534882.056992 nChanged 128 SP:Iteration 32Q (344.258802 sec): 3 clusters Score: Raw -536652.974949 + Penalty 1711.166835 = -534941.808114 nChanged 130 SP:Iteration 33Q (344.319904 sec): 3 clusters Score: Raw -536716.730794 + Penalty 1711.166835 = -535005.563959 nChanged 115 SP:Iteration 34Q (344.381704 sec): 3 clusters Score: Raw -536770.510349 + Penalty 1711.166835 = -535059.343514 nChanged 113 SP:Iteration 35Q (344.432971 sec): 3 clusters Score: Raw -536823.728414 + Penalty 1711.166835 = -535112.561579 nChanged 118 SP:Iteration 36Q (344.497262 sec): 3 clusters Score: Raw -536877.258761 + Penalty 1711.166835 = -535166.091926 nChanged 101 SP:Iteration 37Q (344.554873 sec): 3 clusters Score: Raw -536923.757927 + Penalty 1711.166835 = -535212.591092 nChanged 93 SP:Iteration 38Q (344.601062 sec): 3 clusters Score: Raw -536963.689532 + Penalty 1711.166835 = -535252.522697 nChanged 78 SP:Iteration 39Q (344.659371 sec): 3 clusters Score: Raw -536995.551166 + Penalty 1711.166835 = -535284.384331 nChanged 68 SP:Iteration 40F (344.716563 sec): 3 clusters Score: Raw -537029.201394 + Penalty 1711.166835 = -535318.034559 nChanged 64 SP:Iteration 41Q (344.772762 sec): 3 clusters Score: Raw -537060.002010 + Penalty 1711.166835 = -535348.835175 nChanged 54 SP:Iteration 42Q (344.841344 sec): 3 clusters Score: Raw -537087.059377 + Penalty 1711.166835 = -535375.892542 nChanged 55 SP:Iteration 43Q (344.885374 sec): 3 clusters Score: Raw -537121.398197 + Penalty 1711.166835 = -535410.231362 nChanged 55 SP:Iteration 44Q (344.935483 sec): 3 clusters Score: Raw -537153.153865 + Penalty 1711.166835 = -535441.987030 nChanged 53 SP:Iteration 45Q (345.001599 sec): 3 clusters Score: Raw -537182.931765 + Penalty 1711.166835 = -535471.764930 nChanged 36 SP:Iteration 46Q (345.056363 sec): 3 clusters Score: Raw -537210.618941 + Penalty 1711.166835 = -535499.452106 nChanged 34 SP:Iteration 47Q (345.114448 sec): 3 clusters Score: Raw -537233.223050 + Penalty 1711.166835 = -535522.056215 nChanged 29 SP:Iteration 48Q (345.167752 sec): 3 clusters Score: Raw -537245.014077 + Penalty 1711.166835 = -535533.847242 nChanged 20 SP:Iteration 49Q (345.227121 sec): 3 clusters Score: Raw -537253.051181 + Penalty 1711.166835 = -535541.884346 nChanged 13 SP:Iteration 50Q (345.281020 sec): 3 clusters Score: Raw -537256.835588 + Penalty 1711.166835 = -535545.668753 nChanged 10 SP:Iteration 51Q (345.340103 sec): 3 clusters Score: Raw -537259.679900 + Penalty 1711.166835 = -535548.513065 nChanged 10 SP:Iteration 52Q (345.397409 sec): 3 clusters Score: Raw -537263.354721 + Penalty 1711.166835 = -535552.187886 nChanged 7 SP:Iteration 53Q (345.459548 sec): 3 clusters Score: Raw -537265.523861 + Penalty 1711.166835 = -535554.357026 nChanged 3 SP:Iteration 54Q (345.517399 sec): 3 clusters Score: Raw -537266.612259 + Penalty 1711.166835 = -535555.445424 nChanged 5 SP:Iteration 55Q (345.557685 sec): 3 clusters Score: Raw -537269.651567 + Penalty 1711.166835 = -535558.484732 nChanged 8 SP:Iteration 56Q (345.619612 sec): 3 clusters Score: Raw -537272.977164 + Penalty 1711.166835 = -535561.810329 nChanged 2 SP:Iteration 57Q (345.663384 sec): 3 clusters Score: Raw -537273.646787 + Penalty 1711.166835 = -535562.479952 nChanged 1 SP:Iteration 58Q (345.733373 sec): 3 clusters Score: Raw -537273.840207 + Penalty 1711.166835 = -535562.673372 nChanged 1 SP:Iteration 59Q (345.792633 sec): 3 clusters Score: Raw -537274.220924 + Penalty 1711.166835 = -535563.054089 nChanged 3 SP:Iteration 60F (345.841296 sec): 3 clusters Score: Raw -537275.193350 + Penalty 1711.166835 = -535564.026515 nChanged 3 SP:Iteration 61Q (345.898416 sec): 3 clusters Score: Raw -537276.663466 + Penalty 1711.166835 = -535565.496631 nChanged 3 SP:Iteration 62Q (345.957056 sec): 3 clusters Score: Raw -537277.508059 + Penalty 1711.166835 = -535566.341224 nChanged 1 SP:Iteration 63Q (346.009648 sec): 3 clusters Score: Raw -537278.123017 + Penalty 1711.166835 = -535566.956182 nChanged 1 SP:Iteration 64Q (346.075810 sec): 3 clusters Score: Raw -537278.233728 + Penalty 1711.166835 = -535567.066893 nChanged 0 SP:Iteration 65F (346.137163 sec): 3 clusters Score: Raw -537278.233728 + Penalty 1711.166835 = -535567.066893 nChanged 0 Trying to split cluster 2 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (346.150703 sec): 2 clusters Score: Raw -20721.338861 + Penalty 555.959236 = -20165.379625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (346.210386 sec): 3 clusters Score: Raw -20651.868822 + Penalty 1111.918471 = -19539.950351 nChanged 87 SP:Iteration 1F (346.257412 sec): 3 clusters Score: Raw -20742.755645 + Penalty 1111.918471 = -19630.837174 nChanged 20 SP:Iteration 2F (346.299484 sec): 3 clusters Score: Raw -20764.159485 + Penalty 1111.918471 = -19652.241014 nChanged 3 SP:Iteration 3Q (346.346596 sec): 3 clusters Score: Raw -20770.094362 + Penalty 1111.918471 = -19658.175891 nChanged 6 SP:Iteration 4Q (346.398266 sec): 3 clusters Score: Raw -20778.674086 + Penalty 1111.918471 = -19666.755615 nChanged 2 SP:Iteration 5Q (346.449633 sec): 3 clusters Score: Raw -20781.872321 + Penalty 1111.918471 = -19669.953850 nChanged 3 SP:Iteration 6Q (346.495369 sec): 3 clusters Score: Raw -20786.417622 + Penalty 1111.918471 = -19674.499151 nChanged 3 SP:Iteration 7Q (346.544087 sec): 3 clusters Score: Raw -20792.861281 + Penalty 1111.918471 = -19680.942810 nChanged 2 SP:Iteration 8Q (346.583162 sec): 3 clusters Score: Raw -20795.408441 + Penalty 1111.918471 = -19683.489970 nChanged 1 SP:Iteration 9Q (346.636251 sec): 3 clusters Score: Raw -20796.579151 + Penalty 1111.918471 = -19684.660679 nChanged 1 SP:Iteration 10Q (346.675531 sec): 3 clusters Score: Raw -20797.852390 + Penalty 1111.918471 = -19685.933919 nChanged 0 SP:Iteration 11F (346.720473 sec): 3 clusters Score: Raw -20797.852390 + Penalty 1111.918471 = -19685.933919 nChanged 0 Trying to split cluster 3 (13100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (346.765927 sec): 2 clusters Score: Raw -863436.038961 + Penalty 900.634913 = -862535.404047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (346.830380 sec): 3 clusters Score: Raw -855482.112705 + Penalty 1801.269827 = -853680.842878 nChanged 5936 SP:Iteration 1F (346.891714 sec): 3 clusters Score: Raw -858733.865110 + Penalty 1801.269827 = -856932.595283 nChanged 633 SP:Iteration 2Q (346.946904 sec): 3 clusters Score: Raw -858944.582734 + Penalty 1801.269827 = -857143.312907 nChanged 558 SP:Iteration 3Q (347.010162 sec): 3 clusters Score: Raw -859139.085130 + Penalty 1801.269827 = -857337.815304 nChanged 527 SP:Iteration 4Q (347.081545 sec): 3 clusters Score: Raw -859346.275223 + Penalty 1801.269827 = -857545.005397 nChanged 547 SP:Iteration 5Q (347.138504 sec): 3 clusters Score: Raw -859577.195754 + Penalty 1801.269827 = -857775.925927 nChanged 533 SP:Iteration 6Q (347.212061 sec): 3 clusters Score: Raw -859859.018917 + Penalty 1801.269827 = -858057.749090 nChanged 643 SP:Iteration 7Q (347.273113 sec): 3 clusters Score: Raw -860256.892964 + Penalty 1801.269827 = -858455.623137 nChanged 666 SP:Iteration 8F (347.341181 sec): 3 clusters Score: Raw -860715.536223 + Penalty 1801.269827 = -858914.266396 nChanged 682 SP:Iteration 9F (347.406486 sec): 3 clusters Score: Raw -861211.759081 + Penalty 1801.269827 = -859410.489255 nChanged 638 SP:Iteration 10Q (347.471362 sec): 3 clusters Score: Raw -861701.152737 + Penalty 1801.269827 = -859899.882910 nChanged 595 SP:Iteration 11Q (347.525350 sec): 3 clusters Score: Raw -862127.470620 + Penalty 1801.269827 = -860326.200793 nChanged 469 SP:Iteration 12Q (347.592346 sec): 3 clusters Score: Raw -862457.502079 + Penalty 1801.269827 = -860656.232253 nChanged 376 SP:Iteration 13Q (347.661090 sec): 3 clusters Score: Raw -862704.192149 + Penalty 1801.269827 = -860902.922322 nChanged 315 SP:Iteration 14Q (347.726505 sec): 3 clusters Score: Raw -862911.288390 + Penalty 1801.269827 = -861110.018563 nChanged 258 SP:Iteration 15Q (347.788250 sec): 3 clusters Score: Raw -863080.180811 + Penalty 1801.269827 = -861278.910984 nChanged 198 SP:Iteration 16Q (347.852082 sec): 3 clusters Score: Raw -863221.929338 + Penalty 1801.269827 = -861420.659511 nChanged 140 SP:Iteration 17Q (347.915829 sec): 3 clusters Score: Raw -863329.304698 + Penalty 1801.269827 = -861528.034871 nChanged 90 SP:Iteration 18Q (347.970485 sec): 3 clusters Score: Raw -863392.972809 + Penalty 1801.269827 = -861591.702982 nChanged 67 SP:Iteration 19Q (348.039258 sec): 3 clusters Score: Raw -863436.216627 + Penalty 1801.269827 = -861634.946800 nChanged 56 SP:Iteration 20F (348.100525 sec): 3 clusters Score: Raw -863470.117700 + Penalty 1801.269827 = -861668.847873 nChanged 47 SP:Iteration 21Q (348.148997 sec): 3 clusters Score: Raw -863499.870147 + Penalty 1801.269827 = -861698.600321 nChanged 28 SP:Iteration 22Q (348.221389 sec): 3 clusters Score: Raw -863520.287896 + Penalty 1801.269827 = -861719.018069 nChanged 25 SP:Iteration 23Q (348.283621 sec): 3 clusters Score: Raw -863539.481831 + Penalty 1801.269827 = -861738.212005 nChanged 20 SP:Iteration 24Q (348.343818 sec): 3 clusters Score: Raw -863555.097932 + Penalty 1801.269827 = -861753.828105 nChanged 18 SP:Iteration 25Q (348.406843 sec): 3 clusters Score: Raw -863564.230590 + Penalty 1801.269827 = -861762.960763 nChanged 10 SP:Iteration 26Q (348.466232 sec): 3 clusters Score: Raw -863569.110805 + Penalty 1801.269827 = -861767.840978 nChanged 9 SP:Iteration 27Q (348.524417 sec): 3 clusters Score: Raw -863573.550044 + Penalty 1801.269827 = -861772.280217 nChanged 6 SP:Iteration 28Q (348.584906 sec): 3 clusters Score: Raw -863578.372493 + Penalty 1801.269827 = -861777.102666 nChanged 8 SP:Iteration 29Q (348.643168 sec): 3 clusters Score: Raw -863583.281259 + Penalty 1801.269827 = -861782.011432 nChanged 6 SP:Iteration 30Q (348.692165 sec): 3 clusters Score: Raw -863585.824872 + Penalty 1801.269827 = -861784.555046 nChanged 1 SP:Iteration 31Q (348.762575 sec): 3 clusters Score: Raw -863586.134477 + Penalty 1801.269827 = -861784.864650 nChanged 2 SP:Iteration 32Q (348.821938 sec): 3 clusters Score: Raw -863587.342792 + Penalty 1801.269827 = -861786.072965 nChanged 1 SP:Iteration 33Q (348.875934 sec): 3 clusters Score: Raw -863587.773909 + Penalty 1801.269827 = -861786.504082 nChanged 1 SP:Iteration 34Q (348.940625 sec): 3 clusters Score: Raw -863588.502049 + Penalty 1801.269827 = -861787.232222 nChanged 1 SP:Iteration 35Q (348.990741 sec): 3 clusters Score: Raw -863588.767006 + Penalty 1801.269827 = -861787.497180 nChanged 2 SP:Iteration 36Q (349.059899 sec): 3 clusters Score: Raw -863589.606204 + Penalty 1801.269827 = -861788.336377 nChanged 0 SP:Iteration 37F (349.126856 sec): 3 clusters Score: Raw -863589.606204 + Penalty 1801.269827 = -861788.336377 nChanged 0 Trying to split cluster 4 (4820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (349.155273 sec): 2 clusters Score: Raw -308579.607454 + Penalty 805.650275 = -307773.957179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (349.206972 sec): 3 clusters Score: Raw -305913.824666 + Penalty 1611.300549 = -304302.524117 nChanged 2007 SP:Iteration 1F (349.268763 sec): 3 clusters Score: Raw -306964.071136 + Penalty 1611.300549 = -305352.770586 nChanged 284 SP:Iteration 2F (349.312717 sec): 3 clusters Score: Raw -307073.717767 + Penalty 1611.300549 = -305462.417217 nChanged 223 SP:Iteration 3Q (349.360413 sec): 3 clusters Score: Raw -307164.058434 + Penalty 1611.300549 = -305552.757885 nChanged 190 SP:Iteration 4Q (349.416528 sec): 3 clusters Score: Raw -307238.607142 + Penalty 1611.300549 = -305627.306593 nChanged 168 SP:Iteration 5Q (349.466790 sec): 3 clusters Score: Raw -307296.188826 + Penalty 1611.300549 = -305684.888277 nChanged 136 SP:Iteration 6Q (349.529528 sec): 3 clusters Score: Raw -307350.326017 + Penalty 1611.300549 = -305739.025467 nChanged 148 SP:Iteration 7Q (349.579016 sec): 3 clusters Score: Raw -307410.252120 + Penalty 1611.300549 = -305798.951570 nChanged 128 SP:Iteration 8Q (349.621508 sec): 3 clusters Score: Raw -307464.298421 + Penalty 1611.300549 = -305852.997871 nChanged 132 SP:Iteration 9Q (349.676979 sec): 3 clusters Score: Raw -307517.297258 + Penalty 1611.300549 = -305905.996709 nChanged 137 SP:Iteration 10Q (349.742429 sec): 3 clusters Score: Raw -307568.520805 + Penalty 1611.300549 = -305957.220255 nChanged 123 SP:Iteration 11Q (349.794676 sec): 3 clusters Score: Raw -307627.045367 + Penalty 1611.300549 = -306015.744818 nChanged 143 SP:Iteration 12Q (349.849539 sec): 3 clusters Score: Raw -307704.729005 + Penalty 1611.300549 = -306093.428456 nChanged 167 SP:Iteration 13Q (349.901945 sec): 3 clusters Score: Raw -307808.319533 + Penalty 1611.300549 = -306197.018984 nChanged 166 SP:Iteration 14Q (349.950355 sec): 3 clusters Score: Raw -307912.497384 + Penalty 1611.300549 = -306301.196834 nChanged 162 SP:Iteration 15Q (350.008154 sec): 3 clusters Score: Raw -308012.627213 + Penalty 1611.300549 = -306401.326664 nChanged 150 SP:Iteration 16Q (350.058140 sec): 3 clusters Score: Raw -308120.026209 + Penalty 1611.300549 = -306508.725660 nChanged 143 SP:Iteration 17Q (350.119830 sec): 3 clusters Score: Raw -308226.904947 + Penalty 1611.300549 = -306615.604398 nChanged 138 SP:Iteration 18Q (350.163293 sec): 3 clusters Score: Raw -308329.701316 + Penalty 1611.300549 = -306718.400766 nChanged 116 SP:Iteration 19Q (350.228474 sec): 3 clusters Score: Raw -308413.541649 + Penalty 1611.300549 = -306802.241100 nChanged 88 SP:Iteration 20F (350.281794 sec): 3 clusters Score: Raw -308473.111734 + Penalty 1611.300549 = -306861.811184 nChanged 88 SP:Iteration 21Q (350.330975 sec): 3 clusters Score: Raw -308541.825100 + Penalty 1611.300549 = -306930.524551 nChanged 74 SP:Iteration 22Q (350.374976 sec): 3 clusters Score: Raw -308595.345450 + Penalty 1611.300549 = -306984.044900 nChanged 62 SP:Iteration 23Q (350.441764 sec): 3 clusters Score: Raw -308636.694278 + Penalty 1611.300549 = -307025.393729 nChanged 58 SP:Iteration 24Q (350.485371 sec): 3 clusters Score: Raw -308680.521297 + Penalty 1611.300549 = -307069.220748 nChanged 48 SP:Iteration 25Q (350.545885 sec): 3 clusters Score: Raw -308711.015335 + Penalty 1611.300549 = -307099.714785 nChanged 42 SP:Iteration 26Q (350.601879 sec): 3 clusters Score: Raw -308746.065588 + Penalty 1611.300549 = -307134.765039 nChanged 38 SP:Iteration 27Q (350.644224 sec): 3 clusters Score: Raw -308771.612833 + Penalty 1611.300549 = -307160.312284 nChanged 30 SP:Iteration 28Q (350.705566 sec): 3 clusters Score: Raw -308787.037342 + Penalty 1611.300549 = -307175.736793 nChanged 24 SP:Iteration 29Q (350.755290 sec): 3 clusters Score: Raw -308800.225877 + Penalty 1611.300549 = -307188.925327 nChanged 15 SP:Iteration 30Q (350.795479 sec): 3 clusters Score: Raw -308809.718263 + Penalty 1611.300549 = -307198.417714 nChanged 16 SP:Iteration 31Q (350.854217 sec): 3 clusters Score: Raw -308815.710085 + Penalty 1611.300549 = -307204.409535 nChanged 5 SP:Iteration 32Q (350.901784 sec): 3 clusters Score: Raw -308817.826239 + Penalty 1611.300549 = -307206.525690 nChanged 5 SP:Iteration 33Q (350.946467 sec): 3 clusters Score: Raw -308819.482020 + Penalty 1611.300549 = -307208.181471 nChanged 3 SP:Iteration 34Q (351.001857 sec): 3 clusters Score: Raw -308820.819433 + Penalty 1611.300549 = -307209.518884 nChanged 1 SP:Iteration 35Q (351.060703 sec): 3 clusters Score: Raw -308821.852865 + Penalty 1611.300549 = -307210.552315 nChanged 2 SP:Iteration 36Q (351.110657 sec): 3 clusters Score: Raw -308823.041728 + Penalty 1611.300549 = -307211.741179 nChanged 1 SP:Iteration 37Q (351.161047 sec): 3 clusters Score: Raw -308823.800743 + Penalty 1611.300549 = -307212.500193 nChanged 1 SP:Iteration 38Q (351.217454 sec): 3 clusters Score: Raw -308824.099359 + Penalty 1611.300549 = -307212.798810 nChanged 2 SP:Iteration 39Q (351.268824 sec): 3 clusters Score: Raw -308824.496764 + Penalty 1611.300549 = -307213.196215 nChanged 0 SP:Iteration 40F (351.326141 sec): 3 clusters Score: Raw -308824.496764 + Penalty 1611.300549 = -307213.196215 nChanged 0 Trying to split cluster 5 (607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (351.350009 sec): 2 clusters Score: Raw -42402.336763 + Penalty 608.810235 = -41793.526528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (351.395803 sec): 3 clusters Score: Raw -42177.265870 + Penalty 1217.620470 = -40959.645399 nChanged 182 SP:Iteration 1F (351.444961 sec): 3 clusters Score: Raw -42326.449461 + Penalty 1217.620470 = -41108.828991 nChanged 43 SP:Iteration 2F (351.494630 sec): 3 clusters Score: Raw -42374.548016 + Penalty 1217.620470 = -41156.927546 nChanged 26 SP:Iteration 3Q (351.535616 sec): 3 clusters Score: Raw -42402.106476 + Penalty 1217.620470 = -41184.486005 nChanged 20 SP:Iteration 4Q (351.584437 sec): 3 clusters Score: Raw -42418.118880 + Penalty 1217.620470 = -41200.498410 nChanged 11 SP:Iteration 5Q (351.620955 sec): 3 clusters Score: Raw -42427.959661 + Penalty 1217.620470 = -41210.339190 nChanged 7 SP:Iteration 6Q (351.673967 sec): 3 clusters Score: Raw -42435.072483 + Penalty 1217.620470 = -41217.452012 nChanged 3 SP:Iteration 7Q (351.709726 sec): 3 clusters Score: Raw -42437.102054 + Penalty 1217.620470 = -41219.481584 nChanged 0 SP:Iteration 8F (351.753948 sec): 3 clusters Score: Raw -42437.102054 + Penalty 1217.620470 = -41219.481584 nChanged 0 Trying to split cluster 6 (9831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (351.787809 sec): 2 clusters Score: Raw -646127.943672 + Penalty 873.363114 = -645254.580558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (351.846971 sec): 3 clusters Score: Raw -640279.516633 + Penalty 1746.726228 = -638532.790405 nChanged 4343 SP:Iteration 1F (351.918743 sec): 3 clusters Score: Raw -642739.365401 + Penalty 1746.726228 = -640992.639173 nChanged 654 SP:Iteration 2F (351.969532 sec): 3 clusters Score: Raw -643104.193775 + Penalty 1746.726228 = -641357.467547 nChanged 670 SP:Iteration 3F (352.026297 sec): 3 clusters Score: Raw -643543.336283 + Penalty 1746.726228 = -641796.610055 nChanged 716 SP:Iteration 4F (352.081239 sec): 3 clusters Score: Raw -644140.878040 + Penalty 1746.726228 = -642394.151812 nChanged 701 SP:Iteration 5F (352.141702 sec): 3 clusters Score: Raw -644800.366497 + Penalty 1746.726228 = -643053.640269 nChanged 593 SP:Iteration 6F (352.202768 sec): 3 clusters Score: Raw -645372.672231 + Penalty 1746.726228 = -643625.946003 nChanged 398 SP:Iteration 7Q (352.267017 sec): 3 clusters Score: Raw -645756.640133 + Penalty 1746.726228 = -644009.913905 nChanged 253 SP:Iteration 8Q (352.336532 sec): 3 clusters Score: Raw -645956.451210 + Penalty 1746.726228 = -644209.724982 nChanged 159 SP:Iteration 9Q (352.389920 sec): 3 clusters Score: Raw -646070.652864 + Penalty 1746.726228 = -644323.926636 nChanged 99 SP:Iteration 10Q (352.446112 sec): 3 clusters Score: Raw -646136.062240 + Penalty 1746.726228 = -644389.336012 nChanged 74 SP:Iteration 11Q (352.497950 sec): 3 clusters Score: Raw -646195.152259 + Penalty 1746.726228 = -644448.426031 nChanged 67 SP:Iteration 12Q (352.558030 sec): 3 clusters Score: Raw -646245.650637 + Penalty 1746.726228 = -644498.924409 nChanged 65 SP:Iteration 13Q (352.615797 sec): 3 clusters Score: Raw -646300.602050 + Penalty 1746.726228 = -644553.875822 nChanged 50 SP:Iteration 14Q (352.676764 sec): 3 clusters Score: Raw -646338.157874 + Penalty 1746.726228 = -644591.431646 nChanged 34 SP:Iteration 15Q (352.726911 sec): 3 clusters Score: Raw -646364.691608 + Penalty 1746.726228 = -644617.965380 nChanged 37 SP:Iteration 16Q (352.786789 sec): 3 clusters Score: Raw -646391.671211 + Penalty 1746.726228 = -644644.944982 nChanged 29 SP:Iteration 17Q (352.832506 sec): 3 clusters Score: Raw -646418.059016 + Penalty 1746.726228 = -644671.332788 nChanged 19 SP:Iteration 18Q (352.889127 sec): 3 clusters Score: Raw -646429.954699 + Penalty 1746.726228 = -644683.228471 nChanged 15 SP:Iteration 19Q (352.954587 sec): 3 clusters Score: Raw -646436.458637 + Penalty 1746.726228 = -644689.732409 nChanged 8 SP:Iteration 20F (353.015183 sec): 3 clusters Score: Raw -646439.529494 + Penalty 1746.726228 = -644692.803266 nChanged 6 SP:Iteration 21Q (353.063645 sec): 3 clusters Score: Raw -646441.407076 + Penalty 1746.726228 = -644694.680848 nChanged 2 SP:Iteration 22Q (353.117989 sec): 3 clusters Score: Raw -646442.611902 + Penalty 1746.726228 = -644695.885674 nChanged 5 SP:Iteration 23Q (353.178598 sec): 3 clusters Score: Raw -646445.029350 + Penalty 1746.726228 = -644698.303122 nChanged 6 SP:Iteration 24Q (353.234482 sec): 3 clusters Score: Raw -646446.835466 + Penalty 1746.726228 = -644700.109238 nChanged 3 SP:Iteration 25Q (353.292161 sec): 3 clusters Score: Raw -646447.895094 + Penalty 1746.726228 = -644701.168866 nChanged 2 SP:Iteration 26Q (353.339296 sec): 3 clusters Score: Raw -646448.580491 + Penalty 1746.726228 = -644701.854262 nChanged 2 SP:Iteration 27Q (353.397647 sec): 3 clusters Score: Raw -646449.271981 + Penalty 1746.726228 = -644702.545753 nChanged 2 SP:Iteration 28Q (353.455122 sec): 3 clusters Score: Raw -646449.666104 + Penalty 1746.726228 = -644702.939876 nChanged 1 SP:Iteration 29Q (353.517028 sec): 3 clusters Score: Raw -646450.300134 + Penalty 1746.726228 = -644703.573906 nChanged 0 SP:Iteration 30F (353.560654 sec): 3 clusters Score: Raw -646450.300134 + Penalty 1746.726228 = -644703.573906 nChanged 0 Trying to split cluster 8 (5799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (353.599460 sec): 2 clusters Score: Raw -339256.434012 + Penalty 823.216873 = -338433.217139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (353.644920 sec): 3 clusters Score: Raw -335956.857532 + Penalty 1646.433746 = -334310.423786 nChanged 2535 SP:Iteration 1F (353.699948 sec): 3 clusters Score: Raw -337395.251405 + Penalty 1646.433746 = -335748.817659 nChanged 439 SP:Iteration 2F (353.755714 sec): 3 clusters Score: Raw -337623.069940 + Penalty 1646.433746 = -335976.636194 nChanged 337 SP:Iteration 3F (353.817380 sec): 3 clusters Score: Raw -337804.547794 + Penalty 1646.433746 = -336158.114049 nChanged 311 SP:Iteration 4F (353.861897 sec): 3 clusters Score: Raw -337972.988321 + Penalty 1646.433746 = -336326.554575 nChanged 261 SP:Iteration 5Q (353.924284 sec): 3 clusters Score: Raw -338096.545497 + Penalty 1646.433746 = -336450.111751 nChanged 230 SP:Iteration 6Q (353.981551 sec): 3 clusters Score: Raw -338214.627624 + Penalty 1646.433746 = -336568.193878 nChanged 220 SP:Iteration 7Q (354.034765 sec): 3 clusters Score: Raw -338320.501304 + Penalty 1646.433746 = -336674.067559 nChanged 190 SP:Iteration 8Q (354.077797 sec): 3 clusters Score: Raw -338418.777134 + Penalty 1646.433746 = -336772.343388 nChanged 163 SP:Iteration 9Q (354.138777 sec): 3 clusters Score: Raw -338490.630043 + Penalty 1646.433746 = -336844.196297 nChanged 138 SP:Iteration 10Q (354.189057 sec): 3 clusters Score: Raw -338543.348118 + Penalty 1646.433746 = -336896.914372 nChanged 101 SP:Iteration 11Q (354.255321 sec): 3 clusters Score: Raw -338570.236889 + Penalty 1646.433746 = -336923.803143 nChanged 84 SP:Iteration 12Q (354.307186 sec): 3 clusters Score: Raw -338599.059604 + Penalty 1646.433746 = -336952.625858 nChanged 93 SP:Iteration 13Q (354.363902 sec): 3 clusters Score: Raw -338628.975700 + Penalty 1646.433746 = -336982.541954 nChanged 66 SP:Iteration 14Q (354.410751 sec): 3 clusters Score: Raw -338649.381328 + Penalty 1646.433746 = -337002.947582 nChanged 63 SP:Iteration 15Q (354.472078 sec): 3 clusters Score: Raw -338669.983451 + Penalty 1646.433746 = -337023.549705 nChanged 76 SP:Iteration 16Q (354.519157 sec): 3 clusters Score: Raw -338691.703922 + Penalty 1646.433746 = -337045.270176 nChanged 67 SP:Iteration 17Q (354.576735 sec): 3 clusters Score: Raw -338710.329732 + Penalty 1646.433746 = -337063.895986 nChanged 57 SP:Iteration 18Q (354.629709 sec): 3 clusters Score: Raw -338725.219350 + Penalty 1646.433746 = -337078.785604 nChanged 68 SP:Iteration 19Q (354.690851 sec): 3 clusters Score: Raw -338743.350524 + Penalty 1646.433746 = -337096.916778 nChanged 67 SP:Iteration 20F (354.746297 sec): 3 clusters Score: Raw -338762.804528 + Penalty 1646.433746 = -337116.370783 nChanged 67 SP:Iteration 21Q (354.796117 sec): 3 clusters Score: Raw -338777.727112 + Penalty 1646.433746 = -337131.293366 nChanged 47 SP:Iteration 22Q (354.845631 sec): 3 clusters Score: Raw -338789.016409 + Penalty 1646.433746 = -337142.582663 nChanged 60 SP:Iteration 23Q (354.902676 sec): 3 clusters Score: Raw -338805.551974 + Penalty 1646.433746 = -337159.118228 nChanged 55 SP:Iteration 24Q (354.957329 sec): 3 clusters Score: Raw -338817.690717 + Penalty 1646.433746 = -337171.256971 nChanged 53 SP:Iteration 25Q (355.015058 sec): 3 clusters Score: Raw -338830.811579 + Penalty 1646.433746 = -337184.377833 nChanged 54 SP:Iteration 26Q (355.059764 sec): 3 clusters Score: Raw -338845.156698 + Penalty 1646.433746 = -337198.722952 nChanged 48 SP:Iteration 27Q (355.119562 sec): 3 clusters Score: Raw -338861.358250 + Penalty 1646.433746 = -337214.924504 nChanged 57 SP:Iteration 28Q (355.181982 sec): 3 clusters Score: Raw -338884.382524 + Penalty 1646.433746 = -337237.948778 nChanged 72 SP:Iteration 29Q (355.229190 sec): 3 clusters Score: Raw -338910.757619 + Penalty 1646.433746 = -337264.323873 nChanged 73 SP:Iteration 30Q (355.277315 sec): 3 clusters Score: Raw -338935.480540 + Penalty 1646.433746 = -337289.046794 nChanged 73 SP:Iteration 31Q (355.338756 sec): 3 clusters Score: Raw -338963.683265 + Penalty 1646.433746 = -337317.249519 nChanged 95 SP:Iteration 32Q (355.395228 sec): 3 clusters Score: Raw -338999.453734 + Penalty 1646.433746 = -337353.019988 nChanged 89 SP:Iteration 33Q (355.446621 sec): 3 clusters Score: Raw -339038.813733 + Penalty 1646.433746 = -337392.379987 nChanged 74 SP:Iteration 34Q (355.502461 sec): 3 clusters Score: Raw -339079.360330 + Penalty 1646.433746 = -337432.926584 nChanged 80 SP:Iteration 35Q (355.553964 sec): 3 clusters Score: Raw -339123.630834 + Penalty 1646.433746 = -337477.197089 nChanged 93 SP:Iteration 36Q (355.602597 sec): 3 clusters Score: Raw -339173.922374 + Penalty 1646.433746 = -337527.488628 nChanged 72 SP:Iteration 37Q (355.655058 sec): 3 clusters Score: Raw -339211.537818 + Penalty 1646.433746 = -337565.104072 nChanged 74 SP:Iteration 38Q (355.711418 sec): 3 clusters Score: Raw -339253.814238 + Penalty 1646.433746 = -337607.380492 nChanged 64 SP:Iteration 39Q (355.767378 sec): 3 clusters Score: Raw -339283.691571 + Penalty 1646.433746 = -337637.257825 nChanged 49 SP:Iteration 40F (355.813990 sec): 3 clusters Score: Raw -339307.165105 + Penalty 1646.433746 = -337660.731359 nChanged 47 SP:Iteration 41Q (355.858395 sec): 3 clusters Score: Raw -339327.073719 + Penalty 1646.433746 = -337680.639973 nChanged 44 SP:Iteration 42Q (355.916814 sec): 3 clusters Score: Raw -339347.201810 + Penalty 1646.433746 = -337700.768064 nChanged 44 SP:Iteration 43Q (355.960933 sec): 3 clusters Score: Raw -339363.281305 + Penalty 1646.433746 = -337716.847559 nChanged 30 SP:Iteration 44Q (356.012687 sec): 3 clusters Score: Raw -339374.934875 + Penalty 1646.433746 = -337728.501130 nChanged 29 SP:Iteration 45Q (356.059117 sec): 3 clusters Score: Raw -339390.879408 + Penalty 1646.433746 = -337744.445662 nChanged 24 SP:Iteration 46Q (356.109877 sec): 3 clusters Score: Raw -339400.532751 + Penalty 1646.433746 = -337754.099005 nChanged 25 SP:Iteration 47Q (356.168431 sec): 3 clusters Score: Raw -339410.583314 + Penalty 1646.433746 = -337764.149568 nChanged 24 SP:Iteration 48Q (356.212710 sec): 3 clusters Score: Raw -339419.062357 + Penalty 1646.433746 = -337772.628611 nChanged 23 SP:Iteration 49Q (356.265304 sec): 3 clusters Score: Raw -339429.463083 + Penalty 1646.433746 = -337783.029338 nChanged 25 SP:Iteration 50Q (356.318189 sec): 3 clusters Score: Raw -339442.360980 + Penalty 1646.433746 = -337795.927234 nChanged 20 SP:Iteration 51Q (356.385285 sec): 3 clusters Score: Raw -339455.320710 + Penalty 1646.433746 = -337808.886964 nChanged 20 SP:Iteration 52Q (356.437045 sec): 3 clusters Score: Raw -339470.440432 + Penalty 1646.433746 = -337824.006686 nChanged 20 SP:Iteration 53Q (356.489398 sec): 3 clusters Score: Raw -339492.429971 + Penalty 1646.433746 = -337845.996225 nChanged 23 SP:Iteration 54Q (356.545899 sec): 3 clusters Score: Raw -339509.415129 + Penalty 1646.433746 = -337862.981383 nChanged 13 SP:Iteration 55Q (356.591089 sec): 3 clusters Score: Raw -339514.185235 + Penalty 1646.433746 = -337867.751489 nChanged 8 SP:Iteration 56Q (356.649680 sec): 3 clusters Score: Raw -339517.312560 + Penalty 1646.433746 = -337870.878815 nChanged 10 SP:Iteration 57Q (356.693911 sec): 3 clusters Score: Raw -339519.896744 + Penalty 1646.433746 = -337873.462998 nChanged 5 SP:Iteration 58Q (356.743963 sec): 3 clusters Score: Raw -339522.128234 + Penalty 1646.433746 = -337875.694488 nChanged 8 SP:Iteration 59Q (356.808769 sec): 3 clusters Score: Raw -339525.980632 + Penalty 1646.433746 = -337879.546886 nChanged 4 SP:Iteration 60F (356.853652 sec): 3 clusters Score: Raw -339526.457477 + Penalty 1646.433746 = -337880.023731 nChanged 1 SP:Iteration 61Q (356.907435 sec): 3 clusters Score: Raw -339526.565946 + Penalty 1646.433746 = -337880.132201 nChanged 0 SP:Iteration 62F (356.960791 sec): 3 clusters Score: Raw -339526.565946 + Penalty 1646.433746 = -337880.132201 nChanged 0 Trying to split cluster 9 (13892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (357.005797 sec): 2 clusters Score: Raw -909588.949702 + Penalty 906.211499 = -908682.738202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (357.073137 sec): 3 clusters Score: Raw -901215.104246 + Penalty 1812.422999 = -899402.681248 nChanged 6314 SP:Iteration 1F (357.138262 sec): 3 clusters Score: Raw -904692.826129 + Penalty 1812.422999 = -902880.403130 nChanged 730 SP:Iteration 2F (357.194133 sec): 3 clusters Score: Raw -905002.214444 + Penalty 1812.422999 = -903189.791445 nChanged 691 SP:Iteration 3Q (357.262561 sec): 3 clusters Score: Raw -905303.525062 + Penalty 1812.422999 = -903491.102063 nChanged 654 SP:Iteration 4Q (357.334069 sec): 3 clusters Score: Raw -905616.102369 + Penalty 1812.422999 = -903803.679370 nChanged 672 SP:Iteration 5Q (357.395173 sec): 3 clusters Score: Raw -905947.020393 + Penalty 1812.422999 = -904134.597394 nChanged 663 SP:Iteration 6Q (357.450215 sec): 3 clusters Score: Raw -906313.818500 + Penalty 1812.422999 = -904501.395501 nChanged 720 SP:Iteration 7F (357.518734 sec): 3 clusters Score: Raw -906759.643223 + Penalty 1812.422999 = -904947.220224 nChanged 704 SP:Iteration 8F (357.588407 sec): 3 clusters Score: Raw -907195.686720 + Penalty 1812.422999 = -905383.263721 nChanged 669 SP:Iteration 9Q (357.655816 sec): 3 clusters Score: Raw -907633.388085 + Penalty 1812.422999 = -905820.965086 nChanged 570 SP:Iteration 10Q (357.707979 sec): 3 clusters Score: Raw -907941.135851 + Penalty 1812.422999 = -906128.712852 nChanged 429 SP:Iteration 11Q (357.782914 sec): 3 clusters Score: Raw -908160.818566 + Penalty 1812.422999 = -906348.395567 nChanged 355 SP:Iteration 12Q (357.844710 sec): 3 clusters Score: Raw -908344.188972 + Penalty 1812.422999 = -906531.765974 nChanged 309 SP:Iteration 13Q (357.909320 sec): 3 clusters Score: Raw -908504.989353 + Penalty 1812.422999 = -906692.566354 nChanged 279 SP:Iteration 14Q (357.960623 sec): 3 clusters Score: Raw -908646.501225 + Penalty 1812.422999 = -906834.078226 nChanged 259 SP:Iteration 15Q (358.026221 sec): 3 clusters Score: Raw -908781.306355 + Penalty 1812.422999 = -906968.883356 nChanged 228 SP:Iteration 16Q (358.090339 sec): 3 clusters Score: Raw -908900.614329 + Penalty 1812.422999 = -907088.191330 nChanged 202 SP:Iteration 17Q (358.151850 sec): 3 clusters Score: Raw -909013.730058 + Penalty 1812.422999 = -907201.307059 nChanged 192 SP:Iteration 18Q (358.212520 sec): 3 clusters Score: Raw -909120.721686 + Penalty 1812.422999 = -907308.298687 nChanged 203 SP:Iteration 19Q (358.267779 sec): 3 clusters Score: Raw -909242.568109 + Penalty 1812.422999 = -907430.145111 nChanged 182 SP:Iteration 20F (358.329849 sec): 3 clusters Score: Raw -909339.016761 + Penalty 1812.422999 = -907526.593762 nChanged 150 SP:Iteration 21Q (358.399191 sec): 3 clusters Score: Raw -909419.035112 + Penalty 1812.422999 = -907606.612113 nChanged 139 SP:Iteration 22Q (358.447340 sec): 3 clusters Score: Raw -909490.376385 + Penalty 1812.422999 = -907677.953386 nChanged 117 SP:Iteration 23Q (358.514064 sec): 3 clusters Score: Raw -909546.103388 + Penalty 1812.422999 = -907733.680389 nChanged 93 SP:Iteration 24Q (358.578531 sec): 3 clusters Score: Raw -909590.132171 + Penalty 1812.422999 = -907777.709172 nChanged 84 SP:Iteration 25Q (358.628351 sec): 3 clusters Score: Raw -909627.601850 + Penalty 1812.422999 = -907815.178852 nChanged 76 SP:Iteration 26Q (358.690830 sec): 3 clusters Score: Raw -909662.014479 + Penalty 1812.422999 = -907849.591481 nChanged 66 SP:Iteration 27Q (358.764821 sec): 3 clusters Score: Raw -909685.963091 + Penalty 1812.422999 = -907873.540092 nChanged 49 SP:Iteration 28Q (358.812240 sec): 3 clusters Score: Raw -909705.508452 + Penalty 1812.422999 = -907893.085453 nChanged 49 SP:Iteration 29Q (358.874024 sec): 3 clusters Score: Raw -909722.312664 + Penalty 1812.422999 = -907909.889665 nChanged 41 SP:Iteration 30Q (358.937139 sec): 3 clusters Score: Raw -909736.230393 + Penalty 1812.422999 = -907923.807395 nChanged 35 SP:Iteration 31Q (359.000558 sec): 3 clusters Score: Raw -909752.833168 + Penalty 1812.422999 = -907940.410170 nChanged 36 SP:Iteration 32Q (359.074513 sec): 3 clusters Score: Raw -909768.285184 + Penalty 1812.422999 = -907955.862185 nChanged 33 SP:Iteration 33Q (359.126568 sec): 3 clusters Score: Raw -909784.099455 + Penalty 1812.422999 = -907971.676456 nChanged 36 SP:Iteration 34Q (359.188759 sec): 3 clusters Score: Raw -909798.248398 + Penalty 1812.422999 = -907985.825399 nChanged 27 SP:Iteration 35Q (359.250886 sec): 3 clusters Score: Raw -909809.221941 + Penalty 1812.422999 = -907996.798942 nChanged 24 SP:Iteration 36Q (359.324563 sec): 3 clusters Score: Raw -909818.633923 + Penalty 1812.422999 = -908006.210924 nChanged 22 SP:Iteration 37Q (359.375438 sec): 3 clusters Score: Raw -909830.633627 + Penalty 1812.422999 = -908018.210628 nChanged 17 SP:Iteration 38Q (359.443771 sec): 3 clusters Score: Raw -909839.234017 + Penalty 1812.422999 = -908026.811018 nChanged 13 SP:Iteration 39Q (359.512678 sec): 3 clusters Score: Raw -909845.478977 + Penalty 1812.422999 = -908033.055978 nChanged 9 SP:Iteration 40F (359.580387 sec): 3 clusters Score: Raw -909849.042379 + Penalty 1812.422999 = -908036.619381 nChanged 11 SP:Iteration 41Q (359.641897 sec): 3 clusters Score: Raw -909854.304279 + Penalty 1812.422999 = -908041.881280 nChanged 9 SP:Iteration 42Q (359.705220 sec): 3 clusters Score: Raw -909857.190112 + Penalty 1812.422999 = -908044.767113 nChanged 6 SP:Iteration 43Q (359.770605 sec): 3 clusters Score: Raw -909859.996390 + Penalty 1812.422999 = -908047.573391 nChanged 6 SP:Iteration 44Q (359.820854 sec): 3 clusters Score: Raw -909862.177866 + Penalty 1812.422999 = -908049.754867 nChanged 7 SP:Iteration 45Q (359.888099 sec): 3 clusters Score: Raw -909864.001815 + Penalty 1812.422999 = -908051.578816 nChanged 4 SP:Iteration 46Q (359.954180 sec): 3 clusters Score: Raw -909864.779898 + Penalty 1812.422999 = -908052.356900 nChanged 5 SP:Iteration 47Q (360.013967 sec): 3 clusters Score: Raw -909866.763413 + Penalty 1812.422999 = -908054.340414 nChanged 3 SP:Iteration 48Q (360.063291 sec): 3 clusters Score: Raw -909867.266167 + Penalty 1812.422999 = -908054.843168 nChanged 3 SP:Iteration 49Q (360.138565 sec): 3 clusters Score: Raw -909868.206758 + Penalty 1812.422999 = -908055.783759 nChanged 4 SP:Iteration 50Q (360.190709 sec): 3 clusters Score: Raw -909871.095918 + Penalty 1812.422999 = -908058.672919 nChanged 10 SP:Iteration 51Q (360.250668 sec): 3 clusters Score: Raw -909876.728743 + Penalty 1812.422999 = -908064.305744 nChanged 6 SP:Iteration 52Q (360.323264 sec): 3 clusters Score: Raw -909879.540910 + Penalty 1812.422999 = -908067.117911 nChanged 7 SP:Iteration 53Q (360.382614 sec): 3 clusters Score: Raw -909883.192506 + Penalty 1812.422999 = -908070.769507 nChanged 8 SP:Iteration 54Q (360.429556 sec): 3 clusters Score: Raw -909887.830604 + Penalty 1812.422999 = -908075.407606 nChanged 6 SP:Iteration 55Q (360.487597 sec): 3 clusters Score: Raw -909890.303129 + Penalty 1812.422999 = -908077.880130 nChanged 2 SP:Iteration 56Q (360.556934 sec): 3 clusters Score: Raw -909892.196135 + Penalty 1812.422999 = -908079.773136 nChanged 3 SP:Iteration 57Q (360.618086 sec): 3 clusters Score: Raw -909893.578533 + Penalty 1812.422999 = -908081.155535 nChanged 2 SP:Iteration 58Q (360.680125 sec): 3 clusters Score: Raw -909894.933185 + Penalty 1812.422999 = -908082.510186 nChanged 4 SP:Iteration 59Q (360.735995 sec): 3 clusters Score: Raw -909896.331493 + Penalty 1812.422999 = -908083.908494 nChanged 3 SP:Iteration 60F (360.803649 sec): 3 clusters Score: Raw -909897.670786 + Penalty 1812.422999 = -908085.247787 nChanged 2 SP:Iteration 61Q (360.854633 sec): 3 clusters Score: Raw -909898.214060 + Penalty 1812.422999 = -908085.791061 nChanged 3 SP:Iteration 62Q (360.921041 sec): 3 clusters Score: Raw -909898.942200 + Penalty 1812.422999 = -908086.519201 nChanged 0 SP:Iteration 63F (360.986381 sec): 3 clusters Score: Raw -909898.942200 + Penalty 1812.422999 = -908086.519201 nChanged 0 Trying to split cluster 10 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (361.012389 sec): 2 clusters Score: Raw -21536.991743 + Penalty 566.540038 = -20970.451705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (361.058247 sec): 3 clusters Score: Raw -21451.568767 + Penalty 1133.080075 = -20318.488692 nChanged 101 SP:Iteration 1F (361.106447 sec): 3 clusters Score: Raw -21560.636285 + Penalty 1133.080075 = -20427.556210 nChanged 25 SP:Iteration 2F (361.138948 sec): 3 clusters Score: Raw -21592.324719 + Penalty 1133.080075 = -20459.244644 nChanged 13 SP:Iteration 3Q (361.188378 sec): 3 clusters Score: Raw -21610.311808 + Penalty 1133.080075 = -20477.231733 nChanged 6 SP:Iteration 4Q (361.223178 sec): 3 clusters Score: Raw -21617.740194 + Penalty 1133.080075 = -20484.660118 nChanged 4 SP:Iteration 5Q (361.278690 sec): 3 clusters Score: Raw -21624.638987 + Penalty 1133.080075 = -20491.558912 nChanged 4 SP:Iteration 6Q (361.312104 sec): 3 clusters Score: Raw -21631.212343 + Penalty 1133.080075 = -20498.132268 nChanged 2 SP:Iteration 7Q (361.368703 sec): 3 clusters Score: Raw -21632.355483 + Penalty 1133.080075 = -20499.275408 nChanged 1 SP:Iteration 8Q (361.412703 sec): 3 clusters Score: Raw -21632.743379 + Penalty 1133.080075 = -20499.663303 nChanged 1 SP:Iteration 9Q (361.461873 sec): 3 clusters Score: Raw -21634.191974 + Penalty 1133.080075 = -20501.111898 nChanged 0 SP:Iteration 10F (361.502930 sec): 3 clusters Score: Raw -21634.191974 + Penalty 1133.080075 = -20501.111898 nChanged 0 Trying to split cluster 14 (4679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (361.530745 sec): 2 clusters Score: Raw -295450.862325 + Penalty 802.829771 = -294648.032555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (361.585854 sec): 3 clusters Score: Raw -292817.212185 + Penalty 1605.659541 = -291211.552644 nChanged 2003 SP:Iteration 1F (361.636117 sec): 3 clusters Score: Raw -293940.179813 + Penalty 1605.659541 = -292334.520272 nChanged 276 SP:Iteration 2F (361.677671 sec): 3 clusters Score: Raw -294075.153329 + Penalty 1605.659541 = -292469.493788 nChanged 245 SP:Iteration 3F (361.729175 sec): 3 clusters Score: Raw -294208.429906 + Penalty 1605.659541 = -292602.770364 nChanged 228 SP:Iteration 4Q (361.787797 sec): 3 clusters Score: Raw -294341.175772 + Penalty 1605.659541 = -292735.516231 nChanged 218 SP:Iteration 5Q (361.842445 sec): 3 clusters Score: Raw -294495.740517 + Penalty 1605.659541 = -292890.080975 nChanged 234 SP:Iteration 6F (361.884292 sec): 3 clusters Score: Raw -294673.634182 + Penalty 1605.659541 = -293067.974641 nChanged 210 SP:Iteration 7Q (361.945495 sec): 3 clusters Score: Raw -294832.906254 + Penalty 1605.659541 = -293227.246713 nChanged 194 SP:Iteration 8Q (361.990398 sec): 3 clusters Score: Raw -294970.368421 + Penalty 1605.659541 = -293364.708880 nChanged 143 SP:Iteration 9Q (362.054194 sec): 3 clusters Score: Raw -295058.119858 + Penalty 1605.659541 = -293452.460316 nChanged 128 SP:Iteration 10Q (362.108709 sec): 3 clusters Score: Raw -295126.389457 + Penalty 1605.659541 = -293520.729916 nChanged 100 SP:Iteration 11Q (362.148247 sec): 3 clusters Score: Raw -295167.556263 + Penalty 1605.659541 = -293561.896722 nChanged 77 SP:Iteration 12Q (362.209944 sec): 3 clusters Score: Raw -295200.584702 + Penalty 1605.659541 = -293594.925160 nChanged 72 SP:Iteration 13Q (362.257534 sec): 3 clusters Score: Raw -295224.343449 + Penalty 1605.659541 = -293618.683908 nChanged 50 SP:Iteration 14Q (362.311302 sec): 3 clusters Score: Raw -295242.968018 + Penalty 1605.659541 = -293637.308477 nChanged 58 SP:Iteration 15Q (362.356272 sec): 3 clusters Score: Raw -295271.902033 + Penalty 1605.659541 = -293666.242491 nChanged 59 SP:Iteration 16Q (362.417302 sec): 3 clusters Score: Raw -295299.884304 + Penalty 1605.659541 = -293694.224762 nChanged 48 SP:Iteration 17Q (362.457331 sec): 3 clusters Score: Raw -295317.575655 + Penalty 1605.659541 = -293711.916114 nChanged 37 SP:Iteration 18Q (362.509967 sec): 3 clusters Score: Raw -295329.998744 + Penalty 1605.659541 = -293724.339203 nChanged 33 SP:Iteration 19Q (362.570008 sec): 3 clusters Score: Raw -295340.014563 + Penalty 1605.659541 = -293734.355022 nChanged 30 SP:Iteration 20F (362.617798 sec): 3 clusters Score: Raw -295349.554442 + Penalty 1605.659541 = -293743.894901 nChanged 20 SP:Iteration 21Q (362.668880 sec): 3 clusters Score: Raw -295356.243512 + Penalty 1605.659541 = -293750.583970 nChanged 23 SP:Iteration 22Q (362.722255 sec): 3 clusters Score: Raw -295364.156579 + Penalty 1605.659541 = -293758.497037 nChanged 23 SP:Iteration 23Q (362.775186 sec): 3 clusters Score: Raw -295372.387755 + Penalty 1605.659541 = -293766.728214 nChanged 24 SP:Iteration 24Q (362.828381 sec): 3 clusters Score: Raw -295384.148395 + Penalty 1605.659541 = -293778.488854 nChanged 25 SP:Iteration 25Q (362.869363 sec): 3 clusters Score: Raw -295392.101727 + Penalty 1605.659541 = -293786.442186 nChanged 16 SP:Iteration 26Q (362.925214 sec): 3 clusters Score: Raw -295397.592911 + Penalty 1605.659541 = -293791.933370 nChanged 22 SP:Iteration 27Q (362.980397 sec): 3 clusters Score: Raw -295407.644023 + Penalty 1605.659541 = -293801.984482 nChanged 26 SP:Iteration 28Q (363.029732 sec): 3 clusters Score: Raw -295418.302016 + Penalty 1605.659541 = -293812.642475 nChanged 25 SP:Iteration 29Q (363.074425 sec): 3 clusters Score: Raw -295427.415628 + Penalty 1605.659541 = -293821.756087 nChanged 19 SP:Iteration 30Q (363.125306 sec): 3 clusters Score: Raw -295434.173764 + Penalty 1605.659541 = -293828.514223 nChanged 16 SP:Iteration 31Q (363.182689 sec): 3 clusters Score: Raw -295440.110520 + Penalty 1605.659541 = -293834.450978 nChanged 15 SP:Iteration 32Q (363.228467 sec): 3 clusters Score: Raw -295446.669180 + Penalty 1605.659541 = -293841.009639 nChanged 21 SP:Iteration 33Q (363.285211 sec): 3 clusters Score: Raw -295455.138926 + Penalty 1605.659541 = -293849.479384 nChanged 27 SP:Iteration 34Q (363.339244 sec): 3 clusters Score: Raw -295467.676017 + Penalty 1605.659541 = -293862.016476 nChanged 23 SP:Iteration 35Q (363.382951 sec): 3 clusters Score: Raw -295476.041980 + Penalty 1605.659541 = -293870.382438 nChanged 15 SP:Iteration 36Q (363.436605 sec): 3 clusters Score: Raw -295480.930318 + Penalty 1605.659541 = -293875.270777 nChanged 12 SP:Iteration 37Q (363.494408 sec): 3 clusters Score: Raw -295484.838101 + Penalty 1605.659541 = -293879.178559 nChanged 12 SP:Iteration 38Q (363.531199 sec): 3 clusters Score: Raw -295488.684761 + Penalty 1605.659541 = -293883.025220 nChanged 8 SP:Iteration 39Q (363.574840 sec): 3 clusters Score: Raw -295491.468245 + Penalty 1605.659541 = -293885.808704 nChanged 7 SP:Iteration 40F (363.625876 sec): 3 clusters Score: Raw -295493.867525 + Penalty 1605.659541 = -293888.207983 nChanged 4 SP:Iteration 41Q (363.674953 sec): 3 clusters Score: Raw -295496.435072 + Penalty 1605.659541 = -293890.775531 nChanged 4 SP:Iteration 42Q (363.728249 sec): 3 clusters Score: Raw -295498.608243 + Penalty 1605.659541 = -293892.948701 nChanged 7 SP:Iteration 43Q (363.787580 sec): 3 clusters Score: Raw -295500.603669 + Penalty 1605.659541 = -293894.944127 nChanged 5 SP:Iteration 44Q (363.844054 sec): 3 clusters Score: Raw -295502.355112 + Penalty 1605.659541 = -293896.695571 nChanged 2 SP:Iteration 45Q (363.907354 sec): 3 clusters Score: Raw -295502.722698 + Penalty 1605.659541 = -293897.063157 nChanged 1 SP:Iteration 46Q (363.946384 sec): 3 clusters Score: Raw -295502.852114 + Penalty 1605.659541 = -293897.192573 nChanged 1 SP:Iteration 47Q (364.000968 sec): 3 clusters Score: Raw -295503.337019 + Penalty 1605.659541 = -293897.677478 nChanged 2 SP:Iteration 48Q (364.055327 sec): 3 clusters Score: Raw -295504.085378 + Penalty 1605.659541 = -293898.425837 nChanged 6 SP:Iteration 49Q (364.109646 sec): 3 clusters Score: Raw -295505.492039 + Penalty 1605.659541 = -293899.832497 nChanged 2 SP:Iteration 50Q (364.163523 sec): 3 clusters Score: Raw -295506.475897 + Penalty 1605.659541 = -293900.816356 nChanged 3 SP:Iteration 51Q (364.217158 sec): 3 clusters Score: Raw -295507.909921 + Penalty 1605.659541 = -293902.250380 nChanged 3 SP:Iteration 52Q (364.269783 sec): 3 clusters Score: Raw -295508.644422 + Penalty 1605.659541 = -293902.984881 nChanged 3 SP:Iteration 53Q (364.325489 sec): 3 clusters Score: Raw -295509.550168 + Penalty 1605.659541 = -293903.890627 nChanged 3 SP:Iteration 54Q (364.377997 sec): 3 clusters Score: Raw -295510.600083 + Penalty 1605.659541 = -293904.940542 nChanged 1 SP:Iteration 55Q (364.436432 sec): 3 clusters Score: Raw -295511.094035 + Penalty 1605.659541 = -293905.434493 nChanged 0 SP:Iteration 56F (364.486970 sec): 3 clusters Score: Raw -295511.094035 + Penalty 1605.659541 = -293905.434493 nChanged 0 Trying to split cluster 17 (777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (364.510306 sec): 2 clusters Score: Raw -47133.829614 + Penalty 632.266833 = -46501.562781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (364.570465 sec): 3 clusters Score: Raw -46839.742072 + Penalty 1264.533667 = -45575.208405 nChanged 243 SP:Iteration 1F (364.617364 sec): 3 clusters Score: Raw -47015.799676 + Penalty 1264.533667 = -45751.266009 nChanged 60 SP:Iteration 2F (364.662332 sec): 3 clusters Score: Raw -47071.995811 + Penalty 1264.533667 = -45807.462144 nChanged 28 SP:Iteration 3Q (364.713689 sec): 3 clusters Score: Raw -47098.149481 + Penalty 1264.533667 = -45833.615814 nChanged 21 SP:Iteration 4Q (364.760076 sec): 3 clusters Score: Raw -47124.177370 + Penalty 1264.533667 = -45859.643703 nChanged 19 SP:Iteration 5Q (364.808169 sec): 3 clusters Score: Raw -47148.833377 + Penalty 1264.533667 = -45884.299710 nChanged 24 SP:Iteration 6Q (364.845245 sec): 3 clusters Score: Raw -47170.603877 + Penalty 1264.533667 = -45906.070211 nChanged 18 SP:Iteration 7Q (364.885554 sec): 3 clusters Score: Raw -47187.973348 + Penalty 1264.533667 = -45923.439681 nChanged 13 SP:Iteration 8Q (364.939515 sec): 3 clusters Score: Raw -47198.668392 + Penalty 1264.533667 = -45934.134725 nChanged 13 SP:Iteration 9Q (364.985707 sec): 3 clusters Score: Raw -47209.234551 + Penalty 1264.533667 = -45944.700885 nChanged 12 SP:Iteration 10Q (365.038039 sec): 3 clusters Score: Raw -47218.058244 + Penalty 1264.533667 = -45953.524577 nChanged 9 SP:Iteration 11Q (365.083181 sec): 3 clusters Score: Raw -47223.473648 + Penalty 1264.533667 = -45958.939981 nChanged 7 SP:Iteration 12Q (365.126639 sec): 3 clusters Score: Raw -47230.266452 + Penalty 1264.533667 = -45965.732785 nChanged 5 SP:Iteration 13Q (365.178894 sec): 3 clusters Score: Raw -47235.881623 + Penalty 1264.533667 = -45971.347956 nChanged 8 SP:Iteration 14Q (365.228378 sec): 3 clusters Score: Raw -47249.990053 + Penalty 1264.533667 = -45985.456386 nChanged 12 SP:Iteration 15Q (365.282104 sec): 3 clusters Score: Raw -47262.100288 + Penalty 1264.533667 = -45997.566622 nChanged 12 SP:Iteration 16Q (365.334826 sec): 3 clusters Score: Raw -47273.385596 + Penalty 1264.533667 = -46008.851929 nChanged 8 SP:Iteration 17Q (365.386607 sec): 3 clusters Score: Raw -47278.762426 + Penalty 1264.533667 = -46014.228759 nChanged 5 SP:Iteration 18Q (365.439496 sec): 3 clusters Score: Raw -47282.112485 + Penalty 1264.533667 = -46017.578819 nChanged 1 SP:Iteration 19Q (365.477428 sec): 3 clusters Score: Raw -47284.469446 + Penalty 1264.533667 = -46019.935780 nChanged 5 SP:Iteration 20F (365.535123 sec): 3 clusters Score: Raw -47285.920157 + Penalty 1264.533667 = -46021.386491 nChanged 0 Trying to split cluster 18 (3360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (365.568237 sec): 2 clusters Score: Raw -209328.603823 + Penalty 771.371144 = -208557.232679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (365.614203 sec): 3 clusters Score: Raw -207614.910289 + Penalty 1542.742288 = -206072.168001 nChanged 1361 SP:Iteration 1F (365.654880 sec): 3 clusters Score: Raw -208445.623171 + Penalty 1542.742288 = -206902.880883 nChanged 286 SP:Iteration 2F (365.701076 sec): 3 clusters Score: Raw -208733.055876 + Penalty 1542.742288 = -207190.313588 nChanged 289 SP:Iteration 3F (365.758143 sec): 3 clusters Score: Raw -209042.509633 + Penalty 1542.742288 = -207499.767345 nChanged 250 SP:Iteration 4F (365.804028 sec): 3 clusters Score: Raw -209303.805647 + Penalty 1542.742288 = -207761.063359 nChanged 200 SP:Iteration 5F (365.850714 sec): 3 clusters Score: Raw -209490.868017 + Penalty 1542.742288 = -207948.125729 nChanged 166 SP:Iteration 6Q (365.901740 sec): 3 clusters Score: Raw -209588.107622 + Penalty 1542.742288 = -208045.365334 nChanged 100 SP:Iteration 7Q (365.951921 sec): 3 clusters Score: Raw -209635.770645 + Penalty 1542.742288 = -208093.028356 nChanged 62 SP:Iteration 8Q (366.004322 sec): 3 clusters Score: Raw -209665.553687 + Penalty 1542.742288 = -208122.811399 nChanged 56 SP:Iteration 9Q (366.052195 sec): 3 clusters Score: Raw -209691.882719 + Penalty 1542.742288 = -208149.140431 nChanged 54 SP:Iteration 10Q (366.098307 sec): 3 clusters Score: Raw -209718.101573 + Penalty 1542.742288 = -208175.359285 nChanged 54 SP:Iteration 11Q (366.151380 sec): 3 clusters Score: Raw -209744.277916 + Penalty 1542.742288 = -208201.535628 nChanged 39 SP:Iteration 12Q (366.208587 sec): 3 clusters Score: Raw -209763.412526 + Penalty 1542.742288 = -208220.670238 nChanged 27 SP:Iteration 13Q (366.263106 sec): 3 clusters Score: Raw -209777.267309 + Penalty 1542.742288 = -208234.525021 nChanged 32 SP:Iteration 14Q (366.311727 sec): 3 clusters Score: Raw -209789.513454 + Penalty 1542.742288 = -208246.771166 nChanged 28 SP:Iteration 15Q (366.362665 sec): 3 clusters Score: Raw -209800.662203 + Penalty 1542.742288 = -208257.919915 nChanged 27 SP:Iteration 16Q (366.411306 sec): 3 clusters Score: Raw -209810.306812 + Penalty 1542.742288 = -208267.564524 nChanged 21 SP:Iteration 17Q (366.456477 sec): 3 clusters Score: Raw -209817.626420 + Penalty 1542.742288 = -208274.884132 nChanged 25 SP:Iteration 18Q (366.518413 sec): 3 clusters Score: Raw -209827.203822 + Penalty 1542.742288 = -208284.461533 nChanged 21 SP:Iteration 19Q (366.574459 sec): 3 clusters Score: Raw -209835.051046 + Penalty 1542.742288 = -208292.308757 nChanged 14 SP:Iteration 20F (366.616422 sec): 3 clusters Score: Raw -209838.704991 + Penalty 1542.742288 = -208295.962703 nChanged 9 SP:Iteration 21Q (366.683436 sec): 3 clusters Score: Raw -209840.694678 + Penalty 1542.742288 = -208297.952389 nChanged 8 SP:Iteration 22Q (366.735592 sec): 3 clusters Score: Raw -209842.483623 + Penalty 1542.742288 = -208299.741335 nChanged 6 SP:Iteration 23Q (366.780159 sec): 3 clusters Score: Raw -209844.272875 + Penalty 1542.742288 = -208301.530587 nChanged 6 SP:Iteration 24Q (366.829226 sec): 3 clusters Score: Raw -209846.090914 + Penalty 1542.742288 = -208303.348626 nChanged 7 SP:Iteration 25Q (366.876704 sec): 3 clusters Score: Raw -209848.000962 + Penalty 1542.742288 = -208305.258674 nChanged 10 SP:Iteration 26Q (366.927620 sec): 3 clusters Score: Raw -209850.652923 + Penalty 1542.742288 = -208307.910635 nChanged 12 SP:Iteration 27Q (366.967782 sec): 3 clusters Score: Raw -209854.749381 + Penalty 1542.742288 = -208312.007093 nChanged 11 SP:Iteration 28Q (367.015168 sec): 3 clusters Score: Raw -209858.214788 + Penalty 1542.742288 = -208315.472499 nChanged 13 SP:Iteration 29Q (367.058934 sec): 3 clusters Score: Raw -209860.636590 + Penalty 1542.742288 = -208317.894302 nChanged 9 SP:Iteration 30Q (367.109530 sec): 3 clusters Score: Raw -209862.177449 + Penalty 1542.742288 = -208319.435161 nChanged 8 SP:Iteration 31Q (367.159580 sec): 3 clusters Score: Raw -209863.348863 + Penalty 1542.742288 = -208320.606575 nChanged 6 SP:Iteration 32Q (367.199957 sec): 3 clusters Score: Raw -209864.179693 + Penalty 1542.742288 = -208321.437405 nChanged 9 SP:Iteration 33Q (367.250400 sec): 3 clusters Score: Raw -209865.826910 + Penalty 1542.742288 = -208323.084622 nChanged 7 SP:Iteration 34Q (367.291475 sec): 3 clusters Score: Raw -209866.572462 + Penalty 1542.742288 = -208323.830174 nChanged 3 SP:Iteration 35Q (367.333345 sec): 3 clusters Score: Raw -209867.182868 + Penalty 1542.742288 = -208324.440580 nChanged 8 SP:Iteration 36Q (367.377134 sec): 3 clusters Score: Raw -209869.159950 + Penalty 1542.742288 = -208326.417662 nChanged 7 SP:Iteration 37Q (367.433231 sec): 3 clusters Score: Raw -209870.939440 + Penalty 1542.742288 = -208328.197152 nChanged 11 SP:Iteration 38Q (367.481963 sec): 3 clusters Score: Raw -209874.188744 + Penalty 1542.742288 = -208331.446456 nChanged 14 SP:Iteration 39Q (367.527643 sec): 3 clusters Score: Raw -209878.884193 + Penalty 1542.742288 = -208336.141905 nChanged 16 SP:Iteration 40F (367.569964 sec): 3 clusters Score: Raw -209882.632013 + Penalty 1542.742288 = -208339.889725 nChanged 11 SP:Iteration 41Q (367.614802 sec): 3 clusters Score: Raw -209885.933895 + Penalty 1542.742288 = -208343.191607 nChanged 15 SP:Iteration 42Q (367.671544 sec): 3 clusters Score: Raw -209891.557100 + Penalty 1542.742288 = -208348.814812 nChanged 27 SP:Iteration 43Q (367.721883 sec): 3 clusters Score: Raw -209902.430694 + Penalty 1542.742288 = -208359.688406 nChanged 31 SP:Iteration 44Q (367.764336 sec): 3 clusters Score: Raw -209916.305422 + Penalty 1542.742288 = -208373.563134 nChanged 27 SP:Iteration 45Q (367.823670 sec): 3 clusters Score: Raw -209929.545847 + Penalty 1542.742288 = -208386.803559 nChanged 19 SP:Iteration 46Q (367.870046 sec): 3 clusters Score: Raw -209939.073991 + Penalty 1542.742288 = -208396.331703 nChanged 22 SP:Iteration 47Q (367.928621 sec): 3 clusters Score: Raw -209948.532987 + Penalty 1542.742288 = -208405.790699 nChanged 24 SP:Iteration 48Q (367.979897 sec): 3 clusters Score: Raw -209961.013158 + Penalty 1542.742288 = -208418.270870 nChanged 29 SP:Iteration 49Q (368.033845 sec): 3 clusters Score: Raw -209974.323583 + Penalty 1542.742288 = -208431.581295 nChanged 23 SP:Iteration 50Q (368.086404 sec): 3 clusters Score: Raw -209985.266039 + Penalty 1542.742288 = -208442.523751 nChanged 21 SP:Iteration 51Q (368.130103 sec): 3 clusters Score: Raw -209993.147098 + Penalty 1542.742288 = -208450.404810 nChanged 16 SP:Iteration 52Q (368.187599 sec): 3 clusters Score: Raw -209999.346418 + Penalty 1542.742288 = -208456.604129 nChanged 13 SP:Iteration 53Q (368.235090 sec): 3 clusters Score: Raw -210003.725806 + Penalty 1542.742288 = -208460.983517 nChanged 7 SP:Iteration 54Q (368.281392 sec): 3 clusters Score: Raw -210005.959381 + Penalty 1542.742288 = -208463.217093 nChanged 6 SP:Iteration 55Q (368.328917 sec): 3 clusters Score: Raw -210007.294013 + Penalty 1542.742288 = -208464.551725 nChanged 4 SP:Iteration 56Q (368.377071 sec): 3 clusters Score: Raw -210008.053136 + Penalty 1542.742288 = -208465.310848 nChanged 3 SP:Iteration 57Q (368.433808 sec): 3 clusters Score: Raw -210008.808070 + Penalty 1542.742288 = -208466.065782 nChanged 3 SP:Iteration 58Q (368.479573 sec): 3 clusters Score: Raw -210009.753365 + Penalty 1542.742288 = -208467.011077 nChanged 5 SP:Iteration 59Q (368.523129 sec): 3 clusters Score: Raw -210010.781523 + Penalty 1542.742288 = -208468.039235 nChanged 3 SP:Iteration 60F (368.582552 sec): 3 clusters Score: Raw -210011.386364 + Penalty 1542.742288 = -208468.644076 nChanged 3 SP:Iteration 61Q (368.630360 sec): 3 clusters Score: Raw -210011.793051 + Penalty 1542.742288 = -208469.050763 nChanged 2 SP:Iteration 62Q (368.676810 sec): 3 clusters Score: Raw -210012.481141 + Penalty 1542.742288 = -208469.738853 nChanged 0 SP:Iteration 63F (368.739013 sec): 3 clusters Score: Raw -210012.481141 + Penalty 1542.742288 = -208469.738853 nChanged 0 Trying to split cluster 19 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (368.760893 sec): 2 clusters Score: Raw -8331.473059 + Penalty 486.209412 = -7845.263647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (368.807989 sec): 3 clusters Score: Raw -8366.965493 + Penalty 972.418824 = -7394.546668 nChanged 25 SP:Iteration 1F (368.857197 sec): 3 clusters Score: Raw -8428.304924 + Penalty 972.418824 = -7455.886099 nChanged 7 SP:Iteration 2Q (368.893884 sec): 3 clusters Score: Raw -8452.106628 + Penalty 972.418824 = -7479.687804 nChanged 3 SP:Iteration 3Q (368.943662 sec): 3 clusters Score: Raw -8486.010732 + Penalty 972.418824 = -7513.591908 nChanged 4 SP:Iteration 4Q (368.986158 sec): 3 clusters Score: Raw -8496.561011 + Penalty 972.418824 = -7524.142187 nChanged 3 SP:Iteration 5Q (369.028985 sec): 3 clusters Score: Raw -8503.198292 + Penalty 972.418824 = -7530.779467 nChanged 3 SP:Iteration 6Q (369.076879 sec): 3 clusters Score: Raw -8516.149313 + Penalty 972.418824 = -7543.730488 nChanged 4 SP:Iteration 7Q (369.123095 sec): 3 clusters Score: Raw -8529.779760 + Penalty 972.418824 = -7557.360935 nChanged 3 SP:Iteration 8Q (369.164956 sec): 3 clusters Score: Raw -8540.682925 + Penalty 972.418824 = -7568.264101 nChanged 1 SP:Iteration 9Q (369.211543 sec): 3 clusters Score: Raw -8543.068047 + Penalty 972.418824 = -7570.649223 nChanged 1 SP:Iteration 10Q (369.264053 sec): 3 clusters Score: Raw -8543.937702 + Penalty 972.418824 = -7571.518878 nChanged 0 SP:Iteration 11F (369.306526 sec): 3 clusters Score: Raw -8543.937702 + Penalty 972.418824 = -7571.518878 nChanged 0 Iteration 99Q (369.791131 sec): 14 clusters Score: Raw -4110040.017256 + Penalty 13704.084489 = -4096335.932768 nChanged 18 Iteration 100F (370.503531 sec): 14 clusters Score: Raw -4110040.844333 + Penalty 13704.084489 = -4096336.759844 nChanged 16 Iteration 101Q (370.983472 sec): 14 clusters Score: Raw -4110041.554766 + Penalty 13704.084489 = -4096337.470277 nChanged 21 Iteration 102Q (371.461490 sec): 14 clusters Score: Raw -4110042.685377 + Penalty 13704.084489 = -4096338.600888 nChanged 15 Iteration 103Q (371.927896 sec): 14 clusters Score: Raw -4110043.674444 + Penalty 13704.084489 = -4096339.589955 nChanged 16 Iteration 104Q (372.405828 sec): 14 clusters Score: Raw -4110044.583544 + Penalty 13704.084489 = -4096340.499055 nChanged 21 Iteration 105Q (372.916369 sec): 14 clusters Score: Raw -4110045.788897 + Penalty 13704.084489 = -4096341.704409 nChanged 23 Iteration 106Q (373.394890 sec): 14 clusters Score: Raw -4110047.019570 + Penalty 13704.084489 = -4096342.935081 nChanged 26 Iteration 107Q (373.883263 sec): 14 clusters Score: Raw -4110048.792547 + Penalty 13704.084489 = -4096344.708058 nChanged 29 Iteration 108Q (374.336929 sec): 14 clusters Score: Raw -4110050.289059 + Penalty 13704.084489 = -4096346.204570 nChanged 23 Iteration 109Q (374.804132 sec): 14 clusters Score: Raw -4110051.858432 + Penalty 13704.084489 = -4096347.773943 nChanged 21 Iteration 110Q (375.266929 sec): 14 clusters Score: Raw -4110053.809375 + Penalty 13704.084489 = -4096349.724887 nChanged 25 Iteration 111Q (375.736065 sec): 14 clusters Score: Raw -4110055.987783 + Penalty 13704.084489 = -4096351.903294 nChanged 18 Iteration 112Q (376.217393 sec): 14 clusters Score: Raw -4110057.591559 + Penalty 13704.084489 = -4096353.507071 nChanged 11 Iteration 113Q (376.714158 sec): 14 clusters Score: Raw -4110058.086429 + Penalty 13704.084489 = -4096354.001941 nChanged 11 Iteration 114Q (377.182648 sec): 14 clusters Score: Raw -4110058.680482 + Penalty 13704.084489 = -4096354.595993 nChanged 14 Iteration 115Q (377.625574 sec): 14 clusters Score: Raw -4110059.139921 + Penalty 13704.084489 = -4096355.055432 nChanged 13 Iteration 116Q (378.111293 sec): 14 clusters Score: Raw -4110059.692776 + Penalty 13704.084489 = -4096355.608287 nChanged 11 Iteration 117Q (378.607939 sec): 14 clusters Score: Raw -4110060.156051 + Penalty 13704.084489 = -4096356.071563 nChanged 9 Iteration 118Q (379.113520 sec): 14 clusters Score: Raw -4110060.526148 + Penalty 13704.084489 = -4096356.441659 nChanged 7 Iteration 119Q (379.576739 sec): 14 clusters Score: Raw -4110060.861685 + Penalty 13704.084489 = -4096356.777196 nChanged 4 Iteration 120F (380.263396 sec): 14 clusters Score: Raw -4110060.994339 + Penalty 13704.084489 = -4096356.909851 nChanged 4 Iteration 121Q (380.741159 sec): 14 clusters Score: Raw -4110061.065191 + Penalty 13704.084489 = -4096356.980702 nChanged 1 Iteration 122Q (381.245386 sec): 14 clusters Score: Raw -4110061.073318 + Penalty 13704.084489 = -4096356.988829 nChanged 0 Iteration 123F (381.903315 sec): 14 clusters Score: Raw -4110061.073318 + Penalty 13704.084489 = -4096356.988829 nChanged 0 Compute initial score before splitting: Score: Raw -4110061.073318 + Penalty 13704.084489 = -4096356.988829 Trying to split cluster 1 (8141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.943025 sec): 2 clusters Score: Raw -536280.093218 + Penalty 855.443489 = -535424.649730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.995913 sec): 3 clusters Score: Raw -531502.412117 + Penalty 1710.886977 = -529791.525139 nChanged 3604 SP:Iteration 1F (382.060260 sec): 3 clusters Score: Raw -533621.516933 + Penalty 1710.886977 = -531910.629955 nChanged 492 SP:Iteration 2F (382.118912 sec): 3 clusters Score: Raw -533883.328836 + Penalty 1710.886977 = -532172.441859 nChanged 420 SP:Iteration 3F (382.166633 sec): 3 clusters Score: Raw -534114.227298 + Penalty 1710.886977 = -532403.340320 nChanged 413 SP:Iteration 4F (382.233777 sec): 3 clusters Score: Raw -534341.243494 + Penalty 1710.886977 = -532630.356516 nChanged 403 SP:Iteration 5Q (382.288403 sec): 3 clusters Score: Raw -534546.901838 + Penalty 1710.886977 = -532836.014860 nChanged 361 SP:Iteration 6Q (382.354484 sec): 3 clusters Score: Raw -534740.795034 + Penalty 1710.886977 = -533029.908056 nChanged 343 SP:Iteration 7Q (382.414817 sec): 3 clusters Score: Raw -534929.595830 + Penalty 1710.886977 = -533218.708852 nChanged 323 SP:Iteration 8Q (382.472808 sec): 3 clusters Score: Raw -535086.654591 + Penalty 1710.886977 = -533375.767614 nChanged 263 SP:Iteration 9Q (382.525671 sec): 3 clusters Score: Raw -535209.693717 + Penalty 1710.886977 = -533498.806739 nChanged 258 SP:Iteration 10Q (382.574203 sec): 3 clusters Score: Raw -535328.214703 + Penalty 1710.886977 = -533617.327726 nChanged 250 SP:Iteration 11Q (382.629279 sec): 3 clusters Score: Raw -535451.312221 + Penalty 1710.886977 = -533740.425244 nChanged 210 SP:Iteration 12Q (382.682815 sec): 3 clusters Score: Raw -535554.068258 + Penalty 1710.886977 = -533843.181280 nChanged 202 SP:Iteration 13Q (382.738842 sec): 3 clusters Score: Raw -535645.258220 + Penalty 1710.886977 = -533934.371243 nChanged 174 SP:Iteration 14Q (382.793482 sec): 3 clusters Score: Raw -535719.964010 + Penalty 1710.886977 = -534009.077033 nChanged 141 SP:Iteration 15Q (382.859180 sec): 3 clusters Score: Raw -535778.918137 + Penalty 1710.886977 = -534068.031160 nChanged 124 SP:Iteration 16Q (382.917324 sec): 3 clusters Score: Raw -535835.946231 + Penalty 1710.886977 = -534125.059254 nChanged 117 SP:Iteration 17Q (382.961178 sec): 3 clusters Score: Raw -535887.774022 + Penalty 1710.886977 = -534176.887045 nChanged 103 SP:Iteration 18Q (383.013268 sec): 3 clusters Score: Raw -535938.551132 + Penalty 1710.886977 = -534227.664155 nChanged 101 SP:Iteration 19Q (383.078466 sec): 3 clusters Score: Raw -535993.674450 + Penalty 1710.886977 = -534282.787473 nChanged 83 SP:Iteration 20F (383.121725 sec): 3 clusters Score: Raw -536039.019802 + Penalty 1710.886977 = -534328.132825 nChanged 86 SP:Iteration 21Q (383.184672 sec): 3 clusters Score: Raw -536080.046368 + Penalty 1710.886977 = -534369.159391 nChanged 77 SP:Iteration 22Q (383.236975 sec): 3 clusters Score: Raw -536112.706682 + Penalty 1710.886977 = -534401.819705 nChanged 61 SP:Iteration 23Q (383.290117 sec): 3 clusters Score: Raw -536139.457822 + Penalty 1710.886977 = -534428.570844 nChanged 60 SP:Iteration 24Q (383.352790 sec): 3 clusters Score: Raw -536167.278727 + Penalty 1710.886977 = -534456.391750 nChanged 54 SP:Iteration 25Q (383.406724 sec): 3 clusters Score: Raw -536195.532269 + Penalty 1710.886977 = -534484.645292 nChanged 52 SP:Iteration 26Q (383.458938 sec): 3 clusters Score: Raw -536221.413638 + Penalty 1710.886977 = -534510.526661 nChanged 48 SP:Iteration 27Q (383.505112 sec): 3 clusters Score: Raw -536240.468384 + Penalty 1710.886977 = -534529.581406 nChanged 35 SP:Iteration 28Q (383.561441 sec): 3 clusters Score: Raw -536252.336449 + Penalty 1710.886977 = -534541.449471 nChanged 30 SP:Iteration 29Q (383.620947 sec): 3 clusters Score: Raw -536267.650052 + Penalty 1710.886977 = -534556.763074 nChanged 26 SP:Iteration 30Q (383.675116 sec): 3 clusters Score: Raw -536281.365222 + Penalty 1710.886977 = -534570.478245 nChanged 22 SP:Iteration 31Q (383.733182 sec): 3 clusters Score: Raw -536289.332038 + Penalty 1710.886977 = -534578.445060 nChanged 11 SP:Iteration 32Q (383.787289 sec): 3 clusters Score: Raw -536292.737054 + Penalty 1710.886977 = -534581.850077 nChanged 12 SP:Iteration 33Q (383.830015 sec): 3 clusters Score: Raw -536296.944553 + Penalty 1710.886977 = -534586.057576 nChanged 15 SP:Iteration 34Q (383.894639 sec): 3 clusters Score: Raw -536302.067385 + Penalty 1710.886977 = -534591.180408 nChanged 16 SP:Iteration 35Q (383.947829 sec): 3 clusters Score: Raw -536306.289081 + Penalty 1710.886977 = -534595.402104 nChanged 9 SP:Iteration 36Q (384.006868 sec): 3 clusters Score: Raw -536309.071277 + Penalty 1710.886977 = -534598.184300 nChanged 15 SP:Iteration 37Q (384.061822 sec): 3 clusters Score: Raw -536314.029912 + Penalty 1710.886977 = -534603.142935 nChanged 13 SP:Iteration 38Q (384.115966 sec): 3 clusters Score: Raw -536319.036374 + Penalty 1710.886977 = -534608.149396 nChanged 10 SP:Iteration 39Q (384.181883 sec): 3 clusters Score: Raw -536323.212233 + Penalty 1710.886977 = -534612.325256 nChanged 12 SP:Iteration 40F (384.229660 sec): 3 clusters Score: Raw -536330.881376 + Penalty 1710.886977 = -534619.994399 nChanged 14 SP:Iteration 41Q (384.289017 sec): 3 clusters Score: Raw -536339.335019 + Penalty 1710.886977 = -534628.448041 nChanged 16 SP:Iteration 42Q (384.343134 sec): 3 clusters Score: Raw -536347.295960 + Penalty 1710.886977 = -534636.408983 nChanged 18 SP:Iteration 43Q (384.397521 sec): 3 clusters Score: Raw -536354.295275 + Penalty 1710.886977 = -534643.408298 nChanged 14 SP:Iteration 44Q (384.448478 sec): 3 clusters Score: Raw -536359.055115 + Penalty 1710.886977 = -534648.168138 nChanged 8 SP:Iteration 45Q (384.506803 sec): 3 clusters Score: Raw -536361.624956 + Penalty 1710.886977 = -534650.737979 nChanged 5 SP:Iteration 46Q (384.555630 sec): 3 clusters Score: Raw -536365.491965 + Penalty 1710.886977 = -534654.604988 nChanged 6 SP:Iteration 47Q (384.616070 sec): 3 clusters Score: Raw -536368.579403 + Penalty 1710.886977 = -534657.692426 nChanged 7 SP:Iteration 48Q (384.662785 sec): 3 clusters Score: Raw -536370.683281 + Penalty 1710.886977 = -534659.796304 nChanged 6 SP:Iteration 49Q (384.716739 sec): 3 clusters Score: Raw -536372.955438 + Penalty 1710.886977 = -534662.068461 nChanged 3 SP:Iteration 50Q (384.767657 sec): 3 clusters Score: Raw -536374.203987 + Penalty 1710.886977 = -534663.317010 nChanged 2 SP:Iteration 51Q (384.829674 sec): 3 clusters Score: Raw -536374.949930 + Penalty 1710.886977 = -534664.062953 nChanged 3 SP:Iteration 52Q (384.880904 sec): 3 clusters Score: Raw -536376.594426 + Penalty 1710.886977 = -534665.707449 nChanged 4 SP:Iteration 53Q (384.941752 sec): 3 clusters Score: Raw -536377.496955 + Penalty 1710.886977 = -534666.609978 nChanged 3 SP:Iteration 54Q (384.995047 sec): 3 clusters Score: Raw -536378.936910 + Penalty 1710.886977 = -534668.049933 nChanged 5 SP:Iteration 55Q (385.042021 sec): 3 clusters Score: Raw -536381.351769 + Penalty 1710.886977 = -534670.464792 nChanged 6 SP:Iteration 56Q (385.108517 sec): 3 clusters Score: Raw -536383.568450 + Penalty 1710.886977 = -534672.681472 nChanged 3 SP:Iteration 57Q (385.161759 sec): 3 clusters Score: Raw -536385.128257 + Penalty 1710.886977 = -534674.241279 nChanged 6 SP:Iteration 58Q (385.206143 sec): 3 clusters Score: Raw -536388.226872 + Penalty 1710.886977 = -534677.339894 nChanged 8 SP:Iteration 59Q (385.271192 sec): 3 clusters Score: Raw -536391.747458 + Penalty 1710.886977 = -534680.860480 nChanged 4 SP:Iteration 60F (385.320713 sec): 3 clusters Score: Raw -536393.271535 + Penalty 1710.886977 = -534682.384558 nChanged 1 SP:Iteration 61Q (385.376797 sec): 3 clusters Score: Raw -536393.618132 + Penalty 1710.886977 = -534682.731154 nChanged 2 SP:Iteration 62Q (385.439759 sec): 3 clusters Score: Raw -536396.243453 + Penalty 1710.886977 = -534685.356476 nChanged 5 SP:Iteration 63Q (385.490030 sec): 3 clusters Score: Raw -536397.898649 + Penalty 1710.886977 = -534687.011672 nChanged 6 SP:Iteration 64Q (385.542935 sec): 3 clusters Score: Raw -536400.334006 + Penalty 1710.886977 = -534689.447029 nChanged 6 SP:Iteration 65Q (385.597175 sec): 3 clusters Score: Raw -536403.280445 + Penalty 1710.886977 = -534692.393468 nChanged 4 SP:Iteration 66Q (385.637868 sec): 3 clusters Score: Raw -536405.541163 + Penalty 1710.886977 = -534694.654186 nChanged 5 SP:Iteration 67Q (385.698256 sec): 3 clusters Score: Raw -536409.086487 + Penalty 1710.886977 = -534698.199510 nChanged 5 SP:Iteration 68Q (385.762962 sec): 3 clusters Score: Raw -536411.505889 + Penalty 1710.886977 = -534700.618912 nChanged 1 SP:Iteration 69Q (385.806583 sec): 3 clusters Score: Raw -536412.065165 + Penalty 1710.886977 = -534701.178188 nChanged 1 SP:Iteration 70Q (385.864830 sec): 3 clusters Score: Raw -536412.458348 + Penalty 1710.886977 = -534701.571370 nChanged 1 SP:Iteration 71Q (385.925540 sec): 3 clusters Score: Raw -536412.903936 + Penalty 1710.886977 = -534702.016959 nChanged 1 SP:Iteration 72Q (385.973573 sec): 3 clusters Score: Raw -536413.873963 + Penalty 1710.886977 = -534702.986986 nChanged 1 SP:Iteration 73Q (386.030047 sec): 3 clusters Score: Raw -536414.357030 + Penalty 1710.886977 = -534703.470053 nChanged 0 SP:Iteration 74F (386.086552 sec): 3 clusters Score: Raw -536414.357030 + Penalty 1710.886977 = -534703.470053 nChanged 0 Trying to split cluster 2 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (386.109025 sec): 2 clusters Score: Raw -20721.338861 + Penalty 555.959236 = -20165.379625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (386.160270 sec): 3 clusters Score: Raw -20647.755432 + Penalty 1111.918471 = -19535.836961 nChanged 84 SP:Iteration 1F (386.216419 sec): 3 clusters Score: Raw -20738.517984 + Penalty 1111.918471 = -19626.599512 nChanged 14 SP:Iteration 2Q (386.266318 sec): 3 clusters Score: Raw -20761.060345 + Penalty 1111.918471 = -19649.141874 nChanged 9 SP:Iteration 3Q (386.282634 sec): 3 clusters Score: Raw -20777.224849 + Penalty 1111.918471 = -19665.306378 nChanged 4 SP:Iteration 4Q (386.333538 sec): 3 clusters Score: Raw -20788.559890 + Penalty 1111.918471 = -19676.641419 nChanged 5 SP:Iteration 5Q (386.376967 sec): 3 clusters Score: Raw -20794.044030 + Penalty 1111.918471 = -19682.125559 nChanged 6 SP:Iteration 6Q (386.418564 sec): 3 clusters Score: Raw -20800.362759 + Penalty 1111.918471 = -19688.444288 nChanged 4 SP:Iteration 7Q (386.476167 sec): 3 clusters Score: Raw -20806.255932 + Penalty 1111.918471 = -19694.337461 nChanged 3 SP:Iteration 8Q (386.511774 sec): 3 clusters Score: Raw -20809.627019 + Penalty 1111.918471 = -19697.708548 nChanged 1 SP:Iteration 9Q (386.565989 sec): 3 clusters Score: Raw -20810.296385 + Penalty 1111.918471 = -19698.377914 nChanged 0 SP:Iteration 10F (386.611275 sec): 3 clusters Score: Raw -20810.296385 + Penalty 1111.918471 = -19698.377914 nChanged 0 Trying to split cluster 3 (13196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (386.652248 sec): 2 clusters Score: Raw -869558.879567 + Penalty 901.328558 = -868657.551009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (386.712557 sec): 3 clusters Score: Raw -861484.860214 + Penalty 1802.657116 = -859682.203098 nChanged 6030 SP:Iteration 1F (386.777373 sec): 3 clusters Score: Raw -864774.056781 + Penalty 1802.657116 = -862971.399664 nChanged 668 SP:Iteration 2F (386.832720 sec): 3 clusters Score: Raw -865000.458424 + Penalty 1802.657116 = -863197.801307 nChanged 576 SP:Iteration 3Q (386.905422 sec): 3 clusters Score: Raw -865210.413169 + Penalty 1802.657116 = -863407.756053 nChanged 557 SP:Iteration 4Q (386.972000 sec): 3 clusters Score: Raw -865419.903240 + Penalty 1802.657116 = -863617.246124 nChanged 522 SP:Iteration 5Q (387.034049 sec): 3 clusters Score: Raw -865641.400997 + Penalty 1802.657116 = -863838.743881 nChanged 595 SP:Iteration 6Q (387.101697 sec): 3 clusters Score: Raw -865935.554326 + Penalty 1802.657116 = -864132.897210 nChanged 638 SP:Iteration 7Q (387.156581 sec): 3 clusters Score: Raw -866254.590346 + Penalty 1802.657116 = -864451.933230 nChanged 609 SP:Iteration 8Q (387.234542 sec): 3 clusters Score: Raw -866564.077609 + Penalty 1802.657116 = -864761.420493 nChanged 605 SP:Iteration 9Q (387.296884 sec): 3 clusters Score: Raw -866910.956249 + Penalty 1802.657116 = -865108.299133 nChanged 635 SP:Iteration 10Q (387.361661 sec): 3 clusters Score: Raw -867264.267046 + Penalty 1802.657116 = -865461.609930 nChanged 576 SP:Iteration 11Q (387.427880 sec): 3 clusters Score: Raw -867566.167257 + Penalty 1802.657116 = -865763.510141 nChanged 472 SP:Iteration 12Q (387.492844 sec): 3 clusters Score: Raw -867756.940210 + Penalty 1802.657116 = -865954.283094 nChanged 351 SP:Iteration 13Q (387.557701 sec): 3 clusters Score: Raw -867874.839609 + Penalty 1802.657116 = -866072.182493 nChanged 247 SP:Iteration 14Q (387.611221 sec): 3 clusters Score: Raw -867943.733982 + Penalty 1802.657116 = -866141.076866 nChanged 215 SP:Iteration 15Q (387.686632 sec): 3 clusters Score: Raw -868008.380051 + Penalty 1802.657116 = -866205.722934 nChanged 192 SP:Iteration 16Q (387.750322 sec): 3 clusters Score: Raw -868065.103857 + Penalty 1802.657116 = -866262.446741 nChanged 172 SP:Iteration 17Q (387.802447 sec): 3 clusters Score: Raw -868118.188503 + Penalty 1802.657116 = -866315.531386 nChanged 165 SP:Iteration 18Q (387.866283 sec): 3 clusters Score: Raw -868168.983231 + Penalty 1802.657116 = -866366.326115 nChanged 155 SP:Iteration 19Q (387.927967 sec): 3 clusters Score: Raw -868215.668584 + Penalty 1802.657116 = -866413.011468 nChanged 150 SP:Iteration 20F (387.994658 sec): 3 clusters Score: Raw -868261.111920 + Penalty 1802.657116 = -866458.454804 nChanged 141 SP:Iteration 21Q (388.050059 sec): 3 clusters Score: Raw -868308.397864 + Penalty 1802.657116 = -866505.740748 nChanged 158 SP:Iteration 22Q (388.111498 sec): 3 clusters Score: Raw -868360.577675 + Penalty 1802.657116 = -866557.920559 nChanged 153 SP:Iteration 23Q (388.175312 sec): 3 clusters Score: Raw -868410.028609 + Penalty 1802.657116 = -866607.371493 nChanged 144 SP:Iteration 24Q (388.248833 sec): 3 clusters Score: Raw -868460.226319 + Penalty 1802.657116 = -866657.569203 nChanged 164 SP:Iteration 25Q (388.301924 sec): 3 clusters Score: Raw -868519.804385 + Penalty 1802.657116 = -866717.147269 nChanged 164 SP:Iteration 26Q (388.372159 sec): 3 clusters Score: Raw -868578.286770 + Penalty 1802.657116 = -866775.629654 nChanged 150 SP:Iteration 27Q (388.425984 sec): 3 clusters Score: Raw -868630.175676 + Penalty 1802.657116 = -866827.518559 nChanged 159 SP:Iteration 28Q (388.498770 sec): 3 clusters Score: Raw -868687.815049 + Penalty 1802.657116 = -866885.157933 nChanged 155 SP:Iteration 29Q (388.566893 sec): 3 clusters Score: Raw -868745.932333 + Penalty 1802.657116 = -866943.275217 nChanged 147 SP:Iteration 30Q (388.624471 sec): 3 clusters Score: Raw -868804.003974 + Penalty 1802.657116 = -867001.346858 nChanged 155 SP:Iteration 31Q (388.693299 sec): 3 clusters Score: Raw -868870.581038 + Penalty 1802.657116 = -867067.923922 nChanged 140 SP:Iteration 32Q (388.748866 sec): 3 clusters Score: Raw -868931.017965 + Penalty 1802.657116 = -867128.360849 nChanged 153 SP:Iteration 33Q (388.821804 sec): 3 clusters Score: Raw -868995.925682 + Penalty 1802.657116 = -867193.268566 nChanged 128 SP:Iteration 34Q (388.883577 sec): 3 clusters Score: Raw -869047.992420 + Penalty 1802.657116 = -867245.335304 nChanged 127 SP:Iteration 35Q (388.949856 sec): 3 clusters Score: Raw -869107.442139 + Penalty 1802.657116 = -867304.785023 nChanged 137 SP:Iteration 36Q (388.999353 sec): 3 clusters Score: Raw -869168.356118 + Penalty 1802.657116 = -867365.699002 nChanged 111 SP:Iteration 37Q (389.074736 sec): 3 clusters Score: Raw -869212.898569 + Penalty 1802.657116 = -867410.241453 nChanged 101 SP:Iteration 38Q (389.139460 sec): 3 clusters Score: Raw -869257.786379 + Penalty 1802.657116 = -867455.129262 nChanged 109 SP:Iteration 39Q (389.191457 sec): 3 clusters Score: Raw -869306.208113 + Penalty 1802.657116 = -867503.550997 nChanged 94 SP:Iteration 40F (389.268086 sec): 3 clusters Score: Raw -869349.626748 + Penalty 1802.657116 = -867546.969631 nChanged 93 SP:Iteration 41Q (389.319318 sec): 3 clusters Score: Raw -869395.508111 + Penalty 1802.657116 = -867592.850994 nChanged 100 SP:Iteration 42Q (389.392844 sec): 3 clusters Score: Raw -869445.117112 + Penalty 1802.657116 = -867642.459996 nChanged 79 SP:Iteration 43Q (389.455152 sec): 3 clusters Score: Raw -869484.949220 + Penalty 1802.657116 = -867682.292104 nChanged 78 SP:Iteration 44Q (389.517429 sec): 3 clusters Score: Raw -869521.523604 + Penalty 1802.657116 = -867718.866488 nChanged 69 SP:Iteration 45Q (389.579034 sec): 3 clusters Score: Raw -869555.853379 + Penalty 1802.657116 = -867753.196263 nChanged 55 SP:Iteration 46Q (389.642962 sec): 3 clusters Score: Raw -869584.063227 + Penalty 1802.657116 = -867781.406111 nChanged 38 SP:Iteration 47Q (389.703559 sec): 3 clusters Score: Raw -869604.177611 + Penalty 1802.657116 = -867801.520495 nChanged 39 SP:Iteration 48Q (389.764056 sec): 3 clusters Score: Raw -869622.479196 + Penalty 1802.657116 = -867819.822079 nChanged 29 SP:Iteration 49Q (389.823788 sec): 3 clusters Score: Raw -869635.064231 + Penalty 1802.657116 = -867832.407115 nChanged 25 SP:Iteration 50Q (389.880086 sec): 3 clusters Score: Raw -869648.164883 + Penalty 1802.657116 = -867845.507767 nChanged 24 SP:Iteration 51Q (389.942357 sec): 3 clusters Score: Raw -869660.337869 + Penalty 1802.657116 = -867857.680752 nChanged 15 SP:Iteration 52Q (390.001062 sec): 3 clusters Score: Raw -869669.604547 + Penalty 1802.657116 = -867866.947431 nChanged 19 SP:Iteration 53Q (390.062858 sec): 3 clusters Score: Raw -869677.638806 + Penalty 1802.657116 = -867874.981690 nChanged 17 SP:Iteration 54Q (390.124736 sec): 3 clusters Score: Raw -869685.696700 + Penalty 1802.657116 = -867883.039584 nChanged 11 SP:Iteration 55Q (390.183730 sec): 3 clusters Score: Raw -869691.808524 + Penalty 1802.657116 = -867889.151408 nChanged 13 SP:Iteration 56Q (390.229132 sec): 3 clusters Score: Raw -869700.267069 + Penalty 1802.657116 = -867897.609953 nChanged 14 SP:Iteration 57Q (390.297665 sec): 3 clusters Score: Raw -869709.263291 + Penalty 1802.657116 = -867906.606175 nChanged 16 SP:Iteration 58Q (390.359741 sec): 3 clusters Score: Raw -869718.582867 + Penalty 1802.657116 = -867915.925751 nChanged 11 SP:Iteration 59Q (390.417561 sec): 3 clusters Score: Raw -869723.648558 + Penalty 1802.657116 = -867920.991442 nChanged 9 SP:Iteration 60F (390.467020 sec): 3 clusters Score: Raw -869726.926539 + Penalty 1802.657116 = -867924.269423 nChanged 6 SP:Iteration 61Q (390.523950 sec): 3 clusters Score: Raw -869729.453329 + Penalty 1802.657116 = -867926.796213 nChanged 3 SP:Iteration 62Q (390.583812 sec): 3 clusters Score: Raw -869732.192788 + Penalty 1802.657116 = -867929.535672 nChanged 6 SP:Iteration 63Q (390.644068 sec): 3 clusters Score: Raw -869734.212692 + Penalty 1802.657116 = -867931.555575 nChanged 5 SP:Iteration 64Q (390.703982 sec): 3 clusters Score: Raw -869736.141762 + Penalty 1802.657116 = -867933.484646 nChanged 5 SP:Iteration 65Q (390.765086 sec): 3 clusters Score: Raw -869737.402964 + Penalty 1802.657116 = -867934.745848 nChanged 2 SP:Iteration 66Q (390.815140 sec): 3 clusters Score: Raw -869738.015715 + Penalty 1802.657116 = -867935.358599 nChanged 6 SP:Iteration 67Q (390.886079 sec): 3 clusters Score: Raw -869741.303938 + Penalty 1802.657116 = -867938.646821 nChanged 5 SP:Iteration 68Q (390.948179 sec): 3 clusters Score: Raw -869742.702531 + Penalty 1802.657116 = -867940.045415 nChanged 1 SP:Iteration 69Q (390.996141 sec): 3 clusters Score: Raw -869742.834313 + Penalty 1802.657116 = -867940.177197 nChanged 0 SP:Iteration 70F (391.062760 sec): 3 clusters Score: Raw -869742.834313 + Penalty 1802.657116 = -867940.177197 nChanged 0 Trying to split cluster 4 (4665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (391.101136 sec): 2 clusters Score: Raw -298502.251045 + Penalty 802.545096 = -297699.705950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (391.158376 sec): 3 clusters Score: Raw -295933.105783 + Penalty 1605.090192 = -294328.015591 nChanged 1969 SP:Iteration 1F (391.209950 sec): 3 clusters Score: Raw -297017.643041 + Penalty 1605.090192 = -295412.552850 nChanged 307 SP:Iteration 2F (391.260911 sec): 3 clusters Score: Raw -297203.625076 + Penalty 1605.090192 = -295598.534884 nChanged 269 SP:Iteration 3F (391.309746 sec): 3 clusters Score: Raw -297343.373089 + Penalty 1605.090192 = -295738.282897 nChanged 224 SP:Iteration 4Q (391.374502 sec): 3 clusters Score: Raw -297469.178810 + Penalty 1605.090192 = -295864.088618 nChanged 213 SP:Iteration 5Q (391.426406 sec): 3 clusters Score: Raw -297604.080891 + Penalty 1605.090192 = -295998.990699 nChanged 193 SP:Iteration 6Q (391.477590 sec): 3 clusters Score: Raw -297726.262004 + Penalty 1605.090192 = -296121.171813 nChanged 161 SP:Iteration 7Q (391.536457 sec): 3 clusters Score: Raw -297830.535903 + Penalty 1605.090192 = -296225.445711 nChanged 141 SP:Iteration 8Q (391.589893 sec): 3 clusters Score: Raw -297921.219502 + Penalty 1605.090192 = -296316.129310 nChanged 128 SP:Iteration 9Q (391.630655 sec): 3 clusters Score: Raw -298001.517730 + Penalty 1605.090192 = -296396.427538 nChanged 116 SP:Iteration 10Q (391.684713 sec): 3 clusters Score: Raw -298071.816718 + Penalty 1605.090192 = -296466.726526 nChanged 106 SP:Iteration 11Q (391.743944 sec): 3 clusters Score: Raw -298141.636214 + Penalty 1605.090192 = -296536.546022 nChanged 94 SP:Iteration 12Q (391.801805 sec): 3 clusters Score: Raw -298195.704089 + Penalty 1605.090192 = -296590.613897 nChanged 89 SP:Iteration 13Q (391.853906 sec): 3 clusters Score: Raw -298246.559432 + Penalty 1605.090192 = -296641.469240 nChanged 68 SP:Iteration 14Q (391.908203 sec): 3 clusters Score: Raw -298281.722615 + Penalty 1605.090192 = -296676.632423 nChanged 57 SP:Iteration 15Q (391.960656 sec): 3 clusters Score: Raw -298304.430792 + Penalty 1605.090192 = -296699.340601 nChanged 47 SP:Iteration 16Q (392.015131 sec): 3 clusters Score: Raw -298324.379388 + Penalty 1605.090192 = -296719.289196 nChanged 45 SP:Iteration 17Q (392.073831 sec): 3 clusters Score: Raw -298346.525496 + Penalty 1605.090192 = -296741.435305 nChanged 40 SP:Iteration 18Q (392.117796 sec): 3 clusters Score: Raw -298363.741746 + Penalty 1605.090192 = -296758.651555 nChanged 26 SP:Iteration 19Q (392.177091 sec): 3 clusters Score: Raw -298372.237429 + Penalty 1605.090192 = -296767.147238 nChanged 22 SP:Iteration 20F (392.216999 sec): 3 clusters Score: Raw -298380.104858 + Penalty 1605.090192 = -296775.014667 nChanged 21 SP:Iteration 21Q (392.267953 sec): 3 clusters Score: Raw -298387.858972 + Penalty 1605.090192 = -296782.768780 nChanged 23 SP:Iteration 22Q (392.323239 sec): 3 clusters Score: Raw -298396.156302 + Penalty 1605.090192 = -296791.066110 nChanged 26 SP:Iteration 23Q (392.374426 sec): 3 clusters Score: Raw -298408.513183 + Penalty 1605.090192 = -296803.422991 nChanged 24 SP:Iteration 24Q (392.423301 sec): 3 clusters Score: Raw -298420.461873 + Penalty 1605.090192 = -296815.371682 nChanged 26 SP:Iteration 25Q (392.480005 sec): 3 clusters Score: Raw -298434.766267 + Penalty 1605.090192 = -296829.676075 nChanged 21 SP:Iteration 26Q (392.531739 sec): 3 clusters Score: Raw -298443.697741 + Penalty 1605.090192 = -296838.607549 nChanged 21 SP:Iteration 27Q (392.577645 sec): 3 clusters Score: Raw -298454.229221 + Penalty 1605.090192 = -296849.139029 nChanged 14 SP:Iteration 28Q (392.624983 sec): 3 clusters Score: Raw -298463.682293 + Penalty 1605.090192 = -296858.592101 nChanged 18 SP:Iteration 29Q (392.671990 sec): 3 clusters Score: Raw -298475.807972 + Penalty 1605.090192 = -296870.717781 nChanged 19 SP:Iteration 30Q (392.717315 sec): 3 clusters Score: Raw -298484.403464 + Penalty 1605.090192 = -296879.313272 nChanged 15 SP:Iteration 31Q (392.773174 sec): 3 clusters Score: Raw -298490.479612 + Penalty 1605.090192 = -296885.389421 nChanged 18 SP:Iteration 32Q (392.820484 sec): 3 clusters Score: Raw -298498.459559 + Penalty 1605.090192 = -296893.369367 nChanged 18 SP:Iteration 33Q (392.874031 sec): 3 clusters Score: Raw -298509.472142 + Penalty 1605.090192 = -296904.381951 nChanged 22 SP:Iteration 34Q (392.922395 sec): 3 clusters Score: Raw -298520.569773 + Penalty 1605.090192 = -296915.479582 nChanged 12 SP:Iteration 35Q (392.970580 sec): 3 clusters Score: Raw -298524.632033 + Penalty 1605.090192 = -296919.541841 nChanged 11 SP:Iteration 36Q (393.018937 sec): 3 clusters Score: Raw -298529.293029 + Penalty 1605.090192 = -296924.202837 nChanged 9 SP:Iteration 37Q (393.073238 sec): 3 clusters Score: Raw -298532.637291 + Penalty 1605.090192 = -296927.547099 nChanged 8 SP:Iteration 38Q (393.120854 sec): 3 clusters Score: Raw -298537.110508 + Penalty 1605.090192 = -296932.020316 nChanged 8 SP:Iteration 39Q (393.170353 sec): 3 clusters Score: Raw -298540.527273 + Penalty 1605.090192 = -296935.437082 nChanged 5 SP:Iteration 40F (393.213592 sec): 3 clusters Score: Raw -298542.983712 + Penalty 1605.090192 = -296937.893521 nChanged 3 SP:Iteration 41Q (393.269356 sec): 3 clusters Score: Raw -298544.959500 + Penalty 1605.090192 = -296939.869309 nChanged 4 SP:Iteration 42Q (393.324185 sec): 3 clusters Score: Raw -298546.106560 + Penalty 1605.090192 = -296941.016369 nChanged 4 SP:Iteration 43Q (393.363570 sec): 3 clusters Score: Raw -298549.225316 + Penalty 1605.090192 = -296944.135124 nChanged 7 SP:Iteration 44Q (393.417047 sec): 3 clusters Score: Raw -298552.337394 + Penalty 1605.090192 = -296947.247202 nChanged 4 SP:Iteration 45Q (393.466707 sec): 3 clusters Score: Raw -298554.456039 + Penalty 1605.090192 = -296949.365848 nChanged 4 SP:Iteration 46Q (393.521071 sec): 3 clusters Score: Raw -298556.507571 + Penalty 1605.090192 = -296951.417379 nChanged 7 SP:Iteration 47Q (393.575725 sec): 3 clusters Score: Raw -298560.111092 + Penalty 1605.090192 = -296955.020900 nChanged 1 SP:Iteration 48Q (393.624912 sec): 3 clusters Score: Raw -298560.224789 + Penalty 1605.090192 = -296955.134598 nChanged 2 SP:Iteration 49Q (393.680133 sec): 3 clusters Score: Raw -298561.476524 + Penalty 1605.090192 = -296956.386332 nChanged 2 SP:Iteration 50Q (393.731328 sec): 3 clusters Score: Raw -298562.200382 + Penalty 1605.090192 = -296957.110190 nChanged 2 SP:Iteration 51Q (393.779932 sec): 3 clusters Score: Raw -298562.992336 + Penalty 1605.090192 = -296957.902145 nChanged 2 SP:Iteration 52Q (393.840307 sec): 3 clusters Score: Raw -298564.101662 + Penalty 1605.090192 = -296959.011470 nChanged 5 SP:Iteration 53Q (393.880184 sec): 3 clusters Score: Raw -298568.008270 + Penalty 1605.090192 = -296962.918079 nChanged 4 SP:Iteration 54Q (393.938604 sec): 3 clusters Score: Raw -298570.637790 + Penalty 1605.090192 = -296965.547598 nChanged 5 SP:Iteration 55Q (393.990176 sec): 3 clusters Score: Raw -298573.431433 + Penalty 1605.090192 = -296968.341242 nChanged 8 SP:Iteration 56Q (394.050665 sec): 3 clusters Score: Raw -298580.235669 + Penalty 1605.090192 = -296975.145477 nChanged 4 SP:Iteration 57Q (394.098862 sec): 3 clusters Score: Raw -298582.458865 + Penalty 1605.090192 = -296977.368674 nChanged 4 SP:Iteration 58Q (394.153228 sec): 3 clusters Score: Raw -298585.597834 + Penalty 1605.090192 = -296980.507642 nChanged 6 SP:Iteration 59Q (394.204733 sec): 3 clusters Score: Raw -298589.961972 + Penalty 1605.090192 = -296984.871780 nChanged 3 SP:Iteration 60F (394.260368 sec): 3 clusters Score: Raw -298593.077878 + Penalty 1605.090192 = -296987.987687 nChanged 3 SP:Iteration 61Q (394.315629 sec): 3 clusters Score: Raw -298595.869187 + Penalty 1605.090192 = -296990.778995 nChanged 5 SP:Iteration 62Q (394.372853 sec): 3 clusters Score: Raw -298598.385535 + Penalty 1605.090192 = -296993.295343 nChanged 5 SP:Iteration 63Q (394.414949 sec): 3 clusters Score: Raw -298601.102098 + Penalty 1605.090192 = -296996.011907 nChanged 4 SP:Iteration 64Q (394.478169 sec): 3 clusters Score: Raw -298604.547992 + Penalty 1605.090192 = -296999.457800 nChanged 5 SP:Iteration 65Q (394.532253 sec): 3 clusters Score: Raw -298610.611830 + Penalty 1605.090192 = -297005.521639 nChanged 5 SP:Iteration 66Q (394.580170 sec): 3 clusters Score: Raw -298616.089816 + Penalty 1605.090192 = -297010.999625 nChanged 3 SP:Iteration 67Q (394.638352 sec): 3 clusters Score: Raw -298617.110720 + Penalty 1605.090192 = -297012.020528 nChanged 1 SP:Iteration 68Q (394.678849 sec): 3 clusters Score: Raw -298617.667471 + Penalty 1605.090192 = -297012.577279 nChanged 0 SP:Iteration 69F (394.729938 sec): 3 clusters Score: Raw -298617.667471 + Penalty 1605.090192 = -297012.577279 nChanged 0 Trying to split cluster 5 (607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (394.754387 sec): 2 clusters Score: Raw -42402.336763 + Penalty 608.810235 = -41793.526528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (394.803557 sec): 3 clusters Score: Raw -42205.743076 + Penalty 1217.620470 = -40988.122606 nChanged 173 SP:Iteration 1F (394.853102 sec): 3 clusters Score: Raw -42358.380300 + Penalty 1217.620470 = -41140.759830 nChanged 37 SP:Iteration 2F (394.889370 sec): 3 clusters Score: Raw -42394.895282 + Penalty 1217.620470 = -41177.274812 nChanged 21 SP:Iteration 3Q (394.938248 sec): 3 clusters Score: Raw -42414.838219 + Penalty 1217.620470 = -41197.217749 nChanged 16 SP:Iteration 4Q (394.981311 sec): 3 clusters Score: Raw -42432.301431 + Penalty 1217.620470 = -41214.680961 nChanged 9 SP:Iteration 5Q (395.025634 sec): 3 clusters Score: Raw -42440.655559 + Penalty 1217.620470 = -41223.035089 nChanged 9 SP:Iteration 6Q (395.067471 sec): 3 clusters Score: Raw -42446.940687 + Penalty 1217.620470 = -41229.320216 nChanged 8 SP:Iteration 7Q (395.113703 sec): 3 clusters Score: Raw -42453.896686 + Penalty 1217.620470 = -41236.276216 nChanged 8 SP:Iteration 8Q (395.153902 sec): 3 clusters Score: Raw -42459.385703 + Penalty 1217.620470 = -41241.765233 nChanged 6 SP:Iteration 9Q (395.185556 sec): 3 clusters Score: Raw -42463.348524 + Penalty 1217.620470 = -41245.728053 nChanged 3 SP:Iteration 10Q (395.243573 sec): 3 clusters Score: Raw -42465.112288 + Penalty 1217.620470 = -41247.491818 nChanged 3 SP:Iteration 11Q (395.278307 sec): 3 clusters Score: Raw -42468.328730 + Penalty 1217.620470 = -41250.708259 nChanged 3 SP:Iteration 12Q (395.325164 sec): 3 clusters Score: Raw -42469.805145 + Penalty 1217.620470 = -41252.184675 nChanged 0 SP:Iteration 13F (395.375671 sec): 3 clusters Score: Raw -42469.805145 + Penalty 1217.620470 = -41252.184675 nChanged 0 Trying to split cluster 6 (9814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (395.412700 sec): 2 clusters Score: Raw -645054.502325 + Penalty 873.198696 = -644181.303630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (395.478603 sec): 3 clusters Score: Raw -639213.835936 + Penalty 1746.397391 = -637467.438545 nChanged 4419 SP:Iteration 1F (395.526228 sec): 3 clusters Score: Raw -641679.888884 + Penalty 1746.397391 = -639933.491493 nChanged 524 SP:Iteration 2F (395.587226 sec): 3 clusters Score: Raw -641905.517460 + Penalty 1746.397391 = -640159.120069 nChanged 533 SP:Iteration 3F (395.657821 sec): 3 clusters Score: Raw -642182.408779 + Penalty 1746.397391 = -640436.011388 nChanged 625 SP:Iteration 4F (395.714774 sec): 3 clusters Score: Raw -642537.750795 + Penalty 1746.397391 = -640791.353404 nChanged 686 SP:Iteration 5F (395.773464 sec): 3 clusters Score: Raw -643016.961697 + Penalty 1746.397391 = -641270.564306 nChanged 713 SP:Iteration 6F (395.826795 sec): 3 clusters Score: Raw -643617.076128 + Penalty 1746.397391 = -641870.678736 nChanged 616 SP:Iteration 7F (395.882589 sec): 3 clusters Score: Raw -644140.950090 + Penalty 1746.397391 = -642394.552699 nChanged 423 SP:Iteration 8Q (395.957451 sec): 3 clusters Score: Raw -644538.662064 + Penalty 1746.397391 = -642792.264673 nChanged 288 SP:Iteration 9Q (396.015175 sec): 3 clusters Score: Raw -644807.906316 + Penalty 1746.397391 = -643061.508925 nChanged 180 SP:Iteration 10Q (396.071309 sec): 3 clusters Score: Raw -644984.732867 + Penalty 1746.397391 = -643238.335476 nChanged 123 SP:Iteration 11Q (396.127621 sec): 3 clusters Score: Raw -645109.467779 + Penalty 1746.397391 = -643363.070388 nChanged 97 SP:Iteration 12Q (396.192613 sec): 3 clusters Score: Raw -645186.288576 + Penalty 1746.397391 = -643439.891185 nChanged 57 SP:Iteration 13Q (396.242505 sec): 3 clusters Score: Raw -645231.497165 + Penalty 1746.397391 = -643485.099774 nChanged 47 SP:Iteration 14Q (396.299047 sec): 3 clusters Score: Raw -645257.027871 + Penalty 1746.397391 = -643510.630480 nChanged 26 SP:Iteration 15Q (396.356725 sec): 3 clusters Score: Raw -645269.825476 + Penalty 1746.397391 = -643523.428085 nChanged 19 SP:Iteration 16Q (396.403732 sec): 3 clusters Score: Raw -645279.099012 + Penalty 1746.397391 = -643532.701621 nChanged 20 SP:Iteration 17Q (396.473694 sec): 3 clusters Score: Raw -645289.635087 + Penalty 1746.397391 = -643543.237696 nChanged 17 SP:Iteration 18Q (396.517559 sec): 3 clusters Score: Raw -645298.019417 + Penalty 1746.397391 = -643551.622026 nChanged 12 SP:Iteration 19Q (396.572615 sec): 3 clusters Score: Raw -645302.395726 + Penalty 1746.397391 = -643555.998335 nChanged 10 SP:Iteration 20F (396.632189 sec): 3 clusters Score: Raw -645307.692588 + Penalty 1746.397391 = -643561.295197 nChanged 15 SP:Iteration 21Q (396.692366 sec): 3 clusters Score: Raw -645314.536928 + Penalty 1746.397391 = -643568.139537 nChanged 10 SP:Iteration 22Q (396.740144 sec): 3 clusters Score: Raw -645316.868464 + Penalty 1746.397391 = -643570.471073 nChanged 8 SP:Iteration 23Q (396.801185 sec): 3 clusters Score: Raw -645319.384869 + Penalty 1746.397391 = -643572.987478 nChanged 10 SP:Iteration 24Q (396.862322 sec): 3 clusters Score: Raw -645323.274304 + Penalty 1746.397391 = -643576.876912 nChanged 15 SP:Iteration 25Q (396.920146 sec): 3 clusters Score: Raw -645327.292656 + Penalty 1746.397391 = -643580.895265 nChanged 6 SP:Iteration 26Q (396.974449 sec): 3 clusters Score: Raw -645328.938624 + Penalty 1746.397391 = -643582.541233 nChanged 2 SP:Iteration 27Q (397.025145 sec): 3 clusters Score: Raw -645329.394669 + Penalty 1746.397391 = -643582.997278 nChanged 2 SP:Iteration 28Q (397.082142 sec): 3 clusters Score: Raw -645329.838308 + Penalty 1746.397391 = -643583.440917 nChanged 0 SP:Iteration 29F (397.134700 sec): 3 clusters Score: Raw -645329.838308 + Penalty 1746.397391 = -643583.440917 nChanged 0 Trying to split cluster 8 (5801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (397.168215 sec): 2 clusters Score: Raw -339371.589354 + Penalty 823.249632 = -338548.339722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (397.222628 sec): 3 clusters Score: Raw -336060.354355 + Penalty 1646.499263 = -334413.855092 nChanged 2516 SP:Iteration 1F (397.267372 sec): 3 clusters Score: Raw -337473.113798 + Penalty 1646.499263 = -335826.614534 nChanged 454 SP:Iteration 2F (397.327798 sec): 3 clusters Score: Raw -337751.623087 + Penalty 1646.499263 = -336105.123824 nChanged 430 SP:Iteration 3F (397.381578 sec): 3 clusters Score: Raw -338032.044888 + Penalty 1646.499263 = -336385.545624 nChanged 420 SP:Iteration 4F (397.436844 sec): 3 clusters Score: Raw -338325.874253 + Penalty 1646.499263 = -336679.374990 nChanged 372 SP:Iteration 5F (397.492405 sec): 3 clusters Score: Raw -338572.340178 + Penalty 1646.499263 = -336925.840915 nChanged 316 SP:Iteration 6F (397.535959 sec): 3 clusters Score: Raw -338793.881048 + Penalty 1646.499263 = -337147.381785 nChanged 279 SP:Iteration 7Q (397.587012 sec): 3 clusters Score: Raw -338972.651856 + Penalty 1646.499263 = -337326.152593 nChanged 181 SP:Iteration 8Q (397.644853 sec): 3 clusters Score: Raw -339074.093682 + Penalty 1646.499263 = -337427.594418 nChanged 148 SP:Iteration 9Q (397.699346 sec): 3 clusters Score: Raw -339153.408449 + Penalty 1646.499263 = -337506.909186 nChanged 109 SP:Iteration 10Q (397.756631 sec): 3 clusters Score: Raw -339212.286260 + Penalty 1646.499263 = -337565.786997 nChanged 92 SP:Iteration 11Q (397.812748 sec): 3 clusters Score: Raw -339258.701198 + Penalty 1646.499263 = -337612.201935 nChanged 62 SP:Iteration 12Q (397.856828 sec): 3 clusters Score: Raw -339290.566224 + Penalty 1646.499263 = -337644.066960 nChanged 63 SP:Iteration 13Q (397.915349 sec): 3 clusters Score: Raw -339328.687762 + Penalty 1646.499263 = -337682.188499 nChanged 51 SP:Iteration 14Q (397.971768 sec): 3 clusters Score: Raw -339358.077601 + Penalty 1646.499263 = -337711.578338 nChanged 49 SP:Iteration 15Q (398.021282 sec): 3 clusters Score: Raw -339380.746676 + Penalty 1646.499263 = -337734.247413 nChanged 27 SP:Iteration 16Q (398.077725 sec): 3 clusters Score: Raw -339396.762000 + Penalty 1646.499263 = -337750.262737 nChanged 23 SP:Iteration 17Q (398.139420 sec): 3 clusters Score: Raw -339413.065971 + Penalty 1646.499263 = -337766.566708 nChanged 26 SP:Iteration 18Q (398.185534 sec): 3 clusters Score: Raw -339429.392354 + Penalty 1646.499263 = -337782.893091 nChanged 33 SP:Iteration 19Q (398.244582 sec): 3 clusters Score: Raw -339450.955171 + Penalty 1646.499263 = -337804.455908 nChanged 31 SP:Iteration 20F (398.288865 sec): 3 clusters Score: Raw -339467.584522 + Penalty 1646.499263 = -337821.085259 nChanged 28 SP:Iteration 21Q (398.345122 sec): 3 clusters Score: Raw -339477.783840 + Penalty 1646.499263 = -337831.284577 nChanged 25 SP:Iteration 22Q (398.395462 sec): 3 clusters Score: Raw -339486.328804 + Penalty 1646.499263 = -337839.829541 nChanged 17 SP:Iteration 23Q (398.454735 sec): 3 clusters Score: Raw -339491.759389 + Penalty 1646.499263 = -337845.260126 nChanged 10 SP:Iteration 24Q (398.513487 sec): 3 clusters Score: Raw -339495.867289 + Penalty 1646.499263 = -337849.368025 nChanged 11 SP:Iteration 25Q (398.566227 sec): 3 clusters Score: Raw -339501.435345 + Penalty 1646.499263 = -337854.936082 nChanged 12 SP:Iteration 26Q (398.625105 sec): 3 clusters Score: Raw -339509.106498 + Penalty 1646.499263 = -337862.607235 nChanged 14 SP:Iteration 27Q (398.665174 sec): 3 clusters Score: Raw -339519.467218 + Penalty 1646.499263 = -337872.967955 nChanged 17 SP:Iteration 28Q (398.729395 sec): 3 clusters Score: Raw -339534.181540 + Penalty 1646.499263 = -337887.682277 nChanged 24 SP:Iteration 29Q (398.784361 sec): 3 clusters Score: Raw -339555.240131 + Penalty 1646.499263 = -337908.740868 nChanged 22 SP:Iteration 30Q (398.834842 sec): 3 clusters Score: Raw -339574.906768 + Penalty 1646.499263 = -337928.407504 nChanged 20 SP:Iteration 31Q (398.879713 sec): 3 clusters Score: Raw -339587.732721 + Penalty 1646.499263 = -337941.233458 nChanged 15 SP:Iteration 32Q (398.933557 sec): 3 clusters Score: Raw -339595.043658 + Penalty 1646.499263 = -337948.544395 nChanged 12 SP:Iteration 33Q (398.984946 sec): 3 clusters Score: Raw -339599.698714 + Penalty 1646.499263 = -337953.199451 nChanged 3 SP:Iteration 34Q (399.039955 sec): 3 clusters Score: Raw -339600.790059 + Penalty 1646.499263 = -337954.290796 nChanged 1 SP:Iteration 35Q (399.093424 sec): 3 clusters Score: Raw -339600.899001 + Penalty 1646.499263 = -337954.399738 nChanged 1 SP:Iteration 36Q (399.150755 sec): 3 clusters Score: Raw -339601.087900 + Penalty 1646.499263 = -337954.588637 nChanged 1 SP:Iteration 37Q (399.204526 sec): 3 clusters Score: Raw -339601.368723 + Penalty 1646.499263 = -337954.869460 nChanged 1 SP:Iteration 38Q (399.265650 sec): 3 clusters Score: Raw -339602.127172 + Penalty 1646.499263 = -337955.627909 nChanged 2 SP:Iteration 39Q (399.312968 sec): 3 clusters Score: Raw -339602.703532 + Penalty 1646.499263 = -337956.204269 nChanged 3 SP:Iteration 40F (399.359014 sec): 3 clusters Score: Raw -339603.497202 + Penalty 1646.499263 = -337956.997939 nChanged 0 Trying to split cluster 9 (13985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (399.409491 sec): 2 clusters Score: Raw -915518.746917 + Penalty 906.845358 = -914611.901560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (399.474858 sec): 3 clusters Score: Raw -907000.621173 + Penalty 1813.690715 = -905186.930458 nChanged 6349 SP:Iteration 1F (399.529861 sec): 3 clusters Score: Raw -910395.573788 + Penalty 1813.690715 = -908581.883073 nChanged 722 SP:Iteration 2F (399.598194 sec): 3 clusters Score: Raw -910640.561201 + Penalty 1813.690715 = -908826.870486 nChanged 655 SP:Iteration 3Q (399.674043 sec): 3 clusters Score: Raw -910869.426548 + Penalty 1813.690715 = -909055.735833 nChanged 642 SP:Iteration 4Q (399.738272 sec): 3 clusters Score: Raw -911100.715376 + Penalty 1813.690715 = -909287.024661 nChanged 627 SP:Iteration 5Q (399.806372 sec): 3 clusters Score: Raw -911374.382667 + Penalty 1813.690715 = -909560.691952 nChanged 699 SP:Iteration 6Q (399.868856 sec): 3 clusters Score: Raw -911750.424670 + Penalty 1813.690715 = -909936.733955 nChanged 734 SP:Iteration 7F (399.932487 sec): 3 clusters Score: Raw -912244.125020 + Penalty 1813.690715 = -910430.434305 nChanged 846 SP:Iteration 8F (399.997299 sec): 3 clusters Score: Raw -912875.373598 + Penalty 1813.690715 = -911061.682883 nChanged 794 SP:Iteration 9F (400.054748 sec): 3 clusters Score: Raw -913532.448732 + Penalty 1813.690715 = -911718.758017 nChanged 643 SP:Iteration 10Q (400.131192 sec): 3 clusters Score: Raw -913997.785071 + Penalty 1813.690715 = -912184.094356 nChanged 453 SP:Iteration 11Q (400.184115 sec): 3 clusters Score: Raw -914291.407953 + Penalty 1813.690715 = -912477.717238 nChanged 322 SP:Iteration 12Q (400.249458 sec): 3 clusters Score: Raw -914471.773688 + Penalty 1813.690715 = -912658.082973 nChanged 243 SP:Iteration 13Q (400.322235 sec): 3 clusters Score: Raw -914610.866714 + Penalty 1813.690715 = -912797.175999 nChanged 216 SP:Iteration 14Q (400.383345 sec): 3 clusters Score: Raw -914733.463101 + Penalty 1813.690715 = -912919.772386 nChanged 206 SP:Iteration 15Q (400.435038 sec): 3 clusters Score: Raw -914855.517527 + Penalty 1813.690715 = -913041.826812 nChanged 176 SP:Iteration 16Q (400.506321 sec): 3 clusters Score: Raw -914961.763081 + Penalty 1813.690715 = -913148.072366 nChanged 173 SP:Iteration 17Q (400.571405 sec): 3 clusters Score: Raw -915068.651558 + Penalty 1813.690715 = -913254.960842 nChanged 165 SP:Iteration 18Q (400.634347 sec): 3 clusters Score: Raw -915176.871948 + Penalty 1813.690715 = -913363.181233 nChanged 151 SP:Iteration 19Q (400.698679 sec): 3 clusters Score: Raw -915263.651100 + Penalty 1813.690715 = -913449.960385 nChanged 121 SP:Iteration 20F (400.761573 sec): 3 clusters Score: Raw -915326.965916 + Penalty 1813.690715 = -913513.275201 nChanged 95 SP:Iteration 21Q (400.823824 sec): 3 clusters Score: Raw -915371.070372 + Penalty 1813.690715 = -913557.379656 nChanged 88 SP:Iteration 22Q (400.887782 sec): 3 clusters Score: Raw -915403.876860 + Penalty 1813.690715 = -913590.186145 nChanged 62 SP:Iteration 23Q (400.940501 sec): 3 clusters Score: Raw -915426.964032 + Penalty 1813.690715 = -913613.273317 nChanged 50 SP:Iteration 24Q (401.013669 sec): 3 clusters Score: Raw -915444.603188 + Penalty 1813.690715 = -913630.912473 nChanged 42 SP:Iteration 25Q (401.078129 sec): 3 clusters Score: Raw -915457.387930 + Penalty 1813.690715 = -913643.697215 nChanged 42 SP:Iteration 26Q (401.141143 sec): 3 clusters Score: Raw -915469.617215 + Penalty 1813.690715 = -913655.926500 nChanged 40 SP:Iteration 27Q (401.204896 sec): 3 clusters Score: Raw -915481.206230 + Penalty 1813.690715 = -913667.515515 nChanged 36 SP:Iteration 28Q (401.262889 sec): 3 clusters Score: Raw -915491.569597 + Penalty 1813.690715 = -913677.878882 nChanged 41 SP:Iteration 29Q (401.323668 sec): 3 clusters Score: Raw -915503.074388 + Penalty 1813.690715 = -913689.383673 nChanged 36 SP:Iteration 30Q (401.389523 sec): 3 clusters Score: Raw -915512.284292 + Penalty 1813.690715 = -913698.593577 nChanged 20 SP:Iteration 31Q (401.441319 sec): 3 clusters Score: Raw -915516.758845 + Penalty 1813.690715 = -913703.068130 nChanged 22 SP:Iteration 32Q (401.498739 sec): 3 clusters Score: Raw -915521.525683 + Penalty 1813.690715 = -913707.834968 nChanged 14 SP:Iteration 33Q (401.556479 sec): 3 clusters Score: Raw -915524.635381 + Penalty 1813.690715 = -913710.944666 nChanged 12 SP:Iteration 34Q (401.618183 sec): 3 clusters Score: Raw -915527.447095 + Penalty 1813.690715 = -913713.756380 nChanged 16 SP:Iteration 35Q (401.691422 sec): 3 clusters Score: Raw -915530.662286 + Penalty 1813.690715 = -913716.971571 nChanged 17 SP:Iteration 36Q (401.751131 sec): 3 clusters Score: Raw -915534.648496 + Penalty 1813.690715 = -913720.957781 nChanged 13 SP:Iteration 37Q (401.808349 sec): 3 clusters Score: Raw -915536.958211 + Penalty 1813.690715 = -913723.267496 nChanged 15 SP:Iteration 38Q (401.873451 sec): 3 clusters Score: Raw -915540.077163 + Penalty 1813.690715 = -913726.386448 nChanged 12 SP:Iteration 39Q (401.940099 sec): 3 clusters Score: Raw -915542.211681 + Penalty 1813.690715 = -913728.520966 nChanged 11 SP:Iteration 40F (401.994070 sec): 3 clusters Score: Raw -915544.267530 + Penalty 1813.690715 = -913730.576815 nChanged 13 SP:Iteration 41Q (402.063198 sec): 3 clusters Score: Raw -915546.560379 + Penalty 1813.690715 = -913732.869664 nChanged 18 SP:Iteration 42Q (402.121514 sec): 3 clusters Score: Raw -915551.367248 + Penalty 1813.690715 = -913737.676533 nChanged 20 SP:Iteration 43Q (402.179352 sec): 3 clusters Score: Raw -915556.385724 + Penalty 1813.690715 = -913742.695009 nChanged 14 SP:Iteration 44Q (402.240163 sec): 3 clusters Score: Raw -915559.297828 + Penalty 1813.690715 = -913745.607113 nChanged 14 SP:Iteration 45Q (402.295714 sec): 3 clusters Score: Raw -915561.491465 + Penalty 1813.690715 = -913747.800750 nChanged 11 SP:Iteration 46Q (402.356407 sec): 3 clusters Score: Raw -915563.149971 + Penalty 1813.690715 = -913749.459256 nChanged 9 SP:Iteration 47Q (402.421485 sec): 3 clusters Score: Raw -915564.940737 + Penalty 1813.690715 = -913751.250022 nChanged 11 SP:Iteration 48Q (402.482372 sec): 3 clusters Score: Raw -915567.043934 + Penalty 1813.690715 = -913753.353219 nChanged 12 SP:Iteration 49Q (402.535513 sec): 3 clusters Score: Raw -915569.455821 + Penalty 1813.690715 = -913755.765106 nChanged 13 SP:Iteration 50Q (402.593576 sec): 3 clusters Score: Raw -915572.529579 + Penalty 1813.690715 = -913758.838864 nChanged 16 SP:Iteration 51Q (402.650478 sec): 3 clusters Score: Raw -915576.985615 + Penalty 1813.690715 = -913763.294900 nChanged 15 SP:Iteration 52Q (402.708496 sec): 3 clusters Score: Raw -915580.752907 + Penalty 1813.690715 = -913767.062192 nChanged 16 SP:Iteration 53Q (402.777089 sec): 3 clusters Score: Raw -915584.712765 + Penalty 1813.690715 = -913771.022050 nChanged 16 SP:Iteration 54Q (402.829999 sec): 3 clusters Score: Raw -915591.659337 + Penalty 1813.690715 = -913777.968622 nChanged 15 SP:Iteration 55Q (402.899036 sec): 3 clusters Score: Raw -915597.066427 + Penalty 1813.690715 = -913783.375712 nChanged 13 SP:Iteration 56Q (402.957026 sec): 3 clusters Score: Raw -915601.371533 + Penalty 1813.690715 = -913787.680818 nChanged 18 SP:Iteration 57Q (403.030003 sec): 3 clusters Score: Raw -915607.950588 + Penalty 1813.690715 = -913794.259872 nChanged 22 SP:Iteration 58Q (403.080291 sec): 3 clusters Score: Raw -915614.735864 + Penalty 1813.690715 = -913801.045149 nChanged 22 SP:Iteration 59Q (403.149427 sec): 3 clusters Score: Raw -915621.545854 + Penalty 1813.690715 = -913807.855139 nChanged 25 SP:Iteration 60F (403.221029 sec): 3 clusters Score: Raw -915629.395226 + Penalty 1813.690715 = -913815.704511 nChanged 17 SP:Iteration 61Q (403.281338 sec): 3 clusters Score: Raw -915634.107739 + Penalty 1813.690715 = -913820.417024 nChanged 12 SP:Iteration 62Q (403.334880 sec): 3 clusters Score: Raw -915637.593907 + Penalty 1813.690715 = -913823.903192 nChanged 10 SP:Iteration 63Q (403.396580 sec): 3 clusters Score: Raw -915640.320638 + Penalty 1813.690715 = -913826.629923 nChanged 9 SP:Iteration 64Q (403.467559 sec): 3 clusters Score: Raw -915642.558828 + Penalty 1813.690715 = -913828.868113 nChanged 9 SP:Iteration 65Q (403.531257 sec): 3 clusters Score: Raw -915644.005707 + Penalty 1813.690715 = -913830.314992 nChanged 5 SP:Iteration 66Q (403.580906 sec): 3 clusters Score: Raw -915644.801602 + Penalty 1813.690715 = -913831.110887 nChanged 9 SP:Iteration 67Q (403.653693 sec): 3 clusters Score: Raw -915646.664784 + Penalty 1813.690715 = -913832.974069 nChanged 9 SP:Iteration 68Q (403.713163 sec): 3 clusters Score: Raw -915648.063416 + Penalty 1813.690715 = -913834.372701 nChanged 8 SP:Iteration 69Q (403.774428 sec): 3 clusters Score: Raw -915649.374087 + Penalty 1813.690715 = -913835.683372 nChanged 6 SP:Iteration 70Q (403.834127 sec): 3 clusters Score: Raw -915650.323923 + Penalty 1813.690715 = -913836.633208 nChanged 5 SP:Iteration 71Q (403.896591 sec): 3 clusters Score: Raw -915650.999510 + Penalty 1813.690715 = -913837.308795 nChanged 7 SP:Iteration 72Q (403.949167 sec): 3 clusters Score: Raw -915652.698797 + Penalty 1813.690715 = -913839.008082 nChanged 5 SP:Iteration 73Q (404.024153 sec): 3 clusters Score: Raw -915653.635205 + Penalty 1813.690715 = -913839.944490 nChanged 3 SP:Iteration 74Q (404.083162 sec): 3 clusters Score: Raw -915654.418857 + Penalty 1813.690715 = -913840.728142 nChanged 2 SP:Iteration 75Q (404.134608 sec): 3 clusters Score: Raw -915654.889482 + Penalty 1813.690715 = -913841.198766 nChanged 2 SP:Iteration 76Q (404.207045 sec): 3 clusters Score: Raw -915655.237544 + Penalty 1813.690715 = -913841.546828 nChanged 2 SP:Iteration 77Q (404.268238 sec): 3 clusters Score: Raw -915655.536406 + Penalty 1813.690715 = -913841.845691 nChanged 2 SP:Iteration 78Q (404.327443 sec): 3 clusters Score: Raw -915656.250103 + Penalty 1813.690715 = -913842.559388 nChanged 3 SP:Iteration 79Q (404.380566 sec): 3 clusters Score: Raw -915656.980522 + Penalty 1813.690715 = -913843.289807 nChanged 3 SP:Iteration 80F (404.449237 sec): 3 clusters Score: Raw -915657.554992 + Penalty 1813.690715 = -913843.864277 nChanged 2 SP:Iteration 81Q (404.512887 sec): 3 clusters Score: Raw -915658.044078 + Penalty 1813.690715 = -913844.353362 nChanged 3 SP:Iteration 82Q (404.575748 sec): 3 clusters Score: Raw -915658.769821 + Penalty 1813.690715 = -913845.079106 nChanged 4 SP:Iteration 83Q (404.635020 sec): 3 clusters Score: Raw -915659.686886 + Penalty 1813.690715 = -913845.996171 nChanged 6 SP:Iteration 84Q (404.695689 sec): 3 clusters Score: Raw -915661.764773 + Penalty 1813.690715 = -913848.074058 nChanged 9 SP:Iteration 85Q (404.750189 sec): 3 clusters Score: Raw -915664.526762 + Penalty 1813.690715 = -913850.836047 nChanged 7 SP:Iteration 86Q (404.816181 sec): 3 clusters Score: Raw -915665.979607 + Penalty 1813.690715 = -913852.288892 nChanged 5 SP:Iteration 87Q (404.876628 sec): 3 clusters Score: Raw -915667.115198 + Penalty 1813.690715 = -913853.424483 nChanged 5 SP:Iteration 88Q (404.939904 sec): 3 clusters Score: Raw -915668.343599 + Penalty 1813.690715 = -913854.652884 nChanged 7 SP:Iteration 89Q (404.997916 sec): 3 clusters Score: Raw -915669.692664 + Penalty 1813.690715 = -913856.001949 nChanged 4 SP:Iteration 90Q (405.048386 sec): 3 clusters Score: Raw -915670.524122 + Penalty 1813.690715 = -913856.833406 nChanged 1 SP:Iteration 91Q (405.115242 sec): 3 clusters Score: Raw -915670.630406 + Penalty 1813.690715 = -913856.939691 nChanged 1 SP:Iteration 92Q (405.168027 sec): 3 clusters Score: Raw -915670.715532 + Penalty 1813.690715 = -913857.024817 nChanged 1 SP:Iteration 93Q (405.228795 sec): 3 clusters Score: Raw -915670.758981 + Penalty 1813.690715 = -913857.068266 nChanged 0 SP:Iteration 94F (405.298781 sec): 3 clusters Score: Raw -915670.758981 + Penalty 1813.690715 = -913857.068266 nChanged 0 Trying to split cluster 10 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (405.321627 sec): 2 clusters Score: Raw -21742.441655 + Penalty 567.511913 = -21174.929742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (405.378223 sec): 3 clusters Score: Raw -21655.127805 + Penalty 1135.023826 = -20520.103979 nChanged 107 SP:Iteration 1F (405.418586 sec): 3 clusters Score: Raw -21784.946168 + Penalty 1135.023826 = -20649.922342 nChanged 36 SP:Iteration 2F (405.473811 sec): 3 clusters Score: Raw -21841.615330 + Penalty 1135.023826 = -20706.591504 nChanged 10 SP:Iteration 3Q (405.512205 sec): 3 clusters Score: Raw -21859.386465 + Penalty 1135.023826 = -20724.362638 nChanged 7 SP:Iteration 4Q (405.560872 sec): 3 clusters Score: Raw -21874.081283 + Penalty 1135.023826 = -20739.057457 nChanged 6 SP:Iteration 5Q (405.607393 sec): 3 clusters Score: Raw -21883.301458 + Penalty 1135.023826 = -20748.277632 nChanged 3 SP:Iteration 6Q (405.658146 sec): 3 clusters Score: Raw -21886.183964 + Penalty 1135.023826 = -20751.160138 nChanged 3 SP:Iteration 7Q (405.704467 sec): 3 clusters Score: Raw -21893.330508 + Penalty 1135.023826 = -20758.306682 nChanged 1 SP:Iteration 8Q (405.757257 sec): 3 clusters Score: Raw -21895.847502 + Penalty 1135.023826 = -20760.823676 nChanged 2 SP:Iteration 9Q (405.813390 sec): 3 clusters Score: Raw -21897.315113 + Penalty 1135.023826 = -20762.291287 nChanged 2 SP:Iteration 10Q (405.862804 sec): 3 clusters Score: Raw -21899.407597 + Penalty 1135.023826 = -20764.383771 nChanged 0 SP:Iteration 11F (405.911427 sec): 3 clusters Score: Raw -21899.407597 + Penalty 1135.023826 = -20764.383771 nChanged 0 Trying to split cluster 14 (4642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (405.927401 sec): 2 clusters Score: Raw -293142.942426 + Penalty 802.075556 = -292340.866870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (405.990953 sec): 3 clusters Score: Raw -290529.659882 + Penalty 1604.151111 = -288925.508771 nChanged 1972 SP:Iteration 1F (406.035137 sec): 3 clusters Score: Raw -291622.280385 + Penalty 1604.151111 = -290018.129273 nChanged 322 SP:Iteration 2F (406.084203 sec): 3 clusters Score: Raw -291785.845419 + Penalty 1604.151111 = -290181.694308 nChanged 277 SP:Iteration 3F (406.137730 sec): 3 clusters Score: Raw -291936.473519 + Penalty 1604.151111 = -290332.322408 nChanged 264 SP:Iteration 4F (406.197621 sec): 3 clusters Score: Raw -292096.510936 + Penalty 1604.151111 = -290492.359825 nChanged 235 SP:Iteration 5F (406.256691 sec): 3 clusters Score: Raw -292253.317584 + Penalty 1604.151111 = -290649.166473 nChanged 223 SP:Iteration 6Q (406.301368 sec): 3 clusters Score: Raw -292412.308516 + Penalty 1604.151111 = -290808.157404 nChanged 216 SP:Iteration 7Q (406.369008 sec): 3 clusters Score: Raw -292596.235918 + Penalty 1604.151111 = -290992.084806 nChanged 221 SP:Iteration 8Q (406.421390 sec): 3 clusters Score: Raw -292769.453177 + Penalty 1604.151111 = -291165.302066 nChanged 172 SP:Iteration 9Q (406.462285 sec): 3 clusters Score: Raw -292872.535343 + Penalty 1604.151111 = -291268.384232 nChanged 107 SP:Iteration 10Q (406.519830 sec): 3 clusters Score: Raw -292925.481195 + Penalty 1604.151111 = -291321.330084 nChanged 93 SP:Iteration 11Q (406.584365 sec): 3 clusters Score: Raw -292972.609187 + Penalty 1604.151111 = -291368.458075 nChanged 67 SP:Iteration 12Q (406.635438 sec): 3 clusters Score: Raw -292999.788776 + Penalty 1604.151111 = -291395.637665 nChanged 54 SP:Iteration 13Q (406.687219 sec): 3 clusters Score: Raw -293026.576537 + Penalty 1604.151111 = -291422.425425 nChanged 49 SP:Iteration 14Q (406.729635 sec): 3 clusters Score: Raw -293045.349209 + Penalty 1604.151111 = -291441.198097 nChanged 36 SP:Iteration 15Q (406.790668 sec): 3 clusters Score: Raw -293060.342664 + Penalty 1604.151111 = -291456.191552 nChanged 41 SP:Iteration 16Q (406.835890 sec): 3 clusters Score: Raw -293081.511665 + Penalty 1604.151111 = -291477.360554 nChanged 48 SP:Iteration 17Q (406.899738 sec): 3 clusters Score: Raw -293107.181863 + Penalty 1604.151111 = -291503.030752 nChanged 50 SP:Iteration 18Q (406.942797 sec): 3 clusters Score: Raw -293126.085934 + Penalty 1604.151111 = -291521.934822 nChanged 32 SP:Iteration 19Q (406.995191 sec): 3 clusters Score: Raw -293138.174379 + Penalty 1604.151111 = -291534.023267 nChanged 32 SP:Iteration 20F (407.057730 sec): 3 clusters Score: Raw -293149.737470 + Penalty 1604.151111 = -291545.586358 nChanged 39 SP:Iteration 21Q (407.113929 sec): 3 clusters Score: Raw -293167.375068 + Penalty 1604.151111 = -291563.223957 nChanged 49 SP:Iteration 22Q (407.158590 sec): 3 clusters Score: Raw -293191.715837 + Penalty 1604.151111 = -291587.564726 nChanged 48 SP:Iteration 23Q (407.203151 sec): 3 clusters Score: Raw -293222.650693 + Penalty 1604.151111 = -291618.499581 nChanged 40 SP:Iteration 24Q (407.268017 sec): 3 clusters Score: Raw -293245.318046 + Penalty 1604.151111 = -291641.166934 nChanged 30 SP:Iteration 25Q (407.324985 sec): 3 clusters Score: Raw -293258.436500 + Penalty 1604.151111 = -291654.285388 nChanged 26 SP:Iteration 26Q (407.367625 sec): 3 clusters Score: Raw -293268.941376 + Penalty 1604.151111 = -291664.790264 nChanged 24 SP:Iteration 27Q (407.421000 sec): 3 clusters Score: Raw -293276.224470 + Penalty 1604.151111 = -291672.073358 nChanged 18 SP:Iteration 28Q (407.483964 sec): 3 clusters Score: Raw -293279.863529 + Penalty 1604.151111 = -291675.712418 nChanged 6 SP:Iteration 29Q (407.536079 sec): 3 clusters Score: Raw -293280.676634 + Penalty 1604.151111 = -291676.525523 nChanged 8 SP:Iteration 30Q (407.588772 sec): 3 clusters Score: Raw -293281.820271 + Penalty 1604.151111 = -291677.669160 nChanged 4 SP:Iteration 31Q (407.629182 sec): 3 clusters Score: Raw -293282.291106 + Penalty 1604.151111 = -291678.139995 nChanged 1 SP:Iteration 32Q (407.691599 sec): 3 clusters Score: Raw -293282.521300 + Penalty 1604.151111 = -291678.370189 nChanged 2 SP:Iteration 33Q (407.734321 sec): 3 clusters Score: Raw -293282.727883 + Penalty 1604.151111 = -291678.576772 nChanged 0 SP:Iteration 34F (407.792474 sec): 3 clusters Score: Raw -293282.727883 + Penalty 1604.151111 = -291678.576772 nChanged 0 Trying to split cluster 17 (777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.821570 sec): 2 clusters Score: Raw -47133.829614 + Penalty 632.266833 = -46501.562781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.869360 sec): 3 clusters Score: Raw -46848.035490 + Penalty 1264.533667 = -45583.501823 nChanged 244 SP:Iteration 1F (407.919296 sec): 3 clusters Score: Raw -47043.383816 + Penalty 1264.533667 = -45778.850149 nChanged 60 SP:Iteration 2F (407.967404 sec): 3 clusters Score: Raw -47104.104748 + Penalty 1264.533667 = -45839.571081 nChanged 39 SP:Iteration 3F (408.017733 sec): 3 clusters Score: Raw -47136.943666 + Penalty 1264.533667 = -45872.409999 nChanged 28 SP:Iteration 4Q (408.059572 sec): 3 clusters Score: Raw -47155.611623 + Penalty 1264.533667 = -45891.077956 nChanged 12 SP:Iteration 5Q (408.110701 sec): 3 clusters Score: Raw -47167.384985 + Penalty 1264.533667 = -45902.851318 nChanged 9 SP:Iteration 6Q (408.160234 sec): 3 clusters Score: Raw -47175.124781 + Penalty 1264.533667 = -45910.591114 nChanged 11 SP:Iteration 7Q (408.213135 sec): 3 clusters Score: Raw -47185.666072 + Penalty 1264.533667 = -45921.132405 nChanged 10 SP:Iteration 8Q (408.263004 sec): 3 clusters Score: Raw -47193.526537 + Penalty 1264.533667 = -45928.992871 nChanged 9 SP:Iteration 9Q (408.312074 sec): 3 clusters Score: Raw -47201.159340 + Penalty 1264.533667 = -45936.625674 nChanged 8 SP:Iteration 10Q (408.359409 sec): 3 clusters Score: Raw -47206.806722 + Penalty 1264.533667 = -45942.273056 nChanged 2 SP:Iteration 11Q (408.407773 sec): 3 clusters Score: Raw -47208.399480 + Penalty 1264.533667 = -45943.865813 nChanged 3 SP:Iteration 12Q (408.459055 sec): 3 clusters Score: Raw -47209.746934 + Penalty 1264.533667 = -45945.213268 nChanged 2 SP:Iteration 13Q (408.508832 sec): 3 clusters Score: Raw -47210.584510 + Penalty 1264.533667 = -45946.050843 nChanged 1 SP:Iteration 14Q (408.545877 sec): 3 clusters Score: Raw -47211.221926 + Penalty 1264.533667 = -45946.688260 nChanged 0 SP:Iteration 15F (408.601708 sec): 3 clusters Score: Raw -47211.221926 + Penalty 1264.533667 = -45946.688260 nChanged 0 Trying to split cluster 18 (3386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (408.627732 sec): 2 clusters Score: Raw -210996.642224 + Penalty 772.103433 = -210224.538791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (408.680441 sec): 3 clusters Score: Raw -209228.570408 + Penalty 1544.206867 = -207684.363541 nChanged 1346 SP:Iteration 1F (408.725470 sec): 3 clusters Score: Raw -210104.098108 + Penalty 1544.206867 = -208559.891241 nChanged 275 SP:Iteration 2F (408.771859 sec): 3 clusters Score: Raw -210374.237849 + Penalty 1544.206867 = -208830.030982 nChanged 260 SP:Iteration 3F (408.818850 sec): 3 clusters Score: Raw -210636.769139 + Penalty 1544.206867 = -209092.562272 nChanged 240 SP:Iteration 4F (408.866736 sec): 3 clusters Score: Raw -210832.308027 + Penalty 1544.206867 = -209288.101160 nChanged 179 SP:Iteration 5F (408.907464 sec): 3 clusters Score: Raw -210965.403108 + Penalty 1544.206867 = -209421.196241 nChanged 133 SP:Iteration 6Q (408.957169 sec): 3 clusters Score: Raw -211047.527987 + Penalty 1544.206867 = -209503.321120 nChanged 92 SP:Iteration 7Q (409.017123 sec): 3 clusters Score: Raw -211101.340328 + Penalty 1544.206867 = -209557.133461 nChanged 64 SP:Iteration 8Q (409.074365 sec): 3 clusters Score: Raw -211136.865399 + Penalty 1544.206867 = -209592.658532 nChanged 58 SP:Iteration 9Q (409.118464 sec): 3 clusters Score: Raw -211156.636428 + Penalty 1544.206867 = -209612.429561 nChanged 38 SP:Iteration 10Q (409.164632 sec): 3 clusters Score: Raw -211168.646244 + Penalty 1544.206867 = -209624.439377 nChanged 35 SP:Iteration 11Q (409.222112 sec): 3 clusters Score: Raw -211179.742089 + Penalty 1544.206867 = -209635.535222 nChanged 30 SP:Iteration 12Q (409.272922 sec): 3 clusters Score: Raw -211191.066935 + Penalty 1544.206867 = -209646.860068 nChanged 35 SP:Iteration 13Q (409.317386 sec): 3 clusters Score: Raw -211204.382124 + Penalty 1544.206867 = -209660.175257 nChanged 39 SP:Iteration 14Q (409.374194 sec): 3 clusters Score: Raw -211221.841975 + Penalty 1544.206867 = -209677.635108 nChanged 36 SP:Iteration 15Q (409.423567 sec): 3 clusters Score: Raw -211243.933446 + Penalty 1544.206867 = -209699.726579 nChanged 52 SP:Iteration 16Q (409.482619 sec): 3 clusters Score: Raw -211281.076097 + Penalty 1544.206867 = -209736.869230 nChanged 59 SP:Iteration 17Q (409.540613 sec): 3 clusters Score: Raw -211312.234586 + Penalty 1544.206867 = -209768.027719 nChanged 57 SP:Iteration 18Q (409.592742 sec): 3 clusters Score: Raw -211339.565480 + Penalty 1544.206867 = -209795.358613 nChanged 52 SP:Iteration 19Q (409.645091 sec): 3 clusters Score: Raw -211363.069949 + Penalty 1544.206867 = -209818.863082 nChanged 46 SP:Iteration 20F (409.696379 sec): 3 clusters Score: Raw -211381.702026 + Penalty 1544.206867 = -209837.495159 nChanged 29 SP:Iteration 21Q (409.740684 sec): 3 clusters Score: Raw -211391.117167 + Penalty 1544.206867 = -209846.910301 nChanged 19 SP:Iteration 22Q (409.784368 sec): 3 clusters Score: Raw -211395.088143 + Penalty 1544.206867 = -209850.881276 nChanged 10 SP:Iteration 23Q (409.832369 sec): 3 clusters Score: Raw -211397.436323 + Penalty 1544.206867 = -209853.229456 nChanged 11 SP:Iteration 24Q (409.883421 sec): 3 clusters Score: Raw -211399.295446 + Penalty 1544.206867 = -209855.088579 nChanged 4 SP:Iteration 25Q (409.938297 sec): 3 clusters Score: Raw -211400.046758 + Penalty 1544.206867 = -209855.839891 nChanged 6 SP:Iteration 26Q (409.979020 sec): 3 clusters Score: Raw -211400.946088 + Penalty 1544.206867 = -209856.739221 nChanged 0 SP:Iteration 27F (410.021151 sec): 3 clusters Score: Raw -211400.946088 + Penalty 1544.206867 = -209856.739221 nChanged 0 Trying to split cluster 19 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (410.053840 sec): 2 clusters Score: Raw -8331.473059 + Penalty 486.209412 = -7845.263647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (410.096511 sec): 3 clusters Score: Raw -8406.233044 + Penalty 972.418824 = -7433.814220 nChanged 35 SP:Iteration 1F (410.139256 sec): 3 clusters Score: Raw -8520.573708 + Penalty 972.418824 = -7548.154883 nChanged 7 SP:Iteration 2Q (410.171375 sec): 3 clusters Score: Raw -8543.009887 + Penalty 972.418824 = -7570.591063 nChanged 3 SP:Iteration 3Q (410.223501 sec): 3 clusters Score: Raw -8548.316744 + Penalty 972.418824 = -7575.897920 nChanged 0 SP:Iteration 4F (410.257418 sec): 3 clusters Score: Raw -8548.316744 + Penalty 972.418824 = -7575.897920 nChanged 0 Time taken for this iteration:153.380910 seconds. 21->14 Clusters: Score -4096356.988829, best is -4096216.586736 THE BEST YET! Main iterations: 331 (time per iteration =964.960488 ms) Total iterations: 4667 (time per iteration =68.438380 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 17605086264.000000 (time per metric unit =18.142593ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 316891552752.000000 (time per metric unit=1007.921854ps) That took 319.401921 seconds.